Upload 9 files
Browse files- dataset_processing/datasets/annotated_city_prompts.csv +0 -0
- dataset_processing/datasets/city_prompts.csv +30 -0
- dataset_processing/datasets/city_province.csv +1635 -0
- dataset_processing/datasets/cleaned_doctors_data_with_city_province.csv +0 -0
- dataset_processing/datasets/doctors_data.csv +0 -0
- dataset_processing/datasets/illness_symptom.csv +0 -0
- dataset_processing/datasets/prompts.csv +0 -0
- dataset_processing/datasets/sentence_templates.csv +51 -0
- dataset_processing/process_dataset.ipynb +1509 -0
dataset_processing/datasets/annotated_city_prompts.csv
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dataset_processing/datasets/city_prompts.csv
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prompt
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"""I'm currently in [city], thank you for offering to help."""
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"""I reside in [city], and I appreciate your assistance in finding a suitable doctor."""
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"""Sure, I'm located in [city]. Any recommendations for doctors here would be greatly appreciated."""
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"""Thanks for asking. I'm from [city], and I could really use some advice on finding a doctor nearby."""
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"""I'm in [city] at the moment. Any help in finding a doctor specializing in my disease would be fantastic."""
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"""Ah, I call [city] home. Any help in locating a doctor here would be a lifesaver!"""
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"""I'm currently residing in the vibrant city of [city]. Excited to see what recommendations you have for doctors in this area!"""
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"""My city is [city]. It's a great place, but finding a good doctor can be tricky. Any suggestions?"""
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"""I hail from [city], where the weather is unpredictable but the people are friendly. Can you assist me in finding a doctor nearby?"""
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"""I'm located in [city], nestled between the mountains and the sea. Any leads on doctors specializing for my illness here?"""
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"""I'm based in [city], known for its rich history and cultural diversity. Can you point me towards reputable doctors in this area?"""
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"""Currently, I'm calling [city] my home. Any recommendations for doctors specializing in my disease here would be much appreciated!"""
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"""Thanks for asking! I'm from [city], where the food is amazing, but I could use some help finding a doctor. Any suggestions?"""
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"""I'm in [city] and I need help finding a doctor urgently. The situation with my illness is getting worse by the day."""
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"""Urgent! I'm currently in [city] and I'm desperate for a doctor who can help with my disease. Please, any recommendations would be a huge help!"""
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"""Time is of the essence. I'm in [city] and I need to see a doctor for my illness as soon as possible. Can you assist me in finding one quickly?"""
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"""Emergency situation here in [city]! I need to find a doctor specializing in illness immediately. Please, any leads would be greatly appreciated!"""
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"""I'm in [city] and I can't wait any longer. I need a doctor who can treat my illness urgently. Please, help me find one nearby!"""
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"""In [city] and in dire need of medical attention for my illness. Urgently seeking recommendations for a doctor who can help. Please, time is of the essence!"""
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"""Urgent request: I'm currently in [city] and I need to find a doctor who specializes in illness. Can't afford to wait any longer. Please, help me find one as soon as possible!"""
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"""Critical situation in [city]! I need immediate medical assistance for my disease. Please, help me find a doctor nearby who can see me urgently!"""
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"""No rush, but I'm currently in [city] and looking for a doctor who can help with my illness. Whenever you get a chance, I'd appreciate any recommendations."""
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"""I'm in [city], and while it's not urgent, I would really appreciate your assistance in finding a doctor for my illness."""
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"""Thanks for offering to help. I'm based in [city] and I'm seeking a doctor for my illness. Take your time in providing any suggestions you may have."""
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"""Just to let you know, I'm located in [city]. While it's not an emergency, I'm interested in finding a doctor who specializes in illness."""
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"""I'm currently in [city] and I'm in need of a doctor who can help with my illness. No rush, but any guidance you can provide would be great."""
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"""Hi there, I'm from [city] and I'm exploring options for a doctor who can assist with my illness. Whenever you're ready, I'd appreciate your input."""
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"""Just a heads up, I'm in [city] and I'm on the lookout for a doctor who specializes for this disease. No pressure, but any advice would be helpful."""
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"""I'm in [city] and I'm looking for a doctor to help manage my illness. Whenever you have a moment, I'd love to hear your suggestions."""
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dataset_processing/datasets/city_province.csv
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|
| 1 |
+
CITY,PROVINCE
|
| 2 |
+
Zumarraga,Samar
|
| 3 |
+
Zarraga,Iloilo
|
| 4 |
+
Zaragoza,Nueva Ecija
|
| 5 |
+
Zamboanguita,Negros Oriental
|
| 6 |
+
Zamboanga City*,Zamboanga del Sur
|
| 7 |
+
Wao,Lanao del Sur
|
| 8 |
+
Virac*,Catanduanes
|
| 9 |
+
Vinzons,Camarines Norte
|
| 10 |
+
Vintar,Ilocos Norte
|
| 11 |
+
Vincenzo A. Sagun,Zamboanga del Sur
|
| 12 |
+
Villaviciosa,Abra
|
| 13 |
+
Villaverde,Nueva Vizcaya
|
| 14 |
+
Villasis,Pangasinan
|
| 15 |
+
Villareal,Samar
|
| 16 |
+
Villanueva,Misamis Oriental
|
| 17 |
+
Villaba,Leyte
|
| 18 |
+
Vigan,Ilocos Sur
|
| 19 |
+
Viga,Catanduanes
|
| 20 |
+
Victorias,Negros Occidental
|
| 21 |
+
Victoria,Laguna
|
| 22 |
+
Victoria,Northern Samar
|
| 23 |
+
Victoria,Oriental Mindoro
|
| 24 |
+
Victoria,Tarlac
|
| 25 |
+
Veruela,Agusan del Sur
|
| 26 |
+
Vallehermoso,Negros Oriental
|
| 27 |
+
Valladolid,Negros Occidental
|
| 28 |
+
Valenzuela,Metro Manila
|
| 29 |
+
Valencia*,Bukidnon
|
| 30 |
+
Valencia,Bohol
|
| 31 |
+
Valencia,Negros Oriental
|
| 32 |
+
Valderrama,Antique
|
| 33 |
+
Uyugan,Batanes
|
| 34 |
+
Uson,Masbate
|
| 35 |
+
Urdaneta,Pangasinan
|
| 36 |
+
Urbiztondo,Pangasinan
|
| 37 |
+
Upi,Maguindanao del Norte
|
| 38 |
+
Unisan,Quezon
|
| 39 |
+
Ungkaya Pukan,Basilan
|
| 40 |
+
Umingan,Pangasinan
|
| 41 |
+
Ubay,Bohol
|
| 42 |
+
Tuy,Batangas
|
| 43 |
+
Turtle Islands,Tawi-Tawi
|
| 44 |
+
Tupi,South Cotabato
|
| 45 |
+
Tungawan,Zamboanga Sibugay
|
| 46 |
+
Tunga,Leyte
|
| 47 |
+
Tumauini,Isabela
|
| 48 |
+
Tulunan,Cotabato
|
| 49 |
+
Tukuran,Zamboanga del Sur
|
| 50 |
+
Tuguegarao*,Cagayan
|
| 51 |
+
Tugaya,Lanao del Sur
|
| 52 |
+
Tudela,Cebu
|
| 53 |
+
Tudela,Misamis Occidental
|
| 54 |
+
Tuburan,Basilan
|
| 55 |
+
Tuburan,Cebu
|
| 56 |
+
Tubungan,Iloilo
|
| 57 |
+
Tubod,Lanao del Norte
|
| 58 |
+
Tubod,Surigao del Norte
|
| 59 |
+
Tubo,Abra
|
| 60 |
+
Tublay,Benguet
|
| 61 |
+
Tubigon,Bohol
|
| 62 |
+
Tubay,Agusan del Norte
|
| 63 |
+
Tubaran,Lanao del Sur
|
| 64 |
+
Tubao,La Union
|
| 65 |
+
Tubajon,Dinagat Islands
|
| 66 |
+
Tuba,Benguet
|
| 67 |
+
Tuao,Cagayan
|
| 68 |
+
Trinidad,Bohol
|
| 69 |
+
Trento,Agusan del Sur
|
| 70 |
+
Trece Martires,Cavite
|
| 71 |
+
Torrijos,Marinduque
|
| 72 |
+
Tomas Oppus,Southern Leyte
|
| 73 |
+
Tolosa,Leyte
|
| 74 |
+
Toledo,Cebu
|
| 75 |
+
Toboso,Negros Occidental
|
| 76 |
+
Tobias Fornier,Antique
|
| 77 |
+
Tiwi,Albay
|
| 78 |
+
Titay,Zamboanga Sibugay
|
| 79 |
+
Tipo-Tipo,Basilan
|
| 80 |
+
Tinoc,Ifugao
|
| 81 |
+
Tingloy,Batangas
|
| 82 |
+
Tinglayan,Kalinga
|
| 83 |
+
Tineg,Abra
|
| 84 |
+
Tinambac,Camarines Sur
|
| 85 |
+
Tigbauan,Iloilo
|
| 86 |
+
Tigbao,Zamboanga del Sur
|
| 87 |
+
Tigaon,Camarines Sur
|
| 88 |
+
Tibiao,Antique
|
| 89 |
+
Tiaong,Quezon
|
| 90 |
+
Ternate,Cavite
|
| 91 |
+
Teresa,Rizal
|
| 92 |
+
Tayum,Abra
|
| 93 |
+
Tayug,Pangasinan
|
| 94 |
+
Taytay,Palawan
|
| 95 |
+
Taytay,Rizal
|
| 96 |
+
Taysan,Batangas
|
| 97 |
+
Tayasan,Negros Oriental
|
| 98 |
+
Tayabas,Quezon
|
| 99 |
+
Tarragona,Davao Oriental
|
| 100 |
+
Tarlac City*,Tarlac
|
| 101 |
+
Tarangnan,Samar
|
| 102 |
+
Taraka,Lanao del Sur
|
| 103 |
+
Tapul,Sulu
|
| 104 |
+
Tapaz,Capiz
|
| 105 |
+
Tanza,Cavite
|
| 106 |
+
Tanudan,Kalinga
|
| 107 |
+
Tantangan,South Cotabato
|
| 108 |
+
Tanjay,Negros Oriental
|
| 109 |
+
Tangub,Misamis Occidental
|
| 110 |
+
Tangcal,Lanao del Norte
|
| 111 |
+
Tangalan,Aklan
|
| 112 |
+
Tandubas,Tawi-Tawi
|
| 113 |
+
Tandag,Surigao del Sur
|
| 114 |
+
Tanay,Rizal
|
| 115 |
+
Tanauan,Batangas
|
| 116 |
+
Tanauan,Leyte
|
| 117 |
+
Tampilisan,Zamboanga del Norte
|
| 118 |
+
Tamparan,Lanao del Sur
|
| 119 |
+
Tampakan,South Cotabato
|
| 120 |
+
Tambulig,Zamboanga del Sur
|
| 121 |
+
Talusan,Zamboanga Sibugay
|
| 122 |
+
Talugtug,Nueva Ecija
|
| 123 |
+
Talitay,Maguindanao del Norte
|
| 124 |
+
Talisayan,Misamis Oriental
|
| 125 |
+
Talisay,Batangas
|
| 126 |
+
Talisay,Camarines Norte
|
| 127 |
+
Talisay,Cebu
|
| 128 |
+
Talisay,Negros Occidental
|
| 129 |
+
Talipao,Sulu
|
| 130 |
+
Talibon,Bohol
|
| 131 |
+
Talayan,Maguindanao del Sur
|
| 132 |
+
Talavera,Nueva Ecija
|
| 133 |
+
Talalora,Samar
|
| 134 |
+
Talakag,Bukidnon
|
| 135 |
+
Talaingod,Davao del Norte
|
| 136 |
+
Talacogon,Agusan del Sur
|
| 137 |
+
Tagum*,Davao del Norte
|
| 138 |
+
Taguig,Metro Manila
|
| 139 |
+
Tagudin,Ilocos Sur
|
| 140 |
+
Tagoloan II,Lanao del Sur
|
| 141 |
+
Tagoloan,Lanao del Norte
|
| 142 |
+
Tagoloan,Misamis Oriental
|
| 143 |
+
Tago,Surigao del Sur
|
| 144 |
+
Tagkawayan,Quezon
|
| 145 |
+
Tagbina,Surigao del Sur
|
| 146 |
+
Tagbilaran*,Bohol
|
| 147 |
+
Tagaytay,Cavite
|
| 148 |
+
Tagapul-an,Samar
|
| 149 |
+
Tagana-an,Surigao del Norte
|
| 150 |
+
Taft,Eastern Samar
|
| 151 |
+
Tadian,Mountain Province
|
| 152 |
+
Tacurong*,Sultan Kudarat
|
| 153 |
+
Tacloban*,Leyte
|
| 154 |
+
Tabuk*,Kalinga
|
| 155 |
+
Tabuelan,Cebu
|
| 156 |
+
Tabuan-Lasa,Basilan
|
| 157 |
+
Tabontabon,Leyte
|
| 158 |
+
Tabogon,Cebu
|
| 159 |
+
Tabina,Zamboanga del Sur
|
| 160 |
+
Tabango,Leyte
|
| 161 |
+
Tabaco,Albay
|
| 162 |
+
Taal,Batangas
|
| 163 |
+
T'Boli,South Cotabato
|
| 164 |
+
Suyo,Ilocos Sur
|
| 165 |
+
Surigao City*,Surigao del Norte
|
| 166 |
+
Surallah,South Cotabato
|
| 167 |
+
Sumisip,Basilan
|
| 168 |
+
Sumilao,Bukidnon
|
| 169 |
+
Sultan sa Barongis,Maguindanao del Sur
|
| 170 |
+
Sultan Naga Dimaporo,Lanao del Norte
|
| 171 |
+
Sultan Mastura,Maguindanao del Norte
|
| 172 |
+
Sultan Kudarat,Maguindanao del Norte
|
| 173 |
+
Sultan Dumalondong,Lanao del Sur
|
| 174 |
+
Sulop,Davao del Sur
|
| 175 |
+
Sulat,Eastern Samar
|
| 176 |
+
Sugpon,Ilocos Sur
|
| 177 |
+
Sugbongcogon,Misamis Oriental
|
| 178 |
+
Sudipen,La Union
|
| 179 |
+
Subic,Zambales
|
| 180 |
+
Sual,Pangasinan
|
| 181 |
+
South Upi,Maguindanao del Sur
|
| 182 |
+
South Ubian,Tawi-Tawi
|
| 183 |
+
Sorsogon City*,Sorsogon
|
| 184 |
+
Sominot,Zamboanga del Sur
|
| 185 |
+
Solsona,Ilocos Norte
|
| 186 |
+
Solano,Nueva Vizcaya
|
| 187 |
+
Solana,Cagayan
|
| 188 |
+
Sogod,Cebu
|
| 189 |
+
Sogod,Southern Leyte
|
| 190 |
+
Sofronio Española,Palawan
|
| 191 |
+
Socorro,Oriental Mindoro
|
| 192 |
+
Socorro,Surigao del Norte
|
| 193 |
+
Sitangkai,Tawi-Tawi
|
| 194 |
+
Sison,Pangasinan
|
| 195 |
+
Sison,Surigao del Norte
|
| 196 |
+
Siruma,Camarines Sur
|
| 197 |
+
Sirawai,Zamboanga del Norte
|
| 198 |
+
Siquijor*,Siquijor
|
| 199 |
+
Sipocot,Camarines Sur
|
| 200 |
+
Sipalay,Negros Occidental
|
| 201 |
+
Siocon,Zamboanga del Norte
|
| 202 |
+
Siniloan,Laguna
|
| 203 |
+
Sindangan,Zamboanga del Norte
|
| 204 |
+
Sinait,Ilocos Sur
|
| 205 |
+
Sinacaban,Misamis Occidental
|
| 206 |
+
Simunul,Tawi-Tawi
|
| 207 |
+
Silvino Lobos,Northern Samar
|
| 208 |
+
Silay,Negros Occidental
|
| 209 |
+
Silang,Cavite
|
| 210 |
+
Silago,Southern Leyte
|
| 211 |
+
Sikatuna,Bohol
|
| 212 |
+
Sigma,Capiz
|
| 213 |
+
Sigay,Ilocos Sur
|
| 214 |
+
Sierra Bullones,Bohol
|
| 215 |
+
Sibutu,Tawi-Tawi
|
| 216 |
+
Sibutad,Zamboanga del Norte
|
| 217 |
+
Sibunag,Guimaras
|
| 218 |
+
Sibulan,Negros Oriental
|
| 219 |
+
Sibuco,Zamboanga del Norte
|
| 220 |
+
Sibonga,Cebu
|
| 221 |
+
Sibalom,Antique
|
| 222 |
+
Sibagat,Agusan del Sur
|
| 223 |
+
Siayan,Zamboanga del Norte
|
| 224 |
+
Siay,Zamboanga Sibugay
|
| 225 |
+
Siaton,Negros Oriental
|
| 226 |
+
Siasi,Sulu
|
| 227 |
+
Shariff Saydona Mustapha,Maguindanao del Sur
|
| 228 |
+
Shariff Aguak,Maguindanao del Sur
|
| 229 |
+
Sevilla,Bohol
|
| 230 |
+
Sergio Osmeña,Zamboanga del Norte
|
| 231 |
+
Senator Ninoy Aquino,Sultan Kudarat
|
| 232 |
+
Sebaste,Antique
|
| 233 |
+
Sasmuan,Pampanga
|
| 234 |
+
Sarrat,Ilocos Norte
|
| 235 |
+
Sariaya,Quezon
|
| 236 |
+
Sarangani,Davao Occidental
|
| 237 |
+
Sara,Iloilo
|
| 238 |
+
Sapian,Capiz
|
| 239 |
+
Sapang Dalaga,Misamis Occidental
|
| 240 |
+
Sapad,Lanao del Norte
|
| 241 |
+
Sapa-Sapa,Tawi-Tawi
|
| 242 |
+
Santol,La Union
|
| 243 |
+
Santo Tomas,Batangas
|
| 244 |
+
Santo Tomas,Davao del Norte
|
| 245 |
+
Santo Tomas,Isabela
|
| 246 |
+
Santo Tomas,La Union
|
| 247 |
+
Santo Tomas,Pampanga
|
| 248 |
+
Santo Tomas,Pangasinan
