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Downloads and tidies the HMRC Monthly Property Transactions bulletin, which counts residential and non-residential property transactions (SDLT returns, LBTT in Scotland, LTT in Wales) for England, Scotland, Wales, Northern Ireland, and the UK total. Data runs from April 2005 to the most recent completed month.

Usage

hmrc_property_transactions(
  type = c("all", "residential", "non_residential"),
  nation = NULL,
  start = NULL,
  end = NULL,
  cache = TRUE
)

Arguments

type

Character. One of "all" (default), "residential", or "non_residential".

nation

Character vector or NULL (default = all nations). Valid values: "uk", "england", "scotland", "wales", "northern_ireland".

start

Character "YYYY-MM" or a Date object.

end

Character "YYYY-MM" or a Date object.

cache

Logical. Use cached file if available (default TRUE).

Value

An hmrc_tbl with columns date, nation, type, transactions.

Examples

# \donttest{
op <- options(hmrc.cache_dir = tempdir())
hmrc_property_transactions()
#>  Resolving download URL from GOV.UK Content API
#>  Resolving download URL from GOV.UK Content API [127ms]
#> 
#>  Downloading data file
#>  Downloading data file [689ms]
#> 
#>  Parsing data
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#>  Parsing data [193ms]
#> 
#> # Monthly UK property transactions
#> # Source: https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above
#> # Fetched 2026-05-04 19:13:19 UTC | Vintage: latest | Cells: counts | Freq: monthly | 2,520 rows x 4 cols
#> 
#>            date           nation            type transactions
#> 1    2005-04-01          england non_residential         9200
#> 2    2005-05-01          england non_residential         8620
#> 3    2005-06-01          england non_residential         9960
#> 4    2005-07-01          england non_residential        10120
#> 5    2005-08-01          england non_residential         9100
#> 6    2005-09-01          england non_residential         9410
#> 7    2005-10-01          england non_residential         8710
#> 8    2005-11-01          england non_residential         9400
#> 9    2005-12-01          england non_residential         9720
#> 10   2006-01-01          england non_residential         8610
#> 11   2006-02-01          england non_residential         7870
#> 12   2006-03-01          england non_residential        11980
#> 13   2006-04-01          england non_residential         9270
#> 14   2006-05-01          england non_residential         8660
#> 15   2006-06-01          england non_residential        10190
#> 16   2006-07-01          england non_residential         8720
#> 17   2006-08-01          england non_residential         9030
#> 18   2006-09-01          england non_residential         9500
#> 19   2006-10-01          england non_residential         9420
#> 20   2006-11-01          england non_residential         9770
#> 21   2006-12-01          england non_residential        10000
#> 22   2007-01-01          england non_residential         9020
#> 23   2007-02-01          england non_residential         8110
#> 24   2007-03-01          england non_residential        11620
#> 25   2007-04-01          england non_residential         9220
#> 26   2007-05-01          england non_residential         9110
#> 27   2007-06-01          england non_residential        10160
#> 28   2007-07-01          england non_residential         9840
#> 29   2007-08-01          england non_residential         9860
#> 30   2007-09-01          england non_residential         8940
#> 31   2007-10-01          england non_residential        10040
#> 32   2007-11-01          england non_residential        10270
#> 33   2007-12-01          england non_residential         9100
#> 34   2008-01-01          england non_residential         8910
#> 35   2008-02-01          england non_residential         8640
#> 36   2008-03-01          england non_residential        10480
#> 37   2008-04-01          england non_residential        11460
#> 38   2008-05-01          england non_residential         8030
#> 39   2008-06-01          england non_residential         8070
#> 40   2008-07-01          england non_residential         8090
#> 41   2008-08-01          england non_residential         6810
#> 42   2008-09-01          england non_residential         7960
#> 43   2008-10-01          england non_residential         7360
#> 44   2008-11-01          england non_residential         5690
#> 45   2008-12-01          england non_residential         6430
#> 46   2009-01-01          england non_residential         5100
#> 47   2009-02-01          england non_residential         4790
#> 48   2009-03-01          england non_residential         6960
#> 49   2009-04-01          england non_residential         5650
#> 50   2009-05-01          england non_residential         5120
#> 51   2009-06-01          england non_residential         6380
#> 52   2009-07-01          england non_residential         6730
#> 53   2009-08-01          england non_residential         5870
#> 54   2009-09-01          england non_residential         6760
#> 55   2009-10-01          england non_residential         6920
#> 56   2009-11-01          england non_residential         6720
#> 57   2009-12-01          england non_residential         7610
#> 58   2010-01-01          england non_residential         5670
#> 59   2010-02-01          england non_residential         6070
#> 60   2010-03-01          england non_residential         8690
#> 61   2010-04-01          england non_residential         7050
#> 62   2010-05-01          england non_residential         6260
#> 63   2010-06-01          england non_residential         8360
#> 64   2010-07-01          england non_residential         7410
#> 65   2010-08-01          england non_residential         6540
#> 66   2010-09-01          england non_residential         7190
#> 67   2010-10-01          england non_residential         7050
#> 68   2010-11-01          england non_residential         7340
#> 69   2010-12-01          england non_residential         7230
#> 70   2011-01-01          england non_residential         5730
#> 71   2011-02-01          england non_residential         5860
#> 72   2011-03-01          england non_residential         8090
#> 73   2011-04-01          england non_residential         6640
#> 74   2011-05-01          england non_residential         6310
#> 75   2011-06-01          england non_residential         7140
#> 76   2011-07-01          england non_residential         6870
#> 77   2011-08-01          england non_residential         6930
#> 78   2011-09-01          england non_residential         7760
#> 79   2011-10-01          england non_residential         6890
#> 80   2011-11-01          england non_residential         7290
#> 81   2011-12-01          england non_residential         7670
#> 82   2012-01-01          england non_residential         6370
#> 83   2012-02-01          england non_residential         5920
#> 84   2012-03-01          england non_residential         8310
#> 85   2012-04-01          england non_residential         6910
#> 86   2012-05-01          england non_residential         6880
#> 87   2012-06-01          england non_residential         6720
#> 88   2012-07-01          england non_residential         7040
#> 89   2012-08-01          england non_residential         6910
#> 90   2012-09-01          england non_residential         6640
#> 91   2012-10-01          england non_residential         7190
#> 92   2012-11-01          england non_residential         7620
#> 93   2012-12-01          england non_residential         7130
#> 94   2013-01-01          england non_residential         6380
#> 95   2013-02-01          england non_residential         5910
#> 96   2013-03-01          england non_residential         8610
#> 97   2013-04-01          england non_residential         7080
#> 98   2013-05-01          england non_residential         7170
#> 99   2013-06-01          england non_residential         6900
#> 100  2013-07-01          england non_residential         7750
#> 101  2013-08-01          england non_residential         7360
#> 102  2013-09-01          england non_residential         7430
#> 103  2013-10-01          england non_residential         7960
#> 104  2013-11-01          england non_residential         8410
#> 105  2013-12-01          england non_residential         8390
#> 106  2014-01-01          england non_residential         7100
#> 107  2014-02-01          england non_residential         6590
#> 108  2014-03-01          england non_residential         8690
#> 109  2014-04-01          england non_residential         7860
#> 110  2014-05-01          england non_residential         7380
#> 111  2014-06-01          england non_residential         8110
#> 112  2014-07-01          england non_residential         8310
#> 113  2014-08-01          england non_residential         7670
#> 114  2014-09-01          england non_residential         8520
#> 115  2014-10-01          england non_residential         8830
#> 116  2014-11-01          england non_residential         7740
#> 117  2014-12-01          england non_residential         9050
#> 118  2015-01-01          england non_residential         7310
#> 119  2015-02-01          england non_residential         7070
#> 120  2015-03-01          england non_residential         9210
#> 121  2015-04-01          england non_residential         8150
#> 122  2015-05-01          england non_residential         7670
#> 123  2015-06-01          england non_residential         8990
#> 124  2015-07-01          england non_residential         9160
#> 125  2015-08-01          england non_residential         7700
#> 126  2015-09-01          england non_residential         9240
#> 127  2015-10-01          england non_residential         9310
#> 128  2015-11-01          england non_residential         8410
#> 129  2015-12-01          england non_residential         9480
#> 130  2016-01-01          england non_residential         7440
#> 131  2016-02-01          england non_residential         7720
#> 132  2016-03-01          england non_residential        10310
#> 133  2016-04-01          england non_residential         9060
#> 134  2016-05-01          england non_residential         8170
#> 135  2016-06-01          england non_residential         9800
#> 136  2016-07-01          england non_residential         8850
#> 137  2016-08-01          england non_residential         8840
#> 138  2016-09-01          england non_residential         9810
#> 139  2016-10-01          england non_residential         8650
#> 140  2016-11-01          england non_residential         9680
#> 141  2016-12-01          england non_residential        10040
#> 142  2017-01-01          england non_residential         8270
#> 143  2017-02-01          england non_residential         8040
#> 144  2017-03-01          england non_residential        11520
#> 145  2017-04-01          england non_residential         8390
#> 146  2017-05-01          england non_residential         8790
#> 147  2017-06-01          england non_residential         9740
#> 148  2017-07-01          england non_residential         9070
#> 149  2017-08-01          england non_residential         8890
#> 150  2017-09-01          england non_residential         9120
#> 151  2017-10-01          england non_residential         9380
#> 152  2017-11-01          england non_residential         9790
#> 153  2017-12-01          england non_residential         9870
#> 154  2018-01-01          england non_residential         8150
#> 155  2018-02-01          england non_residential         7680
#> 156  2018-03-01          england non_residential        10270
#> 157  2018-04-01          england non_residential         8720
#> 158  2018-05-01          england non_residential         8680
#> 159  2018-06-01          england non_residential         9160
#> 160  2018-07-01          england non_residential         8900
#> 161  2018-08-01          england non_residential         9070
#> 162  2018-09-01          england non_residential         8750
#> 163  2018-10-01          england non_residential         9710
#> 164  2018-11-01          england non_residential         9950
#> 165  2018-12-01          england non_residential         9310
#> 166  2019-01-01          england non_residential         7840
#> 167  2019-02-01          england non_residential         7580
#> 168  2019-03-01          england non_residential         9770
#> 169  2019-04-01          england non_residential         8780
#> 170  2019-05-01          england non_residential         8520
#> 171  2019-06-01          england non_residential         8540
#> 172  2019-07-01          england non_residential         9010
#> 173  2019-08-01          england non_residential         8190
#> 174  2019-09-01          england non_residential         8320
#> 175  2019-10-01          england non_residential         9020
#> 176  2019-11-01          england non_residential         8590
#> 177  2019-12-01          england non_residential         9480
#> 178  2020-01-01          england non_residential         7690
#> 179  2020-02-01          england non_residential         7200
#> 180  2020-03-01          england non_residential         7530
#> 181  2020-04-01          england non_residential         4650
#> 182  2020-05-01          england non_residential         4590
#> 183  2020-06-01          england non_residential         6250
#> 184  2020-07-01          england non_residential         7270
#> 185  2020-08-01          england non_residential         6200
#> 186  2020-09-01          england non_residential         7710
#> 187  2020-10-01          england non_residential         8250
#> 188  2020-11-01          england non_residential         7940
#> 189  2020-12-01          england non_residential         9330
#> 190  2021-01-01          england non_residential         6450
#> 191  2021-02-01          england non_residential         7620
#> 192  2021-03-01          england non_residential        11160
#> 193  2021-04-01          england non_residential         9170
#> 194  2021-05-01          england non_residential         7970
#> 195  2021-06-01          england non_residential        10100
#> 196  2021-07-01          england non_residential         8490
#> 197  2021-08-01          england non_residential         8000
#> 198  2021-09-01          england non_residential         9190
#> 199  2021-10-01          england non_residential         8940
#> 200  2021-11-01          england non_residential         9090
#> 201  2021-12-01          england non_residential         9710
#> 202  2022-01-01          england non_residential         7400
#> 203  2022-02-01          england non_residential         7960
#> 204  2022-03-01          england non_residential        10430
#> 205  2022-04-01          england non_residential         9170
#> 206  2022-05-01          england non_residential         8820
#> 207  2022-06-01          england non_residential         8980
#> 208  2022-07-01          england non_residential         8920
#> 209  2022-08-01          england non_residential         8620
#> 210  2022-09-01          england non_residential         9250
#> 211  2022-10-01          england non_residential         8390
#> 212  2022-11-01          england non_residential         8920
#> 213  2022-12-01          england non_residential         9080
#> 214  2023-01-01          england non_residential         7180
#> 215  2023-02-01          england non_residential         7160
#> 216  2023-03-01          england non_residential        11080
#> 217  2023-04-01          england non_residential         7790
#> 218  2023-05-01          england non_residential         7860
#> 219  2023-06-01          england non_residential         8970
#> 220  2023-07-01          england non_residential         8090
#> 221  2023-08-01          england non_residential         8360
#> 222  2023-09-01          england non_residential         8740
#> 223  2023-10-01          england non_residential         8750
#> 224  2023-11-01          england non_residential         8800
#> 225  2023-12-01          england non_residential         9220
#> 226  2024-01-01          england non_residential         7570
#> 227  2024-02-01          england non_residential         7700
#> 228  2024-03-01          england non_residential         9540
#> 229  2024-04-01          england non_residential         9010
#> 230  2024-05-01          england non_residential         8940
#> 231  2024-06-01          england non_residential         8170
#> 232  2024-07-01          england non_residential         9110
#> 233  2024-08-01          england non_residential         8200
#> 234  2024-09-01          england non_residential         8780
#> 235  2024-10-01          england non_residential        13040
#> 236  2024-11-01          england non_residential         8560
#> 237  2024-12-01          england non_residential         9160
#> 238  2025-01-01          england non_residential         7390
#> 239  2025-02-01          england non_residential         7590
#> 240  2025-03-01          england non_residential        10520
#> 241  2025-04-01          england non_residential         8380
#> 242  2025-05-01          england non_residential         8220
#> 243  2025-06-01          england non_residential         9150
#> 244  2025-07-01          england non_residential         9300
#> 245  2025-08-01          england non_residential         8110
#> 246  2025-09-01          england non_residential         9050
#> 247  2025-10-01          england non_residential         9970
#> 248  2025-11-01          england non_residential         9870
#> 249  2025-12-01          england non_residential        10290
#> 250  2026-01-01          england non_residential         7390
#> 251  2026-02-01          england non_residential         7570
#> 252  2026-03-01          england non_residential        10400
#> 253  2005-04-01 northern_ireland non_residential          410
#> 254  2005-05-01 northern_ireland non_residential          470
#> 255  2005-06-01 northern_ireland non_residential          470
#> 256  2005-07-01 northern_ireland non_residential          450
#> 257  2005-08-01 northern_ireland non_residential          360
#> 258  2005-09-01 northern_ireland non_residential          420
#> 259  2005-10-01 northern_ireland non_residential          410
#> 260  2005-11-01 northern_ireland non_residential          440
#> 261  2005-12-01 northern_ireland non_residential          430
#> 262  2006-01-01 northern_ireland non_residential          350
#> 263  2006-02-01 northern_ireland non_residential          350
#> 264  2006-03-01 northern_ireland non_residential          500
