ML MLR3
2023-12-28
1.- INTRODUCCIÓN
Durante los últimos años, el interés y la aplicación de machine learning ha experimentado tal expansión, que se ha convertido en una disciplina aplicada en prácticamente todos los ámbitos de investigación académica e industrial. El creciente número de personas dedicadas a esta disciplina ha dado como resultado todo un repertorio de herramientas con las que acceder a métodos predictivos potentes. El lenguaje de programación R es un ejemplo de ello.
El término machine learning engloba al conjunto de algoritmos que permiten identificar patrones presentes en los datos y crear con ellos estructuras (modelos) que los representan. Una vez que los modelos han sido generados, se pueden emplear para predecir información sobre hechos o eventos que todavía no se han observado. Es importante recordar que, los sistemas de machine learning, solo son capaces de memorizar patrones que estén presentes en los datos con los que se entrenan, por lo tanto, solo pueden reconocer lo que han visto antes. Al emplear sistemas entrenados con datos pasados para predecir futuros se está asumiendo que, en el futuro, el comportamiento será el mismo, cosa que no siempre ocurre.
Aunque con frecuencia, términos como machine learning, data mining, inteligencia artificial, data science… son utilizados como sinónimos, es importante destacar que los métodos de machine learning son solo una parte de las muchas estrategias que se necesita combinar para extraer, entender y dar valor a los datos. El siguiente documento pretende ser un ejemplo del tipo de problema al que se suele enfrentar un analista: partiendo de un conjunto de datos más o menos procesado (la preparación de los datos es una etapa clave que precede al machine learning), se desea crear un modelo que permita predecir con éxito el comportamiento o valor que toman nuevas observaciones.
Etapas de un problema de machine learning
Definir el problema: ¿Qué se pretende predecir? ¿De qué datos se dispone? o ¿Qué datos es necesario conseguir?
Explorar y entender los datos que se van a emplear para crear el modelo.
Métrica de éxito: definir una forma apropiada de cuantificar cómo de buenos son los resultados obtenidos.
Preparar la estrategia para evaluar el modelo: separar las observaciones en un conjunto de entrenamiento, un conjunto de validación (o validación cruzada) y un conjunto de test. Es muy importante asegurar que ninguna información del conjunto de test participa en el proceso de entrenamiento del modelo.
Preprocesar los datos: aplicar las transformaciones necesarias para que los datos puedan ser interpretados por el algoritmo de machine learning seleccionado.
Ajustar un primer modelo capaz de superar unos resultados mínimos. Por ejemplo, en problemas de clasificación, el mínimo a superar es el porcentaje de la clase mayoritaria (la moda).
Gradualmente, mejorar el modelo incorporando-creando nuevas variables u optimizando los hiperparámetros.
Evaluar la capacidad del modelo final con el conjunto de test para tener una estimación de la capacidad que tiene el modelo cuando predice nuevas observaciones.
#2.- LIBRERÍAS
library(mlr3verse)## Loading required package: mlr3library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.3 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(skimr)##
## Attaching package: 'skimr'
##
## The following object is masked from 'package:mlr3':
##
## partitionlibrary(DataExplorer)
library(ggpubr)
library(univariateML)
library(GGally)## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2library(mosaicData)#** 3.- DATOS**
El set de datos SaratogaHouses del paquete mosaicData contiene información sobre la precio de 1728 viviendas situadas en Saratoga County, New York, USA en el año 2006. Además del precio, incluye 15 variables adicionales:
- price: precio de la vivienda.
- lotSize: metros cuadrados de la vivienda.
- age: antigüedad de la vivienda.
- landValue: valor del terreno.
- livingArea: metros cuadrados habitables.
- pctCollege: porcentaje del vecindario con título universitario.
- bedrooms: número de dormitorios.
- fireplaces: número de chimeneas.
- bathrooms: número de cuartos de baño (el valor 0.5 hace referencia a cuartos de baño sin ducha).
- rooms: número de habitaciones.
- heating: tipo de calefacción.
- fuel: tipo de alimentación de la calefacción (gas, electricidad o diesel).
- sewer: tipo de desagüe.
- waterfront: si la vivienda tiene vistas al lago.
- newConstruction: si la vivienda es de nueva construcción.
- centralAir: si la vivienda tiene aire acondicionado.
El objetivo es obtener un modelo capaz de predecir el precio del alquiler.
data("SaratogaHouses", package = "mosaicData")
datos <- SaratogaHousesstr(datos)## 'data.frame': 1728 obs. of 16 variables:
## $ price : int 132500 181115 109000 155000 86060 120000 153000 170000 90000 122900 ...
## $ lotSize : num 0.09 0.92 0.19 0.41 0.11 0.68 0.4 1.21 0.83 1.94 ...
## $ age : int 42 0 133 13 0 31 33 23 36 4 ...
## $ landValue : int 50000 22300 7300 18700 15000 14000 23300 14600 22200 21200 ...
## $ livingArea : int 906 1953 1944 1944 840 1152 2752 1662 1632 1416 ...
## $ pctCollege : int 35 51 51 51 51 22 51 35 51 44 ...
## $ bedrooms : int 2 3 4 3 2 4 4 4 3 3 ...
## $ fireplaces : int 1 0 1 1 0 1 1 1 0 0 ...
## $ bathrooms : num 1 2.5 1 1.5 1 1 1.5 1.5 1.5 1.5 ...
## $ rooms : int 5 6 8 5 3 8 8 9 8 6 ...
## $ heating : Factor w/ 3 levels "hot air","hot water/steam",..: 3 2 2 1 1 1 2 1 3 1 ...
## $ fuel : Factor w/ 3 levels "gas","electric",..: 2 1 1 1 1 1 3 3 2 1 ...
## $ sewer : Factor w/ 3 levels "septic","public/commercial",..: 1 1 2 1 2 1 1 1 1 3 ...
## $ waterfront : Factor w/ 2 levels "Yes","No": 2 2 2 2 2 2 2 2 2 2 ...
## $ newConstruction: Factor w/ 2 levels "Yes","No": 2 2 2 2 1 2 2 2 2 2 ...
## $ centralAir : Factor w/ 2 levels "Yes","No": 2 2 2 2 1 2 2 2 2 2 ...datos## price lotSize age landValue livingArea pctCollege bedrooms fireplaces
## 1 132500 0.09 42 50000 906 35 2 1
## 2 181115 0.92 0 22300 1953 51 3 0
## 3 109000 0.19 133 7300 1944 51 4 1
## 4 155000 0.41 13 18700 1944 51 3 1
## 5 86060 0.11 0 15000 840 51 2 0
## 6 120000 0.68 31 14000 1152 22 4 1
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## 8 170000 1.21 23 14600 1662 35 4 1
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## 13 85860 8.97 13 4800 704 41 2 0
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## 15 127000 0.14 9 300 1300 41 3 0
## 16 89900 0.00 88 2500 936 57 3 0
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## 1722 319900 0.58 42 31400 2464 61 4 1
## 1723 249000 0.43 41 45800 2426 61 4 2
## 1724 289000 0.38 32 24200 2310 61 5 1
## 1725 285000 0.94 37 36200 2564 61 4 1
## 1726 194900 0.39 9 20400 1099 51 2 0
## 1727 125000 0.24 48 16800 1225 51 3 1
## 1728 111300 0.59 86 26000 1959 51 3 0
## bathrooms rooms heating fuel sewer waterfront
## 1 1.0 5 electric electric septic No
## 2 2.5 6 hot water/steam gas septic No
## 3 1.0 8 hot water/steam gas public/commercial No
## 4 1.5 5 hot air gas septic No
## 5 1.0 3 hot air gas public/commercial No
## 6 1.0 8 hot air gas septic No
## 7 1.5 8 hot water/steam oil septic No
## 8 1.5 9 hot air oil septic No
## 9 1.5 8 electric electric septic No
## 10 1.5 6 hot air gas none No
## 11 1.0 12 hot air oil septic No
## 12 2.0 6 hot air gas septic No
## 13 1.0 4 electric electric septic No
## 14 2.0 5 hot water/steam gas public/commercial No
## 15 1.5 8 hot air oil septic No
## 16 1.0 4 hot water/steam gas public/commercial No
## 17 1.5 7 hot air oil septic No
## 18 2.5 12 hot air gas none No
## 19 1.0 6 hot water/steam oil septic No
## 20 1.0 6 hot air oil septic No
## 21 1.0 7 electric electric septic No
## 22 1.5 4 electric electric public/commercial No
## 23 2.5 7 hot air gas septic No
## 24 2.0 6 hot air oil septic No
## 25 1.5 4 electric electric public/commercial No
## 26 3.0 10 hot air oil septic No
## 27 1.0 6 hot water/steam oil septic No
## 28 1.5 5 hot air oil septic No
## 29 2.0 10 hot air oil public/commercial Yes
## 30 1.5 7 hot air oil septic No
## 31 1.0 4 hot water/steam oil septic No
## 32 2.5 7 hot air gas septic No
## 33 2.0 8 hot air gas public/commercial No
## 34 2.5 5 hot air oil septic No
## 35 2.5 6 hot air gas septic No
## 36 3.0 8 hot air gas septic No
## 37 2.5 7 hot air gas none No
## 38 2.5 9 hot air gas septic No
## 39 3.0 6 hot water/steam gas septic No
## 40 2.5 7 hot air gas none No
## 41 1.5 6 hot air gas septic No
## 42 2.5 8 hot air gas septic No
## 43 1.5 5 hot air oil septic No
## 44 2.5 6 hot air gas public/commercial No
## 45 2.5 10 hot air gas septic No
## 46 2.5 9 hot air gas none No
## 47 1.0 3 hot air oil septic No
## 48 2.5 7 hot water/steam gas septic No
## 49 2.0 8 hot air oil septic Yes
## 50 2.0 3 hot air gas septic No
## 51 2.5 6 hot air gas public/commercial No
## 52 2.5 5 hot air gas public/commercial No
## 53 2.0 6 hot air gas septic No
## 54 2.0 5 hot air gas septic No
## 55 1.5 5 hot water/steam gas public/commercial No
## 56 1.0 5 hot water/steam gas public/commercial No
## 57 2.5 5 hot air gas public/commercial No
## 58 1.5 7 hot water/steam gas public/commercial No
## 59 2.5 6 hot air gas public/commercial No
## 60 2.0 5 electric electric septic No
## 61 2.0 3 hot air gas public/commercial No
## 62 1.5 8 hot air gas public/commercial No
## 63 1.0 7 hot air gas public/commercial No
## 64 1.5 5 hot air gas public/commercial No
## 65 1.0 7 electric electric septic No
## 66 2.5 9 hot air gas public/commercial No
## 67 1.0 5 hot air oil septic No
## 68 2.5 11 hot air gas public/commercial No
## 69 2.0 7 electric electric septic No
## 70 2.0 7 hot air gas public/commercial No
## 71 2.5 7 hot air gas public/commercial No
## 72 1.5 6 hot air gas public/commercial No
## 73 4.0 10 hot air gas public/commercial No
## 74 2.5 5 hot air gas public/commercial No
## 75 2.0 7 hot air oil septic No
## 76 2.5 8 hot air gas public/commercial No
## 77 1.5 6 hot air gas public/commercial No
## 78 2.0 7 hot water/steam oil septic No
## 79 2.5 10 hot air gas public/commercial No
## 80 1.0 8 hot air oil septic No
## 81 2.5 5 hot air electric public/commercial No
## 82 2.5 6 hot air gas public/commercial No
## 83 1.5 6 hot air gas public/commercial No
## 84 2.5 8 hot air gas public/commercial No
## 85 2.5 5 hot air gas septic No
## 86 2.0 3 hot air electric septic No
## 87 2.0 9 hot air gas septic No
## 88 1.5 8 electric electric septic No
## 89 1.0 6 hot air oil septic No
## 90 1.5 9 electric electric septic No
## 91 1.5 6 electric electric none No
## 92 1.5 7 electric electric septic No
## 93 1.0 6 hot air gas septic No
## 94 1.5 5 hot air gas septic No
## 95 2.5 6 hot air gas septic No
## 96 1.5 7 hot water/steam gas septic No
## 97 2.0 8 hot air gas septic No
## 98 1.0 7 hot air gas septic No
## 99 2.0 3 electric electric septic No
## 100 1.0 5 hot air gas public/commercial No
## 101 1.0 6 hot air gas septic No
## 102 1.0 4 hot air gas septic No
## 103 1.5 4 hot water/steam oil septic No
## 104 1.5 6 hot air gas septic No
## 105 2.5 9 hot air gas septic No
## 106 2.0 6 hot water/steam oil septic No
## 107 2.5 8 hot air gas septic No
## 108 2.5 8 hot water/steam gas septic No
## 109 1.0 6 hot air oil septic No
## 110 1.0 5 hot water/steam gas public/commercial No
## 111 1.0 5 electric electric septic No
## 112 1.5 6 hot water/steam gas septic No
## 113 2.0 5 hot air gas septic No
## 114 1.0 5 hot water/steam gas public/commercial No
## 115 2.5 8 hot air gas septic No
## 116 2.5 9 hot air gas septic No
## 117 1.5 8 hot air oil septic No
## 118 2.5 5 hot air gas septic No
## 119 2.0 8 hot air gas septic No
## 120 2.0 5 hot air gas septic No
## 121 1.0 7 hot air gas septic No
## 122 1.0 4 hot air gas septic No
## 123 2.5 6 hot air gas septic No
## 124 1.0 7 hot air gas public/commercial No
## 125 2.0 7 hot air gas septic No
## 126 2.5 7 hot water/steam gas septic No
## 127 2.0 7 hot air gas septic No
## 128 1.0 8 hot air gas septic No
## 129 2.0 6 hot water/steam gas septic No
## 130 1.0 3 hot air gas public/commercial No
## 131 1.0 6 hot air gas public/commercial No
## 132 1.0 5 hot air oil septic No
## 133 1.0 12 hot air oil septic No
## 134 2.5 9 hot air gas none No
## 135 1.5 7 hot air gas public/commercial No
## 136 1.0 10 hot water/steam oil septic No
## 137 1.5 6 hot air oil septic No
## 138 1.0 4 hot air oil septic No
## 139 1.0 5 hot air gas septic No
## 140 1.5 5 hot air oil septic No
## 141 2.5 12 hot water/steam oil septic No
## 142 1.5 7 hot water/steam gas public/commercial No
## 143 2.5 9 hot air gas public/commercial No
## 144 1.0 7 electric electric public/commercial No
## 145 2.5 6 hot air gas public/commercial No
## 146 2.0 10 electric electric public/commercial No
## 147 1.0 6 hot air oil septic No
## 148 1.5 3 electric electric public/commercial No
## 149 2.0 5 electric electric public/commercial No
## 150 1.5 5 electric electric public/commercial No
## 151 2.5 8 hot air gas public/commercial No
## 152 1.5 6 electric electric public/commercial No
## 153 2.5 7 hot air gas public/commercial No
## 154 1.5 3 hot air gas public/commercial No
## 155 2.5 5 hot air gas public/commercial No
## 156 2.5 7 hot air gas public/commercial No
## 157 1.5 4 hot air gas public/commercial No
## 158 1.0 6 hot air gas septic No
## 159 2.5 7 hot air gas public/commercial No
## 160 2.5 5 hot air gas public/commercial No
## 161 1.0 5 hot water/steam oil septic No
## 162 2.5 11 hot air gas public/commercial No
## 163 2.5 6 hot air gas public/commercial No
## 164 2.5 12 hot air gas public/commercial No
## 165 2.5 12 hot air oil septic No
## 166 2.5 5 hot air gas public/commercial No
## 167 2.5 11 hot air gas public/commercial No
## 168 1.5 5 electric electric public/commercial No
## 169 1.5 7 hot air gas public/commercial No
## 170 2.5 8 hot air gas public/commercial No
## 171 2.5 10 hot air gas public/commercial No
## 172 2.0 5 hot air gas public/commercial No
## 173 2.5 10 hot air gas public/commercial No
## 174 1.5 7 hot air gas public/commercial No
## 175 3.5 10 hot air gas public/commercial No
## 176 2.5 9 hot air gas public/commercial No
## 177 2.5 4 hot air gas public/commercial No
## 178 2.5 10 hot air gas septic No
## 179 3.5 8 hot air gas public/commercial No
## 180 1.0 7 electric electric public/commercial No
## 181 1.0 7 hot air oil septic No
## 182 2.0 4 hot air gas public/commercial No
## 183 1.5 7 hot air gas public/commercial No
## 184 2.0 10 hot water/steam gas septic No
## 185 1.5 5 hot air oil septic No
## 186 2.0 6 hot air gas public/commercial No
## 187 2.5 11 hot air gas public/commercial No
## 188 1.5 8 hot water/steam gas septic No
## 189 2.0 6 hot air gas public/commercial No
## 190 2.5 5 hot air gas public/commercial No
## 191 1.5 9 hot water/steam oil septic No
## 192 2.5 9 hot air gas public/commercial No
## 193 1.0 9 hot air oil septic No
## 194 1.5 6 hot air gas public/commercial No
## 195 1.5 3 hot air gas public/commercial No
## 196 1.5 4 electric electric public/commercial No
## 197 1.0 6 electric electric septic No
## 198 1.0 8 hot air oil septic No
## 199 2.0 6 hot air gas public/commercial No
## 200 1.5 5 hot air gas public/commercial No
## 201 2.5 9 hot air gas public/commercial No
## 202 2.0 6 hot air gas public/commercial No
## 203 1.5 5 electric electric public/commercial No
## 204 1.5 4 electric electric public/commercial No
## 205 1.5 6 hot air gas public/commercial No
## 206 2.5 8 hot water/steam gas public/commercial No
## 207 1.0 7 hot water/steam gas public/commercial No
## 208 1.5 3 electric electric public/commercial No
## 209 2.5 8 electric electric public/commercial No
## 210 2.5 5 hot water/steam gas public/commercial No
## 211 2.5 9 electric electric septic No
## 212 1.5 7 electric electric public/commercial No
## 213 1.5 7 hot air gas public/commercial No
## 214 1.5 8 electric electric public/commercial No
## 215 2.0 3 hot water/steam gas public/commercial No
## 216 2.0 4 electric electric public/commercial No
## 217 1.5 3 electric gas public/commercial No
## 218 2.0 5 hot air oil septic No
## 219 1.5 4 hot air gas public/commercial No
## 220 2.0 5 hot air gas septic No
## 221 2.5 6 electric electric public/commercial No
## 222 1.5 9 hot air gas public/commercial No
## 223 1.0 3 electric electric public/commercial Yes
## 224 2.5 8 electric electric public/commercial No
## 225 2.5 7 electric electric public/commercial No
## 226 1.5 7 electric electric public/commercial No
## 227 1.5 6 electric electric public/commercial No
## 228 1.5 3 hot air gas public/commercial No
## 229 1.5 6 hot water/steam gas public/commercial No
## 230 1.5 8 hot water/steam gas public/commercial No
## 231 2.0 6 electric electric public/commercial No
## 232 2.0 6 electric electric public/commercial No
## 233 1.0 5 electric electric public/commercial No
## 234 2.0 6 hot air oil public/commercial Yes
## 235 2.0 5 electric electric public/commercial No
## 236 1.5 4 hot air gas public/commercial No
## 237 1.5 5 electric electric public/commercial No
## 238 2.0 4 hot air gas public/commercial No
## 239 2.0 6 hot air gas public/commercial No
## 240 1.5 4 electric electric public/commercial No
## 241 1.5 3 hot water/steam gas public/commercial No
## 242 2.0 5 hot air gas public/commercial No
## 243 1.5 9 electric electric public/commercial No
## 244 1.0 3 hot air gas septic No
## 245 1.5 4 electric electric public/commercial No
## 246 1.0 6 hot air gas public/commercial No
## 247 1.5 9 hot water/steam oil public/commercial No
## 248 2.5 5 hot air gas septic No
## 249 2.5 9 hot air gas public/commercial No
## 250 1.5 5 electric electric septic No
## 251 2.5 9 hot air gas public/commercial No
## 252 1.0 4 electric electric public/commercial No
## 253 2.5 9 hot air gas public/commercial No
## 254 1.5 4 electric electric public/commercial No
## 255 1.5 4 electric electric public/commercial No
## 256 1.0 3 electric electric septic No
## 257 1.5 8 hot air gas public/commercial No
## 258 1.5 7 electric electric public/commercial No
## 259 2.5 7 hot air gas septic No
## 260 1.5 5 electric electric public/commercial No
## 261 2.0 6 hot air oil public/commercial No
## 262 2.0 8 electric electric public/commercial No
## 263 2.5 8 hot air gas septic No
## 264 2.0 3 electric electric public/commercial No
## 265 1.5 6 electric electric public/commercial No
## 266 2.0 7 electric electric public/commercial No
## 267 1.5 7 electric electric septic No
## 268 1.5 4 hot water/steam oil public/commercial No
## 269 1.0 9 electric electric public/commercial No
## 270 2.5 10 hot air gas public/commercial No
## 271 1.0 7 electric electric public/commercial No
## 272 1.5 7 electric electric public/commercial No
## 273 1.5 8 electric electric public/commercial No
## 274 2.5 8 hot water/steam gas septic No
## 275 3.0 9 hot air gas public/commercial No
## 276 1.0 7 hot air gas public/commercial No
## 277 1.5 3 hot air gas public/commercial No
## 278 2.5 10 hot water/steam gas public/commercial No
## 279 1.5 7 hot water/steam oil public/commercial No
## 280 1.5 6 hot air gas public/commercial No
## 281 2.5 7 hot water/steam gas public/commercial No
## 282 2.5 9 hot air gas public/commercial No
## 283 1.5 8 hot air gas public/commercial No
## 284 2.5 4 hot air gas public/commercial No
## 285 1.5 4 electric electric public/commercial No
## 286 3.0 9 hot air gas public/commercial No
## 287 2.5 9 hot air gas public/commercial No
## 288 2.5 12 hot air gas public/commercial No
## 289 2.5 7 hot air gas public/commercial No
## 290 2.5 8 hot air gas septic No
## 291 2.5 10 hot air gas public/commercial No
## 292 1.5 4 electric electric public/commercial No
## 293 1.0 7 electric electric public/commercial No
## 294 2.5 4 hot water/steam gas public/commercial No
## 295 2.5 9 hot air gas public/commercial No
## 296 2.0 8 hot air gas public/commercial No
## 297 2.0 4 hot air gas septic No
## 298 2.5 12 hot air gas public/commercial No
## 299 2.5 12 hot air gas public/commercial No
## 300 2.5 10 hot water/steam gas public/commercial No
## 301 2.0 8 hot water/steam gas public/commercial No
## 302 1.5 3 electric electric septic No
## 303 2.5 9 hot air gas public/commercial No
## 304 1.5 7 hot air gas public/commercial No
## 305 1.5 7 hot air gas public/commercial No
## 306 1.5 4 hot air gas public/commercial No
## 307 1.5 8 hot water/steam gas public/commercial No
## 308 2.5 11 hot air gas public/commercial No
## 309 1.5 3 hot air gas public/commercial No
## 310 1.5 8 hot air gas public/commercial No
## 311 3.5 12 hot air gas public/commercial No
## 312 2.5 10 hot air gas public/commercial No
## 313 1.5 9 hot air gas public/commercial No
## 314 4.0 12 hot air gas public/commercial No
## 315 2.5 12 hot water/steam gas public/commercial No
## 316 1.5 7 hot air gas public/commercial No
## 317 1.5 5 electric electric public/commercial No
## 318 2.5 7 hot air gas public/commercial No
## 319 1.5 9 hot air gas public/commercial No
## 320 2.5 8 hot air gas public/commercial No
## 321 1.5 5 hot air gas public/commercial No
## 322 2.5 9 hot water/steam gas public/commercial No
## 323 2.5 9 hot air gas public/commercial No
## 324 2.5 7 hot air gas public/commercial No
## 325 2.5 8 hot air electric septic No
## 326 1.5 5 hot air gas public/commercial No
## 327 1.5 9 electric electric public/commercial No
## 328 1.5 7 electric electric public/commercial No
## 329 2.0 5 hot air gas public/commercial No
## 330 1.5 9 hot air gas public/commercial No
## 331 2.5 9 hot water/steam gas public/commercial No
## 332 2.5 7 hot air gas public/commercial No
## 333 2.5 10 hot water/steam gas public/commercial No
## 334 2.5 9 hot air gas public/commercial No
## 335 3.5 10 hot water/steam gas public/commercial No
## 336 1.0 4 hot air gas septic No
## 337 2.5 7 hot air gas public/commercial No
## 338 2.5 9 hot water/steam gas public/commercial No
## 339 1.0 6 electric electric public/commercial No
## 340 2.5 9 electric gas public/commercial No
## 341 1.5 4 electric electric public/commercial No
## 342 1.5 5 hot air gas public/commercial No
## 343 2.5 7 hot water/steam gas public/commercial No
## 344 1.0 8 hot air gas septic No
## 345 1.5 4 hot air gas public/commercial No
## 346 3.5 8 hot air gas public/commercial No
## 347 2.5 7 hot water/steam gas public/commercial No
## 348 1.0 8 hot water/steam gas septic No
## 349 2.5 5 hot air gas public/commercial No
## 350 2.5 10 hot air gas public/commercial No
## 351 2.5 6 hot air gas septic No
## 352 2.5 8 hot water/steam gas public/commercial No
## 353 1.5 11 hot water/steam gas septic No
## 354 2.5 7 electric electric public/commercial No
## 355 2.0 3 hot air gas septic No
## 356 2.5 9 hot water/steam gas public/commercial No
## 357 2.5 12 hot water/steam gas public/commercial No
## 358 1.5 4 hot air gas public/commercial No
## 359 1.5 5 hot air gas public/commercial No
## 360 2.5 8 hot air gas public/commercial No
## 361 1.5 7 hot air gas public/commercial No
## 362 2.0 9 hot air oil septic No
## 363 3.5 12 hot air gas public/commercial No
## 364 2.5 7 hot air gas public/commercial No
## 365 2.0 11 hot air gas public/commercial No
## 366 1.5 9 hot air gas public/commercial No
## 367 2.5 9 hot air gas septic No
## 368 1.5 7 hot air gas public/commercial No
## 369 2.5 7 hot water/steam gas public/commercial No
## 370 2.5 8 hot air gas public/commercial No
## 371 2.5 8 hot water/steam gas public/commercial No
## 372 2.5 11 electric electric public/commercial No
## 373 2.5 12 hot air gas public/commercial No
## 374 2.0 4 hot air gas public/commercial No
## 375 1.5 7 hot air gas public/commercial No
## 376 1.5 5 hot air electric public/commercial No
## 377 1.5 5 hot air gas public/commercial No
## 378 2.5 5 hot air gas public/commercial No
## 379 2.5 12 hot air oil septic No
## 380 1.5 4 electric electric public/commercial No
## 381 2.5 7 hot air gas public/commercial No
## 382 2.5 11 hot water/steam gas public/commercial No
## 383 2.5 9 hot air gas public/commercial No
## 384 2.5 7 hot air gas public/commercial No
## 385 1.0 6 hot water/steam oil septic No
## 386 2.5 9 hot water/steam gas public/commercial No
## 387 1.5 6 hot air gas public/commercial No
## 388 2.5 9 hot air gas public/commercial No
## 389 2.5 7 hot air gas public/commercial No
## 390 2.5 12 hot water/steam gas public/commercial No
## 391 1.5 6 hot air gas public/commercial No
## 392 2.0 7 hot air gas septic No
## 393 2.0 9 electric electric septic No
## 394 1.5 4 hot air gas public/commercial No
## 395 2.5 10 hot air gas public/commercial No
## 396 2.5 10 hot air gas septic No
## 397 4.5 12 hot water/steam gas public/commercial No
## 398 1.0 6 hot air gas public/commercial No
## 399 2.5 8 hot air gas public/commercial No
## 400 1.0 3 hot air gas septic No
## 401 1.0 6 hot air oil septic No
## 402 2.5 6 hot water/steam gas public/commercial No
## 403 1.0 7 hot water/steam gas septic No
## 404 1.5 5 electric electric public/commercial No
## 405 2.5 8 hot air gas public/commercial No
## 406 2.5 7 hot air gas public/commercial No
## 407 2.5 7 hot water/steam gas public/commercial No
## 408 1.5 10 hot air gas public/commercial No
## 409 1.5 7 hot air gas public/commercial No
## 410 2.5 10 hot water/steam gas septic No
## 411 2.5 7 hot air gas public/commercial No
## 412 1.5 10 hot air gas septic No
## 413 2.5 9 hot water/steam gas public/commercial No
## 414 1.5 7 electric electric public/commercial No
## 415 3.0 11 hot water/steam gas public/commercial No
## 416 1.5 5 hot water/steam gas public/commercial No
## 417 1.0 5 hot air gas public/commercial No
## 418 1.5 9 hot air gas public/commercial No
## 419 2.5 12 hot water/steam gas septic No
## 420 2.5 8 hot air gas septic No
## 421 2.5 8 hot water/steam gas public/commercial No
## 422 2.0 4 hot air gas septic No
## 423 2.0 5 hot water/steam gas public/commercial No
## 424 1.5 8 electric electric septic No
## 425 1.0 7 hot air oil public/commercial No
## 426 2.5 9 hot air gas public/commercial No
## 427 1.5 5 hot water/steam gas public/commercial No
## 428 1.5 8 electric electric septic No
## 429 1.0 8 electric electric septic No
## 430 1.0 6 hot air oil septic No
## 431 2.0 4 electric electric septic No
## 432 1.5 6 hot air gas public/commercial No
## 433 2.0 6 hot air gas septic No
## 434 2.0 8 hot air gas public/commercial No
## 435 3.5 12 hot water/steam gas septic No
## 436 2.5 7 hot air oil septic No
## 437 1.0 6 hot air oil public/commercial Yes
## 438 1.0 10 hot water/steam oil septic No
## 439 2.5 8 hot air gas public/commercial No
## 440 1.5 4 hot air gas public/commercial No
## 441 3.5 12 hot air gas septic No
## 442 1.5 7 hot water/steam oil septic No
## 443 1.0 3 hot water/steam oil septic No
## 444 2.5 4 hot air oil septic No
## 445 2.0 5 electric electric septic No
## 446 1.0 7 hot air gas septic No
## 447 1.5 6 electric electric septic No
## 448 2.0 5 hot air oil septic No
## 449 1.5 8 hot air gas septic No
## 450 1.0 6 hot air gas public/commercial No
## 451 1.0 3 hot air gas public/commercial No
## 452 1.5 12 hot air gas public/commercial No
## 453 1.0 7 hot air gas public/commercial No
## 454 1.5 6 hot air gas public/commercial No
## 455 1.5 8 hot air gas public/commercial No
## 456 2.5 4 hot air gas public/commercial Yes
## 457 2.0 9 hot water/steam oil septic No
## 458 1.5 10 hot water/steam oil septic No
## 459 1.0 4 hot air oil septic No
## 460 1.5 7 hot water/steam gas public/commercial No
## 461 1.5 5 hot air oil septic No
## 462 1.0 8 hot water/steam gas public/commercial No
## 463 2.0 5 hot air oil septic No
## 464 1.5 9 hot air oil septic No
## 465 3.0 11 hot water/steam oil septic No
## 466 1.0 4 hot air gas septic No
## 467 1.0 6 hot air oil septic No
## 468 2.0 8 hot air oil septic No
## 469 1.5 8 hot water/steam oil septic No
## 470 2.5 10 hot air oil septic No
## 471 1.5 8 hot air oil septic No
## 472 1.5 5 hot air gas septic No
## 473 1.0 8 hot air gas public/commercial No
## 474 3.5 7 hot air gas public/commercial No
## 475 1.0 3 hot air oil septic Yes
## 476 2.5 8 hot air gas public/commercial No
## 477 2.5 8 hot air oil public/commercial No
## 478 2.5 11 hot air oil public/commercial No
## 479 1.5 5 hot water/steam oil public/commercial No
## 480 2.5 6 hot air gas public/commercial No
## 481 2.0 7 hot air oil public/commercial No
## 482 1.5 8 electric electric septic No
## 483 2.5 9 hot water/steam oil septic No
## 484 1.0 4 hot air oil septic Yes
## 485 1.0 6 electric electric septic No
## 486 2.5 8 hot air gas septic No
## 487 2.5 7 hot water/steam gas septic No
## 488 1.5 9 hot air gas septic No
## 489 2.0 10 hot air gas public/commercial No
## 490 2.0 7 hot air gas public/commercial No
## 491 2.0 9 hot air oil septic No
## 492 1.5 9 hot water/steam oil septic No
## 493 2.5 12 hot air gas septic No
## 494 2.5 12 hot air oil septic No
## 495 2.5 7 hot water/steam oil septic No
## 496 1.0 6 hot air oil septic No
## 497 2.0 7 hot air oil septic No
## 498 2.5 7 hot air oil none No
## 499 2.5 10 hot air gas public/commercial No
## 500 2.0 7 electric electric septic No
## 501 2.0 5 hot air oil septic No
## 502 2.5 9 hot air gas septic No
## 503 3.5 12 hot air gas public/commercial No
## 504 2.5 10 hot air gas public/commercial No
## 505 3.0 8 hot air gas public/commercial No
## 506 3.0 8 hot air gas public/commercial No
## 507 2.0 10 hot air gas septic No
## 508 2.0 7 hot air gas public/commercial No
## 509 2.5 6 hot air gas public/commercial No
## 510 1.5 4 hot air gas public/commercial No
## 511 2.5 11 hot air gas public/commercial No
## 512 2.5 5 hot air gas public/commercial No
## 513 2.0 7 hot air gas public/commercial No
## 514 1.0 6 hot air gas septic No
## 515 1.5 7 hot air gas public/commercial No
## 516 2.0 7 hot air gas public/commercial No
## 517 1.0 7 hot water/steam gas public/commercial No
## 518 1.5 8 hot air gas public/commercial No
## 519 1.5 4 hot air oil septic No
## 520 2.0 6 hot air oil public/commercial No
## 521 3.0 5 electric electric public/commercial No
## 522 2.5 10 hot air gas septic No
## 523 2.0 5 electric electric septic No
## 524 2.5 10 electric electric septic No
## 525 3.0 7 hot air gas septic No
## 526 1.0 7 hot air oil septic No
## 527 2.5 7 hot air gas septic No
## 528 2.0 8 hot air gas septic No
## 529 1.0 6 hot air gas septic No
## 530 2.0 7 hot air gas septic No
## 531 2.5 8 hot water/steam gas septic No
## 532 1.5 5 hot air gas public/commercial No
## 533 1.0 4 hot air gas public/commercial No
## 534 1.5 6 hot air gas public/commercial No
## 535 2.5 11 hot air gas public/commercial No
## 536 2.5 9 hot air gas public/commercial No
## 537 2.5 8 electric electric public/commercial No
## 538 3.0 8 hot air gas public/commercial No
## 539 1.5 9 hot air gas public/commercial No
## 540 1.0 6 electric electric septic No
## 541 2.5 7 hot air gas public/commercial No
## 542 2.5 6 hot air gas public/commercial No
## 543 2.5 7 hot air gas public/commercial No
## 544 1.5 6 hot air gas public/commercial No
## 545 1.0 4 hot air gas public/commercial No
## 546 1.0 4 hot water/steam gas public/commercial No
## 