|
| 249 |
+
Santo Niño,Cagayan
|
| 250 |
+
Santo Niño,Samar
|
| 251 |
+
Santo Niño,South Cotabato
|
| 252 |
+
Santo Domingo,Albay
|
| 253 |
+
Santo Domingo,Ilocos Sur
|
| 254 |
+
Santo Domingo,Nueva Ecija
|
| 255 |
+
Santiago,Agusan del Norte
|
| 256 |
+
Santiago,Ilocos Sur
|
| 257 |
+
Santiago,Isabela
|
| 258 |
+
Santander,Cebu
|
| 259 |
+
Santa Teresita,Batangas
|
| 260 |
+
Santa Teresita,Cagayan
|
| 261 |
+
Santa Rosa,Laguna
|
| 262 |
+
Santa Rosa,Nueva Ecija
|
| 263 |
+
Santa Rita,Pampanga
|
| 264 |
+
Santa Rita,Samar
|
| 265 |
+
Santa Praxedes,Cagayan
|
| 266 |
+
Santa Monica,Surigao del Norte
|
| 267 |
+
Santa Maria,Bulacan
|
| 268 |
+
Santa Maria,Davao Occidental
|
| 269 |
+
Santa Maria,Ilocos Sur
|
| 270 |
+
Santa Maria,Isabela
|
| 271 |
+
Santa Maria,Laguna
|
| 272 |
+
Santa Maria,Pangasinan
|
| 273 |
+
Santa Maria,Romblon
|
| 274 |
+
Santa Margarita,Samar
|
| 275 |
+
Santa Marcela,Apayao
|
| 276 |
+
Santa Magdalena,Sorsogon
|
| 277 |
+
Santa Lucia,Ilocos Sur
|
| 278 |
+
Santa Josefa,Agusan del Sur
|
| 279 |
+
Santa Ignacia,Tarlac
|
| 280 |
+
Santa Fe,Cebu
|
| 281 |
+
Santa Fe,Leyte
|
| 282 |
+
Santa Fe,Nueva Vizcaya
|
| 283 |
+
Santa Fe,Romblon
|
| 284 |
+
Santa Elena,Camarines Norte
|
| 285 |
+
Santa Cruz,Davao del Sur
|
| 286 |
+
Santa Cruz,Ilocos Sur
|
| 287 |
+
Santa Cruz,Laguna
|
| 288 |
+
Santa Cruz,Marinduque
|
| 289 |
+
Santa Cruz,Occidental Mindoro
|
| 290 |
+
Santa Cruz,Zambales
|
| 291 |
+
Santa Catalina,Ilocos Sur
|
| 292 |
+
Santa Catalina,Negros Oriental
|
| 293 |
+
Santa Barbara,Iloilo
|
| 294 |
+
Santa Barbara,Pangasinan
|
| 295 |
+
Santa Ana,Cagayan
|
| 296 |
+
Santa Ana,Pampanga
|
| 297 |
+
Santa,Ilocos Sur
|
| 298 |
+
Sanchez-Mira,Cagayan
|
| 299 |
+
San Vicente,Camarines Norte
|
| 300 |
+
San Vicente,Ilocos Sur
|
| 301 |
+
San Vicente,Northern Samar
|
| 302 |
+
San Vicente,Palawan
|
| 303 |
+
San Teodoro,Oriental Mindoro
|
| 304 |
+
San Simon,Pampanga
|
| 305 |
+
San Sebastian,Samar
|
| 306 |
+
San Roque,Northern Samar
|
| 307 |
+
San Ricardo,Southern Leyte
|
| 308 |
+
San Remigio,Antique
|
| 309 |
+
San Remigio,Cebu
|
| 310 |
+
San Rafael,Bulacan
|
| 311 |
+
San Rafael,Iloilo
|
| 312 |
+
San Quintin,Abra
|
| 313 |
+
San Quintin,Pangasinan
|
| 314 |
+
San Policarpo,Eastern Samar
|
| 315 |
+
San Pedro,Laguna
|
| 316 |
+
San Pascual,Batangas
|
| 317 |
+
San Pascual,Masbate
|
| 318 |
+
San Pablo,Isabela
|
| 319 |
+
San Pablo,Laguna
|
| 320 |
+
San Pablo,Zamboanga del Sur
|
| 321 |
+
San Nicolas,Batangas
|
| 322 |
+
San Nicolas,Ilocos Norte
|
| 323 |
+
San Nicolas,Pangasinan
|
| 324 |
+
San Narciso,Quezon
|
| 325 |
+
San Narciso,Zambales
|
| 326 |
+
San Miguel,Bohol
|
| 327 |
+
San Miguel,Bulacan
|
| 328 |
+
San Miguel,Catanduanes
|
| 329 |
+
San Miguel,Iloilo
|
| 330 |
+
San Miguel,Leyte
|
| 331 |
+
San Miguel,Surigao del Sur
|
| 332 |
+
San Miguel,Zamboanga del Sur
|
| 333 |
+
San Mateo,Isabela
|
| 334 |
+
San Mateo,Rizal
|
| 335 |
+
San Mariano,Isabela
|
| 336 |
+
San Marcelino,Zambales
|
| 337 |
+
San Manuel,Isabela
|
| 338 |
+
San Manuel,Pangasinan
|
| 339 |
+
San Manuel,Tarlac
|
| 340 |
+
San Luis,Agusan del Sur
|
| 341 |
+
San Luis,Aurora
|
| 342 |
+
San Luis,Batangas
|
| 343 |
+
San Luis,Pampanga
|
| 344 |
+
San Lorenzo Ruiz,Camarines Norte
|
| 345 |
+
San Lorenzo,Guimaras
|
| 346 |
+
San Leonardo,Nueva Ecija
|
| 347 |
+
San Julian,Eastern Samar
|
| 348 |
+
San Juan,Abra
|
| 349 |
+
San Juan,Batangas
|
| 350 |
+
San Juan,Ilocos Sur
|
| 351 |
+
San Juan,La Union
|
| 352 |
+
San Juan,Metro Manila
|
| 353 |
+
San Juan,Siquijor
|
| 354 |
+
San Juan,Southern Leyte
|
| 355 |
+
San Jose*,Occidental Mindoro
|
| 356 |
+
San Jose del Monte*,Bulacan
|
| 357 |
+
San Jose de Buenavista*,Antique
|
| 358 |
+
San Jose de Buan,Samar
|
| 359 |
+
San Jose,Batangas
|
| 360 |
+
San Jose,Camarines Sur
|
| 361 |
+
San Jose,Dinagat Islands
|
| 362 |
+
San Jose,Negros Oriental
|
| 363 |
+
San Jose,Northern Samar
|
| 364 |
+
San Jose,Nueva Ecija
|
| 365 |
+
San Jose,Romblon
|
| 366 |
+
San Jose,Tarlac
|
| 367 |
+
San Jorge,Samar
|
| 368 |
+
San Joaquin,Iloilo
|
| 369 |
+
San Jacinto,Masbate
|
| 370 |
+
San Jacinto,Pangasinan
|
| 371 |
+
San Isidro,Abra
|
| 372 |
+
San Isidro,Bohol
|
| 373 |
+
San Isidro,Davao del Norte
|
| 374 |
+
San Isidro,Davao Oriental
|
| 375 |
+
San Isidro,Isabela
|
| 376 |
+
San Isidro,Leyte
|
| 377 |
+
San Isidro,Northern Samar
|
| 378 |
+
San Isidro,Nueva Ecija
|
| 379 |
+
San Isidro,Surigao del Norte
|
| 380 |
+
San Ildefonso,Bulacan
|
| 381 |
+
San Ildefonso,Ilocos Sur
|
| 382 |
+
San Guillermo,Isabela
|
| 383 |
+
San Gabriel,La Union
|
| 384 |
+
San Francisco,Agusan del Sur
|
| 385 |
+
San Francisco,Cebu
|
| 386 |
+
San Francisco,Quezon
|
| 387 |
+
San Francisco,Southern Leyte
|
| 388 |
+
San Francisco,Surigao del Norte
|
| 389 |
+
San Fernando*,La Union
|
| 390 |
+
San Fernando,Bukidnon
|
| 391 |
+
San Fernando,Camarines Sur
|
| 392 |
+
San Fernando,Cebu
|
| 393 |
+
San Fernando,Masbate
|
| 394 |
+
San Fernando,Pampanga
|
| 395 |
+
San Fernando,Romblon
|
| 396 |
+
San Felipe,Zambales
|
| 397 |
+
San Fabian,Pangasinan
|
| 398 |
+
San Esteban,Ilocos Sur
|
| 399 |
+
San Enrique,Iloilo
|
| 400 |
+
San Enrique,Negros Occidental
|
| 401 |
+
San Emilio,Ilocos Sur
|
| 402 |
+
San Dionisio,Iloilo
|
| 403 |
+
San Clemente,Tarlac
|
| 404 |
+
San Carlos*,Pangasinan
|
| 405 |
+
San Carlos,Negros Occidental
|
| 406 |
+
San Benito,Surigao del Norte
|
| 407 |
+
San Antonio,Northern Samar
|
| 408 |
+
San Antonio,Nueva Ecija
|
| 409 |
+
San Antonio,Quezon
|
| 410 |
+
San Antonio,Zambales
|
| 411 |
+
San Andres,Catanduanes
|
| 412 |
+
San Andres,Quezon
|
| 413 |
+
San Andres,Romblon
|
| 414 |
+
San Agustin,Isabela
|
| 415 |
+
San Agustin,Romblon
|
| 416 |
+
San Agustin,Surigao del Sur
|
| 417 |
+
Sampaloc,Quezon
|
| 418 |
+
Samboan,Cebu
|
| 419 |
+
Samal,Bataan
|
| 420 |
+
Samal,Davao del Norte
|
| 421 |
+
Salvador,Lanao del Norte
|
| 422 |
+
Salug,Zamboanga del Norte
|
| 423 |
+
Sallapadan,Abra
|
| 424 |
+
Salcedo,Eastern Samar
|
| 425 |
+
Salcedo,Ilocos Sur
|
| 426 |
+
Salay,Misamis Oriental
|
| 427 |
+
Saint Bernard,Southern Leyte
|
| 428 |
+
Saguiaran,Lanao del Sur
|
| 429 |
+
Saguday,Quirino
|
| 430 |
+
Sagñay,Camarines Sur
|
| 431 |
+
Sagbayan,Bohol
|
| 432 |
+
Sagay,Camiguin
|
| 433 |
+
Sagay,Negros Occidental
|
| 434 |
+
Sagada,Mountain Province
|
| 435 |
+
Sadanga,Mountain Province
|
| 436 |
+
Sabtang,Batanes
|
| 437 |
+
Sablayan,Occidental Mindoro
|
| 438 |
+
Sablan,Benguet
|
| 439 |
+
Sabangan,Mountain Province
|
| 440 |
+
Roxas*,Capiz
|
| 441 |
+
Roxas,Isabela
|
| 442 |
+
Roxas,Oriental Mindoro
|
| 443 |
+
Roxas,Palawan
|
| 444 |
+
Roxas,Zamboanga del Norte
|
| 445 |
+
Roseller Lim,Zamboanga Sibugay
|
| 446 |
+
Rosario,Agusan del Sur
|
| 447 |
+
Rosario,Batangas
|
| 448 |
+
Rosario,Cavite
|
| 449 |
+
Rosario,La Union
|
| 450 |
+
Rosario,Northern Samar
|
| 451 |
+
Rosales,Pangasinan
|
| 452 |
+
Ronda,Cebu
|
| 453 |
+
Romblon,Romblon
|
| 454 |
+
Rodriguez,Rizal
|
| 455 |
+
Rizal,Cagayan
|
| 456 |
+
Rizal,Kalinga
|
| 457 |
+
Rizal,Laguna
|
| 458 |
+
Rizal,Nueva Ecija
|
| 459 |
+
Rizal,Occidental Mindoro
|
| 460 |
+
Rizal,Palawan
|
| 461 |
+
Rizal,Zamboanga del Norte
|
| 462 |
+
Remedios T. Romualdez,Agusan del Norte
|
| 463 |
+
Reina Mercedes,Isabela
|
| 464 |
+
Real,Quezon
|
| 465 |
+
Rapu-Rapu,Albay
|
| 466 |
+
Ramos,Tarlac
|
| 467 |
+
Ramon Magsaysay,Zamboanga del Sur
|
| 468 |
+
Ramon,Isabela
|
| 469 |
+
Rajah Buayan,Maguindanao del Sur
|
| 470 |
+
Ragay,Camarines Sur
|
| 471 |
+
Quirino,Ilocos Sur
|
| 472 |
+
Quirino,Isabela
|
| 473 |
+
Quinapondan,Eastern Samar
|
| 474 |
+
Quezon City**,Metro Manila
|
| 475 |
+
Quezon,Bukidnon
|
| 476 |
+
Quezon,Isabela
|
| 477 |
+
Quezon,Nueva Ecija
|
| 478 |
+
Quezon,Nueva Vizcaya
|
| 479 |
+
Quezon,Palawan
|
| 480 |
+
Quezon,Quezon
|
| 481 |
+
Pura,Tarlac
|
| 482 |
+
Pulupandan,Negros Occidental
|
| 483 |
+
Pulilan,Bulacan
|
| 484 |
+
Pugo,La Union
|
| 485 |
+
Puerto Princesa*,Palawan
|
| 486 |
+
Puerto Galera,Oriental Mindoro
|
| 487 |
+
Pudtol,Apayao
|
| 488 |
+
Pualas,Lanao del Sur
|
| 489 |
+
Prosperidad,Agusan del Sur
|
| 490 |
+
Prieto Diaz,Sorsogon
|
| 491 |
+
President Roxas,Capiz
|
| 492 |
+
President Roxas,Cotabato
|
| 493 |
+
President Quirino,Sultan Kudarat
|
| 494 |
+
President Carlos P. Garcia,Bohol
|
| 495 |
+
Presentacion,Camarines Sur
|
| 496 |
+
Pozorrubio,Pangasinan
|
| 497 |
+
Pototan,Iloilo
|
| 498 |
+
Poro,Cebu
|
| 499 |
+
Porac,Pampanga
|
| 500 |
+
Poona Piagapo,Lanao del Norte
|
| 501 |
+
Poona Bayabao,Lanao del Sur
|
| 502 |
+
Pontevedra,Capiz
|
| 503 |
+
Pontevedra,Negros Occidental
|
| 504 |
+
Polomolok,South Cotabato
|
| 505 |
+
Polillo,Quezon
|
| 506 |
+
Polangui,Albay
|
| 507 |
+
Polanco,Zamboanga del Norte
|
| 508 |
+
Pola,Oriental Mindoro
|
| 509 |
+
Plaridel,Bulacan
|
| 510 |
+
Plaridel,Misamis Occidental
|
| 511 |
+
Plaridel,Quezon
|
| 512 |
+
Placer,Masbate
|
| 513 |
+
Placer,Surigao del Norte
|
| 514 |
+
Pitogo,Quezon
|
| 515 |
+
Pitogo,Zamboanga del Sur
|
| 516 |
+
Pio V. Corpus,Masbate
|
| 517 |
+
Pio Duran,Albay
|
| 518 |
+
Pinukpuk,Kalinga
|
| 519 |
+
Pintuyan,Southern Leyte
|
| 520 |
+
Pinili,Ilocos Norte
|
| 521 |
+
Piñan,Zamboanga del Norte
|
| 522 |
+
Pinamungajan,Cebu
|
| 523 |
+
Pinamalayan,Oriental Mindoro
|
| 524 |
+
Pinabacdao,Samar
|
| 525 |
+
Pililla,Rizal
|
| 526 |
+
Pili,Camarines Sur
|
| 527 |
+
Pilar,Abra
|
| 528 |
+
Pilar,Bataan
|
| 529 |
+
Pilar,Bohol
|
| 530 |
+
Pilar,Capiz
|
| 531 |
+
Pilar,Cebu
|
| 532 |
+
Pilar,Sorsogon
|
| 533 |
+
Pilar,Surigao del Norte
|
| 534 |
+
Pila,Laguna
|
| 535 |
+
Pikit,Cotabato
|
| 536 |
+
Pigcawayan,Cotabato
|
| 537 |
+
Pidigan,Abra
|
| 538 |
+
Piddig,Ilocos Norte
|
| 539 |
+
Picong,Lanao del Sur
|
| 540 |
+
Piat,Cagayan
|
| 541 |
+
Piagapo,Lanao del Sur
|
| 542 |
+
Perez,Quezon
|
| 543 |
+
Peñarrubia,Abra
|
| 544 |
+
Peñaranda,Nueva Ecija
|
| 545 |
+
Peñablanca,Cagayan
|
| 546 |
+
Payao,Zamboanga Sibugay
|
| 547 |
+
Pavia,Iloilo
|
| 548 |
+
Patnongon,Antique
|
| 549 |
+
Patnanungan,Quezon
|
| 550 |
+
Patikul,Sulu
|
| 551 |
+
Pateros,Metro Manila
|
| 552 |
+
Pata,Sulu
|
| 553 |
+
Pasuquin,Ilocos Norte
|
| 554 |
+
Pastrana,Leyte
|
| 555 |
+
Passi,Iloilo
|
| 556 |
+
Pasil,Kalinga
|
| 557 |
+
Pasig,Metro Manila
|
| 558 |
+
Pasay,Metro Manila
|
| 559 |
+
Pasacao,Camarines Sur
|
| 560 |
+
Parang,Maguindanao del Norte
|
| 561 |
+
Parang,Sulu
|
| 562 |
+
Paranas,Samar
|
| 563 |
+
Parañaque,Metro Manila
|
| 564 |
+
Paracelis,Mountain Province
|
| 565 |
+
Paracale,Camarines Norte
|
| 566 |
+
Paombong,Bulacan
|
| 567 |
+
Paoay,Ilocos Norte
|
| 568 |
+
Panukulan,Quezon
|
| 569 |
+
Pantukan,Davao de Oro
|
| 570 |
+
Pantar,Lanao del Norte
|
| 571 |
+
Pantao Ragat,Lanao del Norte
|
| 572 |
+
Pantabangan,Nueva Ecija
|
| 573 |
+
Panitan,Capiz
|
| 574 |
+
Paniqui,Tarlac
|
| 575 |
+
Pangutaran,Sulu
|
| 576 |
+
Panglima Sugala,Tawi-Tawi
|
| 577 |
+
Panglima Estino,Sulu
|
| 578 |
+
Panglao,Bohol
|
| 579 |
+
Pangil,Laguna
|
| 580 |
+
Pangantucan,Bukidnon
|
| 581 |
+
Panganiban,Catanduanes
|
| 582 |
+
Pandi,Bulacan
|
| 583 |
+
Pandan,Antique
|
| 584 |
+
Pandan,Catanduanes
|
| 585 |
+
Pandami,Sulu
|
| 586 |
+
Pandag,Maguindanao del Sur
|
| 587 |
+
Panay,Capiz
|
| 588 |
+
Panaon,Misamis Occidental
|
| 589 |
+
Panamao,Sulu
|
| 590 |
+
Panabo,Davao del Norte
|
| 591 |
+
Pamplona,Cagayan
|
| 592 |
+
Pamplona,Camarines Sur
|
| 593 |
+
Pamplona,Negros Oriental
|
| 594 |
+
Pambujan,Northern Samar
|
| 595 |
+
Paluan,Occidental Mindoro
|
| 596 |
+
Palompon,Leyte
|
| 597 |
+
Palo,Leyte
|
| 598 |
+
Palimbang,Sultan Kudarat
|
| 599 |
+
Palayan,Nueva Ecija
|
| 600 |
+
Palauig,Zambales
|
| 601 |
+
Palapag,Northern Samar
|
| 602 |
+
Palanas,Masbate
|
| 603 |
+
Palanan,Isabela
|
| 604 |
+
Pakil,Laguna
|
| 605 |
+
Pagudpud,Ilocos Norte
|
| 606 |
+
Pagsanjan,Laguna
|
| 607 |
+
Pagsanghan,Samar
|
| 608 |
+
Paglat,Maguindanao del Sur
|
| 609 |
+
Pagbilao,Quezon
|
| 610 |
+
Pagayawan,Lanao del Sur
|
| 611 |
+
Pagalungan,Maguindanao del Sur
|
| 612 |
+
Pagadian,Zamboanga del Sur
|
| 613 |
+
Paete,Laguna
|
| 614 |
+
Padre Garcia,Batangas
|
| 615 |
+
Padre Burgos,Quezon
|
| 616 |
+
Padre Burgos,Southern Leyte
|
| 617 |
+
Padada,Davao del Sur
|
| 618 |
+
Ozamiz*,Misamis Occidental
|
| 619 |
+
Oton,Iloilo
|
| 620 |
+
Oslob,Cebu
|
| 621 |
+
Oroquieta,Misamis Occidental
|
| 622 |
+
Ormoc,Leyte
|
| 623 |
+
Orion,Bataan
|
| 624 |
+
Oras,Eastern Samar
|
| 625 |
+
Orani,Bataan
|
| 626 |
+
Opol,Misamis Oriental
|
| 627 |
+
Omar,Sulu
|
| 628 |
+
Olutanga,Zamboanga Sibugay
|
| 629 |
+
Olongapo*,Zambales
|
| 630 |
+
Odiongan*,Romblon
|
| 631 |
+
Ocampo,Camarines Sur
|
| 632 |
+
Obando,Bulacan
|
| 633 |
+
Oas,Albay
|
| 634 |
+
Nunungan,Lanao del Norte
|
| 635 |
+
Numancia,Aklan
|
| 636 |
+
Nueva Valencia,Guimaras
|
| 637 |
+
Nueva Era,Ilocos Norte
|
| 638 |
+
Noveleta,Cavite
|
| 639 |
+
Norzagaray,Bulacan
|
| 640 |
+
Northern Kabuntalan,Maguindanao del Norte
|
| 641 |
+
Norala,South Cotabato
|
| 642 |
+
New Washington,Aklan
|
| 643 |
+
New Lucena,Iloilo
|
| 644 |
+
New Corella,Davao del Norte
|
| 645 |
+
New Bataan,Davao de Oro
|
| 646 |
+
Navotas,Metro Manila
|
| 647 |
+
Naval*,Biliran
|
| 648 |
+
Naujan,Oriental Mindoro
|
| 649 |
+
Natonin,Mountain Province
|
| 650 |
+
Natividad,Pangasinan
|
| 651 |
+
Nasugbu,Batangas
|
| 652 |
+
Nasipit,Agusan del Norte
|
| 653 |
+
Narvacan,Ilocos Sur
|
| 654 |
+
Narra,Palawan
|
| 655 |
+
Nampicuan,Nueva Ecija
|
| 656 |
+
Naic,Cavite
|
| 657 |
+
Naguilian,Isabela
|
| 658 |
+
Naguilian,La Union
|
| 659 |
+
Nagtipunan,Quirino
|
| 660 |
+
Nagcarlan,Laguna
|
| 661 |
+
Nagbukel,Ilocos Sur
|
| 662 |
+
Naga*,Camarines Sur
|
| 663 |
+
Naga,Cebu
|
| 664 |
+
Naga,Zamboanga Sibugay
|
| 665 |
+
Nabunturan,Davao de Oro
|
| 666 |
+
Nabua,Camarines Sur
|
| 667 |
+
Nabas,Aklan
|
| 668 |
+
Naawan,Misamis Oriental
|
| 669 |
+
Mutia,Zamboanga del Norte
|
| 670 |
+
Murcia,Negros Occidental
|
| 671 |
+
Muntinlupa,Metro Manila
|
| 672 |
+
Muñoz,Nueva Ecija
|
| 673 |
+
Munai,Lanao del Norte
|
| 674 |
+
Mulondo,Lanao del Sur
|
| 675 |
+
Mulanay,Quezon
|
| 676 |
+
Motiong,Samar
|
| 677 |
+
Morong,Bataan
|
| 678 |
+
Morong,Rizal
|
| 679 |
+
Montevista,Davao de Oro
|
| 680 |
+
Monreal,Masbate
|
| 681 |
+
Monkayo*,Davao de Oro
|
| 682 |
+
Mondragon,Northern Samar
|
| 683 |
+
Moncada,Tarlac
|
| 684 |
+
Molave,Zamboanga del Sur
|
| 685 |
+
Moises Padilla,Negros Occidental