#> 265  2006-04-01 northern_ireland non_residential          460
#> 266  2006-05-01 northern_ireland non_residential          460
#> 267  2006-06-01 northern_ireland non_residential          470
#> 268  2006-07-01 northern_ireland non_residential          370
#> 269  2006-08-01 northern_ireland non_residential          370
#> 270  2006-09-01 northern_ireland non_residential          410
#> 271  2006-10-01 northern_ireland non_residential          450
#> 272  2006-11-01 northern_ireland non_residential          490
#> 273  2006-12-01 northern_ireland non_residential          520
#> 274  2007-01-01 northern_ireland non_residential          380
#> 275  2007-02-01 northern_ireland non_residential          420
#> 276  2007-03-01 northern_ireland non_residential          540
#> 277  2007-04-01 northern_ireland non_residential          480
#> 278  2007-05-01 northern_ireland non_residential          490
#> 279  2007-06-01 northern_ireland non_residential          480
#> 280  2007-07-01 northern_ireland non_residential          430
#> 281  2007-08-01 northern_ireland non_residential          420
#> 282  2007-09-01 northern_ireland non_residential          340
#> 283  2007-10-01 northern_ireland non_residential          410
#> 284  2007-11-01 northern_ireland non_residential          340
#> 285  2007-12-01 northern_ireland non_residential          280
#> 286  2008-01-01 northern_ireland non_residential          320
#> 287  2008-02-01 northern_ireland non_residential          290
#> 288  2008-03-01 northern_ireland non_residential          330
#> 289  2008-04-01 northern_ireland non_residential          450
#> 290  2008-05-01 northern_ireland non_residential          270
#> 291  2008-06-01 northern_ireland non_residential          280
#> 292  2008-07-01 northern_ireland non_residential          240
#> 293  2008-08-01 northern_ireland non_residential          190
#> 294  2008-09-01 northern_ireland non_residential          190
#> 295  2008-10-01 northern_ireland non_residential          200
#> 296  2008-11-01 northern_ireland non_residential          180
#> 297  2008-12-01 northern_ireland non_residential          160
#> 298  2009-01-01 northern_ireland non_residential          140
#> 299  2009-02-01 northern_ireland non_residential          120
#> 300  2009-03-01 northern_ireland non_residential          180
#> 301  2009-04-01 northern_ireland non_residential          140
#> 302  2009-05-01 northern_ireland non_residential          150
#> 303  2009-06-01 northern_ireland non_residential          160
#> 304  2009-07-01 northern_ireland non_residential          160
#> 305  2009-08-01 northern_ireland non_residential          120
#> 306  2009-09-01 northern_ireland non_residential          200
#> 307  2009-10-01 northern_ireland non_residential          180
#> 308  2009-11-01 northern_ireland non_residential          160
#> 309  2009-12-01 northern_ireland non_residential          170
#> 310  2010-01-01 northern_ireland non_residential          150
#> 311  2010-02-01 northern_ireland non_residential          150
#> 312  2010-03-01 northern_ireland non_residential          210
#> 313  2010-04-01 northern_ireland non_residential          190
#> 314  2010-05-01 northern_ireland non_residential          170
#> 315  2010-06-01 northern_ireland non_residential          190
#> 316  2010-07-01 northern_ireland non_residential          160
#> 317  2010-08-01 northern_ireland non_residential          160
#> 318  2010-09-01 northern_ireland non_residential          150
#> 319  2010-10-01 northern_ireland non_residential          170
#> 320  2010-11-01 northern_ireland non_residential          190
#> 321  2010-12-01 northern_ireland non_residential          190
#> 322  2011-01-01 northern_ireland non_residential          120
#> 323  2011-02-01 northern_ireland non_residential          180
#> 324  2011-03-01 northern_ireland non_residential          170
#> 325  2011-04-01 northern_ireland non_residential          160
#> 326  2011-05-01 northern_ireland non_residential          160
#> 327  2011-06-01 northern_ireland non_residential          160
#> 328  2011-07-01 northern_ireland non_residential          150
#> 329  2011-08-01 northern_ireland non_residential          140
#> 330  2011-09-01 northern_ireland non_residential          190
#> 331  2011-10-01 northern_ireland non_residential          150
#> 332  2011-11-01 northern_ireland non_residential          160
#> 333  2011-12-01 northern_ireland non_residential          190
#> 334  2012-01-01 northern_ireland non_residential          150
#> 335  2012-02-01 northern_ireland non_residential          170
#> 336  2012-03-01 northern_ireland non_residential          200
#> 337  2012-04-01 northern_ireland non_residential          160
#> 338  2012-05-01 northern_ireland non_residential          210
#> 339  2012-06-01 northern_ireland non_residential          190
#> 340  2012-07-01 northern_ireland non_residential          180
#> 341  2012-08-01 northern_ireland non_residential          170
#> 342  2012-09-01 northern_ireland non_residential          190
#> 343  2012-10-01 northern_ireland non_residential          190
#> 344  2012-11-01 northern_ireland non_residential          170
#> 345  2012-12-01 northern_ireland non_residential          170
#> 346  2013-01-01 northern_ireland non_residential          170
#> 347  2013-02-01 northern_ireland non_residential          180
#> 348  2013-03-01 northern_ireland non_residential          200
#> 349  2013-04-01 northern_ireland non_residential          230
#> 350  2013-05-01 northern_ireland non_residential          240
#> 351  2013-06-01 northern_ireland non_residential          200
#> 352  2013-07-01 northern_ireland non_residential          220
#> 353  2013-08-01 northern_ireland non_residential          190
#> 354  2013-09-01 northern_ireland non_residential          190
#> 355  2013-10-01 northern_ireland non_residential          200
#> 356  2013-11-01 northern_ireland non_residential          240
#> 357  2013-12-01 northern_ireland non_residential          230
#> 358  2014-01-01 northern_ireland non_residential          240
#> 359  2014-02-01 northern_ireland non_residential          170
#> 360  2014-03-01 northern_ireland non_residential          240
#> 361  2014-04-01 northern_ireland non_residential          260
#> 362  2014-05-01 northern_ireland non_residential          250
#> 363  2014-06-01 northern_ireland non_residential          240
#> 364  2014-07-01 northern_ireland non_residential          200
#> 365  2014-08-01 northern_ireland non_residential          230
#> 366  2014-09-01 northern_ireland non_residential          210
#> 367  2014-10-01 northern_ireland non_residential          290
#> 368  2014-11-01 northern_ireland non_residential          240
#> 369  2014-12-01 northern_ireland non_residential          280
#> 370  2015-01-01 northern_ireland non_residential          190
#> 371  2015-02-01 northern_ireland non_residential          250
#> 372  2015-03-01 northern_ireland non_residential          250
#> 373  2015-04-01 northern_ireland non_residential          290
#> 374  2015-05-01 northern_ireland non_residential          310
#> 375  2015-06-01 northern_ireland non_residential          320
#> 376  2015-07-01 northern_ireland non_residential          310
#> 377  2015-08-01 northern_ireland non_residential          210
#> 378  2015-09-01 northern_ireland non_residential          310
#> 379  2015-10-01 northern_ireland non_residential          260
#> 380  2015-11-01 northern_ireland non_residential          250
#> 381  2015-12-01 northern_ireland non_residential          360
#> 382  2016-01-01 northern_ireland non_residential          220
#> 383  2016-02-01 northern_ireland non_residential          240
#> 384  2016-03-01 northern_ireland non_residential          320
#> 385  2016-04-01 northern_ireland non_residential          330
#> 386  2016-05-01 northern_ireland non_residential          340
#> 387  2016-06-01 northern_ireland non_residential          310
#> 388  2016-07-01 northern_ireland non_residential          250
#> 389  2016-08-01 northern_ireland non_residential          310
#> 390  2016-09-01 northern_ireland non_residential          280
#> 391  2016-10-01 northern_ireland non_residential          330
#> 392  2016-11-01 northern_ireland non_residential          380
#> 393  2016-12-01 northern_ireland non_residential          340
#> 394  2017-01-01 northern_ireland non_residential          260
#> 395  2017-02-01 northern_ireland non_residential          260
#> 396  2017-03-01 northern_ireland non_residential          330
#> 397  2017-04-01 northern_ireland non_residential          260
#> 398  2017-05-01 northern_ireland non_residential          280
#> 399  2017-06-01 northern_ireland non_residential          320
#> 400  2017-07-01 northern_ireland non_residential          230
#> 401  2017-08-01 northern_ireland non_residential          250
#> 402  2017-09-01 northern_ireland non_residential          310
#> 403  2017-10-01 northern_ireland non_residential          310
#> 404  2017-11-01 northern_ireland non_residential          310
#> 405  2017-12-01 northern_ireland non_residential          300
#> 406  2018-01-01 northern_ireland non_residential          270
#> 407  2018-02-01 northern_ireland non_residential          250
#> 408  2018-03-01 northern_ireland non_residential          280
#> 409  2018-04-01 northern_ireland non_residential          280
#> 410  2018-05-01 northern_ireland non_residential          280
#> 411  2018-06-01 northern_ireland non_residential          280
#> 412  2018-07-01 northern_ireland non_residential          230
#> 413  2018-08-01 northern_ireland non_residential          300
#> 414  2018-09-01 northern_ireland non_residential          280
#> 415  2018-10-01 northern_ireland non_residential          280
#> 416  2018-11-01 northern_ireland non_residential          290
#> 417  2018-12-01 northern_ireland non_residential          330
#> 418  2019-01-01 northern_ireland non_residential          230
#> 419  2019-02-01 northern_ireland non_residential          260
#> 420  2019-03-01 northern_ireland non_residential          380
#> 421  2019-04-01 northern_ireland non_residential          340
#> 422  2019-05-01 northern_ireland non_residential          290
#> 423  2019-06-01 northern_ireland non_residential          270
#> 424  2019-07-01 northern_ireland non_residential          270
#> 425  2019-08-01 northern_ireland non_residential          250
#> 426  2019-09-01 northern_ireland non_residential          270
#> 427  2019-10-01 northern_ireland non_residential          280
#> 428  2019-11-01 northern_ireland non_residential          280
#> 429  2019-12-01 northern_ireland non_residential          270
#> 430  2020-01-01 northern_ireland non_residential          220
#> 431  2020-02-01 northern_ireland non_residential          210
#> 432  2020-03-01 northern_ireland non_residential          280
#> 433  2020-04-01 northern_ireland non_residential          130
#> 434  2020-05-01 northern_ireland non_residential          100
#> 435  2020-06-01 northern_ireland non_residential          160
#> 436  2020-07-01 northern_ireland non_residential          210
#> 437  2020-08-01 northern_ireland non_residential          190
#> 438  2020-09-01 northern_ireland non_residential          220
#> 439  2020-10-01 northern_ireland non_residential          260
#> 440  2020-11-01 northern_ireland non_residential          330
#> 441  2020-12-01 northern_ireland non_residential          320
#> 442  2021-01-01 northern_ireland non_residential          200
#> 443  2021-02-01 northern_ireland non_residential          260
#> 444  2021-03-01 northern_ireland non_residential          410
#> 445  2021-04-01 northern_ireland non_residential          350
#> 446  2021-05-01 northern_ireland non_residential          250
#> 447  2021-06-01 northern_ireland non_residential          340
#> 448  2021-07-01 northern_ireland non_residential          310
#> 449  2021-08-01 northern_ireland non_residential          260
#> 450  2021-09-01 northern_ireland non_residential          300
#> 451  2021-10-01 northern_ireland non_residential          300
#> 452  2021-11-01 northern_ireland non_residential          320
#> 453  2021-12-01 northern_ireland non_residential          360
#> 454  2022-01-01 northern_ireland non_residential          230
#> 455  2022-02-01 northern_ireland non_residential          270
#> 456  2022-03-01 northern_ireland non_residential          310
#> 457  2022-04-01 northern_ireland non_residential          320
#> 458  2022-05-01 northern_ireland non_residential          290
#> 459  2022-06-01 northern_ireland non_residential          290
#> 460  2022-07-01 northern_ireland non_residential          260
#> 461  2022-08-01 northern_ireland non_residential          240
#> 462  2022-09-01 northern_ireland non_residential          270
#> 463  2022-10-01 northern_ireland non_residential          290
#> 464  2022-11-01 northern_ireland non_residential          300
#> 465  2022-12-01 northern_ireland non_residential          360
#> 466  2023-01-01 northern_ireland non_residential          230
#> 467  2023-02-01 northern_ireland non_residential          260
#> 468  2023-03-01 northern_ireland non_residential          460
#> 469  2023-04-01 northern_ireland non_residential          300
#> 470  2023-05-01 northern_ireland non_residential          300
#> 471  2023-06-01 northern_ireland non_residential          290
#> 472  2023-07-01 northern_ireland non_residential          190
#> 473  2023-08-01 northern_ireland non_residential          240
#> 474  2023-09-01 northern_ireland non_residential          300
#> 475  2023-10-01 northern_ireland non_residential          300
#> 476  2023-11-01 northern_ireland non_residential          300
#> 477  2023-12-01 northern_ireland non_residential          270
#> 478  2024-01-01 northern_ireland non_residential          220
#> 479  2024-02-01 northern_ireland non_residential          250
#> 480  2024-03-01 northern_ireland non_residential          360
#> 481  2024-04-01 northern_ireland non_residential          300
#> 482  2024-05-01 northern_ireland non_residential          300
#> 483  2024-06-01 northern_ireland non_residential          250
#> 484  2024-07-01 northern_ireland non_residential          230
#> 485  2024-08-01 northern_ireland non_residential          240
#> 486  2024-09-01 northern_ireland non_residential          330
#> 487  2024-10-01 northern_ireland non_residential          440
#> 488  2024-11-01 northern_ireland non_residential          270
#> 489  2024-12-01 northern_ireland non_residential          280
#> 490  2025-01-01 northern_ireland non_residential          240
#> 491  2025-02-01 northern_ireland non_residential          280
#> 492  2025-03-01 northern_ireland non_residential          370
#> 493  2025-04-01 northern_ireland non_residential          270
#> 494  2025-05-01 northern_ireland non_residential          330
#> 495  2025-06-01 northern_ireland non_residential          270
#> 496  2025-07-01 northern_ireland non_residential          270
#> 497  2025-08-01 northern_ireland non_residential          250
#> 498  2025-09-01 northern_ireland non_residential          260
#> 499  2025-10-01 northern_ireland non_residential          310
#> 500  2025-11-01 northern_ireland non_residential          350
#> 501  2025-12-01 northern_ireland non_residential          320
#> 502  2026-01-01 northern_ireland non_residential          250
#> 503  2026-02-01 northern_ireland non_residential          240
#> 504  2026-03-01 northern_ireland non_residential          350
#> 505  2005-04-01         scotland non_residential          800
#> 506  2005-05-01         scotland non_residential          810
#> 507  2005-06-01         scotland non_residential          790
#> 508  2005-07-01         scotland non_residential          880
#> 509  2005-08-01         scotland non_residential          770
#> 510  2005-09-01         scotland non_residential          800
#> 511  2005-10-01         scotland non_residential          770
#> 512  2005-11-01         scotland non_residential          900
#> 513  2005-12-01         scotland non_residential          920
#> 514  2006-01-01         scotland non_residential          780
#> 515  2006-02-01         scotland non_residential          750
#> 516  2006-03-01         scotland non_residential         1220
#> 517  2006-04-01         scotland non_residential          860
#> 518  2006-05-01         scotland non_residential          820
#> 519  2006-06-01         scotland non_residential          900
#> 520  2006-07-01         scotland non_residential          760
#> 521  2006-08-01         scotland non_residential          930
#> 522  2006-09-01         scotland non_residential          840
#> 523  2006-10-01         scotland non_residential         1010
#> 524  2006-11-01         scotland non_residential         1020
#> 525  2006-12-01         scotland non_residential          990
#> 526  2007-01-01         scotland non_residential          870
#> 527  2007-02-01         scotland non_residential          860
#> 528  2007-03-01         scotland non_residential         1270
#> 529  2007-04-01         scotland non_residential         1020
#> 530  2007-05-01         scotland non_residential         1060
#> 531  2007-06-01         scotland non_residential         1100
#> 532  2007-07-01         scotland non_residential          920
#> 533  2007-08-01         scotland non_residential         1060
#> 534  2007-09-01         scotland non_residential          950
#> 535  2007-10-01         scotland non_residential         1040
#> 536  2007-11-01         scotland non_residential         1190
#> 537  2007-12-01         scotland non_residential          960
#> 538  2008-01-01         scotland non_residential          870
#> 539  2008-02-01         scotland non_residential          940
#> 540  2008-03-01         scotland non_residential         1210
#> 541  2008-04-01         scotland non_residential         1220
#> 542  2008-05-01         scotland non_residential          950
#> 543  2008-06-01         scotland non_residential          920
#> 544  2008-07-01         scotland non_residential          770
#> 545  2008-08-01         scotland non_residential          710
#> 546  2008-09-01         scotland non_residential          810
#> 547  2008-10-01         scotland non_residential          810
#> 548  2008-11-01         scotland non_residential          660
#> 549  2008-12-01         scotland non_residential          690
#> 550  2009-01-01         scotland non_residential          590
#> 551  2009-02-01         scotland non_residential          540
#> 552  2009-03-01         scotland non_residential          760
#> 553  2009-04-01         scotland non_residential          600