547 1.5 8 hot water/steam oil public/commercial No
## 548 3.0 10 hot air gas public/commercial No
## 549 2.0 8 hot air gas public/commercial No
## 550 2.0 6 hot air gas public/commercial No
## 551 1.0 7 hot air gas public/commercial No
## 552 1.5 5 electric electric public/commercial No
## 553 1.5 11 hot air gas public/commercial No
## 554 4.0 12 hot water/steam gas public/commercial No
## 555 1.0 8 hot water/steam oil public/commercial No
## 556 2.5 4 hot air gas public/commercial No
## 557 1.0 7 hot air gas public/commercial No
## 558 1.0 4 hot air gas public/commercial No
## 559 1.5 6 hot air gas public/commercial No
## 560 2.5 4 hot air gas public/commercial No
## 561 2.5 6 hot water/steam oil public/commercial No
## 562 1.5 7 hot water/steam gas public/commercial No
## 563 2.5 7 hot air gas public/commercial No
## 564 2.5 6 hot air gas none No
## 565 2.5 6 hot air electric public/commercial No
## 566 1.0 8 hot air gas public/commercial No
## 567 2.5 12 hot water/steam gas public/commercial No
## 568 2.5 10 hot air gas public/commercial No
## 569 3.0 8 hot air gas public/commercial No
## 570 1.0 7 hot air oil septic No
## 571 3.5 12 hot air gas septic No
## 572 1.5 8 hot water/steam gas public/commercial No
## 573 1.5 8 hot air gas public/commercial No
## 574 2.5 12 hot air gas public/commercial No
## 575 1.5 10 hot water/steam gas public/commercial No
## 576 1.5 7 hot air gas public/commercial No
## 577 1.5 5 hot water/steam gas public/commercial No
## 578 1.0 3 hot water/steam gas public/commercial No
## 579 2.5 11 hot air gas public/commercial No
## 580 1.5 5 hot water/steam gas public/commercial No
## 581 1.0 5 hot air gas public/commercial No
## 582 2.5 8 hot air gas public/commercial No
## 583 2.5 8 hot air gas public/commercial No
## 584 3.0 6 hot air gas public/commercial No
## 585 2.5 8 hot air gas public/commercial No
## 586 2.5 6 hot air gas public/commercial No
## 587 1.0 6 hot air gas public/commercial No
## 588 1.5 7 hot air gas septic No
## 589 1.0 3 hot air gas public/commercial No
## 590 1.0 8 hot air gas public/commercial No
## 591 4.0 12 hot air oil septic No
## 592 2.5 11 hot air gas public/commercial No
## 593 1.0 6 hot air gas public/commercial No
## 594 1.0 8 hot air gas public/commercial No
## 595 2.5 10 hot air gas public/commercial No
## 596 2.5 7 hot air gas public/commercial No
## 597 2.5 8 hot air gas public/commercial No
## 598 2.5 11 hot air gas public/commercial No
## 599 1.0 6 hot air gas public/commercial No
## 600 2.5 8 hot air gas public/commercial No
## 601 2.0 8 hot water/steam gas public/commercial No
## 602 3.0 12 hot air gas public/commercial Yes
## 603 2.5 6 hot air gas public/commercial No
## 604 2.5 9 hot air gas public/commercial No
## 605 2.5 4 hot air gas public/commercial No
## 606 2.5 8 hot air gas public/commercial No
## 607 2.5 11 hot air gas public/commercial No
## 608 2.5 7 hot air gas public/commercial No
## 609 2.5 7 hot air gas public/commercial No
## 610 1.0 3 hot water/steam gas public/commercial No
## 611 2.0 3 hot air gas public/commercial No
## 612 3.5 12 hot air gas septic No
## 613 2.5 5 electric electric public/commercial No
## 614 2.5 8 hot air gas public/commercial No
## 615 2.5 4 hot air gas public/commercial No
## 616 1.5 9 hot air gas public/commercial No
## 617 1.5 7 hot air gas public/commercial No
## 618 2.0 8 hot air gas public/commercial No
## 619 2.0 5 hot air gas public/commercial No
## 620 2.5 6 hot air gas public/commercial No
## 621 2.5 7 hot air gas public/commercial No
## 622 2.5 8 hot air gas public/commercial No
## 623 1.5 4 hot water/steam gas public/commercial No
## 624 2.5 10 hot air gas public/commercial No
## 625 1.5 4 hot air gas public/commercial No
## 626 2.5 12 electric electric septic No
## 627 1.5 6 hot air gas public/commercial No
## 628 2.5 6 electric electric septic No
## 629 2.5 9 hot air gas public/commercial No
## 630 2.5 4 hot air gas public/commercial No
## 631 1.0 7 hot air gas public/commercial No
## 632 3.5 11 hot air gas public/commercial No
## 633 3.0 9 hot air gas public/commercial No
## 634 1.0 8 hot air gas public/commercial No
## 635 1.0 7 hot water/steam gas public/commercial No
## 636 1.0 6 hot air gas public/commercial No
## 637 2.0 5 hot water/steam gas septic No
## 638 1.5 7 hot air gas public/commercial No
## 639 3.0 7 hot air gas public/commercial No
## 640 1.5 4 hot air gas public/commercial No
## 641 2.5 7 hot air gas public/commercial No
## 642 1.0 5 electric electric septic No
## 643 2.5 5 hot air gas public/commercial No
## 644 2.5 9 hot air gas public/commercial No
## 645 2.5 7 hot air gas public/commercial No
## 646 2.5 11 hot air gas public/commercial No
## 647 2.5 10 hot air gas public/commercial No
## 648 1.5 3 hot air gas public/commercial No
## 649 2.5 10 hot air gas public/commercial No
## 650 2.5 11 hot air gas public/commercial No
## 651 1.5 5 hot air gas public/commercial No
## 652 1.0 7 hot air gas public/commercial No
## 653 1.5 7 hot air gas public/commercial No
## 654 2.5 8 hot air electric public/commercial No
## 655 1.5 9 hot air gas public/commercial No
## 656 2.0 7 hot water/steam gas public/commercial No
## 657 1.0 5 hot air gas public/commercial No
## 658 1.5 5 hot air gas public/commercial No
## 659 1.5 6 hot air oil public/commercial No
## 660 1.5 5 hot air gas public/commercial No
## 661 1.0 6 hot air gas public/commercial No
## 662 2.5 10 hot air gas public/commercial No
## 663 1.0 4 hot air gas public/commercial No
## 664 1.0 7 hot air gas public/commercial No
## 665 1.0 4 hot water/steam gas septic No
## 666 3.5 12 hot air gas public/commercial No
## 667 1.0 5 hot water/steam gas public/commercial No
## 668 2.5 4 hot air gas public/commercial No
## 669 1.5 6 hot water/steam gas public/commercial No
## 670 1.5 4 hot water/steam gas public/commercial No
## 671 1.0 5 hot air gas public/commercial No
## 672 1.0 11 hot water/steam gas public/commercial No
## 673 1.0 7 hot air gas public/commercial No
## 674 1.0 3 hot air gas public/commercial No
## 675 1.5 5 hot air gas public/commercial No
## 676 1.5 5 hot air gas public/commercial No
## 677 1.0 5 hot air gas public/commercial No
## 678 1.5 11 hot water/steam gas septic No
## 679 1.5 8 hot air gas public/commercial No
## 680 2.5 6 hot air gas public/commercial No
## 681 1.5 6 hot air gas public/commercial No
## 682 1.5 7 hot air gas public/commercial No
## 683 2.5 10 hot water/steam oil public/commercial No
## 684 2.0 9 hot air gas public/commercial No
## 685 3.5 12 hot air gas septic No
## 686 1.5 9 hot air gas public/commercial No
## 687 1.5 7 hot water/steam gas public/commercial No
## 688 2.0 7 hot air gas public/commercial No
## 689 2.0 10 hot air oil public/commercial No
## 690 1.0 7 hot water/steam gas public/commercial No
## 691 1.0 6 hot air gas public/commercial No
## 692 1.5 8 hot air gas public/commercial No
## 693 2.5 4 hot air gas public/commercial No
## 694 1.0 6 hot air gas public/commercial No
## 695 1.5 7 hot air gas public/commercial No
## 696 2.0 4 hot air oil public/commercial No
## 697 1.0 8 hot air gas public/commercial No
## 698 2.5 7 hot air gas public/commercial No
## 699 2.5 6 hot air gas public/commercial No
## 700 2.5 6 hot air gas public/commercial No
## 701 2.0 9 hot water/steam gas public/commercial No
## 702 2.5 9 hot air gas septic Yes
## 703 3.0 6 hot air electric public/commercial No
## 704 2.5 8 hot air gas public/commercial No
## 705 1.5 4 hot air gas septic No
## 706 2.0 8 hot water/steam gas public/commercial No
## 707 1.5 8 hot air gas public/commercial No
## 708 1.5 8 hot air gas public/commercial No
## 709 2.5 9 hot air gas public/commercial No
## 710 2.5 7 hot air gas public/commercial No
## 711 2.5 10 hot air gas public/commercial No
## 712 1.5 6 hot air gas septic No
## 713 3.5 7 hot air gas public/commercial No
## 714 2.5 8 hot air gas public/commercial No
## 715 2.5 7 hot air gas public/commercial No
## 716 2.5 8 hot air gas public/commercial No
## 717 1.0 6 hot water/steam gas public/commercial No
## 718 2.5 5 hot air gas public/commercial No
## 719 1.5 6 hot air gas public/commercial No
## 720 2.0 8 hot water/steam gas public/commercial No
## 721 1.5 6 hot air gas public/commercial No
## 722 1.0 7 hot air gas public/commercial No
## 723 2.5 10 hot air gas septic No
## 724 3.0 10 hot air gas public/commercial No
## 725 1.0 5 hot air gas public/commercial No
## 726 2.5 12 hot air gas septic No
## 727 1.0 6 hot air oil public/commercial No
## 728 2.5 10 hot air gas public/commercial No
## 729 3.0 9 hot air gas septic No
## 730 2.5 12 hot air gas septic No
## 731 2.5 7 hot air gas public/commercial No
## 732 1.5 9 hot water/steam gas public/commercial No
## 733 1.0 3 hot air gas septic No
## 734 1.0 8 hot air gas public/commercial No
## 735 1.0 8 hot air gas public/commercial No
## 736 1.0 7 hot air gas public/commercial No
## 737 1.0 4 hot air gas public/commercial No
## 738 3.0 12 electric electric septic No
## 739 2.0 8 hot air gas public/commercial No
## 740 1.0 6 hot water/steam gas septic No
## 741 2.0 6 hot water/steam gas septic No
## 742 2.0 4 electric electric septic No
## 743 1.0 3 electric electric septic No
## 744 3.0 10 hot water/steam gas septic No
## 745 2.0 5 hot air gas septic No
## 746 1.0 3 hot air gas septic No
## 747 1.5 7 hot air oil septic No
## 748 1.0 4 hot air gas septic No
## 749 2.0 5 hot air gas public/commercial No
## 750 2.5 6 hot air gas septic No
## 751 1.5 7 hot air gas public/commercial No
## 752 2.5 8 hot air gas septic No
## 753 1.5 7 hot air gas septic No
## 754 1.0 6 hot air gas septic No
## 755 1.5 4 hot air gas public/commercial No
## 756 1.0 4 hot air gas septic No
## 757 2.0 11 hot air gas septic No
## 758 2.0 8 hot air gas septic No
## 759 2.0 8 hot air gas septic No
## 760 1.5 8 hot air gas septic No
## 761 2.5 7 hot air gas septic No
## 762 2.5 11 hot air gas septic No
## 763 2.0 6 electric electric septic No
## 764 1.5 5 hot air gas public/commercial No
## 765 1.0 4 hot air gas septic No
## 766 1.0 8 hot air gas public/commercial No
## 767 1.0 7 hot air gas public/commercial No
## 768 2.0 8 hot air oil public/commercial No
## 769 2.0 4 hot air gas public/commercial No
## 770 2.5 7 hot air gas septic No
## 771 1.5 4 hot air gas public/commercial No
## 772 1.5 7 hot water/steam gas public/commercial No
## 773 1.5 5 hot air oil septic No
## 774 3.5 12 hot air gas public/commercial No
## 775 1.5 7 hot air gas septic No
## 776 1.5 5 electric electric septic No
## 777 2.5 6 hot air gas public/commercial No
## 778 3.5 8 hot water/steam oil septic No
## 779 2.5 4 hot air gas public/commercial No
## 780 2.5 10 hot air gas public/commercial No
## 781 2.0 6 hot air oil septic No
## 782 1.0 7 hot air gas septic No
## 783 1.5 7 hot air gas septic No
## 784 2.0 5 hot air oil septic No
## 785 2.0 6 hot air gas public/commercial No
## 786 2.5 10 hot air gas septic No
## 787 2.5 11 hot air oil septic No
## 788 1.5 5 electric electric septic No
## 789 1.5 5 hot water/steam gas septic No
## 790 1.0 6 hot water/steam oil public/commercial No
## 791 1.0 3 hot water/steam oil public/commercial No
## 792 1.0 7 hot water/steam oil septic No
## 793 3.5 12 hot water/steam oil septic No
## 794 2.5 8 hot air gas public/commercial No
## 795 2.5 6 hot air gas public/commercial No
## 796 2.5 10 hot air gas public/commercial No
## 797 2.5 12 hot air gas public/commercial No
## 798 3.5 8 hot air electric public/commercial No
## 799 1.5 8 hot air gas public/commercial No
## 800 2.5 7 hot air gas public/commercial No
## 801 2.5 12 hot air gas public/commercial No
## 802 3.0 11 hot air gas public/commercial No
## 803 2.5 9 hot air gas public/commercial No
## 804 2.5 6 electric electric public/commercial No
## 805 1.5 6 hot water/steam gas public/commercial No
## 806 1.5 6 hot air gas public/commercial No
## 807 2.0 8 hot air electric public/commercial No
## 808 2.5 8 hot air gas public/commercial No
## 809 1.5 6 electric electric public/commercial No
## 810 1.5 5 hot water/steam gas public/commercial No
## 811 2.5 12 hot air gas public/commercial No
## 812 2.5 10 hot air gas public/commercial No
## 813 1.0 7 hot air gas septic No
## 814 2.5 8 hot air gas public/commercial No
## 815 2.5 8 hot air gas public/commercial No
## 816 1.5 6 hot air gas public/commercial No
## 817 1.5 6 hot air gas septic No
## 818 2.5 8 hot air gas public/commercial No
## 819 2.0 8 hot air gas public/commercial No
## 820 1.5 5 hot air gas septic No
## 821 2.5 7 hot air gas public/commercial No
## 822 2.5 12 hot air gas public/commercial No
## 823 2.5 10 hot air gas public/commercial No
## 824 1.5 8 hot air gas public/commercial No
## 825 1.0 7 hot water/steam oil public/commercial No
## 826 2.5 11 hot air gas public/commercial No
## 827 2.5 11 hot air gas public/commercial No
## 828 1.5 5 electric electric septic No
## 829 2.5 11 hot air gas public/commercial No
## 830 2.0 5 hot air gas public/commercial No
## 831 2.5 7 hot air gas public/commercial No
## 832 1.5 8 hot water/steam oil septic No
## 833 3.0 10 hot air gas public/commercial No
## 834 1.0 7 hot air gas public/commercial No
## 835 2.5 11 hot air gas public/commercial No
## 836 1.5 11 hot water/steam gas public/commercial No
## 837 1.5 7 hot air gas public/commercial No
## 838 2.5 11 hot air gas public/commercial No
## 839 1.5 4 hot air gas public/commercial No
## 840 1.5 6 hot air gas public/commercial No
## 841 2.5 9 hot air gas public/commercial No
## 842 1.5 5 hot air gas public/commercial No
## 843 2.5 6 hot air gas public/commercial No
## 844 1.0 7 hot air oil septic No
## 845 1.0 6 hot water/steam gas public/commercial No
## 846 2.5 9 hot air gas public/commercial No
## 847 1.5 4 hot air gas public/commercial No
## 848 1.5 7 hot air electric public/commercial No
## 849 2.0 7 electric electric public/commercial No
## 850 2.0 9 hot water/steam gas public/commercial No
## 851 1.5 4 electric electric public/commercial No
## 852 1.5 7 electric electric public/commercial No
## 853 1.0 8 electric electric public/commercial No
## 854 1.5 7 electric electric public/commercial No
## 855 1.5 5 electric electric public/commercial No
## 856 1.5 7 electric electric public/commercial No
## 857 1.0 7 electric electric public/commercial No
## 858 2.0 5 hot air gas public/commercial No
## 859 1.5 3 electric electric public/commercial No
## 860 1.5 3 electric electric public/commercial No
## 861 1.5 7 electric electric public/commercial No
## 862 1.0 6 electric electric septic No
## 863 2.0 9 electric electric public/commercial No
## 864 1.5 10 electric electric public/commercial No
## 865 1.5 8 hot air gas septic No
## 866 1.0 4 electric electric public/commercial No
## 867 2.5 8 hot water/steam gas septic No
## 868 2.0 7 electric electric public/commercial No
## 869 2.0 8 hot air gas public/commercial No
## 870 1.0 4 electric electric public/commercial No
## 871 2.0 7 electric electric public/commercial No
## 872 1.5 5 electric electric public/commercial No
## 873 1.5 5 electric electric public/commercial No
## 874 2.0 4 electric electric public/commercial No
## 875 2.0 4 electric electric public/commercial No
## 876 1.5 3 electric electric public/commercial No
## 877 1.5 8 electric electric public/commercial No
## 878 1.5 7 hot air gas septic No
## 879 1.0 7 electric electric public/commercial No
## 880 2.0 7 electric electric septic No
## 881 2.5 7 electric electric public/commercial No
## 882 1.0 4 hot air gas public/commercial No
## 883 1.5 5 hot air gas septic No
## 884 2.5 10 hot air gas public/commercial No
## 885 1.0 4 electric electric public/commercial No
## 886 3.0 12 hot air gas public/commercial No
## 887 1.0 6 hot air gas public/commercial No
## 888 1.0 4 electric electric public/commercial No
## 889 1.0 3 hot air oil septic No
## 890 2.0 4 hot air oil septic No
## 891 1.5 6 electric electric public/commercial No
## 892 1.5 6 electric electric public/commercial No
## 893 1.5 5 electric electric public/commercial No
## 894 1.5 8 hot air gas public/commercial No
## 895 1.5 5 electric electric public/commercial No
## 896 2.5 6 electric electric public/commercial No
## 897 1.5 5 electric electric public/commercial No
## 898 1.0 7 electric electric public/commercial No
## 899 1.5 7 electric electric public/commercial No
## 900 1.5 4 electric electric public/commercial No
## 901 1.5 4 electric electric public/commercial No
## 902 1.0 3 electric electric public/commercial No
## 903 2.0 7 hot air gas public/commercial No
## 904 1.5 3 electric electric public/commercial No
## 905 1.5 3 electric electric public/commercial No
## 906 1.5 5 electric electric public/commercial No
## 907 1.0 5 electric electric septic No
## 908 2.0 10 electric electric public/commercial No
## 909 1.5 8 electric electric public/commercial No
## 910 1.5 7 hot air gas septic No
## 911 1.0 4 electric electric public/commercial No
## 912 2.5 9 hot water/steam gas septic No
## 913 2.0 3 electric electric public/commercial No
## 914 2.0 7 hot air gas public/commercial No
## 915 1.0 4 electric electric public/commercial No
## 916 2.0 10 electric electric public/commercial No
## 917 1.5 7 electric electric public/commercial No
## 918 1.5 7 electric electric public/commercial No
## 919 2.0 5 electric electric public/commercial No
## 920 2.0 6 electric electric public/commercial No
## 921 1.5 6 electric electric public/commercial No
## 922 1.5 7 electric electric public/commercial No
## 923 1.5 4 hot air gas septic No
## 924 1.0 5 electric electric public/commercial No
## 925 2.0 8 electric electric septic No
## 926 2.5 8 electric electric public/commercial No
## 927 1.0 5 hot air gas public/commercial No
## 928 1.5 5 hot air gas septic No
## 929 2.5 11 hot air gas public/commercial No
## 930 1.0 8 electric electric public/commercial No
## 931 3.0 11 hot air gas public/commercial No
## 932 1.0 7 hot air gas public/commercial No
## 933 1.0 5 electric electric public/commercial No
## 934 1.0 5 hot air oil septic No
## 935 2.0 6 hot air oil septic No
## 936 1.5 5 hot air oil septic No
## 937 1.5 5 hot air gas public/commercial No
## 938 2.0 6 hot air gas public/commercial No
## 939 2.0 6 hot water/steam gas public/commercial No
## 940 2.5 8 hot air gas septic No
## 941 3.5 12 hot air gas public/commercial No
## 942 1.5 4 hot air gas public/commercial No
## 943 2.0 5 hot air gas public/commercial No
## 944 1.5 8 hot air gas public/commercial No
## 945 2.0 9 hot air oil septic No
## 946 2.0 6 hot water/steam gas public/commercial No
## 947 2.5 7 hot air gas public/commercial No
## 948 1.5 5 hot air gas public/commercial No
## 949 2.0 7 electric electric public/commercial No
## 950 1.5 7 hot air gas public/commercial No
## 951 2.5 10 hot air gas public/commercial No
## 952 2.5 10 hot water/steam gas public/commercial No
## 953 3.5 8 hot air gas public/commercial No
## 954 2.5 11 hot water/steam gas public/commercial No
## 955 2.0 8 electric electric septic No
## 956 2.5 9 hot air gas public/commercial No
## 957 1.5 6 electric electric public/commercial No
## 958 2.5 11 hot air gas septic No
## 959 2.0 8 hot water/steam gas septic No
## 960 2.5 11 hot water/steam gas public/commercial No
## 961 2.5 10 hot air gas public/commercial No
## 962 2.5 11 hot air electric septic No
## 963 1.5 6 hot water/steam gas public/commercial No
## 964 2.5 8 hot water/steam gas public/commercial No
## 965 2.5 10 hot water/steam gas public/commercial No
## 966 1.5 8 hot air gas public/commercial No
## 967 1.0 7 hot water/steam gas public/commercial No
## 968 1.0 6 hot air gas septic No
## 969 2.0 5 electric electric public/commercial No
## 970 2.5 8 hot air gas public/commercial No
## 971 1.0 6 hot water/steam oil septic No
## 972 2.5 8 hot air gas public/commercial No
## 973 1.5 5 hot water/steam gas public/commercial No
## 974 2.0 7 hot air gas public/commercial No
## 975 3.0 11 hot air oil public/commercial No
## 976 1.5 7 hot air gas public/commercial No
## 977 2.5 9 hot air gas public/commercial No
## 978 1.5 5 electric electric public/commercial No
## 979 1.0 3 electric electric public/commercial No
## 980 2.5 8 hot water/steam gas public/commercial No
## 981 1.0 9 hot air oil septic No
## 982 2.5 11 hot air gas public/commercial No
## 983 2.0 7 hot air gas public/commercial No
## 984 1.5 6 electric electric public/commercial No
## 985 1.5 11 hot air gas public/commercial No
## 986 1.0 5 hot air oil septic No
## 987 3.5 10 hot air gas public/commercial No
## 988 1.0 7 hot water/steam oil septic No
## 989 1.0 6 electric electric public/commercial No
## 990 1.0 6 electric electric public/commercial No
## 991 2.5 12 hot water/steam gas public/commercial No
## 992 2.0 9 hot air gas public/commercial No
## 993 1.5 6 electric electric public/commercial No
## 994 1.5 5 hot air gas public/commercial No
## 995 1.5 6 hot air gas public/commercial No
## 996 2.5 6 electric electric public/commercial No
## 997 2.5 10 hot air gas public/commercial No
## 998 1.0 5 hot air gas public/commercial No
## 999 1.5 8 electric electric septic No
## 1000 1.0 7 hot air gas septic No
## 1001 2.5 9 hot air gas public/commercial No
## 1002 2.5 10 hot air gas public/commercial No
## 1003 2.5 8 hot water/steam gas public/commercial No
## 1004 3.5 12 hot water/steam gas public/commercial No
## 1005 3.0 8 hot air oil septic No
## 1006 2.5 10 hot water/steam gas public/commercial No
## 1007 1.5 9 hot air gas public/commercial No
## 1008 1.5 6 hot air gas public/commercial No
## 1009 1.5 8 hot air gas public/commercial No
## 1010 1.0 4 hot air oil septic No
## 1011 2.5 6 hot air gas public/commercial No
## 1012 3.5 12 hot water/steam gas public/commercial No
## 1013 2.5 9 hot water/steam gas public/commercial No
## 1014 1.5 5 hot air gas public/commercial No
## 1015 2.0 5 electric electric public/commercial No
## 1016 2.5 7 hot water/steam gas public/commercial No
## 1017 2.5 7 hot air gas public/commercial No
## 1018 1.0 6 hot air gas none No
## 1019 1.0 8 hot air gas septic No
## 1020 2.5 8 hot air gas public/commercial No
## 1021 1.5 7 hot air gas public/commercial No
## 1022 2.5 10 hot air oil public/commercial No
## 1023 1.0 7 electric oil septic No
## 1024 2.5 7 hot water/steam gas public/commercial No
## 1025 2.5 5 hot water/steam gas public/commercial No
## 1026 1.5 7 hot air gas public/commercial No
## 1027 4.0 12 hot air gas septic No
## 1028 1.5 5 hot air gas public/commercial No
## 1029 2.5 11 hot water/steam gas public/commercial No
## 1030 2.0 6 hot water/steam gas public/commercial No
## 1031 2.0 6 hot water/steam gas public/commercial No
## 1032 1.0 7 hot air gas septic No
## 1033 1.0 2 hot air oil septic No
## 1034 2.5 8 hot water/steam gas public/commercial No
## 1035 1.0 4 hot air gas septic No
## 1036 2.0 5 electric electric septic No
## 1037 2.5 9 hot water/steam gas public/commercial No
## 1038 2.5 7 hot air gas public/commercial No
## 1039 1.5 8 hot air gas public/commercial No
## 1040 2.5 4 hot water/steam gas public/commercial No
## 1041 1.5 4 hot air gas public/commercial No
## 1042 2.5 7 hot air gas public/commercial No
## 1043 3.5 8 hot air gas public/commercial No
## 1044 2.5 7 hot air gas public/commercial No
## 1045 1.5 8 electric electric septic No
## 1046 3.5 8 hot air gas public/commercial No
## 1047 2.5 7 hot water/steam oil public/commercial No
## 1048 1.5 7 hot air gas public/commercial No
## 1049 1.5 9 hot air gas public/commercial No
## 1050 1.5 6 hot air gas public/commercial No
## 1051 1.5 5 hot air gas public/commercial No
## 1052 2.5 9 hot water/steam gas public/commercial No
## 1053 2.5 11 hot air gas septic No
## 1054 1.0 7 electric electric public/commercial No
## 1055 1.5 7 hot air gas public/commercial No
## 1056 1.5 6 hot air gas public/commercial No
## 1057 1.0 7 hot air oil septic No
## 1058 2.0 9 hot air oil septic No
## 1059 1.0 5 hot water/steam oil septic No
## 1060 2.5 12 hot air gas public/commercial No
## 1061 1.5 4 electric electric public/commercial No
## 1062 1.5 9 hot air gas public/commercial No
## 1063 1.5 5 hot air gas public/commercial No
## 1064 3.0 12 hot air gas public/commercial No
## 1065 2.5 12 hot air gas public/commercial No
## 1066 1.0 3 electric electric public/commercial No
## 1067 3.5 10 hot air gas public/commercial No
## 1068 1.5 7 electric electric public/commercial No
## 1069 1.5 5 hot air gas public/commercial No
## 1070 2.0 5 hot air gas public/commercial No
## 1071 2.5 7 hot air gas public/commercial No
## 1072 2.0 6 electric electric public/commercial No
## 1073 1.5 6 electric electric public/commercial No
## 1074 2.0 5 hot air gas public/commercial No
## 1075 2.5 10 hot air gas public/commercial No
## 1076 1.0 7 electric electric public/commercial No
## 1077 2.0 5 electric electric public/commercial No
## 1078 1.5 8 electric electric public/commercial No
## 1079 1.5 3 electric electric public/commercial No
## 1080 2.5 7 hot air gas public/commercial No
## 1081 2.5 5 hot air gas public/commercial No
## 1082 1.5 6 hot air gas public/commercial No
## 1083 1.0 8 hot air gas public/commercial No
## 1084 2.5 9 hot air gas septic No
## 1085 1.0 8 hot air oil septic No
## 1086 1.5 6 hot air gas public/commercial No
## 1087 2.5 3 hot air electric public/commercial No
## 1088 2.0 5 hot water/steam gas septic No
## 1089 2.0 7 hot water/steam oil public/commercial No
## 1090 2.5 10 hot air gas septic No
## 1091 2.0 5 hot air oil septic No
## 1092 2.0 10 hot water/steam gas septic No
## 1093 1.0 7 electric electric septic No
## 1094 2.5 7 hot air gas septic No
## 1095 2.5 8 hot air gas public/commercial No
## 1096 4.0 12 hot air gas septic No
## 1097 2.5 12 hot air gas septic No
## 1098 1.0 4 hot air gas septic No
## 1099 2.5 11 hot air gas septic No
## 1100 2.0 9 hot air oil septic No
## 1101 1.0 7 hot air oil septic No
## 1102 2.0 8 hot air oil septic No
## 1103 2.0 4 hot air gas septic No
## 1104 1.5 7 hot air gas septic No
## 1105 1.0 7 hot air gas public/commercial No
## 1106 2.5 7 hot water/steam gas public/commercial No
## 1107 1.5 6 hot water/steam gas public/commercial No
## 1108 1.0 8 electric electric septic No
## 1109 2.5 7 hot water/steam gas septic No
## 1110 2.0 4 hot water/steam oil septic No
## 1111 2.0 3 hot air gas public/commercial No
## 1112 2.0 5 hot water/steam oil septic No
## 1113 1.5 7 hot air gas septic No
## 1114 1.5 7 hot air oil septic No
## 1115 2.0 8 hot water/steam oil septic No
## 1116 2.5 10 electric electric septic No
## 1117 1.0 8 hot air gas septic No
## 1118 1.5 8 hot air gas public/commercial No
## 1119 1.5 5 hot air gas septic No
## 1120 2.5 10 hot air gas public/commercial No
## 1121 1.5 5 hot air oil septic No
## 1122 1.5 7 hot air oil septic No
## 1123 1.0 5 hot air gas septic No
## 1124 1.5 7 electric electric septic No
## 1125 2.5 8 hot air gas septic No
## 1126 1.5 6 hot air oil septic No
## 1127 1.5 7 hot water/steam oil septic No
## 1128 1.5 3 hot air oil septic No
## 1129 2.5 10 electric electric septic No
## 1130 1.5 5 hot air oil septic No
## 1131 3.0 8 hot water/steam gas septic No
## 1132 1.0 5 hot air gas public/commercial No
## 1133 1.0 7 hot air gas septic No
## 1134 2.5 10 hot water/steam gas public/commercial No
## 1135 1.5 8 hot air oil public/commercial No
## 1136 2.0 4 hot air gas public/commercial No
## 1137 2.5 8 hot air gas septic No
## 1138 2.0 4 electric electric septic No
## 1139 2.0 5 hot air gas public/commercial Yes
## 1140 1.0 5 hot air gas septic No
## 1141 1.0 7 electric electric septic No
## 1142 2.0 8 electric gas septic No
## 1143 1.5 3 hot water/steam gas public/commercial No
## 1144 1.5 5 electric electric public/commercial No
## 1145 1.5 3 hot water/steam gas public/commercial No
## 1146 1.5 4 hot air gas public/commercial No
## 1147 1.0 6 electric electric septic No
## 1148 2.5 10 hot air oil septic No
## 1149 2.0 3 hot air gas public/commercial No
## 1150 1.0 9 electric electric septic No
## 1151 1.0 7 hot water/steam oil septic No
## 1152 1.5 11 hot air oil septic No
## 1153 2.5 8 hot air gas public/commercial No
## 1154 1.0 4 hot water/steam oil septic No
## 1155 1.0 7 hot air oil public/commercial No
## 1156 1.5 10 hot water/steam oil public/commercial No
## 1157 2.0 5 hot water/steam oil public/commercial No
## 1158 1.0 2 hot air oil septic No
## 1159 1.0 5 hot water/steam gas public/commercial No
## 1160 1.0 5 hot water/steam oil septic No
## 1161 2.5 9 electric electric septic No
## 1162 2.5 9 hot air gas septic No
## 1163 1.0 5 hot air oil septic No
## 1164 1.5 5 hot water/steam gas septic No
## 1165 2.5 9 hot air oil septic No
## 1166 1.5 8 hot water/steam oil septic No
## 1167 1.5 8 electric electric septic No
## 1168 2.5 10 hot air gas public/commercial No
## 1169 1.5 7 hot air oil septic No
## 1170 3.5 8 hot air gas public/commercial No
## 1171 3.0 5 hot water/steam oil septic No
## 1172 1.5 8 electric electric septic No
## 1173 2.5 11 hot air gas septic No
## 1174 2.0 8 hot air gas septic No
## 1175 1.0 7 hot water/steam oil public/commercial No
## 1176 1.5 7 electric electric public/commercial No
## 1177 1.5 6 electric electric public/commercial No
## 1178 1.5 4 hot air gas septic No
## 1179 2.5 10 hot air gas public/commercial No
## 1180 1.5 7 hot air gas septic No
## 1181 1.5 9 hot air oil none No
## 1182 1.5 7 hot air gas septic No
## 1183 2.0 7 hot air gas septic No
## 1184 1.0 5 hot air gas septic No
## 1185 2.5 7 hot air gas septic No
## 1186 1.5 6 hot air oil septic No
## 1187 2.0 7 hot water/steam oil septic Yes
## 1188 2.0 4 hot water/steam oil septic No
## 1189 1.5 4 hot air gas public/commercial No
## 1190 1.0 5 hot water/steam oil public/commercial No
## 1191 1.5 5 hot air gas public/commercial No
## 1192 2.0 4 hot air gas public/commercial No
## 1193 1.0 7 hot air gas public/commercial No
## 1194 1.0 3 hot water/steam oil public/commercial No
## 1195 1.5 6 hot air gas public/commercial No
## 1196 2.5 7 hot air gas public/commercial No
## 1197 1.0 8 hot air gas public/commercial No
## 1198 2.5 7 hot air gas public/commercial No
## 1199 2.0 9 hot air gas septic No
## 1200 1.0 6 hot air gas public/commercial No
## 1201 1.5 4 electric electric public/commercial No
## 1202 3.5 12 hot air gas public/commercial No
## 1203 1.0 9 hot water/steam gas public/commercial No
## 1204 1.0 9 hot water/steam gas public/commercial No
## 1205 2.5 4 hot air gas public/commercial No
## 1206 1.0 8 hot air gas public/commercial No
## 1207 3.0 10 hot air gas public/commercial No
## 1208 2.0 5 hot air gas public/commercial No
## 1209 1.0 6 hot air gas public/commercial No
## 1210 2.0 8 hot air gas public/commercial No
## 1211 2.5 11 hot air gas public/commercial No
## 1212 1.0 5 hot air gas public/commercial No
## 1213 1.0 3 hot air gas public/commercial No
## 1214 1.0 4 hot water/steam gas public/commercial No
## 1215 2.0 10 hot water/steam gas public/commercial No
## 1216 1.5 7 hot water/steam gas public/commercial No
## 1217 2.5 10 hot air gas public/commercial No
## 1218 2.5 10 hot air gas public/commercial No
## 1219 2.0 7 hot air gas