|
| 686 |
+
Mogpog,Marinduque
|
| 687 |
+
Mobo,Masbate
|
| 688 |
+
Moalboal,Cebu
|
| 689 |
+
Minglanilla,Cebu
|
| 690 |
+
Minalin,Pampanga
|
| 691 |
+
Minalabac,Camarines Sur
|
| 692 |
+
Mina,Iloilo
|
| 693 |
+
Milaor,Camarines Sur
|
| 694 |
+
Milagros,Masbate
|
| 695 |
+
Midsayap,Cotabato
|
| 696 |
+
Midsalip,Zamboanga del Sur
|
| 697 |
+
Miagao,Iloilo
|
| 698 |
+
Meycauayan,Bulacan
|
| 699 |
+
Mexico,Pampanga
|
| 700 |
+
Merida,Leyte
|
| 701 |
+
Mercedes,Camarines Norte
|
| 702 |
+
Mercedes,Eastern Samar
|
| 703 |
+
Mendez,Cavite
|
| 704 |
+
Medina,Misamis Oriental
|
| 705 |
+
Medellin,Cebu
|
| 706 |
+
Mayoyao,Ifugao
|
| 707 |
+
Mayorga,Leyte
|
| 708 |
+
Maydolong,Eastern Samar
|
| 709 |
+
Mayantoc,Tarlac
|
| 710 |
+
Mawab,Davao de Oro
|
| 711 |
+
Mauban,Quezon
|
| 712 |
+
Matungao,Lanao del Norte
|
| 713 |
+
Matuguinao,Samar
|
| 714 |
+
Matnog,Sorsogon
|
| 715 |
+
Mati*,Davao Oriental
|
| 716 |
+
Matanog,Maguindanao del Norte
|
| 717 |
+
Matanao,Davao del Sur
|
| 718 |
+
Matalom,Leyte
|
| 719 |
+
Matalam,Cotabato
|
| 720 |
+
Matag-ob,Leyte
|
| 721 |
+
Mataasnakahoy,Batangas
|
| 722 |
+
Maslog,Eastern Samar
|
| 723 |
+
Masiu,Lanao del Sur
|
| 724 |
+
Masinloc,Zambales
|
| 725 |
+
Masbate City*,Masbate
|
| 726 |
+
Masantol,Pampanga
|
| 727 |
+
Marogong,Lanao del Sur
|
| 728 |
+
Mariveles*,Bataan
|
| 729 |
+
Maripipi,Biliran
|
| 730 |
+
Marilao,Bulacan
|
| 731 |
+
Marikina,Metro Manila
|
| 732 |
+
Marihatag,Surigao del Sur
|
| 733 |
+
Maribojoc,Bohol
|
| 734 |
+
Maria Aurora*,Aurora
|
| 735 |
+
Maria,Siquijor
|
| 736 |
+
Margosatubig,Zamboanga del Sur
|
| 737 |
+
Marcos,Ilocos Norte
|
| 738 |
+
Marawi*,Lanao del Sur
|
| 739 |
+
Marantao,Lanao del Sur
|
| 740 |
+
Maramag,Bukidnon
|
| 741 |
+
Maragusan,Davao de Oro
|
| 742 |
+
Maragondon,Cavite
|
| 743 |
+
Marabut,Samar
|
| 744 |
+
Mapun,Tawi-Tawi
|
| 745 |
+
Mapandan,Pangasinan
|
| 746 |
+
Mapanas,Northern Samar
|
| 747 |
+
Manukan,Zamboanga del Norte
|
| 748 |
+
Manticao,Misamis Oriental
|
| 749 |
+
Mansalay,Oriental Mindoro
|
| 750 |
+
Manolo Fortich,Bukidnon
|
| 751 |
+
Mankayan,Benguet
|
| 752 |
+
Manjuyod,Negros Oriental
|
| 753 |
+
Manito,Albay
|
| 754 |
+
Manila,Metro Manila
|
| 755 |
+
Mangudadatu,Maguindanao del Sur
|
| 756 |
+
Mangatarem,Pangasinan
|
| 757 |
+
Mangaldan,Pangasinan
|
| 758 |
+
Mandaue,Cebu
|
| 759 |
+
Mandaon,Masbate
|
| 760 |
+
Mandaluyong,Metro Manila
|
| 761 |
+
Manay,Davao Oriental
|
| 762 |
+
Manapla,Negros Occidental
|
| 763 |
+
Manaoag,Pangasinan
|
| 764 |
+
Manabo,Abra
|
| 765 |
+
Mambusao,Capiz
|
| 766 |
+
Mamburao,Occidental Mindoro
|
| 767 |
+
Mambajao*,Camiguin
|
| 768 |
+
Mamasapano,Maguindanao del Sur
|
| 769 |
+
Malvar,Batangas
|
| 770 |
+
Maluso,Basilan
|
| 771 |
+
Malungon,Sarangani
|
| 772 |
+
Malolos,Bulacan
|
| 773 |
+
Mallig,Isabela
|
| 774 |
+
Malitbog,Bukidnon
|
| 775 |
+
Malitbog,Southern Leyte
|
| 776 |
+
Malita*,Davao Occidental
|
| 777 |
+
Malinao,Aklan
|
| 778 |
+
Malinao,Albay
|
| 779 |
+
Malimono,Surigao del Norte
|
| 780 |
+
Malilipot,Albay
|
| 781 |
+
Malibcong,Abra
|
| 782 |
+
Malaybalay,Bukidnon
|
| 783 |
+
Malay,Aklan
|
| 784 |
+
Malasiqui,Pangasinan
|
| 785 |
+
Malapatan,Sarangani
|
| 786 |
+
Malangas,Zamboanga Sibugay
|
| 787 |
+
Malalag,Davao del Sur
|
| 788 |
+
Malabuyoc,Cebu
|
| 789 |
+
Malabon,Metro Manila
|
| 790 |
+
Malabang,Lanao del Sur
|
| 791 |
+
Makilala,Cotabato
|
| 792 |
+
Makato,Aklan
|
| 793 |
+
Makati,Metro Manila
|
| 794 |
+
Majayjay,Laguna
|
| 795 |
+
Maitum,Sarangani
|
| 796 |
+
Mainit,Surigao del Norte
|
| 797 |
+
Maimbung,Sulu
|
| 798 |
+
Maigo,Lanao del Norte
|
| 799 |
+
Mahinog,Camiguin
|
| 800 |
+
Mahayag,Zamboanga del Sur
|
| 801 |
+
Mahatao,Batanes
|
| 802 |
+
Mahaplag,Leyte
|
| 803 |
+
Maguing,Lanao del Sur
|
| 804 |
+
Magsingal,Ilocos Sur
|
| 805 |
+
Magsaysay,Davao del Sur
|
| 806 |
+
Magsaysay,Lanao del Norte
|
| 807 |
+
Magsaysay,Misamis Oriental
|
| 808 |
+
Magsaysay,Occidental Mindoro
|
| 809 |
+
Magsaysay,Palawan
|
| 810 |
+
Magpet,Cotabato
|
| 811 |
+
Magdiwang,Romblon
|
| 812 |
+
Magdalena,Laguna
|
| 813 |
+
Magarao,Camarines Sur
|
| 814 |
+
Magallanes,Agusan del Norte
|
| 815 |
+
Magallanes,Cavite
|
| 816 |
+
Magallanes,Sorsogon
|
| 817 |
+
Magalang,Pampanga
|
| 818 |
+
Madridejos,Cebu
|
| 819 |
+
Madrid,Surigao del Sur
|
| 820 |
+
Maddela,Quirino
|
| 821 |
+
Madamba,Lanao del Sur
|
| 822 |
+
Madalum,Lanao del Sur
|
| 823 |
+
Madalag,Aklan
|
| 824 |
+
Macrohon,Southern Leyte
|
| 825 |
+
Maconacon,Isabela
|
| 826 |
+
Maco,Davao de Oro
|
| 827 |
+
MacArthur,Leyte
|
| 828 |
+
Macalelon,Quezon
|
| 829 |
+
Macabebe,Pampanga
|
| 830 |
+
Mabuhay,Zamboanga Sibugay
|
| 831 |
+
Mabitac,Laguna
|
| 832 |
+
Mabini,Batangas
|
| 833 |
+
Mabini,Bohol
|
| 834 |
+
Mabini,Davao de Oro
|
| 835 |
+
Mabini,Pangasinan
|
| 836 |
+
Mabinay,Negros Oriental
|
| 837 |
+
Mabalacat,Pampanga
|
| 838 |
+
Maasin*,Southern Leyte
|
| 839 |
+
Maasin,Iloilo
|
| 840 |
+
Maasim,Sarangani
|
| 841 |
+
Ma-ayon,Capiz
|
| 842 |
+
M'lang,Cotabato
|
| 843 |
+
Luuk,Sulu
|
| 844 |
+
Lutayan,Sultan Kudarat
|
| 845 |
+
Lupon,Davao Oriental
|
| 846 |
+
Lupi,Camarines Sur
|
| 847 |
+
Lupao,Nueva Ecija
|
| 848 |
+
Luna,Apayao
|
| 849 |
+
Luna,Isabela
|
| 850 |
+
Luna,La Union
|
| 851 |
+
Lumbayanague,Lanao del Sur
|
| 852 |
+
Lumbatan,Lanao del Sur
|
| 853 |
+
Lumban,Laguna
|
| 854 |
+
Lumbaca-Unayan,Lanao del Sur
|
| 855 |
+
Lumba-Bayabao,Lanao del Sur
|
| 856 |
+
Luisiana,Laguna
|
| 857 |
+
Lugus,Sulu
|
| 858 |
+
Lugait,Misamis Oriental
|
| 859 |
+
Lucena*,Quezon
|
| 860 |
+
Lucban,Quezon
|
| 861 |
+
Lubuagan,Kalinga
|
| 862 |
+
Lubao,Pampanga
|
| 863 |
+
Lubang,Occidental Mindoro
|
| 864 |
+
Luba,Abra
|
| 865 |
+
Los Baños,Laguna
|
| 866 |
+
Loreto,Agusan del Sur
|
| 867 |
+
Loreto,Dinagat Islands
|
| 868 |
+
Lopez Jaena,Misamis Occidental
|
| 869 |
+
Lopez,Quezon
|
| 870 |
+
Lope de Vega,Northern Samar
|
| 871 |
+
Loon,Bohol
|
| 872 |
+
Looc,Occidental Mindoro
|
| 873 |
+
Looc,Romblon
|
| 874 |
+
Loboc,Bohol
|
| 875 |
+
Lobo,Batangas
|
| 876 |
+
Loay,Bohol
|
| 877 |
+
Llorente,Eastern Samar
|
| 878 |
+
Llanera,Nueva Ecija
|
| 879 |
+
Lipa*,Batangas
|
| 880 |
+
Lingig,Surigao del Sur
|
| 881 |
+
Lingayen,Pangasinan
|
| 882 |
+
Linapacan,Palawan
|
| 883 |
+
Linamon,Lanao del Norte
|
| 884 |
+
Limay,Bataan
|
| 885 |
+
Limasawa,Southern Leyte
|
| 886 |
+
Liloy,Zamboanga del Norte
|
| 887 |
+
Liloan,Cebu
|
| 888 |
+
Liloan,Southern Leyte
|
| 889 |
+
Liliw,Laguna
|
| 890 |
+
Lila,Bohol
|
| 891 |
+
Ligao,Albay
|
| 892 |
+
Lidlidda,Ilocos Sur
|
| 893 |
+
Licuan-Baay,Abra
|
| 894 |
+
Licab,Nueva Ecija
|
| 895 |
+
Libungan,Cotabato
|
| 896 |
+
Libona,Bukidnon
|
| 897 |
+
Libon,Albay
|
| 898 |
+
Libmanan,Camarines Sur
|
| 899 |
+
Libjo,Dinagat Islands
|
| 900 |
+
Libertad,Antique
|
| 901 |
+
Libertad,Misamis Oriental
|
| 902 |
+
Libagon,Southern Leyte
|
| 903 |
+
Libacao,Aklan
|
| 904 |
+
Lianga,Surigao del Sur
|
| 905 |
+
Lian,Batangas
|
| 906 |
+
Lezo,Aklan
|
| 907 |
+
Leyte,Leyte
|
| 908 |
+
Leon B. Postigo,Zamboanga del Norte
|
| 909 |
+
Leon,Iloilo
|
| 910 |
+
Lemery,Batangas
|
| 911 |
+
Lemery,Iloilo
|
| 912 |
+
Legazpi*,Albay
|
| 913 |
+
Leganes,Iloilo
|
| 914 |
+
Lebak,Sultan Kudarat
|
| 915 |
+
Lazi,Siquijor
|
| 916 |
+
Lawaan,Eastern Samar
|
| 917 |
+
Lavezares,Northern Samar
|
| 918 |
+
Laurel,Batangas
|
| 919 |
+
Laur,Nueva Ecija
|
| 920 |
+
Laua-an,Antique
|
| 921 |
+
Lasam,Cagayan
|
| 922 |
+
Las Piñas,Metro Manila
|
| 923 |
+
Las Nieves,Agusan del Norte
|
| 924 |
+
Las Navas,Northern Samar
|
| 925 |
+
Larena,Siquijor
|
| 926 |
+
Lapuyan,Zamboanga del Sur
|
| 927 |
+
Lapu-Lapu,Cebu
|
| 928 |
+
Lapinig,Northern Samar
|
| 929 |
+
Laoang,Northern Samar
|
| 930 |
+
Laoag*,Ilocos Norte
|
| 931 |
+
Laoac,Pangasinan
|
| 932 |
+
Lanuza,Surigao del Sur
|
| 933 |
+
Lantawan,Basilan
|
| 934 |
+
Lantapan,Bukidnon
|
| 935 |
+
Languyan,Tawi-Tawi
|
| 936 |
+
Langiden,Abra
|
| 937 |
+
Lamut,Ifugao
|
| 938 |
+
Lamitan,Basilan
|
| 939 |
+
Lambunao,Iloilo
|
| 940 |
+
Lambayong,Sultan Kudarat
|
| 941 |
+
Lala,Lanao del Norte
|
| 942 |
+
Lal-lo,Cagayan
|
| 943 |
+
Lakewood,Zamboanga del Sur
|
| 944 |
+
Lake Sebu,South Cotabato
|
| 945 |
+
Laguindingan,Misamis Oriental
|
| 946 |
+
Lagonoy,Camarines Sur
|
| 947 |
+
Lagonglong,Misamis Oriental
|
| 948 |
+
Lagayan,Abra
|
| 949 |
+
Lagawe,Ifugao
|
| 950 |
+
Lagangilang,Abra
|
| 951 |
+
Lacub,Abra
|
| 952 |
+
Labrador,Pangasinan
|
| 953 |
+
Labo,Camarines Norte
|
| 954 |
+
Labason,Zamboanga del Norte
|
| 955 |
+
Labangan,Zamboanga del Sur
|
| 956 |
+
Laak,Davao de Oro
|
| 957 |
+
La Trinidad,Benguet
|
| 958 |
+
La Paz,Abra
|
| 959 |
+
La Paz,Agusan del Sur
|
| 960 |
+
La Paz,Leyte
|
| 961 |
+
La Paz,Tarlac
|
| 962 |
+
La Libertad,Negros Oriental
|
| 963 |
+
La Libertad,Zamboanga del Norte
|
| 964 |
+
La Castellana,Negros Occidental
|
| 965 |
+
La Carlota,Negros Occidental
|
| 966 |
+
Kumalarang,Zamboanga del Sur
|
| 967 |
+
Koronadal,South Cotabato
|
| 968 |
+
Kolambugan,Lanao del Norte
|
| 969 |
+
Kitcharao,Agusan del Norte
|
| 970 |
+
Kitaotao,Bukidnon
|
| 971 |
+
Kinoguitan,Misamis Oriental
|
| 972 |
+
Kidapawan*,Cotabato
|
| 973 |
+
Kibungan,Benguet
|
| 974 |
+
Kiblawan,Davao del Sur
|
| 975 |
+
Kibawe,Bukidnon
|
| 976 |
+
Kiangan,Ifugao
|
| 977 |
+
Kiamba,Sarangani
|
| 978 |
+
Kayapa,Nueva Vizcaya
|
| 979 |
+
Kawit,Cavite
|
| 980 |
+
Kawayan,Biliran
|
| 981 |
+
Kauswagan,Lanao del Norte
|
| 982 |
+
Katipunan,Zamboanga del Norte
|
| 983 |
+
Kasibu,Nueva Vizcaya
|
| 984 |
+
Kapatagan,Lanao del Norte
|
| 985 |
+
Kapatagan,Lanao del Sur
|
| 986 |
+
Kapangan,Benguet
|
| 987 |
+
Kapalong,Davao del Norte
|
| 988 |
+
Kapai,Lanao del Sur
|
| 989 |
+
Kananga,Leyte
|
| 990 |
+
Kalingalan Caluang,Sulu
|
| 991 |
+
Kalilangan,Bukidnon
|
| 992 |
+
Kalibo*,Aklan
|
| 993 |
+
Kalayaan,Laguna
|
| 994 |
+
Kalayaan,Palawan
|
| 995 |
+
Kalawit,Zamboanga del Norte
|
| 996 |
+
Kalamansig,Sultan Kudarat
|
| 997 |
+
Kadingilan,Bukidnon
|
| 998 |
+
Kabuntalan,Maguindanao del Norte
|
| 999 |
+
Kabugao,Apayao
|
| 1000 |
+
Kabayan,Benguet
|
| 1001 |
+
Kabasalan,Zamboanga Sibugay
|
| 1002 |
+
Kabankalan,Negros Occidental
|
| 1003 |
+
Kabacan,Cotabato
|
| 1004 |
+
Julita,Leyte
|
| 1005 |
+
Juban,Sorsogon
|
| 1006 |
+
Jovellar,Albay
|
| 1007 |
+
Josefina,Zamboanga del Sur
|
| 1008 |
+
Jose Panganiban,Camarines Norte
|
| 1009 |
+
Jose Dalman,Zamboanga del Norte
|
| 1010 |
+
Jose Abad Santos,Davao Occidental
|
| 1011 |
+
Jordan,Guimaras
|
| 1012 |
+
Jones,Isabela
|
| 1013 |
+
Jomalig,Quezon
|
| 1014 |
+
Jolo*,Sulu
|
| 1015 |
+
Jipapad,Eastern Samar
|
| 1016 |
+
Jimenez,Misamis Occidental
|
| 1017 |
+
Jimalalud,Negros Oriental
|
| 1018 |
+
Jiabong,Samar
|
| 1019 |
+
Javier,Leyte
|
| 1020 |
+
Jasaan,Misamis Oriental
|
| 1021 |
+
Jaro,Leyte
|
| 1022 |
+
Janiuay,Iloilo
|
| 1023 |
+
Jamindan,Capiz
|
| 1024 |
+
Jalajala,Rizal
|
| 1025 |
+
Jagna,Bohol
|
| 1026 |
+
Jaen,Nueva Ecija
|
| 1027 |
+
Jabonga,Agusan del Norte
|
| 1028 |
+
Ivisan,Capiz
|
| 1029 |
+
Ivana,Batanes
|
| 1030 |
+
Itogon,Benguet
|
| 1031 |
+
Itbayat,Batanes
|
| 1032 |
+
Isulan,Sultan Kudarat
|
| 1033 |
+
Isabela*,Basilan
|
| 1034 |
+
Isabela,Negros Occidental
|
| 1035 |
+
Isabel,Leyte
|
| 1036 |
+
Irosin,Sorsogon
|
| 1037 |
+
Iriga,Camarines Sur
|
| 1038 |
+
Ipil*,Zamboanga Sibugay
|
| 1039 |
+
Inopacan,Leyte
|
| 1040 |
+
Initao,Misamis Oriental
|
| 1041 |
+
Infanta,Pangasinan
|
| 1042 |
+
Infanta,Quezon
|
| 1043 |
+
Indang,Cavite
|
| 1044 |
+
Indanan,Sulu
|
| 1045 |
+
Inabanga,Bohol
|
| 1046 |
+
Imus,Cavite
|
| 1047 |
+
Impasugong,Bukidnon
|
| 1048 |
+
Imelda,Zamboanga Sibugay
|
| 1049 |
+
Iloilo City*,Iloilo
|
| 1050 |
+
Ilog,Negros Occidental
|
| 1051 |
+
Iligan*,Lanao del Norte
|
| 1052 |
+
Ilagan*,Isabela
|
| 1053 |
+
Iguig,Cagayan
|
| 1054 |
+
Igbaras,Iloilo
|
| 1055 |
+
Ibajay,Aklan
|
| 1056 |
+
Ibaan,Batangas
|
| 1057 |
+
Iba,Zambales
|
| 1058 |
+
Hungduan,Ifugao
|
| 1059 |
+
Hinundayan,Southern Leyte
|
| 1060 |
+
Hinunangan,Southern Leyte
|
| 1061 |
+
Hinoba-an,Negros Occidental
|
| 1062 |
+
Hinigaran,Negros Occidental
|
| 1063 |
+
Hingyon,Ifugao
|
| 1064 |
+
Hindang,Leyte
|
| 1065 |
+
Hinatuan,Surigao del Sur
|
| 1066 |
+
Hinabangan,Samar
|
| 1067 |
+
Himamaylan,Negros Occidental
|
| 1068 |
+
Hilongos,Leyte
|
| 1069 |
+
Hernani,Eastern Samar
|
| 1070 |
+
Hermosa,Bataan
|
| 1071 |
+
Hamtic,Antique
|
| 1072 |
+
Hagonoy,Bulacan
|
| 1073 |
+
Hagonoy,Davao del Sur
|
| 1074 |
+
Hadji Panglima Tahil,Sulu
|
| 1075 |
+
Hadji Muhtamad,Basilan
|
| 1076 |
+
Hadji Mohammad Ajul,Basilan
|
| 1077 |
+
Gutalac,Zamboanga del Norte
|
| 1078 |
+
Gumaca,Quezon
|
| 1079 |
+
Guiuan,Eastern Samar
|
| 1080 |
+
Guipos,Zamboanga del Sur
|
| 1081 |
+
Guinsiliban,Camiguin
|
| 1082 |
+
Guinobatan,Albay
|
| 1083 |
+
Guindulungan,Maguindanao del Sur
|
| 1084 |
+
Guindulman,Bohol
|
| 1085 |
+
Guinayangan,Quezon
|
| 1086 |
+
Guimbal,Iloilo
|
| 1087 |
+
Guimba,Nueva Ecija
|
| 1088 |
+
Guihulngan,Negros Oriental
|
| 1089 |
+
Guiguinto,Bulacan
|
| 1090 |
+
Gubat,Sorsogon
|
| 1091 |
+
Guagua,Pampanga
|
| 1092 |
+
Gregorio del Pilar,Ilocos Sur
|
| 1093 |
+
Governor Generoso,Davao Oriental
|
| 1094 |
+
Gonzaga,Cagayan
|
| 1095 |
+
Godod,Zamboanga del Norte
|
| 1096 |
+
Goa,Camarines Sur
|
| 1097 |
+
Gloria,Oriental Mindoro
|
| 1098 |
+
Glan*,Sarangani
|
| 1099 |
+
Gitagum,Misamis Oriental
|
| 1100 |
+
Giporlos,Eastern Samar
|
| 1101 |
+
Gingoog,Misamis Oriental
|
| 1102 |
+
Ginatilan,Cebu
|
| 1103 |
+
Gigmoto,Catanduanes
|
| 1104 |
+
Gigaquit,Surigao del Norte
|
| 1105 |
+
Getafe,Bohol
|
| 1106 |
+
Gerona,Tarlac
|
| 1107 |
+
General Trias,Cavite
|
| 1108 |
+
General Tinio,Nueva Ecija
|
| 1109 |
+
General Santos*,South Cotabato
|
| 1110 |
+
General Salipada K. Pendatun,Maguindanao del Sur
|
| 1111 |
+
General Nakar,Quezon
|
| 1112 |
+
General Mariano Alvarez,Cavite
|
| 1113 |
+
General Mamerto Natividad,Nueva Ecija
|
| 1114 |
+
General MacArthur,Eastern Samar
|
| 1115 |
+
General Luna,Quezon
|
| 1116 |
+
General Luna,Surigao del Norte
|
| 1117 |
+
General Emilio Aguinaldo,Cavite
|
| 1118 |
+
Gattaran,Cagayan
|
| 1119 |
+
Gasan,Marinduque
|
| 1120 |
+
Garcia Hernandez,Bohol
|
| 1121 |
+
Garchitorena,Camarines Sur
|
| 1122 |
+
Gapan,Nueva Ecija
|
| 1123 |
+
Gandara,Samar
|
| 1124 |
+
Ganassi,Lanao del Sur
|
| 1125 |
+
Gamu,Isabela
|
| 1126 |
+
Gamay,Northern Samar
|
| 1127 |
+
Galimuyod,Ilocos Sur
|
| 1128 |
+
Gainza,Camarines Sur
|