#> 554  2009-05-01         scotland non_residential          640
#> 555  2009-06-01         scotland non_residential          660
#> 556  2009-07-01         scotland non_residential          600
#> 557  2009-08-01         scotland non_residential          590
#> 558  2009-09-01         scotland non_residential          710
#> 559  2009-10-01         scotland non_residential          680
#> 560  2009-11-01         scotland non_residential          720
#> 561  2009-12-01         scotland non_residential          690
#> 562  2010-01-01         scotland non_residential          530
#> 563  2010-02-01         scotland non_residential          560
#> 564  2010-03-01         scotland non_residential          830
#> 565  2010-04-01         scotland non_residential          720
#> 566  2010-05-01         scotland non_residential          710
#> 567  2010-06-01         scotland non_residential          820
#> 568  2010-07-01         scotland non_residential          750
#> 569  2010-08-01         scotland non_residential          670
#> 570  2010-09-01         scotland non_residential          680
#> 571  2010-10-01         scotland non_residential          740
#> 572  2010-11-01         scotland non_residential          690
#> 573  2010-12-01         scotland non_residential          660
#> 574  2011-01-01         scotland non_residential          510
#> 575  2011-02-01         scotland non_residential          600
#> 576  2011-03-01         scotland non_residential          820
#> 577  2011-04-01         scotland non_residential          620
#> 578  2011-05-01         scotland non_residential          670
#> 579  2011-06-01         scotland non_residential          690
#> 580  2011-07-01         scotland non_residential          640
#> 581  2011-08-01         scotland non_residential          680
#> 582  2011-09-01         scotland non_residential          720
#> 583  2011-10-01         scotland non_residential          650
#> 584  2011-11-01         scotland non_residential          720
#> 585  2011-12-01         scotland non_residential          660
#> 586  2012-01-01         scotland non_residential          590
#> 587  2012-02-01         scotland non_residential          600
#> 588  2012-03-01         scotland non_residential          770
#> 589  2012-04-01         scotland non_residential          620
#> 590  2012-05-01         scotland non_residential          790
#> 591  2012-06-01         scotland non_residential          620
#> 592  2012-07-01         scotland non_residential          650
#> 593  2012-08-01         scotland non_residential          680
#> 594  2012-09-01         scotland non_residential          630
#> 595  2012-10-01         scotland non_residential          710
#> 596  2012-11-01         scotland non_residential          750
#> 597  2012-12-01         scotland non_residential          640
#> 598  2013-01-01         scotland non_residential          550
#> 599  2013-02-01         scotland non_residential          590
#> 600  2013-03-01         scotland non_residential          820
#> 601  2013-04-01         scotland non_residential          690
#> 602  2013-05-01         scotland non_residential          750
#> 603  2013-06-01         scotland non_residential          630
#> 604  2013-07-01         scotland non_residential          720
#> 605  2013-08-01         scotland non_residential          710
#> 606  2013-09-01         scotland non_residential          700
#> 607  2013-10-01         scotland non_residential          730
#> 608  2013-11-01         scotland non_residential          850
#> 609  2013-12-01         scotland non_residential          790
#> 610  2014-01-01         scotland non_residential          690
#> 611  2014-02-01         scotland non_residential          700
#> 612  2014-03-01         scotland non_residential          810
#> 613  2014-04-01         scotland non_residential          730
#> 614  2014-05-01         scotland non_residential          760
#> 615  2014-06-01         scotland non_residential          800
#> 616  2014-07-01         scotland non_residential          840
#> 617  2014-08-01         scotland non_residential          740
#> 618  2014-09-01         scotland non_residential          860
#> 619  2014-10-01         scotland non_residential          920
#> 620  2014-11-01         scotland non_residential          810
#> 621  2014-12-01         scotland non_residential          830
#> 622  2015-01-01         scotland non_residential          640
#> 623  2015-02-01         scotland non_residential          680
#> 624  2015-03-01         scotland non_residential         1000
#> 625  2015-04-01         scotland non_residential          640
#> 626  2015-05-01         scotland non_residential          570
#> 627  2015-06-01         scotland non_residential          610
#> 628  2015-07-01         scotland non_residential          600
#> 629  2015-08-01         scotland non_residential          590
#> 630  2015-09-01         scotland non_residential          620
#> 631  2015-10-01         scotland non_residential          650
#> 632  2015-11-01         scotland non_residential          670
#> 633  2015-12-01         scotland non_residential          750
#> 634  2016-01-01         scotland non_residential          520
#> 635  2016-02-01         scotland non_residential          510
#> 636  2016-03-01         scotland non_residential          840
#> 637  2016-04-01         scotland non_residential          650
#> 638  2016-05-01         scotland non_residential          610
#> 639  2016-06-01         scotland non_residential          670
#> 640  2016-07-01         scotland non_residential          570
#> 641  2016-08-01         scotland non_residential          600
#> 642  2016-09-01         scotland non_residential          630
#> 643  2016-10-01         scotland non_residential          570
#> 644  2016-11-01         scotland non_residential          700
#> 645  2016-12-01         scotland non_residential          750
#> 646  2017-01-01         scotland non_residential          520
#> 647  2017-02-01         scotland non_residential          570
#> 648  2017-03-01         scotland non_residential         1000
#> 649  2017-04-01         scotland non_residential          670
#> 650  2017-05-01         scotland non_residential          670
#> 651  2017-06-01         scotland non_residential          720
#> 652  2017-07-01         scotland non_residential          590
#> 653  2017-08-01         scotland non_residential          640
#> 654  2017-09-01         scotland non_residential          620
#> 655  2017-10-01         scotland non_residential          690
#> 656  2017-11-01         scotland non_residential          730
#> 657  2017-12-01         scotland non_residential          700
#> 658  2018-01-01         scotland non_residential          540
#> 659  2018-02-01         scotland non_residential          570
#> 660  2018-03-01         scotland non_residential          590
#> 661  2018-04-01         scotland non_residential          670
#> 662  2018-05-01         scotland non_residential          640
#> 663  2018-06-01         scotland non_residential          710
#> 664  2018-07-01         scotland non_residential          670
#> 665  2018-08-01         scotland non_residential          710
#> 666  2018-09-01         scotland non_residential          630
#> 667  2018-10-01         scotland non_residential          690
#> 668  2018-11-01         scotland non_residential          860
#> 669  2018-12-01         scotland non_residential          740
#> 670  2019-01-01         scotland non_residential          600
#> 671  2019-02-01         scotland non_residential          590
#> 672  2019-03-01         scotland non_residential          910
#> 673  2019-04-01         scotland non_residential          720
#> 674  2019-05-01         scotland non_residential          660
#> 675  2019-06-01         scotland non_residential          590
#> 676  2019-07-01         scotland non_residential          650
#> 677  2019-08-01         scotland non_residential          610
#> 678  2019-09-01         scotland non_residential          600
#> 679  2019-10-01         scotland non_residential          660
#> 680  2019-11-01         scotland non_residential          670
#> 681  2019-12-01         scotland non_residential          680
#> 682  2020-01-01         scotland non_residential          550
#> 683  2020-02-01         scotland non_residential          550
#> 684  2020-03-01         scotland non_residential          520
#> 685  2020-04-01         scotland non_residential          280
#> 686  2020-05-01         scotland non_residential          350
#> 687  2020-06-01         scotland non_residential          440
#> 688  2020-07-01         scotland non_residential          520
#> 689  2020-08-01         scotland non_residential          480
#> 690  2020-09-01         scotland non_residential          670
#> 691  2020-10-01         scotland non_residential          660
#> 692  2020-11-01         scotland non_residential          650
#> 693  2020-12-01         scotland non_residential          740
#> 694  2021-01-01         scotland non_residential          420
#> 695  2021-02-01         scotland non_residential          590
#> 696  2021-03-01         scotland non_residential          960
#> 697  2021-04-01         scotland non_residential          730
#> 698  2021-05-01         scotland non_residential          630
#> 699  2021-06-01         scotland non_residential          680
#> 700  2021-07-01         scotland non_residential          660
#> 701  2021-08-01         scotland non_residential          630
#> 702  2021-09-01         scotland non_residential          650
#> 703  2021-10-01         scotland non_residential          680
#> 704  2021-11-01         scotland non_residential          760
#> 705  2021-12-01         scotland non_residential          720
#> 706  2022-01-01         scotland non_residential          500
#> 707  2022-02-01         scotland non_residential          590
#> 708  2022-03-01         scotland non_residential          850
#> 709  2022-04-01         scotland non_residential          750
#> 710  2022-05-01         scotland non_residential          650
#> 711  2022-06-01         scotland non_residential          660
#> 712  2022-07-01         scotland non_residential          620
#> 713  2022-08-01         scotland non_residential          680
#> 714  2022-09-01         scotland non_residential          690
#> 715  2022-10-01         scotland non_residential          620
#> 716  2022-11-01         scotland non_residential          660
#> 717  2022-12-01         scotland non_residential          700
#> 718  2023-01-01         scotland non_residential          500
#> 719  2023-02-01         scotland non_residential          570
#> 720  2023-03-01         scotland non_residential          940
#> 721  2023-04-01         scotland non_residential          600
#> 722  2023-05-01         scotland non_residential          620
#> 723  2023-06-01         scotland non_residential          720
#> 724  2023-07-01         scotland non_residential          570
#> 725  2023-08-01         scotland non_residential          610
#> 726  2023-09-01         scotland non_residential          630
#> 727  2023-10-01         scotland non_residential          620
#> 728  2023-11-01         scotland non_residential          640
#> 729  2023-12-01         scotland non_residential          740
#> 730  2024-01-01         scotland non_residential          460
#> 731  2024-02-01         scotland non_residential          550
#> 732  2024-03-01         scotland non_residential          780
#> 733  2024-04-01         scotland non_residential          680
#> 734  2024-05-01         scotland non_residential          720
#> 735  2024-06-01         scotland non_residential          600
#> 736  2024-07-01         scotland non_residential          640
#> 737  2024-08-01         scotland non_residential          710
#> 738  2024-09-01         scotland non_residential          720
#> 739  2024-10-01         scotland non_residential         1030
#> 740  2024-11-01         scotland non_residential          750
#> 741  2024-12-01         scotland non_residential          680
#> 742  2025-01-01         scotland non_residential          570
#> 743  2025-02-01         scotland non_residential          630
#> 744  2025-03-01         scotland non_residential          860
#> 745  2025-04-01         scotland non_residential          740
#> 746  2025-05-01         scotland non_residential          670
#> 747  2025-06-01         scotland non_residential          640
#> 748  2025-07-01         scotland non_residential          710
#> 749  2025-08-01         scotland non_residential          650
#> 750  2025-09-01         scotland non_residential          720
#> 751  2025-10-01         scotland non_residential          780
#> 752  2025-11-01         scotland non_residential          750
#> 753  2025-12-01         scotland non_residential          750
#> 754  2026-01-01         scotland non_residential          550
#> 755  2026-02-01         scotland non_residential          590
#> 756  2026-03-01         scotland non_residential          790
#> 757  2005-04-01               uk non_residential        10920
#> 758  2005-05-01               uk non_residential        10390
#> 759  2005-06-01               uk non_residential        11740
#> 760  2005-07-01               uk non_residential        12000
#> 761  2005-08-01               uk non_residential        10770
#> 762  2005-09-01               uk non_residential        11130
#> 763  2005-10-01               uk non_residential        10380
#> 764  2005-11-01               uk non_residential        11260
#> 765  2005-12-01               uk non_residential        11620
#> 766  2006-01-01               uk non_residential        10190
#> 767  2006-02-01               uk non_residential         9410
#> 768  2006-03-01               uk non_residential        14330
#> 769  2006-04-01               uk non_residential        11120
#> 770  2006-05-01               uk non_residential        10450
#> 771  2006-06-01               uk non_residential        12150
#> 772  2006-07-01               uk non_residential        10360
#> 773  2006-08-01               uk non_residential        10810
#> 774  2006-09-01               uk non_residential        11230
#> 775  2006-10-01               uk non_residential        11470
#> 776  2006-11-01               uk non_residential        11840
#> 777  2006-12-01               uk non_residential        12060
#> 778  2007-01-01               uk non_residential        10790
#> 779  2007-02-01               uk non_residential         9870
#> 780  2007-03-01               uk non_residential        14070
#> 781  2007-04-01               uk non_residential        11250
#> 782  2007-05-01               uk non_residential        11180
#> 783  2007-06-01               uk non_residential        12280
#> 784  2007-07-01               uk non_residential        11720
#> 785  2007-08-01               uk non_residential        11860
#> 786  2007-09-01               uk non_residential        10720
#> 787  2007-10-01               uk non_residential        12090
#> 788  2007-11-01               uk non_residential        12340
#> 789  2007-12-01               uk non_residential        10850
#> 790  2008-01-01               uk non_residential        10590
#> 791  2008-02-01               uk non_residential        10320
#> 792  2008-03-01               uk non_residential        12640
#> 793  2008-04-01               uk non_residential        13850
#> 794  2008-05-01               uk non_residential         9750
#> 795  2008-06-01               uk non_residential         9720
#> 796  2008-07-01               uk non_residential         9540
#> 797  2008-08-01               uk non_residential         8100
#> 798  2008-09-01               uk non_residential         9380
#> 799  2008-10-01               uk non_residential         8740
#> 800  2008-11-01               uk non_residential         6840
#> 801  2008-12-01               uk non_residential         7620
#> 802  2009-01-01               uk non_residential         6110
#> 803  2009-02-01               uk non_residential         5700
#> 804  2009-03-01               uk non_residential         8230
#> 805  2009-04-01               uk non_residential         6690
#> 806  2009-05-01               uk non_residential         6220
#> 807  2009-06-01               uk non_residential         7540
#> 808  2009-07-01               uk non_residential         7850
#> 809  2009-08-01               uk non_residential         6880
#> 810  2009-09-01               uk non_residential         8010
#> 811  2009-10-01               uk non_residential         8130
#> 812  2009-11-01               uk non_residential         7950
#> 813  2009-12-01               uk non_residential         8900
#> 814  2010-01-01               uk non_residential         6630
#> 815  2010-02-01               uk non_residential         7100
#> 816  2010-03-01               uk non_residential        10190
#> 817  2010-04-01               uk non_residential         8320
#> 818  2010-05-01               uk non_residential         7490
#> 819  2010-06-01               uk non_residential         9810
#> 820  2010-07-01               uk non_residential         8720
#> 821  2010-08-01               uk non_residential         7720
#> 822  2010-09-01               uk non_residential         8380
#> 823  2010-10-01               uk non_residential         8350
#> 824  2010-11-01               uk non_residential         8600
#> 825  2010-12-01               uk non_residential         8400
#> 826  2011-01-01               uk non_residential         6620
#> 827  2011-02-01               uk non_residential         6960
#> 828  2011-03-01               uk non_residential         9520
#> 829  2011-04-01               uk non_residential         7810
#> 830  2011-05-01               uk non_residential         7450
#> 831  2011-06-01               uk non_residential         8410
#> 832  2011-07-01               uk non_residential         8050
#> 833  2011-08-01               uk non_residential         8090
#> 834  2011-09-01               uk non_residential         9050
#> 835  2011-10-01               uk non_residential         8050
#> 836  2011-11-01               uk non_residential         8570
#> 837  2011-12-01               uk non_residential         8880
#> 838  2012-01-01               uk non_residential         7400
#> 839  2012-02-01               uk non_residential         6970
#> 840  2012-03-01               uk non_residential         9690
#> 841  2012-04-01               uk non_residential         8070
#> 842  2012-05-01               uk non_residential         8200