public/commercial No
## 1220 2.5 7 hot air gas public/commercial No
## 1221 1.0 4 hot water/steam gas public/commercial No
## 1222 1.5 6 hot air gas public/commercial No
## 1223 2.0 8 hot air oil septic No
## 1224 2.5 6 hot air gas public/commercial No
## 1225 3.5 9 hot air gas public/commercial No
## 1226 1.0 4 hot air oil public/commercial No
## 1227 2.5 5 hot air gas public/commercial No
## 1228 1.0 7 hot air gas public/commercial No
## 1229 2.0 4 hot air gas public/commercial No
## 1230 2.0 7 hot air gas public/commercial No
## 1231 2.5 10 hot air gas public/commercial No
## 1232 1.0 4 hot air gas public/commercial No
## 1233 1.5 9 hot air gas public/commercial No
## 1234 2.0 5 hot water/steam gas public/commercial No
## 1235 2.5 6 hot air gas public/commercial No
## 1236 1.5 4 hot air gas public/commercial No
## 1237 1.0 5 hot air gas public/commercial No
## 1238 1.5 7 hot water/steam gas public/commercial No
## 1239 2.5 12 hot air gas public/commercial No
## 1240 2.5 6 hot air gas public/commercial No
## 1241 1.0 4 hot air gas public/commercial No
## 1242 1.0 8 hot water/steam gas public/commercial No
## 1243 1.0 6 hot air gas public/commercial No
## 1244 2.0 6 hot air gas public/commercial No
## 1245 2.5 5 hot air gas public/commercial No
## 1246 2.5 11 hot air gas public/commercial No
## 1247 1.5 7 hot air gas public/commercial No
## 1248 2.5 7 hot air gas public/commercial No
## 1249 1.0 11 hot air oil septic No
## 1250 1.5 4 hot air gas public/commercial No
## 1251 1.0 5 hot water/steam gas public/commercial No
## 1252 2.0 6 hot air gas septic No
## 1253 1.5 5 electric electric septic No
## 1254 2.5 10 hot air gas none No
## 1255 1.0 5 hot air gas public/commercial No
## 1256 2.5 10 hot air gas public/commercial No
## 1257 2.0 10 hot water/steam gas public/commercial No
## 1258 1.0 8 hot air gas public/commercial No
## 1259 2.5 4 hot air gas public/commercial No
## 1260 1.0 4 hot air gas public/commercial No
## 1261 2.5 8 hot air gas public/commercial No
## 1262 1.5 7 hot water/steam gas public/commercial No
## 1263 2.5 8 electric electric septic No
## 1264 2.5 6 hot air gas public/commercial No
## 1265 2.5 8 hot air gas public/commercial No
## 1266 1.0 6 hot air gas public/commercial No
## 1267 2.5 10 hot air gas public/commercial No
## 1268 1.5 7 hot air gas public/commercial No
## 1269 2.5 7 hot air gas public/commercial No
## 1270 1.5 5 hot water/steam gas septic No
## 1271 1.0 5 hot water/steam gas public/commercial No
## 1272 1.5 10 hot water/steam gas public/commercial No
## 1273 1.0 5 hot air gas public/commercial No
## 1274 2.5 8 hot air gas public/commercial No
## 1275 3.0 8 hot air gas public/commercial No
## 1276 2.5 7 hot air gas public/commercial No
## 1277 2.5 9 electric electric public/commercial No
## 1278 2.0 4 hot air gas public/commercial No
## 1279 2.0 8 hot water/steam gas public/commercial No
## 1280 1.5 8 hot air gas public/commercial No
## 1281 2.5 4 hot air gas public/commercial No
## 1282 1.5 8 hot air gas public/commercial No
## 1283 1.0 4 hot air gas public/commercial No
## 1284 2.5 8 hot air gas septic No
## 1285 2.0 5 hot air electric public/commercial No
## 1286 2.0 4 hot water/steam gas septic Yes
## 1287 1.0 4 hot water/steam oil septic No
## 1288 2.0 6 hot water/steam gas septic No
## 1289 1.0 7 hot air gas public/commercial No
## 1290 1.0 3 hot air gas septic No
## 1291 1.0 5 hot air gas public/commercial No
## 1292 1.0 5 electric electric septic No
## 1293 2.0 6 hot air oil septic No
## 1294 1.0 6 electric electric septic No
## 1295 1.5 5 hot water/steam oil septic No
## 1296 2.0 6 hot air gas septic No
## 1297 1.0 5 hot air oil septic No
## 1298 1.0 6 hot air gas septic No
## 1299 3.5 8 hot air oil septic No
## 1300 2.5 7 hot air gas septic No
## 1301 2.5 9 hot air gas septic No
## 1302 1.0 6 hot water/steam oil septic No
## 1303 2.0 6 hot air oil septic No
## 1304 1.5 4 electric electric septic No
## 1305 1.0 5 hot air gas septic No
## 1306 2.5 10 hot air gas septic No
## 1307 1.5 7 hot air gas septic No
## 1308 2.0 6 electric electric septic No
## 1309 2.5 10 electric electric septic No
## 1310 2.5 8 hot air oil septic No
## 1311 3.0 7 electric electric septic Yes
## 1312 1.0 6 hot air oil septic No
## 1313 2.5 10 hot air gas public/commercial No
## 1314 1.5 4 hot air gas public/commercial No
## 1315 2.0 5 hot air gas public/commercial No
## 1316 1.5 4 electric electric public/commercial No
## 1317 1.5 8 hot air gas public/commercial No
## 1318 2.5 11 hot air gas public/commercial No
## 1319 2.5 8 hot air gas public/commercial No
## 1320 2.5 12 hot water/steam oil septic No
## 1321 2.5 6 hot air gas public/commercial No
## 1322 3.0 12 hot air gas public/commercial No
## 1323 2.5 8 hot air gas public/commercial No
## 1324 1.0 3 hot water/steam oil septic No
## 1325 1.5 6 hot air gas public/commercial No
## 1326 3.5 12 hot air gas public/commercial No
## 1327 2.5 3 electric electric public/commercial No
## 1328 2.5 10 hot air gas public/commercial No
## 1329 1.5 7 hot air gas public/commercial No
## 1330 2.5 9 hot air gas public/commercial No
## 1331 2.0 11 hot air gas public/commercial No
## 1332 1.0 4 hot water/steam gas public/commercial No
## 1333 1.5 6 hot air gas public/commercial No
## 1334 1.5 3 electric electric public/commercial No
## 1335 2.0 7 hot air oil public/commercial No
## 1336 2.5 7 hot air gas public/commercial No
## 1337 2.5 4 hot air gas public/commercial No
## 1338 2.5 8 hot air gas public/commercial No
## 1339 2.5 12 hot air gas public/commercial No
## 1340 2.5 10 hot air gas public/commercial No
## 1341 2.5 11 hot air gas public/commercial No
## 1342 2.5 11 hot air gas public/commercial No
## 1343 1.5 8 hot air gas public/commercial No
## 1344 2.5 5 hot air gas public/commercial No
## 1345 1.5 8 hot air gas public/commercial No
## 1346 1.5 4 hot water/steam gas public/commercial No
## 1347 1.5 4 hot air gas public/commercial No
## 1348 2.5 10 hot air gas public/commercial No
## 1349 2.5 3 electric electric public/commercial No
## 1350 2.0 4 hot air gas public/commercial No
## 1351 2.0 4 electric electric public/commercial No
## 1352 3.0 8 hot air gas public/commercial No
## 1353 2.5 11 hot air gas public/commercial No
## 1354 2.5 10 hot air gas public/commercial No
## 1355 1.0 4 hot air oil septic No
## 1356 3.0 7 hot air gas public/commercial No
## 1357 1.5 4 hot air gas public/commercial No
## 1358 1.0 4 hot water/steam oil septic No
## 1359 2.5 10 hot air gas public/commercial No
## 1360 2.0 5 electric gas public/commercial No
## 1361 2.5 7 hot air gas public/commercial No
## 1362 1.5 4 electric electric public/commercial No
## 1363 3.0 9 hot air gas public/commercial No
## 1364 1.5 8 electric electric public/commercial No
## 1365 2.0 8 electric electric public/commercial No
## 1366 2.0 4 hot air oil public/commercial No
## 1367 2.0 6 hot air electric public/commercial No
## 1368 1.5 3 electric electric public/commercial No
## 1369 1.0 5 electric electric public/commercial No
## 1370 2.0 6 hot water/steam gas septic No
## 1371 1.5 3 electric electric public/commercial No
## 1372 1.5 6 electric electric public/commercial No
## 1373 2.5 6 electric electric public/commercial No
## 1374 1.0 5 electric electric public/commercial No
## 1375 2.5 6 hot water/steam gas public/commercial No
## 1376 1.0 5 hot air gas public/commercial No
## 1377 2.5 7 hot air gas septic No
## 1378 1.5 7 electric electric public/commercial No
## 1379 1.0 7 electric electric public/commercial No
## 1380 3.0 9 hot air gas septic No
## 1381 2.5 10 hot water/steam gas public/commercial No
## 1382 1.0 6 electric electric public/commercial No
## 1383 2.5 10 hot air gas public/commercial No
## 1384 1.0 5 hot air gas septic No
## 1385 1.0 3 electric electric public/commercial No
## 1386 2.5 10 hot water/steam gas septic No
## 1387 1.0 4 electric gas public/commercial No
## 1388 1.5 6 hot air gas septic No
## 1389 2.0 7 hot air gas public/commercial No
## 1390 1.5 9 hot air gas septic No
## 1391 3.0 8 hot air gas public/commercial No
## 1392 1.5 5 hot air gas public/commercial No
## 1393 1.5 7 electric electric public/commercial No
## 1394 2.5 8 hot air gas septic No
## 1395 1.0 4 electric electric public/commercial Yes
## 1396 2.5 8 hot air gas septic No
## 1397 1.5 6 electric electric public/commercial No
## 1398 1.0 8 hot air gas public/commercial No
## 1399 1.5 8 hot air oil public/commercial No
## 1400 2.5 8 hot air gas public/commercial No
## 1401 2.0 6 hot air gas septic No
## 1402 3.0 10 hot air gas public/commercial No
## 1403 1.5 3 electric electric public/commercial No
## 1404 1.5 6 hot air oil septic No
## 1405 1.0 4 hot air gas public/commercial No
## 1406 1.0 7 electric electric septic No
## 1407 2.0 7 hot air oil septic No
## 1408 1.5 4 electric electric septic No
## 1409 1.5 9 hot water/steam oil septic No
## 1410 1.0 6 hot air gas public/commercial No
## 1411 2.5 5 hot air gas septic No
## 1412 2.5 8 hot air gas septic No
## 1413 1.0 3 hot air gas septic No
## 1414 1.5 9 electric electric public/commercial No
## 1415 1.5 8 electric electric public/commercial No
## 1416 2.0 8 hot air oil public/commercial No
## 1417 2.5 11 electric electric public/commercial No
## 1418 2.5 8 hot water/steam gas septic No
## 1419 2.5 10 hot water/steam gas septic No
## 1420 3.0 10 hot air gas septic No
## 1421 1.5 4 electric electric public/commercial No
## 1422 2.5 10 hot air gas public/commercial No
## 1423 1.5 4 electric electric public/commercial No
## 1424 2.5 10 hot air gas public/commercial No
## 1425 2.5 9 hot air gas public/commercial No
## 1426 2.5 11 hot air gas public/commercial No
## 1427 2.5 6 hot air gas public/commercial No
## 1428 3.0 6 electric electric public/commercial No
## 1429 1.0 8 electric electric public/commercial No
## 1430 2.0 9 hot air gas septic No
## 1431 2.0 4 hot water/steam gas public/commercial No
## 1432 3.0 10 hot air gas public/commercial No
## 1433 3.0 9 hot air gas public/commercial No
## 1434 1.5 8 hot water/steam gas public/commercial No
## 1435 1.5 7 electric electric public/commercial No
## 1436 1.5 6 electric electric public/commercial No
## 1437 1.5 3 hot air gas public/commercial No
## 1438 1.0 4 hot air oil septic No
## 1439 1.5 6 hot water/steam gas public/commercial No
## 1440 1.5 7 hot air gas public/commercial No
## 1441 1.5 4 electric electric public/commercial No
## 1442 1.5 3 electric electric public/commercial No
## 1443 1.5 5 electric electric public/commercial No
## 1444 2.0 5 hot water/steam electric public/commercial No
## 1445 3.0 9 hot air gas public/commercial No
## 1446 2.5 9 hot air gas public/commercial No
## 1447 3.0 11 hot air gas public/commercial No
## 1448 2.5 10 hot air gas public/commercial No
## 1449 2.5 8 electric electric septic No
## 1450 2.0 4 electric electric public/commercial No
## 1451 1.5 3 hot air gas public/commercial No
## 1452 2.5 10 hot air gas public/commercial No
## 1453 1.5 3 hot air gas public/commercial No
## 1454 3.0 12 hot air gas public/commercial No
## 1455 1.5 3 electric electric public/commercial No
## 1456 2.0 6 hot air gas public/commercial No
## 1457 1.0 6 hot air oil public/commercial No
## 1458 2.5 10 hot air gas septic No
## 1459 1.5 3 electric electric public/commercial No
## 1460 1.5 5 electric electric public/commercial No
## 1461 2.5 7 hot air gas public/commercial No
## 1462 3.5 11 hot air gas public/commercial No
## 1463 2.5 6 hot air electric public/commercial No
## 1464 1.0 3 electric electric public/commercial No
## 1465 3.0 12 hot air gas public/commercial No
## 1466 1.5 8 electric electric public/commercial No
## 1467 1.5 5 electric electric public/commercial No
## 1468 1.5 6 electric electric public/commercial No
## 1469 2.5 9 hot air gas public/commercial No
## 1470 1.5 6 electric electric public/commercial No
## 1471 1.5 8 electric electric public/commercial No
## 1472 2.0 5 hot air gas public/commercial No
## 1473 1.0 4 hot air oil septic No
## 1474 1.5 6 hot water/steam oil septic No
## 1475 1.0 7 hot air gas septic No
## 1476 1.0 4 hot air gas public/commercial No
## 1477 1.5 8 hot water/steam gas septic No
## 1478 2.5 8 hot air oil septic No
## 1479 2.0 8 hot air gas septic No
## 1480 2.5 7 hot air gas septic No
## 1481 1.5 8 hot water/steam gas septic No
## 1482 1.0 6 hot air gas septic No
## 1483 1.5 6 electric electric public/commercial No
## 1484 1.0 8 hot air oil public/commercial No
## 1485 2.5 8 hot air gas septic No
## 1486 2.0 4 electric electric public/commercial No
## 1487 2.5 4 electric electric public/commercial No
## 1488 2.5 9 hot water/steam gas septic No
## 1489 1.0 4 electric electric public/commercial No
## 1490 3.5 12 hot water/steam gas public/commercial No
## 1491 2.5 8 hot water/steam gas public/commercial No
## 1492 1.0 7 hot air oil public/commercial No
## 1493 2.5 6 hot water/steam gas public/commercial No
## 1494 0.0 5 hot air gas public/commercial No
## 1495 2.5 6 hot air gas public/commercial No
## 1496 1.0 4 electric electric public/commercial No
## 1497 1.5 7 hot air gas septic No
## 1498 1.5 10 electric electric public/commercial No
## 1499 2.0 3 electric electric public/commercial No
## 1500 2.5 9 hot air gas public/commercial No
## 1501 2.5 10 hot air gas public/commercial No
## 1502 1.5 6 hot air gas public/commercial No
## 1503 2.5 12 hot air gas public/commercial No
## 1504 1.5 9 electric electric public/commercial No
## 1505 2.5 10 hot water/steam gas public/commercial No
## 1506 1.0 7 hot water/steam gas septic No
## 1507 1.5 3 hot air gas public/commercial No
## 1508 3.0 11 hot air gas septic No
## 1509 2.5 9 hot water/steam gas public/commercial No
## 1510 1.5 4 hot air gas public/commercial No
## 1511 1.5 4 hot air gas public/commercial No
## 1512 2.5 11 hot water/steam gas public/commercial No
## 1513 1.5 6 hot air gas public/commercial No
## 1514 2.5 12 hot water/steam gas public/commercial No
## 1515 1.5 6 hot air gas public/commercial No
## 1516 1.5 6 hot air gas public/commercial No
## 1517 2.5 9 hot air gas septic No
## 1518 2.5 9 hot air gas public/commercial No
## 1519 2.5 7 hot water/steam gas public/commercial No
## 1520 1.5 5 hot water/steam gas public/commercial No
## 1521 2.0 6 hot air gas public/commercial No
## 1522 1.5 4 hot air gas public/commercial No
## 1523 2.5 7 hot air gas public/commercial No
## 1524 2.0 9 hot air gas public/commercial No
## 1525 1.5 10 hot air gas public/commercial No
## 1526 1.5 9 hot water/steam oil septic No
## 1527 2.5 10 hot air gas public/commercial No
## 1528 2.5 7 hot air gas public/commercial No
## 1529 2.5 9 hot water/steam gas public/commercial No
## 1530 1.5 6 hot air gas public/commercial No
## 1531 1.5 5 hot air gas public/commercial No
## 1532 2.0 7 hot air gas public/commercial No
## 1533 2.5 6 hot air gas public/commercial No
## 1534 1.5 9 hot air gas septic No
## 1535 1.5 6 hot air gas public/commercial No
## 1536 1.5 4 hot air gas septic No
## 1537 2.5 9 hot water/steam gas public/commercial No
## 1538 1.5 5 hot air gas public/commercial No
## 1539 1.5 5 electric electric public/commercial No
## 1540 2.0 7 hot water/steam oil septic No
## 1541 2.5 12 hot air gas public/commercial No
## 1542 1.5 9 hot air gas public/commercial No
## 1543 2.5 11 hot water/steam gas public/commercial No
## 1544 1.5 6 hot air gas public/commercial No
## 1545 1.5 5 hot air gas public/commercial No
## 1546 1.5 7 hot air gas public/commercial No
## 1547 1.5 5 electric electric public/commercial No
## 1548 1.5 4 electric electric public/commercial No
## 1549 2.5 10 hot water/steam gas public/commercial No
## 1550 2.5 11 hot air gas public/commercial No
## 1551 1.5 5 hot air oil public/commercial No
## 1552 1.5 8 hot air gas public/commercial No
## 1553 3.0 10 hot water/steam gas public/commercial No
## 1554 1.5 4 electric electric public/commercial No
## 1555 2.5 10 hot air gas public/commercial No
## 1556 1.5 4 electric electric public/commercial No
## 1557 2.5 7 hot air gas public/commercial No
## 1558 1.0 8 hot air gas septic No
## 1559 2.5 10 hot water/steam gas public/commercial No
## 1560 2.5 9 hot air gas public/commercial No
## 1561 2.5 8 hot air gas public/commercial No
## 1562 2.5 8 hot water/steam gas public/commercial No
## 1563 1.5 9 hot air gas public/commercial No
## 1564 2.0 5 hot water/steam gas public/commercial No
## 1565 2.5 9 hot air gas public/commercial No
## 1566 1.5 7 hot air gas public/commercial No
## 1567 2.0 8 hot air oil septic No
## 1568 1.5 6 electric electric public/commercial No
## 1569 2.5 6 hot air gas public/commercial No
## 1570 2.5 10 electric electric septic No
## 1571 2.5 10 hot air gas public/commercial No
## 1572 2.5 12 hot water/steam gas public/commercial No
## 1573 1.5 7 hot air gas public/commercial No
## 1574 1.5 8 electric electric public/commercial No
## 1575 2.5 8 hot air gas public/commercial No
## 1576 2.0 5 hot air gas public/commercial No
## 1577 2.5 10 hot air gas public/commercial No
## 1578 1.5 7 hot water/steam gas septic No
## 1579 1.5 6 hot air gas public/commercial No
## 1580 2.5 9 hot air gas public/commercial No
## 1581 2.5 10 hot air gas public/commercial No
## 1582 1.5 7 electric electric public/commercial No
## 1583 2.0 6 hot water/steam oil septic No
## 1584 1.5 6 hot air gas public/commercial No
## 1585 1.5 8 hot air gas public/commercial No
## 1586 1.5 7 hot air gas public/commercial No
## 1587 3.0 7 hot water/steam gas public/commercial No
## 1588 3.0 8 hot water/steam gas public/commercial No
## 1589 2.5 12 hot air gas public/commercial No
## 1590 2.5 10 hot air gas public/commercial No
## 1591 2.5 8 hot air gas public/commercial No
## 1592 1.5 7 hot air gas public/commercial No
## 1593 2.5 10 hot water/steam gas public/commercial No
## 1594 1.0 6 electric electric septic No
## 1595 2.0 8 hot air gas public/commercial No
## 1596 2.5 10 hot water/steam gas public/commercial No
## 1597 1.5 4 hot air gas public/commercial No
## 1598 3.0 8 hot water/steam gas public/commercial No
## 1599 2.0 10 hot air gas public/commercial No
## 1600 2.5 10 hot water/steam gas public/commercial No
## 1601 2.5 9 hot water/steam gas public/commercial No
## 1602 2.5 8 hot air gas public/commercial No
## 1603 2.5 11 hot water/steam gas public/commercial No
## 1604 1.5 7 electric gas public/commercial No
## 1605 1.0 8 hot water/steam gas public/commercial No
## 1606 2.5 6 hot air gas public/commercial No
## 1607 2.5 12 hot air oil public/commercial No
## 1608 2.5 9 hot water/steam gas public/commercial No
## 1609 2.0 7 hot air gas public/commercial No
## 1610 2.5 9 hot water/steam gas public/commercial No
## 1611 1.0 10 hot water/steam gas septic No
## 1612 2.5 8 hot water/steam gas public/commercial No
## 1613 2.5 6 hot air gas public/commercial No
## 1614 2.5 10 hot air gas public/commercial No
## 1615 1.0 7 hot air gas public/commercial No
## 1616 2.5 10 hot air gas public/commercial No
## 1617 2.5 10 hot water/steam gas public/commercial No
## 1618 2.5 4 hot air gas public/commercial No
## 1619 2.5 9 hot air gas public/commercial No
## 1620 2.0 5 hot air gas public/commercial No
## 1621 2.0 8 hot air gas public/commercial No
## 1622 4.0 12 hot air gas public/commercial No
## 1623 3.0 10 hot air gas public/commercial No
## 1624 1.5 3 hot water/steam gas public/commercial No
## 1625 1.0 7 hot air gas public/commercial No
## 1626 2.0 8 hot air gas public/commercial No
## 1627 1.0 5 electric electric septic No
## 1628 1.5 5 hot water/steam gas public/commercial No
## 1629 1.0 4 hot air gas septic No
## 1630 1.5 7 hot water/steam gas public/commercial No
## 1631 2.0 7 electric electric septic No
## 1632 2.5 11 hot air gas public/commercial No
## 1633 1.0 10 hot air gas septic No
## 1634 1.0 6 hot air oil septic No
## 1635 2.5 8 hot air gas public/commercial No
## 1636 1.5 6 hot air gas public/commercial No
## 1637 2.5 6 hot air gas public/commercial No
## 1638 2.5 4 hot air gas public/commercial No
## 1639 2.0 9 hot air gas public/commercial No
## 1640 2.5 5 hot air gas public/commercial No
## 1641 2.5 8 hot air gas public/commercial No
## 1642 3.5 12 hot air gas public/commercial No
## 1643 1.0 10 hot air gas septic No
## 1644 2.5 3 hot air electric public/commercial No
## 1645 2.0 4 electric electric septic No
## 1646 1.5 5 hot air gas public/commercial No
## 1647 2.0 6 hot air gas public/commercial No
## 1648 2.0 5 hot air gas public/commercial No
## 1649 1.5 4 hot water/steam gas public/commercial No
## 1650 2.5 4 hot air gas public/commercial No
## 1651 2.5 7 hot air gas public/commercial No
## 1652 1.5 6 hot air gas septic No
## 1653 2.5 10 hot air gas public/commercial No
## 1654 1.5 4 hot air gas public/commercial No
## 1655 1.0 9 hot air gas septic No
## 1656 2.5 8 hot air gas public/commercial No
## 1657 1.5 6 hot air gas public/commercial No
## 1658 1.0 5 hot water/steam gas public/commercial No
## 1659 2.5 7 hot air gas public/commercial No
## 1660 1.5 4 hot air gas public/commercial No
## 1661 2.0 7 electric electric septic No
## 1662 1.0 7 hot water/steam oil septic No
## 1663 1.5 10 hot air gas septic No
## 1664 2.5 5 hot air gas septic No
## 1665 1.0 6 electric electric septic No
## 1666 1.5 7 hot air oil septic No
## 1667 1.0 4 hot air gas septic No
## 1668 2.0 4 hot air gas public/commercial No
## 1669 1.5 7 electric electric public/commercial No
## 1670 2.0 7 hot air gas public/commercial No
## 1671 2.0 9 hot air gas septic No
## 1672 2.5 6 hot air gas public/commercial No
## 1673 2.5 5 hot air gas public/commercial No
## 1674 2.5 11 hot air gas public/commercial No
## 1675 1.0 5 hot air oil septic No
## 1676 1.5 7 electric electric septic No
## 1677 2.5 6 hot air gas public/commercial No
## 1678 2.5 11 hot air gas septic No
## 1679 2.5 10 hot air gas septic No
## 1680 2.0 7 hot air gas public/commercial No
## 1681 2.5 12 hot air gas public/commercial No
## 1682 1.5 3 electric electric public/commercial No
## 1683 1.5 4 electric electric public/commercial No
## 1684 1.0 6 electric electric public/commercial No
## 1685 1.5 6 hot air gas public/commercial No
## 1686 4.0 12 hot water/steam gas public/commercial No
## 1687 2.0 8 hot water/steam oil septic No
## 1688 2.0 7 hot air gas public/commercial No
## 1689 2.5 8 hot air gas septic No
## 1690 2.0 5 hot air gas public/commercial No
## 1691 2.5 11 hot air gas public/commercial No
## 1692 1.5 5 electric electric public/commercial No
## 1693 1.5 4 electric electric public/commercial No
## 1694 1.0 4 electric electric public/commercial No
## 1695 1.0 4 electric electric public/commercial No
## 1696 1.5 8 hot air gas public/commercial No
## 1697 1.5 6 hot air gas public/commercial No
## 1698 1.5 6 hot water/steam gas septic No
## 1699 2.0 8 hot air gas public/commercial No
## 1700 1.5 7 hot air gas public/commercial No
## 1701 2.5 10 hot water/steam gas public/commercial No
## 1702 2.0 4 hot water/steam gas public/commercial No
## 1703 1.5 8 hot air gas public/commercial No
## 1704 2.5 8 hot air gas public/commercial No
## 1705 2.5 10 hot air gas public/commercial No
## 1706 1.0 12 hot air oil septic No
## 1707 2.5 8 hot air gas public/commercial No
## 1708 2.5 10 hot water/steam gas public/commercial No
## 1709 1.5 7 hot water/steam gas public/commercial No
## 1710 1.5 9 hot air gas public/commercial No
## 1711 2.5 12 hot air gas public/commercial No
## 1712 2.5 9 hot air gas public/commercial No
## 1713 1.5 7 electric electric public/commercial No
## 1714 1.0 4 hot air gas public/commercial No
## 1715 2.0 4 hot air gas public/commercial No
## 1716 1.5 3 electric electric septic No
## 1717 2.5 11 hot water/steam gas public/commercial No
## 1718 1.0 5 hot air gas public/commercial No
## 1719 1.5 4 hot air oil septic No
## 1720 2.5 8 hot air gas public/commercial No
## 1721 2.5 12 hot air gas public/commercial No
## 1722 2.5 8 hot water/steam gas public/commercial No
## 1723 2.0 7 hot water/steam gas public/commercial No
## 1724 2.5 11 hot water/steam gas public/commercial No
## 1725 2.5 11 hot water/steam gas public/commercial No
## 1726 1.0 3 hot air gas public/commercial No
## 1727 1.0 7 hot air gas public/commercial No
## 1728 1.0 6 hot air gas septic No
## newConstruction centralAir
## 1 No No
## 2 No No
## 3 No No
## 4 No No
## 5 Yes Yes
## 6 No No
## 7 No No
## 8 No No
## 9 No No
## 10 No No
## 11 No No
## 12 No No
## 13 No No
## 14 No No
## 15 No No
## 16 No No
## 17 No No
## 18 No Yes
## 19 No No
## 20 No No
## 21 No No
## 22 No No
## 23 Yes Yes
## 24 No No
## 25 No No
## 26 No No
## 27 No No
## 28 No No
## 29 No No
## 30 No Yes
## 31 No No
## 32 No No
## 33 No No
## 34 No No
## 35 No No
## 36 No Yes
## 37 No No
## 38 No No
## 39 No No
## 40 No Yes
## 41 No No
## 42 No Yes
## 43 No Yes
## 44 No Yes
## 45 No No
## 46 No No
## 47 No No
## 48 No No
## 49 No No
## 50 No No
## 51 No Yes
## 52 No No
## 53 No No
## 54 No No
## 55 No Yes
## 56 No No
## 57 No Yes
## 58 No No
## 59 No No
## 60 No No
## 61 No Yes
## 62 No No
## 63 No No
## 64 No Yes
## 65 No No
## 66 Yes No
## 67 No No
## 68 No Yes
## 69 No No
## 70 Yes Yes
## 71 Yes No
## 72 No No
## 73 Yes Yes
## 74 No Yes
## 75 No No
## 76 Yes No
## 77 No No
## 78 No Yes
## 79 Yes No
## 80 No No
## 81 No No
## 82 No No
## 83 No No
## 84 No No
## 85 No No
## 86 No Yes
## 87 No No
## 88 No Yes
## 89 No No
## 90 No No
## 91 No No
## 92 No No
## 93 No No
## 94 No No
## 95 No No
## 96 No No
## 97 No No
## 98 No No
## 99 No No
## 100 No No
## 101 No Yes
## 102 No No
## 103 No No
## 104 No No
## 105 No No
## 106 No No
## 107 No Yes
## 108 Yes No
## 109 No No
## 110 No No
## 111 No No
## 112 No No
## 113 No No
## 114 No No
## 115 No Yes
## 116 Yes Yes
## 117 No No
## 118 No Yes
## 119 No No
## 120 No No
## 121 No No
## 122 No No
## 123 No No
## 124 No No
## 125 Yes Yes
## 126 No No
## 127 No No
## 128 No No
## 129 No No
## 130 Yes No
## 131 No No
## 132 No No
## 133 No No
## 134 No No
## 135 Yes No
## 136 No No
## 137 No No
## 138 No No
## 139 No No
## 140 No No
## 141 No No
## 142 No No
## 143 Yes Yes
## 144 No No
## 145 Yes No
## 146 No Yes
## 147 No No
## 148 No Yes
## 149 No Yes
## 150 No Yes
## 151 No Yes
## 152 No Yes
## 153 No Yes
## 154 No Yes
## 155 Yes Yes
## 156 No Yes
## 157 No Yes
## 158 No No
## 159 No Yes
## 160 Yes No
## 161 No No
## 162 No Yes
## 163 No Yes
## 164 No Yes
## 165 No Yes
## 166 No Yes
## 167 No Yes
## 168 No Yes
## 169 No No
## 170 Yes Yes
## 171 Yes Yes
## 172 Yes Yes
## 173 No Yes
## 174 No Yes
## 175 No Yes
## 176 Yes Yes
## 177 No Yes
## 178 Yes Yes
## 179 No Yes
## 180 No Yes
## 181 No No
## 182 No No
## 183 No No
## 184 No No
## 185 No No
## 186 No Yes
## 187 Yes Yes
## 188 No No
## 189 No Yes
## 190 No No
## 191 No No
## 192 No No
## 193 No Yes
## 194 No Yes
## 195 No Yes
## 196 No No
## 197 No No
## 198 No No
## 199 No Yes
## 200 No No
## 201 Yes Yes
## 202 No No
## 203 No No
## 204 No No
## 205 No No
## 206 No No
## 207 No No
## 208 No No
## 209 No No
## 210 No No
## 211 No No
## 212 No No
## 213 No Yes
## 214 No No
## 215 No No
## 216 No No
## 217 No No
## 218 No No
## 219 No No
## 220 No Yes
## 221 No No
## 222 No Yes
## 223 No No
## 224 No No
## 225 No No
## 226 No No
## 227 No No
## 228 No No
## 229 No No
## 230 No No
## 231 No No
## 232 No No
## 233 No No
## 234 No No
## 235 No No
## 236 No No
## 237 No No
## 238 No No
## 239 No No
## 240 No No
## 241 No No
## 242 No Yes
## 243 No No
## 244 No Yes
## 245 No No
## 246 No No
## 247 No No
## 248 No No
## 249 Yes Yes
## 250 No No
## 251 No No
## 252 No No
## 253 No Yes
## 254 No No
## 255 No No
## 256 No No
## 257 No No
## 258 No No
## 259 No Yes
## 260 No No
## 261 No Yes
## 262 No No
## 263 No Yes
## 264 No No
## 265 No No
## 266 No No
## 267 No No
## 268 No No
## 269 No No
## 270 No Yes
## 271 No No
## 272 No No
## 273 No No
## 274 No No
## 275 No No
## 276 No Yes
## 277 No Yes
## 278 No No
## 279 No No
## 280 No Yes
## 281 No Yes
## 282 No No
## 283 No Yes
## 284 No Yes
## 285 No Yes
## 286 No Yes
## 287 No Yes
## 288 No Yes
## 289 No Yes
## 290 No Yes
## 291 No Yes
## 292 No Yes
## 293 No Yes
## 294 No No
## 295 No Yes
## 296 No Yes
## 297 No Yes
## 298 No No
## 299 No No
## 300 No No
## 301 No No
## 302 No No
## 303 No Yes
## 304 No No
## 305 No Yes
## 306 No Yes
## 307 No No
## 308 No No
## 309 No Yes
## 310 No Yes
## 311 No Yes
## 312 No No
## 313 No No
## 314 No Yes
## 315 No No
## 316 No No
## 317 No No
## 318 No No
## 319 No Yes
## 320 No Yes
## 321 No No
## 322 No No
## 323 No Yes
## 324 No Yes
## 325 No Yes
## 326 No No
## 327 No No
## 328 No Yes
## 329 No Yes
## 330 No Yes
## 331 No No
## 332 No No
## 333 No No
## 334 No No
## 335 No No
## 336 No No
## 337 No Yes
## 338 No No
## 339 No No
## 340 No Yes
## 341 No Yes
## 342 No Yes
## 343 No No
## 344 No Yes
## 345 No Yes
## 346 No Yes
## 347 No No
## 348 No No
## 349 No No
## 350 No Yes
## 351 No No
## 352 No No
## 353 No No
## 354 No Yes
## 355 No No
## 356 No No
## 357 No No
## 358 No Yes
## 359 No Yes
## 360 No No
## 361 No Yes
## 362 No No
## 363 No Yes
## 364 No Yes
## 365 No Yes
## 366 No Yes
## 367 No No
## 368 No No
## 369 No No
## 370 No No
## 371 No No
## 372 No Yes
## 373 No Yes
## 374 No No
## 375 No Yes
## 376 No No
## 377 No Yes
## 378 No Yes
## 379 No No
## 380 No No
## 381 No No
## 382 No No
## 383 No Yes
## 384 No Yes
## 385 No No
## 386 No No
## 387 No Yes
## 388 No Yes
## 389 No Yes
## 390 No No
## 391 No Yes
## 392 No Yes
## 393 No No
## 394 No No
## 395 No Yes
## 396 No Yes
## 397 No Yes
## 398 No Yes
## 399 No Yes
## 400 No No
## 401 No No
## 402 No No
## 403 No No
## 404 No No
## 405 No Yes
## 406 No Yes
## 407 No No
## 408 No Yes
## 409 No Yes
## 410 No No
## 411 No No
## 412 No No
## 413 No No
## 414 No No
## 415 No Yes
## 416 No No
## 417 No No
## 418 No Yes
## 419 No No
## 420 No No
## 421 No No
## 422 No Yes
## 423 No No
## 424 No No
## 425 No No
## 426 No No
## 427 No No
## 428 No No
## 429 No No
## 430 No No
## 431 No No
## 432 No No
## 433 No Yes
## 434 No Yes
## 435 No No
## 436 No No
## 437 No No
## 438 No No
## 439 No No
## 440 No Yes
## 441 No Yes
## 442 No No
## 443 No No
## 444 No Yes
## 445 No No
## 446 No No
## 447 No No
## 448 No No
## 449 No No
## 450 No Yes
## 451 No Yes
## 452 No No
## 453 No No
## 454 No No
## 455 No Yes
## 456 No Yes
## 457 No No
## 458 No No
## 459 No No
## 460 No No
## 461 No No
## 462 No No
## 463 No No
## 464 No No
## 465 No No
## 466 No No
## 467 No No
## 468 No No
## 469 No No
## 470 No No
## 471 No No
## 472 No No
## 473 No Yes
## 474 No Yes
## 475 No No
## 476 No Yes
## 477 No Yes
## 478 No No
## 479 No No
## 480 No Yes
## 481 No No
## 482 No No
## 483 No No
## 484 No No
## 485 No No
## 486 No Yes
## 487 No No
## 488 No Yes
## 489 No No
## 490 No No
## 491 No Yes
## 492 No No
## 493 No No
## 494 No Yes
## 495 No No
## 496 No Yes
## 497 No Yes
## 498 No No
## 499 No No
## 500 No No
## 501 No No
## 502 No No
## 503 Yes No
## 504 Yes Yes
## 505 Yes No
## 506 Yes No
## 507 Yes Yes
## 508 No Yes
## 509 No No
## 510 No Yes
## 511 No Yes
## 512 No Yes
## 513 No Yes
## 514 No Yes
## 515 No No
## 516 No