| 1129 |
+
Gabaldon,Nueva Ecija
|
| 1130 |
+
Floridablanca,Pampanga
|
| 1131 |
+
Flora,Apayao
|
| 1132 |
+
Ferrol,Romblon
|
| 1133 |
+
Famy,Laguna
|
| 1134 |
+
Estancia,Iloilo
|
| 1135 |
+
Esperanza,Agusan del Sur
|
| 1136 |
+
Esperanza,Masbate
|
| 1137 |
+
Esperanza,Sultan Kudarat
|
| 1138 |
+
Escalante,Negros Occidental
|
| 1139 |
+
Enrique Villanueva,Siquijor
|
| 1140 |
+
Enrique B. Magalona,Negros Occidental
|
| 1141 |
+
Enrile,Cagayan
|
| 1142 |
+
El Salvador,Misamis Oriental
|
| 1143 |
+
El Nido,Palawan
|
| 1144 |
+
Echague,Isabela
|
| 1145 |
+
Dupax del Sur,Nueva Vizcaya
|
| 1146 |
+
Dupax del Norte,Nueva Vizcaya
|
| 1147 |
+
Dumingag,Zamboanga del Sur
|
| 1148 |
+
Dumarao,Capiz
|
| 1149 |
+
Dumaran,Palawan
|
| 1150 |
+
Dumanjug,Cebu
|
| 1151 |
+
Dumangas,Iloilo
|
| 1152 |
+
Dumalneg,Ilocos Norte
|
| 1153 |
+
Dumalinao,Zamboanga del Sur
|
| 1154 |
+
Dumalag,Capiz
|
| 1155 |
+
Dumaguete*,Negros Oriental
|
| 1156 |
+
Dulag,Leyte
|
| 1157 |
+
Duero,Bohol
|
| 1158 |
+
Dueñas,Iloilo
|
| 1159 |
+
Donsol,Sorsogon
|
| 1160 |
+
Doña Remedios Trinidad,Bulacan
|
| 1161 |
+
Don Victoriano Chiongbian,Misamis Occidental
|
| 1162 |
+
Don Salvador Benedicto,Negros Occidental
|
| 1163 |
+
Don Marcelino,Davao Occidental
|
| 1164 |
+
Don Carlos,Bukidnon
|
| 1165 |
+
Dolores,Abra
|
| 1166 |
+
Dolores,Eastern Samar
|
| 1167 |
+
Dolores,Quezon
|
| 1168 |
+
Divilacan,Isabela
|
| 1169 |
+
Ditsaan-Ramain,Lanao del Sur
|
| 1170 |
+
Dipolog*,Zamboanga del Norte
|
| 1171 |
+
Diplahan,Zamboanga Sibugay
|
| 1172 |
+
Dipaculao,Aurora
|
| 1173 |
+
Dingras,Ilocos Norte
|
| 1174 |
+
Dingle,Iloilo
|
| 1175 |
+
Dingalan,Aurora
|
| 1176 |
+
Dinas,Zamboanga del Sur
|
| 1177 |
+
Dinapigue,Isabela
|
| 1178 |
+
Dinalupihan,Bataan
|
| 1179 |
+
Dinalungan,Aurora
|
| 1180 |
+
Dinagat,Dinagat Islands
|
| 1181 |
+
Dimiao,Bohol
|
| 1182 |
+
Dimataling,Zamboanga del Sur
|
| 1183 |
+
Dimasalang,Masbate
|
| 1184 |
+
Dilasag,Aurora
|
| 1185 |
+
Digos,Davao del Sur
|
| 1186 |
+
Diffun*,Quirino
|
| 1187 |
+
Diadi,Nueva Vizcaya
|
| 1188 |
+
Delfin Albano,Isabela
|
| 1189 |
+
Del Gallego,Camarines Sur
|
| 1190 |
+
Del Carmen,Surigao del Norte
|
| 1191 |
+
Davao City*,Davao del Sur
|
| 1192 |
+
Dauis,Bohol
|
| 1193 |
+
Dauin,Negros Oriental
|
| 1194 |
+
Datu Unsay,Maguindanao del Sur
|
| 1195 |
+
Datu Saudi-Ampatuan,Maguindanao del Sur
|
| 1196 |
+
Datu Salibo,Maguindanao del Sur
|
| 1197 |
+
Datu Piang,Maguindanao del Sur
|
| 1198 |
+
Datu Paglas,Maguindanao del Sur
|
| 1199 |
+
Datu Odin Sinsuat,Maguindanao del Norte
|
| 1200 |
+
Datu Montawal,Maguindanao del Sur
|
| 1201 |
+
Datu Hoffer Ampatuan,Maguindanao del Sur
|
| 1202 |
+
Datu Blah T. Sinsuat,Maguindanao del Norte
|
| 1203 |
+
Datu Anggal Midtimbang,Maguindanao del Sur
|
| 1204 |
+
Datu Abdullah Sangki,Maguindanao del Sur
|
| 1205 |
+
Dasol,Pangasinan
|
| 1206 |
+
Dasmariñas*,Cavite
|
| 1207 |
+
Daram,Samar
|
| 1208 |
+
Daraga,Albay
|
| 1209 |
+
Dapitan,Zamboanga del Norte
|
| 1210 |
+
Dapa,Surigao del Norte
|
| 1211 |
+
Dao,Capiz
|
| 1212 |
+
Danglas,Abra
|
| 1213 |
+
Dangcagan,Bukidnon
|
| 1214 |
+
Danao,Bohol
|
| 1215 |
+
Danao,Cebu
|
| 1216 |
+
Damulog,Bukidnon
|
| 1217 |
+
Dalaguete,Cebu
|
| 1218 |
+
Dagupan,Pangasinan
|
| 1219 |
+
Daguioman,Abra
|
| 1220 |
+
Dagohoy,Bohol
|
| 1221 |
+
Dagami,Leyte
|
| 1222 |
+
Daet*,Camarines Norte
|
| 1223 |
+
Daanbantayan,Cebu
|
| 1224 |
+
Cuyo,Palawan
|
| 1225 |
+
Cuyapo,Nueva Ecija
|
| 1226 |
+
Currimao,Ilocos Norte
|
| 1227 |
+
Culion,Palawan
|
| 1228 |
+
Culasi,Antique
|
| 1229 |
+
Culaba,Biliran
|
| 1230 |
+
Cuenca,Batangas
|
| 1231 |
+
Cuartero,Capiz
|
| 1232 |
+
Cotabato City*,Maguindanao del Norte
|
| 1233 |
+
Cortes,Bohol
|
| 1234 |
+
Cortes,Surigao del Sur
|
| 1235 |
+
Coron,Palawan
|
| 1236 |
+
Corella,Bohol
|
| 1237 |
+
Cordova,Cebu
|
| 1238 |
+
Cordon,Isabela
|
| 1239 |
+
Corcuera,Romblon
|
| 1240 |
+
Consolacion,Cebu
|
| 1241 |
+
Conner*,Apayao
|
| 1242 |
+
Concepcion,Iloilo
|
| 1243 |
+
Concepcion,Misamis Occidental
|
| 1244 |
+
Concepcion,Romblon
|
| 1245 |
+
Concepcion,Tarlac
|
| 1246 |
+
Compostela,Cebu
|
| 1247 |
+
Compostela,Davao de Oro
|
| 1248 |
+
Columbio,Sultan Kudarat
|
| 1249 |
+
Claveria,Cagayan
|
| 1250 |
+
Claveria,Masbate
|
| 1251 |
+
Claveria,Misamis Oriental
|
| 1252 |
+
Claver,Surigao del Norte
|
| 1253 |
+
Clarin,Bohol
|
| 1254 |
+
Clarin,Misamis Occidental
|
| 1255 |
+
Cervantes,Ilocos Sur
|
| 1256 |
+
Cebu City*,Cebu
|
| 1257 |
+
Cawayan,Masbate
|
| 1258 |
+
Cavite City,Cavite
|
| 1259 |
+
Cavinti,Laguna
|
| 1260 |
+
Cauayan,Isabela
|
| 1261 |
+
Cauayan,Negros Occidental
|
| 1262 |
+
Catubig,Northern Samar
|
| 1263 |
+
Catmon,Cebu
|
| 1264 |
+
Catigbian,Bohol
|
| 1265 |
+
Cateel,Davao Oriental
|
| 1266 |
+
Catbalogan,Samar
|
| 1267 |
+
Catarman*,Northern Samar
|
| 1268 |
+
Catarman,Camiguin
|
| 1269 |
+
Catanauan,Quezon
|
| 1270 |
+
Cataingan,Masbate
|
| 1271 |
+
Castillejos,Zambales
|
| 1272 |
+
Castilla,Sorsogon
|
| 1273 |
+
Casiguran,Aurora
|
| 1274 |
+
Casiguran,Sorsogon
|
| 1275 |
+
Carrascal,Surigao del Sur
|
| 1276 |
+
Carranglan,Nueva Ecija
|
| 1277 |
+
Carmona,Cavite
|
| 1278 |
+
Carmen,Agusan del Norte
|
| 1279 |
+
Carmen,Bohol
|
| 1280 |
+
Carmen,Cebu
|
| 1281 |
+
Carmen,Cotabato
|
| 1282 |
+
Carmen,Davao del Norte
|
| 1283 |
+
Carmen,Surigao del Sur
|
| 1284 |
+
Carles,Iloilo
|
| 1285 |
+
Carigara,Leyte
|
| 1286 |
+
Cardona,Rizal
|
| 1287 |
+
Carcar,Cebu
|
| 1288 |
+
Carasi,Ilocos Norte
|
| 1289 |
+
Caramoran,Catanduanes
|
| 1290 |
+
Caramoan,Camarines Sur
|
| 1291 |
+
Caraga,Davao Oriental
|
| 1292 |
+
Capul,Northern Samar
|
| 1293 |
+
Capoocan,Leyte
|
| 1294 |
+
Capas,Tarlac
|
| 1295 |
+
Capalonga,Camarines Norte
|
| 1296 |
+
Caoayan,Ilocos Sur
|
| 1297 |
+
Cantilan,Surigao del Sur
|
| 1298 |
+
Canlaon,Negros Oriental
|
| 1299 |
+
Candoni,Negros Occidental
|
| 1300 |
+
Candon*,Ilocos Sur
|
| 1301 |
+
Candijay,Bohol
|
| 1302 |
+
Candelaria,Quezon
|
| 1303 |
+
Candelaria,Zambales
|
| 1304 |
+
Candaba,Pampanga
|
| 1305 |
+
Canaman,Camarines Sur
|
| 1306 |
+
Can-avid,Eastern Samar
|
| 1307 |
+
Camiling,Tarlac
|
| 1308 |
+
Camaligan,Camarines Sur
|
| 1309 |
+
Camalig,Albay
|
| 1310 |
+
Camalaniugan,Cagayan
|
| 1311 |
+
Caluya,Antique
|
| 1312 |
+
Calumpit,Bulacan
|
| 1313 |
+
Calubian,Leyte
|
| 1314 |
+
Caloocan,Metro Manila
|
| 1315 |
+
Calintaan,Occidental Mindoro
|
| 1316 |
+
Calinog,Iloilo
|
| 1317 |
+
Calbiga,Samar
|
| 1318 |
+
Calbayog*,Samar
|
| 1319 |
+
Calayan,Cagayan
|
| 1320 |
+
Calauan,Laguna
|
| 1321 |
+
Calauag,Quezon
|
| 1322 |
+
Calatrava,Negros Occidental
|
| 1323 |
+
Calatrava,Romblon
|
| 1324 |
+
Calatagan,Batangas
|
| 1325 |
+
Calasiao,Pangasinan
|
| 1326 |
+
Calape,Bohol
|
| 1327 |
+
Calapan*,Oriental Mindoro
|
| 1328 |
+
Calanogas,Lanao del Sur
|
| 1329 |
+
Calanasan,Apayao
|
| 1330 |
+
Calamba*,Laguna
|
| 1331 |
+
Calamba,Misamis Occidental
|
| 1332 |
+
Calaca,Batangas
|
| 1333 |
+
Calabanga,Camarines Sur
|
| 1334 |
+
Cajidiocan,Romblon
|
| 1335 |
+
Cainta,Rizal
|
| 1336 |
+
Caibiran,Biliran
|
| 1337 |
+
Cagwait,Surigao del Sur
|
| 1338 |
+
Cagdianao,Dinagat Islands
|
| 1339 |
+
Cagayancillo,Palawan
|
| 1340 |
+
Cagayan de Oro*,Misamis Oriental
|
| 1341 |
+
Cadiz,Negros Occidental
|
| 1342 |
+
Cabuyao,Laguna
|
| 1343 |
+
Cabusao,Camarines Sur
|
| 1344 |
+
Cabugao,Ilocos Sur
|
| 1345 |
+
Cabucgayan,Biliran
|
| 1346 |
+
Cabiao,Nueva Ecija
|
| 1347 |
+
Cabatuan,Iloilo
|
| 1348 |
+
Cabatuan,Isabela
|
| 1349 |
+
Cabarroguis,Quirino
|
| 1350 |
+
Cabanglasan,Bukidnon
|
| 1351 |
+
Cabangan,Zambales
|
| 1352 |
+
Cabanatuan*,Nueva Ecija
|
| 1353 |
+
Cabagan,Isabela
|
| 1354 |
+
Cabadbaran,Agusan del Norte
|
| 1355 |
+
Caba,La Union
|
| 1356 |
+
Buug,Zamboanga Sibugay
|
| 1357 |
+
Butuan*,Agusan del Norte
|
| 1358 |
+
Butig,Lanao del Sur
|
| 1359 |
+
Busuanga,Palawan
|
| 1360 |
+
Bustos,Bulacan
|
| 1361 |
+
Buruanga,Aklan
|
| 1362 |
+
Burgos,Ilocos Norte
|
| 1363 |
+
Burgos,Ilocos Sur
|
| 1364 |
+
Burgos,Isabela
|
| 1365 |
+
Burgos,La Union
|
| 1366 |
+
Burgos,Pangasinan
|
| 1367 |
+
Burgos,Surigao del Norte
|
| 1368 |
+
Burdeos,Quezon
|
| 1369 |
+
Burauen,Leyte
|
| 1370 |
+
Bunawan,Agusan del Sur
|
| 1371 |
+
Bulusan,Sorsogon
|
| 1372 |
+
Buluan*,Maguindanao del Sur
|
| 1373 |
+
Buldon,Maguindanao del Norte
|
| 1374 |
+
Bulan,Sorsogon
|
| 1375 |
+
Bulalacao,Oriental Mindoro
|
| 1376 |
+
Bulakan,Bulacan
|
| 1377 |
+
Bula,Camarines Sur
|
| 1378 |
+
Buhi,Camarines Sur
|
| 1379 |
+
Buguias,Benguet
|
| 1380 |
+
Buguey,Cagayan
|
| 1381 |
+
Bugasong,Antique
|
| 1382 |
+
Bugallon,Pangasinan
|
| 1383 |
+
Buenavista*,Guimaras
|
| 1384 |
+
Buenavista,Agusan del Norte
|
| 1385 |
+
Buenavista,Bohol
|
| 1386 |
+
Buenavista,Marinduque
|
| 1387 |
+
Buenavista,Quezon
|
| 1388 |
+
Bucloc,Abra
|
| 1389 |
+
Bucay,Abra
|
| 1390 |
+
Bubong,Lanao del Sur
|
| 1391 |
+
Buadiposo-Buntong,Lanao del Sur
|
| 1392 |
+
Brooke's Point,Palawan
|
| 1393 |
+
Braulio E. Dujali,Davao del Norte
|
| 1394 |
+
Botolan,Zambales
|
| 1395 |
+
Boston,Davao Oriental
|
| 1396 |
+
Borongan*,Eastern Samar
|
| 1397 |
+
Borbon,Cebu
|
| 1398 |
+
Bontoc,Mountain Province
|
| 1399 |
+
Bontoc,Southern Leyte
|
| 1400 |
+
Bonifacio,Misamis Occidental
|
| 1401 |
+
Bongao*,Tawi-Tawi
|
| 1402 |
+
Bongabong,Oriental Mindoro
|
| 1403 |
+
Bongabon,Nueva Ecija
|
| 1404 |
+
Bombon,Camarines Sur
|
| 1405 |
+
Boljoon,Cebu
|
| 1406 |
+
Boliney,Abra
|
| 1407 |
+
Bolinao,Pangasinan
|
| 1408 |
+
Bokod,Benguet
|
| 1409 |
+
Bogo,Cebu
|
| 1410 |
+
Bocaue,Bulacan
|
| 1411 |
+
Bobon,Northern Samar
|
| 1412 |
+
Boac*,Marinduque
|
| 1413 |
+
Bislig*,Surigao del Sur
|
| 1414 |
+
Biri,Northern Samar
|
| 1415 |
+
Binuangan,Misamis Oriental
|
| 1416 |
+
Binmaley,Pangasinan
|
| 1417 |
+
Binidayan,Lanao del Sur
|
| 1418 |
+
Bingawan,Iloilo
|
| 1419 |
+
Bindoy,Negros Oriental
|
| 1420 |
+
Binangonan,Rizal
|
| 1421 |
+
Biñan,Laguna
|
| 1422 |
+
Binalonan,Pangasinan
|
| 1423 |
+
Binalbagan,Negros Occidental
|
| 1424 |
+
Biliran,Biliran
|
| 1425 |
+
Bilar,Bohol
|
| 1426 |
+
Bien Unido,Bohol
|
| 1427 |
+
Besao,Mountain Province
|
| 1428 |
+
Benito Soliven,Isabela
|
| 1429 |
+
Belison,Antique
|
| 1430 |
+
Bayugan*,Agusan del Sur
|
| 1431 |
+
Bayombong*,Nueva Vizcaya
|
| 1432 |
+
Bayog,Zamboanga del Sur
|
| 1433 |
+
Baybay,Leyte
|
| 1434 |
+
Bayawan,Negros Oriental
|
| 1435 |
+
Bayang,Lanao del Sur
|
| 1436 |
+
Bayambang,Pangasinan
|
| 1437 |
+
Bayabas,Surigao del Sur
|
| 1438 |
+
Bay,Laguna
|
| 1439 |
+
Bautista,Pangasinan
|
| 1440 |
+
Baungon,Bukidnon
|
| 1441 |
+
Bauko*,Mountain Province
|
| 1442 |
+
Bauang,La Union
|
| 1443 |
+
Bauan,Batangas
|
| 1444 |
+
Batuan,Bohol
|
| 1445 |
+
Batuan,Masbate
|
| 1446 |
+
Bato,Camarines Sur
|
| 1447 |
+
Bato,Catanduanes
|
| 1448 |
+
Bato,Leyte
|
| 1449 |
+
Bataraza,Palawan
|
| 1450 |
+
Batangas City,Batangas
|
| 1451 |
+
Batan,Aklan
|
| 1452 |
+
Batad,Iloilo
|
| 1453 |
+
Batac,Ilocos Norte
|
| 1454 |
+
Basud,Camarines Norte
|
| 1455 |
+
Basista,Pangasinan
|
| 1456 |
+
Basilisa*,Dinagat Islands
|
| 1457 |
+
Basey,Samar
|
| 1458 |
+
Basco*,Batanes
|
| 1459 |
+
Basay,Negros Oriental
|
| 1460 |
+
Barugo,Leyte
|
| 1461 |
+
Baroy,Lanao del Norte
|
| 1462 |
+
Barotac Viejo,Iloilo
|
| 1463 |
+
Barotac Nuevo,Iloilo
|
| 1464 |
+
Barobo,Surigao del Sur
|
| 1465 |
+
Barlig,Mountain Province
|
| 1466 |
+
Barira,Maguindanao del Norte
|
| 1467 |
+
Barili,Cebu
|
| 1468 |
+
Barcelona,Sorsogon
|
| 1469 |
+
Barbaza,Antique
|
| 1470 |
+
Baras,Catanduanes
|
| 1471 |
+
Baras,Rizal
|
| 1472 |
+
Banton,Romblon
|
| 1473 |
+
Bantayan,Cebu
|
| 1474 |
+
Bantay,Ilocos Sur
|
| 1475 |
+
Bansud,Oriental Mindoro
|
| 1476 |
+
Bansalan,Davao del Sur
|
| 1477 |
+
Banna,Ilocos Norte
|
| 1478 |
+
Banisilan,Cotabato
|
| 1479 |
+
Bani,Pangasinan
|
| 1480 |
+
Banguingui,Sulu
|
| 1481 |
+
Bangui,Ilocos Norte
|
| 1482 |
+
Bangued*,Abra
|
| 1483 |
+
Bangar,La Union
|
| 1484 |
+
Banga,Aklan
|
| 1485 |
+
Banga,South Cotabato
|
| 1486 |
+
Banayoyo,Ilocos Sur
|
| 1487 |
+
Banaybanay,Davao Oriental
|
| 1488 |
+
Banaue,Ifugao
|
| 1489 |
+
Banate,Iloilo
|
| 1490 |
+
Bambang,Nueva Vizcaya
|
| 1491 |
+
Bamban,Tarlac
|
| 1492 |
+
Balungao,Pangasinan
|
| 1493 |
+
Balud,Masbate
|
| 1494 |
+
Balo-i,Lanao del Norte
|
| 1495 |
+
Ballesteros,Cagayan
|
| 1496 |
+
Baliwag,Bulacan
|
| 1497 |
+
Balingoan,Misamis Oriental
|
| 1498 |
+
Balingasag,Misamis Oriental
|
| 1499 |
+
Balindong,Lanao del Sur
|
| 1500 |
+
Balilihan,Bohol
|
| 1501 |
+
Baliguian,Zamboanga del Norte
|
| 1502 |
+
Baliangao,Misamis Occidental
|
| 1503 |
+
Balete,Aklan
|
| 1504 |
+
Balete,Batangas
|
| 1505 |
+
Baler,Aurora
|
| 1506 |
+
Baleno,Masbate
|
| 1507 |
+
Balbalan,Kalinga
|
| 1508 |
+
Balayan,Batangas
|
| 1509 |
+
Balatan,Camarines Sur
|
| 1510 |
+
Balasan,Iloilo
|
| 1511 |
+
Balaoan,La Union
|
| 1512 |
+
Balangkayan,Eastern Samar
|
| 1513 |
+
Balangiga,Eastern Samar
|
| 1514 |
+
Balanga,Bataan
|
| 1515 |
+
Balamban,Cebu
|
| 1516 |
+
Balagtas,Bulacan
|
| 1517 |
+
Balabagan,Lanao del Sur
|
| 1518 |
+
Balabac,Palawan
|
| 1519 |
+
Bakun,Benguet
|
| 1520 |
+
Bais,Negros Oriental
|
| 1521 |
+
Bagumbayan,Sultan Kudarat
|
| 1522 |
+
Bagulin,La Union
|
| 1523 |
+
Baguio*,Benguet
|
| 1524 |
+
Bago,Negros Occidental
|
| 1525 |
+
Baggao,Cagayan
|
| 1526 |
+
Baganga,Davao Oriental
|
| 1527 |
+
Bagamanoc,Catanduanes
|
| 1528 |
+
Bagac,Bataan
|
| 1529 |
+
Bagabag,Nueva Vizcaya
|
| 1530 |
+
Badoc,Ilocos Norte
|
| 1531 |
+
Badiangan,Iloilo
|
| 1532 |
+
Badian,Cebu
|
| 1533 |
+
Bacuag,Surigao del Norte
|
| 1534 |
+
Bacoor,Cavite
|
| 1535 |
+
Bacong,Negros Oriental
|
| 1536 |
+
Bacolor,Pampanga
|
| 1537 |
+
Bacolod*,Negros Occidental
|
| 1538 |
+
Bacolod-Kalawi,Lanao del Sur
|
| 1539 |
+
Bacolod,Lanao del Norte
|
| 1540 |
+
Baco,Oriental Mindoro
|
| 1541 |
+
Bacnotan,La Union
|
| 1542 |
+
Baclayon,Bohol
|
| 1543 |
+
Bacarra,Ilocos Norte
|
| 1544 |
+
Bacacay,Albay
|
| 1545 |
+
Babatngon,Leyte
|
| 1546 |
+
Baao,Camarines Sur
|
| 1547 |
+
Ayungon,Negros Oriental
|
| 1548 |
+
Aurora,Isabela
|
| 1549 |
+
Aurora,Zamboanga del Sur
|
| 1550 |
+
Atok,Benguet
|
| 1551 |
+
Atimonan,Quezon
|
| 1552 |
+
Asuncion,Davao del Norte
|
| 1553 |
+
Asturias,Cebu
|
| 1554 |
+
Asipulo,Ifugao
|
| 1555 |
+
Asingan,Pangasinan
|
| 1556 |
+
Arteche,Eastern Samar
|
| 1557 |
+
Aroroy,Masbate
|
| 1558 |
+
Aritao,Nueva Vizcaya
|
| 1559 |
+
Aringay,La Union
|
| 1560 |
+
Argao,Cebu
|
| 1561 |
+
Arayat,Pampanga
|
| 1562 |
+
Arakan,Cotabato
|
| 1563 |
+