#> 843  2012-06-01               uk non_residential         7850
#> 844  2012-07-01               uk non_residential         8190
#> 845  2012-08-01               uk non_residential         8090
#> 846  2012-09-01               uk non_residential         7810
#> 847  2012-10-01               uk non_residential         8480
#> 848  2012-11-01               uk non_residential         8970
#> 849  2012-12-01               uk non_residential         8250
#> 850  2013-01-01               uk non_residential         7400
#> 851  2013-02-01               uk non_residential         6960
#> 852  2013-03-01               uk non_residential        10030
#> 853  2013-04-01               uk non_residential         8370
#> 854  2013-05-01               uk non_residential         8530
#> 855  2013-06-01               uk non_residential         8090
#> 856  2013-07-01               uk non_residential         9080
#> 857  2013-08-01               uk non_residential         8620
#> 858  2013-09-01               uk non_residential         8710
#> 859  2013-10-01               uk non_residential         9320
#> 860  2013-11-01               uk non_residential         9890
#> 861  2013-12-01               uk non_residential         9810
#> 862  2014-01-01               uk non_residential         8360
#> 863  2014-02-01               uk non_residential         7790
#> 864  2014-03-01               uk non_residential        10200
#> 865  2014-04-01               uk non_residential         9260
#> 866  2014-05-01               uk non_residential         8780
#> 867  2014-06-01               uk non_residential         9550
#> 868  2014-07-01               uk non_residential         9770
#> 869  2014-08-01               uk non_residential         9030
#> 870  2014-09-01               uk non_residential        10050
#> 871  2014-10-01               uk non_residential        10500
#> 872  2014-11-01               uk non_residential         9210
#> 873  2014-12-01               uk non_residential        10610
#> 874  2015-01-01               uk non_residential         8510
#> 875  2015-02-01               uk non_residential         8380
#> 876  2015-03-01               uk non_residential        10940
#> 877  2015-04-01               uk non_residential         9560
#> 878  2015-05-01               uk non_residential         8970
#> 879  2015-06-01               uk non_residential        10410
#> 880  2015-07-01               uk non_residential        10550
#> 881  2015-08-01               uk non_residential         8920
#> 882  2015-09-01               uk non_residential        10600
#> 883  2015-10-01               uk non_residential        10720
#> 884  2015-11-01               uk non_residential         9740
#> 885  2015-12-01               uk non_residential        11070
#> 886  2016-01-01               uk non_residential         8520
#> 887  2016-02-01               uk non_residential         8820
#> 888  2016-03-01               uk non_residential        12040
#> 889  2016-04-01               uk non_residential        10530
#> 890  2016-05-01               uk non_residential         9550
#> 891  2016-06-01               uk non_residential        11310
#> 892  2016-07-01               uk non_residential        10150
#> 893  2016-08-01               uk non_residential        10320
#> 894  2016-09-01               uk non_residential        11270
#> 895  2016-10-01               uk non_residential         9980
#> 896  2016-11-01               uk non_residential        11260
#> 897  2016-12-01               uk non_residential        11640
#> 898  2017-01-01               uk non_residential         9420
#> 899  2017-02-01               uk non_residential         9280
#> 900  2017-03-01               uk non_residential        13460
#> 901  2017-04-01               uk non_residential         9810
#> 902  2017-05-01               uk non_residential        10210
#> 903  2017-06-01               uk non_residential        11320
#> 904  2017-07-01               uk non_residential        10390
#> 905  2017-08-01               uk non_residential        10280
#> 906  2017-09-01               uk non_residential        10550
#> 907  2017-10-01               uk non_residential        10860
#> 908  2017-11-01               uk non_residential        11380
#> 909  2017-12-01               uk non_residential        11320
#> 910  2018-01-01               uk non_residential         9350
#> 911  2018-02-01               uk non_residential         8930
#> 912  2018-03-01               uk non_residential        11760
#> 913  2018-04-01               uk non_residential        10170
#> 914  2018-05-01               uk non_residential        10060
#> 915  2018-06-01               uk non_residential        10630
#> 916  2018-07-01               uk non_residential        10290
#> 917  2018-08-01               uk non_residential        10620
#> 918  2018-09-01               uk non_residential        10130
#> 919  2018-10-01               uk non_residential        11290
#> 920  2018-11-01               uk non_residential        11660
#> 921  2018-12-01               uk non_residential        10910
#> 922  2019-01-01               uk non_residential         9110
#> 923  2019-02-01               uk non_residential         8890
#> 924  2019-03-01               uk non_residential        11730
#> 925  2019-04-01               uk non_residential        10380
#> 926  2019-05-01               uk non_residential        10000
#> 927  2019-06-01               uk non_residential         9870
#> 928  2019-07-01               uk non_residential        10530
#> 929  2019-08-01               uk non_residential         9530
#> 930  2019-09-01               uk non_residential         9690
#> 931  2019-10-01               uk non_residential        10500
#> 932  2019-11-01               uk non_residential        10020
#> 933  2019-12-01               uk non_residential        10950
#> 934  2020-01-01               uk non_residential         9000
#> 935  2020-02-01               uk non_residential         8410
#> 936  2020-03-01               uk non_residential         8900
#> 937  2020-04-01               uk non_residential         5440
#> 938  2020-05-01               uk non_residential         5310
#> 939  2020-06-01               uk non_residential         7210
#> 940  2020-07-01               uk non_residential         8450
#> 941  2020-08-01               uk non_residential         7210
#> 942  2020-09-01               uk non_residential         9030
#> 943  2020-10-01               uk non_residential         9710
#> 944  2020-11-01               uk non_residential         9360
#> 945  2020-12-01               uk non_residential        10980
#> 946  2021-01-01               uk non_residential         7460
#> 947  2021-02-01               uk non_residential         8960
#> 948  2021-03-01               uk non_residential        13220
#> 949  2021-04-01               uk non_residential        10840
#> 950  2021-05-01               uk non_residential         9350
#> 951  2021-06-01               uk non_residential        11690
#> 952  2021-07-01               uk non_residential        10010
#> 953  2021-08-01               uk non_residential         9430
#> 954  2021-09-01               uk non_residential        10700
#> 955  2021-10-01               uk non_residential        10510
#> 956  2021-11-01               uk non_residential        10730
#> 957  2021-12-01               uk non_residential        11370
#> 958  2022-01-01               uk non_residential         8600
#> 959  2022-02-01               uk non_residential         9340
#> 960  2022-03-01               uk non_residential        12310
#> 961  2022-04-01               uk non_residential        10780
#> 962  2022-05-01               uk non_residential        10340
#> 963  2022-06-01               uk non_residential        10410
#> 964  2022-07-01               uk non_residential        10320
#> 965  2022-08-01               uk non_residential        10030
#> 966  2022-09-01               uk non_residential        10710
#> 967  2022-10-01               uk non_residential         9820
#> 968  2022-11-01               uk non_residential        10420
#> 969  2022-12-01               uk non_residential        10690
#> 970  2023-01-01               uk non_residential         8300
#> 971  2023-02-01               uk non_residential         8410
#> 972  2023-03-01               uk non_residential        13240
#> 973  2023-04-01               uk non_residential         9220
#> 974  2023-05-01               uk non_residential         9260
#> 975  2023-06-01               uk non_residential        10540
#> 976  2023-07-01               uk non_residential         9330
#> 977  2023-08-01               uk non_residential         9780
#> 978  2023-09-01               uk non_residential        10160
#> 979  2023-10-01               uk non_residential        10210
#> 980  2023-11-01               uk non_residential        10260
#> 981  2023-12-01               uk non_residential        10770
#> 982  2024-01-01               uk non_residential         8650
#> 983  2024-02-01               uk non_residential         8960
#> 984  2024-03-01               uk non_residential        11260
#> 985  2024-04-01               uk non_residential        10570
#> 986  2024-05-01               uk non_residential        10450
#> 987  2024-06-01               uk non_residential         9460
#> 988  2024-07-01               uk non_residential        10540
#> 989  2024-08-01               uk non_residential         9660
#> 990  2024-09-01               uk non_residential        10330
#> 991  2024-10-01               uk non_residential        15310
#> 992  2024-11-01               uk non_residential        10070
#> 993  2024-12-01               uk non_residential        10630
#> 994  2025-01-01               uk non_residential         8610
#> 995  2025-02-01               uk non_residential         8980
#> 996  2025-03-01               uk non_residential        12340
#> 997  2025-04-01               uk non_residential         9890
#> 998  2025-05-01               uk non_residential         9730
#> 999  2025-06-01               uk non_residential        10540
#> 1000 2025-07-01               uk non_residential        10830
#> 1001 2025-08-01               uk non_residential         9460
#> 1002 2025-09-01               uk non_residential        10520
#> 1003 2025-10-01               uk non_residential        11620
#> 1004 2025-11-01               uk non_residential        11530
#> 1005 2025-12-01               uk non_residential        11940
#> 1006 2026-01-01               uk non_residential         8590
#> 1007 2026-02-01               uk non_residential         8860
#> 1008 2026-03-01               uk non_residential        12220
#> 1009 2005-04-01            wales non_residential          510
#> 1010 2005-05-01            wales non_residential          490
#> 1011 2005-06-01            wales non_residential          520
#> 1012 2005-07-01            wales non_residential          550
#> 1013 2005-08-01            wales non_residential          540
#> 1014 2005-09-01            wales non_residential          500
#> 1015 2005-10-01            wales non_residential          490
#> 1016 2005-11-01            wales non_residential          520
#> 1017 2005-12-01            wales non_residential          550
#> 1018 2006-01-01            wales non_residential          450
#> 1019 2006-02-01            wales non_residential          440
#> 1020 2006-03-01            wales non_residential          630
#> 1021 2006-04-01            wales non_residential          530
#> 1022 2006-05-01            wales non_residential          510
#> 1023 2006-06-01            wales non_residential          590
#> 1024 2006-07-01            wales non_residential          510
#> 1025 2006-08-01            wales non_residential          480
#> 1026 2006-09-01            wales non_residential          480
#> 1027 2006-10-01            wales non_residential          590
#> 1028 2006-11-01            wales non_residential          560
#> 1029 2006-12-01            wales non_residential          550
#> 1030 2007-01-01            wales non_residential          520
#> 1031 2007-02-01            wales non_residential          480
#> 1032 2007-03-01            wales non_residential          640
#> 1033 2007-04-01            wales non_residential          530
#> 1034 2007-05-01            wales non_residential          520
#> 1035 2007-06-01            wales non_residential          540
#> 1036 2007-07-01            wales non_residential          530
#> 1037 2007-08-01            wales non_residential          520
#> 1038 2007-09-01            wales non_residential          490
#> 1039 2007-10-01            wales non_residential          600
#> 1040 2007-11-01            wales non_residential          540
#> 1041 2007-12-01            wales non_residential          510
#> 1042 2008-01-01            wales non_residential          490
#> 1043 2008-02-01            wales non_residential          450
#> 1044 2008-03-01            wales non_residential          620
#> 1045 2008-04-01            wales non_residential          720
#> 1046 2008-05-01            wales non_residential          500
#> 1047 2008-06-01            wales non_residential          450
#> 1048 2008-07-01            wales non_residential          440
#> 1049 2008-08-01            wales non_residential          390
#> 1050 2008-09-01            wales non_residential          420
#> 1051 2008-10-01            wales non_residential          370
#> 1052 2008-11-01            wales non_residential          310
#> 1053 2008-12-01            wales non_residential          340
#> 1054 2009-01-01            wales non_residential          280
#> 1055 2009-02-01            wales non_residential          250
#> 1056 2009-03-01            wales non_residential          330
#> 1057 2009-04-01            wales non_residential          300
#> 1058 2009-05-01            wales non_residential          310
#> 1059 2009-06-01            wales non_residential          340
#> 1060 2009-07-01            wales non_residential          360
#> 1061 2009-08-01            wales non_residential          300
#> 1062 2009-09-01            wales non_residential          340
#> 1063 2009-10-01            wales non_residential          350
#> 1064 2009-11-01            wales non_residential          350
#> 1065 2009-12-01            wales non_residential          430
#> 1066 2010-01-01            wales non_residential          280
#> 1067 2010-02-01            wales non_residential          320
#> 1068 2010-03-01            wales non_residential          460
#> 1069 2010-04-01            wales non_residential          360
#> 1070 2010-05-01            wales non_residential          350
#> 1071 2010-06-01            wales non_residential          440
#> 1072 2010-07-01            wales non_residential          400
#> 1073 2010-08-01            wales non_residential          350
#> 1074 2010-09-01            wales non_residential          360
#> 1075 2010-10-01            wales non_residential          390
#> 1076 2010-11-01            wales non_residential          380
#> 1077 2010-12-01            wales non_residential          320
#> 1078 2011-01-01            wales non_residential          260
#> 1079 2011-02-01            wales non_residential          320
#> 1080 2011-03-01            wales non_residential          440
#> 1081 2011-04-01            wales non_residential          390
#> 1082 2011-05-01            wales non_residential          310
#> 1083 2011-06-01            wales non_residential          420
#> 1084 2011-07-01            wales non_residential          390
#> 1085 2011-08-01            wales non_residential          340
#> 1086 2011-09-01            wales non_residential          380
#> 1087 2011-10-01            wales non_residential          360
#> 1088 2011-11-01            wales non_residential          400
#> 1089 2011-12-01            wales non_residential          360
#> 1090 2012-01-01            wales non_residential          290
#> 1091 2012-02-01            wales non_residential          280
#> 1092 2012-03-01            wales non_residential          410
#> 1093 2012-04-01            wales non_residential          380
#> 1094 2012-05-01            wales non_residential          320
#> 1095 2012-06-01            wales non_residential          320
#> 1096 2012-07-01            wales non_residential          320
#> 1097 2012-08-01            wales non_residential          330
#> 1098 2012-09-01            wales non_residential          350
#> 1099 2012-10-01            wales non_residential          390
#> 1100 2012-11-01            wales non_residential          430
#> 1101 2012-12-01            wales non_residential          310
#> 1102 2013-01-01            wales non_residential          300
#> 1103 2013-02-01            wales non_residential          280
#> 1104 2013-03-01            wales non_residential          400
#> 1105 2013-04-01            wales non_residential          370
#> 1106 2013-05-01            wales non_residential          370
#> 1107 2013-06-01            wales non_residential          360
#> 1108 2013-07-01            wales non_residential          390
#> 1109 2013-08-01            wales non_residential          360
#> 1110 2013-09-01            wales non_residential          390
#> 1111 2013-10-01            wales non_residential          430
#> 1112 2013-11-01            wales non_residential          390
#> 1113 2013-12-01            wales non_residential          400
#> 1114 2014-01-01            wales non_residential          330
#> 1115 2014-02-01            wales non_residential          330
#> 1116 2014-03-01            wales non_residential          460
#> 1117 2014-04-01            wales non_residential          410
#> 1118 2014-05-01            wales non_residential          390
#> 1119 2014-06-01            wales non_residential          400
#> 1120 2014-07-01            wales non_residential          420
#> 1121 2014-08-01            wales non_residential          390
#> 1122 2014-09-01            wales non_residential          460
#> 1123 2014-10-01            wales non_residential          460
#> 1124 2014-11-01            wales non_residential          420
#> 1125 2014-12-01            wales non_residential          450
#> 1126 2015-01-01            wales non_residential          370
#> 1127 2015-02-01            wales non_residential          380
#> 1128 2015-03-01            wales non_residential          480
#> 1129 2015-04-01            wales non_residential          480
#> 1130 2015-05-01            wales non_residential          420
#> 1131 2015-06-01            wales non_residential          490
#> 1132 2015-07-01            wales non_residential          480