Yes
## 517 No No
## 518 No Yes
## 519 No No
## 520 No No
## 521 No No
## 522 No Yes
## 523 No No
## 524 No No
## 525 No Yes
## 526 No No
## 527 No Yes
## 528 No No
## 529 No No
## 530 No No
## 531 No No
## 532 No No
## 533 No No
## 534 No Yes
## 535 No Yes
## 536 No Yes
## 537 No Yes
## 538 No Yes
## 539 No No
## 540 No No
## 541 No Yes
## 542 No Yes
## 543 No Yes
## 544 No Yes
## 545 No Yes
## 546 No No
## 547 No No
## 548 No Yes
## 549 No Yes
## 550 No Yes
## 551 No No
## 552 No Yes
## 553 No No
## 554 No Yes
## 555 No No
## 556 No Yes
## 557 No No
## 558 No No
## 559 No Yes
## 560 No Yes
## 561 No Yes
## 562 No No
## 563 No Yes
## 564 No Yes
## 565 No Yes
## 566 No No
## 567 No No
## 568 No Yes
## 569 No Yes
## 570 No No
## 571 No Yes
## 572 No No
## 573 No No
## 574 No Yes
## 575 No No
## 576 No Yes
## 577 No No
## 578 No No
## 579 No Yes
## 580 No No
## 581 No No
## 582 No No
## 583 No Yes
## 584 No Yes
## 585 No No
## 586 No Yes
## 587 No No
## 588 No Yes
## 589 No No
## 590 No No
## 591 No Yes
## 592 No Yes
## 593 No No
## 594 No No
## 595 No Yes
## 596 No Yes
## 597 No No
## 598 No Yes
## 599 No No
## 600 No Yes
## 601 No Yes
## 602 No Yes
## 603 No Yes
## 604 No Yes
## 605 No Yes
## 606 No Yes
## 607 No Yes
## 608 No Yes
## 609 No Yes
## 610 No No
## 611 No No
## 612 No Yes
## 613 No Yes
## 614 No No
## 615 No Yes
## 616 No No
## 617 No No
## 618 No Yes
## 619 No Yes
## 620 No Yes
## 621 No No
## 622 No Yes
## 623 No No
## 624 No Yes
## 625 No No
## 626 No Yes
## 627 No No
## 628 No Yes
## 629 No Yes
## 630 No Yes
## 631 No No
## 632 No Yes
## 633 No Yes
## 634 No No
## 635 No No
## 636 No No
## 637 No No
## 638 No No
## 639 No Yes
## 640 No Yes
## 641 No Yes
## 642 No No
## 643 No Yes
## 644 No Yes
## 645 No Yes
## 646 No Yes
## 647 No Yes
## 648 No No
## 649 No Yes
## 650 No Yes
## 651 No No
## 652 No No
## 653 No Yes
## 654 No Yes
## 655 No No
## 656 No No
## 657 No No
## 658 No No
## 659 No No
## 660 No Yes
## 661 No Yes
## 662 No Yes
## 663 No No
## 664 No No
## 665 No No
## 666 No Yes
## 667 No No
## 668 No Yes
## 669 No No
## 670 No No
## 671 No No
## 672 No No
## 673 No No
## 674 No No
## 675 No No
## 676 No No
## 677 No No
## 678 No No
## 679 No No
## 680 No Yes
## 681 No Yes
## 682 No No
## 683 No No
## 684 No Yes
## 685 No Yes
## 686 No Yes
## 687 No No
## 688 No Yes
## 689 No No
## 690 No No
## 691 No No
## 692 No No
## 693 No Yes
## 694 No No
## 695 No Yes
## 696 No Yes
## 697 No No
## 698 No Yes
## 699 No Yes
## 700 No Yes
## 701 No No
## 702 No Yes
## 703 No Yes
## 704 No Yes
## 705 No No
## 706 No No
## 707 No Yes
## 708 No No
## 709 No Yes
## 710 No Yes
## 711 No Yes
## 712 No No
## 713 No Yes
## 714 No No
## 715 No Yes
## 716 No No
## 717 No No
## 718 No Yes
## 719 No Yes
## 720 No No
## 721 No Yes
## 722 No No
## 723 No Yes
## 724 No Yes
## 725 No No
## 726 No Yes
## 727 No No
## 728 No Yes
## 729 No No
## 730 No Yes
## 731 No No
## 732 No No
## 733 No No
## 734 No No
## 735 No No
## 736 No No
## 737 No No
## 738 No No
## 739 No No
## 740 No No
## 741 No No
## 742 No No
## 743 No No
## 744 No No
## 745 No No
## 746 No No
## 747 No No
## 748 No No
## 749 No No
## 750 No Yes
## 751 No No
## 752 No No
## 753 No No
## 754 No Yes
## 755 No No
## 756 No No
## 757 No No
## 758 No No
## 759 No No
## 760 No Yes
## 761 No Yes
## 762 No No
## 763 No No
## 764 No No
## 765 No No
## 766 No No
## 767 No Yes
## 768 No No
## 769 Yes No
## 770 Yes No
## 771 No No
## 772 No No
## 773 No No
## 774 No Yes
## 775 No No
## 776 No Yes
## 777 No No
## 778 No No
## 779 No No
## 780 No No
## 781 No No
## 782 No No
## 783 No No
## 784 No No
## 785 No No
## 786 No Yes
## 787 No Yes
## 788 No No
## 789 No No
## 790 No No
## 791 No No
## 792 No No
## 793 No No
## 794 Yes Yes
## 795 No Yes
## 796 No Yes
## 797 No Yes
## 798 No Yes
## 799 No No
## 800 No No
## 801 No Yes
## 802 No Yes
## 803 No Yes
## 804 No Yes
## 805 No No
## 806 No Yes
## 807 No Yes
## 808 No Yes
## 809 No Yes
## 810 No No
## 811 Yes Yes
## 812 No Yes
## 813 No No
## 814 No No
## 815 No Yes
## 816 No Yes
## 817 No No
## 818 No Yes
## 819 No No
## 820 No No
## 821 No Yes
## 822 Yes Yes
## 823 No No
## 824 No Yes
## 825 No No
## 826 No Yes
## 827 No No
## 828 No No
## 829 No Yes
## 830 No Yes
## 831 No No
## 832 No No
## 833 No No
## 834 No No
## 835 No Yes
## 836 No No
## 837 No No
## 838 No Yes
## 839 No No
## 840 No Yes
## 841 No No
## 842 No Yes
## 843 No Yes
## 844 No No
## 845 No No
## 846 No No
## 847 No No
## 848 No No
## 849 No No
## 850 No No
## 851 No No
## 852 No No
## 853 No No
## 854 No No
## 855 No No
## 856 No No
## 857 No No
## 858 No Yes
## 859 No No
## 860 No No
## 861 No No
## 862 No No
## 863 No No
## 864 No No
## 865 No No
## 866 No No
## 867 No No
## 868 No No
## 869 No No
## 870 No No
## 871 No No
## 872 No No
## 873 No No
## 874 No No
## 875 No No
## 876 No No
## 877 No No
## 878 No No
## 879 No No
## 880 No No
## 881 No No
## 882 No Yes
## 883 No Yes
## 884 No No
## 885 No No
## 886 Yes No
## 887 No No
## 888 No No
## 889 No No
## 890 No No
## 891 No No
## 892 No No
## 893 No No
## 894 No No
## 895 No No
## 896 No No
## 897 No No
## 898 No No
## 899 No No
## 900 No No
## 901 No No
## 902 No No
## 903 No Yes
## 904 No No
## 905 No No
## 906 No No
## 907 No No
## 908 No No
## 909 No No
## 910 No No
## 911 No No
## 912 No No
## 913 No No
## 914 No No
## 915 No No
## 916 No No
## 917 No No
## 918 No No
## 919 No No
## 920 No No
## 921 No No
## 922 No No
## 923 No No
## 924 No No
## 925 No No
## 926 No No
## 927 No Yes
## 928 No Yes
## 929 No No
## 930 No No
## 931 Yes No
## 932 No No
## 933 No No
## 934 No No
## 935 No No
## 936 No No
## 937 No No
## 938 No Yes
## 939 No No
## 940 No Yes
## 941 No Yes
## 942 No Yes
## 943 No Yes
## 944 No Yes
## 945 No No
## 946 No No
## 947 No No
## 948 No Yes
## 949 No No
## 950 No No
## 951 No Yes
## 952 No No
## 953 No Yes
## 954 No No
## 955 No Yes
## 956 No Yes
## 957 No No
## 958 No No
## 959 No No
## 960 No No
## 961 No Yes
## 962 No Yes
## 963 No No
## 964 No No
## 965 No No
## 966 No Yes
## 967 No No
## 968 No No
## 969 No No
## 970 No Yes
## 971 No No
## 972 No Yes
## 973 No No
## 974 No No
## 975 No Yes
## 976 No No
## 977 No Yes
## 978 No Yes
## 979 No Yes
## 980 No No
## 981 No No
## 982 No Yes
## 983 No Yes
## 984 No Yes
## 985 No Yes
## 986 No No
## 987 No Yes
## 988 No No
## 989 No No
## 990 No Yes
## 991 No No
## 992 No No
## 993 No No
## 994 No Yes
## 995 No No
## 996 No Yes
## 997 No No
## 998 No No
## 999 No No
## 1000 No No
## 1001 No Yes
## 1002 No Yes
## 1003 No No
## 1004 No Yes
## 1005 No No
## 1006 No No
## 1007 No No
## 1008 No Yes
## 1009 No No
## 1010 No No
## 1011 No Yes
## 1012 No No
## 1013 No Yes
## 1014 No Yes
## 1015 No No
## 1016 No No
## 1017 No No
## 1018 No Yes
## 1019 No Yes
## 1020 No Yes
## 1021 No Yes
## 1022 No Yes
## 1023 No Yes
## 1024 No No
## 1025 No No
## 1026 No Yes
## 1027 No Yes
## 1028 No No
## 1029 No Yes
## 1030 No Yes
## 1031 No Yes
## 1032 No No
## 1033 No No
## 1034 No Yes
## 1035 No No
## 1036 No No
## 1037 No No
## 1038 No No
## 1039 No No
## 1040 No No
## 1041 No Yes
## 1042 No Yes
## 1043 No Yes
## 1044 No Yes
## 1045 No No
## 1046 No Yes
## 1047 No No
## 1048 No No
## 1049 No No
## 1050 No No
## 1051 No Yes
## 1052 No No
## 1053 No No
## 1054 No No
## 1055 No Yes
## 1056 No Yes
## 1057 No No
## 1058 No Yes
## 1059 No No
## 1060 No Yes
## 1061 No Yes
## 1062 No Yes
## 1063 No No
## 1064 No Yes
## 1065 No No
## 1066 No No
## 1067 No Yes
## 1068 No Yes
## 1069 No No
## 1070 No Yes
## 1071 No Yes
## 1072 No Yes
## 1073 No Yes
## 1074 No Yes
## 1075 No No
## 1076 No No
## 1077 No No
## 1078 No Yes
## 1079 No No
## 1080 No Yes
## 1081 No Yes
## 1082 No Yes
## 1083 No Yes
## 1084 No No
## 1085 No No
## 1086 No No
## 1087 No Yes
## 1088 No Yes
## 1089 No No
## 1090 No Yes
## 1091 No Yes
## 1092 No No
## 1093 No No
## 1094 No No
## 1095 No No
## 1096 No Yes
## 1097 No Yes
## 1098 No No
## 1099 No No
## 1100 No No
## 1101 No No
## 1102 No Yes
## 1103 No Yes
## 1104 No No
## 1105 No No
## 1106 No No
## 1107 No No
## 1108 No No
## 1109 No No
## 1110 No No
## 1111 No No
## 1112 No No
## 1113 No No
## 1114 No No
## 1115 No No
## 1116 No Yes
## 1117 No No
## 1118 No No
## 1119 No No
## 1120 Yes No
## 1121 No No
## 1122 No No
## 1123 No No
## 1124 No No
## 1125 No No
## 1126 No No
## 1127 No No
## 1128 No No
## 1129 No No
## 1130 No No
## 1131 No Yes
## 1132 No No
## 1133 No No
## 1134 No No
## 1135 No No
## 1136 No No
## 1137 No Yes
## 1138 No No
## 1139 No Yes
## 1140 No No
## 1141 No No
## 1142 No No
## 1143 No No
## 1144 No No
## 1145 No No
## 1146 No No
## 1147 No No
## 1148 No No
## 1149 No No
## 1150 No Yes
## 1151 No No
## 1152 No Yes
## 1153 No No
## 1154 No No
## 1155 No No
## 1156 No No
## 1157 No No
## 1158 No No
## 1159 No No
## 1160 No No
## 1161 No No
## 1162 No No
## 1163 No No
## 1164 No No
## 1165 No Yes
## 1166 No No
## 1167 No No
## 1168 No No
## 1169 No Yes
## 1170 No Yes
## 1171 No Yes
## 1172 No No
## 1173 No Yes
## 1174 No No
## 1175 No No
## 1176 No No
## 1177 No No
## 1178 No No
## 1179 Yes No
## 1180 No Yes
## 1181 No No
## 1182 No No
## 1183 No No
## 1184 No Yes
## 1185 No Yes
## 1186 No No
## 1187 No No
## 1188 No No
## 1189 No No
## 1190 No No
## 1191 No No
## 1192 No No
## 1193 No Yes
## 1194 No No
## 1195 No No
## 1196 No Yes
## 1197 No No
## 1198 No Yes
## 1199 No No
## 1200 No No
## 1201 No Yes
## 1202 No Yes
## 1203 No No
## 1204 No No
## 1205 No Yes
## 1206 No Yes
## 1207 No Yes
## 1208 No No
## 1209 No No
## 1210 No Yes
## 1211 No Yes
## 1212 No No
## 1213 No Yes
## 1214 No No
## 1215 No No
## 1216 No No
## 1217 No No
## 1218 No Yes
## 1219 No No
## 1220 No Yes
## 1221 No No
## 1222 No No
## 1223 No Yes
## 1224 No Yes
## 1225 No Yes
## 1226 No No
## 1227 No Yes
## 1228 No No
## 1229 No Yes
## 1230 No Yes
## 1231 No Yes
## 1232 No No
## 1233 No No
## 1234 No No
## 1235 No Yes
## 1236 No Yes
## 1237 No Yes
## 1238 No No
## 1239 No Yes
## 1240 No Yes
## 1241 No No
## 1242 No No
## 1243 No Yes
## 1244 No Yes
## 1245 No Yes
## 1246 No Yes
## 1247 No Yes
## 1248 No Yes
## 1249 No No
## 1250 No No
## 1251 No No
## 1252 No Yes
## 1253 No No
## 1254 No Yes
## 1255 No No
## 1256 No Yes
## 1257 No No
## 1258 No Yes
## 1259 No No
## 1260 No No
## 1261 No Yes
## 1262 No No
## 1263 No Yes
## 1264 No Yes
## 1265 No Yes
## 1266 No No
## 1267 No Yes
## 1268 No No
## 1269 No Yes
## 1270 No No
## 1271 No No
## 1272 No No
## 1273 No No
## 1274 No Yes
## 1275 No Yes
## 1276 No Yes
## 1277 No Yes
## 1278 No Yes
## 1279 No No
## 1280 No Yes
## 1281 No Yes
## 1282 No Yes
## 1283 No No
## 1284 No No
## 1285 No Yes
## 1286 No No
## 1287 No No
## 1288 No No
## 1289 No No
## 1290 No No
## 1291 No No
## 1292 No No
## 1293 No Yes
## 1294 No No
## 1295 No No
## 1296 No No
## 1297 No No
## 1298 No Yes
## 1299 No Yes
## 1300 No No
## 1301 No Yes
## 1302 No No
## 1303 No Yes
## 1304 No Yes
## 1305 No No
## 1306 No Yes
## 1307 No No
## 1308 No No
## 1309 Yes Yes
## 1310 No No
## 1311 No No
## 1312 No No
## 1313 Yes Yes
## 1314 No Yes
## 1315 No Yes
## 1316 No Yes
## 1317 No No
## 1318 No Yes
## 1319 No No
## 1320 No No
## 1321 No Yes
## 1322 Yes Yes
## 1323 Yes Yes
## 1324 No No
## 1325 No Yes
## 1326 No Yes
## 1327 No Yes
## 1328 No Yes
## 1329 No Yes
## 1330 Yes Yes
## 1331 No Yes
## 1332 No No
## 1333 No No
## 1334 No Yes
## 1335 No No
## 1336 No Yes
## 1337 No Yes
## 1338 No Yes
## 1339 Yes Yes
## 1340 No Yes
## 1341 No Yes
## 1342 No No
## 1343 No Yes
## 1344 No No
## 1345 No No
## 1346 No No
## 1347 No Yes
## 1348 No Yes
## 1349 No Yes
## 1350 No Yes
## 1351 No No
## 1352 Yes Yes
## 1353 Yes Yes
## 1354 Yes No
## 1355 No No
## 1356 Yes Yes
## 1357 No No
## 1358 No No
## 1359 No No
## 1360 No No
## 1361 No No
## 1362 No No
## 1363 Yes Yes
## 1364 No No
## 1365 No No
## 1366 No Yes
## 1367 No Yes
## 1368 No No
## 1369 No No
## 1370 No No
## 1371 No No
## 1372 No No
## 1373 No No
## 1374 No No
## 1375 No No
## 1376 No No
## 1377 No No
## 1378 No No
## 1379 No No
## 1380 Yes No
## 1381 No No
## 1382 No No
## 1383 Yes Yes
## 1384 No No
## 1385 No No
## 1386 No Yes
## 1387 No No
## 1388 No No
## 1389 No No
## 1390 No No
## 1391 Yes No
## 1392 No No
## 1393 No No
## 1394 No Yes
## 1395 No No
## 1396 No Yes
## 1397 No No
## 1398 No No
## 1399 No No
## 1400 No Yes
## 1401 No Yes
## 1402 Yes No
## 1403 No No
## 1404 No No
## 1405 No No
## 1406 No No
## 1407 No No
## 1408 No No
## 1409 No No
## 1410 No No
## 1411 No No
## 1412 No No
## 1413 No No
## 1414 No No
## 1415 No No
## 1416 No Yes
## 1417 No No
## 1418 No No
## 1419 No No
## 1420 No Yes
## 1421 No No
## 1422 Yes No
## 1423 No No
## 1424 No Yes
## 1425 Yes No
## 1426 Yes No
## 1427 Yes No
## 1428 No No
## 1429 No No
## 1430 No Yes
## 1431 No No
## 1432 Yes No
## 1433 Yes No
## 1434 No No
## 1435 No No
## 1436 No No
## 1437 No No
## 1438 No No
## 1439 No No
## 1440 No Yes
## 1441 No No
## 1442 No No
## 1443 No No
## 1444 No No
## 1445 Yes No
## 1446 Yes Yes
## 1447 Yes Yes
## 1448 Yes No
## 1449 No Yes
## 1450 No No
## 1451 No No
## 1452 No Yes
## 1453 No Yes
## 1454 Yes No
## 1455 No No
## 1456 No Yes
## 1457 No No
## 1458 No No
## 1459 No No
## 1460 No No
## 1461 No Yes
## 1462 Yes No
## 1463 No Yes
## 1464 No No
## 1465 Yes No
## 1466 No No
## 1467 No No
## 1468 No No
## 1469 Yes No
## 1470 No No
## 1471 No Yes
## 1472 No No
## 1473 No No
## 1474 No Yes
## 1475 No No
## 1476 No No
## 1477 No No
## 1478 No Yes
## 1479 No No
## 1480 No No
## 1481 No No
## 1482 No No
## 1483 No No
## 1484 No No
## 1485 Yes Yes
## 1486 No No
## 1487 No No
## 1488 No No
## 1489 No No
## 1490 No No
## 1491 No Yes
## 1492 No Yes
## 1493 No No
## 1494 No No
## 1495 No Yes
## 1496 No No
## 1497 No Yes
## 1498 No Yes
## 1499 No No
## 1500 No Yes
## 1501 No No
## 1502 No No
## 1503 No Yes
## 1504 No Yes
## 1505 No No
## 1506 No No
## 1507 No Yes
## 1508 No No
## 1509 No No
## 1510 No No
## 1511 No Yes
## 1512 No No
## 1513 No No
## 1514 No No
## 1515 No No
## 1516 No Yes
## 1517 No Yes
## 1518 No Yes
## 1519 No No
## 1520 No No
## 1521 No Yes
## 1522 No No
## 1523 No No
## 1524 No Yes
## 1525 No Yes
## 1526 No No
## 1527 No Yes
## 1528 No Yes
## 1529 No No
## 1530 No Yes
## 1531 No Yes
## 1532 No Yes
## 1533 No Yes
## 1534 No Yes
## 1535 No No
## 1536 No Yes
## 1537 No No
## 1538 No Yes
## 1539 No No
## 1540 No No
## 1541 No No
## 1542 No No
## 1543 No No
## 1544 No Yes
## 1545 No Yes
## 1546 No Yes
## 1547 No No
## 1548 No Yes
## 1549 No No
## 1550 No No
## 1551 No Yes
## 1552 No Yes
## 1553 No Yes
## 1554 No Yes
## 1555 No Yes
## 1556 No Yes
## 1557 No Yes
## 1558 No No
## 1559 No No
## 1560 No Yes
## 1561 No Yes
## 1562 No No
## 1563 No No
## 1564 No No
## 1565 No Yes
## 1566 No Yes
## 1567 No No
## 1568 No No
## 1569 No Yes
## 1570 No Yes
## 1571 No No
## 1572 No No
## 1573 No No
## 1574 No No
## 1575 No Yes
## 1576 No Yes
## 1577 No Yes
## 1578 No No
## 1579 No Yes
## 1580 No Yes
## 1581 No No
## 1582 No No
## 1583 No No
## 1584 No Yes
## 1585 No No
## 1586 No No
## 1587 No Yes
## 1588 No Yes
## 1589 No No
## 1590 No Yes
## 1591 No Yes
## 1592 No Yes
## 1593 No No
## 1594 No No
## 1595 No No
## 1596 No No
## 1597 No No
## 1598 No No
## 1599 No No
## 1600 No No
## 1601 No No
## 1602 No No
## 1603 No No
## 1604 No Yes
## 1605 No No
## 1606 No Yes
## 1607 No Yes
## 1608 No No
## 1609 No No
## 1610 No No
## 1611 No Yes
## 1612 No No
## 1613 No Yes
## 1614 No Yes
## 1615 No No
## 1616 No Yes
## 1617 No No
## 1618 No Yes
## 1619 Yes No
## 1620 No No
## 1621 No No
## 1622 Yes Yes
## 1623 Yes Yes
## 1624 No Yes
## 1625 No Yes
## 1626 No No
## 1627 No No
## 1628 No No
## 1629 No No
## 1630 No Yes
## 1631 No No
## 1632 Yes No
## 1633 No No
## 1634 No No
## 1635 No No
## 1636 No No
## 1637 No Yes
## 1638 No No
## 1639 No No
## 1640 No No
## 1641 No Yes
## 1642 Yes No
## 1643 No No
## 1644 No Yes
## 1645 No No
## 1646 No No
## 1647 No No
## 1648 No No
## 1649 No No
## 1650 No No
## 1651 No No
## 1652 No Yes
## 1653 No No
## 1654 No No
## 1655 No Yes
## 1656 No Yes
## 1657 No No
## 1658 No No
## 1659 No No
## 1660 No No
## 1661 No No
## 1662 No No
## 1663 No No
## 1664 No Yes
## 1665 No No
## 1666 No No
## 1667 No No
## 1668 No No
## 1669 No No
## 1670 No Yes
## 1671 Yes Yes
## 1672 No No
## 1673 No No
## 1674 Yes Yes
## 1675 No No
## 1676 No Yes
## 1677 No Yes
## 1678 No Yes
## 1679 Yes Yes
## 1680 No No
## 1681 Yes Yes
## 1682 No No
## 1683 No No
## 1684 No No
## 1685 No No
## 1686 No No
## 1687 No No
## 1688 No No
## 1689 Yes Yes
## 1690 No No
## 1691 Yes Yes
## 1692 No No
## 1693 No No
## 1694 No No
## 1695 No No
## 1696 No No
## 1697 No Yes
## 1698 No No
## 1699 No Yes
## 1700 No Yes
## 1701 No No
## 1702 No Yes
## 1703 No No
## 1704 No Yes
## 1705 No Yes
## 1706 No No
## 1707 No Yes
## 1708 No No
## 1709 No No
## 1710 No No
## 1711 No No
## 1712 No Yes
## 1713 No No
## 1714 No No
## 1715 No Yes
## 1716 No No
## 1717 No No
## 1718 No No
## 1719 No No
## 1720 Yes No
## 1721 No Yes
## 1722 No No
## 1723 No No
## 1724 No No
## 1725 No No
## 1726 No No
## 1727 No No
## 1728 No Nosummary(datos)## price lotSize age landValue
## Min. : 5000 Min. : 0.0000 Min. : 0.00 Min. : 200
## 1st Qu.:145000 1st Qu.: 0.1700 1st Qu.: 13.00 1st Qu.: 15100
## Median :189900 Median : 0.3700 Median : 19.00 Median : 25000
## Mean :211967 Mean : 0.5002 Mean : 27.92 Mean : 34557
## 3rd Qu.:259000 3rd Qu.: 0.5400 3rd Qu.: 34.00 3rd Qu.: 40200
## Max. :775000 Max. :12.2000 Max. :225.00 Max. :412600
## livingArea pctCollege bedrooms fireplaces bathrooms
## Min. : 616 Min. :20.00 Min. :1.000 Min. :0.0000 Min. :0.0
## 1st Qu.:1300 1st Qu.:52.00 1st Qu.:3.000 1st Qu.:0.0000 1st Qu.:1.5
## Median :1634 Median :57.00 Median :3.000 Median :1.0000 Median :2.0
## Mean :1755 Mean :55.57 Mean :3.155 Mean :0.6019 Mean :1.9
## 3rd Qu.:2138 3rd Qu.:64.00 3rd Qu.:4.000 3rd Qu.:1.0000 3rd Qu.:2.5
## Max. :5228 Max. :82.00 Max. :7.000 Max. :4.0000 Max. :4.5
## rooms heating fuel
## Min. : 2.000 hot air :1121 gas :1197
## 1st Qu.: 5.000 hot water/steam: 302 electric: 315
## Median : 7.000 electric : 305 oil : 216
## Mean : 7.042
## 3rd Qu.: 8.250
## Max. :12.000
## sewer waterfront newConstruction centralAir
## septic : 503 Yes: 15 Yes: 81 Yes: 635
## public/commercial:1213 No :1713 No :1647 No :1093
## none : 12
##
##
## #Se renombran las columnas para que sean más descriptivas
colnames(datos) <- c("precio", "metros_totales", "antiguedad", "precio_terreno",
"metros_habitables", "universitarios",
"dormitorios", "chimenea", "banyos", "habitaciones",
"calefaccion", "consumo_calefacion", "desague",
"vistas_lago","nueva_construccion", "aire_acondicionado")datos## precio metros_totales antiguedad precio_terreno metros_habitables
## 1 132500 0.09 42 50000 906
## 2 181115 0.92 0 22300 1953
## 3 109000 0.19 133 7300 1944
## 4 155000 0.41 13 18700 1944
## 5 86060 0.11 0 15000 840
## 6 120000 0.68 31 14000 1152
## 7 153000 0.40 33 23300 2752
## 8 170000 1.21 23 14600 1662
## 9 90000 0.83 36 22200 1632
## 10 122900 1.94 4 21200 1416
## 11 325000 2.29 123 12600 2894
## 12 120000 0.92 1 22300 1624
## 13 85860 8.97 13 4800 704
## 14 97000 0.11 153 3100 1383
## 15 127000 0.14 9 300 1300
## 16 89900 0.00 88 2500 936
## 17 155000 0.13 9 300 1300
## 18 253750 2.00 0 49800 2816
## 19 60000 0.21 82 8500 924
## 20 87500 0.88 17 19400 1092
## 21 112000 1.00 12 8600 1056
## 22 104900 0.43 21 5600 1600
## 23 148635 0.32 1 6200 1576
## 24 150000 0.03 24 5100 2080
## 25 90400 0.36 16 5200 1600
## 26 248800 4.00 28 5500 2224
## 27 135000 1.83 126 6000 1656
## 28 145000 3.00 26 4500 1170
## 29 457000 0.43 53 2700 2461
## 30 140000 0.44 56 19400 1544
## 31 130000 1.24 51 24800 1220
## 32 187000 0.46 3 15200 1858
## 33 229000 0.87 9 41100 2219
## 34 227000 1.80 201 25500 1876
## 35 179900 0.46 1 15200 2026
## 36 169900 0.91 19 20200 1671
## 37 209900 0.46 1 15200 2060
## 38 169900 0.59 0 17300 1884
## 39 293000 7.24 43 36600 2022
## 40 245900 0.19 0 20700 2394
## 41 157000 0.46 45 20200 1390
## 42 195000 0.41 32 27100 1954
## 43 150000 0.78 54 24500 1554
## 44 234900 0.89 9 41600 1976
## 45 279550 1.34 0 44400 2479
## 46 246500 1.00 0 17100 2714
## 47 124000 1.00 98 15500 797
## 48 138000 0.27 54 8900 1500
## 49 290000 0.71 73 61000 1838
## 50 108000 0.90 48 19000 1042
## 51 134900 0.24 10 8000 1782
## 52 64500 0.06 16 1600 1480
## 53 142000 0.55 20 13800 1426
## 54 125000 0.34 32 11100 1404
## 55 88000 0.19 15 3400 1480
## 56 135000 0.23 135 8100 1344
## 57 90000 0.07 14 1800 1480
## 58 90100 0.09 15 2400 1480
## 59 126900 0.25 10 8400 1596
## 60 175000 0.47 15 27200 1768
## 61 158000 0.36 10 12100 1348
## 62 92000 0.07 14 1800 1480
## 63 82800 0.11 225 3900 1483
## 64 140000 0.23 25 8300 1576
## 65 171000 3.16 15 24100 1008
## 66 200640 0.08 0 32000 2332
## 67 139000 0.57 30 7500 1064
## 68 225000 0.50 12 15300 2428
## 69 182000 1.00 16 26600 1310
## 70 208767 0.50 0 32000 1662
## 71 186000 0.55 0 4400 2000
## 72 93000 0.10 14 2600 1480
## 73 257386 0.50 0 32000 2969
## 74 161000 0.31 10 10400 1542
## 75 92000 0.28 18 6300 1527
## 76 211002 0.06 0 32000 2195
## 77 115000 0.06 14 1600 1480
## 78 113000 0.46 53 9200 1452
## 79 216300 0.10 0 32000 2360
## 80 145000 2.12 32 19000 1440
## 81 114000 0.06 14 1600 1480
## 82 139050 0.21 125 7300 1879
## 83 104000 0.06 14 1600 1480
## 84 169900 0.26 11 8700 1792
## 85 177900 0.29 2 25000 1386
## 86 133000 1.29 14 10300 1676
## 87 185000 1.00 0 4000 768
## 88 115000 0.88 16 10000 1560
## 89 100000 0.52 91 5000 1000
## 90 117000 0.07 15 18900 1676
## 91 150000 0.32 11 19400 1656
## 92 187500 0.92 11 20600 2300
## 93 107000 0.46 25 18700 1712
## 94 126900 0.46 26 18700 1350
## 95 147000 0.11 15 18900 1676
## 96 62000 0.40 103 10500 1317
## 97 101000 0.87 30 8700 1056
## 98 143500 0.59 13 19900 912
## 99 113400 0.93 18 4500 1232
## 100 76320 0.15 68 2000 1380
## 101 110000 0.59 10 3100 936
## 102 88000 0.33 49 3400 720
## 103 108000 0.32 30 6500 1628
## 104 114900 0.46 41 5000 1144
## 105 146000 0.48 2 3000 1827
## 106 225000 2.37 8 3300 1784
## 107 138000 0.83 16 3700 1851
## 108 218070 1.00 0 3500 2194
## 109 25000 0.21 75 900 920
## 110 112000 0.27 36 3800 1280
## 111 112500 0.72 43 4600 1232
## 112 97000 0.36 45 3600 1406
## 113 121000 0.52 6 2500 1164
## 114 65720 0.19 123 2100 1198
## 115 225000 0.38 10 6600 2206
## 116 192000 0.82 0 5000 1880
## 117 158500 0.69 6 3400 1368
## 118 247000 0.51 16 6000 1901
## 119 193777 0.72 11 3200 1547
## 120 136500 0.62 12 5400 896
## 121 75000 1.00 45 8000 1008
## 122 45000 0.52 75 3900 912
## 123 243000 0.82 12 3700 2443
## 124 90000 0.29 83 3900 900
## 125 158000 0.52 0 4400 2098
## 126 174000 0.64 9 3000 2115
## 127 150000 0.52 12 4500 1344
## 128 159650 1.00 3 5200 1106
## 129 139062 0.69 33 6500 1440
## 130 84950 0.13 0 15000 840
## 131 102000 0.22 10 7300 1170
## 132 175000 0.46 15 23400 1664
## 133 78500 1.00 153 27300 3024
## 134 232478 1.00 0 15900 2598
## 135 93805 0.13 0 15000 840
## 136 119900 1.03 63 41500 1701
## 137 146000 1.17 33 41800 1456
## 138 125000 0.34 44 19000 1224
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## 1253 182000 0.02 32 22500 1753
## 1254 571000 1.00 14 128500 2186
## 1255 168000 0.25 35 50000 1800
## 1256 354000 0.46 30 56600 2462
## 1257 238000 0.20 50 70000 1286
## 1258 182000 0.16 35 97000 1337
## 1259 218500 0.17 5 37600 1170
## 1260 227500 0.55 53 73400 1185
## 1261 375000 0.50 19 59000 2424
## 1262 399900 0.09 125 83000 1828
## 1263 360000 0.34 41 80000 2176
## 1264 412500 0.39 4 85400 2000
## 1265 268500 0.18 10 38400 1340
## 1266 300300 0.13 52 63000 1208
## 1267 382500 0.19 2 57600 2244
## 1268 189000 0.30 31 53000 1592
## 1269 295000 0.39 17 52400 1831
## 1270 220000 0.01 37 182600 1093
## 1271 223000 0.12 110 89000 1460
## 1272 399000 0.25 152 115000 2128
## 1273 169480 0.24 30 49100 1368
## 1274 347750 0.15 1 36000 2200
## 1275 455000 0.25 23 61000 2310
## 1276 249900 0.04 12 25600 1776
## 1277 250000 0.05 8 32000 1852
## 1278 265000 0.32 42 144900 1092
## 1279 670000 0.11 121 87000 2247
## 1280 195000 0.11 19 49800 1311
## 1281 360000 0.13 4 110200 1392
## 1282 175000 0.40 33 59000 1116
## 1283 166500 0.10 115 49500 812
## 1284 190100 0.48 27 31700 1872
## 1285 180500 0.75 8 20500 1248
## 1286 440000 0.19 3 97300 1702
## 1287 170000 0.51 57 13300 1346
## 1288 220000 0.63 20 17700 1596
## 1289 70500 0.09 57 1000 884
## 1290 65000 0.13 137 700 814
## 1291 127500 0.19 71 3200 720
## 1292 155000 0.57 28 2600 2051
## 1293 255500 0.92 11 2600 1590
## 1294 136000 0.35 39 1600 1202
## 1295 204000 0.86 16 4300 2016
## 1296 200000 0.80 6 2000 1274
## 1297 163000 0.36 40 3600 960
## 1298 149350 0.44 47 4000 1056
## 1299 235000 0.25 12 5200 1820
## 1300 260000 0.65 27 16500 2486
## 1301 210000 0.46 27 13800 1890
## 1302 159900 0.70 84 4600 1274
## 1303 209000 0.55 14 3000 1716
## 1304 135000 0.35 22 12000 1336
## 1305 200000 0.96 45 8700 1392
## 1306 432600 0.54 1 20400 2346
## 1307 195000 0.47 19 14100 1475
## 1308 165000 0.52 16 5500 1248
## 1309 198000 0.15 16 10000 1920
## 1310 219000 0.65 2 4000 2040
## 1311 430000 1.34 15 75700 2649
## 1312 120000 0.17 105 4100 1500
## 1313 373735 0.53 1 233000 3163
## 1314 183853 0.14 18 19600 1343
## 1315 213500 0.46 17 36600 1573
## 1316 155000 0.09 18 20500 1270
## 1317 197000 0.41 14 26700 1316
## 1318 392499 0.48 11 47400 3092
## 1319 229900 0.44 7 24200 1328
## 1320 289250 0.42 14 28500 2560
## 1321 189900 0.12 17 16800 1343
## 1322 397200 0.46 1 3200 3250
## 1323 389405 0.35 1 233000 3086
## 1324 135000 0.66 155 25200 1080
## 1325 174000 0.13 16 18200 1120
## 1326 525000 0.46 1 70100 2876
## 1327 135000 0.01 19 9900 1281
## 1328 412000 0.62 9 57800 2900
## 1329 186000 0.08 18 20400 1512
## 1330 453935 0.58 1 233000 2879
## 1331 355000 0.69 3 43700 2537
## 1332 186000 0.35 37 23500 1056
## 1333 197000 0.14 16 19600 1296
## 1334 180000 0.13 18 20900 1512
## 1335 178000 0.47 27 32000 1338
## 1336 305000 0.33 10 35400 2368
## 1337 262000 0.46 8 25100 1528
## 1338 225000 0.89 27 30900 1857
## 1339 403040 0.49 0 233000 3320
## 1340 388500 0.46 14 36600 2227
## 1341 417000 0.13 6 46500 2742
## 1342 410000 0.50 9 37800 2988
## 1343 170000 0.35 17 37000 1656
## 1344 295000 0.01 9 28400 1760
## 1345 216000 0.38 39 25000 1702
## 1346 221649 0.37 38 24500 1682
## 1347 199900 0.21 17 28800 1180
## 1348 463000 0.64 3 153800 2885
## 1349 146500 0.02 20 14900 1281
## 1350 225000 0.24 18 29500 1596
## 1351 160000 0.16 21 15100 1184
## 1352 275055 0.46 1 108900 2745
## 1353 315513 0.46 1 108900 2680
## 1354 323759 0.35 1 108900 2483
## 1355 167500 0.92 19 25000 1188
## 1356 272699 0.30 1 108900 2366
## 1357 177500 0.31 19 27000 1508
## 1358 128000 1.00 50 20500 792
## 1359 317105 0.44 1 108900 3285
## 1360 144500 0.15 18 15100 1673
## 1361 260000 0.33 7 26000 2000
## 1362 244000 0.33 18 27000 1561
## 1363 287989 0.40 1 108900 2828
## 1364 159000 0.16 18 15100 1592
## 1365 167000 0.16 18 15100 1184
## 1366 348000 0.17 14 10200 1708
## 1367 140000 0.17 26 15200 1276
## 1368 145000 0.15 20 15100 1184
## 1369 150450 0.17 21 15800 908
## 1370 230000 0.95 15 32800 1612
## 1371 147423 0.16 19 15700 912
## 1372 223000 0.33 17 27000 1508
## 1373 167500 0.16 18 15100 1492
## 1374 299000 0.10 25 6000 874
## 1375 235900 0.59 33 26400 1573
## 1376 147000 0.24 115 7200 1227
## 1377 305000 0.53 13 31300 2494
## 1378 154000 0.17 21 15800 912
## 1379 149000 0.15 20 15700 988
## 1380 300279 0.54 1 108900 2762
## 1381 278000 0.64 33 26500 2625
## 1382 202000 0.47 28 24600 1222
## 1383 328463 0.49 1 108900 3144
## 1384 185000 0.45 16 25000 1173
## 1385 128000 0.17 21 15800 908
## 1386 335000 0.92 16 32700 2274
## 1387 148900 0.16 18 15700 908
## 1388 229900 0.43 16 25000 1540
## 1389 215000 0.49 28 24900 1196
## 1390 253000 0.45 16 25000 1780
## 1391 304065 0.34 1 108900 2670
## 1392 222000 0.34 26 27000 1581
## 1393 165000 0.15 18 15100 1592
## 1394 275000 0.37 14 31200 2011
## 1395 325000 0.27 105 56500 1391
## 1396 406000 1.08 15 21100 2636
## 1397 230000 0.31 19 27000 1656
## 1398 125000 0.04 130 2400 1518
## 1399 148000 0.41 84 18200 1182
## 1400 279000 0.44 9 26000 1836
## 1401 250000 0.62 14 31600 1529
## 1402 314940 0.37 0 108900 2715
## 1403 165900 0.16 21 15100 1184
## 1404 150000 0.75 14 3700 1120
## 1405 133000 0.15 15 2500 1008
## 1406 155000 0.37 18 2500 1008
## 1407 220000 0.41 57 4800 2077
## 1408 229000 1.61 26 4500 1572
## 1409 177000 0.63 34 5000 1874
## 1410 120000 0.11 50 1300 768
## 1411 195000 0.29 3 3800 1552
## 1412 315371 1.00 1 3400 2331
## 1413 137000 0.36 48 3600 960
## 1414 225700 0.36 19 13000 1720
## 1415 204900 0.34 20 13000 1437
## 1416 189500 0.34 19 13000 1510
## 1417 374000 0.72 21 26000 3021
## 1418 319000 0.35 12 13000 1960
## 1419 294100 0.39 11 13000 2112
## 1420 440760 0.38 0 13000 2917
## 1421 128000 0.16 21 15700 912
## 1422 239505 0.37 1 108900 2244
## 1423 141700 0.15 18 15100 1202
## 1424 215500 0.34 19 27000 2601
## 1425 320210 0.81 1 108900 2492
## 1426 273495 0.30 1 108900 2680
## 1427 256350 0.35 1 108900 2271
## 1428 255000 0.33 17 27000 2012
## 1429 124000 0.09 13 6700 920
## 1430 293000 1.94 5 110000 2111
## 1431 147000 0.15 20 15100 1184
## 1432 284595 0.32 1 108900 2627
## 1433 342269 0.39 1 108900 2641
## 1434 229000 0.51 25 25000 1736
## 1435 216900 0.31 19 27000 1656
## 1436 164900 0.15 22 15100 1168
## 1437 149000 0.15 18 15100 1385
## 1438 150000 0.18 85 3600 969
## 1439 214990 0.32 17 27000 1508
## 1440 173000 0.14 26 15100 1602
## 1441 149900 0.17 19 15800 912
## 1442 155000 0.15 18 15100 1128
## 1443 170000 0.16 18 15100 1514
## 1444 237500 0.37 19 27000 1535
## 1445 297065 0.45 1 108900 2722
## 1446 342202 0.44 1 108900 2711
## 1447 345264 0.88 1 108900 3020
## 1448 325046 0.50 1 108900 2712
## 1449 367000 1.00 19 21400 2556
## 1450 159900 0.17 21 15200 1184
## 1451 145000 0.16 21 15700 912
## 1452 272500 0.32 18 27000 2212
## 1453 163255 0.09 25 15100 1602
## 1454 319000 0.47 1 108900 3285
## 1455 160600 0.15 20 15100 1406
## 1456 246000 0.34 20 27000 1472
## 1457 153000 0.17 57 10200 1072
## 1458 295000 0.48 15 30000 2504
## 1459 159000 0.16 18 15100 1184
## 1460 148400 0.15 20 15700 912
## 1461 311000 0.54 10 30000 2120
## 1462 314000 0.53 1 108900 3344
## 1463 250000 0.40 25 27000 2243
## 1464 149000 0.16 21 15700 908
## 1465 307890 0.55 1 108900 2714
## 1466 223000 0.33 18 27000 1360
## 1467 219000 0.47 27 24600 1719
## 1468 178000 0.48 28 24800 1404
## 1469 295925 0.56 0 108900 2134
## 1470 141160 0.17 20 15800 912
## 1471 229900 0.34 9 30000 1423
## 1472 254900 0.33 10 30000 2044
## 1473 126000 0.85 28 3900 896
## 1474 176500 0.37 55 4600 1380
## 1475 161800 0.34 41 3500 960
## 1476 112200 0.14 44 2400 840
## 1477 154500 0.54 35 5700 1820
## 1478 300000 0.92 19 5000 2144
## 1479 206000 0.10 17 5100 1610
## 1480 257000 0.75 6 1700 1752
## 1481 182000 0.38 36 3300 1729
## 1482 161000 0.59 37 4400 1056
## 1483 176000 0.42 21 12250 1292
## 1484 177160 0.41 35 7200 832
## 1485 355063 0.36 0 13000 2256
## 1486 213000 0.48 20 10000 1274
## 1487 266500 0.52 18 13000 1608
## 1488 