Araceli,Palawan
|
| 1564 |
+
Aparri,Cagayan
|
| 1565 |
+
Apalit,Pampanga
|
| 1566 |
+
Antipolo*,Rizal
|
| 1567 |
+
Antipas,Cotabato
|
| 1568 |
+
Antequera,Bohol
|
| 1569 |
+
Anini-y,Antique
|
| 1570 |
+
Anilao,Iloilo
|
| 1571 |
+
Angono,Rizal
|
| 1572 |
+
Angeles*,Pampanga
|
| 1573 |
+
Angat,Bulacan
|
| 1574 |
+
Angadanan,Isabela
|
| 1575 |
+
Anda,Bohol
|
| 1576 |
+
Anda,Pangasinan
|
| 1577 |
+
Anao,Tarlac
|
| 1578 |
+
Anahawan,Southern Leyte
|
| 1579 |
+
Amulung,Cagayan
|
| 1580 |
+
Ampatuan,Maguindanao del Sur
|
| 1581 |
+
Amlan,Negros Oriental
|
| 1582 |
+
Ambaguio,Nueva Vizcaya
|
| 1583 |
+
Amai Manabilang,Lanao del Sur
|
| 1584 |
+
Amadeo,Cavite
|
| 1585 |
+
Alubijid,Misamis Oriental
|
| 1586 |
+
Altavas,Aklan
|
| 1587 |
+
Aloran,Misamis Occidental
|
| 1588 |
+
Aloguinsan,Cebu
|
| 1589 |
+
Almeria,Biliran
|
| 1590 |
+
Almagro,Samar
|
| 1591 |
+
Allen,Northern Samar
|
| 1592 |
+
Allacapan,Cagayan
|
| 1593 |
+
Alitagtag,Batangas
|
| 1594 |
+
Alimodian,Iloilo
|
| 1595 |
+
Alilem,Ilocos Sur
|
| 1596 |
+
Alicia,Bohol
|
| 1597 |
+
Alicia,Isabela
|
| 1598 |
+
Alicia,Zamboanga Sibugay
|
| 1599 |
+
Aliaga,Nueva Ecija
|
| 1600 |
+
Alfonso Lista*,Ifugao
|
| 1601 |
+
Alfonso Castañeda,Nueva Vizcaya
|
| 1602 |
+
Alfonso,Cavite
|
| 1603 |
+
Aleosan,Cotabato
|
| 1604 |
+
Alegria,Cebu
|
| 1605 |
+
Alegria,Surigao del Norte
|
| 1606 |
+
Alcoy,Cebu
|
| 1607 |
+
Alcantara,Cebu
|
| 1608 |
+
Alcantara,Romblon
|
| 1609 |
+
Alcala,Cagayan
|
| 1610 |
+
Alcala,Pangasinan
|
| 1611 |
+
Alburquerque,Bohol
|
| 1612 |
+
Albuera,Leyte
|
| 1613 |
+
Alangalang,Leyte
|
| 1614 |
+
Alaminos,Laguna
|
| 1615 |
+
Alaminos,Pangasinan
|
| 1616 |
+
Alamada,Cotabato
|
| 1617 |
+
Alabel,Sarangani
|
| 1618 |
+
Alabat,Quezon
|
| 1619 |
+
Al-Barka,Basilan
|
| 1620 |
+
Akbar,Basilan
|
| 1621 |
+
Ajuy,Iloilo
|
| 1622 |
+
Agutaya,Palawan
|
| 1623 |
+
Aguinaldo,Ifugao
|
| 1624 |
+
Aguilar,Pangasinan
|
| 1625 |
+
Agoo,La Union
|
| 1626 |
+
Agoncillo,Batangas
|
| 1627 |
+
Agno,Pangasinan
|
| 1628 |
+
Aglipay,Quirino
|
| 1629 |
+
Agdangan,Quezon
|
| 1630 |
+
Adams,Ilocos Norte
|
| 1631 |
+
Abuyog,Leyte
|
| 1632 |
+
Abulug,Cagayan
|
| 1633 |
+
Abucay,Bataan
|
| 1634 |
+
Abra de Ilog,Occidental Mindoro
|
| 1635 |
+
Aborlan,Palawan
|
dataset_processing/datasets/cleaned_doctors_data_with_city_province.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
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|
dataset_processing/datasets/doctors_data.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
dataset_processing/datasets/illness_symptom.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
dataset_processing/datasets/prompts.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
dataset_processing/datasets/sentence_templates.csv
ADDED
|
@@ -0,0 +1,51 @@
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|
| 1 |
+
symptoms,follow_up,city
|
| 2 |
+
"""I've been experiencing [symptom]. Could you provide insights on potential causes or recommend a doctor for further evaluation?""","""In addition to [symptom], I've also noticed [new symptom]. Does this change the potential diagnosis, and should I consider additional tests?""","""I'm looking for recommendations on healthcare facilities in [city]. Can you suggest locations that are known for excellent [specialty] services?"""
|
| 3 |
+
"""I've noticed persistent [symptom], and I'm seeking advice. Can you suggest a qualified specialist I can consult with?""","""I forgot to mention earlier, but along with [symptom], I've been experiencing [new symptom]. How does this affect the recommended course of action with the doctor?""","""In [city], which areas have reputable healthcare facilities specializing in [specific medical need]? Any recommendations for the ideal location to seek medical assistance?"""
|
| 4 |
+
"""I'm dealing with symptoms like [symptom]. Do you have any information on what illness could be causing this? Any recommendations for a doctor?""","""I've recently started experiencing [new symptom] alongside [symptom]. Should I provide this information to the doctor, and does it indicate anything specific?""","""I'm new to [city] and need to find a reliable healthcare facility. Could you provide guidance on which neighborhoods are known for quality medical services?"""
|
| 5 |
+
"""I've recently encountered [symptom], and I'm uncertain about its implications. Could you guide me on when to consult a physician for a thorough assessment?""","""Apart from [symptom], I've been dealing with [new symptom]. Is this relevant to the initial concern, and should I discuss both symptoms during the consultation?""","""Considering [city]'s size, can you recommend the most convenient location for a healthcare facility, especially for [specialty] services?"""
|
| 6 |
+
"""I suspect [symptom] might be related to a health issue. Can you provide information on how a doctor could assist me and offer suitable treatment options?""","""I didn't mention earlier, but I've also been having [new symptom] in addition to [symptom]. Does this change the potential causes, and should I be more concerned?""","""I'm searching for healthcare options in [city]. Are there specific districts or areas known for having top-notch medical facilities, especially for [specific medical need]?"""
|
| 7 |
+
"""I've observed [symptom] and would like to understand its potential connection to [illness]. Any advice on consulting a doctor for personalized guidance?""","""I wanted to update you that besides [symptom], I've now noticed [new symptom]. How should I approach this with the doctor in terms of diagnosis and treatment?""","""In [city], where would you recommend seeking medical care, particularly for [specialty]? Any insights on the ideal location for quality healthcare services?"""
|
| 8 |
+
"""I've been noticing [symptom], which could be signs of [illness]. Can you recommend a physician who specializes in this area?""","""I realized I forgot to mention [new symptom] along with [symptom]. Does this alter the initial assessment, and should I provide this information to the doctor?""","""I'm trying to find a healthcare facility in [city] that specializes in [specific medical need]. Could you suggest areas where I might find the best services?"""
|
| 9 |
+
"""I'm seeking guidance on [symptom] and considering consulting a doctor. Any suggestions on how to approach this for a comprehensive evaluation?""","""In the context of [symptom], I've recently developed [new symptom]. Should I inform the doctor about this, and does it impact the recommended actions?""","""I'll be in [city] for a while and need to locate a healthcare facility. Any advice on which neighborhoods are most convenient for accessing quality medical care?"""
|
| 10 |
+
"""Experiencing [symptom] has raised concerns. Could you advise on the next steps, and do you recommend consulting with a specific doctor?""","""I've been meaning to mention that, along with [symptom], I've also been dealing with [new symptom]. How does this factor into the overall evaluation by the doctor?""","""Can you provide recommendations for healthcare facilities in [city], particularly in areas known for exceptional [specialty] services?"""
|
| 11 |
+
"""I'm uncertain about the origin of my [symptom], and I'm considering seeking medical advice. Can you guide me on consulting a doctor for assessments and recommendations?""","""I didn't include it earlier, but in addition to [symptom], I've experienced [new symptom]. Does this change the potential diagnosis, and should I seek further advice?""","""I'm interested in finding a healthcare facility in [city]. Could you guide me on the best locations known for reliable and accessible medical services?"""
|
| 12 |
+
"""I've been struggling with [symptom] and would appreciate your insights on potential causes. Any recommendations for a skilled doctor?""","""On further reflection, I've noticed [new symptom] alongside [symptom]. How should I communicate this to the doctor, and does it impact the recommended course of action?""","""I need to find a healthcare facility in [city] specializing in [specific medical need]. Can you recommend areas that are convenient and well-regarded for medical services?"""
|
| 13 |
+
"""Dealing with [symptom] has been challenging. Can you provide information on what illness might be associated with this, and any advice on consulting a professional?""","""I didn't mention earlier, but I've also been having [new symptom] in addition to [symptom]. Should I prioritize discussing this with the doctor during the consultation?""","""I'm currently in [city] and seeking a healthcare facility. Any insights on neighborhoods with accessible and reputable medical services, particularly for [specialty]?"""
|
| 14 |
+
"""I've noticed [symptom] lately and am unsure about its implications. Could you guide me on when it's advisable to reach out to a doctor for assistance?""","""Besides [symptom], I've been experiencing [new symptom]. Is there specific information or context about these symptoms that would be helpful for the doctor to know?""","""Considering the layout of [city], where would you suggest locating a healthcare facility for efficient access to quality [specialty] services?"""
|
| 15 |
+
"""Seeking advice on [symptom] – do you have suggestions for a specialist who can help diagnose and address this concern?""","""After our initial discussion about [symptom], I've become aware of [new symptom]. How can I ensure that the doctor is aware of this update, and does it change the evaluation?""","""I'm exploring healthcare options in [city]. Are there particular regions or districts known for having top-tier medical facilities, especially for [specific medical need]?"""
|
| 16 |
+
"""Experiencing [symptom], which has raised concerns. Can you share insights on potential causes and advise on consulting a doctor for further evaluation?""","""I've realized that along with [symptom], I've been dealing with [new symptom]. Should I update the doctor on this during our consultation, and does it affect the diagnosis?""","""In [city], which areas should I focus on for finding a healthcare facility known for excellence in [specialty]? Any recommendations for convenient locations?"""
|
| 17 |
+
"""I'm looking for guidance on [symptom] and considering reaching out to a doctor. Any tips on what to discuss during the consultation?""","""I forgot to mention earlier that, in addition to [symptom], I've also noticed [new symptom]. How should I convey this information to the doctor, and does it alter the initial assessment?""","""I'm in [city] temporarily and need to locate a reliable healthcare facility. Can you advise on neighborhoods that are known for quality medical care, especially for [specific medical need]?"""
|
| 18 |
+
"""Noticed [symptom] recently and wondering if it's a cause for concern. Any recommendations for a doctor who can provide a thorough assessment?""","""I wanted to provide an update: besides [symptom], I've recently observed [new symptom]. What steps should I take to ensure the doctor is informed about both symptoms?""","""Looking for healthcare options in [city]. Any guidance on which parts of the city have healthcare facilities specializing in [specific medical need]?"""
|
| 19 |
+
"""Dealing with [symptom] has prompted me to seek advice. Could you share information on consulting a professional for a more in-depth understanding?""","""In the context of [symptom], I've started experiencing [new symptom]. How can I best communicate this change to the doctor, and does it impact the recommended next steps?""","""Planning to move to [city] and want to find a healthcare facility. Any advice on neighborhoods with good access to quality medical services, particularly for [specialty]?"""
|
| 20 |
+
"""I suspect [symptom] might be related to a health issue. Any advice on how to approach a conversation with a doctor about this concern?""","""I've realized that I didn't mention [new symptom] during our earlier discussion about [symptom]. Should I bring this up with the doctor, and does it affect the overall evaluation?""","""Can you provide insights on healthcare facilities in [city], specifically in areas known for excellent [specialty] services?"""
|
| 21 |
+
"""Experiencing [symptom] and feeling unsure about the next steps. Can you provide guidance on seeking help from a doctor?""","""After our conversation, I've become aware of [new symptom] in addition to [symptom]. What guidance do you have on updating the doctor about this, and does it change the outlook?""","""I'm in need of medical services in [city]. Could you suggest locations with reputable healthcare facilities, especially those specializing in [specific medical need]?"""
|
| 22 |
+
"""I've encountered [symptom] and would appreciate your expertise on potential causes. Any recommendations for a reputable doctor?""","""I've been reflecting on our discussion, and I've noticed [new symptom] alongside [symptom]. How should I convey this to the doctor, and does it influence the diagnosis?""","""I'm looking to find a healthcare facility in [city] with expertise in [specific medical need]. Can you recommend areas known for their reputable medical services?"""
|
| 23 |
+
"""Dealing with persistent [symptom] which has led me to seek advice. Can you suggest a knowledgeable specialist for further consultation?""","""In addition to [symptom], I've recently started experiencing [new symptom]. What's the best way to update the doctor about this, and does it change the recommended actions?""","""In [city], which neighborhoods are considered ideal for accessing high-quality healthcare facilities, especially those specializing in [specialty]?"""
|
| 24 |
+
"""Noticing [symptom] has raised concerns. Could you provide insights on what illness might be linked to this, and any tips for consulting a doctor?""","""I forgot to mention earlier that, along with [symptom], I've been dealing with [new symptom]. How can I ensure the doctor has a complete understanding of my symptoms?""","""I'm currently residing in [city] and need to locate a healthcare facility. Any suggestions on neighborhoods that offer convenient access to top-notch medical services, particularly for [specific medical need]?"""