#> 1133 2015-08-01            wales non_residential          420
#> 1134 2015-09-01            wales non_residential          430
#> 1135 2015-10-01            wales non_residential          500
#> 1136 2015-11-01            wales non_residential          410
#> 1137 2015-12-01            wales non_residential          480
#> 1138 2016-01-01            wales non_residential          340
#> 1139 2016-02-01            wales non_residential          350
#> 1140 2016-03-01            wales non_residential          570
#> 1141 2016-04-01            wales non_residential          490
#> 1142 2016-05-01            wales non_residential          430
#> 1143 2016-06-01            wales non_residential          530
#> 1144 2016-07-01            wales non_residential          480
#> 1145 2016-08-01            wales non_residential          570
#> 1146 2016-09-01            wales non_residential          550
#> 1147 2016-10-01            wales non_residential          430
#> 1148 2016-11-01            wales non_residential          500
#> 1149 2016-12-01            wales non_residential          510
#> 1150 2017-01-01            wales non_residential          370
#> 1151 2017-02-01            wales non_residential          410
#> 1152 2017-03-01            wales non_residential          610
#> 1153 2017-04-01            wales non_residential          490
#> 1154 2017-05-01            wales non_residential          470
#> 1155 2017-06-01            wales non_residential          540
#> 1156 2017-07-01            wales non_residential          500
#> 1157 2017-08-01            wales non_residential          500
#> 1158 2017-09-01            wales non_residential          500
#> 1159 2017-10-01            wales non_residential          480
#> 1160 2017-11-01            wales non_residential          550
#> 1161 2017-12-01            wales non_residential          450
#> 1162 2018-01-01            wales non_residential          390
#> 1163 2018-02-01            wales non_residential          430
#> 1164 2018-03-01            wales non_residential          620
#> 1165 2018-04-01            wales non_residential          500
#> 1166 2018-05-01            wales non_residential          460
#> 1167 2018-06-01            wales non_residential          480
#> 1168 2018-07-01            wales non_residential          490
#> 1169 2018-08-01            wales non_residential          540
#> 1170 2018-09-01            wales non_residential          470
#> 1171 2018-10-01            wales non_residential          610
#> 1172 2018-11-01            wales non_residential          560
#> 1173 2018-12-01            wales non_residential          530
#> 1174 2019-01-01            wales non_residential          440
#> 1175 2019-02-01            wales non_residential          460
#> 1176 2019-03-01            wales non_residential          670
#> 1177 2019-04-01            wales non_residential          540
#> 1178 2019-05-01            wales non_residential          530
#> 1179 2019-06-01            wales non_residential          470
#> 1180 2019-07-01            wales non_residential          600
#> 1181 2019-08-01            wales non_residential          480
#> 1182 2019-09-01            wales non_residential          500
#> 1183 2019-10-01            wales non_residential          540
#> 1184 2019-11-01            wales non_residential          480
#> 1185 2019-12-01            wales non_residential          520
#> 1186 2020-01-01            wales non_residential          540
#> 1187 2020-02-01            wales non_residential          450
#> 1188 2020-03-01            wales non_residential          570
#> 1189 2020-04-01            wales non_residential          380
#> 1190 2020-05-01            wales non_residential          270
#> 1191 2020-06-01            wales non_residential          360
#> 1192 2020-07-01            wales non_residential          450
#> 1193 2020-08-01            wales non_residential          340
#> 1194 2020-09-01            wales non_residential          430
#> 1195 2020-10-01            wales non_residential          540
#> 1196 2020-11-01            wales non_residential          440
#> 1197 2020-12-01            wales non_residential          590
#> 1198 2021-01-01            wales non_residential          390
#> 1199 2021-02-01            wales non_residential          490
#> 1200 2021-03-01            wales non_residential          690
#> 1201 2021-04-01            wales non_residential          590
#> 1202 2021-05-01            wales non_residential          500
#> 1203 2021-06-01            wales non_residential          570
#> 1204 2021-07-01            wales non_residential          550
#> 1205 2021-08-01            wales non_residential          540
#> 1206 2021-09-01            wales non_residential          560
#> 1207 2021-10-01            wales non_residential          590
#> 1208 2021-11-01            wales non_residential          560
#> 1209 2021-12-01            wales non_residential          580
#> 1210 2022-01-01            wales non_residential          470
#> 1211 2022-02-01            wales non_residential          520
#> 1212 2022-03-01            wales non_residential          720
#> 1213 2022-04-01            wales non_residential          540
#> 1214 2022-05-01            wales non_residential          580
#> 1215 2022-06-01            wales non_residential          480
#> 1216 2022-07-01            wales non_residential          520
#> 1217 2022-08-01            wales non_residential          490
#> 1218 2022-09-01            wales non_residential          500
#> 1219 2022-10-01            wales non_residential          520
#> 1220 2022-11-01            wales non_residential          540
#> 1221 2022-12-01            wales non_residential          550
#> 1222 2023-01-01            wales non_residential          390
#> 1223 2023-02-01            wales non_residential          420
#> 1224 2023-03-01            wales non_residential          760
#> 1225 2023-04-01            wales non_residential          530
#> 1226 2023-05-01            wales non_residential          480
#> 1227 2023-06-01            wales non_residential          560
#> 1228 2023-07-01            wales non_residential          480
#> 1229 2023-08-01            wales non_residential          570
#> 1230 2023-09-01            wales non_residential          490
#> 1231 2023-10-01            wales non_residential          540
#> 1232 2023-11-01            wales non_residential          520
#> 1233 2023-12-01            wales non_residential          540
#> 1234 2024-01-01            wales non_residential          400
#> 1235 2024-02-01            wales non_residential          460
#> 1236 2024-03-01            wales non_residential          580
#> 1237 2024-04-01            wales non_residential          580
#> 1238 2024-05-01            wales non_residential          490
#> 1239 2024-06-01            wales non_residential          440
#> 1240 2024-07-01            wales non_residential          560
#> 1241 2024-08-01            wales non_residential          510
#> 1242 2024-09-01            wales non_residential          500
#> 1243 2024-10-01            wales non_residential          800
#> 1244 2024-11-01            wales non_residential          490
#> 1245 2024-12-01            wales non_residential          510
#> 1246 2025-01-01            wales non_residential          410
#> 1247 2025-02-01            wales non_residential          480
#> 1248 2025-03-01            wales non_residential          590
#> 1249 2025-04-01            wales non_residential          500
#> 1250 2025-05-01            wales non_residential          510
#> 1251 2025-06-01            wales non_residential          480
#> 1252 2025-07-01            wales non_residential          550
#> 1253 2025-08-01            wales non_residential          450
#> 1254 2025-09-01            wales non_residential          490
#> 1255 2025-10-01            wales non_residential          560
#> 1256 2025-11-01            wales non_residential          560
#> 1257 2025-12-01            wales non_residential          580
#> 1258 2026-01-01            wales non_residential          400
#> 1259 2026-02-01            wales non_residential          460
#> 1260 2026-03-01            wales non_residential          680
#> 1261 2005-04-01          england     residential        88840
#> 1262 2005-05-01          england     residential        91030
#> 1263 2005-06-01          england     residential       103700
#> 1264 2005-07-01          england     residential       107770
#> 1265 2005-08-01          england     residential       107040
#> 1266 2005-09-01          england     residential       107710
#> 1267 2005-10-01          england     residential       100650
#> 1268 2005-11-01          england     residential       103570
#> 1269 2005-12-01          england     residential       115150
#> 1270 2006-01-01          england     residential        83980
#> 1271 2006-02-01          england     residential        87550
#> 1272 2006-03-01          england     residential       112090
#> 1273 2006-04-01          england     residential       101830
#> 1274 2006-05-01          england     residential       113160
#> 1275 2006-06-01          england     residential       135030
#> 1276 2006-07-01          england     residential       125720
#> 1277 2006-08-01          england     residential       132180
#> 1278 2006-09-01          england     residential       126890
#> 1279 2006-10-01          england     residential       124980
#> 1280 2006-11-01          england     residential       127530
#> 1281 2006-12-01          england     residential       133770
#> 1282 2007-01-01          england     residential        97580
#> 1283 2007-02-01          england     residential        96560
#> 1284 2007-03-01          england     residential       117970
#> 1285 2007-04-01          england     residential       105780
#> 1286 2007-05-01          england     residential       117560
#> 1287 2007-06-01          england     residential       134370
#> 1288 2007-07-01          england     residential       128660
#> 1289 2007-08-01          england     residential       136790
#> 1290 2007-09-01          england     residential       109250
#> 1291 2007-10-01          england     residential       113080
#> 1292 2007-11-01          england     residential       112770
#> 1293 2007-12-01          england     residential        91140
#> 1294 2008-01-01          england     residential        67220
#> 1295 2008-02-01          england     residential        71820
#> 1296 2008-03-01          england     residential        68100
#> 1297 2008-04-01          england     residential        73130
#> 1298 2008-05-01          england     residential        74470
#> 1299 2008-06-01          england     residential        69150
#> 1300 2008-07-01          england     residential        62400
#> 1301 2008-08-01          england     residential        57810
#> 1302 2008-09-01          england     residential        51080
#> 1303 2008-10-01          england     residential        59710
#> 1304 2008-11-01          england     residential        45780
#> 1305 2008-12-01          england     residential        50260
#> 1306 2009-01-01          england     residential        34750
#> 1307 2009-02-01          england     residential        36580
#> 1308 2009-03-01          england     residential        49130
#> 1309 2009-04-01          england     residential        48840
#> 1310 2009-05-01          england     residential        54720
#> 1311 2009-06-01          england     residential        63710
#> 1312 2009-07-01          england     residential        73760
#> 1313 2009-08-01          england     residential        68080
#> 1314 2009-09-01          england     residential        68260
#> 1315 2009-10-01          england     residential        76320
#> 1316 2009-11-01          england     residential        71150
#> 1317 2009-12-01          england     residential        89920
#> 1318 2010-01-01          england     residential        43110
#> 1319 2010-02-01          england     residential        50920
#> 1320 2010-03-01          england     residential        61810
#> 1321 2010-04-01          england     residential        60830
#> 1322 2010-05-01          england     residential        60500
#> 1323 2010-06-01          england     residential        72370
#> 1324 2010-07-01          england     residential        76590
#> 1325 2010-08-01          england     residential        70320
#> 1326 2010-09-01          england     residential        66440
#> 1327 2010-10-01          england     residential        67380
#> 1328 2010-11-01          england     residential        65080
#> 1329 2010-12-01          england     residential        65650
#> 1330 2011-01-01          england     residential        44970
#> 1331 2011-02-01          england     residential        47830
#> 1332 2011-03-01          england     residential        57200
#> 1333 2011-04-01          england     residential        58700
#> 1334 2011-05-01          england     residential        56820
#> 1335 2011-06-01          england     residential        67500
#> 1336 2011-07-01          england     residential        71550
#> 1337 2011-08-01          england     residential        73720
#> 1338 2011-09-01          england     residential        73310
#> 1339 2011-10-01          england     residential        67030
#> 1340 2011-11-01          england     residential        69730
#> 1341 2011-12-01          england     residential        73780
#> 1342 2012-01-01          england     residential        52630
#> 1343 2012-02-01          england     residential        54440
#> 1344 2012-03-01          england     residential        74960
#> 1345 2012-04-01          england     residential        53590
#> 1346 2012-05-01          england     residential        64960
#> 1347 2012-06-01          england     residential        72590
#> 1348 2012-07-01          england     residential        71240
#> 1349 2012-08-01          england     residential        77690
#> 1350 2012-09-01          england     residential        64200
#> 1351 2012-10-01          england     residential        71490
#> 1352 2012-11-01          england     residential        76910
#> 1353 2012-12-01          england     residential        69100
#> 1354 2013-01-01          england     residential        53990
#> 1355 2013-02-01          england     residential        56120
#> 1356 2013-03-01          england     residential        67740
#> 1357 2013-04-01          england     residential        61780
#> 1358 2013-05-01          england     residential        78170
#> 1359 2013-06-01          england     residential        77850
#> 1360 2013-07-01          england     residential        85310
#> 1361 2013-08-01          england     residential        90850
#> 1362 2013-09-01          england     residential        80640
#> 1363 2013-10-01          england     residential        87730
#> 1364 2013-11-01          england     residential        94020
#> 1365 2013-12-01          england     residential        91030
#> 1366 2014-01-01          england     residential        75750
#> 1367 2014-02-01          england     residential        75100
#> 1368 2014-03-01          england     residential        79280
#> 1369 2014-04-01          england     residential        81140
#> 1370 2014-05-01          england     residential        87930
#> 1371 2014-06-01          england     residential        92950
#> 1372 2014-07-01          england     residential        95430
#> 1373 2014-08-01          england     residential        98450
#> 1374 2014-09-01          england     residential        91170
#> 1375 2014-10-01          england     residential        98630
#> 1376 2014-11-01          england     residential        84150
#> 1377 2014-12-01          england     residential        90650
#> 1378 2015-01-01          england     residential        66750
#> 1379 2015-02-01          england     residential        68390
#> 1380 2015-03-01          england     residential        78240
#> 1381 2015-04-01          england     residential        73690
#> 1382 2015-05-01          england     residential        83310
#> 1383 2015-06-01          england     residential        98200
#> 1384 2015-07-01          england     residential       103160
#> 1385 2015-08-01          england     residential        94260
#> 1386 2015-09-01          england     residential        93940
#> 1387 2015-10-01          england     residential       102540
#> 1388 2015-11-01          england     residential        93490
#> 1389 2015-12-01          england     residential        98400
#> 1390 2016-01-01          england     residential        72750
#> 1391 2016-02-01          england     residential        80110
#> 1392 2016-03-01          england     residential       149710
#> 1393 2016-04-01          england     residential        62150
#> 1394 2016-05-01          england     residential        70480
#> 1395 2016-06-01          england     residential        86840
#> 1396 2016-07-01          england     residential        90220
#> 1397 2016-08-01          england     residential        92660
#> 1398 2016-09-01          england     residential        89130
#> 1399 2016-10-01          england     residential        83270
#> 1400 2016-11-01          england     residential        86930
#> 1401 2016-12-01          england     residential        93570
#> 1402 2017-01-01          england     residential        69120
#> 1403 2017-02-01          england     residential        72400
#> 1404 2017-03-01          england     residential        88860
#> 1405 2017-04-01          england     residential        74100
#> 1406 2017-05-01          england     residential        81330
#> 1407 2017-06-01          england     residential        99060
#> 1408 2017-07-01          england     residential        89920
#> 1409 2017-08-01          england     residential        95640
#> 1410 2017-09-01          england     residential        91050
#> 1411 2017-10-01          england     residential        91050
#> 1412 2017-11-01          england     residential        90480
#> 1413 2017-12-01          england     residential        90290
#> 1414 2018-01-01          england     residential        68880
#> 1415 2018-02-01          england     residential        70580
#> 1416 2018-03-01          england     residential        82470
#> 1417 2018-04-01          england     residential        71040
#> 1418 2018-05-01          england     residential        80420
#> 1419 2018-06-01          england     residential        93420
#> 1420 2018-07-01          england     residential        87560
#> 1421 2018-08-01          england     residential        98710