285000 0.36 13 13000 1868
## 1489 178900 0.35 21 36500 1554
## 1490 300000 0.56 34 30800 3604
## 1491 211000 0.49 41 28600 1887
## 1492 451000 2.00 52 84000 1326
## 1493 201400 0.49 30 28600 1876
## 1494 195900 0.40 34 30000 1672
## 1495 190000 0.57 35 34900 2064
## 1496 150000 0.21 19 19100 1138
## 1497 206000 1.00 19 36000 1814
## 1498 285000 0.32 28 35000 2380
## 1499 120000 0.20 24 14000 976
## 1500 377500 1.00 21 116300 2886
## 1501 340000 0.55 8 19300 2483
## 1502 240000 0.45 35 32300 1846
## 1503 295000 0.49 17 36900 2592
## 1504 215000 0.63 21 39100 1792
## 1505 275000 0.47 35 27800 2588
## 1506 189000 0.81 53 21600 1210
## 1507 156000 0.09 26 17600 1290
## 1508 410000 0.79 11 86900 2444
## 1509 264500 0.46 34 27400 2376
## 1510 145500 0.09 20 17600 1480
## 1511 116500 0.08 22 17200 1375
## 1512 264500 0.44 40 26600 2676
## 1513 215000 0.30 32 24500 1778
## 1514 263000 0.60 28 28800 2570
## 1515 243000 0.57 9 34900 1272
## 1516 203000 0.29 30 23900 1852
## 1517 335000 0.61 10 34700 2298
## 1518 385000 0.50 7 17500 2259
## 1519 210000 0.59 38 31700 2426
## 1520 154000 0.14 20 18400 1480
## 1521 155000 0.17 20 18700 1244
## 1522 165000 0.17 22 18700 1479
## 1523 300000 0.70 15 40000 2358
## 1524 240000 0.46 33 32700 1453
## 1525 182000 0.35 40 27800 2080
## 1526 194000 6.15 64 73500 1960
## 1527 410000 0.44 3 13200 2600
## 1528 280000 0.85 18 40800 1897
## 1529 235000 0.47 37 27800 1872
## 1530 185000 0.06 27 16400 1260
## 1531 167000 0.21 21 14700 1228
## 1532 206500 0.50 35 34500 1956
## 1533 165000 0.05 19 16000 1480
## 1534 230000 0.35 42 27800 1793
## 1535 235000 0.73 34 35700 2078
## 1536 200500 0.69 26 27900 1666
## 1537 310000 0.46 21 27400 2378
## 1538 169900 0.06 27 16400 1452
## 1539 210500 0.28 22 32000 1792
## 1540 305000 0.92 16 35900 2290
## 1541 508000 0.17 1 116700 3511
## 1542 220000 0.41 39 30500 1922
## 1543 256000 0.50 20 29000 2263
## 1544 196900 0.41 35 30500 1672
## 1545 233000 0.26 30 21900 1902
## 1546 140000 0.06 20 16400 1479
## 1547 162900 0.12 20 18200 1314
## 1548 178000 0.17 18 18700 1302
## 1549 265000 0.67 40 34100 2310
## 1550 454900 0.66 9 75800 2880
## 1551 215000 5.65 53 69400 1948
## 1552 248000 0.67 16 39600 1613
## 1553 395000 0.70 16 35000 2803
## 1554 171500 0.07 20 16800 1479
## 1555 268000 0.48 27 62000 2147
## 1556 166500 0.06 20 16400 1314
## 1557 355000 0.43 7 39000 2330
## 1558 165000 0.93 13 38300 1352
## 1559 300000 0.08 34 37300 2276
## 1560 350000 0.50 18 63500 2162
## 1561 279900 0.49 19 62800 2091
## 1562 265000 0.65 37 33500 2564
## 1563 267000 0.31 33 25100 2050
## 1564 235000 0.76 38 35300 1768
## 1565 299900 0.46 18 60500 2497
## 1566 167000 0.07 26 16800 1290
## 1567 168000 0.40 149 28000 1776
## 1568 150000 0.07 21 16800 1480
## 1569 255000 0.41 21 25400 1910
## 1570 455000 4.20 29 70500 2828
## 1571 351100 0.46 3 16100 2535
## 1572 315000 0.46 36 27400 2576
## 1573 220000 0.40 21 28000 1500
## 1574 159000 0.14 20 18400 1480
## 1575 341000 0.57 16 68800 2250
## 1576 276000 0.47 19 36600 1831
## 1577 309000 0.49 19 62800 2214
## 1578 217021 0.46 31 32700 1846
## 1579 188500 0.05 19 16000 1302
## 1580 320000 0.55 33 50300 2212
## 1581 247000 0.34 40 39000 1783
## 1582 166000 0.10 21 18000 1480
## 1583 236000 0.15 37 38800 1794
## 1584 233900 0.30 32 24500 1918
## 1585 162740 0.07 21 16800 1480
## 1586 225000 0.45 35 32300 1756
## 1587 360000 0.91 17 77200 2499
## 1588 281520 0.56 34 30800 2310
## 1589 365000 0.56 0 37900 2950
## 1590 315000 0.60 20 71000 2702
## 1591 297900 0.30 15 34000 2288
## 1592 270000 0.42 35 30900 1838
## 1593 260000 0.42 27 25800 2310
## 1594 72000 0.33 85 24600 1152
## 1595 229500 0.34 22 22600 1577
## 1596 275000 0.54 19 30200 2175
## 1597 155000 0.29 23 19500 1375
## 1598 225570 0.37 27 23800 1616
## 1599 224000 0.54 38 34700 1954
## 1600 290000 0.61 34 32300 2728
## 1601 262000 0.64 35 33200 2553
## 1602 319900 0.34 3 11900 1963
## 1603 265000 0.45 43 27000 2564
## 1604 255000 0.33 19 35500 1792
## 1605 217300 0.35 40 27800 1663
## 1606 291000 0.49 6 17200 2070
## 1607 319000 0.46 26 48000 2588
## 1608 271500 0.54 35 30200 2276
## 1609 224900 0.48 45 28200 1732
## 1610 260000 0.63 39 32900 2310
## 1611 199900 0.63 38 22100 1742
## 1612 252659 0.41 36 25400 2802
## 1613 312500 0.46 16 36400 1902
## 1614 290000 0.46 22 48000 2030
## 1615 155000 0.57 59 29900 1498
## 1616 355000 0.55 20 67300 2116
## 1617 190000 0.83 37 35700 2108
## 1618 130000 0.06 16 1600 1480
## 1619 264000 0.21 1 32000 2427
## 1620 193980 0.31 12 10400 1348
## 1621 219900 0.25 13 9000 1391
## 1622 469900 1.40 2 74800 3422
## 1623 314230 0.51 1 74800 2686
## 1624 138900 0.15 14 5400 1034
## 1625 160000 0.29 14 9700 1072
## 1626 228000 0.25 12 15200 1512
## 1627 224400 5.00 17 24100 1008
## 1628 132870 0.06 17 1600 1480
## 1629 135600 0.51 34 16600 912
## 1630 150600 0.07 17 1800 1480
## 1631 335000 1.25 16 11900 1558
## 1632 316250 0.04 0 74800 2648
## 1633 181280 0.39 26 9800 2248
## 1634 158000 0.73 85 16400 1461
## 1635 221000 0.23 11 7700 1470
## 1636 230000 0.50 8 4000 1900
## 1637 299000 0.10 8 13000 2054
## 1638 148000 0.07 16 1800 1480
## 1639 267500 0.24 14 8600 1822
## 1640 259000 0.01 12 17900 1620
## 1641 321000 0.10 14 21000 2120
## 1642 409790 0.27 1 74800 3009
## 1643 184000 0.45 35 9000 1791
## 1644 145000 0.07 16 1800 1480
## 1645 310000 1.75 14 20600 1300
## 1646 170000 0.07 16 1800 1480
## 1647 210500 0.02 15 9700 1876
## 1648 199900 0.24 13 8000 1564
## 1649 150000 0.28 70 9800 1248
## 1650 153000 0.11 16 2900 1480
## 1651 334000 0.55 12 19300 2281
## 1652 216900 0.40 38 8000 2395
## 1653 259000 0.05 15 16800 1915
## 1654 240000 0.30 12 10800 1400
## 1655 186030 0.37 38 9300 1104
## 1656 203000 0.43 14 13500 1796
## 1657 255000 0.13 15 13700 1512
## 1658 119000 0.09 95 3200 1646
## 1659 260800 0.50 5 4000 1868
## 1660 169000 0.19 15 6800 1301
## 1661 225000 0.95 15 11200 1652
## 1662 124000 0.35 33 8500 1056
## 1663 245000 0.51 22 15100 2312
## 1664 250000 0.48 15 19200 2072
## 1665 172000 0.46 20 7800 1200
## 1666 153500 0.48 33 12000 1764
## 1667 165000 0.02 17 20100 960
## 1668 159000 0.17 22 15800 988
## 1669 171500 0.17 19 15200 1514
## 1670 240000 0.51 13 26900 1320
## 1671 409550 0.69 1 83500 2719
## 1672 302000 0.61 11 41700 1796
## 1673 285000 0.38 4 53900 1709
## 1674 385900 0.40 1 233000 3008
## 1675 140595 0.42 71 18600 1350
## 1676 213000 0.47 20 20000 1200
## 1677 335000 0.47 3 53900 1857
## 1678 290000 0.66 15 31200 2305
## 1679 265000 0.49 1 15000 2184
## 1680 334000 0.32 116 16400 1668
## 1681 382406 0.44 1 108900 2712
## 1682 149300 0.16 20 15700 912
## 1683 212000 0.34 21 27000 1508
## 1684 195000 0.46 28 24500 1232
## 1685 245000 0.36 106 35900 1836
## 1686 422680 0.16 176 46200 4486
## 1687 240000 4.21 38 70400 2204
## 1688 156000 0.16 19 15100 1184
## 1689 265000 0.49 1 15000 2184
## 1690 334000 0.32 116 16400 1668
## 1691 382406 0.44 1 108900 2712
## 1692 149300 0.16 20 15700 912
## 1693 212000 0.34 21 27000 1508
## 1694 195000 0.46 28 24500 1232
## 1695 171600 0.32 15 4650 960
## 1696 245000 0.36 106 35900 1836
## 1697 282000 0.87 12 56300 1836
## 1698 260000 0.34 42 27100 1803
## 1699 254500 0.17 9 20400 1463
## 1700 179900 0.07 27 16800 1290
## 1701 255000 0.53 38 29900 2310
## 1702 265000 0.43 40 26200 1664
## 1703 174000 0.06 21 16400 1479
## 1704 322000 0.26 7 9100 2483
## 1705 337000 0.46 4 60500 2480
## 1706 221450 0.36 121 33000 2699
## 1707 247000 0.30 28 34000 1676
## 1708 180000 0.54 38 30200 2816
## 1709 229900 0.37 26 23800 1966
## 1710 230000 0.54 39 34700 2112
## 1711 388000 0.77 9 74400 2762
## 1712 350000 0.66 23 72200 2184
## 1713 169700 0.07 22 16800 1480
## 1714 190000 0.53 39 34700 1624
## 1715 317500 0.54 19 30200 1650
## 1716 70000 1.34 34 36700 1313
## 1717 300000 0.65 19 33500 2600
## 1718 145400 0.13 22 18300 945
## 1719 183500 0.28 57 23200 1121
## 1720 275900 0.81 0 7300 2288
## 1721 436023 0.41 5 43400 2718
## 1722 319900 0.58 42 31400 2464
## 1723 249000 0.43 41 45800 2426
## 1724 289000 0.38 32 24200 2310
## 1725 285000 0.94 37 36200 2564
## 1726 194900 0.39 9 20400 1099
## 1727 125000 0.24 48 16800 1225
## 1728 111300 0.59 86 26000 1959
## universitarios dormitorios chimenea banyos habitaciones calefaccion
## 1 35 2 1 1.0 5 electric
## 2 51 3 0 2.5 6 hot water/steam
## 3 51 4 1 1.0 8 hot water/steam
## 4 51 3 1 1.5 5 hot air
## 5 51 2 0 1.0 3 hot air
## 6 22 4 1 1.0 8 hot air
## 7 51 4 1 1.5 8 hot water/steam
## 8 35 4 1 1.5 9 hot air
## 9 51 3 0 1.5 8 electric
## 10 44 3 0 1.5 6 hot air
## 11 51 7 0 1.0 12 hot air
## 12 51 3 0 2.0 6 hot air
## 13 41 2 0 1.0 4 electric
## 14 57 3 0 2.0 5 hot water/steam
## 15 41 3 0 1.5 8 hot air
## 16 57 3 0 1.0 4 hot water/steam
## 17 41 3 0 1.5 7 hot air
## 18 71 4 1 2.5 12 hot air
## 19 35 2 0 1.0 6 hot water/steam
## 20 35 3 0 1.0 6 hot air
## 21 35 3 0 1.0 7 electric
## 22 39 3 0 1.5 4 electric
## 23 39 3 0 2.5 7 hot air
## 24 39 3 0 2.0 6 hot air
## 25 39 3 0 1.5 4 electric
## 26 39 4 0 3.0 10 hot air
## 27 39 3 0 1.0 6 hot water/steam
## 28 39 4 0 1.5 5 hot air
## 29 39 4 1 2.0 10 hot air
## 30 71 3 1 1.5 7 hot air
## 31 71 2 2 1.0 4 hot water/steam
## 32 52 3 1 2.5 7 hot air
## 33 64 3 1 2.0 8 hot air
## 34 52 3 0 2.5 5 hot air
## 35 52 4 1 2.5 6 hot air
## 36 71 4 1 3.0 8 hot air
## 37 52 4 1 2.5 7 hot air
## 38 52 4 1 2.5 9 hot air
## 39 71 4 2 3.0 6 hot water/steam
## 40 71 4 1 2.5 7 hot air
## 41 71 3 1 1.5 6 hot air
## 42 71 4 0 2.5 8 hot air
## 43 71 3 1 1.5 5 hot air
## 44 64 3 0 2.5 6 hot air
## 45 71 4 1 2.5 10 hot air
## 46 71 4 1 2.5 9 hot air
## 47 52 2 0 1.0 3 hot air
## 48 71 3 0 2.5 7 hot water/steam
## 49 71 4 0 2.0 8 hot air
## 50 71 2 1 2.0 3 hot air
## 51 52 3 0 2.5 6 hot air
## 52 52 2 1 2.5 5 hot air
## 53 52 3 1 2.0 6 hot air
## 54 52 3 0 2.0 5 hot air
## 55 52 3 1 1.5 5 hot water/steam
## 56 52 3 0 1.0 5 hot water/steam
## 57 52 2 1 2.5 5 hot air
## 58 52 3 1 1.5 7 hot water/steam
## 59 52 3 0 2.5 6 hot air
## 60 52 3 1 2.0 5 electric
## 61 52 2 1 2.0 3 hot air
## 62 52 3 1 1.5 8 hot air
## 63 52 3 0 1.0 7 hot air
## 64 52 4 1 1.5 5 hot air
## 65 52 2 0 1.0 7 electric
## 66 52 4 0 2.5 9 hot air
## 67 52 3 1 1.0 5 hot air
## 68 52 4 1 2.5 11 hot air
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## 1245 62 3 1 2.5 5 hot air
## 1246 62 4 1 2.5 11 hot air
## 1247 62 2 0 1.5 7 hot air
## 1248 62 2 1 2.5 7 hot air
## 1249 35 3 0 1.0 11 hot air
## 1250 35 3 0 1.5 4 hot air
## 1251 35 3 0 1.0 5 hot water/steam
## 1252 35 3 2 2.0 6 hot air
## 1253 35 3 0 1.5 5 electric
## 1254 62 3 0 2.5 10 hot air
## 1255 62 2 0 1.0 5 hot air
## 1256 62 5 1 2.5 10 hot air
## 1257 62 5 0 2.0 10 hot water/steam
## 1258 62 3 0 1.0 8 hot air
## 1259 62 2 1 2.5 4 hot air
## 1260 62 3 0 1.0 4 hot air
## 1261 62 4 1 2.5 8 hot air
## 1262 62 3 0 1.5 7 hot water/steam
## 1263 62 4 1 2.5 8 electric
## 1264 62 3 1 2.5 6 hot air
## 1265 62 3 1 2.5 8 hot air
## 1266 62 3 0 1.0 6 hot air
## 1267 62 4 1 2.5 10 hot air
## 1268 62 3 1 1.5 7 hot air
## 1269 62 3 1 2.5 7 hot air
## 1270 62 2 1 1.5 5 hot water/steam
## 1271 62 2 0 1.0 5 hot water/steam
## 1272 62 3 1 1.5 10 hot water/steam
## 1273 62 3 0 1.0 5 hot air
## 1274 62 3 1 2.5 8 hot air
## 1275 62 2 1 3.0 8 hot air
## 1276 62 3 1 2.5 7 hot air
## 1277 62 3 0 2.5 9 electric
## 1278 62 2 0 2.0 4 hot air
## 1279 62 4 0 2.0 8 hot water/steam
## 1280 62 3 0 1.5 8 hot air
## 1281 62 3 0 2.5 4 hot air
## 1282 62 4 0 1.5 8 hot air
## 1283 62 2 0 1.0 4 hot air
## 1284 52 4 1 2.5 8 hot air
## 1285 40 3 0 2.0 5 hot air
## 1286 52 2 0 2.0 4 hot water/steam
## 1287 52 2 1 1.0 4 hot water/steam
## 1288 52 3 1 2.0 6 hot water/steam
## 1289 36 3 0 1.0 7 hot air
## 1290 36 2 0 1.0 3 hot air
## 1291 36 2 0 1.0 5 hot air
## 1292 36 3 0 1.0 5 electric
## 1293 36 2 1 2.0 6 hot air
## 1294 36 3 0 1.0 6 electric
## 1295 36 3 0 1.5 5 hot water/steam
## 1296 36 3 1 2.0 6 hot air
## 1297 36 3 0 1.0 5 hot air
## 1298 36 3 0 1.0 6 hot air
## 1299 36 3 0 3.5 8 hot air
## 1300 62 4 1 2.5 7 hot air
## 1301 62 3 0 2.5 9 hot air
## 1302 36 4 1 1.0 6 hot water/steam
## 1303 36 4 0 2.0 6 hot air
## 1304 62 2 1 1.5 4 electric
## 1305 62 3 0 1.0 5 hot air
## 1306 62 4 0 2.5 10 hot air
## 1307 62 3 0 1.5 7 hot air
## 1308 27 3 0 2.0 6 electric
## 1309 27 4 1 2.5 10 electric
## 1310 27 4 0 2.5 8 hot air
## 1311 21 3 1 3.0 7 electric
## 1312 64 3 0 1.0 6 hot air
## 1313 64 4 1 2.5 10 hot air
## 1314 64 2 1 1.5 4 hot air
## 1315 64 3 1 2.0 5 hot air
## 1316 64 3 1 1.5 4 electric
## 1317 64 3 0 1.5 8 hot air
## 1318 64 4 1 2.5 11 hot air
## 1319 64 3 1 2.5 8 hot air
## 1320 64 4 1 2.5 12 hot water/steam
## 1321 64 2 1 2.5 6 hot air
## 1322 64 4 1 3.0 12 hot air
## 1323 64 3 1 2.5 8 hot air
## 1324 64 2 1 1.0 3 hot water/steam
## 1325 64 2 1 1.5 6 hot air
## 1326 64 5 1 3.5 12 hot air
## 1327 64 2 0 2.5 3 electric
## 1328 64 4 1 2.5 10 hot air
## 1329 64 2 1 1.5 7 hot air
## 1330 64 4 1 2.5 9 hot air
## 1331 64 4 1 2.0 11 hot air
## 1332 64 3 0 1.0 4 hot water/steam
## 1333 64 2 1 1.5 6 hot air
## 1334 64 2 1 1.5 3 electric
## 1335 64 3 1 2.0 7 hot air
## 1336 64 4 1 2.5 7 hot air
## 1337 64 3 0 2.5 4 hot air
## 1338 64 4 1 2.5 8 hot air
## 1339 64 4 1 2.5 12 hot air
## 1340 64 4 1 2.5 10 hot air
## 1341 64 4 1 2.5 11 hot air
## 1342 64 5 1 2.5 11 hot air
## 1343 64 3 1 1.5 8 hot air
## 1344 64 3 1 2.5 5 hot air
## 1345 64 4 1 1.5 8 hot air
## 1346 64 3 1 1.5 4 hot water/steam
## 1347 64 2 1 1.5 4 hot air
## 1348 64 4 1 2.5 10 hot air
## 1349 64 2 0 2.5 3 electric
## 1350 64 3 1 2.0 4 hot air
## 1351 40 3 0 2.0 4 electric
## 1352 40 4 1 3.0 8 hot air
## 1353 40 4 1 2.5 11 hot air
## 1354 40 3 1 2.5 10 hot air
## 1355 40 3 0 1.0 4 hot air
## 1356 40 4 1 3.0 7 hot air
## 1357 40 3 1 1.5 4 hot air
## 1358 40 2 0 1.0 4 hot water/steam
## 1359 40 4 1 2.5 10 hot air
## 1360 40 2 0 2.0 5 electric
## 1361 64 4 0 2.5 7 hot air
## 1362 40 3 1 1.5 4 electric
## 1363 40 4 1 3.0 9 hot air
## 1364 40 3 0 1.5 8 electric
## 1365 40 3 0 2.0 8 electric
## 1366 40 2 1 2.0 4 hot air
## 1367 40 2 1 2.0 6 hot air
## 1368 40 2 0 1.5 3 electric
## 1369 40 2 0 1.0 5 electric
## 1370 64 3 1 2.0 6 hot water/steam
## 1371 40 2 1 1.5 3 electric
## 1372 40 3 1 1.5 6 electric
## 1373 40 3 0 2.5 6 electric
## 1374 40 3 1 1.0 5 electric
## 1375 64 4 1 2.5 6 hot water/steam
## 1376 64 3 1 1.0 5 hot air
## 1377 64 3 1 2.5 7 hot air
## 1378 40 2 0 1.5 7 electric
## 1379 40 2 0 1.0 7 electric
## 1380 40 4 1 3.0 9 hot air
## 1381 64 4 1 2.5 10 hot water/steam
## 1382 64 2 0 1.0 6 electric
## 1383 40 4 1 2.5 10 hot air
## 1384 40 3 1 1.0 5 hot air
## 1385 40 2 0 1.0 3 electric
## 1386 64 4 1 2.5 10 hot water/steam
## 1387 40 2 0 1.0 4 electric
## 1388 40 3 0 1.5 6 hot air
## 1389 64 4 1 2.0 7 hot air
## 1390 40 3 1 1.5 9 hot air
## 1391 40 4 1 3.0 8 hot air
## 1392 40 3 1 1.5 5 hot air
## 1393 40 3 0 1.5 7 electric
## 1394 40 4 1 2.5 8 hot air
## 1395 40 2 1 1.0 4 electric
## 1396 40 4 3 2.5 8 hot air
## 1397 40 3 1 1.5 6 electric
## 1398 64 3 0 1.0 8 hot air
## 1399 64 3 1 1.5 8 hot air
## 1400 64 3 0 2.5 8 hot air
## 1401 64 2 1 2.0 6 hot air
## 1402 40 4 1 3.0 10 hot air
## 1403 40 2 0 1.5 3 electric
## 1404 36 3 0 1.5 6 hot air
## 1405 36 3 0 1.0 4 hot air
## 1406 36 3 0 1.0 7 electric
## 1407 36 3 1 2.0 7 hot air
## 1408 36 3 0 1.5 4 electric
## 1409 36 4 0 1.5 9 hot water/steam
## 1410 36 2 0 1.0 6 hot air
## 1411 36 3 1 2.5 5 hot air
## 1412 36 4 1 2.5 8 hot air
## 1413 36 2 0 1.0 3 hot air
## 1414 64 3 0 1.5 9 electric
## 1415 64 3 0 1.5 8 electric
## 1416 64 3 0 2.0 8 hot air
## 1417 28 4 1 2.5 11 electric
## 1418 64 4 0 2.5 8 hot water/steam
## 1419 64 3 1 2.5 10 hot water/steam
## 1420 64 4 1 3.0 10 hot air
## 1421 40 2 1 1.5 4 electric
## 1422 40 3 1 2.5 10 hot air
## 1423 40 2 0 1.5 4 electric
## 1424 40 4 1 2.5 10 hot air
## 1425 40 3 1 2.5 9 hot air
## 1426 40 4 0 2.5 11 hot air
## 1427 40 3 1 2.5 6 hot air
## 1428 40 3 1 3.0 6 electric
## 1429 40 3 0 1.0 8 electric
## 1430 40 3 1 2.0 9 hot air
## 1431 40 3 1 2.0 4 hot water/steam
## 1432 40 4 1 3.0 10 hot air
## 1433 40 4 1 3.0 9 hot air
## 1434 40 3 1 1.5 8 hot water/steam
## 1435 40 3 1 1.5 7 electric
## 1436 40 3 1 1.5 6 electric
## 1437 40 2 1 1.5 3 hot air
## 1438 64 2 0 1.0 4 hot air
## 1439 40 3 1 1.5 6 hot water/steam
## 1440 40 2 1 1.5 7 hot air
## 1441 40 2 1 1.5 4 electric
## 1442 40 2 0 1.5 3 electric
## 1443 40 3 1 1.5 5 electric
## 1444 40 3 0 2.0 5 hot water/steam
## 1445 40 4 0 3.0 9 hot air
## 1446 40 4 1 2.5 9 hot air
## 1447 40 4 1 3.0 11 hot air
## 1448 40 4 0 2.5 10 hot air
## 1449 64 4 1 2.5 8 electric
## 1450 40 3 0 2.0 4 electric
## 1451 40 2 1 1.5 3 hot air
## 1452 40 4 1 2.5 10 hot air
## 1453 40 2 1 1.5 3 hot air
## 1454 40 4 1 3.0 12 hot air
## 1455 40 2 0 1.5 3 electric
## 1456 40 3 1 2.0 6 hot air
## 1457 40 2 0 1.0 6 hot air
## 1458 64 5 1 2.5 10 hot air
## 1459 40 2 0 1.5 3 electric
## 1460 40 2 1 1.5 5 electric
## 1461 40 3 0 2.5 7 hot air
## 1462 40 4 1 3.5 11 hot air
## 1463 40 3 1 2.5 6 hot air
## 1464 40 2 0 1.0 3 electric
## 1465 40 4 0 3.0 12 hot air
## 1466 40 3 1 1.5 8 electric
## 1467 64 3 1 1.5 5 electric
## 1468 64 3 1 1.5 6 electric
## 1469 40 4 1 2.5 9 hot air
## 1470 40 2 0 1.5 6 electric
## 1471 40 3 1 1.5 8 electric
## 1472 40 3 0 2.0 5 hot air
## 1473 36 2 0 1.0 4 hot air
## 1474 36 3 1 1.5 6 hot water/steam
## 1475 36 3 0 1.0 7 hot air
## 1476 36 2 0 1.0 4 hot air
## 1477 36 4 0 1.5 8 hot water/steam
## 1478 36 3 1 2.5 8 hot air
## 1479 36 3 0 2.0 8 hot air
## 1480 36 3 0 2.5 7 hot air
## 1481 36 4 1 1.5 8 hot water/steam
## 1482 36 3 0 1.0 6 hot air
## 1483 64 3 0 1.5 6 electric
## 1484 64 3 0 1.0 8 hot air
## 1485 64 4 1 2.5 8 hot air
## 1486 64 3 1 2.0 4 electric
## 1487 64 3 0 2.5 4 electric
## 1488 64 3 1 2.5 9 hot water/steam
## 1489 64 3 0 1.0 4 electric
## 1490 64 6 1 3.5 12 hot water/steam
## 1491 64 4 1 2.5 8 hot water/steam
## 1492 64 3 0 1.0 7 hot air
## 1493 64 3 1 2.5 6 hot water/steam
## 1494 64 3 1 0.0 5 hot air
## 1495 64 4 1 2.5 6 hot air
## 1496 64 2 1 1.0 4 electric
## 1497 64 3 1 1.5 7 hot air
## 1498 64 4 1 1.5 10 electric
## 1499 64 2 0 2.0 3 electric
## 1500 64 4 2 2.5 9 hot air
## 1501 64 4 1 2.5 10 hot air
## 1502 64 3 1 1.5 6 hot air
## 1503 64 4 1 2.5 12 hot air
## 1504 64 3 0 1.5 9 electric
## 1505 64 4 1 2.5 10 hot water/steam
## 1506 64 3 0 1.0 7 hot water/steam
## 1507 64 2 1 1.5 3 hot air
## 1508 75 4 1 3.0 11 hot air
## 1509 64 4 2 2.5 9 hot water/steam
## 1510 64 3 0 1.5 4 hot air
## 1511 64 2 0 1.5 4 hot air
## 1512 64 4 1 2.5 11 hot water/steam
## 1513 64 3 1 1.5 6 hot air
## 1514 64 5 1 2.5 12 hot water/steam
## 1515 64 2 0 1.5 6 hot air
## 1516 64 3 1 1.5 6 hot air
## 1517 64 4 1 2.5 9 hot air
## 1518 64 4 1 2.5 9 hot air
## 1519 64 4 1 2.5 7 hot water/steam
## 1520 64 3 1 1.5 5 hot water/steam
## 1521 64 2 0 2.0 6 hot air
## 1522 64 3 0 1.5 4 hot air
## 1523 64 4 0 2.5 7 hot air
## 1524 64 4 1 2.0 9 hot air
## 1525 64 4 1 1.5 10 hot air
## 1526 64 3 1 1.5 9 hot water/steam
## 1527 64 4 1 2.5 10 hot air
## 1528 64 4 1 2.5 7 hot air
## 1529 64 4 1 2.5 9 hot water/steam
## 1530 64 2 1 1.5 6 hot air
## 1531 64 3 1 1.5 5 hot air
## 1532 64 4 0 2.0 7 hot air
## 1533 64 3 0 2.5 6 hot air
## 1534 64 4 1 1.5 9 hot air
## 1535 64 4 1 1.5 6 hot air
## 1536 64 3 1 1.5 4 hot air
## 1537 64 3 1 2.5 9 hot water/steam
## 1538 64 3 1 1.5 5 hot air
## 1539 64 3 1 1.5 5 electric
## 1540 75 4 1 2.0 7 hot water/steam
## 1541 64 4 1 2.5 12 hot air
## 1542 64 4 0 1.5 9 hot air
## 1543 64 4 1 2.5 11 hot water/steam
## 1544 64 4 0 1.5 6 hot air
## 1545 64 3 1 1.5 5 hot air
## 1546 64 2 1 1.5 7 hot air
## 1547 64 2 1 1.5 5 electric
## 1548 64 2 0 1.5 4 electric
## 1549 64 5 1 2.5 10 hot water/steam
## 1550 64 4 1 2.5 11 hot air
## 1551 64 2 1 1.5 5 hot air
## 1552 64 3 1 1.5 8 hot air
## 1553 64 4 1 3.0 10 hot water/steam
## 1554 64 3 1 1.5 4 electric
## 1555 64 4 1 2.5 10 hot air
## 1556 64 2 1 1.5 4 electric
## 1557 64 4 1 2.5 7 hot air
## 1558 64 3 0 1.0 8 hot air
## 1559 64 5 1 2.5 10 hot water/steam
## 1560 64 4 1 2.5 9 hot air
## 1561 64 4 1 2.5 8 hot air
## 1562 64 4 1 2.5 8 hot water/steam
## 1563 64 4 0 1.5 9 hot air
## 1564 64 3 0 2.0 5 hot water/steam
## 1565 64 3 1 2.5 9 hot air
## 1566 64 2 1 1.5 7 hot air
## 1567 64 3 0 2.0 8 hot air
## 1568 64 3 0 1.5 6 electric
## 1569 64 4 0 2.5 6 hot air
## 1570 64 3 1 2.5 10 electric
## 1571 64 4 1 2.5 10 hot air
## 1572 64 4 1 2.5 12 hot water/steam
## 1573 64 3 0 1.5 7 hot air
## 1574 64 3 0 1.5 8 electric
## 1575 64 3 1 2.5 8 hot air
## 1576 64 3 1 2.0 5 hot air
## 1577 64 4 1 2.5 10 hot air
## 1578 64 3 0 1.5 7 hot water/steam
## 1579 64 2 0 1.5 6 hot air
## 1580 64 4 1 2.5 9 hot air
## 1581 64 4 1 2.5 10 hot air
## 1582 64 2 1 1.5 7 electric
## 1583 64 3 0 2.0 6 hot water/steam
## 1584 64 4 1 1.5 6 hot air
## 1585 64 3 1 1.5 8 hot air
## 1586 64 4 1 1.5 7 hot air
## 1587 64 4 1 3.0 7 hot water/steam
## 1588 64 5 1 3.0 8 hot water/steam
## 1589 64 4 1 2.5 12 hot air
## 1590 64 4 3 2.5 10 hot air
## 1591 64 3 1 2.5 8 hot air
## 1592 64 4 0 1.5 7 hot air
## 1593 64 4 1 2.5 10 hot water/steam
## 1594 52 3 0 1.0 6 electric
## 1595 64 3 0 2.0 8 hot air
## 1596 64 4 1 2.5 10 hot water/steam
## 1597 64 2 0 1.5 4 hot air
## 1598 64 3 1 3.0 8 hot water/steam
## 1599 64 4 1 2.0 10 hot air
## 1600 64 4 1 2.5 10 hot water/steam
## 1601 64 4 1 2.5 9 hot water/steam
## 1602 64 4 1 2.5 8 hot air
## 1603 64 4 1 2.5 11 hot water/steam
## 1604 64 3 1 1.5 7 electric
## 1605 64 3 1 1.0 8 hot water/steam
## 1606 64 4 1 2.5 6 hot air
## 1607 64 4 1 2.5 12 hot air
## 1608 64 5 1 2.5 9 hot water/steam
## 1609 64 4 0 2.0 7 hot air
## 1610 64 5 1 2.5 9 hot water/steam
## 1611 52 4 1 1.0 10 hot water/steam
## 1612 64 4 1 2.5 8 hot water/steam
## 1613 64 4 1 2.5 6 hot air
## 1614 64 4 1 2.5 10 hot air
## 1615 75 2 1 1.0 7 hot air
## 1616 64 3 1 2.5 10 hot air
## 1617 64 4 1 2.5 10 hot water/steam
## 1618 40 2 1 2.5 4 hot air
## 1619 40 3 0 2.5 9 hot air
## 1620 40 2 0 2.0 5 hot air
## 1621 40 3 0 2.0 8 hot air
## 1622 62 4 1 4.0 12 hot air
## 1623 62 4 1 3.0 10 hot air
## 1624 40 2 0 1.5 3 hot water/steam
## 1625 40 2 0 1.0 7 hot air
## 1626 40 3 0 2.0 8 hot air
## 1627 40 2 0 1.0 5 electric
## 1628 40 3 1 1.5 5 hot water/steam
## 1629 40 3 0 1.0 4 hot air
## 1630 40 3 1 1.5 7 hot water/steam
## 1631 62 3 1 2.0 7 electric
## 1632 62 4 1 2.5 11 hot air
## 1633 40 4 0 1.0 10 hot air
## 1634 40 3 0 1.0 6 hot air
## 1635 40 3 1 2.5 8 hot air
## 1636 40 3 0 1.5 6 hot air
## 1637 62 4 0 2.5 6 hot air
## 1638 40 2 1 2.5 4 hot air
## 1639 40 3 0 2.0 9 hot air
## 1640 62 3 1 2.5 5 hot air
## 1641 62 4 0 2.5 8 hot air
## 1642 62 5 1 3.5 12 hot air
## 1643 40 4 0 1.0 10 hot air
## 1644 40 2 1 2.5 3 hot air
## 1645 40 3 0 2.0 4 electric
## 1646 40 3 1 1.5 5 hot air
## 1647 40 3 0 2.0 6 hot air
## 1648 40 3 0 2.0 5 hot air
## 1649 40 3 0 1.5 4 hot water/steam
## 1650 40 2 0 2.5 4 hot air
## 1651 62 4 1 2.5 7 hot air
## 1652 40 3 1 1.5 6 hot air
## 1653 40 4 1 2.5 10 hot air
## 1654 40 3 2 1.5 4 hot air
## 1655 40 4 0 1.0 9 hot air
## 1656 40 3 1 2.5 8 hot air
## 1657 40 3 0 1.5 6 hot air
## 1658 40 3 0 1.0 5 hot water/steam
## 1659 40 3 1 2.5 7 hot air
## 1660 40 3 0 1.5 4 hot air
## 1661 62 3 0 2.0 7 electric
## 1662 62 3 0 1.0 7 hot water/steam
## 1663 62 3 0 1.5 10 hot air
## 1664 62 3 0 2.5 5 hot air
## 1665 62 2 0 1.0 6 electric
## 1666 62 3 1 1.5 7 hot air
## 1667 62 3 0 1.0 4 hot air
## 1668 51 2 0 2.0 4 hot air
## 1669 51 3 0 1.5 7 electric
## 1670 61 3 0 2.0 7 hot air
## 1671 61 3 1 2.0 9 hot air
## 1672 61 3 1 2.5 6 hot air
## 1673 61 3 1 2.5 5 hot air
## 1674 61 4 1 2.5 11 hot air
## 1675 61 3 0 1.0 5 hot air
## 1676 61 3 0 1.5 7 electric
## 1677 61 3 1 2.5 6 hot air
## 1678 51 4 1 2.5 11 hot air
## 1679 51 3 1 2.5 10 hot air
## 1680 51 3 0 2.0 7 hot air
## 1681 51 4 1 2.5 12 hot air
## 1682 51 2 0 1.5 3 electric
## 1683 51 3 0 1.5 4 electric
## 1684 61 3 1 1.0 6 electric
## 1685 51 4 1 1.5 6 hot air
## 1686 51 6 1 4.0 12 hot water/steam
## 1687 51 3 2 2.0 8 hot water/steam
## 1688 51 3 0 2.0 7 hot air
## 1689 51 3 1 2.5 8 hot air
## 1690 51 3 0 2.0 5 hot air
## 1691 51 4 1 2.5 11 hot air
## 1692 51 2 0 1.5 5 electric
## 1693 51 3 0 1.5 4 electric
## 1694 61 3 1 1.0 4 electric
## 1695 61 3 0 1.0 4 electric
## 1696 51 4 1 1.5 8 hot air
## 1697 61 4 1 1.5 6 hot air
## 1698 61 4 0 1.5 6 hot water/steam
## 1699 61 3 1 2.0 8 hot air
## 1700 61 2 1 1.5 7 hot air
## 1701 61 5 1 2.5 10 hot water/steam
## 1702 61 3 1 2.0 4 hot water/steam
## 1703 61 3 0 1.5 8 hot air
## 1704 61 4 1 2.5 8 hot air
## 1705 61 4 1 2.5 10 hot air
## 1706 61 6 1 1.0 12 hot air
## 1707 61 3 1 2.5 8 hot air
## 1708 61 5 1 2.5 10 hot water/steam
## 1709 61 3 0 1.5 7 hot water/steam
## 1710 61 4 1 1.5 9 hot air
## 1711 61 4 1 2.5 12 hot air
## 1712 61 3 1 2.5 9 hot air
## 1713 61 3 0 1.5 7 electric
## 1714 61 3 0 1.0 4 hot air
## 1715 61 3 1 2.0 4 hot air
## 1716 61 2 0 1.5 3 electric
## 1717 61 4 1 2.5 11 hot water/steam
## 1718 61 2 0 1.0 5 hot air
## 1719 61 3 0 1.5 4 hot air
## 1720 61 3 1 2.5 8 hot air
## 1721 61 4 1 2.5 12 hot air
## 1722 61 4 1 2.5 8 hot water/steam
## 1723 61 4 2 2.0 7 hot water/steam
## 1724 61 5 1 2.5 11 hot water/steam
## 1725 61 4 1 2.5 11 hot water/steam
## 1726 51 2 0 1.0 3 hot air
## 1727 51 3 1 1.0 7 hot air
## 1728 51 3 0 1.0 6 hot air
## consumo_calefacion desague vistas_lago nueva_construccion
## 1 electric septic No No
## 2 gas septic No No
## 3 gas public/commercial No No
## 4 gas septic No No
## 5 gas public/commercial No Yes
## 6 gas septic No No
## 7 oil septic No No
## 8 oil septic No No
## 9 electric septic No No
## 10 gas none No No
## 11 oil septic No No
## 12 gas septic No No
## 13 electric septic No No
## 14 gas public/commercial No No
## 15 oil septic No No
## 16 gas public/commercial No No
## 17 oil septic No No
## 18 gas none No No
## 19 oil septic No No
## 20 oil septic No No
## 21 electric septic No No
## 22 electric public/commercial No No
## 23 gas septic No Yes
## 24 oil septic No No
## 25 electric public/commercial No No
## 26 oil septic No No
## 27 oil septic No No
## 28 oil septic No No
## 29 oil public/commercial Yes No
## 30 oil septic No No
## 31 oil septic No No
## 32 gas septic No No
## 33 gas public/commercial No No
## 34 oil septic No No
## 35 gas septic No No
## 36 gas septic No No
## 37 gas none No No
## 38 gas septic No No
## 39 gas septic No No
## 40 gas none No No
## 41 gas septic No No
## 42 gas septic No No
## 43 oil septic No No
## 44 gas public/commercial No No
## 45 gas septic No No
## 46 gas none No No
## 47 oil septic No No
## 48 gas septic No No
## 49 oil septic Yes No
## 50 gas septic No No
## 51 gas public/commercial No No
## 52 gas public/commercial No No
## 53 gas septic No No
## 54 gas septic No No
## 55 gas public/commercial No No
## 56 gas public/commercial No No
## 57 gas public/commercial No No
## 58 gas public/commercial No No
## 59 gas public/commercial No No
## 60 electric septic No No
## 61 gas public/commercial No No
## 62 gas public/commercial No No
## 63 gas public/commercial No No
## 64 gas public/commercial No No
## 65 electric septic No No
## 66 gas public/commercial No Yes
## 67 oil septic No No
## 68 gas public/commercial No No
## 69 electric septic No No
## 70 gas public/commercial No Yes
## 71 gas public/commercial No Yes
## 72 gas public/commercial No No
## 73 gas public/commercial No Yes
## 74 gas public/commercial No No
## 75 oil septic No No
## 76 gas public/commercial No Yes
## 77 gas public/commercial No No
## 78 oil septic No No
## 79 gas public/commercial No Yes
## 80 oil septic No No
## 81 electric public/commercial No No
## 82 gas public/commercial No No
## 83 gas public/commercial No No
## 84 gas public/commercial No No
## 85 gas septic No No
## 86 electric septic No No
## 87 gas septic No No
## 88 electric septic No No
## 89 oil septic No No
## 90 electric septic No No
## 91 electric none No No
## 92 electric septic No No
## 93 gas septic No No
## 94 gas septic No No
## 95 gas septic No No
## 96 gas septic No No
## 97 gas septic No No
## 98 gas septic No No
## 99 electric septic No No
## 100 gas public/commercial No No
## 101 gas septic No No
## 102 gas septic No No
## 103 oil septic No No
## 104 gas septic No No
## 105 gas septic No No
## 106 oil septic No No
## 107 gas septic No No
## 108 gas septic No Yes
## 109 oil septic No No
## 110 gas public/commercial No No
## 111 electric septic No No
## 112 gas septic No No
## 113 gas septic No No
## 114 gas public/commercial No No
## 115 gas septic No No
## 116 gas septic No Yes
## 117 oil septic No No
## 118 gas septic No No
## 119 gas septic No No
## 120 gas septic No No
## 121 gas septic No No
## 122 gas septic No No
## 123 gas septic No No
## 124 gas public/commercial No No
## 125 gas septic No Yes
## 126 gas septic No No
## 127 gas septic No No
## 128 gas septic No No
## 129 gas septic No No
## 130 gas public/commercial No Yes
## 131 gas public/commercial No No
## 132 oil septic No No
## 133 oil septic No No
## 134 gas none No No
## 135 gas public/commercial No Yes
## 136 oil septic No No
## 137 oil septic No No
## 138 oil septic No No
## 139 gas septic No No
## 140 oil septic No No
## 141 oil septic No No
## 142 gas public/commercial No No
## 143 gas public/commercial No Yes
## 144 electric public/commercial No No
## 145 gas public/commercial No Yes
## 146 electric public/commercial No No
## 147 oil septic No No
## 148 electric public/commercial No No
## 149 electric public/commercial No No
## 150 electric public/commercial No No
## 151 gas public/commercial No No
## 152 electric public/commercial No No
## 153 gas public/commercial No No
## 154 gas public/commercial No No
## 155 gas public/commercial No Yes
## 156 gas public/commercial No No
## 157 gas public/commercial No No
## 158 gas septic No No
## 159 gas public/commercial No No
## 160 gas public/commercial No Yes
## 161 oil septic No No
## 162 gas public/commercial No No
## 163 gas public/commercial No No
## 164 gas public/commercial No No
## 165 oil septic No No
## 166 gas public/commercial No No
## 167 gas public/commercial No No
## 168 electric public/commercial No No
## 169 gas public/commercial No No
## 170 gas public/commercial No Yes
## 171 gas public/commercial No Yes
## 172 gas public/commercial No Yes
## 173 gas public/commercial No No
## 174 gas public/commercial No No
## 175 gas public/commercial No No
## 176 gas public/commercial No Yes
## 177 gas public/commercial No No
## 178 gas septic No Yes
## 179 gas public/commercial No No
## 180 electric public/commercial No No
## 181 oil septic No No
## 182 gas public/commercial No No
## 183 gas public/commercial No No
## 184 gas septic No No
## 185 oil septic No No
## 186 gas public/commercial No No
## 187 gas public/commercial No Yes
## 188 gas septic No No
## 189 gas public/commercial No No
## 190 gas public/commercial No No
## 191 oil septic No No
## 192 gas public/commercial No No
## 193 oil septic No No
## 194 gas public/commercial No No
## 195 gas public/commercial No No
## 196 electric public/commercial No No
## 197 electric septic No No
## 198 oil septic