|
| 25 |
+
"""I'm seeking guidance on addressing [symptom]. Can you recommend a trusted professional who can assist with diagnosis and treatment?""","""After our initial conversation, I've become aware of [new symptom]. Should I bring this up with the doctor during our consultation, and does it impact the evaluation?""","""Considering the layout of [city], where would you recommend finding a healthcare facility specializing in [specialty]? Are there areas known for comprehensive medical services?"""
|
| 26 |
+
"""Experiencing [symptom] which has prompted me to seek advice. Any advice on how to prepare for a discussion with a doctor about my concerns?""","""Besides [symptom], I've observed [new symptom]. How does this information affect the potential diagnosis, and what steps should I take when discussing this with the doctor?""","""Exploring healthcare options in [city]. Can you provide insights into districts or regions recognized for having outstanding medical facilities, particularly for [specific medical need]?"""
|
| 27 |
+
"""I've observed [symptom] and am unsure about its implications. Can you guide me on when it's appropriate to reach out to a doctor for help?""","""I realized I didn't include [new symptom] when we talked about [symptom]. How should I communicate this to the doctor, and does it change the recommended course of action?""","""In [city], which locations are known for housing healthcare facilities with expertise in [specialty]? Any advice on the most convenient areas for seeking medical assistance?"""
|
| 28 |
+
"""Dealing with [symptom] currently which led me to consider consulting a doctor. Any insights on what questions to ask during the appointment?""","""On further consideration, I've noticed [new symptom] in addition to [symptom]. Can you provide guidance on how to update the doctor about these symptoms effectively?""","""I'll be spending some time in [city] and need to identify a healthcare facility. Are there specific neighborhoods known for reliable medical services, especially for [specific medical need]?"""
|
| 29 |
+
"""Noticed [symptom] recently and wondering if it warrants professional attention. Can you recommend a skilled doctor for an evaluation?""","""I've been monitoring my symptoms, and I've identified [new symptom] alongside [symptom]. What information should I prioritize when discussing this with the doctor?""","""Seeking healthcare options in [city]. Any guidance on neighborhoods known for having healthcare facilities that excel in [specialty] services?"""
|
| 30 |
+
"""I suspect [symptom] might be related to a specific health issue. Any tips on approaching a conversation with a doctor for guidance?""","""I've recently become aware of [new symptom] in addition to [symptom]. How can I make sure the doctor is informed, and does it impact the overall assessment?""","""Can you share recommendations for healthcare facilities in [city], focusing on areas recognized for their excellence in [specific medical need] services?"""
|
| 31 |
+
"""Experiencing [symptom] and seeking advice on the next steps. Can you provide information on consulting a doctor for a comprehensive assessment?""","""I wanted to update you that, apart from [symptom], I've been experiencing [new symptom]. What's the best way to communicate this change to the doctor, and does it alter the initial evaluation?""","""I'm in [city] and looking for a healthcare facility. Could you suggest locations that are well-regarded for their accessible and high-quality medical services, especially for [specialty]?"""
|
| 32 |
+
"""I've been noticing [symptom] and would like your input on potential causes. Any recommendations for a proficient doctor I can consult with?""",,
|
| 33 |
+
"""Dealing with [symptom] has prompted me to seek advice. Can you share insights on potential [illness] connections and suggest a qualified specialist?""",,
|
| 34 |
+
"""Noticed [symptom] and feeling uncertain about its implications. Could you guide me on when it's appropriate to reach out to a knowledgeable doctor?""",,
|
| 35 |
+
"""I'm looking for recommendations on addressing [symptom]. Can you suggest a reputable professional for a thorough evaluation and advice?""",,
|
| 36 |
+
"""Experiencing [symptom] has raised concerns. Any tips on preparing for a consultation with a doctor to discuss potential causes and solutions?""",,
|
| 37 |
+
"""I've observed [symptom] and am seeking guidance. Can you advise on the ideal time to consult a [specialty] doctor for a comprehensive assessment?""",,
|
| 38 |
+
"""Dealing with [symptom] has prompted me to consider consulting a [specialty] doctor. Any insights on how to communicate my concerns effectively during the appointment?""",,
|
| 39 |
+
"""Noticed [symptom] recently and wondering if it requires attention. Can you recommend an experienced [specialty] doctor for a thorough examination?""",,
|
| 40 |
+
"""I suspect [symptom] might be linked to a specific health issue. Any advice on approaching a conversation with a [specialty] doctor to explore possible causes?""",,
|
| 41 |
+
"""Experiencing [symptom] and seeking guidance. Can you provide information on consulting a doctor for an accurate diagnosis and recommended steps?""",,
|
| 42 |
+
"""I've noticed [symptom] and would appreciate your insights on potential causes. Any recommendations for a skilled doctor who can provide guidance?""",,
|
| 43 |
+
"""Dealing with persistent [symptom] has prompted me to seek advice. Can you suggest a reliable specialist for further examination?""",,
|
| 44 |
+
"""Noticing [symptom] has raised concerns. Could you share information on possible [illness] connections and suggest a qualified doctor for consultation?""",,
|
| 45 |
+
"""I'm seeking guidance on addressing [symptom]. Can you recommend an experienced professional for a comprehensive evaluation and advice?""",,
|
| 46 |
+
"""Experiencing [symptom] has led me to seek advice. Any tips on preparing for a consultation with a doctor to discuss potential diagnoses and treatments?""",,
|
| 47 |
+
"""I've observed [symptom] and am uncertain about its implications. Can you guide me on when it's appropriate to reach out to a knowledgeable doctor?""",,
|
| 48 |
+
"""Dealing with [symptom] has prompted me to consider consulting a doctor. Any insights on how to communicate my concerns effectively during the appointment?""",,
|
| 49 |
+
"""Noticed [symptom] recently and wondering if it requires professional attention. Can you recommend an experienced doctor for a thorough examination?""",,
|
| 50 |
+
"""I suspect [symptom] might be linked to a specific health issue. Any advice on approaching a conversation with a doctor to explore potential causes?""",,
|
| 51 |
+
"""Experiencing [symptom] and seeking guidance. Can you provide information on consulting a doctor for an accurate diagnosis and recommended steps?""",,
|
dataset_processing/process_dataset.ipynb
ADDED
|
@@ -0,0 +1,1509 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 40,
|
| 6 |
+
"id": "ccd4f6a4-aab8-4bec-9e9e-1c003f9fa117",
|
| 7 |
+
"metadata": {
|
| 8 |
+
"tags": []
|
| 9 |
+
},
|
| 10 |
+
"outputs": [],
|
| 11 |
+
"source": [
|
| 12 |
+
"import pandas as pd\n",
|
| 13 |
+
"import numpy as np\n",
|
| 14 |
+
"import random"
|
| 15 |
+
]
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"cell_type": "code",
|
| 19 |
+
"execution_count": 28,
|
| 20 |
+
"id": "c31131b7-5697-4d8d-ae31-e21033fa19c2",
|
| 21 |
+
"metadata": {
|
| 22 |
+
"tags": []
|
| 23 |
+
},
|
| 24 |
+
"outputs": [
|
| 25 |
+
{
|
| 26 |
+
"data": {
|
| 27 |
+
"text/plain": [
|
| 28 |
+
"(788, 7)"
|
| 29 |
+
]
|
| 30 |
+
},
|
| 31 |
+
"execution_count": 28,
|
| 32 |
+
"metadata": {},
|
| 33 |
+
"output_type": "execute_result"
|
| 34 |
+
}
|
| 35 |
+
],
|
| 36 |
+
"source": [
|
| 37 |
+
"docDf = pd.read_csv('datasets/cleaned_doctors_data_with_city_province.csv')\n",
|
| 38 |
+
"docDf.shape"
|
| 39 |
+
]
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"cell_type": "code",
|
| 43 |
+
"execution_count": 29,
|
| 44 |
+
"id": "efc0967f-46f4-4029-a436-87091411ee8e",
|
| 45 |
+
"metadata": {
|
| 46 |
+
"tags": []
|
| 47 |
+
},
|
| 48 |
+
"outputs": [
|
| 49 |
+
{
|
| 50 |
+
"name": "stdout",
|
| 51 |
+
"output_type": "stream",
|
| 52 |
+
"text": [
|
| 53 |
+
"1\n"
|
| 54 |
+
]
|
| 55 |
+
}
|
| 56 |
+
],
|
| 57 |
+
"source": [
|
| 58 |
+
"print(docDf['ADDRESS'].isna().sum())"
|
| 59 |
+
]
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"cell_type": "markdown",
|
| 63 |
+
"id": "372fa39b-bbf3-4d65-8425-8f24318daa2f",
|
| 64 |
+
"metadata": {},
|
| 65 |
+
"source": [
|
| 66 |
+
"Drop entries with null address:"
|
| 67 |
+
]
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"cell_type": "code",
|
| 71 |
+
"execution_count": 30,
|
| 72 |
+
"id": "1be7df67-ab3a-4edb-8a9a-0f65364f412c",
|
| 73 |
+
"metadata": {
|
| 74 |
+
"tags": []
|
| 75 |
+
},
|
| 76 |
+
"outputs": [],
|
| 77 |
+
"source": [
|
| 78 |
+
"docDf = docDf.dropna(subset=[\"ADDRESS\"])"
|
| 79 |
+
]
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"cell_type": "markdown",
|
| 83 |
+
"id": "b2f821b5-88dd-4b1a-bf96-6b59d6485534",
|
| 84 |
+
"metadata": {},
|
| 85 |
+
"source": [
|
| 86 |
+
"Drop all doctors specializing in Radiology (does not cater to illnesses):"
|
| 87 |
+
]
|
| 88 |
+
},
|
| 89 |
+
{
|
| 90 |
+
"cell_type": "code",
|
| 91 |
+
"execution_count": 31,
|
| 92 |
+
"id": "bd322e8d-7f7a-43ee-834c-0d4cc7ea7129",
|
| 93 |
+
"metadata": {
|
| 94 |
+
"tags": []
|
| 95 |
+
},
|
| 96 |
+
"outputs": [],
|
| 97 |
+
"source": [
|
| 98 |
+
"docDf = docDf.drop(docDf[docDf['SPECIALIZATION'] == 'Radiology'].index)"
|
| 99 |
+
]
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"cell_type": "markdown",
|
| 103 |
+
"id": "e94a0a42-0822-47cb-ab00-53e5372c0298",
|
| 104 |
+
"metadata": {},
|
| 105 |
+
"source": [
|
| 106 |
+
"Drop \"province\" column:"
|
| 107 |
+
]
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"cell_type": "code",
|
| 111 |
+
"execution_count": 32,
|
| 112 |
+
"id": "67bd02a3-8645-49d0-bc44-6f73a5b90e1d",
|
| 113 |
+
"metadata": {
|
| 114 |
+
"tags": []
|
| 115 |
+
},
|
| 116 |
+
"outputs": [],
|
| 117 |
+
"source": [
|
| 118 |
+
"docDf = docDf.drop(columns=['PROVINCE'])"
|
| 119 |
+
]
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"cell_type": "code",
|
| 123 |
+
"execution_count": 33,
|
| 124 |
+
"id": "6ad9f775-8bf5-4366-9384-dff80df0e4e5",
|
| 125 |
+
"metadata": {
|
| 126 |
+
"tags": []
|
| 127 |
+
},
|
| 128 |
+
"outputs": [
|
| 129 |
+
{
|
| 130 |
+
"data": {
|
| 131 |
+
"text/html": [
|
| 132 |
+
"<div>\n",
|
| 133 |
+
"<style scoped>\n",
|
| 134 |
+
" .dataframe tbody tr th:only-of-type {\n",
|
| 135 |
+
" vertical-align: middle;\n",
|
| 136 |
+
" }\n",
|
| 137 |
+
"\n",
|
| 138 |
+
" .dataframe tbody tr th {\n",
|
| 139 |
+
" vertical-align: top;\n",
|
| 140 |
+
" }\n",
|
| 141 |
+
"\n",
|
| 142 |
+
" .dataframe thead th {\n",
|
| 143 |
+
" text-align: right;\n",
|
| 144 |
+
" }\n",
|
| 145 |
+
"</style>\n",
|
| 146 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 147 |
+
" <thead>\n",
|
| 148 |
+
" <tr style=\"text-align: right;\">\n",
|
| 149 |
+
" <th></th>\n",
|
| 150 |
+
" <th>NAME</th>\n",
|
| 151 |
+
" <th>SPECIALIZATION</th>\n",
|
| 152 |
+
" <th>PHONE</th>\n",
|
| 153 |
+
" <th>ADDRESS</th>\n",
|
| 154 |
+
" <th>SCHEDULE</th>\n",
|
| 155 |
+
" <th>CITY</th>\n",
|
| 156 |
+
" </tr>\n",
|
| 157 |
+
" </thead>\n",
|
| 158 |
+
" <tbody>\n",
|
| 159 |
+
" <tr>\n",
|
| 160 |
+
" <th>0</th>\n",
|
| 161 |
+
" <td>Miko Angelo De Leon, MD</td>\n",
|
| 162 |
+
" <td>Anesthesia</td>\n",
|
| 163 |
+
" <td>NaN</td>\n",
|
| 164 |
+
" <td>Chong Hua Hospital\\nDon Mariano Cui St., Fuent...</td>\n",
|
| 165 |
+
" <td>on call</td>\n",
|
| 166 |
+
" <td>Maria</td>\n",
|
| 167 |
+
" </tr>\n",
|
| 168 |
+
" <tr>\n",
|
| 169 |
+
" <th>1</th>\n",
|
| 170 |
+
" <td>Cristina V. Formoso-Avendaño, MD</td>\n",
|
| 171 |
+
" <td>Anesthesia</td>\n",
|
| 172 |
+
" <td>NaN</td>\n",
|
| 173 |
+
" <td>St. Luke’s Medical Center – Quezon City\\nPain ...</td>\n",
|
| 174 |
+
" <td>Mon: 8:00AM – 5:00PM\\nTue: 8:00AM – 5:00PM\\nWe...</td>\n",
|
| 175 |
+
" <td>Rodriguez</td>\n",
|
| 176 |
+
" </tr>\n",
|
| 177 |
+
" <tr>\n",
|
| 178 |
+
" <th>2</th>\n",
|
| 179 |
+
" <td>Sherwin Tayag, MD</td>\n",
|
| 180 |
+
" <td>Anesthesia</td>\n",
|
| 181 |
+
" <td>(0922) 876 8435</td>\n",
|
| 182 |
+
" <td>Manila Medical Center\\nUN Avenue, Taft Ave, Er...</td>\n",
|
| 183 |
+
" <td>NaN</td>\n",
|
| 184 |
+
" <td>Taft</td>\n",
|
| 185 |
+
" </tr>\n",
|
| 186 |
+
" <tr>\n",
|
| 187 |
+
" <th>3</th>\n",
|
| 188 |
+
" <td>Maritess Gonzales, MD</td>\n",
|
| 189 |
+
" <td>Anesthesia</td>\n",
|
| 190 |
+
" <td>NaN</td>\n",
|
| 191 |
+
" <td>Metronorth Medical Center\\nMindanao Avenue Que...</td>\n",
|
| 192 |
+
" <td>NaN</td>\n",
|
| 193 |
+
" <td>Quezon</td>\n",
|
| 194 |
+
" </tr>\n",
|
| 195 |
+
" <tr>\n",
|
| 196 |
+
" <th>4</th>\n",
|
| 197 |
+
" <td>Aimee Flor Barrion, MD</td>\n",
|
| 198 |
+
" <td>Anesthesia</td>\n",
|
| 199 |
+
" <td>(02) 771 9000</td>\n",
|
| 200 |
+
" <td>Asian Hospital And Medical Center\\n2205 Civic ...</td>\n",
|
| 201 |
+
" <td>NaN</td>\n",
|
| 202 |
+
" <td>Muntinlupa</td>\n",
|
| 203 |
+
" </tr>\n",
|
| 204 |
+
" </tbody>\n",
|
| 205 |
+
"</table>\n",
|
| 206 |
+
"</div>"
|
| 207 |
+
],
|
| 208 |
+
"text/plain": [
|
| 209 |
+
" NAME SPECIALIZATION PHONE \\\n",
|
| 210 |
+
"0 Miko Angelo De Leon, MD Anesthesia NaN \n",
|
| 211 |
+
"1 Cristina V. Formoso-Avendaño, MD Anesthesia NaN \n",
|
| 212 |
+
"2 Sherwin Tayag, MD Anesthesia (0922) 876 8435 \n",
|
| 213 |
+
"3 Maritess Gonzales, MD Anesthesia NaN \n",
|
| 214 |
+
"4 Aimee Flor Barrion, MD Anesthesia (02) 771 9000 \n",
|
| 215 |
+
"\n",
|
| 216 |
+
" ADDRESS \\\n",
|
| 217 |
+
"0 Chong Hua Hospital\\nDon Mariano Cui St., Fuent... \n",
|
| 218 |
+
"1 St. Luke’s Medical Center – Quezon City\\nPain ... \n",
|
| 219 |
+
"2 Manila Medical Center\\nUN Avenue, Taft Ave, Er... \n",
|
| 220 |
+
"3 Metronorth Medical Center\\nMindanao Avenue Que... \n",
|
| 221 |
+
"4 Asian Hospital And Medical Center\\n2205 Civic ... \n",
|
| 222 |
+
"\n",
|
| 223 |
+
" SCHEDULE CITY \n",
|
| 224 |
+
"0 on call Maria \n",
|
| 225 |
+
"1 Mon: 8:00AM – 5:00PM\\nTue: 8:00AM – 5:00PM\\nWe... Rodriguez \n",
|
| 226 |
+
"2 NaN Taft \n",
|
| 227 |
+
"3 NaN Quezon \n",
|
| 228 |
+
"4 NaN Muntinlupa "
|
| 229 |
+
]
|
| 230 |
+
},
|
| 231 |
+
"execution_count": 33,
|
| 232 |
+
"metadata": {},
|
| 233 |
+
"output_type": "execute_result"
|
| 234 |
+
}
|
| 235 |
+
],
|
| 236 |
+
"source": [
|
| 237 |
+
"docDf.head()"
|
| 238 |
+
]
|
| 239 |
+
},
|
| 240 |
+
{
|
| 241 |
+
"cell_type": "code",
|
| 242 |
+
"execution_count": 26,
|
| 243 |
+
"id": "8f6f664a-ea7f-41b4-91cf-8d1156140661",
|
| 244 |
+
"metadata": {
|
| 245 |
+
"tags": []
|
| 246 |
+
},
|
| 247 |
+
"outputs": [
|
| 248 |
+
{
|
| 249 |
+
"data": {
|
| 250 |
+
"text/plain": [
|
| 251 |
+
"array(['Maria', 'Rodriguez', 'Taft', 'Quezon', 'Muntinlupa', 'Rizal',\n",
|
| 252 |
+
" 'Manila', 'Santo Tomas', nan, 'Pio Duran', 'Labo', 'Makati',\n",
|
| 253 |
+
" 'Mandaluyong', 'Valenzuela', 'San Juan', 'Ramon', 'Pasay',\n",
|
| 254 |
+
" 'Llorente', 'Pasig', 'Santiago', 'San Roque', 'San Miguel',\n",
|
| 255 |
+
" 'Taguig', 'Asturias', 'Roxas', 'Rosario', 'Lopez Jaena',\n",
|
| 256 |
+
" 'Catarman', 'Tagaytay', 'Sikatuna', 'Balasan', 'Sampaloc',\n",
|
| 257 |
+
" 'Libmanan', 'Magsaysay', 'Marilao', 'Los Baños', 'San Pedro',\n",
|
| 258 |
+
" 'Oton', 'San Vicente', 'Jones', 'Lapu-Lapu', 'Calamba',\n",
|
| 259 |
+
" 'MacArthur', 'Batan', 'San Fernando', 'San Nicolas', 'San Rafael',\n",
|
| 260 |
+
" 'Trinidad', 'Aguilar', 'Isabela', 'Valencia', 'San Dionisio',\n",
|
| 261 |
+
" 'Quirino', 'Batangas City', 'Caba', 'San Jose', 'Bulan', 'Luna',\n",
|
| 262 |
+
" 'Pamplona', 'Subic', 'Kauswagan', 'Mandaue', 'San Marcelino',\n",
|
| 263 |
+
" 'San Carlos', 'Burgos', 'Taytay', 'Pateros', 'Ramos', 'Biñan',\n",
|
| 264 |
+
" 'Las Piñas', 'Marikina', 'Naga', 'Pilar', 'Malolos', 'Jaro',\n",
|
| 265 |
+
" 'Bacolod', 'Lopez', 'Tamparan', 'Iba', 'Mabini', 'Bula', 'Laurel',\n",
|
| 266 |
+
" 'Balanga', 'Daraga', 'Teresa', 'Santa Cruz', 'Dagupan', 'Leyte',\n",
|
| 267 |
+
" 'Agoo', 'Lemery', 'Koronadal', 'Tayum', 'Palanan', 'San Andres',\n",
|
| 268 |
+
" 'San Francisco', 'Victoria', 'San Agustin', 'Carmen', 'Manaoag',\n",
|
| 269 |
+
" 'Balingasag', 'Bacoor', 'Jose Abad Santos', 'San Isidro', 'Ocampo',\n",
|
| 270 |
+
" 'Digos', 'Parañaque', 'Real', 'Baler', 'Malabon', 'Santo Domingo',\n",
|
| 271 |
+
" 'Leon', 'Guiguinto', 'Medina', 'Buguias', 'San Gabriel'],\n",
|
| 272 |
+
" dtype=object)"
|
| 273 |
+
]
|
| 274 |
+
},
|
| 275 |
+
"execution_count": 26,
|
| 276 |
+
"metadata": {},
|
| 277 |
+
"output_type": "execute_result"
|
| 278 |
+
}
|
| 279 |
+
],
|
| 280 |
+
"source": [
|
| 281 |
+
"pd.unique(docDf['CITY'])"
|
| 282 |
+
]
|
| 283 |
+
},
|
| 284 |
+
{
|
| 285 |
+
"cell_type": "code",
|
| 286 |
+
"execution_count": 8,
|
| 287 |
+
"id": "6e507cea-a7fc-43d5-9596-6a0d389a83e4",
|
| 288 |
+
"metadata": {
|
| 289 |
+
"tags": []
|
| 290 |
+
},
|
| 291 |
+
"outputs": [
|
| 292 |
+
{
|
| 293 |
+
"data": {
|
| 294 |
+
"text/html": [
|
| 295 |
+
"<div>\n",
|
| 296 |
+
"<style scoped>\n",
|
| 297 |
+
" .dataframe tbody tr th:only-of-type {\n",
|
| 298 |
+
" vertical-align: middle;\n",
|
| 299 |
+
" }\n",
|
| 300 |
+
"\n",
|
| 301 |
+
" .dataframe tbody tr th {\n",
|
| 302 |
+
" vertical-align: top;\n",
|
| 303 |
+
" }\n",
|
| 304 |
+
"\n",
|
| 305 |
+
" .dataframe thead th {\n",
|
| 306 |
+
" text-align: right;\n",
|
| 307 |
+
" }\n",
|
| 308 |
+
"</style>\n",
|
| 309 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 310 |
+
" <thead>\n",
|
| 311 |
+
" <tr style=\"text-align: right;\">\n",
|
| 312 |
+
" <th></th>\n",
|
| 313 |
+
" <th>SPECIALIZATION</th>\n",
|
| 314 |
+
" <th>ILLNESS</th>\n",
|
| 315 |
+
" <th>SYMPTOMS</th>\n",
|
| 316 |
+
" </tr>\n",
|
| 317 |
+
" </thead>\n",
|
| 318 |
+
" <tbody>\n",
|
| 319 |
+
" <tr>\n",
|
| 320 |
+
" <th>0</th>\n",
|
| 321 |
+
" <td>Anesthesia</td>\n",
|
| 322 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 323 |
+
" <td>tingling</td>\n",
|
| 324 |
+
" </tr>\n",
|
| 325 |
+
" <tr>\n",
|
| 326 |
+
" <th>1</th>\n",
|
| 327 |
+
" <td>Anesthesia</td>\n",
|
| 328 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 329 |
+
" <td>seizures</td>\n",
|
| 330 |
+
" </tr>\n",
|
| 331 |
+
" <tr>\n",
|
| 332 |
+
" <th>2</th>\n",
|
| 333 |
+
" <td>Anesthesia</td>\n",
|
| 334 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 335 |
+
" <td>cardiac arrest</td>\n",
|
| 336 |
+
" </tr>\n",
|
| 337 |
+
" <tr>\n",
|
| 338 |
+
" <th>3</th>\n",
|
| 339 |
+
" <td>Anesthesia</td>\n",
|
| 340 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 341 |
+
" <td>confusion</td>\n",
|
| 342 |
+
" </tr>\n",
|
| 343 |
+
" <tr>\n",
|
| 344 |
+
" <th>4</th>\n",
|
| 345 |
+
" <td>Anesthesia</td>\n",
|
| 346 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 347 |
+
" <td>dizziness</td>\n",
|
| 348 |
+
" </tr>\n",
|
| 349 |
+
" </tbody>\n",
|
| 350 |
+
"</table>\n",
|
| 351 |
+
"</div>"
|
| 352 |
+
],
|
| 353 |
+
"text/plain": [
|
| 354 |
+
" SPECIALIZATION ILLNESS SYMPTOMS\n",
|
| 355 |
+
"0 Anesthesia Local anesthetic toxicity tingling\n",
|
| 356 |
+
"1 Anesthesia Local anesthetic toxicity seizures\n",
|
| 357 |
+
"2 Anesthesia Local anesthetic toxicity cardiac arrest\n",
|
| 358 |
+
"3 Anesthesia Local anesthetic toxicity confusion\n",
|
| 359 |
+
"4 Anesthesia Local anesthetic toxicity dizziness"
|
| 360 |
+
]
|
| 361 |
+
},
|
| 362 |
+
"execution_count": 8,
|
| 363 |
+
"metadata": {},
|
| 364 |
+
"output_type": "execute_result"
|
| 365 |
+
}
|
| 366 |
+
],
|
| 367 |
+
"source": [
|
| 368 |
+
"illnessDf = pd.read_csv('datasets/illness_symptom.csv')\n",
|
| 369 |
+
"illnessDf.head()"
|
| 370 |
+
]
|
| 371 |
+
},
|
| 372 |
+
{
|
| 373 |
+
"cell_type": "code",
|
| 374 |
+
"execution_count": 9,
|
| 375 |
+
"id": "3acb4df1-eb88-4744-9fed-182d22c5f7df",
|
| 376 |
+
"metadata": {
|
| 377 |
+
"tags": []
|