#> 1422 2018-09-01          england     residential        81560
#> 1423 2018-10-01          england     residential        92150
#> 1424 2018-11-01          england     residential        97010
#> 1425 2018-12-01          england     residential        83880
#> 1426 2019-01-01          england     residential        66680
#> 1427 2019-02-01          england     residential        70140
#> 1428 2019-03-01          england     residential        80490
#> 1429 2019-04-01          england     residential        73790
#> 1430 2019-05-01          england     residential        80220
#> 1431 2019-06-01          england     residential        83860
#> 1432 2019-07-01          england     residential        88560
#> 1433 2019-08-01          england     residential        93360
#> 1434 2019-09-01          england     residential        83570
#> 1435 2019-10-01          england     residential        90010
#> 1436 2019-11-01          england     residential        92080
#> 1437 2019-12-01          england     residential        87040
#> 1438 2020-01-01          england     residential        71030
#> 1439 2020-02-01          england     residential        70960
#> 1440 2020-03-01          england     residential        74490
#> 1441 2020-04-01          england     residential        32440
#> 1442 2020-05-01          england     residential        40290
#> 1443 2020-06-01          england     residential        59480
#> 1444 2020-07-01          england     residential        70600
#> 1445 2020-08-01          england     residential        73260
#> 1446 2020-09-01          england     residential        82430
#> 1447 2020-10-01          england     residential       100390
#> 1448 2020-11-01          england     residential       100440
#> 1449 2020-12-01          england     residential       112480
#> 1450 2021-01-01          england     residential        83790
#> 1451 2021-02-01          england     residential       106620
#> 1452 2021-03-01          england     residential       151850
#> 1453 2021-04-01          england     residential        98940
#> 1454 2021-05-01          england     residential        87040
#> 1455 2021-06-01          england     residential       191300
#> 1456 2021-07-01          england     residential        65460
#> 1457 2021-08-01          england     residential        86550
#> 1458 2021-09-01          england     residential       146610
#> 1459 2021-10-01          england     residential        67790
#> 1460 2021-11-01          england     residential        84120
#> 1461 2021-12-01          england     residential        93370
#> 1462 2022-01-01          england     residential        70460
#> 1463 2022-02-01          england     residential        80790
#> 1464 2022-03-01          england     residential        94080
#> 1465 2022-04-01          england     residential        83920
#> 1466 2022-05-01          england     residential        84320
#> 1467 2022-06-01          england     residential        88330
#> 1468 2022-07-01          england     residential        93100
#> 1469 2022-08-01          england     residential        95830
#> 1470 2022-09-01          england     residential        96900
#> 1471 2022-10-01          england     residential        93090
#> 1472 2022-11-01          england     residential        95720
#> 1473 2022-12-01          england     residential        92450
#> 1474 2023-01-01          england     residential        65010
#> 1475 2023-02-01          england     residential        64800
#> 1476 2023-03-01          england     residential        80550
#> 1477 2023-04-01          england     residential        56150
#> 1478 2023-05-01          england     residential        61190
#> 1479 2023-06-01          england     residential        79000
#> 1480 2023-07-01          england     residential        71630
#> 1481 2023-08-01          england     residential        79720
#> 1482 2023-09-01          england     residential        77870
#> 1483 2023-10-01          england     residential        76180
#> 1484 2023-11-01          england     residential        73950
#> 1485 2023-12-01          england     residential        71860
#> 1486 2024-01-01          england     residential        56850
#> 1487 2024-02-01          england     residential        62270
#> 1488 2024-03-01          england     residential        73360
#> 1489 2024-04-01          england     residential        64880
#> 1490 2024-05-01          england     residential        77600
#> 1491 2024-06-01          england     residential        76130
#> 1492 2024-07-01          england     residential        82030
#> 1493 2024-08-01          england     residential        87820
#> 1494 2024-09-01          england     residential        79890
#> 1495 2024-10-01          england     residential        94560
#> 1496 2024-11-01          england     residential        89170
#> 1497 2024-12-01          england     residential        84020
#> 1498 2025-01-01          england     residential        70030
#> 1499 2025-02-01          england     residential        79240
#> 1500 2025-03-01          england     residential       149940
#> 1501 2025-04-01          england     residential        44110
#> 1502 2025-05-01          england     residential        66680
#> 1503 2025-06-01          england     residential        80530
#> 1504 2025-07-01          england     residential        85500
#> 1505 2025-08-01          england     residential        87680
#> 1506 2025-09-01          england     residential        86590
#> 1507 2025-10-01          england     residential        99230
#> 1508 2025-11-01          england     residential        88020
#> 1509 2025-12-01          england     residential        90240
#> 1510 2026-01-01          england     residential        68210
#> 1511 2026-02-01          england     residential        74790
#> 1512 2026-03-01          england     residential        87310
#> 1513 2005-04-01 northern_ireland     residential         3290
#> 1514 2005-05-01 northern_ireland     residential         3260
#> 1515 2005-06-01 northern_ireland     residential         3790
#> 1516 2005-07-01 northern_ireland     residential         3710
#> 1517 2005-08-01 northern_ireland     residential         3910
#> 1518 2005-09-01 northern_ireland     residential         3970
#> 1519 2005-10-01 northern_ireland     residential         3710
#> 1520 2005-11-01 northern_ireland     residential         3990
#> 1521 2005-12-01 northern_ireland     residential         3970
#> 1522 2006-01-01 northern_ireland     residential         3290
#> 1523 2006-02-01 northern_ireland     residential         3220
#> 1524 2006-03-01 northern_ireland     residential         3810
#> 1525 2006-04-01 northern_ireland     residential         3670
#> 1526 2006-05-01 northern_ireland     residential         4200
#> 1527 2006-06-01 northern_ireland     residential         5300
#> 1528 2006-07-01 northern_ireland     residential         3890
#> 1529 2006-08-01 northern_ireland     residential         4510
#> 1530 2006-09-01 northern_ireland     residential         4720
#> 1531 2006-10-01 northern_ireland     residential         4600
#> 1532 2006-11-01 northern_ireland     residential         4540
#> 1533 2006-12-01 northern_ireland     residential         4580
#> 1534 2007-01-01 northern_ireland     residential         3410
#> 1535 2007-02-01 northern_ireland     residential         3610
#> 1536 2007-03-01 northern_ireland     residential         3950
#> 1537 2007-04-01 northern_ireland     residential         3690
#> 1538 2007-05-01 northern_ireland     residential         3970
#> 1539 2007-06-01 northern_ireland     residential         4070
#> 1540 2007-07-01 northern_ireland     residential         3050
#> 1541 2007-08-01 northern_ireland     residential         3210
#> 1542 2007-09-01 northern_ireland     residential         2420
#> 1543 2007-10-01 northern_ireland     residential         2260
#> 1544 2007-11-01 northern_ireland     residential         1950
#> 1545 2007-12-01 northern_ireland     residential         1420
#> 1546 2008-01-01 northern_ireland     residential         1220
#> 1547 2008-02-01 northern_ireland     residential         1370
#> 1548 2008-03-01 northern_ireland     residential         1250
#> 1549 2008-04-01 northern_ireland     residential         1500
#> 1550 2008-05-01 northern_ireland     residential         1480
#> 1551 2008-06-01 northern_ireland     residential         1300
#> 1552 2008-07-01 northern_ireland     residential         1010
#> 1553 2008-08-01 northern_ireland     residential         1020
#> 1554 2008-09-01 northern_ireland     residential          930
#> 1555 2008-10-01 northern_ireland     residential         1020
#> 1556 2008-11-01 northern_ireland     residential         1020
#> 1557 2008-12-01 northern_ireland     residential          940
#> 1558 2009-01-01 northern_ireland     residential          720
#> 1559 2009-02-01 northern_ireland     residential          760
#> 1560 2009-03-01 northern_ireland     residential         1090
#> 1561 2009-04-01 northern_ireland     residential         1050
#> 1562 2009-05-01 northern_ireland     residential         1150
#> 1563 2009-06-01 northern_ireland     residential         1390
#> 1564 2009-07-01 northern_ireland     residential         1520
#> 1565 2009-08-01 northern_ireland     residential         1240
#> 1566 2009-09-01 northern_ireland     residential         1320
#> 1567 2009-10-01 northern_ireland     residential         1430
#> 1568 2009-11-01 northern_ireland     residential         1380
#> 1569 2009-12-01 northern_ireland     residential         1750
#> 1570 2010-01-01 northern_ireland     residential          830
#> 1571 2010-02-01 northern_ireland     residential          980
#> 1572 2010-03-01 northern_ireland     residential         1250
#> 1573 2010-04-01 northern_ireland     residential         1320
#> 1574 2010-05-01 northern_ireland     residential         1100
#> 1575 2010-06-01 northern_ireland     residential         1370
#> 1576 2010-07-01 northern_ireland     residential         1420
#> 1577 2010-08-01 northern_ireland     residential         1290
#> 1578 2010-09-01 northern_ireland     residential         1220
#> 1579 2010-10-01 northern_ireland     residential         1340
#> 1580 2010-11-01 northern_ireland     residential         1180
#> 1581 2010-12-01 northern_ireland     residential         1090
#> 1582 2011-01-01 northern_ireland     residential          830
#> 1583 2011-02-01 northern_ireland     residential          910
#> 1584 2011-03-01 northern_ireland     residential         1120
#> 1585 2011-04-01 northern_ireland     residential         1170
#> 1586 2011-05-01 northern_ireland     residential          990
#> 1587 2011-06-01 northern_ireland     residential         1210
#> 1588 2011-07-01 northern_ireland     residential         1180
#> 1589 2011-08-01 northern_ireland     residential         1250
#> 1590 2011-09-01 northern_ireland     residential         1450
#> 1591 2011-10-01 northern_ireland     residential         1270
#> 1592 2011-11-01 northern_ireland     residential         1370
#> 1593 2011-12-01 northern_ireland     residential         1290
#> 1594 2012-01-01 northern_ireland     residential         1010
#> 1595 2012-02-01 northern_ireland     residential         1190
#> 1596 2012-03-01 northern_ireland     residential         1330
#> 1597 2012-04-01 northern_ireland     residential          980
#> 1598 2012-05-01 northern_ireland     residential         1180
#> 1599 2012-06-01 northern_ireland     residential         1420
#> 1600 2012-07-01 northern_ireland     residential         1220
#> 1601 2012-08-01 northern_ireland     residential         1540
#> 1602 2012-09-01 northern_ireland     residential         1290
#> 1603 2012-10-01 northern_ireland     residential         1500
#> 1604 2012-11-01 northern_ireland     residential         1580
#> 1605 2012-12-01 northern_ireland     residential         1330
#> 1606 2013-01-01 northern_ireland     residential         1120
#> 1607 2013-02-01 northern_ireland     residential         1180
#> 1608 2013-03-01 northern_ireland     residential         1440
#> 1609 2013-04-01 northern_ireland     residential         1170
#> 1610 2013-05-01 northern_ireland     residential         1530
#> 1611 2013-06-01 northern_ireland     residential         1570
#> 1612 2013-07-01 northern_ireland     residential         1650
#> 1613 2013-08-01 northern_ireland     residential         1820
#> 1614 2013-09-01 northern_ireland     residential         1660
#> 1615 2013-10-01 northern_ireland     residential         1800
#> 1616 2013-11-01 northern_ireland     residential         2030
#> 1617 2013-12-01 northern_ireland     residential         1880
#> 1618 2014-01-01 northern_ireland     residential         1680
#> 1619 2014-02-01 northern_ireland     residential         1690
#> 1620 2014-03-01 northern_ireland     residential         1690
#> 1621 2014-04-01 northern_ireland     residential         1720
#> 1622 2014-05-01 northern_ireland     residential         2000
#> 1623 2014-06-01 northern_ireland     residential         2050
#> 1624 2014-07-01 northern_ireland     residential         1990
#> 1625 2014-08-01 northern_ireland     residential         2130
#> 1626 2014-09-01 northern_ireland     residential         1960
#> 1627 2014-10-01 northern_ireland     residential         2340
#> 1628 2014-11-01 northern_ireland     residential         2050
#> 1629 2014-12-01 northern_ireland     residential         2080
#> 1630 2015-01-01 northern_ireland     residential         1570
#> 1631 2015-02-01 northern_ireland     residential         1690
#> 1632 2015-03-01 northern_ireland     residential         1750
#> 1633 2015-04-01 northern_ireland     residential         1610
#> 1634 2015-05-01 northern_ireland     residential         1880
#> 1635 2015-06-01 northern_ireland     residential         2240
#> 1636 2015-07-01 northern_ireland     residential         2230
#> 1637 2015-08-01 northern_ireland     residential         2020
#> 1638 2015-09-01 northern_ireland     residential         2140
#> 1639 2015-10-01 northern_ireland     residential         2410
#> 1640 2015-11-01 northern_ireland     residential         2180
#> 1641 2015-12-01 northern_ireland     residential         2160
#> 1642 2016-01-01 northern_ireland     residential         1590
#> 1643 2016-02-01 northern_ireland     residential         1720
#> 1644 2016-03-01 northern_ireland     residential         3310
#> 1645 2016-04-01 northern_ireland     residential         1450
#> 1646 2016-05-01 northern_ireland     residential         1660
#> 1647 2016-06-01 northern_ireland     residential         2080
#> 1648 2016-07-01 northern_ireland     residential         1980
#> 1649 2016-08-01 northern_ireland     residential         2110
#> 1650 2016-09-01 northern_ireland     residential         2220
#> 1651 2016-10-01 northern_ireland     residential         1960
#> 1652 2016-11-01 northern_ireland     residential         2190
#> 1653 2016-12-01 northern_ireland     residential         2330
#> 1654 2017-01-01 northern_ireland     residential         1720
#> 1655 2017-02-01 northern_ireland     residential         1750
#> 1656 2017-03-01 northern_ireland     residential         2140
#> 1657 2017-04-01 northern_ireland     residential         1810
#> 1658 2017-05-01 northern_ireland     residential         2110
#> 1659 2017-06-01 northern_ireland     residential         2690
#> 1660 2017-07-01 northern_ireland     residential         2030
#> 1661 2017-08-01 northern_ireland     residential         2460
#> 1662 2017-09-01 northern_ireland     residential         2530
#> 1663 2017-10-01 northern_ireland     residential         2480
#> 1664 2017-11-01 northern_ireland     residential         2470
#> 1665 2017-12-01 northern_ireland     residential         2460
#> 1666 2018-01-01 northern_ireland     residential         1700
#> 1667 2018-02-01 northern_ireland     residential         1970
#> 1668 2018-03-01 northern_ireland     residential         2220
#> 1669 2018-04-01 northern_ireland     residential         1930
#> 1670 2018-05-01 northern_ireland     residential         2250
#> 1671 2018-06-01 northern_ireland     residential         2700
#> 1672 2018-07-01 northern_ireland     residential         2290
#> 1673 2018-08-01 northern_ireland     residential         2830
#> 1674 2018-09-01 northern_ireland     residential         2220
#> 1675 2018-10-01 northern_ireland     residential         2560
#> 1676 2018-11-01 northern_ireland     residential         2820
#> 1677 2018-12-01 northern_ireland     residential         2320
#> 1678 2019-01-01 northern_ireland     residential         1730
#> 1679 2019-02-01 northern_ireland     residential         2070
#> 1680 2019-03-01 northern_ireland     residential         2240
#> 1681 2019-04-01 northern_ireland     residential         2020
#> 1682 2019-05-01 northern_ireland     residential         2450
#> 1683 2019-06-01 northern_ireland     residential         2290
#> 1684 2019-07-01 northern_ireland     residential         2170
#> 1685 2019-08-01 northern_ireland     residential         2690
#> 1686 2019-09-01 northern_ireland     residential         2410
#> 1687 2019-10-01 northern_ireland     residential         2550
#> 1688 2019-11-01 northern_ireland     residential         2700
#> 1689 2019-12-01 northern_ireland     residential         2130
#> 1690 2020-01-01 northern_ireland     residential         1910
#> 1691 2020-02-01 northern_ireland     residential         2010
#> 1692 2020-03-01 northern_ireland     residential         1990
#> 1693 2020-04-01 northern_ireland     residential          410
#> 1694 2020-05-01 northern_ireland     residential          540
#> 1695 2020-06-01 northern_ireland     residential         1280
#> 1696 2020-07-01 northern_ireland     residential         1720
#> 1697 2020-08-01 northern_ireland     residential         1690
#> 1698 2020-09-01 northern_ireland     residential         2280
#> 1699 2020-10-01 northern_ireland     residential         3080
#> 1700 2020-11-01 northern_ireland     residential         2930
#> 1701 2020-12-01 northern_ireland     residential         3070
#> 1702 2021-01-01 northern_ireland     residential         2290
#> 1703 2021-02-01 northern_ireland     residential         2580
#> 1704 2021-03-01 northern_ireland     residential         3510
#> 1705 2021-04-01 northern_ireland     residential         2570
#> 1706 2021-05-01 northern_ireland     residential         2550
#> 1707 2021-06-01 northern_ireland     residential         3900
#> 1708 2021-07-01 northern_ireland     residential         2510
#> 1709 2021-08-01 northern_ireland     residential         2780
#> 1710 2021-09-01 northern_ireland     residential         3970