No No
## 199 gas public/commercial No No
## 200 gas public/commercial No No
## 201 gas public/commercial No Yes
## 202 gas public/commercial No No
## 203 electric public/commercial No No
## 204 electric public/commercial No No
## 205 gas public/commercial No No
## 206 gas public/commercial No No
## 207 gas public/commercial No No
## 208 electric public/commercial No No
## 209 electric public/commercial No No
## 210 gas public/commercial No No
## 211 electric septic No No
## 212 electric public/commercial No No
## 213 gas public/commercial No No
## 214 electric public/commercial No No
## 215 gas public/commercial No No
## 216 electric public/commercial No No
## 217 gas public/commercial No No
## 218 oil septic No No
## 219 gas public/commercial No No
## 220 gas septic No No
## 221 electric public/commercial No No
## 222 gas public/commercial No No
## 223 electric public/commercial Yes No
## 224 electric public/commercial No No
## 225 electric public/commercial No No
## 226 electric public/commercial No No
## 227 electric public/commercial No No
## 228 gas public/commercial No No
## 229 gas public/commercial No No
## 230 gas public/commercial No No
## 231 electric public/commercial No No
## 232 electric public/commercial No No
## 233 electric public/commercial No No
## 234 oil public/commercial Yes No
## 235 electric public/commercial No No
## 236 gas public/commercial No No
## 237 electric public/commercial No No
## 238 gas public/commercial No No
## 239 gas public/commercial No No
## 240 electric public/commercial No No
## 241 gas public/commercial No No
## 242 gas public/commercial No No
## 243 electric public/commercial No No
## 244 gas septic No No
## 245 electric public/commercial No No
## 246 gas public/commercial No No
## 247 oil public/commercial No No
## 248 gas septic No No
## 249 gas public/commercial No Yes
## 250 electric septic No No
## 251 gas public/commercial No No
## 252 electric public/commercial No No
## 253 gas public/commercial No No
## 254 electric public/commercial No No
## 255 electric public/commercial No No
## 256 electric septic No No
## 257 gas public/commercial No No
## 258 electric public/commercial No No
## 259 gas septic No No
## 260 electric public/commercial No No
## 261 oil public/commercial No No
## 262 electric public/commercial No No
## 263 gas septic No No
## 264 electric public/commercial No No
## 265 electric public/commercial No No
## 266 electric public/commercial No No
## 267 electric septic No No
## 268 oil public/commercial No No
## 269 electric public/commercial No No
## 270 gas public/commercial No No
## 271 electric public/commercial No No
## 272 electric public/commercial No No
## 273 electric public/commercial No No
## 274 gas septic No No
## 275 gas public/commercial No No
## 276 gas public/commercial No No
## 277 gas public/commercial No No
## 278 gas public/commercial No No
## 279 oil public/commercial No No
## 280 gas public/commercial No No
## 281 gas public/commercial No No
## 282 gas public/commercial No No
## 283 gas public/commercial No No
## 284 gas public/commercial No No
## 285 electric public/commercial No No
## 286 gas public/commercial No No
## 287 gas public/commercial No No
## 288 gas public/commercial No No
## 289 gas public/commercial No No
## 290 gas septic No No
## 291 gas public/commercial No No
## 292 electric public/commercial No No
## 293 electric public/commercial No No
## 294 gas public/commercial No No
## 295 gas public/commercial No No
## 296 gas public/commercial No No
## 297 gas septic No No
## 298 gas public/commercial No No
## 299 gas public/commercial No No
## 300 gas public/commercial No No
## 301 gas public/commercial No No
## 302 electric septic No No
## 303 gas public/commercial No No
## 304 gas public/commercial No No
## 305 gas public/commercial No No
## 306 gas public/commercial No No
## 307 gas public/commercial No No
## 308 gas public/commercial No No
## 309 gas public/commercial No No
## 310 gas public/commercial No No
## 311 gas public/commercial No No
## 312 gas public/commercial No No
## 313 gas public/commercial No No
## 314 gas public/commercial No No
## 315 gas public/commercial No No
## 316 gas public/commercial No No
## 317 electric public/commercial No No
## 318 gas public/commercial No No
## 319 gas public/commercial No No
## 320 gas public/commercial No No
## 321 gas public/commercial No No
## 322 gas public/commercial No No
## 323 gas public/commercial No No
## 324 gas public/commercial No No
## 325 electric septic No No
## 326 gas public/commercial No No
## 327 electric public/commercial No No
## 328 electric public/commercial No No
## 329 gas public/commercial No No
## 330 gas public/commercial No No
## 331 gas public/commercial No No
## 332 gas public/commercial No No
## 333 gas public/commercial No No
## 334 gas public/commercial No No
## 335 gas public/commercial No No
## 336 gas septic No No
## 337 gas public/commercial No No
## 338 gas public/commercial No No
## 339 electric public/commercial No No
## 340 gas public/commercial No No
## 341 electric public/commercial No No
## 342 gas public/commercial No No
## 343 gas public/commercial No No
## 344 gas septic No No
## 345 gas public/commercial No No
## 346 gas public/commercial No No
## 347 gas public/commercial No No
## 348 gas septic No No
## 349 gas public/commercial No No
## 350 gas public/commercial No No
## 351 gas septic No No
## 352 gas public/commercial No No
## 353 gas septic No No
## 354 electric public/commercial No No
## 355 gas septic No No
## 356 gas public/commercial No No
## 357 gas public/commercial No No
## 358 gas public/commercial No No
## 359 gas public/commercial No No
## 360 gas public/commercial No No
## 361 gas public/commercial No No
## 362 oil septic No No
## 363 gas public/commercial No No
## 364 gas public/commercial No No
## 365 gas public/commercial No No
## 366 gas public/commercial No No
## 367 gas septic No No
## 368 gas public/commercial No No
## 369 gas public/commercial No No
## 370 gas public/commercial No No
## 371 gas public/commercial No No
## 372 electric public/commercial No No
## 373 gas public/commercial No No
## 374 gas public/commercial No No
## 375 gas public/commercial No No
## 376 electric public/commercial No No
## 377 gas public/commercial No No
## 378 gas public/commercial No No
## 379 oil septic No No
## 380 electric public/commercial No No
## 381 gas public/commercial No No
## 382 gas public/commercial No No
## 383 gas public/commercial No No
## 384 gas public/commercial No No
## 385 oil septic No No
## 386 gas public/commercial No No
## 387 gas public/commercial No No
## 388 gas public/commercial No No
## 389 gas public/commercial No No
## 390 gas public/commercial No No
## 391 gas public/commercial No No
## 392 gas septic No No
## 393 electric septic No No
## 394 gas public/commercial No No
## 395 gas public/commercial No No
## 396 gas septic No No
## 397 gas public/commercial No No
## 398 gas public/commercial No No
## 399 gas public/commercial No No
## 400 gas septic No No
## 401 oil septic No No
## 402 gas public/commercial No No
## 403 gas septic No No
## 404 electric public/commercial No No
## 405 gas public/commercial No No
## 406 gas public/commercial No No
## 407 gas public/commercial No No
## 408 gas public/commercial No No
## 409 gas public/commercial No No
## 410 gas septic No No
## 411 gas public/commercial No No
## 412 gas septic No No
## 413 gas public/commercial No No
## 414 electric public/commercial No No
## 415 gas public/commercial No No
## 416 gas public/commercial No No
## 417 gas public/commercial No No
## 418 gas public/commercial No No
## 419 gas septic No No
## 420 gas septic No No
## 421 gas public/commercial No No
## 422 gas septic No No
## 423 gas public/commercial No No
## 424 electric septic No No
## 425 oil public/commercial No No
## 426 gas public/commercial No No
## 427 gas public/commercial No No
## 428 electric septic No No
## 429 electric septic No No
## 430 oil septic No No
## 431 electric septic No No
## 432 gas public/commercial No No
## 433 gas septic No No
## 434 gas public/commercial No No
## 435 gas septic No No
## 436 oil septic No No
## 437 oil public/commercial Yes No
## 438 oil septic No No
## 439 gas public/commercial No No
## 440 gas public/commercial No No
## 441 gas septic No No
## 442 oil septic No No
## 443 oil septic No No
## 444 oil septic No No
## 445 electric septic No No
## 446 gas septic No No
## 447 electric septic No No
## 448 oil septic No No
## 449 gas septic No No
## 450 gas public/commercial No No
## 451 gas public/commercial No No
## 452 gas public/commercial No No
## 453 gas public/commercial No No
## 454 gas public/commercial No No
## 455 gas public/commercial No No
## 456 gas public/commercial Yes No
## 457 oil septic No No
## 458 oil septic No No
## 459 oil septic No No
## 460 gas public/commercial No No
## 461 oil septic No No
## 462 gas public/commercial No No
## 463 oil septic No No
## 464 oil septic No No
## 465 oil septic No No
## 466 gas septic No No
## 467 oil septic No No
## 468 oil septic No No
## 469 oil septic No No
## 470 oil septic No No
## 471 oil septic No No
## 472 gas septic No No
## 473 gas public/commercial No No
## 474 gas public/commercial No No
## 475 oil septic Yes No
## 476 gas public/commercial No No
## 477 oil public/commercial No No
## 478 oil public/commercial No No
## 479 oil public/commercial No No
## 480 gas public/commercial No No
## 481 oil public/commercial No No
## 482 electric septic No No
## 483 oil septic No No
## 484 oil septic Yes No
## 485 electric septic No No
## 486 gas septic No No
## 487 gas septic No No
## 488 gas septic No No
## 489 gas public/commercial No No
## 490 gas public/commercial No No
## 491 oil septic No No
## 492 oil septic No No
## 493 gas septic No No
## 494 oil septic No No
## 495 oil septic No No
## 496 oil septic No No
## 497 oil septic No No
## 498 oil none No No
## 499 gas public/commercial No No
## 500 electric septic No No
## 501 oil septic No No
## 502 gas septic No No
## 503 gas public/commercial No Yes
## 504 gas public/commercial No Yes
## 505 gas public/commercial No Yes
## 506 gas public/commercial No Yes
## 507 gas septic No Yes
## 508 gas public/commercial No No
## 509 gas public/commercial No No
## 510 gas public/commercial No No
## 511 gas public/commercial No No
## 512 gas public/commercial No No
## 513 gas public/commercial No No
## 514 gas septic No No
## 515 gas public/commercial No No
## 516 gas public/commercial No No
## 517 gas public/commercial No No
## 518 gas public/commercial No No
## 519 oil septic No No
## 520 oil public/commercial No No
## 521 electric public/commercial No No
## 522 gas septic No No
## 523 electric septic No No
## 524 electric septic No No
## 525 gas septic No No
## 526 oil septic No No
## 527 gas septic No No
## 528 gas septic No No
## 529 gas septic No No
## 530 gas septic No No
## 531 gas septic No No
## 532 gas public/commercial No No
## 533 gas public/commercial No No
## 534 gas public/commercial No No
## 535 gas public/commercial No No
## 536 gas public/commercial No No
## 537 electric public/commercial No No
## 538 gas public/commercial No No
## 539 gas public/commercial No No
## 540 electric septic No No
## 541 gas public/commercial No No
## 542 gas public/commercial No No
## 543 gas public/commercial No No
## 544 gas public/commercial No No
## 545 gas public/commercial No No
## 546 gas public/commercial No No
## 547 oil public/commercial No No
## 548 gas public/commercial No No
## 549 gas public/commercial No No
## 550 gas public/commercial No No
## 551 gas public/commercial No No
## 552 electric public/commercial No No
## 553 gas public/commercial No No
## 554 gas public/commercial No No
## 555 oil public/commercial No No
## 556 gas public/commercial No No
## 557 gas public/commercial No No
## 558 gas public/commercial No No
## 559 gas public/commercial No No
## 560 gas public/commercial No No
## 561 oil public/commercial No No
## 562 gas public/commercial No No
## 563 gas public/commercial No No
## 564 gas none No No
## 565 electric public/commercial No No
## 566 gas public/commercial No No
## 567 gas public/commercial No No
## 568 gas public/commercial No No
## 569 gas public/commercial No No
## 570 oil septic No No
## 571 gas septic No No
## 572 gas public/commercial No No
## 573 gas public/commercial No No
## 574 gas public/commercial No No
## 575 gas public/commercial No No
## 576 gas public/commercial No No
## 577 gas public/commercial No No
## 578 gas public/commercial No No
## 579 gas public/commercial No No
## 580 gas public/commercial No No
## 581 gas public/commercial No No
## 582 gas public/commercial No No
## 583 gas public/commercial No No
## 584 gas public/commercial No No
## 585 gas public/commercial No No
## 586 gas public/commercial No No
## 587 gas public/commercial No No
## 588 gas septic No No
## 589 gas public/commercial No No
## 590 gas public/commercial No No
## 591 oil septic No No
## 592 gas public/commercial No No
## 593 gas public/commercial No No
## 594 gas public/commercial No No
## 595 gas public/commercial No No
## 596 gas public/commercial No No
## 597 gas public/commercial No No
## 598 gas public/commercial No No
## 599 gas public/commercial No No
## 600 gas public/commercial No No
## 601 gas public/commercial No No
## 602 gas public/commercial Yes No
## 603 gas public/commercial No No
## 604 gas public/commercial No No
## 605 gas public/commercial No No
## 606 gas public/commercial No No
## 607 gas public/commercial No No
## 608 gas public/commercial No No
## 609 gas public/commercial No No
## 610 gas public/commercial No No
## 611 gas public/commercial No No
## 612 gas septic No No
## 613 electric public/commercial No No
## 614 gas public/commercial No No
## 615 gas public/commercial No No
## 616 gas public/commercial No No
## 617 gas public/commercial No No
## 618 gas public/commercial No No
## 619 gas public/commercial No No
## 620 gas public/commercial No No
## 621 gas public/commercial No No
## 622 gas public/commercial No No
## 623 gas public/commercial No No
## 624 gas public/commercial No No
## 625 gas public/commercial No No
## 626 electric septic No No
## 627 gas public/commercial No No
## 628 electric septic No No
## 629 gas public/commercial No No
## 630 gas public/commercial No No
## 631 gas public/commercial No No
## 632 gas public/commercial No No
## 633 gas public/commercial No No
## 634 gas public/commercial No No
## 635 gas public/commercial No No
## 636 gas public/commercial No No
## 637 gas septic No No
## 638 gas public/commercial No No
## 639 gas public/commercial No No
## 640 gas public/commercial No No
## 641 gas public/commercial No No
## 642 electric septic No No
## 643 gas public/commercial No No
## 644 gas public/commercial No No
## 645 gas public/commercial No No
## 646 gas public/commercial No No
## 647 gas public/commercial No No
## 648 gas public/commercial No No
## 649 gas public/commercial No No
## 650 gas public/commercial No No
## 651 gas public/commercial No No
## 652 gas public/commercial No No
## 653 gas public/commercial No No
## 654 electric public/commercial No No
## 655 gas public/commercial No No
## 656 gas public/commercial No No
## 657 gas public/commercial No No
## 658 gas public/commercial No No
## 659 oil public/commercial No No
## 660 gas public/commercial No No
## 661 gas public/commercial No No
## 662 gas public/commercial No No
## 663 gas public/commercial No No
## 664 gas public/commercial No No
## 665 gas septic No No
## 666 gas public/commercial No No
## 667 gas public/commercial No No
## 668 gas public/commercial No No
## 669 gas public/commercial No No
## 670 gas public/commercial No No
## 671 gas public/commercial No No
## 672 gas public/commercial No No
## 673 gas public/commercial No No
## 674 gas public/commercial No No
## 675 gas public/commercial No No
## 676 gas public/commercial No No
## 677 gas public/commercial No No
## 678 gas septic No No
## 679 gas public/commercial No No
## 680 gas public/commercial No No
## 681 gas public/commercial No No
## 682 gas public/commercial No No
## 683 oil public/commercial No No
## 684 gas public/commercial No No
## 685 gas septic No No
## 686 gas public/commercial No No
## 687 gas public/commercial No No
## 688 gas public/commercial No No
## 689 oil public/commercial No No
## 690 gas public/commercial No No
## 691 gas public/commercial No No
## 692 gas public/commercial No No
## 693 gas public/commercial No No
## 694 gas public/commercial No No
## 695 gas public/commercial No No
## 696 oil public/commercial No No
## 697 gas public/commercial No No
## 698 gas public/commercial No No
## 699 gas public/commercial No No
## 700 gas public/commercial No No
## 701 gas public/commercial No No
## 702 gas septic Yes No
## 703 electric public/commercial No No
## 704 gas public/commercial No No
## 705 gas septic No No
## 706 gas public/commercial No No
## 707 gas public/commercial No No
## 708 gas public/commercial No No
## 709 gas public/commercial No No
## 710 gas public/commercial No No
## 711 gas public/commercial No No
## 712 gas septic No No
## 713 gas public/commercial No No
## 714 gas public/commercial No No
## 715 gas public/commercial No No
## 716 gas public/commercial No No
## 717 gas public/commercial No No
## 718 gas public/commercial No No
## 719 gas public/commercial No No
## 720 gas public/commercial No No
## 721 gas public/commercial No No
## 722 gas public/commercial No No
## 723 gas septic No No
## 724 gas public/commercial No No
## 725 gas public/commercial No No
## 726 gas septic No No
## 727 oil public/commercial No No
## 728 gas public/commercial No No
## 729 gas septic No No
## 730 gas septic No No
## 731 gas public/commercial No No
## 732 gas public/commercial No No
## 733 gas septic No No
## 734 gas public/commercial No No
## 735 gas public/commercial No No
## 736 gas public/commercial No No
## 737 gas public/commercial No No
## 738 electric septic No No
## 739 gas public/commercial No No
## 740 gas septic No No
## 741 gas septic No No
## 742 electric septic No No
## 743 electric septic No No
## 744 gas septic No No
## 745 gas septic No No
## 746 gas septic No No
## 747 oil septic No No
## 748 gas septic No No
## 749 gas public/commercial No No
## 750 gas septic No No
## 751 gas public/commercial No No
## 752 gas septic No No
## 753 gas septic No No
## 754 gas septic No No
## 755 gas public/commercial No No
## 756 gas septic No No
## 757 gas septic No No
## 758 gas septic No No
## 759 gas septic No No
## 760 gas septic No No
## 761 gas septic No No
## 762 gas septic No No
## 763 electric septic No No
## 764 gas public/commercial No No
## 765 gas septic No No
## 766 gas public/commercial No No
## 767 gas public/commercial No No
## 768 oil public/commercial No No
## 769 gas public/commercial No Yes
## 770 gas septic No Yes
## 771 gas public/commercial No No
## 772 gas public/commercial No No
## 773 oil septic No No
## 774 gas public/commercial No No
## 775 gas septic No No
## 776 electric septic No No
## 777 gas public/commercial No No
## 778 oil septic No No
## 779 gas public/commercial No No
## 780 gas public/commercial No No
## 781 oil septic No No
## 782 gas septic No No
## 783 gas septic No No
## 784 oil septic No No
## 785 gas public/commercial No No
## 786 gas septic No No
## 787 oil septic No No
## 788 electric septic No No
## 789 gas septic No No
## 790 oil public/commercial No No
## 791 oil public/commercial No No
## 792 oil septic No No
## 793 oil septic No No
## 794 gas public/commercial No Yes
## 795 gas public/commercial No No
## 796 gas public/commercial No No
## 797 gas public/commercial No No
## 798 electric public/commercial No No
## 799 gas public/commercial No No
## 800 gas public/commercial No No
## 801 gas public/commercial No No
## 802 gas public/commercial No No
## 803 gas public/commercial No No
## 804 electric public/commercial No No
## 805 gas public/commercial No No
## 806 gas public/commercial No No
## 807 electric public/commercial No No
## 808 gas public/commercial No No
## 809 electric public/commercial No No
## 810 gas public/commercial No No
## 811 gas public/commercial No Yes
## 812 gas public/commercial No No
## 813 gas septic No No
## 814 gas public/commercial No No
## 815 gas public/commercial No No
## 816 gas public/commercial No No
## 817 gas septic No No
## 818 gas public/commercial No No
## 819 gas public/commercial No No
## 820 gas septic No No
## 821 gas public/commercial No No
## 822 gas public/commercial No Yes
## 823 gas public/commercial No No
## 824 gas public/commercial No No
## 825 oil public/commercial No No
## 826 gas public/commercial No No
## 827 gas public/commercial No No
## 828 electric septic No No
## 829 gas public/commercial No No
## 830 gas public/commercial No No
## 831 gas public/commercial No No
## 832 oil septic No No
## 833 gas public/commercial No No
## 834 gas public/commercial No No
## 835 gas public/commercial No No
## 836 gas public/commercial No No
## 837 gas public/commercial No No
## 838 gas public/commercial No No
## 839 gas public/commercial No No
## 840 gas public/commercial No No
## 841 gas public/commercial No No
## 842 gas public/commercial No No
## 843 gas public/commercial No No
## 844 oil septic No No
## 845 gas public/commercial No No
## 846 gas public/commercial No No
## 847 gas public/commercial No No
## 848 electric public/commercial No No
## 849 electric public/commercial No No
## 850 gas public/commercial No No
## 851 electric public/commercial No No
## 852 electric public/commercial No No
## 853 electric public/commercial No No
## 854 electric public/commercial No No
## 855 electric public/commercial No No
## 856 electric public/commercial No No
## 857 electric public/commercial No No
## 858 gas public/commercial No No
## 859 electric public/commercial No No
## 860 electric public/commercial No No
## 861 electric public/commercial No No
## 862 electric septic No No
## 863 electric public/commercial No No
## 864 electric public/commercial No No
## 865 gas septic No No
## 866 electric public/commercial No No
## 867 gas septic No No
## 868 electric public/commercial No No
## 869 gas public/commercial No No
## 870 electric public/commercial No No
## 871 electric public/commercial No No
## 872 electric public/commercial No No
## 873 electric public/commercial No No
## 874 electric public/commercial No No
## 875 electric public/commercial No No
## 876 electric public/commercial No No
## 877 electric public/commercial No No
## 878 gas septic No No
## 879 electric public/commercial No No
## 880 electric septic No No
## 881 electric public/commercial No No
## 882 gas public/commercial No No
## 883 gas septic No No
## 884 gas public/commercial No No
## 885 electric public/commercial No No
## 886 gas public/commercial No Yes
## 887 gas public/commercial No No
## 888 electric public/commercial No No
## 889 oil septic No No
## 890 oil septic No No
## 891 electric public/commercial No No
## 892 electric public/commercial No No
## 893 electric public/commercial No No
## 894 gas public/commercial No No
## 895 electric public/commercial No No
## 896 electric public/commercial No No
## 897 electric public/commercial No No
## 898 electric public/commercial No No
## 899 electric public/commercial No No
## 900 electric public/commercial No No
## 901 electric public/commercial No No
## 902 electric public/commercial No No
## 903 gas public/commercial No No
## 904 electric public/commercial No No
## 905 electric public/commercial No No
## 906 electric public/commercial No No
## 907 electric septic No No
## 908 electric public/commercial No No
## 909 electric public/commercial No No
## 910 gas septic No No
## 911 electric public/commercial No No
## 912 gas septic No No
## 913 electric public/commercial No No
## 914 gas public/commercial No No
## 915 electric public/commercial No No
## 916 electric public/commercial No No
## 917 electric public/commercial No No
## 918 electric public/commercial No No
## 919 electric public/commercial No No
## 920 electric public/commercial No No
## 921 electric public/commercial No No
## 922 electric public/commercial No No
## 923 gas septic No No
## 924 electric public/commercial No No
## 925 electric septic No No
## 926 electric public/commercial No No
## 927 gas public/commercial No No
## 928 gas septic No No
## 929 gas public/commercial No No
## 930 electric public/commercial No No
## 931 gas public/commercial No Yes
## 932 gas public/commercial No No
## 933 electric public/commercial No No
## 934 oil septic No No
## 935 oil septic No No
## 936 oil septic No No
## 937 gas public/commercial No No
## 938 gas public/commercial No No
## 939 gas public/commercial No No
## 940 gas septic No No
## 941 gas public/commercial No No
## 942 gas public/commercial No No
## 943 gas public/commercial No No
## 944 gas public/commercial No No
## 945 oil septic No No
## 946 gas public/commercial No No
## 947 gas public/commercial No No
## 948 gas public/commercial No No
## 949 electric public/commercial No No
## 950 gas public/commercial No No
## 951 gas public/commercial No No
## 952 gas public/commercial No No
## 953 gas public/commercial No No
## 954 gas public/commercial No No
## 955 electric septic No No
## 956 gas public/commercial No No
## 957 electric public/commercial No No
## 958 gas septic No No
## 959 gas septic No No
## 960 gas public/commercial No No
## 961 gas public/commercial No No
## 962 electric septic No No
## 963 gas public/commercial No No
## 964 gas public/commercial No No
## 965 gas public/commercial No No
## 966 gas public/commercial No No
## 967 gas public/commercial No No
## 968 gas septic No No
## 969 electric public/commercial No No
## 970 gas public/commercial No No
## 971 oil septic No No
## 972 gas public/commercial No No
## 973 gas public/commercial No No
## 974 gas public/commercial No No
## 975 oil public/commercial No No
## 976 gas public/commercial No No
## 977 gas public/commercial No No
## 978 electric public/commercial No No
## 979 electric public/commercial No No
## 980 gas public/commercial No No
## 981 oil septic No No
## 982 gas public/commercial No No
## 983 gas public/commercial No No
## 984 electric public/commercial No No
## 985 gas public/commercial No No
## 986 oil septic No No
## 987 gas public/commercial No No
## 988 oil septic No No
## 989 electric public/commercial No No
## 990 electric public/commercial No No
## 991 gas public/commercial No No
## 992 gas public/commercial No No
## 993 electric public/commercial No No
## 994 gas public/commercial No No
## 995 gas public/commercial No No
## 996 electric public/commercial No No
## 997 gas public/commercial No No
## 998 gas public/commercial No No
## 999 electric septic No No
## 1000 gas septic No No
## 1001 gas public/commercial No No
## 1002 gas public/commercial No No
## 1003 gas public/commercial No No
## 1004 gas public/commercial No No
## 1005 oil septic No No
## 1006 gas public/commercial No No
## 1007 gas public/commercial No No
## 1008 gas public/commercial No No
## 1009 gas public/commercial No No
## 1010 oil septic No No
## 1011 gas public/commercial No No
## 1012 gas public/commercial No No
## 1013 gas public/commercial No No
## 1014 gas public/commercial No No
## 1015 electric public/commercial No No
## 1016 gas public/commercial No No
## 1017 gas public/commercial No No
## 1018 gas none No No
## 1019 gas septic No No
## 1020 gas public/commercial No No
## 1021 gas public/commercial No No
## 1022 oil public/commercial No No
## 1023 oil septic No No
## 1024 gas public/commercial No No
## 1025 gas public/commercial No No
## 1026 gas public/commercial No No
## 1027 gas septic No No
## 1028 gas public/commercial No No
## 1029 gas public/commercial No No
## 1030 gas public/commercial No No
## 1031 gas public/commercial No No
## 1032 gas septic No No
## 1033 oil septic No No
## 1034 gas public/commercial No No
## 1035 gas septic No No
## 1036 electric septic No No
## 1037 gas public/commercial No No
## 1038 gas public/commercial No No
## 1039 gas public/commercial No No
## 1040 gas public/commercial No No
## 1041 gas public/commercial No No
## 1042 gas public/commercial No No
## 1043 gas public/commercial No No
## 1044 gas public/commercial No No
## 1045 electric septic No No
## 1046 gas public/commercial No No
## 1047 oil public/commercial No No
## 1048 gas public/commercial No No
## 1049 gas public/commercial No No
## 1050 gas public/commercial No No
## 1051 gas public/commercial No No
## 1052 gas public/commercial No No
## 1053 gas septic No No
## 1054 electric public/commercial No No
## 1055 gas public/commercial No No
## 1056 gas public/commercial No No
## 1057 oil septic No No
## 1058 oil septic No No
## 1059 oil septic No No
## 1060 gas public/commercial No No
## 1061 electric public/commercial No No
## 1062 gas public/commercial No No
## 1063 gas public/commercial No No
## 1064 gas public/commercial No No
## 1065 gas public/commercial No No
## 1066 electric public/commercial No No
## 1067 gas public/commercial No No
## 1068 electric public/commercial No No
## 1069 gas public/commercial No No
## 1070 gas public/commercial No No
## 1071 gas public/commercial No No
## 1072 electric public/commercial No No
## 1073 electric public/commercial No No
## 1074 gas public/commercial No No
## 1075 gas public/commercial No No
## 1076 electric public/commercial No No
## 1077 electric public/commercial No No
## 1078 electric public/commercial No No
## 1079 electric public/commercial No No
## 1080 gas public/commercial No No
## 1081 gas public/commercial No No
## 1082 gas public/commercial No No
## 1083 gas public/commercial No No
## 1084 gas septic No No
## 1085 oil septic No No
## 1086 gas public/commercial No No
## 1087 electric public/commercial No No
## 1088 gas septic No No
## 1089 oil public/commercial No No
## 1090 gas septic No No
## 1091 oil septic No No
## 1092 gas septic No No
## 1093 electric septic No No
## 1094 gas septic No No
## 1095 gas public/commercial No No
## 1096 gas septic No No
## 1097 gas septic No No
## 1098 gas septic No No
## 1099 gas septic No No
## 1100 oil septic No No
## 1101 oil septic No No
## 1102 oil septic No No
## 1103 gas septic No No
## 1104 gas septic No No
## 1105 gas public/commercial No No
## 1106 gas public/commercial No No
## 1107 gas public/commercial No No
## 1108 electric septic No No
## 1109 gas septic No No
## 1110 oil septic No No
## 1111 gas public/commercial No No
## 1112 oil septic No No
## 1113 gas septic No No
## 1114 oil septic No No
## 1115 oil septic No No
## 1116 electric septic No No
## 1117 gas septic No No
## 1118 gas public/commercial No No
## 1119 gas septic No No
## 1120 gas public/commercial No Yes
## 1121 oil septic No No
## 1122 oil septic No No
## 1123 gas septic No No
## 1124 electric septic No No
## 1125 gas septic No No
## 1126 oil septic No No
## 1127 oil septic No No
## 1128 oil septic No