| 378 |
+
},
|
| 379 |
+
"outputs": [
|
| 380 |
+
{
|
| 381 |
+
"name": "stdout",
|
| 382 |
+
"output_type": "stream",
|
| 383 |
+
"text": [
|
| 384 |
+
"1\n"
|
| 385 |
+
]
|
| 386 |
+
}
|
| 387 |
+
],
|
| 388 |
+
"source": [
|
| 389 |
+
"print(illnessDf['ILLNESS'].isna().sum())"
|
| 390 |
+
]
|
| 391 |
+
},
|
| 392 |
+
{
|
| 393 |
+
"cell_type": "markdown",
|
| 394 |
+
"id": "7006dff1-0b34-42d1-a5c0-585f864b58eb",
|
| 395 |
+
"metadata": {},
|
| 396 |
+
"source": [
|
| 397 |
+
"Drop entries with null illness:"
|
| 398 |
+
]
|
| 399 |
+
},
|
| 400 |
+
{
|
| 401 |
+
"cell_type": "code",
|
| 402 |
+
"execution_count": 10,
|
| 403 |
+
"id": "a6cd7b76-46c1-483a-8ec4-476ae40cf11a",
|
| 404 |
+
"metadata": {
|
| 405 |
+
"tags": []
|
| 406 |
+
},
|
| 407 |
+
"outputs": [],
|
| 408 |
+
"source": [
|
| 409 |
+
"illnessDf = illnessDf.dropna(subset=[\"ILLNESS\"])"
|
| 410 |
+
]
|
| 411 |
+
},
|
| 412 |
+
{
|
| 413 |
+
"cell_type": "markdown",
|
| 414 |
+
"id": "2d194e46-43aa-4d20-858b-24cce9622370",
|
| 415 |
+
"metadata": {},
|
| 416 |
+
"source": [
|
| 417 |
+
"Drop entries with Radiology specialization"
|
| 418 |
+
]
|
| 419 |
+
},
|
| 420 |
+
{
|
| 421 |
+
"cell_type": "code",
|
| 422 |
+
"execution_count": 11,
|
| 423 |
+
"id": "4ea60490-2b02-4c0b-afed-0b08fb45061b",
|
| 424 |
+
"metadata": {
|
| 425 |
+
"tags": []
|
| 426 |
+
},
|
| 427 |
+
"outputs": [],
|
| 428 |
+
"source": [
|
| 429 |
+
"illnessDf = illnessDf.drop(illnessDf[illnessDf['SPECIALIZATION'] == 'Radiology'].index)"
|
| 430 |
+
]
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"cell_type": "code",
|
| 434 |
+
"execution_count": 12,
|
| 435 |
+
"id": "c1551c0b-05f0-4651-933e-18f956297c10",
|
| 436 |
+
"metadata": {
|
| 437 |
+
"tags": []
|
| 438 |
+
},
|
| 439 |
+
"outputs": [
|
| 440 |
+
{
|
| 441 |
+
"name": "stdout",
|
| 442 |
+
"output_type": "stream",
|
| 443 |
+
"text": [
|
| 444 |
+
"435\n"
|
| 445 |
+
]
|
| 446 |
+
}
|
| 447 |
+
],
|
| 448 |
+
"source": [
|
| 449 |
+
"print(len(pd.unique(illnessDf['ILLNESS'])))"
|
| 450 |
+
]
|
| 451 |
+
},
|
| 452 |
+
{
|
| 453 |
+
"cell_type": "markdown",
|
| 454 |
+
"id": "b669a505-2c9d-4e14-826b-764077880a4d",
|
| 455 |
+
"metadata": {},
|
| 456 |
+
"source": [
|
| 457 |
+
"~ 435 unique illnesses"
|
| 458 |
+
]
|
| 459 |
+
},
|
| 460 |
+
{
|
| 461 |
+
"cell_type": "code",
|
| 462 |
+
"execution_count": 13,
|
| 463 |
+
"id": "a41a08b7-93e7-4fde-9105-ecd383910d30",
|
| 464 |
+
"metadata": {
|
| 465 |
+
"tags": []
|
| 466 |
+
},
|
| 467 |
+
"outputs": [],
|
| 468 |
+
"source": [
|
| 469 |
+
"symptomsDf = pd.DataFrame()"
|
| 470 |
+
]
|
| 471 |
+
},
|
| 472 |
+
{
|
| 473 |
+
"cell_type": "code",
|
| 474 |
+
"execution_count": 14,
|
| 475 |
+
"id": "7877703d-bfe1-4c19-8acd-fad850ebf982",
|
| 476 |
+
"metadata": {
|
| 477 |
+
"tags": []
|
| 478 |
+
},
|
| 479 |
+
"outputs": [],
|
| 480 |
+
"source": [
|
| 481 |
+
"symptomsDf[\"ILLNESS\"] = pd.unique(illnessDf['ILLNESS'])"
|
| 482 |
+
]
|
| 483 |
+
},
|
| 484 |
+
{
|
| 485 |
+
"cell_type": "code",
|
| 486 |
+
"execution_count": 15,
|
| 487 |
+
"id": "83635e1e-398e-4835-83e9-fe2de48483d6",
|
| 488 |
+
"metadata": {
|
| 489 |
+
"tags": []
|
| 490 |
+
},
|
| 491 |
+
"outputs": [],
|
| 492 |
+
"source": [
|
| 493 |
+
"symptomsDf[\"LABEL\"] = symptomsDf.index"
|
| 494 |
+
]
|
| 495 |
+
},
|
| 496 |
+
{
|
| 497 |
+
"cell_type": "code",
|
| 498 |
+
"execution_count": 16,
|
| 499 |
+
"id": "8f86ee71-0b62-4284-abed-37b458d35e71",
|
| 500 |
+
"metadata": {
|
| 501 |
+
"tags": []
|
| 502 |
+
},
|
| 503 |
+
"outputs": [],
|
| 504 |
+
"source": [
|
| 505 |
+
"def enumerate_words(words):\n",
|
| 506 |
+
" if len(words) == 0:\n",
|
| 507 |
+
" return \"\"\n",
|
| 508 |
+
" elif len(words) == 1:\n",
|
| 509 |
+
" return words[0]\n",
|
| 510 |
+
" else:\n",
|
| 511 |
+
" # Join all words except the last one with \", \"\n",
|
| 512 |
+
" joined_words = \", \".join(words[:-1])\n",
|
| 513 |
+
" # Add the last word preceded by \"and \"\n",
|
| 514 |
+
" result = f\"{joined_words}, and {words[-1]}\"\n",
|
| 515 |
+
" return result"
|
| 516 |
+
]
|
| 517 |
+
},
|
| 518 |
+
{
|
| 519 |
+
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"C:\\Users\\HTMI\\AppData\\Local\\Temp\\ipykernel_15288\\3613258936.py:5: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value 'tingling, seizures, cardiac arrest, confusion, dizziness, blurred vision, muscle twitching, numbness, unconsciousness, respiratory depression, hypotension, bradycardia, and arrhythmias' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n",
|
| 803 |
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|
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|
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"source": [
|
| 808 |
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|
| 809 |
+
" tempDf = illnessDf[illnessDf[\"ILLNESS\"] == illness]\n",
|
| 810 |
+
" symptomsList = tempDf[\"SYMPTOMS\"].astype(str).tolist()\n",
|
| 811 |
+
" symptomsStr = enumerate_words(symptomsList)\n",
|
| 812 |
+
" symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"SYMPTOMS\"] = symptomsStr\n",
|
| 813 |
+
" \n",
|
| 814 |
+
" for prompt in templateDf[\"symptoms\"].sample(n=num_prompts_symptoms, replace=False):\n",
|
| 815 |
+
" random.shuffle(symptomsList)\n",
|
| 816 |
+
" shuffleSymptomsStr = enumerate_words(symptomsList)\n",
|
| 817 |
+
" filled_template = replace_symptom(prompt, shuffleSymptomsStr)\n",
|
| 818 |
+
" filled_template = replace_illness(filled_template, illness)\n",
|
| 819 |
+
" new_row = pd.DataFrame({'prompt': [filled_template], 'illness': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"ILLNESS\"], 'label': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"LABEL\"]})\n",
|
| 820 |
+
" promptsDf = pd.concat([promptsDf, new_row], ignore_index=True)\n",
|
| 821 |
+
" \n",
|
| 822 |
+
" for symptom in symptomsList:\n",
|
| 823 |
+
" for prompt in templateDf[\"symptoms\"].sample(n=num_prompts_symptoms_single, replace=False):\n",
|
| 824 |
+
" filled_template = replace_symptom(prompt, symptom)\n",
|
| 825 |
+
" filled_template = replace_illness(filled_template, illness)\n",
|
| 826 |
+
" new_row = pd.DataFrame({'prompt': [filled_template], 'illness': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"ILLNESS\"], 'label': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"LABEL\"]})\n",
|
| 827 |
+
" promptsDf = pd.concat([promptsDf, new_row], ignore_index=True)\n",
|
| 828 |
+
" \n",
|
| 829 |
+
" followUp = templateDf.dropna(subset=[\"follow_up\"]).sample(n=num_prompts_follow_up, replace=False)\n",
|
| 830 |
+
" followUp = followUp[\"follow_up\"]\n",
|
| 831 |
+
" for prompt in followUp:\n",
|
| 832 |
+
" tempList = [item for item in symptomsList if item != symptom]\n",
|
| 833 |
+
" if(len(tempList) == 0):\n",
|
| 834 |
+
" continue\n",
|
| 835 |
+
" random.shuffle(tempList)\n",
|
| 836 |
+
" sublist_size = random.randint(1, min(len(tempList), 5))\n",
|
| 837 |
+
" shortSymptomsStr = enumerate_words(random.sample(tempList, sublist_size))\n",
|
| 838 |
+
" filled_template = replace_symptom(prompt, symptom)\n",
|
| 839 |
+
" filled_template = replace_new_symptom(filled_template, shortSymptomsStr)\n",
|
| 840 |
+
" filled_template = replace_illness(filled_template, illness)\n",
|
| 841 |
+
" new_row = pd.DataFrame({'prompt': [filled_template], 'illness': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"ILLNESS\"], 'label': symptomsDf.at[symptomsDf[symptomsDf[\"ILLNESS\"]==illness].index[0], \"LABEL\"]})\n",
|
| 842 |
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" promptsDf = pd.concat([promptsDf, new_row], ignore_index=True)\n",
|
| 843 |
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" "
|
| 844 |
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|
| 845 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 887 |
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" <tr>\n",
|
| 888 |
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" <th>1</th>\n",
|
| 889 |
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" <td>Malignant hyperthermia</td>\n",
|
| 890 |
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" <td>1</td>\n",
|
| 891 |
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" <td>high fever, muscle rigidity, rapid heart rate,...</td>\n",
|
| 892 |
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|
| 893 |
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" <tr>\n",
|
| 894 |
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|
| 895 |
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|
| 896 |
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|
| 897 |
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" <td>neck stiffness, photophobia, nausea, vomiting,...</td>\n",
|
| 898 |
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" </tr>\n",
|
| 899 |
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" <tr>\n",
|
| 900 |
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|
| 901 |
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|
| 902 |
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" <td>3</td>\n",
|
| 903 |
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" <td>hives, itching, swelling, rash, bronchospasm, ...</td>\n",
|
| 904 |
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" </tr>\n",
|
| 905 |
+
" <tr>\n",
|
| 906 |
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" <th>4</th>\n",
|
| 907 |
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" <td>Awareness during anesthesia</td>\n",
|
| 908 |
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" <td>4</td>\n",
|
| 909 |
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" <td>paralysis, inability to move, pain, distress, ...</td>\n",
|
| 910 |
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" </tr>\n",
|
| 911 |
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" <tr>\n",
|
| 912 |
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|
| 913 |
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|
| 914 |
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|
| 915 |
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|
| 916 |
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|
| 917 |
+
" <tr>\n",
|
| 918 |
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" <th>430</th>\n",
|
| 919 |
+
" <td>Excoriation disorder (skin-picking disorder)</td>\n",
|
| 920 |
+
" <td>430</td>\n",
|
| 921 |
+
" <td>Recurrent picking of one's skin, Attempts to s...</td>\n",
|
| 922 |
+
" </tr>\n",
|
| 923 |
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" <tr>\n",
|
| 924 |
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" <th>431</th>\n",
|
| 925 |
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" <td>Factitious disorder</td>\n",
|
| 926 |
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" <td>431</td>\n",
|
| 927 |
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" <td>Intentionally producing symptoms of illness, D...</td>\n",
|
| 928 |
+
" </tr>\n",
|
| 929 |
+
" <tr>\n",
|
| 930 |
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" <th>432</th>\n",
|
| 931 |
+
" <td>Impulse-control disorders</td>\n",
|
| 932 |
+
" <td>432</td>\n",
|
| 933 |
+
" <td>Impulsive behavior that causes harm, Failure t...</td>\n",
|
| 934 |
+
" </tr>\n",
|
| 935 |
+
" <tr>\n",
|
| 936 |
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" <th>433</th>\n",
|
| 937 |
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" <td>Adjustment disorders</td>\n",
|
| 938 |
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" <td>433</td>\n",
|
| 939 |
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" <td>Development of emotional or behavioral symptom...</td>\n",
|
| 940 |
+
" </tr>\n",
|
| 941 |
+
" <tr>\n",
|
| 942 |
+
" <th>434</th>\n",
|
| 943 |
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" <td>Dissociative disorders</td>\n",
|
| 944 |
+
" <td>434</td>\n",
|
| 945 |
+
" <td>Alterations in consciousness or identity, Amne...</td>\n",
|
| 946 |
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" </tr>\n",
|
| 947 |
+
" </tbody>\n",
|
| 948 |
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"</table>\n",
|
| 949 |
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"<p>435 rows × 3 columns</p>\n",
|
| 950 |
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"</div>"
|
| 951 |
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],
|
| 952 |
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"text/plain": [
|
| 953 |
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" ILLNESS LABEL \\\n",
|
| 954 |
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"0 Local anesthetic toxicity 0 \n",
|
| 955 |
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"1 Malignant hyperthermia 1 \n",
|
| 956 |
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"2 Post-dural puncture headache 2 \n",
|
| 957 |
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|
| 958 |
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"4 Awareness during anesthesia 4 \n",
|
| 959 |
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".. ... ... \n",
|
| 960 |
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|
| 961 |
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"431 Factitious disorder 431 \n",
|
| 962 |
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"432 Impulse-control disorders 432 \n",
|
| 963 |
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"433 Adjustment disorders 433 \n",
|
| 964 |
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"434 Dissociative disorders 434 \n",
|
| 965 |
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"\n",
|
| 966 |
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" SYMPTOMS \n",
|
| 967 |
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"0 tingling, seizures, cardiac arrest, confusion,... \n",
|
| 968 |
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"1 high fever, muscle rigidity, rapid heart rate,... \n",
|
| 969 |
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|
| 970 |
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|
| 971 |
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"4 paralysis, inability to move, pain, distress, ... \n",
|
| 972 |
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".. ... \n",
|
| 973 |
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|
| 974 |
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|
| 975 |
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|
| 976 |
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|
| 977 |
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"434 Alterations in consciousness or identity, Amne... \n",
|
| 978 |
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"\n",
|
| 979 |
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| 980 |
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| 988 |
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|
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|
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{
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| 1057 |
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|
| 1058 |
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|
| 1059 |
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|
| 1060 |
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" </tr>\n",
|
| 1061 |
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" <tr>\n",
|
| 1062 |
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" <th>2</th>\n",
|
| 1063 |
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" <td>I suspect bradycardia, numbness, arrhythmias, ...</td>\n",
|
| 1064 |
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" <td>Local anesthetic toxicity</td>\n",
|
| 1065 |
+
" <td>0</td>\n",
|
| 1066 |
+
" </tr>\n",
|
| 1067 |
+
" <tr>\n",
|
| 1068 |
+
" <th>3</th>\n",
|
| 1069 |
+
" <td>Noticing dizziness, blurred vision, hypotensio...</td>\n",
|
| 1070 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 1071 |
+
" <td>0</td>\n",
|
| 1072 |
+
" </tr>\n",
|
| 1073 |
+
" <tr>\n",
|
| 1074 |
+
" <th>4</th>\n",
|
| 1075 |
+
" <td>Experiencing blurred vision, respiratory depre...</td>\n",
|
| 1076 |
+
" <td>Local anesthetic toxicity</td>\n",
|
| 1077 |
+
" <td>0</td>\n",
|
| 1078 |
+
" </tr>\n",
|
| 1079 |
+
" <tr>\n",
|
| 1080 |
+
" <th>...</th>\n",
|
| 1081 |
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|
| 1082 |
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" <td>...</td>\n",
|
| 1083 |
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" <td>...</td>\n",
|
| 1084 |
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" </tr>\n",
|
| 1085 |
+
" <tr>\n",
|
| 1086 |
+
" <th>24950</th>\n",
|
| 1087 |
+
" <td>I've noticed Distress or impairment due to sym...</td>\n",
|
| 1088 |
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" <td>Dissociative disorders</td>\n",
|
| 1089 |
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" <td>434</td>\n",
|
| 1090 |
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" </tr>\n",
|
| 1091 |
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" <tr>\n",
|
| 1092 |
+
" <th>24951</th>\n",
|
| 1093 |
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" <td>I've realized that along with Distress or impa...</td>\n",
|
| 1094 |
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" <td>Dissociative disorders</td>\n",
|
| 1095 |
+
" <td>434</td>\n",
|
| 1096 |
+
" </tr>\n",
|
| 1097 |
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" <tr>\n",
|
| 1098 |
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" <th>24952</th>\n",
|
| 1099 |
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" <td>I've been monitoring my symptoms, and I've ide...</td>\n",
|
| 1100 |
+
" <td>Dissociative disorders</td>\n",
|
| 1101 |
+
" <td>434</td>\n",
|
| 1102 |
+
" </tr>\n",
|
| 1103 |
+
" <tr>\n",
|
| 1104 |
+
" <th>24953</th>\n",
|
| 1105 |
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" <td>Apart from Distress or impairment due to sympt...</td>\n",
|
| 1106 |
+
" <td>Dissociative disorders</td>\n",
|
| 1107 |
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" <td>434</td>\n",
|
| 1108 |
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" </tr>\n",
|
| 1109 |
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" <tr>\n",
|
| 1110 |
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" <th>24954</th>\n",
|
| 1111 |
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" <td>I didn't include it earlier, but in addition t...</td>\n",
|
| 1112 |
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" <td>Dissociative disorders</td>\n",
|
| 1113 |
+
" <td>434</td>\n",
|
| 1114 |
+
" </tr>\n",
|
| 1115 |
+
" </tbody>\n",
|
| 1116 |
+
"</table>\n",
|
| 1117 |
+
"<p>24955 rows × 3 columns</p>\n",
|
| 1118 |
+
"</div>"
|
| 1119 |
+
],
|
| 1120 |
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"text/plain": [
|
| 1121 |
+
" prompt \\\n",
|
| 1122 |
+
"0 I've been noticing blurred vision, confusion, ... \n",
|
| 1123 |
+
"1 Noticed muscle twitching, unconsciousness, tin... \n",
|
| 1124 |
+
"2 I suspect bradycardia, numbness, arrhythmias, ... \n",
|
| 1125 |
+
"3 Noticing dizziness, blurred vision, hypotensio... \n",
|
| 1126 |
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"4 Experiencing blurred vision, respiratory depre... \n",
|
| 1127 |
+
"... ... \n",
|
| 1128 |
+
"24950 I've noticed Distress or impairment due to sym... \n",
|
| 1129 |
+
"24951 I've realized that along with Distress or impa... \n",
|
| 1130 |
+
"24952 I've been monitoring my symptoms, and I've ide... \n",
|
| 1131 |
+
"24953 Apart from Distress or impairment due to sympt... \n",
|
| 1132 |
+
"24954 I didn't include it earlier, but in addition t... \n",
|
| 1133 |
+
"\n",
|
| 1134 |
+
" illness label \n",
|
| 1135 |
+
"0 Local anesthetic toxicity 0 \n",
|
| 1136 |
+
"1 Local anesthetic toxicity 0 \n",
|
| 1137 |
+
"2 Local anesthetic toxicity 0 \n",
|
| 1138 |
+
"3 Local anesthetic toxicity 0 \n",
|
| 1139 |
+
"4 Local anesthetic toxicity 0 \n",
|
| 1140 |
+
"... ... ... \n",
|
| 1141 |
+