#> 1711 2021-10-01 northern_ireland     residential         2310
#> 1712 2021-11-01 northern_ireland     residential         2640
#> 1713 2021-12-01 northern_ireland     residential         2570
#> 1714 2022-01-01 northern_ireland     residential         1980
#> 1715 2022-02-01 northern_ireland     residential         2250
#> 1716 2022-03-01 northern_ireland     residential         2440
#> 1717 2022-04-01 northern_ireland     residential         2360
#> 1718 2022-05-01 northern_ireland     residential         2320
#> 1719 2022-06-01 northern_ireland     residential         2460
#> 1720 2022-07-01 northern_ireland     residential         2280
#> 1721 2022-08-01 northern_ireland     residential         2500
#> 1722 2022-09-01 northern_ireland     residential         2740
#> 1723 2022-10-01 northern_ireland     residential         2490
#> 1724 2022-11-01 northern_ireland     residential         2440
#> 1725 2022-12-01 northern_ireland     residential         2270
#> 1726 2023-01-01 northern_ireland     residential         1530
#> 1727 2023-02-01 northern_ireland     residential         1720
#> 1728 2023-03-01 northern_ireland     residential         2150
#> 1729 2023-04-01 northern_ireland     residential         1560
#> 1730 2023-05-01 northern_ireland     residential         1820
#> 1731 2023-06-01 northern_ireland     residential         2240
#> 1732 2023-07-01 northern_ireland     residential         1820
#> 1733 2023-08-01 northern_ireland     residential         2270
#> 1734 2023-09-01 northern_ireland     residential         2310
#> 1735 2023-10-01 northern_ireland     residential         2080
#> 1736 2023-11-01 northern_ireland     residential         2070
#> 1737 2023-12-01 northern_ireland     residential         2040
#> 1738 2024-01-01 northern_ireland     residential         1540
#> 1739 2024-02-01 northern_ireland     residential         1660
#> 1740 2024-03-01 northern_ireland     residential         2060
#> 1741 2024-04-01 northern_ireland     residential         1680
#> 1742 2024-05-01 northern_ireland     residential         2180
#> 1743 2024-06-01 northern_ireland     residential         2020
#> 1744 2024-07-01 northern_ireland     residential         2010
#> 1745 2024-08-01 northern_ireland     residential         2540
#> 1746 2024-09-01 northern_ireland     residential         2350
#> 1747 2024-10-01 northern_ireland     residential         2780
#> 1748 2024-11-01 northern_ireland     residential         2430
#> 1749 2024-12-01 northern_ireland     residential         2230
#> 1750 2025-01-01 northern_ireland     residential         1850
#> 1751 2025-02-01 northern_ireland     residential         2140
#> 1752 2025-03-01 northern_ireland     residential         3170
#> 1753 2025-04-01 northern_ireland     residential         1260
#> 1754 2025-05-01 northern_ireland     residential         1890
#> 1755 2025-06-01 northern_ireland     residential         2160
#> 1756 2025-07-01 northern_ireland     residential         2060
#> 1757 2025-08-01 northern_ireland     residential         2450
#> 1758 2025-09-01 northern_ireland     residential         2440
#> 1759 2025-10-01 northern_ireland     residential         2760
#> 1760 2025-11-01 northern_ireland     residential         2470
#> 1761 2025-12-01 northern_ireland     residential         2360
#> 1762 2026-01-01 northern_ireland     residential         1910
#> 1763 2026-02-01 northern_ireland     residential         2010
#> 1764 2026-03-01 northern_ireland     residential         2060
#> 1765 2005-04-01         scotland     residential        10540
#> 1766 2005-05-01         scotland     residential        10180
#> 1767 2005-06-01         scotland     residential        12120
#> 1768 2005-07-01         scotland     residential        12530
#> 1769 2005-08-01         scotland     residential        12000
#> 1770 2005-09-01         scotland     residential        12510
#> 1771 2005-10-01         scotland     residential        11410
#> 1772 2005-11-01         scotland     residential        11690
#> 1773 2005-12-01         scotland     residential        11430
#> 1774 2006-01-01         scotland     residential         8500
#> 1775 2006-02-01         scotland     residential         7150
#> 1776 2006-03-01         scotland     residential        11180
#> 1777 2006-04-01         scotland     residential        10690
#> 1778 2006-05-01         scotland     residential        11990
#> 1779 2006-06-01         scotland     residential        15670
#> 1780 2006-07-01         scotland     residential        12790
#> 1781 2006-08-01         scotland     residential        13430
#> 1782 2006-09-01         scotland     residential        13930
#> 1783 2006-10-01         scotland     residential        13030
#> 1784 2006-11-01         scotland     residential        13120
#> 1785 2006-12-01         scotland     residential        12920
#> 1786 2007-01-01         scotland     residential         9170
#> 1787 2007-02-01         scotland     residential         7580
#> 1788 2007-03-01         scotland     residential        11920
#> 1789 2007-04-01         scotland     residential        11700
#> 1790 2007-05-01         scotland     residential        12750
#> 1791 2007-06-01         scotland     residential        16360
#> 1792 2007-07-01         scotland     residential        13290
#> 1793 2007-08-01         scotland     residential        15480
#> 1794 2007-09-01         scotland     residential        12270
#> 1795 2007-10-01         scotland     residential        12700
#> 1796 2007-11-01         scotland     residential        13810
#> 1797 2007-12-01         scotland     residential        10180
#> 1798 2008-01-01         scotland     residential         7800
#> 1799 2008-02-01         scotland     residential         7920
#> 1800 2008-03-01         scotland     residential         9080
#> 1801 2008-04-01         scotland     residential         9910
#> 1802 2008-05-01         scotland     residential        10620
#> 1803 2008-06-01         scotland     residential         9580
#> 1804 2008-07-01         scotland     residential         8020
#> 1805 2008-08-01         scotland     residential         7830
#> 1806 2008-09-01         scotland     residential         6650
#> 1807 2008-10-01         scotland     residential         8000
#> 1808 2008-11-01         scotland     residential         5650
#> 1809 2008-12-01         scotland     residential         5300
#> 1810 2009-01-01         scotland     residential         3920
#> 1811 2009-02-01         scotland     residential         3560
#> 1812 2009-03-01         scotland     residential         4950
#> 1813 2009-04-01         scotland     residential         5220
#> 1814 2009-05-01         scotland     residential         5870
#> 1815 2009-06-01         scotland     residential         6440
#> 1816 2009-07-01         scotland     residential         7110
#> 1817 2009-08-01         scotland     residential         6370
#> 1818 2009-09-01         scotland     residential         6630
#> 1819 2009-10-01         scotland     residential         7380
#> 1820 2009-11-01         scotland     residential         6950
#> 1821 2009-12-01         scotland     residential         7440
#> 1822 2010-01-01         scotland     residential         4370
#> 1823 2010-02-01         scotland     residential         4010
#> 1824 2010-03-01         scotland     residential         5720
#> 1825 2010-04-01         scotland     residential         6380
#> 1826 2010-05-01         scotland     residential         5870
#> 1827 2010-06-01         scotland     residential         7230
#> 1828 2010-07-01         scotland     residential         7550
#> 1829 2010-08-01         scotland     residential         6540
#> 1830 2010-09-01         scotland     residential         6540
#> 1831 2010-10-01         scotland     residential         7020
#> 1832 2010-11-01         scotland     residential         6290
#> 1833 2010-12-01         scotland     residential         5600
#> 1834 2011-01-01         scotland     residential         3980
#> 1835 2011-02-01         scotland     residential         3770
#> 1836 2011-03-01         scotland     residential         5370
#> 1837 2011-04-01         scotland     residential         5790
#> 1838 2011-05-01         scotland     residential         5700
#> 1839 2011-06-01         scotland     residential         6640
#> 1840 2011-07-01         scotland     residential         7000
#> 1841 2011-08-01         scotland     residential         6610
#> 1842 2011-09-01         scotland     residential         7210
#> 1843 2011-10-01         scotland     residential         6170
#> 1844 2011-11-01         scotland     residential         6390
#> 1845 2011-12-01         scotland     residential         6110
#> 1846 2012-01-01         scotland     residential         4540
#> 1847 2012-02-01         scotland     residential         4100
#> 1848 2012-03-01         scotland     residential         6830
#> 1849 2012-04-01         scotland     residential         5610
#> 1850 2012-05-01         scotland     residential         6110
#> 1851 2012-06-01         scotland     residential         7600
#> 1852 2012-07-01         scotland     residential         6140
#> 1853 2012-08-01         scotland     residential         7460
#> 1854 2012-09-01         scotland     residential         5830
#> 1855 2012-10-01         scotland     residential         6450
#> 1856 2012-11-01         scotland     residential         7090
#> 1857 2012-12-01         scotland     residential         6070
#> 1858 2013-01-01         scotland     residential         4610
#> 1859 2013-02-01         scotland     residential         4380
#> 1860 2013-03-01         scotland     residential         6390
#> 1861 2013-04-01         scotland     residential         6270
#> 1862 2013-05-01         scotland     residential         7780
#> 1863 2013-06-01         scotland     residential         7800
#> 1864 2013-07-01         scotland     residential         7650
#> 1865 2013-08-01         scotland     residential         8700
#> 1866 2013-09-01         scotland     residential         7520
#> 1867 2013-10-01         scotland     residential         8110
#> 1868 2013-11-01         scotland     residential         9000
#> 1869 2013-12-01         scotland     residential         7310
#> 1870 2014-01-01         scotland     residential         6500
#> 1871 2014-02-01         scotland     residential         5680
#> 1872 2014-03-01         scotland     residential         6830
#> 1873 2014-04-01         scotland     residential         7590
#> 1874 2014-05-01         scotland     residential         8830
#> 1875 2014-06-01         scotland     residential         8970
#> 1876 2014-07-01         scotland     residential         8160
#> 1877 2014-08-01         scotland     residential         9500
#> 1878 2014-09-01         scotland     residential         7870
#> 1879 2014-10-01         scotland     residential         9270
#> 1880 2014-11-01         scotland     residential         8640
#> 1881 2014-12-01         scotland     residential         6590
#> 1882 2015-01-01         scotland     residential         6270
#> 1883 2015-02-01         scotland     residential         5260
#> 1884 2015-03-01         scotland     residential         7700
#> 1885 2015-04-01         scotland     residential         8060
#> 1886 2015-05-01         scotland     residential         8600
#> 1887 2015-06-01         scotland     residential         9610
#> 1888 2015-07-01         scotland     residential        10240
#> 1889 2015-08-01         scotland     residential         8760
#> 1890 2015-09-01         scotland     residential         8710
#> 1891 2015-10-01         scotland     residential         9880
#> 1892 2015-11-01         scotland     residential         9000
#> 1893 2015-12-01         scotland     residential         8230
#> 1894 2016-01-01         scotland     residential         6430
#> 1895 2016-02-01         scotland     residential         5670
#> 1896 2016-03-01         scotland     residential        11330
#> 1897 2016-04-01         scotland     residential         6760
#> 1898 2016-05-01         scotland     residential         7260
#> 1899 2016-06-01         scotland     residential         8860
#> 1900 2016-07-01         scotland     residential         9300
#> 1901 2016-08-01         scotland     residential         8640
#> 1902 2016-09-01         scotland     residential         9490
#> 1903 2016-10-01         scotland     residential         8440
#> 1904 2016-11-01         scotland     residential         8710
#> 1905 2016-12-01         scotland     residential         8560
#> 1906 2017-01-01         scotland     residential         6400
#> 1907 2017-02-01         scotland     residential         5860
#> 1908 2017-03-01         scotland     residential         9320
#> 1909 2017-04-01         scotland     residential         8050
#> 1910 2017-05-01         scotland     residential         8570
#> 1911 2017-06-01         scotland     residential        11020
#> 1912 2017-07-01         scotland     residential         8970
#> 1913 2017-08-01         scotland     residential         9560
#> 1914 2017-09-01         scotland     residential         9770
#> 1915 2017-10-01         scotland     residential         9020
#> 1916 2017-11-01         scotland     residential         8800
#> 1917 2017-12-01         scotland     residential         8350
#> 1918 2018-01-01         scotland     residential         6130
#> 1919 2018-02-01         scotland     residential         5450
#> 1920 2018-03-01         scotland     residential         6790
#> 1921 2018-04-01         scotland     residential         7570
#> 1922 2018-05-01         scotland     residential         8310
#> 1923 2018-06-01         scotland     residential        10730
#> 1924 2018-07-01         scotland     residential         8980
#> 1925 2018-08-01         scotland     residential        10600
#> 1926 2018-09-01         scotland     residential         8740
#> 1927 2018-10-01         scotland     residential         9260
#> 1928 2018-11-01         scotland     residential        10170
#> 1929 2018-12-01         scotland     residential         7630
#> 1930 2019-01-01         scotland     residential         6830
#> 1931 2019-02-01         scotland     residential         5500
#> 1932 2019-03-01         scotland     residential         8520
#> 1933 2019-04-01         scotland     residential         8030
#> 1934 2019-05-01         scotland     residential         9810
#> 1935 2019-06-01         scotland     residential         9520
#> 1936 2019-07-01         scotland     residential         9030
#> 1937 2019-08-01         scotland     residential        10280
#> 1938 2019-09-01         scotland     residential         8940
#> 1939 2019-10-01         scotland     residential         9480
#> 1940 2019-11-01         scotland     residential        10200
#> 1941 2019-12-01         scotland     residential         8200
#> 1942 2020-01-01         scotland     residential         7050
#> 1943 2020-02-01         scotland     residential         5920
#> 1944 2020-03-01         scotland     residential         6320
#> 1945 2020-04-01         scotland     residential         2740
#> 1946 2020-05-01         scotland     residential         3380
#> 1947 2020-06-01         scotland     residential         4090
#> 1948 2020-07-01         scotland     residential         5300
#> 1949 2020-08-01         scotland     residential         6860
#> 1950 2020-09-01         scotland     residential        10650
#> 1951 2020-10-01         scotland     residential        12960
#> 1952 2020-11-01         scotland     residential        12500
#> 1953 2020-12-01         scotland     residential        11150
#> 1954 2021-01-01         scotland     residential         7820
#> 1955 2021-02-01         scotland     residential         7270
#> 1956 2021-03-01         scotland     residential        12270
#> 1957 2021-04-01         scotland     residential         7160
#> 1958 2021-05-01         scotland     residential         8680
#> 1959 2021-06-01         scotland     residential        11230
#> 1960 2021-07-01         scotland     residential        10960
#> 1961 2021-08-01         scotland     residential         9990
#> 1962 2021-09-01         scotland     residential         9610
#> 1963 2021-10-01         scotland     residential        10480
#> 1964 2021-11-01         scotland     residential         9700
#> 1965 2021-12-01         scotland     residential         9020
#> 1966 2022-01-01         scotland     residential         7350
#> 1967 2022-02-01         scotland     residential         6600
#> 1968 2022-03-01         scotland     residential         8300
#> 1969 2022-04-01         scotland     residential         8790
#> 1970 2022-05-01         scotland     residential         8610
#> 1971 2022-06-01         scotland     residential         8750
#> 1972 2022-07-01         scotland     residential         9750
#> 1973 2022-08-01         scotland     residential         9680
#> 1974 2022-09-01         scotland     residential        10230
#> 1975 2022-10-01         scotland     residential         9350
#> 1976 2022-11-01         scotland     residential         9220
#> 1977 2022-12-01         scotland     residential         8030
#> 1978 2023-01-01         scotland     residential         5960
#> 1979 2023-02-01         scotland     residential         5500
#> 1980 2023-03-01         scotland     residential         8270
#> 1981 2023-04-01         scotland     residential         7140
#> 1982 2023-05-01         scotland     residential         7740
#> 1983 2023-06-01         scotland     residential         9530
#> 1984 2023-07-01         scotland     residential         8350
#> 1985 2023-08-01         scotland     residential         8510
#> 1986 2023-09-01         scotland     residential         8650
#> 1987 2023-10-01         scotland     residential         7920
#> 1988 2023-11-01         scotland     residential         8110
#> 1989 2023-12-01         scotland     residential         7410
#> 1990 2024-01-01         scotland     residential         6220
#> 1991 2024-02-01         scotland     residential         5650
#> 1992 2024-03-01         scotland     residential         7900
#> 1993 2024-04-01         scotland     residential         7900
#> 1994 2024-05-01         scotland     residential         9250
#> 1995 2024-06-01         scotland     residential         8770
#> 1996 2024-07-01         scotland     residential         8960
#> 1997 2024-08-01         scotland     residential        10100
#> 1998 2024-09-01         scotland     residential         8650
#> 1999 2024-10-01         scotland     residential         9490