No
## 1129 electric septic No No
## 1130 oil septic No No
## 1131 gas septic No No
## 1132 gas public/commercial No No
## 1133 gas septic No No
## 1134 gas public/commercial No No
## 1135 oil public/commercial No No
## 1136 gas public/commercial No No
## 1137 gas septic No No
## 1138 electric septic No No
## 1139 gas public/commercial Yes No
## 1140 gas septic No No
## 1141 electric septic No No
## 1142 gas septic No No
## 1143 gas public/commercial No No
## 1144 electric public/commercial No No
## 1145 gas public/commercial No No
## 1146 gas public/commercial No No
## 1147 electric septic No No
## 1148 oil septic No No
## 1149 gas public/commercial No No
## 1150 electric septic No No
## 1151 oil septic No No
## 1152 oil septic No No
## 1153 gas public/commercial No No
## 1154 oil septic No No
## 1155 oil public/commercial No No
## 1156 oil public/commercial No No
## 1157 oil public/commercial No No
## 1158 oil septic No No
## 1159 gas public/commercial No No
## 1160 oil septic No No
## 1161 electric septic No No
## 1162 gas septic No No
## 1163 oil septic No No
## 1164 gas septic No No
## 1165 oil septic No No
## 1166 oil septic No No
## 1167 electric septic No No
## 1168 gas public/commercial No No
## 1169 oil septic No No
## 1170 gas public/commercial No No
## 1171 oil septic No No
## 1172 electric septic No No
## 1173 gas septic No No
## 1174 gas septic No No
## 1175 oil public/commercial No No
## 1176 electric public/commercial No No
## 1177 electric public/commercial No No
## 1178 gas septic No No
## 1179 gas public/commercial No Yes
## 1180 gas septic No No
## 1181 oil none No No
## 1182 gas septic No No
## 1183 gas septic No No
## 1184 gas septic No No
## 1185 gas septic No No
## 1186 oil septic No No
## 1187 oil septic Yes No
## 1188 oil septic No No
## 1189 gas public/commercial No No
## 1190 oil public/commercial No No
## 1191 gas public/commercial No No
## 1192 gas public/commercial No No
## 1193 gas public/commercial No No
## 1194 oil public/commercial No No
## 1195 gas public/commercial No No
## 1196 gas public/commercial No No
## 1197 gas public/commercial No No
## 1198 gas public/commercial No No
## 1199 gas septic No No
## 1200 gas public/commercial No No
## 1201 electric public/commercial No No
## 1202 gas public/commercial No No
## 1203 gas public/commercial No No
## 1204 gas public/commercial No No
## 1205 gas public/commercial No No
## 1206 gas public/commercial No No
## 1207 gas public/commercial No No
## 1208 gas public/commercial No No
## 1209 gas public/commercial No No
## 1210 gas public/commercial No No
## 1211 gas public/commercial No No
## 1212 gas public/commercial No No
## 1213 gas public/commercial No No
## 1214 gas public/commercial No No
## 1215 gas public/commercial No No
## 1216 gas public/commercial No No
## 1217 gas public/commercial No No
## 1218 gas public/commercial No No
## 1219 gas public/commercial No No
## 1220 gas public/commercial No No
## 1221 gas public/commercial No No
## 1222 gas public/commercial No No
## 1223 oil septic No No
## 1224 gas public/commercial No No
## 1225 gas public/commercial No No
## 1226 oil public/commercial No No
## 1227 gas public/commercial No No
## 1228 gas public/commercial No No
## 1229 gas public/commercial No No
## 1230 gas public/commercial No No
## 1231 gas public/commercial No No
## 1232 gas public/commercial No No
## 1233 gas public/commercial No No
## 1234 gas public/commercial No No
## 1235 gas public/commercial No No
## 1236 gas public/commercial No No
## 1237 gas public/commercial No No
## 1238 gas public/commercial No No
## 1239 gas public/commercial No No
## 1240 gas public/commercial No No
## 1241 gas public/commercial No No
## 1242 gas public/commercial No No
## 1243 gas public/commercial No No
## 1244 gas public/commercial No No
## 1245 gas public/commercial No No
## 1246 gas public/commercial No No
## 1247 gas public/commercial No No
## 1248 gas public/commercial No No
## 1249 oil septic No No
## 1250 gas public/commercial No No
## 1251 gas public/commercial No No
## 1252 gas septic No No
## 1253 electric septic No No
## 1254 gas none No No
## 1255 gas public/commercial No No
## 1256 gas public/commercial No No
## 1257 gas public/commercial No No
## 1258 gas public/commercial No No
## 1259 gas public/commercial No No
## 1260 gas public/commercial No No
## 1261 gas public/commercial No No
## 1262 gas public/commercial No No
## 1263 electric septic No No
## 1264 gas public/commercial No No
## 1265 gas public/commercial No No
## 1266 gas public/commercial No No
## 1267 gas public/commercial No No
## 1268 gas public/commercial No No
## 1269 gas public/commercial No No
## 1270 gas septic No No
## 1271 gas public/commercial No No
## 1272 gas public/commercial No No
## 1273 gas public/commercial No No
## 1274 gas public/commercial No No
## 1275 gas public/commercial No No
## 1276 gas public/commercial No No
## 1277 electric public/commercial No No
## 1278 gas public/commercial No No
## 1279 gas public/commercial No No
## 1280 gas public/commercial No No
## 1281 gas public/commercial No No
## 1282 gas public/commercial No No
## 1283 gas public/commercial No No
## 1284 gas septic No No
## 1285 electric public/commercial No No
## 1286 gas septic Yes No
## 1287 oil septic No No
## 1288 gas septic No No
## 1289 gas public/commercial No No
## 1290 gas septic No No
## 1291 gas public/commercial No No
## 1292 electric septic No No
## 1293 oil septic No No
## 1294 electric septic No No
## 1295 oil septic No No
## 1296 gas septic No No
## 1297 oil septic No No
## 1298 gas septic No No
## 1299 oil septic No No
## 1300 gas septic No No
## 1301 gas septic No No
## 1302 oil septic No No
## 1303 oil septic No No
## 1304 electric septic No No
## 1305 gas septic No No
## 1306 gas septic No No
## 1307 gas septic No No
## 1308 electric septic No No
## 1309 electric septic No Yes
## 1310 oil septic No No
## 1311 electric septic Yes No
## 1312 oil septic No No
## 1313 gas public/commercial No Yes
## 1314 gas public/commercial No No
## 1315 gas public/commercial No No
## 1316 electric public/commercial No No
## 1317 gas public/commercial No No
## 1318 gas public/commercial No No
## 1319 gas public/commercial No No
## 1320 oil septic No No
## 1321 gas public/commercial No No
## 1322 gas public/commercial No Yes
## 1323 gas public/commercial No Yes
## 1324 oil septic No No
## 1325 gas public/commercial No No
## 1326 gas public/commercial No No
## 1327 electric public/commercial No No
## 1328 gas public/commercial No No
## 1329 gas public/commercial No No
## 1330 gas public/commercial No Yes
## 1331 gas public/commercial No No
## 1332 gas public/commercial No No
## 1333 gas public/commercial No No
## 1334 electric public/commercial No No
## 1335 oil public/commercial No No
## 1336 gas public/commercial No No
## 1337 gas public/commercial No No
## 1338 gas public/commercial No No
## 1339 gas public/commercial No Yes
## 1340 gas public/commercial No No
## 1341 gas public/commercial No No
## 1342 gas public/commercial No No
## 1343 gas public/commercial No No
## 1344 gas public/commercial No No
## 1345 gas public/commercial No No
## 1346 gas public/commercial No No
## 1347 gas public/commercial No No
## 1348 gas public/commercial No No
## 1349 electric public/commercial No No
## 1350 gas public/commercial No No
## 1351 electric public/commercial No No
## 1352 gas public/commercial No Yes
## 1353 gas public/commercial No Yes
## 1354 gas public/commercial No Yes
## 1355 oil septic No No
## 1356 gas public/commercial No Yes
## 1357 gas public/commercial No No
## 1358 oil septic No No
## 1359 gas public/commercial No No
## 1360 gas public/commercial No No
## 1361 gas public/commercial No No
## 1362 electric public/commercial No No
## 1363 gas public/commercial No Yes
## 1364 electric public/commercial No No
## 1365 electric public/commercial No No
## 1366 oil public/commercial No No
## 1367 electric public/commercial No No
## 1368 electric public/commercial No No
## 1369 electric public/commercial No No
## 1370 gas septic No No
## 1371 electric public/commercial No No
## 1372 electric public/commercial No No
## 1373 electric public/commercial No No
## 1374 electric public/commercial No No
## 1375 gas public/commercial No No
## 1376 gas public/commercial No No
## 1377 gas septic No No
## 1378 electric public/commercial No No
## 1379 electric public/commercial No No
## 1380 gas septic No Yes
## 1381 gas public/commercial No No
## 1382 electric public/commercial No No
## 1383 gas public/commercial No Yes
## 1384 gas septic No No
## 1385 electric public/commercial No No
## 1386 gas septic No No
## 1387 gas public/commercial No No
## 1388 gas septic No No
## 1389 gas public/commercial No No
## 1390 gas septic No No
## 1391 gas public/commercial No Yes
## 1392 gas public/commercial No No
## 1393 electric public/commercial No No
## 1394 gas septic No No
## 1395 electric public/commercial Yes No
## 1396 gas septic No No
## 1397 electric public/commercial No No
## 1398 gas public/commercial No No
## 1399 oil public/commercial No No
## 1400 gas public/commercial No No
## 1401 gas septic No No
## 1402 gas public/commercial No Yes
## 1403 electric public/commercial No No
## 1404 oil septic No No
## 1405 gas public/commercial No No
## 1406 electric septic No No
## 1407 oil septic No No
## 1408 electric septic No No
## 1409 oil septic No No
## 1410 gas public/commercial No No
## 1411 gas septic No No
## 1412 gas septic No No
## 1413 gas septic No No
## 1414 electric public/commercial No No
## 1415 electric public/commercial No No
## 1416 oil public/commercial No No
## 1417 electric public/commercial No No
## 1418 gas septic No No
## 1419 gas septic No No
## 1420 gas septic No No
## 1421 electric public/commercial No No
## 1422 gas public/commercial No Yes
## 1423 electric public/commercial No No
## 1424 gas public/commercial No No
## 1425 gas public/commercial No Yes
## 1426 gas public/commercial No Yes
## 1427 gas public/commercial No Yes
## 1428 electric public/commercial No No
## 1429 electric public/commercial No No
## 1430 gas septic No No
## 1431 gas public/commercial No No
## 1432 gas public/commercial No Yes
## 1433 gas public/commercial No Yes
## 1434 gas public/commercial No No
## 1435 electric public/commercial No No
## 1436 electric public/commercial No No
## 1437 gas public/commercial No No
## 1438 oil septic No No
## 1439 gas public/commercial No No
## 1440 gas public/commercial No No
## 1441 electric public/commercial No No
## 1442 electric public/commercial No No
## 1443 electric public/commercial No No
## 1444 electric public/commercial No No
## 1445 gas public/commercial No Yes
## 1446 gas public/commercial No Yes
## 1447 gas public/commercial No Yes
## 1448 gas public/commercial No Yes
## 1449 electric septic No No
## 1450 electric public/commercial No No
## 1451 gas public/commercial No No
## 1452 gas public/commercial No No
## 1453 gas public/commercial No No
## 1454 gas public/commercial No Yes
## 1455 electric public/commercial No No
## 1456 gas public/commercial No No
## 1457 oil public/commercial No No
## 1458 gas septic No No
## 1459 electric public/commercial No No
## 1460 electric public/commercial No No
## 1461 gas public/commercial No No
## 1462 gas public/commercial No Yes
## 1463 electric public/commercial No No
## 1464 electric public/commercial No No
## 1465 gas public/commercial No Yes
## 1466 electric public/commercial No No
## 1467 electric public/commercial No No
## 1468 electric public/commercial No No
## 1469 gas public/commercial No Yes
## 1470 electric public/commercial No No
## 1471 electric public/commercial No No
## 1472 gas public/commercial No No
## 1473 oil septic No No
## 1474 oil septic No No
## 1475 gas septic No No
## 1476 gas public/commercial No No
## 1477 gas septic No No
## 1478 oil septic No No
## 1479 gas septic No No
## 1480 gas septic No No
## 1481 gas septic No No
## 1482 gas septic No No
## 1483 electric public/commercial No No
## 1484 oil public/commercial No No
## 1485 gas septic No Yes
## 1486 electric public/commercial No No
## 1487 electric public/commercial No No
## 1488 gas septic No No
## 1489 electric public/commercial No No
## 1490 gas public/commercial No No
## 1491 gas public/commercial No No
## 1492 oil public/commercial No No
## 1493 gas public/commercial No No
## 1494 gas public/commercial No No
## 1495 gas public/commercial No No
## 1496 electric public/commercial No No
## 1497 gas septic No No
## 1498 electric public/commercial No No
## 1499 electric public/commercial No No
## 1500 gas public/commercial No No
## 1501 gas public/commercial No No
## 1502 gas public/commercial No No
## 1503 gas public/commercial No No
## 1504 electric public/commercial No No
## 1505 gas public/commercial No No
## 1506 gas septic No No
## 1507 gas public/commercial No No
## 1508 gas septic No No
## 1509 gas public/commercial No No
## 1510 gas public/commercial No No
## 1511 gas public/commercial No No
## 1512 gas public/commercial No No
## 1513 gas public/commercial No No
## 1514 gas public/commercial No No
## 1515 gas public/commercial No No
## 1516 gas public/commercial No No
## 1517 gas septic No No
## 1518 gas public/commercial No No
## 1519 gas public/commercial No No
## 1520 gas public/commercial No No
## 1521 gas public/commercial No No
## 1522 gas public/commercial No No
## 1523 gas public/commercial No No
## 1524 gas public/commercial No No
## 1525 gas public/commercial No No
## 1526 oil septic No No
## 1527 gas public/commercial No No
## 1528 gas public/commercial No No
## 1529 gas public/commercial No No
## 1530 gas public/commercial No No
## 1531 gas public/commercial No No
## 1532 gas public/commercial No No
## 1533 gas public/commercial No No
## 1534 gas septic No No
## 1535 gas public/commercial No No
## 1536 gas septic No No
## 1537 gas public/commercial No No
## 1538 gas public/commercial No No
## 1539 electric public/commercial No No
## 1540 oil septic No No
## 1541 gas public/commercial No No
## 1542 gas public/commercial No No
## 1543 gas public/commercial No No
## 1544 gas public/commercial No No
## 1545 gas public/commercial No No
## 1546 gas public/commercial No No
## 1547 electric public/commercial No No
## 1548 electric public/commercial No No
## 1549 gas public/commercial No No
## 1550 gas public/commercial No No
## 1551 oil public/commercial No No
## 1552 gas public/commercial No No
## 1553 gas public/commercial No No
## 1554 electric public/commercial No No
## 1555 gas public/commercial No No
## 1556 electric public/commercial No No
## 1557 gas public/commercial No No
## 1558 gas septic No No
## 1559 gas public/commercial No No
## 1560 gas public/commercial No No
## 1561 gas public/commercial No No
## 1562 gas public/commercial No No
## 1563 gas public/commercial No No
## 1564 gas public/commercial No No
## 1565 gas public/commercial No No
## 1566 gas public/commercial No No
## 1567 oil septic No No
## 1568 electric public/commercial No No
## 1569 gas public/commercial No No
## 1570 electric septic No No
## 1571 gas public/commercial No No
## 1572 gas public/commercial No No
## 1573 gas public/commercial No No
## 1574 electric public/commercial No No
## 1575 gas public/commercial No No
## 1576 gas public/commercial No No
## 1577 gas public/commercial No No
## 1578 gas septic No No
## 1579 gas public/commercial No No
## 1580 gas public/commercial No No
## 1581 gas public/commercial No No
## 1582 electric public/commercial No No
## 1583 oil septic No No
## 1584 gas public/commercial No No
## 1585 gas public/commercial No No
## 1586 gas public/commercial No No
## 1587 gas public/commercial No No
## 1588 gas public/commercial No No
## 1589 gas public/commercial No No
## 1590 gas public/commercial No No
## 1591 gas public/commercial No No
## 1592 gas public/commercial No No
## 1593 gas public/commercial No No
## 1594 electric septic No No
## 1595 gas public/commercial No No
## 1596 gas public/commercial No No
## 1597 gas public/commercial No No
## 1598 gas public/commercial No No
## 1599 gas public/commercial No No
## 1600 gas public/commercial No No
## 1601 gas public/commercial No No
## 1602 gas public/commercial No No
## 1603 gas public/commercial No No
## 1604 gas public/commercial No No
## 1605 gas public/commercial No No
## 1606 gas public/commercial No No
## 1607 oil public/commercial No No
## 1608 gas public/commercial No No
## 1609 gas public/commercial No No
## 1610 gas public/commercial No No
## 1611 gas septic No No
## 1612 gas public/commercial No No
## 1613 gas public/commercial No No
## 1614 gas public/commercial No No
## 1615 gas public/commercial No No
## 1616 gas public/commercial No No
## 1617 gas public/commercial No No
## 1618 gas public/commercial No No
## 1619 gas public/commercial No Yes
## 1620 gas public/commercial No No
## 1621 gas public/commercial No No
## 1622 gas public/commercial No Yes
## 1623 gas public/commercial No Yes
## 1624 gas public/commercial No No
## 1625 gas public/commercial No No
## 1626 gas public/commercial No No
## 1627 electric septic No No
## 1628 gas public/commercial No No
## 1629 gas septic No No
## 1630 gas public/commercial No No
## 1631 electric septic No No
## 1632 gas public/commercial No Yes
## 1633 gas septic No No
## 1634 oil septic No No
## 1635 gas public/commercial No No
## 1636 gas public/commercial No No
## 1637 gas public/commercial No No
## 1638 gas public/commercial No No
## 1639 gas public/commercial No No
## 1640 gas public/commercial No No
## 1641 gas public/commercial No No
## 1642 gas public/commercial No Yes
## 1643 gas septic No No
## 1644 electric public/commercial No No
## 1645 electric septic No No
## 1646 gas public/commercial No No
## 1647 gas public/commercial No No
## 1648 gas public/commercial No No
## 1649 gas public/commercial No No
## 1650 gas public/commercial No No
## 1651 gas public/commercial No No
## 1652 gas septic No No
## 1653 gas public/commercial No No
## 1654 gas public/commercial No No
## 1655 gas septic No No
## 1656 gas public/commercial No No
## 1657 gas public/commercial No No
## 1658 gas public/commercial No No
## 1659 gas public/commercial No No
## 1660 gas public/commercial No No
## 1661 electric septic No No
## 1662 oil septic No No
## 1663 gas septic No No
## 1664 gas septic No No
## 1665 electric septic No No
## 1666 oil septic No No
## 1667 gas septic No No
## 1668 gas public/commercial No No
## 1669 electric public/commercial No No
## 1670 gas public/commercial No No
## 1671 gas septic No Yes
## 1672 gas public/commercial No No
## 1673 gas public/commercial No No
## 1674 gas public/commercial No Yes
## 1675 oil septic No No
## 1676 electric septic No No
## 1677 gas public/commercial No No
## 1678 gas septic No No
## 1679 gas septic No Yes
## 1680 gas public/commercial No No
## 1681 gas public/commercial No Yes
## 1682 electric public/commercial No No
## 1683 electric public/commercial No No
## 1684 electric public/commercial No No
## 1685 gas public/commercial No No
## 1686 gas public/commercial No No
## 1687 oil septic No No
## 1688 gas public/commercial No No
## 1689 gas septic No Yes
## 1690 gas public/commercial No No
## 1691 gas public/commercial No Yes
## 1692 electric public/commercial No No
## 1693 electric public/commercial No No
## 1694 electric public/commercial No No
## 1695 electric public/commercial No No
## 1696 gas public/commercial No No
## 1697 gas public/commercial No No
## 1698 gas septic No No
## 1699 gas public/commercial No No
## 1700 gas public/commercial No No
## 1701 gas public/commercial No No
## 1702 gas public/commercial No No
## 1703 gas public/commercial No No
## 1704 gas public/commercial No No
## 1705 gas public/commercial No No
## 1706 oil septic No No
## 1707 gas public/commercial No No
## 1708 gas public/commercial No No
## 1709 gas public/commercial No No
## 1710 gas public/commercial No No
## 1711 gas public/commercial No No
## 1712 gas public/commercial No No
## 1713 electric public/commercial No No
## 1714 gas public/commercial No No
## 1715 gas public/commercial No No
## 1716 electric septic No No
## 1717 gas public/commercial No No
## 1718 gas public/commercial No No
## 1719 oil septic No No
## 1720 gas public/commercial No Yes
## 1721 gas public/commercial No No
## 1722 gas public/commercial No No
## 1723 gas public/commercial No No
## 1724 gas public/commercial No No
## 1725 gas public/commercial No No
## 1726 gas public/commercial No No
## 1727 gas public/commercial No No
## 1728 gas septic No No
## aire_acondicionado
## 1 No
## 2 No
## 3 No
## 4 No
## 5 Yes
## 6 No
## 7 No
## 8 No
## 9 No
## 10 No
## 11 No
## 12 No
## 13 No
## 14 No
## 15 No
## 16 No
## 17 No
## 18 Yes
## 19 No
## 20 No
## 21 No
## 22 No
## 23 Yes
## 24 No
## 25 No
## 26 No
## 27 No
## 28 No
## 29 No
## 30 Yes
## 31 No
## 32 No
## 33 No
## 34 No
## 35 No
## 36 Yes
## 37 No
## 38 No
## 39 No
## 40 Yes
## 41 No
## 42 Yes
## 43 Yes
## 44 Yes
## 45 No
## 46 No
## 47 No
## 48 No
## 49 No
## 50 No
## 51 Yes
## 52 No
## 53 No
## 54 No
## 55 Yes
## 56 No
## 57 Yes
## 58 No
## 59 No
## 60 No
## 61 Yes
## 62 No
## 63 No
## 64 Yes
## 65 No
## 66 No
## 67 No
## 68 Yes
## 69 No
## 70 Yes
## 71 No
## 72 No
## 73 Yes
## 74 Yes
## 75 No
## 76 No
## 77 No
## 78 Yes
## 79 No
## 80 No
## 81 No
## 82 No
## 83 No
## 84 No
## 85 No
## 86 Yes
## 87 No
## 88 Yes
## 89 No
## 90 No
## 91 No
## 92 No
## 93 No
## 94 No
## 95 No
## 96 No
## 97 No
## 98 No
## 99 No
## 100 No
## 101 Yes
## 102 No
## 103 No
## 104 No
## 105 No
## 106 No
## 107 Yes
## 108 No
## 109 No
## 110 No
## 111 No
## 112 No
## 113 No
## 114 No
## 115 Yes
## 116 Yes
## 117 No
## 118 Yes
## 119 No
## 120 No
## 121 No
## 122 No
## 123 No
## 124 No
## 125 Yes
## 126 No
## 127 No
## 128 No
## 129 No
## 130 No
## 131 No
## 132 No
## 133 No
## 134 No
## 135 No
## 136 No
## 137 No
## 138 No
## 139 No
## 140 No
## 141 No
## 142 No
## 143 Yes
## 144 No
## 145 No
## 146 Yes
## 147 No
## 148 Yes
## 149 Yes
## 150 Yes
## 151 Yes
## 152 Yes
## 153 Yes
## 154 Yes
## 155 Yes
## 156 Yes
## 157 Yes
## 158 No
## 159 Yes
## 160 No
## 161 No
## 162 Yes
## 163 Yes
## 164 Yes
## 165 Yes
## 166 Yes
## 167 Yes
## 168 Yes
## 169 No
## 170 Yes
## 171 Yes
## 172 Yes
## 173 Yes
## 174 Yes
## 175 Yes
## 176 Yes
## 177 Yes
## 178 Yes
## 179 Yes
## 180 Yes
## 181 No
## 182 No
## 183 No
## 184 No
## 185 No
## 186 Yes
## 187 Yes
## 188 No
## 189 Yes
## 190 No
## 191 No
## 192 No
## 193 Yes
## 194 Yes
## 195 Yes
## 196 No
## 197 No
## 198 No
## 199 Yes
## 200 No
## 201 Yes
## 202 No
## 203 No
## 204 No
## 205 No
## 206 No
## 207 No
## 208 No
## 209 No
## 210 No
## 211 No
## 212 No
## 213 Yes
## 214 No
## 215 No
## 216 No
## 217 No
## 218 No
## 219 No
## 220 Yes
## 221 No
## 222 Yes
## 223 No
## 224 No
## 225 No
## 226 No
## 227 No
## 228 No
## 229 No
## 230 No
## 231 No
## 232 No
## 233 No
## 234 No
## 235 No
## 236 No
## 237 No
## 238 No
## 239 No
## 240 No
## 241 No
## 242 Yes
## 243 No
## 244 Yes
## 245 No
## 246 No
## 247 No
## 248 No
## 249 Yes
## 250 No
## 251 No
## 252 No
## 253 Yes
## 254 No
## 255 No
## 256 No
## 257 No
## 258 No
## 259 Yes
## 260 No
## 261 Yes
## 262 No
## 263 Yes
## 264 No
## 265 No
## 266 No
## 267 No
## 268 No
## 269 No
## 270 Yes
## 271 No
## 272 No
## 273 No
## 274 No
## 275 No
## 276 Yes
## 277 Yes
## 278 No
## 279 No
## 280 Yes
## 281 Yes
## 282 No
## 283 Yes
## 284 Yes
## 285 Yes
## 286 Yes
## 287 Yes
## 288 Yes
## 289 Yes
## 290 Yes
## 291 Yes
## 292 Yes
## 293 Yes
## 294 No
## 295 Yes
## 296 Yes
## 297 Yes
## 298 No
## 299 No
## 300 No
## 301 No
## 302 No
## 303 Yes
## 304 No
## 305 Yes
## 306 Yes
## 307 No
## 308 No
## 309 Yes
## 310 Yes
## 311 Yes
## 312 No
## 313 No
## 314 Yes
## 315 No
## 316 No
## 317 No
## 318 No
## 319 Yes
## 320 Yes
## 321 No
## 322 No
## 323 Yes
## 324 Yes
## 325 Yes
## 326 No
## 327 No
## 328 Yes
## 329 Yes
## 330 Yes
## 331 No
## 332 No
## 333 No
## 334 No
## 335 No
## 336 No
## 337 Yes
## 338 No
## 339 No
## 340 Yes
## 341 Yes
## 342 Yes
## 343 No
## 344 Yes
## 345 Yes
## 346 Yes
## 347 No
## 348 No
## 349 No
## 350 Yes
## 351 No
## 352 No
## 353 No
## 354 Yes
## 355 No
## 356 No
## 357 No
## 358 Yes
## 359 Yes
## 360 No
## 361 Yes
## 362 No
## 363 Yes
## 364 Yes
## 365 Yes
## 366 Yes
## 367 No
## 368 No
## 369 No
## 370 No
## 371 No
## 372 Yes
## 373 Yes
## 374 No
## 375 Yes
## 376 No
## 377 Yes
## 378 Yes
## 379 No
## 380 No
## 381 No
## 382 No
## 383 Yes
## 384 Yes
## 385 No
## 386 No
## 387 Yes
## 388 Yes
## 389 Yes
## 390 No
## 391 Yes
## 392 Yes
## 393 No
## 394 No
## 395 Yes
## 396 Yes
## 397 Yes
## 398 Yes
## 399 Yes
## 400 No
## 401 No
## 402 No
## 403 No
## 404 No
## 405 Yes
## 406 Yes
## 407 No
## 408 Yes
## 409 Yes
## 410 No
## 411 No
## 412 No
## 413 No
## 414 No
## 415 Yes
## 416 No
## 417 No
## 418 Yes
## 419 No
## 420 No
## 421 No
## 422 Yes
## 423 No
## 424 No
## 425 No
## 426 No
## 427 No
## 428 No
## 429 No
## 430 No
## 431 No
## 432 No
## 433 Yes
## 434 Yes
## 435 No
## 436 No
## 437 No
## 438 No
## 439 No
## 440 Yes
## 441 Yes
## 442 No
## 443 No
## 444 Yes
## 445 No
## 446 No
## 447 No
## 448 No
## 449 No
## 450 Yes
## 451 Yes
## 452 No
## 453 No
## 454 No
## 455 Yes
## 456 Yes
## 457 No
## 458 No
## 459 No
## 460 No
## 461 No
## 462 No
## 463 No
## 464 No
## 465 No
## 466 No
## 467 No
## 468 No
## 469 No
## 470 No
## 471 No
## 472 No
## 473 Yes
## 474 Yes
## 475 No
## 476 Yes
## 477 Yes
## 478 No
## 479 No
## 480 Yes
## 481 No
## 482 No
## 483 No
## 484 No
## 485 No
## 486 Yes
## 487 No
## 488 Yes
## 489 No
## 490 No
## 491 Yes
## 492 No
## 493 No
## 494 Yes
## 495 No
## 496 Yes
## 497 Yes
## 498 No
## 499 No
## 500 No
## 501 No
## 502 No
## 503 No
## 504 Yes
## 505 No
## 506 No
## 507 Yes
## 508 Yes
## 509 No
## 510 Yes
## 511 Yes
## 512 Yes
## 513 Yes
## 514 Yes
## 515 No
## 516 Yes
## 517 No
## 518 Yes
## 519 No
## 520 No
## 521 No
## 522 Yes
## 523 No
## 524 No
## 525 Yes
## 526 No
## 527 Yes
## 528 No
## 529 No
## 530 No
## 531 No
## 532 No
## 533 No
## 534 Yes
## 535 Yes
## 536 Yes
## 537 Yes
## 538 Yes
## 539 No
## 540 No
## 541 Yes
## 542 Yes
## 543 Yes
## 544 Yes
## 545 Yes
## 546 No
## 547 No
## 548 Yes
## 549 Yes
## 550 Yes
## 551 No
## 552 Yes
## 553 No
## 554 Yes
## 555 No
## 556 Yes
## 557 No
## 558 No
## 559 Yes
## 560 Yes
## 561 Yes
## 562 No
## 563 Yes
## 564 Yes
## 565 Yes
## 566 No
## 567 No
## 568 Yes
## 569 Yes
## 570 No
## 571 Yes
## 572 No
## 573 No
## 574 Yes
## 575 No
## 576 Yes
## 577 No
## 578 No
## 579 Yes
## 580 No
## 581 No
## 582 No
## 583 Yes
## 584 Yes
## 585 No
## 586 Yes
## 587 No
## 588 Yes
## 589 No
## 590 No
## 591 Yes
## 592 Yes
## 593 No
## 594 No
## 595 Yes
## 596 Yes
## 597 No
## 598 Yes
## 599 No
## 600 Yes
## 601 Yes
## 602 Yes
## 603 Yes
## 604 Yes
## 605 Yes
## 606 Yes
## 607 Yes
## 608 Yes
## 609 Yes
## 610 No
## 611 No
## 612 Yes
## 613 Yes
## 614 No
## 615 Yes
## 616 No
## 617 No
## 618 Yes
## 619 Yes
## 620 Yes
## 621 No
## 622 Yes
## 623 No
## 624 Yes
## 625 No
## 626 Yes
## 627 No
## 628 Yes
## 629 Yes
## 630 Yes
## 631 No
## 632 Yes
## 633 Yes
## 634 No
## 635 No
## 636 No
## 637 No
## 638 No
## 639 Yes
## 640 Yes
## 641 Yes
## 642 No
## 643 Yes
## 644 Yes
## 645 Yes
## 646 Yes
## 647 Yes
## 648 No
## 649 Yes
## 650 Yes
## 651 No
## 652 No
## 653 Yes
## 654 Yes
## 655 No
## 656 No
## 657 No
## 658 No
## 659 No
## 660 Yes
## 661 Yes
## 662 Yes
## 663 No
## 664 No
## 665 No
## 666 Yes
## 667 No
## 668 Yes
## 669 No
## 670 No
## 671 No
## 672 No
## 673 No
## 674 No
## 675 No
## 676 No
## 677 No
## 678 No
## 679 No
## 680 Yes
## 681 Yes
## 682 No
## 683 No
## 684 Yes
## 685 Yes
## 686 Yes
## 687 No
## 688 Yes
## 689 No
## 690 No
## 691 No
## 692 No
## 693 Yes
## 694 No
## 695 Yes
## 696 Yes
## 697 No
## 698 Yes
## 699 Yes
## 700 Yes
## 701 No
## 702 Yes
## 703 Yes
## 704 Yes
## 705 No
## 706 No
## 707 Yes
## 708 No
## 709 Yes
## 710 Yes
## 711 Yes
## 712 No
## 713 Yes
## 714 No
## 715 Yes
## 716 No
## 717 No
## 718 Yes
## 719 Yes
## 720 No
## 721 Yes
## 722 No
## 723 Yes
## 724 Yes
## 725 No
## 726 Yes
## 727 No
## 728 Yes
## 729 No
## 730 Yes
## 731 No
## 732 No
## 733 No
## 734 No
## 735 No
## 736 No
## 737 No
## 738 No
## 739 No
## 740 No
## 741 No
## 742 No
## 743 No
## 744 No
## 745 No
## 746 No
## 747 No
## 748 No
## 749 No
## 750 Yes
## 751 No
## 752 No
## 753 No
## 754 Yes
## 755 No
## 756 No
## 757 No
## 758 No
## 759 No
## 760 Yes
## 761 Yes
## 762 No
## 763 No
## 764 No
## 765 No
## 766 No
## 767 Yes
## 768 No
## 769 No
## 770 No
## 771 No
## 772 No
## 773 No
## 774 Yes
## 775 No
## 776 Yes
## 777 No
## 778 No
## 779 No
## 780 No
## 781 No
## 782 No
## 783 No
## 784 No
## 785 No
## 786 Yes
## 787 Yes
## 788 No
## 789 No
## 790 No
## 791 No
## 792 No
## 793 No
## 794 Yes
## 795 Yes
## 796 Yes
## 797 Yes
## 798 Yes
## 799 No
## 800 No
## 801 Yes
## 802 Yes
## 803 Yes
## 804 Yes
## 805 No
## 806 Yes
## 807 Yes
## 808 Yes
## 809 Yes
## 810 No
## 811 Yes
## 812 Yes
## 813 No
## 814 No
## 815 Yes
## 816 Yes
## 817 No
## 818 Yes
## 819 No
## 820 No
## 821 Yes
## 822 Yes
## 823 No
## 824 Yes
## 825 No
## 826 Yes
## 827 No
## 828 No
## 829 Yes
## 830 Yes
## 831 No
## 832 No
## 833 No
## 834 No
## 835 Yes
## 836 No
## 837 No
## 838 Yes
## 839 No
## 840 Yes
## 841 No
## 842 Yes
## 843 Yes
## 844 No
## 845 No
## 846 No
## 847 No
## 848 No
## 849 No
## 850 No
## 851 No
## 852 No
## 853 No
## 854 No
## 855 No
## 856 No
## 857 No
## 858 Yes
## 859 No
## 860 No
## 861 No
## 862 No
## 863 No
## 864 No
## 865 No
## 866 No
## 867 No
## 868 No
## 869 No
## 870 No
## 871 No
## 872 No
## 873 No
## 874 No
## 875 No
## 876 No
## 877 No
## 878 No
## 879 No
## 880 No
## 881 No
## 882 Yes
## 883 Yes
## 884 No
## 885 No
## 886 No
## 887 No
## 888 No
## 889 No
## 890 No
## 891 No
## 892 No
## 893 No
## 894 No
## 895 No
## 896 No
## 897 No
## 898 No
## 899 No
## 900 No
## 901 No
## 902 No
## 903 Yes
## 904 No
## 905 No
## 906 No
## 907 No
## 908 No
## 909 No
## 910 No
## 911 No
## 912 No
## 913 No
## 914 No
## 915 No
## 916 No
## 917 No
## 918 No
## 919 No
## 920 No
## 921 No
## 922 No
## 923 No
## 924 No
## 925 No
## 926 No
## 927 Yes
## 928 Yes
## 929 No
## 930 No
## 931 No
## 932 No
## 933 No
## 934 No
## 935 No
## 936 No
## 937 No
## 938 Yes
## 939 No
## 940 Yes
## 941 Yes
## 942 Yes
## 943 Yes
## 944 Yes
## 945 No
## 946 No
## 947 No
## 948 Yes
## 949 No
## 950 No
## 951 Yes
## 952 No
## 953 Yes
## 954 No
## 955 Yes
## 956 Yes
## 957 No
## 958 No
## 959 No
## 960 No
## 961 Yes
## 962 Yes
## 963 No
## 964 No
## 965 No
## 966 Yes
## 967 No
## 968 No
## 969 No
## 970 Yes
## 971 No
## 972 Yes
## 973 No
## 974 No
## 975 Yes
## 976 No
## 977 Yes
## 978 Yes
## 979 Yes
## 980 No
## 981 No
## 982 Yes
## 983 Yes
## 984 Yes
## 985 Yes
## 986 No
## 987 Yes
## 988 No
## 989 No
## 990 Yes
## 991 No
## 992 No
## 993 No
## 994 Yes
## 995 No
## 996 Yes
## 997 No
## 998 No
## 999 No
## 1000 No
## 1001 Yes
## 1002 Yes
## 1003 No
## 1004 Yes
## 1005 No
## 1006 No
## 1007 No
## 1008 Yes
## 1009 No
## 1010 No
## 1011 Yes
## 1012 No
## 1013 Yes
## 