"24950 Dissociative disorders 434 \n",
|
| 1142 |
+
"24951 Dissociative disorders 434 \n",
|
| 1143 |
+
"24952 Dissociative disorders 434 \n",
|
| 1144 |
+
"24953 Dissociative disorders 434 \n",
|
| 1145 |
+
"24954 Dissociative disorders 434 \n",
|
| 1146 |
+
"\n",
|
| 1147 |
+
"[24955 rows x 3 columns]"
|
| 1148 |
+
]
|
| 1149 |
+
},
|
| 1150 |
+
"execution_count": 27,
|
| 1151 |
+
"metadata": {},
|
| 1152 |
+
"output_type": "execute_result"
|
| 1153 |
+
}
|
| 1154 |
+
],
|
| 1155 |
+
"source": [
|
| 1156 |
+
"promptsDf"
|
| 1157 |
+
]
|
| 1158 |
+
},
|
| 1159 |
+
{
|
| 1160 |
+
"cell_type": "code",
|
| 1161 |
+
"execution_count": 28,
|
| 1162 |
+
"id": "d74aaae2-97f5-46ba-b734-c8996a19854c",
|
| 1163 |
+
"metadata": {
|
| 1164 |
+
"tags": []
|
| 1165 |
+
},
|
| 1166 |
+
"outputs": [],
|
| 1167 |
+
"source": [
|
| 1168 |
+
"promptsDf.to_csv('datasets/prompts.csv', index=False)"
|
| 1169 |
+
]
|
| 1170 |
+
},
|
| 1171 |
+
{
|
| 1172 |
+
"cell_type": "markdown",
|
| 1173 |
+
"id": "19f7869b-3f2c-47c0-986e-3c7d8cfd2952",
|
| 1174 |
+
"metadata": {},
|
| 1175 |
+
"source": [
|
| 1176 |
+
"### Generating dataset for user prompts on city:"
|
| 1177 |
+
]
|
| 1178 |
+
},
|
| 1179 |
+
{
|
| 1180 |
+
"cell_type": "code",
|
| 1181 |
+
"execution_count": 48,
|
| 1182 |
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"id": "3c94e938-8fe1-4c4d-bfd5-3e18b3db061e",
|
| 1183 |
+
"metadata": {
|
| 1184 |
+
"tags": []
|
| 1185 |
+
},
|
| 1186 |
+
"outputs": [],
|
| 1187 |
+
"source": [
|
| 1188 |
+
"cityPromptsDf = pd.read_csv('datasets/city_prompts.csv')"
|
| 1189 |
+
]
|
| 1190 |
+
},
|
| 1191 |
+
{
|
| 1192 |
+
"cell_type": "code",
|
| 1193 |
+
"execution_count": 50,
|
| 1194 |
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"id": "20522657-b7b4-4272-9ad6-7fa38ca895ed",
|
| 1195 |
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"metadata": {
|
| 1196 |
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|
| 1197 |
+
},
|
| 1198 |
+
"outputs": [],
|
| 1199 |
+
"source": [
|
| 1200 |
+
"cityPromptsAnnotatedDf = pd.DataFrame()"
|
| 1201 |
+
]
|
| 1202 |
+
},
|
| 1203 |
+
{
|
| 1204 |
+
"cell_type": "code",
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"execution_count": 34,
|
| 1206 |
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"id": "b038a24d-7a20-4f05-93ad-5919372a0f63",
|
| 1207 |
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"metadata": {},
|
| 1208 |
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"outputs": [],
|
| 1209 |
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"source": [
|
| 1210 |
+
"def replace_city(text, replacement):\n",
|
| 1211 |
+
" return text.replace(\"[city]\", replacement)"
|
| 1212 |
+
]
|
| 1213 |
+
},
|
| 1214 |
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{
|
| 1215 |
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"id": "23312b10-543f-4a7e-bd82-b838557c1bfa",
|
| 1218 |
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"metadata": {
|
| 1219 |
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"tags": []
|
| 1220 |
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},
|
| 1221 |
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"outputs": [
|
| 1222 |
+
{
|
| 1223 |
+
"data": {
|
| 1224 |
+
"text/plain": [
|
| 1225 |
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"array(['Maria', 'Rodriguez', 'Taft', 'Quezon', 'Muntinlupa', 'Rizal',\n",
|
| 1226 |
+
" 'Manila', 'Santo Tomas', nan, 'Pio Duran', 'Labo', 'Makati',\n",
|
| 1227 |
+
" 'Mandaluyong', 'Valenzuela', 'San Juan', 'Ramon', 'Pasay',\n",
|
| 1228 |
+
" 'Llorente', 'Pasig', 'Santiago', 'San Roque', 'San Miguel',\n",
|
| 1229 |
+
" 'Taguig', 'Asturias', 'Roxas', 'Rosario', 'Lopez Jaena',\n",
|
| 1230 |
+
" 'Catarman', 'Tagaytay', 'Sikatuna', 'Balasan', 'Sampaloc',\n",
|
| 1231 |
+
" 'Libmanan', 'Magsaysay', 'Marilao', 'Los Baños', 'San Pedro',\n",
|
| 1232 |
+
" 'Oton', 'San Vicente', 'Jones', 'Lapu-Lapu', 'Calamba',\n",
|
| 1233 |
+
" 'MacArthur', 'Batan', 'San Fernando', 'San Nicolas', 'San Rafael',\n",
|
| 1234 |
+
" 'Trinidad', 'Aguilar', 'Isabela', 'Valencia', 'San Dionisio',\n",
|
| 1235 |
+
" 'Quirino', 'Batangas City', 'Caba', 'San Jose', 'Bulan', 'Luna',\n",
|
| 1236 |
+
" 'Pamplona', 'Subic', 'Kauswagan', 'Mandaue', 'San Marcelino',\n",
|
| 1237 |
+
" 'San Carlos', 'Burgos', 'Taytay', 'Pateros', 'Ramos', 'Biñan',\n",
|
| 1238 |
+
" 'Las Piñas', 'Marikina', 'Naga', 'Pilar', 'Malolos', 'Jaro',\n",
|
| 1239 |
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" 'Bacolod', 'Lopez', 'Tamparan', 'Iba', 'Mabini', 'Bula', 'Laurel',\n",
|
| 1240 |
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" 'Balanga', 'Daraga', 'Teresa', 'Santa Cruz', 'Dagupan', 'Leyte',\n",
|
| 1241 |
+
" 'Agoo', 'Lemery', 'Koronadal', 'Tayum', 'Palanan', 'San Andres',\n",
|
| 1242 |
+
" 'San Francisco', 'Victoria', 'San Agustin', 'Carmen', 'Manaoag',\n",
|
| 1243 |
+
" 'Balingasag', 'Bacoor', 'Jose Abad Santos', 'San Isidro', 'Ocampo',\n",
|
| 1244 |
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" 'Digos', 'Parañaque', 'Real', 'Baler', 'Malabon', 'Santo Domingo',\n",
|
| 1245 |
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" 'Leon', 'Guiguinto', 'Medina', 'Buguias', 'San Gabriel'],\n",
|
| 1246 |
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" dtype=object)"
|
| 1247 |
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]
|
| 1248 |
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},
|
| 1249 |
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"execution_count": 45,
|
| 1250 |
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"metadata": {},
|
| 1251 |
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"output_type": "execute_result"
|
| 1252 |
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}
|
| 1253 |
+
],
|
| 1254 |
+
"source": [
|
| 1255 |
+
"city_list = pd.unique(docDf['CITY'])\n",
|
| 1256 |
+
"city_list"
|
| 1257 |
+
]
|
| 1258 |
+
},
|
| 1259 |
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{
|
| 1260 |
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|
| 1261 |
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"execution_count": 52,
|
| 1262 |
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"id": "0e8ed33d-1413-4607-816d-8182385b17c1",
|
| 1263 |
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"metadata": {
|
| 1264 |
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"tags": []
|
| 1265 |
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},
|
| 1266 |
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"outputs": [],
|
| 1267 |
+
"source": [
|
| 1268 |
+
"cityLabelDf = pd.DataFrame()"
|
| 1269 |
+
]
|
| 1270 |
+
},
|
| 1271 |
+
{
|
| 1272 |
+
"cell_type": "code",
|
| 1273 |
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"execution_count": 53,
|
| 1274 |
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"id": "00642864-f8ee-42b7-afa8-a2ed9fce420e",
|
| 1275 |
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"metadata": {
|
| 1276 |
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"tags": []
|
| 1277 |
+
},
|
| 1278 |
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"outputs": [],
|
| 1279 |
+
"source": [
|
| 1280 |
+
"cityLabelDf[\"CITY\"] = city_list"
|
| 1281 |
+
]
|
| 1282 |
+
},
|
| 1283 |
+
{
|
| 1284 |
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"cell_type": "code",
|
| 1285 |
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"execution_count": 54,
|
| 1286 |
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"id": "fe1d7c1e-efec-48c5-8660-dd7a44b19065",
|
| 1287 |
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"metadata": {
|
| 1288 |
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"tags": []
|
| 1289 |
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},
|
| 1290 |
+
"outputs": [],
|
| 1291 |
+
"source": [
|
| 1292 |
+
"cityLabelDf[\"LABEL\"] = cityLabelDf.index"
|
| 1293 |
+
]
|
| 1294 |
+
},
|
| 1295 |
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{
|
| 1296 |
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"cell_type": "code",
|
| 1297 |
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"execution_count": 46,
|
| 1298 |
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"id": "4a045fea-bf95-4043-b40f-d17164e7d0a2",
|
| 1299 |
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"metadata": {
|
| 1300 |
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"tags": []
|
| 1301 |
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},
|
| 1302 |
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"outputs": [],
|
| 1303 |
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"source": [
|
| 1304 |
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"city_list = [x for x in city_list if isinstance(x, (str))]"
|
| 1305 |
+
]
|
| 1306 |
+
},
|
| 1307 |
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{
|
| 1308 |
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"cell_type": "code",
|
| 1309 |
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"execution_count": null,
|
| 1310 |
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"id": "45975d38-3ca6-4bcb-a270-bc1e664c0317",
|
| 1311 |
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"metadata": {
|
| 1312 |
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"tags": []
|
| 1313 |
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},
|
| 1314 |
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"outputs": [],
|
| 1315 |
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"source": [
|
| 1316 |
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"city_list"
|
| 1317 |
+
]
|
| 1318 |
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},
|
| 1319 |
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{
|
| 1320 |
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"cell_type": "code",
|
| 1321 |
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"execution_count": 56,
|
| 1322 |
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"id": "dfb0c2a0-8b43-445b-a8c7-2fa1d5c2c39d",
|
| 1323 |
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"metadata": {
|
| 1324 |
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"tags": []
|
| 1325 |
+
},
|
| 1326 |
+
"outputs": [],
|
| 1327 |
+
"source": [
|
| 1328 |
+
"for city in cityLabelDf[\"CITY\"]:\n",
|
| 1329 |
+
" for prompt in cityPromptsDf[\"prompt\"]:\n",
|
| 1330 |
+
" filled_template = replace_city(prompt, city)\n",
|
| 1331 |
+
" new_row = pd.DataFrame({'prompt': [filled_template], 'city': city, 'label': cityLabelDf.at[cityLabelDf[cityLabelDf[\"CITY\"]==city].index[0], \"LABEL\"]})\n",
|
| 1332 |
+
" cityPromptsAnnotatedDf = pd.concat([cityPromptsAnnotatedDf, new_row], ignore_index=True)"
|
| 1333 |
+
]
|
| 1334 |
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},
|
| 1335 |
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{
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"id": "dd45f2cf-92a8-4883-8ba1-461ec3eee012",
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| 1339 |
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"metadata": {
|
| 1340 |
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| 1341 |
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},
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| 1342 |
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| 1343 |
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{
|
| 1344 |
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"data": {
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"text/html": [
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|
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|
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|
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|
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|
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|
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" <td>\"I'm currently in Maria, thank you for offerin...</td>\n",
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" <td>Maria</td>\n",
|
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" <tr>\n",
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" <th>1</th>\n",
|
| 1378 |
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" <td>\"I reside in Maria, and I appreciate your assi...</td>\n",
|
| 1379 |
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" <td>Maria</td>\n",
|
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" <td>\"Sure, I'm located in Maria. Any recommendatio...</td>\n",
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| 1385 |
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|
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|
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|
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|
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|
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" <td>\"Thanks for asking. I'm from Maria, and I coul...</td>\n",
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| 1391 |
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" <td>Maria</td>\n",
|
| 1392 |
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|
| 1393 |
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" </tr>\n",
|
| 1394 |
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" <tr>\n",
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" <th>4</th>\n",
|
| 1396 |
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" <td>\"I'm in Maria at the moment. Any help in findi...</td>\n",
|
| 1397 |
+
" <td>Maria</td>\n",
|
| 1398 |
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" <td>0</td>\n",
|
| 1399 |
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" </tr>\n",
|
| 1400 |
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" <tr>\n",
|
| 1401 |
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" <th>...</th>\n",
|
| 1402 |
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| 1403 |
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| 1404 |
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|
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|
| 1406 |
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" <tr>\n",
|
| 1407 |
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" <th>3301</th>\n",
|
| 1408 |
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" <td>\"Just to let you know, I'm located in San Gabr...</td>\n",
|
| 1409 |
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" <td>San Gabriel</td>\n",
|
| 1410 |
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" <td>113</td>\n",
|
| 1411 |
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" </tr>\n",
|
| 1412 |
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" <tr>\n",
|
| 1413 |
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" <th>3302</th>\n",
|
| 1414 |
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" <td>\"I'm currently in San Gabriel and I'm in need ...</td>\n",
|
| 1415 |
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" <td>San Gabriel</td>\n",
|
| 1416 |
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" <td>113</td>\n",
|
| 1417 |
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" </tr>\n",
|
| 1418 |
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" <tr>\n",
|
| 1419 |
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" <th>3303</th>\n",
|
| 1420 |
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" <td>\"Hi there, I'm from San Gabriel and I'm explor...</td>\n",
|
| 1421 |
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" <td>San Gabriel</td>\n",
|
| 1422 |
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" <td>113</td>\n",
|
| 1423 |
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" </tr>\n",
|
| 1424 |
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" <tr>\n",
|
| 1425 |
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" <th>3304</th>\n",
|
| 1426 |
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" <td>\"Just a heads up, I'm in San Gabriel and I'm o...</td>\n",
|
| 1427 |
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" <td>San Gabriel</td>\n",
|
| 1428 |
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" <td>113</td>\n",
|
| 1429 |
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" </tr>\n",
|
| 1430 |
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" <tr>\n",
|
| 1431 |
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" <th>3305</th>\n",
|
| 1432 |
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" <td>\"I'm in San Gabriel and I'm looking for a doct...</td>\n",
|
| 1433 |
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" <td>San Gabriel</td>\n",
|
| 1434 |
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" <td>113</td>\n",
|
| 1435 |
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" </tr>\n",
|
| 1436 |
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|
| 1437 |
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|
| 1438 |
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|
| 1439 |
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"</div>"
|
| 1440 |
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],
|
| 1441 |
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"text/plain": [
|
| 1442 |
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" prompt city label\n",
|
| 1443 |
+
"0 \"I'm currently in Maria, thank you for offerin... Maria 0\n",
|
| 1444 |
+
"1 \"I reside in Maria, and I appreciate your assi... Maria 0\n",
|
| 1445 |
+
"2 \"Sure, I'm located in Maria. Any recommendatio... Maria 0\n",
|
| 1446 |
+
"3 \"Thanks for asking. I'm from Maria, and I coul... Maria 0\n",
|
| 1447 |
+
"4 \"I'm in Maria at the moment. Any help in findi... Maria 0\n",
|
| 1448 |
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"... ... ... ...\n",
|
| 1449 |
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"3301 \"Just to let you know, I'm located in San Gabr... San Gabriel 113\n",
|
| 1450 |
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"3302 \"I'm currently in San Gabriel and I'm in need ... San Gabriel 113\n",
|
| 1451 |
+
"3303 \"Hi there, I'm from San Gabriel and I'm explor... San Gabriel 113\n",
|
| 1452 |
+
"3304 \"Just a heads up, I'm in San Gabriel and I'm o... San Gabriel 113\n",
|
| 1453 |
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"3305 \"I'm in San Gabriel and I'm looking for a doct... San Gabriel 113\n",
|
| 1454 |
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"\n",
|
| 1455 |
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|
| 1456 |
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]
|
| 1457 |
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| 1458 |
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| 1459 |
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| 1461 |
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|
| 1462 |
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|
| 1463 |
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"source": [
|
| 1464 |
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"cityPromptsAnnotatedDf"
|
| 1465 |
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]
|
| 1466 |
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| 1467 |
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{
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"metadata": {
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| 1473 |
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},
|
| 1474 |
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"outputs": [],
|
| 1475 |
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"source": [
|
| 1476 |
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"cityPromptsAnnotatedDf.to_csv('datasets/annotated_city_prompts.csv', index=False)"
|
| 1477 |
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]
|
| 1478 |
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},
|
| 1479 |
+
{
|
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"name": "python3"
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