1014 Yes
## 1015 No
## 1016 No
## 1017 No
## 1018 Yes
## 1019 Yes
## 1020 Yes
## 1021 Yes
## 1022 Yes
## 1023 Yes
## 1024 No
## 1025 No
## 1026 Yes
## 1027 Yes
## 1028 No
## 1029 Yes
## 1030 Yes
## 1031 Yes
## 1032 No
## 1033 No
## 1034 Yes
## 1035 No
## 1036 No
## 1037 No
## 1038 No
## 1039 No
## 1040 No
## 1041 Yes
## 1042 Yes
## 1043 Yes
## 1044 Yes
## 1045 No
## 1046 Yes
## 1047 No
## 1048 No
## 1049 No
## 1050 No
## 1051 Yes
## 1052 No
## 1053 No
## 1054 No
## 1055 Yes
## 1056 Yes
## 1057 No
## 1058 Yes
## 1059 No
## 1060 Yes
## 1061 Yes
## 1062 Yes
## 1063 No
## 1064 Yes
## 1065 No
## 1066 No
## 1067 Yes
## 1068 Yes
## 1069 No
## 1070 Yes
## 1071 Yes
## 1072 Yes
## 1073 Yes
## 1074 Yes
## 1075 No
## 1076 No
## 1077 No
## 1078 Yes
## 1079 No
## 1080 Yes
## 1081 Yes
## 1082 Yes
## 1083 Yes
## 1084 No
## 1085 No
## 1086 No
## 1087 Yes
## 1088 Yes
## 1089 No
## 1090 Yes
## 1091 Yes
## 1092 No
## 1093 No
## 1094 No
## 1095 No
## 1096 Yes
## 1097 Yes
## 1098 No
## 1099 No
## 1100 No
## 1101 No
## 1102 Yes
## 1103 Yes
## 1104 No
## 1105 No
## 1106 No
## 1107 No
## 1108 No
## 1109 No
## 1110 No
## 1111 No
## 1112 No
## 1113 No
## 1114 No
## 1115 No
## 1116 Yes
## 1117 No
## 1118 No
## 1119 No
## 1120 No
## 1121 No
## 1122 No
## 1123 No
## 1124 No
## 1125 No
## 1126 No
## 1127 No
## 1128 No
## 1129 No
## 1130 No
## 1131 Yes
## 1132 No
## 1133 No
## 1134 No
## 1135 No
## 1136 No
## 1137 Yes
## 1138 No
## 1139 Yes
## 1140 No
## 1141 No
## 1142 No
## 1143 No
## 1144 No
## 1145 No
## 1146 No
## 1147 No
## 1148 No
## 1149 No
## 1150 Yes
## 1151 No
## 1152 Yes
## 1153 No
## 1154 No
## 1155 No
## 1156 No
## 1157 No
## 1158 No
## 1159 No
## 1160 No
## 1161 No
## 1162 No
## 1163 No
## 1164 No
## 1165 Yes
## 1166 No
## 1167 No
## 1168 No
## 1169 Yes
## 1170 Yes
## 1171 Yes
## 1172 No
## 1173 Yes
## 1174 No
## 1175 No
## 1176 No
## 1177 No
## 1178 No
## 1179 No
## 1180 Yes
## 1181 No
## 1182 No
## 1183 No
## 1184 Yes
## 1185 Yes
## 1186 No
## 1187 No
## 1188 No
## 1189 No
## 1190 No
## 1191 No
## 1192 No
## 1193 Yes
## 1194 No
## 1195 No
## 1196 Yes
## 1197 No
## 1198 Yes
## 1199 No
## 1200 No
## 1201 Yes
## 1202 Yes
## 1203 No
## 1204 No
## 1205 Yes
## 1206 Yes
## 1207 Yes
## 1208 No
## 1209 No
## 1210 Yes
## 1211 Yes
## 1212 No
## 1213 Yes
## 1214 No
## 1215 No
## 1216 No
## 1217 No
## 1218 Yes
## 1219 No
## 1220 Yes
## 1221 No
## 1222 No
## 1223 Yes
## 1224 Yes
## 1225 Yes
## 1226 No
## 1227 Yes
## 1228 No
## 1229 Yes
## 1230 Yes
## 1231 Yes
## 1232 No
## 1233 No
## 1234 No
## 1235 Yes
## 1236 Yes
## 1237 Yes
## 1238 No
## 1239 Yes
## 1240 Yes
## 1241 No
## 1242 No
## 1243 Yes
## 1244 Yes
## 1245 Yes
## 1246 Yes
## 1247 Yes
## 1248 Yes
## 1249 No
## 1250 No
## 1251 No
## 1252 Yes
## 1253 No
## 1254 Yes
## 1255 No
## 1256 Yes
## 1257 No
## 1258 Yes
## 1259 No
## 1260 No
## 1261 Yes
## 1262 No
## 1263 Yes
## 1264 Yes
## 1265 Yes
## 1266 No
## 1267 Yes
## 1268 No
## 1269 Yes
## 1270 No
## 1271 No
## 1272 No
## 1273 No
## 1274 Yes
## 1275 Yes
## 1276 Yes
## 1277 Yes
## 1278 Yes
## 1279 No
## 1280 Yes
## 1281 Yes
## 1282 Yes
## 1283 No
## 1284 No
## 1285 Yes
## 1286 No
## 1287 No
## 1288 No
## 1289 No
## 1290 No
## 1291 No
## 1292 No
## 1293 Yes
## 1294 No
## 1295 No
## 1296 No
## 1297 No
## 1298 Yes
## 1299 Yes
## 1300 No
## 1301 Yes
## 1302 No
## 1303 Yes
## 1304 Yes
## 1305 No
## 1306 Yes
## 1307 No
## 1308 No
## 1309 Yes
## 1310 No
## 1311 No
## 1312 No
## 1313 Yes
## 1314 Yes
## 1315 Yes
## 1316 Yes
## 1317 No
## 1318 Yes
## 1319 No
## 1320 No
## 1321 Yes
## 1322 Yes
## 1323 Yes
## 1324 No
## 1325 Yes
## 1326 Yes
## 1327 Yes
## 1328 Yes
## 1329 Yes
## 1330 Yes
## 1331 Yes
## 1332 No
## 1333 No
## 1334 Yes
## 1335 No
## 1336 Yes
## 1337 Yes
## 1338 Yes
## 1339 Yes
## 1340 Yes
## 1341 Yes
## 1342 No
## 1343 Yes
## 1344 No
## 1345 No
## 1346 No
## 1347 Yes
## 1348 Yes
## 1349 Yes
## 1350 Yes
## 1351 No
## 1352 Yes
## 1353 Yes
## 1354 No
## 1355 No
## 1356 Yes
## 1357 No
## 1358 No
## 1359 No
## 1360 No
## 1361 No
## 1362 No
## 1363 Yes
## 1364 No
## 1365 No
## 1366 Yes
## 1367 Yes
## 1368 No
## 1369 No
## 1370 No
## 1371 No
## 1372 No
## 1373 No
## 1374 No
## 1375 No
## 1376 No
## 1377 No
## 1378 No
## 1379 No
## 1380 No
## 1381 No
## 1382 No
## 1383 Yes
## 1384 No
## 1385 No
## 1386 Yes
## 1387 No
## 1388 No
## 1389 No
## 1390 No
## 1391 No
## 1392 No
## 1393 No
## 1394 Yes
## 1395 No
## 1396 Yes
## 1397 No
## 1398 No
## 1399 No
## 1400 Yes
## 1401 Yes
## 1402 No
## 1403 No
## 1404 No
## 1405 No
## 1406 No
## 1407 No
## 1408 No
## 1409 No
## 1410 No
## 1411 No
## 1412 No
## 1413 No
## 1414 No
## 1415 No
## 1416 Yes
## 1417 No
## 1418 No
## 1419 No
## 1420 Yes
## 1421 No
## 1422 No
## 1423 No
## 1424 Yes
## 1425 No
## 1426 No
## 1427 No
## 1428 No
## 1429 No
## 1430 Yes
## 1431 No
## 1432 No
## 1433 No
## 1434 No
## 1435 No
## 1436 No
## 1437 No
## 1438 No
## 1439 No
## 1440 Yes
## 1441 No
## 1442 No
## 1443 No
## 1444 No
## 1445 No
## 1446 Yes
## 1447 Yes
## 1448 No
## 1449 Yes
## 1450 No
## 1451 No
## 1452 Yes
## 1453 Yes
## 1454 No
## 1455 No
## 1456 Yes
## 1457 No
## 1458 No
## 1459 No
## 1460 No
## 1461 Yes
## 1462 No
## 1463 Yes
## 1464 No
## 1465 No
## 1466 No
## 1467 No
## 1468 No
## 1469 No
## 1470 No
## 1471 Yes
## 1472 No
## 1473 No
## 1474 Yes
## 1475 No
## 1476 No
## 1477 No
## 1478 Yes
## 1479 No
## 1480 No
## 1481 No
## 1482 No
## 1483 No
## 1484 No
## 1485 Yes
## 1486 No
## 1487 No
## 1488 No
## 1489 No
## 1490 No
## 1491 Yes
## 1492 Yes
## 1493 No
## 1494 No
## 1495 Yes
## 1496 No
## 1497 Yes
## 1498 Yes
## 1499 No
## 1500 Yes
## 1501 No
## 1502 No
## 1503 Yes
## 1504 Yes
## 1505 No
## 1506 No
## 1507 Yes
## 1508 No
## 1509 No
## 1510 No
## 1511 Yes
## 1512 No
## 1513 No
## 1514 No
## 1515 No
## 1516 Yes
## 1517 Yes
## 1518 Yes
## 1519 No
## 1520 No
## 1521 Yes
## 1522 No
## 1523 No
## 1524 Yes
## 1525 Yes
## 1526 No
## 1527 Yes
## 1528 Yes
## 1529 No
## 1530 Yes
## 1531 Yes
## 1532 Yes
## 1533 Yes
## 1534 Yes
## 1535 No
## 1536 Yes
## 1537 No
## 1538 Yes
## 1539 No
## 1540 No
## 1541 No
## 1542 No
## 1543 No
## 1544 Yes
## 1545 Yes
## 1546 Yes
## 1547 No
## 1548 Yes
## 1549 No
## 1550 No
## 1551 Yes
## 1552 Yes
## 1553 Yes
## 1554 Yes
## 1555 Yes
## 1556 Yes
## 1557 Yes
## 1558 No
## 1559 No
## 1560 Yes
## 1561 Yes
## 1562 No
## 1563 No
## 1564 No
## 1565 Yes
## 1566 Yes
## 1567 No
## 1568 No
## 1569 Yes
## 1570 Yes
## 1571 No
## 1572 No
## 1573 No
## 1574 No
## 1575 Yes
## 1576 Yes
## 1577 Yes
## 1578 No
## 1579 Yes
## 1580 Yes
## 1581 No
## 1582 No
## 1583 No
## 1584 Yes
## 1585 No
## 1586 No
## 1587 Yes
## 1588 Yes
## 1589 No
## 1590 Yes
## 1591 Yes
## 1592 Yes
## 1593 No
## 1594 No
## 1595 No
## 1596 No
## 1597 No
## 1598 No
## 1599 No
## 1600 No
## 1601 No
## 1602 No
## 1603 No
## 1604 Yes
## 1605 No
## 1606 Yes
## 1607 Yes
## 1608 No
## 1609 No
## 1610 No
## 1611 Yes
## 1612 No
## 1613 Yes
## 1614 Yes
## 1615 No
## 1616 Yes
## 1617 No
## 1618 Yes
## 1619 No
## 1620 No
## 1621 No
## 1622 Yes
## 1623 Yes
## 1624 Yes
## 1625 Yes
## 1626 No
## 1627 No
## 1628 No
## 1629 No
## 1630 Yes
## 1631 No
## 1632 No
## 1633 No
## 1634 No
## 1635 No
## 1636 No
## 1637 Yes
## 1638 No
## 1639 No
## 1640 No
## 1641 Yes
## 1642 No
## 1643 No
## 1644 Yes
## 1645 No
## 1646 No
## 1647 No
## 1648 No
## 1649 No
## 1650 No
## 1651 No
## 1652 Yes
## 1653 No
## 1654 No
## 1655 Yes
## 1656 Yes
## 1657 No
## 1658 No
## 1659 No
## 1660 No
## 1661 No
## 1662 No
## 1663 No
## 1664 Yes
## 1665 No
## 1666 No
## 1667 No
## 1668 No
## 1669 No
## 1670 Yes
## 1671 Yes
## 1672 No
## 1673 No
## 1674 Yes
## 1675 No
## 1676 Yes
## 1677 Yes
## 1678 Yes
## 1679 Yes
## 1680 No
## 1681 Yes
## 1682 No
## 1683 No
## 1684 No
## 1685 No
## 1686 No
## 1687 No
## 1688 No
## 1689 Yes
## 1690 No
## 1691 Yes
## 1692 No
## 1693 No
## 1694 No
## 1695 No
## 1696 No
## 1697 Yes
## 1698 No
## 1699 Yes
## 1700 Yes
## 1701 No
## 1702 Yes
## 1703 No
## 1704 Yes
## 1705 Yes
## 1706 No
## 1707 Yes
## 1708 No
## 1709 No
## 1710 No
## 1711 No
## 1712 Yes
## 1713 No
## 1714 No
## 1715 Yes
## 1716 No
## 1717 No
## 1718 No
## 1719 No
## 1720 No
## 1721 Yes
## 1722 No
## 1723 No
## 1724 No
## 1725 No
## 1726 No
## 1727 No
## 1728 Nosummary(datos)## precio metros_totales antiguedad precio_terreno
## Min. : 5000 Min. : 0.0000 Min. : 0.00 Min. : 200
## 1st Qu.:145000 1st Qu.: 0.1700 1st Qu.: 13.00 1st Qu.: 15100
## Median :189900 Median : 0.3700 Median : 19.00 Median : 25000
## Mean :211967 Mean : 0.5002 Mean : 27.92 Mean : 34557
## 3rd Qu.:259000 3rd Qu.: 0.5400 3rd Qu.: 34.00 3rd Qu.: 40200
## Max. :775000 Max. :12.2000 Max. :225.00 Max. :412600
## metros_habitables universitarios dormitorios chimenea
## Min. : 616 Min. :20.00 Min. :1.000 Min. :0.0000
## 1st Qu.:1300 1st Qu.:52.00 1st Qu.:3.000 1st Qu.:0.0000
## Median :1634 Median :57.00 Median :3.000 Median :1.0000
## Mean :1755 Mean :55.57 Mean :3.155 Mean :0.6019
## 3rd Qu.:2138 3rd Qu.:64.00 3rd Qu.:4.000 3rd Qu.:1.0000
## Max. :5228 Max. :82.00 Max. :7.000 Max. :4.0000
## banyos habitaciones calefaccion consumo_calefacion
## Min. :0.0 Min. : 2.000 hot air :1121 gas :1197
## 1st Qu.:1.5 1st Qu.: 5.000 hot water/steam: 302 electric: 315
## Median :2.0 Median : 7.000 electric : 305 oil : 216
## Mean :1.9 Mean : 7.042
## 3rd Qu.:2.5 3rd Qu.: 8.250
## Max. :4.5 Max. :12.000
## desague vistas_lago nueva_construccion aire_acondicionado
## septic : 503 Yes: 15 Yes: 81 Yes: 635
## public/commercial:1213 No :1713 No :1647 No :1093
## none : 12
##
##
## #4.- EDA
Tabla resumen
skim(datos)| Name | datos |
| Number of rows | 1728 |
| Number of columns | 16 |
| _______________________ | |
| Column type frequency: | |
| factor | 6 |
| numeric | 10 |
| ________________________ | |
| Group variables | None |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| calefaccion | 0 | 1 | FALSE | 3 | hot: 1121, ele: 305, hot: 302 |
| consumo_calefacion | 0 | 1 | FALSE | 3 | gas: 1197, ele: 315, oil: 216 |
| desague | 0 | 1 | FALSE | 3 | pub: 1213, sep: 503, non: 12 |
| vistas_lago | 0 | 1 | FALSE | 2 | No: 1713, Yes: 15 |
| nueva_construccion | 0 | 1 | FALSE | 2 | No: 1647, Yes: 81 |
| aire_acondicionado | 0 | 1 | FALSE | 2 | No: 1093, Yes: 635 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| precio | 0 | 1 | 211966.71 | 98441.39 | 5000 | 1.45e+05 | 189900.00 | 259000.00 | 775000.0 | ▅▇▂▁▁ |
| metros_totales | 0 | 1 | 0.50 | 0.70 | 0 | 1.70e-01 | 0.37 | 0.54 | 12.2 | ▇▁▁▁▁ |
| antiguedad | 0 | 1 | 27.92 | 29.21 | 0 | 1.30e+01 | 19.00 | 34.00 | 225.0 | ▇▁▁▁▁ |
| precio_terreno | 0 | 1 | 34557.19 | 35021.17 | 200 | 1.51e+04 | 25000.00 | 40200.00 | 412600.0 | ▇▁▁▁▁ |
| metros_habitables | 0 | 1 | 1754.98 | 619.94 | 616 | 1.30e+03 | 1634.50 | 2137.75 | 5228.0 | ▇▇▂▁▁ |
| universitarios | 0 | 1 | 55.57 | 10.33 | 20 | 5.20e+01 | 57.00 | 64.00 | 82.0 | ▁▃▆▇▁ |
| dormitorios | 0 | 1 | 3.15 | 0.82 | 1 | 3.00e+00 | 3.00 | 4.00 | 7.0 | ▃▇▅▁▁ |
| chimenea | 0 | 1 | 0.60 | 0.56 | 0 | 0.00e+00 | 1.00 | 1.00 | 4.0 | ▆▇▁▁▁ |
| banyos | 0 | 1 | 1.90 | 0.66 | 0 | 1.50e+00 | 2.00 | 2.50 | 4.5 | ▁▇▇▁▁ |
| habitaciones | 0 | 1 | 7.04 | 2.32 | 2 | 5.00e+00 | 7.00 | 8.25 | 12.0 | ▃▇▇▅▂ |
#5.- Valores ausentes
# Número de datos ausentes por variable
datos %>% map_dbl(.f = function(x){sum(is.na(x))})## precio metros_totales antiguedad precio_terreno
## 0 0 0 0
## metros_habitables universitarios dormitorios chimenea
## 0 0 0 0
## banyos habitaciones calefaccion consumo_calefacion
## 0 0 0 0
## desague vistas_lago nueva_construccion aire_acondicionado
## 0 0 0 0plot_missing(data = datos, title = "Porcentaje de valores ausentes", ggtheme = theme_bw(), theme_config = list(legend.position = "bottom"))
##6.- Variable respuesta
p1 <- ggplot(data = datos, aes(x = precio)) +
geom_density(fill = "steelblue", alpha = 0.8) +
geom_rug(alpha = 0.1) +
scale_x_continuous(labels = scales::comma) +
labs(title = "Distribución original") +
theme_bw()
p2 <- ggplot(data = datos, aes(x = sqrt(precio))) +
geom_density(fill = "steelblue", alpha = 0.8) +
geom_rug(alpha = 0.1) +
scale_x_continuous(labels = scales::comma) +
labs(title = "Transformación raíz cuadrada") +
theme_bw()
p3 <- ggplot(data = datos, aes(x = log(precio))) +
geom_density(fill = "steelblue", alpha = 0.8) +
geom_rug(alpha = 0.1) +
scale_x_continuous(labels = scales::comma) +
labs(title = "Transformación logarítmica") +
theme_bw()
ggarrange(p1, p2, p3, ncol = 1, align = "v")
# Tabla de estadísticos principales
summary(datos$precio)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 5000 145000 189900 211967 259000 775000Algunos modelos de machine learning y aprendizaje estadístico requieren que la variable respuesta se distribuya de una forma determinada. Por ejemplo, para los modelos de regresión lineal (LM), la distribución tiene que ser de tipo normal. Para los modelos lineales generalizados (GLM), la distribución tiene que ser de la familia exponencial.
Existen varios paquetes en R que permiten identificar a qué distribución se ajustan mejor los datos, uno de ellos es univariateML. Para conocer más sobre cómo identificar distribuciones consultar Ajuste de distribuciones con R.
comparacion_aic <- AIC(
mlbetapr(datos$precio),
mlexp(datos$precio),
mlinvgamma(datos$precio),
mlgamma(datos$precio),
mllnorm(datos$precio),
mlrayleigh(datos$precio),
mlinvgauss(datos$precio),
mlweibull(datos$precio),
mlinvweibull(datos$precio),
mllgamma(datos$precio)
)
comparacion_aic %>% rownames_to_column(var = "distribucion") %>% arrange(AIC)## distribucion df AIC
## 1 mlgamma(datos$precio) 2 44196.85
## 2 mllnorm(datos$precio) 2 44214.14
## 3 mlinvgauss(datos$precio) 2 44409.24
## 4 mlweibull(datos$precio) 2 44417.64
## 5 mlrayleigh(datos$precio) 1 44461.57
## 6 mlbetapr(datos$precio) 2 44662.15
## 7 mlinvgamma(datos$precio) 2 44662.19
## 8 mlinvweibull(datos$precio) 2 45410.38
## 9 mlexp(datos$precio) 1 45843.02
## 10 mllgamma(datos$precio) 2 InfLas distribuciones con mejor ajuste son la normal y la gamma.
##7.- Distribuciones continuas
plot_density(
data = datos %>% select(-precio),
ncol = 3,
title = "Distribución variables continuas",
ggtheme = theme_bw(),
theme_config = list(
plot.title = element_text(size = 16, face = "bold"),
strip.text = element_text(colour = "black", size = 12, face = 2)
)
)
# Valores observados de chimenea.
table(datos$chimenea)##
## 0 1 2 3 4
## 740 942 42 2 2# Se convierte la variable chimenea a factor.
datos <- datos %>%
mutate(chimenea = as.factor(chimenea))Como el objetivo del estudio es predecir el precio de las viviendas, el análisis de cada variable se hace también en relación a la variable respuesta precio. Analizando los datos de esta forma, se pueden empezar a extraer ideas sobre qué variables están más relacionadas con el precio y de qué forma. Las variables antiguedad, metros_totales y precio_terreno se convierten a escala logarítmica para mejorar su representación gráfica.
datos <- datos %>%
mutate(
# Se le añade +0.1 a la antigüedad para que cuando la antigüedad es
# 0 no de -Inf
log_antiguedad = log10(antiguedad + 0.1),
log_metros_totales = log10(metros_totales),
log_precio_terreno = log10(precio_terreno)
)custom_corr_plot <- function(variable1, variable2, df, alpha=0.3){
p <- df %>%
mutate(
# Truco para que se ponga el título estilo facet
title = paste(toupper(variable2), "vs", toupper(variable1))
) %>%
ggplot(aes(x = !!sym(variable1), y = !!sym(variable2))) +
geom_point(alpha = alpha) +
# Tendencia no lineal
geom_smooth(se = FALSE, method = "gam", formula = y ~ splines::bs(x, 3)) +
# Tendencia lineal
geom_smooth(se = FALSE, method = "lm", color = "firebrick") +
facet_grid(. ~ title) +
theme_bw() +
theme(strip.text = element_text(colour = "black", size = 8, face = 2),
axis.title = element_blank())
return(p)
}variables_continuas <- c("metros_habitables", "universitarios", "dormitorios",
"banyos", "habitaciones", "log_antiguedad", "log_metros_totales",
"log_precio_terreno")
plots <- map(
.x = variables_continuas,
.f = custom_corr_plot,
variable2 = "precio",
df = datos
)
ggarrange(plotlist = plots, ncol = 3, nrow = 3) %>%
annotate_figure(
top = text_grob("Correlación con precio", face = "bold", size = 16,
x = 0.20)
)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'
datos <- datos %>%
select(-c(log_antiguedad, log_metros_totales, log_precio_terreno))Correlaciones
plot_correlation(
data = datos,
type = "continuous",
title = "Matriz de correlación variables continuas",
theme_config = list(legend.position = "bottom",
plot.title = element_text(size = 12, face = "bold"),
axis.title = element_blank(),
axis.text.x = element_text(angle = -45, hjust = +0.1)
)
)
GGally::ggscatmat(
data = datos %>% select_if(is.numeric),
alpha = 0.1) +
theme_bw() +
labs(title = "Correlación por pares") +
theme(
plot.title = element_text(size = 16, face = "bold"),
axis.text = element_blank(),
strip.text = element_text(colour = "black", size = 5, face = 1)
)
##8.- Variables cualitativas**
plot_bar(
datos,
ncol = 3,
title = "Número de observaciones por grupo",
ggtheme = theme_bw(),
theme_config = list(
plot.title = element_text(size = 16, face = "bold"),
strip.text = element_text(colour = "black", size = 10, face = 2),
legend.position = "none"
)
)
Si alguno de los niveles de una variable cualitativa tiene muy pocas observaciones en comparación a los otros niveles, puede ocurrir que, durante la validación cruzada o bootstrapping, algunas particiones no contengan ninguna observación de dicha clase (varianza cero), lo que puede dar lugar a errores. En estos casos, suele ser conveniente:
Eliminar las observaciones del grupo minoritario si es una variable multiclase. Eliminar la variable si solo tiene dos niveles. Agrupar los niveles minoritarios en un único grupo. Asegurar que, en la creación de las particiones, todos los grupos estén representados en cada una de ellas. Para este caso, hay que tener precaución con la variable chimenea. Se unifican los niveles de 2, 3 y 4 en un nuevo nivel llamado “2_mas”.
table(datos$chimenea)##
## 0 1 2 3 4
## 740 942 42 2 2datos <- datos %>%
mutate(
chimenea = recode_factor(
chimenea,
`2` = "2_mas",
`3` = "2_mas",
`4` = "2_mas"
)
)
table(datos$chimenea)##
## 2_mas 0 1
## 46 740 942custom_box_plot <- function(variable1, variable2, df, alpha=0.3){
p <- df %>%
mutate(
# Truco para que se ponga el título estilo facet
title = paste(toupper(variable2), "vs", toupper(variable1))
) %>%
ggplot(aes(x = !!sym(variable1), y = !!sym(variable2))) +
geom_violin(alpha = alpha) +
geom_boxplot(width = 0.1, outlier.shape = NA) +
facet_grid(. ~ title) +
theme_bw() +
theme(strip.text = element_text(colour = "black", size = 8, face = 2),
axis.text.x = element_text(size = 7),
axis.title = element_blank())
return(p)
}variables_cualitativas <- c("chimenea", "calefaccion", "consumo_calefacion", "desague",
"vistas_lago", "nueva_construccion", "aire_acondicionado")
plots <- map(
.x = variables_cualitativas,
.f = custom_box_plot,
variable2 = "precio",
df = datos
)
ggarrange(plotlist = plots, ncol = 3, nrow = 3) %>%
annotate_figure(
top = text_grob("Correlación con precio", face = "bold", size = 16,
x = 0.16)
)
#9.- TASK
El objeto task encapsula los datos, información sobre el tipo de variables, número de observaciones, el tipo de modelo (regresión, clasificación…) e identifica el rol de cada variable (predictores, respuesta, estratificación, la clase positiva para calcular métricas de clasificación binaria, pesos…).
task_datos <- TaskRegr$new(
id = "task_datos",
backend = datos,
target = "precio"
)
task_datos## <TaskRegr:task_datos> (1728 x 16)
## * Target: precio
## * Properties: -
## * Features (15):
## - fct (7): aire_acondicionado, calefaccion, chimenea,
## consumo_calefacion, desague, nueva_construccion, vistas_lago
## - int (6): antiguedad, dormitorios, habitaciones, metros_habitables,
## precio_terreno, universitarios
## - dbl (2): banyos, metros_totales# Información de todas las variables.
task_datos$col_info## id type levels label
## 1: ..row_id integer <NA>
## 2: aire_acondicionado factor Yes,No <NA>
## 3: antiguedad integer <NA>
## 4: banyos numeric <NA>
## 5: calefaccion factor hot air,hot water/steam,electric <NA>
## 6: chimenea factor 2_mas,0,1 <NA>
## 7: consumo_calefacion factor gas,electric,oil <NA>
## 8: desague factor septic,public/commercial,none <NA>
## 9: dormitorios integer <NA>
## 10: habitaciones integer <NA>
## 11: metros_habitables integer <NA>
## 12: metros_totales numeric <NA>
## 13: nueva_construccion factor Yes,No <NA>
## 14: precio integer <NA>
## 15: precio_terreno integer <NA>
## 16: universitarios integer <NA>
## 17: vistas_lago factor Yes,No <NA>
## fix_factor_levels
## 1: FALSE
## 2: FALSE
## 3: FALSE
## 4: FALSE
## 5: FALSE
## 6: FALSE
## 7: FALSE
## 8: FALSE
## 9: FALSE
## 10: FALSE
## 11: FALSE
## 12: FALSE
## 13: FALSE
## 14: FALSE
## 15: FALSE
## 16: FALSE
## 17: FALSE# Role de todas las variables.
task_datos$col_roles## $feature
## [1] "aire_acondicionado" "antiguedad" "banyos"
## [4] "calefaccion" "chimenea" "consumo_calefacion"
## [7] "desague" "dormitorios" "habitaciones"
## [10] "metros_habitables" "metros_totales" "nueva_construccion"
## [13] "precio_terreno" "universitarios" "vistas_lago"
##
## $target
## [1] "precio"
##
## $name
## character(0)
##
## $order
## character(0)
##
## $stratum
## character(0)
##
## $group
## character(0)
##
## $weight
## character(0)# Niveles de cada variable de tipo factor
task_datos$levels()## $aire_acondicionado
## [1] "Yes" "No"
##
## $calefaccion
## [1] "hot air" "hot water/steam" "electric"
##
## $chimenea
## [1] "2_mas" "0" "1"
##
## $consumo_calefacion
## [1] "gas" "electric" "oil"
##
## $desague
## [1] "septic" "public/commercial" "none"
##
## $nueva_construccion
## [1] "Yes" "No"
##
## $vistas_lago
## [1] "Yes" "No"# Mostrar datos por número de fila
task_datos$data(rows = 1:5)## precio aire_acondicionado antiguedad banyos calefaccion chimenea
## 1: 132500 No 42 1.0 electric 1
## 2: 181115 No 0 2.5 hot water/steam 0
## 3: 109000 No 133 1.0 hot water/steam 1
## 4: 155000 No 13 1.5 hot air 1
## 5: 86060 Yes 0 1.0 hot air 0
## consumo_calefacion desague dormitorios habitaciones
## 1: electric septic 2 5
## 2: gas septic 3 6
## 3: gas public/commercial 4 8
## 4: gas septic 3 5
## 5: gas public/commercial 2 3
## metros_habitables metros_totales nueva_construccion precio_terreno
## 1: 906 0.09 No 50000
## 2: 1953 0.92 No 22300
## 3: 1944 0.19 No 7300
## 4: 1944 0.41 No 18700
## 5: 840 0.11 Yes 15000
## universitarios vistas_lago
## 1: 35 No
## 2: 51 No
## 3: 51 No
## 4: 51 No
## 5: 51 No#10.- Split TRAIN y TEST
set.seed(123)
rsmp_holdout <- rsmp("holdout", ratio = 0.8)
rsmp_holdout## <ResamplingHoldout>: Holdout
## * Iterations: 1
## * Instantiated: FALSE
## * Parameters: ratio=0.8# Para que el reparto sea estratificado, es necesario indicar en el task qué
# columna o columnas se emplea como stratum. Solo para variables cualitativas.
# task_datos$col_roles$stratum <- "precio"
rsmp_holdout$instantiate(task = task_datos)
# Índices train
id_train <- rsmp_holdout$train_set(i = 1)
# Índices test
id_test <- rsmp_holdout$test_set(i = 1)
# Se crean dos nuevas task, una con los datos de train y otra con los de test.
# Dado que se va a aplicar un filtrado, y para no alterar task_datos, se emplea
# antes del filtro el método $clone() para hacer una copia.
task_train <- task_datos$clone()$filter(id_train)
task_test <- task_datos$clone()$filter(id_test)summary(task_train$data()[["precio"]])## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 5000 145000 190000 214759 260000 775000summary(task_test$data()[["precio"]])## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 10300 143375 184185 200815 248500 760000#11.- Preprocesado
# Operadores PipeOp disponibles
mlr_pipeops$keys()## [1] "boxcox" "branch" "chunk"
## [4] "classbalancing" "classifavg" "classweights"
## [7] "colapply" "collapsefactors" "colroles"
## [10] "copy" "datefeatures" "encode"
## [13] "encodeimpact" "encodelmer" "featureunion"
## [16] "filter" "fixfactors" "histbin"
## [19] "ica" "imputeconstant" "imputehist"
## [22] "imputelearner" "imputemean" "imputemedian"
## [25] "imputemode" "imputeoor" "imputesample"
## [28] "kernelpca" "learner" "learner_cv"
## [31] "missind" "modelmatrix" "multiplicityexply"
## [34] "multiplicityimply" "mutate" "nmf"
## [37] "nop" "ovrsplit" "ovrunite"
## [40] "pca" "proxy" "quantilebin"
## [43] "randomprojection" "randomresponse" "regravg"
## [46] "removeconstants" "renamecolumns" "replicate"
## [49] "scale" "scalemaxabs" "scalerange"
## [52] "select" "smote" "spatialsign"
## [55] "subsample" "targetinvert" "targetmutate"
## [58] "targettrafoscalerange" "textvectorizer" "threshold"
## [61] "tunethreshold" "unbranch" "vtreat"
## [64] "yeojohnson"# Filtros disponibles
mlr_filters$keys()## [1] "anova" "auc" "carscore"
## [4] "carsurvscore" "cmim" "correlation"
## [7] "disr" "find_correlation" "importance"
## [10] "information_gain" "jmi" "jmim"
## [13] "kruskal_test" "mim" "mrmr"
## [16] "njmim" "performance" "permutation"
## [19] "relief" "selected_features" "variance"preproces_pipeline <- po("scale", param_vals = list(center = TRUE, scale = TRUE)) %>>%
po("encode", param_vals = list(method = "one-hot"))
preproces_pipeline$train(task_train)## $encode.output
## <TaskRegr:task_datos> (1382 x 27)
## * Target: precio
## * Properties: -
## * Features (26):
## - dbl (26): aire_acondicionado.No, aire_acondicionado.Yes,
## antiguedad, banyos, calefaccion.electric, calefaccion.hot.air,
## calefaccion.hot.water.steam, chimenea.0, chimenea.1,
## chimenea.2_mas, consumo_calefacion.electric,
## consumo_calefacion.gas, consumo_calefacion.oil, desague.none,
## desague.public.commercial, desague.septic, dormitorios,
## habitaciones, metros_habitables, metros_totales,
## nueva_construccion.No, nueva_construccion.Yes, precio_terreno,
## universitarios, vistas_lago.No, vistas_lago.Yestask_train_prerp <- preproces_pipeline$predict(task_train)[[1]]$clone()
task_test_prerp <- preproces_pipeline$predict(task_test)[[1]]$clone()
task_train_prerp$data() %>% head()## precio antiguedad banyos dormitorios habitaciones metros_habitables
## 1: 132500 0.4799219 -1.3728586 -1.4017137 -0.8810613 -1.3760409
## 2: 181115 -0.9406078 0.8975330 -0.1902263 -0.4485118 0.3046532
## 3: 155000 -0.5009201 -0.6160614 -0.1902263 -0.8810613 0.2902060
## 4: 86060 -0.9406078 -1.3728586 -1.4017137 -1.7461602 -1.4819872
## 5: 120000 0.1078784 -1.3728586 1.0212611 0.4165871 -0.9811500
## 6: 170000 -0.1626987 -0.6160614 1.0212611 0.8491365 -0.1624738
## metros_totales precio_terreno universitarios aire_acondicionado.Yes
## 1: -0.6139620 0.4079909 -2.0099544 0
## 2: 0.6495410 -0.3550306 -0.4554753 0
## 3: -0.1268284 -0.4541958 -0.4554753 0
## 4: -0.5835162 -0.5561157 -0.4554753 1
## 5: 0.2841907 -0.5836616 -3.2729687 0
## 6: 1.0910059 -0.5671340 -2.0099544 0
## aire_acondicionado.No calefaccion.hot.air calefaccion.hot.water.steam
## 1: 1 0 0
## 2: 1 0 1
## 3: 1 1 0
## 4: 0 1 0
## 5: 1 1 0
## 6: 1 1 0
## calefaccion.electric chimenea.2_mas chimenea.0 chimenea.1
## 1: 1 0 0 1
## 2: 0 0 1 0
## 3: 0 0 0 1
## 4: 0 0 1 0
## 5: 0 0 0 1
## 6: 0 0 0 1
## consumo_calefacion.gas consumo_calefacion.electric consumo_calefacion.oil
## 1: 0 1 0
## 2: 1 0 0
## 3: 1 0 0
## 4: 1 0 0
## 5: 1 0 0
## 6: 0 0 1
## desague.septic desague.public.commercial desague.none nueva_construccion.Yes
## 1: 1 0 0 0
## 2: 1 0 0 0
## 3: 1 0 0 0
## 4: 0 1 0 1
## 5: 1 0 0 0
## 6: 1 0 0 0
## nueva_construccion.No vistas_lago.Yes vistas_lago.No
## 1: 1 0 1
## 2: 1 0 1
## 3: 1 0 1
## 4: 0 0 1
## 5: 1 0 1
## 6: 1 0 1task_train_prerp$data() %>%summary()## precio antiguedad banyos dormitorios
## Min. : 5000 Min. :-0.9406 Min. :-2.8865 Min. :-2.6132
## 1st Qu.:145000 1st Qu.:-0.5009 1st Qu.:-0.6161 1st Qu.:-0.1902
## Median :190000 Median :-0.2980 Median : 0.1407 Median :-0.1902
## Mean :214759 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.:260000 3rd Qu.: 0.1755 3rd Qu.: 0.8975 3rd Qu.: 1.0213
## Max. :775000 Max. : 6.6694 Max. : 3.9247 Max. : 4.6557
## habitaciones metros_habitables metros_totales precio_terreno
## Min. :-2.17871 Min. :-1.8416 Min. :-0.75097 Min. :-0.9638
## 1st Qu.:-0.88106 1st Qu.:-0.7203 1st Qu.:-0.49218 1st Qu.:-0.5534
## Median :-0.01596 Median :-0.1833 Median :-0.18772 Median :-0.2779
## Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.41659 3rd Qu.: 0.5916 3rd Qu.: 0.05585 3rd Qu.: 0.1615
## Max. : 2.14678 Max. : 5.5618 Max. :12.90400 Max. :10.3961
## universitarios aire_acondicionado.Yes aire_acondicionado.No
## Min. :-3.4673 Min. :0.0000 Min. :0.0000
## 1st Qu.:-0.3583 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.1275 Median :0.0000 Median :1.0000
## Mean : 0.0000 Mean :0.3712 Mean :0.6288
## 3rd Qu.: 0.8075 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. : 2.5563 Max. :1.0000 Max. :1.0000
## calefaccion.hot.air calefaccion.hot.water.steam calefaccion.electric
## Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000 Median :0.0000
## Mean :0.6512 Mean :0.1758 Mean :0.1729
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000
## chimenea.2_mas chimenea.0 chimenea.1 consumo_calefacion.gas
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.0000 Median :1.0000 Median :1.0000
## Mean :0.02894 Mean :0.4247 Mean :0.5463 Mean :0.7004
## 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## consumo_calefacion.electric consumo_calefacion.oil desague.septic
## Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.1802 Mean :0.1194 Mean :0.2858
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000
## desague.public.commercial desague.none nueva_construccion.Yes
## Min. :0.0000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :1.0000 Median :0.000000 Median :0.0000
## Mean :0.7055 Mean :0.008683 Mean :0.0492
## 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.000000 Max. :1.0000
## nueva_construccion.No vistas_lago.Yes vistas_lago.No
## Min. :0.0000 Min. :0.000000 Min. :0.0000
## 1st Qu.:1.0000 1st Qu.:0.000000 1st Qu.:1.0000
## Median :1.0000 Median :0.000000 Median :1.0000
## Mean :0.9508 Mean :0.009407 Mean :0.9906
## 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.000000 Max. :1.0000# Listado de learners disponibles en mlr3learners
mlr_learners$keys()## [1] "classif.cv_glmnet" "classif.debug" "classif.featureless"
## [4] "classif.glmnet" "classif.kknn" "classif.lda"
## [7] "classif.log_reg" "classif.multinom" "classif.naive_bayes"
## [10] "classif.nnet" "classif.qda" "classif.ranger"
## [13] "classif.rpart" "classif.svm" "classif.xgboost"
## [16] "clust.agnes" "clust.ap" "clust.cmeans"
## [19] "clust.cobweb" "clust.dbscan" "clust.diana"
## [22] "clust.em" "clust.fanny" "clust.featureless"
## [25] "clust.ff" "clust.hclust" "clust.kkmeans"
## [28] "clust.kmeans" "clust.MBatchKMeans" "clust.mclust"
## [31] "clust.meanshift" "clust.pam" "clust.SimpleKMeans"
## [34] "clust.xmeans" "regr.cv_glmnet" "regr.debug"
## [37] "regr.featureless" "regr.glmnet" "regr.kknn"
## [40] "regr.km" "regr.lm" "regr.nnet"
## [43] "regr.ranger" "regr.rpart" "regr.svm"
## [46] "regr.xgboost"