#> 2000 2024-11-01         scotland     residential         9740
#> 2001 2024-12-01         scotland     residential         7780
#> 2002 2025-01-01         scotland     residential         7030
#> 2003 2025-02-01         scotland     residential         6260
#> 2004 2025-03-01         scotland     residential         7820
#> 2005 2025-04-01         scotland     residential         7780
#> 2006 2025-05-01         scotland     residential         9140
#> 2007 2025-06-01         scotland     residential         9780
#> 2008 2025-07-01         scotland     residential         9380
#> 2009 2025-08-01         scotland     residential        10300
#> 2010 2025-09-01         scotland     residential         9420
#> 2011 2025-10-01         scotland     residential        10350
#> 2012 2025-11-01         scotland     residential         9280
#> 2013 2025-12-01         scotland     residential         8300
#> 2014 2026-01-01         scotland     residential         7110
#> 2015 2026-02-01         scotland     residential         6450
#> 2016 2026-03-01         scotland     residential         7090
#> 2017 2005-04-01               uk     residential       107190
#> 2018 2005-05-01               uk     residential       109010
#> 2019 2005-06-01               uk     residential       124660
#> 2020 2005-07-01               uk     residential       129170
#> 2021 2005-08-01               uk     residential       128150
#> 2022 2005-09-01               uk     residential       129560
#> 2023 2005-10-01               uk     residential       120860
#> 2024 2005-11-01               uk     residential       124540
#> 2025 2005-12-01               uk     residential       136300
#> 2026 2006-01-01               uk     residential        99740
#> 2027 2006-02-01               uk     residential       102230
#> 2028 2006-03-01               uk     residential       132710
#> 2029 2006-04-01               uk     residential       121270
#> 2030 2006-05-01               uk     residential       135030
#> 2031 2006-06-01               uk     residential       162970
#> 2032 2006-07-01               uk     residential       148490
#> 2033 2006-08-01               uk     residential       156560
#> 2034 2006-09-01               uk     residential       152100
#> 2035 2006-10-01               uk     residential       149270
#> 2036 2006-11-01               uk     residential       151770
#> 2037 2006-12-01               uk     residential       158310
#> 2038 2007-01-01               uk     residential       114880
#> 2039 2007-02-01               uk     residential       112280
#> 2040 2007-03-01               uk     residential       139780
#> 2041 2007-04-01               uk     residential       126450
#> 2042 2007-05-01               uk     residential       140110
#> 2043 2007-06-01               uk     residential       161680
#> 2044 2007-07-01               uk     residential       151390
#> 2045 2007-08-01               uk     residential       162330
#> 2046 2007-09-01               uk     residential       129210
#> 2047 2007-10-01               uk     residential       133700
#> 2048 2007-11-01               uk     residential       134320
#> 2049 2007-12-01               uk     residential       107680
#> 2050 2008-01-01               uk     residential        79350
#> 2051 2008-02-01               uk     residential        84540
#> 2052 2008-03-01               uk     residential        82050
#> 2053 2008-04-01               uk     residential        88350
#> 2054 2008-05-01               uk     residential        90570
#> 2055 2008-06-01               uk     residential        83780
#> 2056 2008-07-01               uk     residential        74560
#> 2057 2008-08-01               uk     residential        69560
#> 2058 2008-09-01               uk     residential        61330
#> 2059 2008-10-01               uk     residential        72020
#> 2060 2008-11-01               uk     residential        54910
#> 2061 2008-12-01               uk     residential        59180
#> 2062 2009-01-01               uk     residential        41060
#> 2063 2009-02-01               uk     residential        42750
#> 2064 2009-03-01               uk     residential        57990
#> 2065 2009-04-01               uk     residential        57690
#> 2066 2009-05-01               uk     residential        64640
#> 2067 2009-06-01               uk     residential        74760
#> 2068 2009-07-01               uk     residential        86090
#> 2069 2009-08-01               uk     residential        78820
#> 2070 2009-09-01               uk     residential        79480
#> 2071 2009-10-01               uk     residential        88840
#> 2072 2009-11-01               uk     residential        82910
#> 2073 2009-12-01               uk     residential       103320
#> 2074 2010-01-01               uk     residential        50230
#> 2075 2010-02-01               uk     residential        58370
#> 2076 2010-03-01               uk     residential        71830
#> 2077 2010-04-01               uk     residential        71660
#> 2078 2010-05-01               uk     residential        70560
#> 2079 2010-06-01               uk     residential        84580
#> 2080 2010-07-01               uk     residential        89190
#> 2081 2010-08-01               uk     residential        81420
#> 2082 2010-09-01               uk     residential        77250
#> 2083 2010-10-01               uk     residential        79190
#> 2084 2010-11-01               uk     residential        75890
#> 2085 2010-12-01               uk     residential        75600
#> 2086 2011-01-01               uk     residential        51900
#> 2087 2011-02-01               uk     residential        54880
#> 2088 2011-03-01               uk     residential        66600
#> 2089 2011-04-01               uk     residential        68510
#> 2090 2011-05-01               uk     residential        66340
#> 2091 2011-06-01               uk     residential        78780
#> 2092 2011-07-01               uk     residential        83180
#> 2093 2011-08-01               uk     residential        85180
#> 2094 2011-09-01               uk     residential        85530
#> 2095 2011-10-01               uk     residential        77840
#> 2096 2011-11-01               uk     residential        81110
#> 2097 2011-12-01               uk     residential        84940
#> 2098 2012-01-01               uk     residential        60530
#> 2099 2012-02-01               uk     residential        62300
#> 2100 2012-03-01               uk     residential        86720
#> 2101 2012-04-01               uk     residential        63040
#> 2102 2012-05-01               uk     residential        75350
#> 2103 2012-06-01               uk     residential        85310
#> 2104 2012-07-01               uk     residential        81880
#> 2105 2012-08-01               uk     residential        90440
#> 2106 2012-09-01               uk     residential        74390
#> 2107 2012-10-01               uk     residential        83060
#> 2108 2012-11-01               uk     residential        89450
#> 2109 2012-12-01               uk     residential        80010
#> 2110 2013-01-01               uk     residential        62060
#> 2111 2013-02-01               uk     residential        64360
#> 2112 2013-03-01               uk     residential        79000
#> 2113 2013-04-01               uk     residential        72180
#> 2114 2013-05-01               uk     residential        91270
#> 2115 2013-06-01               uk     residential        91270
#> 2116 2013-07-01               uk     residential        98710
#> 2117 2013-08-01               uk     residential       105630
#> 2118 2013-09-01               uk     residential        93680
#> 2119 2013-10-01               uk     residential       101920
#> 2120 2013-11-01               uk     residential       109670
#> 2121 2013-12-01               uk     residential       104700
#> 2122 2014-01-01               uk     residential        87280
#> 2123 2014-02-01               uk     residential        85940
#> 2124 2014-03-01               uk     residential        91570
#> 2125 2014-04-01               uk     residential        94340
#> 2126 2014-05-01               uk     residential       103110
#> 2127 2014-06-01               uk     residential       108460
#> 2128 2014-07-01               uk     residential       110280
#> 2129 2014-08-01               uk     residential       114720
#> 2130 2014-09-01               uk     residential       105170
#> 2131 2014-10-01               uk     residential       114990
#> 2132 2014-11-01               uk     residential        99010
#> 2133 2014-12-01               uk     residential       103880
#> 2134 2015-01-01               uk     residential        77750
#> 2135 2015-02-01               uk     residential        78540
#> 2136 2015-03-01               uk     residential        91490
#> 2137 2015-04-01               uk     residential        86970
#> 2138 2015-05-01               uk     residential        97800
#> 2139 2015-06-01               uk     residential       114770
#> 2140 2015-07-01               uk     residential       120610
#> 2141 2015-08-01               uk     residential       109480
#> 2142 2015-09-01               uk     residential       109160
#> 2143 2015-10-01               uk     residential       119950
#> 2144 2015-11-01               uk     residential       109370
#> 2145 2015-12-01               uk     residential       113690
#> 2146 2016-01-01               uk     residential        84030
#> 2147 2016-02-01               uk     residential        91310
#> 2148 2016-03-01               uk     residential       171370
#> 2149 2016-04-01               uk     residential        73560
#> 2150 2016-05-01               uk     residential        83000
#> 2151 2016-06-01               uk     residential       102090
#> 2152 2016-07-01               uk     residential       106040
#> 2153 2016-08-01               uk     residential       108110
#> 2154 2016-09-01               uk     residential       105400
#> 2155 2016-10-01               uk     residential        98070
#> 2156 2016-11-01               uk     residential       102440
#> 2157 2016-12-01               uk     residential       109600
#> 2158 2017-01-01               uk     residential        80710
#> 2159 2017-02-01               uk     residential        83670
#> 2160 2017-03-01               uk     residential       105640
#> 2161 2017-04-01               uk     residential        87970
#> 2162 2017-05-01               uk     residential        96490
#> 2163 2017-06-01               uk     residential       118090
#> 2164 2017-07-01               uk     residential       105610
#> 2165 2017-08-01               uk     residential       112820
#> 2166 2017-09-01               uk     residential       108350
#> 2167 2017-10-01               uk     residential       107560
#> 2168 2017-11-01               uk     residential       106820
#> 2169 2017-12-01               uk     residential       106330
#> 2170 2018-01-01               uk     residential        80370
#> 2171 2018-02-01               uk     residential        81730
#> 2172 2018-03-01               uk     residential        95870
#> 2173 2018-04-01               uk     residential        84440
#> 2174 2018-05-01               uk     residential        95340
#> 2175 2018-06-01               uk     residential       111840
#> 2176 2018-07-01               uk     residential       103690
#> 2177 2018-08-01               uk     residential       117600
#> 2178 2018-09-01               uk     residential        97060
#> 2179 2018-10-01               uk     residential       109020
#> 2180 2018-11-01               uk     residential       115790
#> 2181 2018-12-01               uk     residential        98770
#> 2182 2019-01-01               uk     residential        78830
#> 2183 2019-02-01               uk     residential        81580
#> 2184 2019-03-01               uk     residential        95670
#> 2185 2019-04-01               uk     residential        87860
#> 2186 2019-05-01               uk     residential        97050
#> 2187 2019-06-01               uk     residential       100340
#> 2188 2019-07-01               uk     residential       104780
#> 2189 2019-08-01               uk     residential       111610
#> 2190 2019-09-01               uk     residential        99570
#> 2191 2019-10-01               uk     residential       107100
#> 2192 2019-11-01               uk     residential       110210
#> 2193 2019-12-01               uk     residential       102270
#> 2194 2020-01-01               uk     residential        83840
#> 2195 2020-02-01               uk     residential        82830
#> 2196 2020-03-01               uk     residential        86920
#> 2197 2020-04-01               uk     residential        37350
#> 2198 2020-05-01               uk     residential        46160
#> 2199 2020-06-01               uk     residential        67430
#> 2200 2020-07-01               uk     residential        80660
#> 2201 2020-08-01               uk     residential        85050
#> 2202 2020-09-01               uk     residential        99070
#> 2203 2020-10-01               uk     residential       121740
#> 2204 2020-11-01               uk     residential       121180
#> 2205 2020-12-01               uk     residential       132900
#> 2206 2021-01-01               uk     residential        97810
#> 2207 2021-02-01               uk     residential       121260
#> 2208 2021-03-01               uk     residential       174080
#> 2209 2021-04-01               uk     residential       113800
#> 2210 2021-05-01               uk     residential       102980
#> 2211 2021-06-01               uk     residential       214540
#> 2212 2021-07-01               uk     residential        83520
#> 2213 2021-08-01               uk     residential       104320
#> 2214 2021-09-01               uk     residential       165730
#> 2215 2021-10-01               uk     residential        85900
#> 2216 2021-11-01               uk     residential       101890
#> 2217 2021-12-01               uk     residential       110220
#> 2218 2022-01-01               uk     residential        83620
#> 2219 2022-02-01               uk     residential        94090
#> 2220 2022-03-01               uk     residential       109760
#> 2221 2022-04-01               uk     residential        99510
#> 2222 2022-05-01               uk     residential        99780
#> 2223 2022-06-01               uk     residential       103840
#> 2224 2022-07-01               uk     residential       110030
#> 2225 2022-08-01               uk     residential       112960
#> 2226 2022-09-01               uk     residential       114740
#> 2227 2022-10-01               uk     residential       110010
#> 2228 2022-11-01               uk     residential       112400
#> 2229 2022-12-01               uk     residential       107490
#> 2230 2023-01-01               uk     residential        75700
#> 2231 2023-02-01               uk     residential        75300
#> 2232 2023-03-01               uk     residential        95170
#> 2233 2023-04-01               uk     residential        67870
#> 2234 2023-05-01               uk     residential        74030
#> 2235 2023-06-01               uk     residential        94910
#> 2236 2023-07-01               uk     residential        85510
#> 2237 2023-08-01               uk     residential        94610
#> 2238 2023-09-01               uk     residential        92960
#> 2239 2023-10-01               uk     residential        90230
#> 2240 2023-11-01               uk     residential        87950
#> 2241 2023-12-01               uk     residential        85210
#> 2242 2024-01-01               uk     residential        67400
#> 2243 2024-02-01               uk     residential        72830
#> 2244 2024-03-01               uk     residential        87170
#> 2245 2024-04-01               uk     residential        77780
#> 2246 2024-05-01               uk     residential        92960
#> 2247 2024-06-01               uk     residential        90930
#> 2248 2024-07-01               uk     residential        97310
#> 2249 2024-08-01               uk     residential       105060
#> 2250 2024-09-01               uk     residential        94890
#> 2251 2024-10-01               uk     residential       111700
#> 2252 2024-11-01               uk     residential       106070
#> 2253 2024-12-01               uk     residential        98370
#> 2254 2025-01-01               uk     residential        82350
#> 2255 2025-02-01               uk     residential        91580
#> 2256 2025-03-01               uk     residential       165690
#> 2257 2025-04-01               uk     residential        56940
#> 2258 2025-05-01               uk     residential        81820
#> 2259 2025-06-01               uk     residential        96950
#> 2260 2025-07-01               uk     residential       101570
#> 2261 2025-08-01               uk     residential       105160
#> 2262 2025-09-01               uk     residential       103020
#> 2263 2025-10-01               uk     residential       117690
#> 2264 2025-11-01               uk     residential       104510
#> 2265 2025-12-01               uk     residential       105810
#> 2266 2026-01-01               uk     residential        80820
#> 2267 2026-02-01               uk     residential        87230
#> 2268 2026-03-01               uk     residential       101070
#> 2269 2005-04-01            wales     residential         4520
#> 2270 2005-05-01            wales     residential         4540
#> 2271 2005-06-01            wales     residential         5050
#> 2272 2005-07-01            wales     residential         5160
#> 2273 2005-08-01            wales     residential         5200
#> 2274 2005-09-01            wales     residential         5370
#> 2275 2005-10-01            wales     residential         5090
#> 2276 2005-11-01            wales     residential         5290
#> 2277 2005-12-01            wales     residential         5750
#> 2278 2006-01-01            wales     residential         3970
#> 2279 2006-02-01            wales     residential         4310
#> 2280 2006-03-01            wales     residential         5630
#> 2281 2006-04-01            wales     residential         5080
#> 2282 2006-05-01            wales     residential         5680
#> 2283 2006-06-01            wales     residential         6970
#> 2284 2006-07-01            wales     residential         6090
#> 2285 2006-08-01            wales     residential         6440
#> 2286 2006-09-01            wales     residential         6560
#> 2287 2006-10-01            wales     residential         6660
#> 2288 2006-11-01            wales     residential         6580
#> 2289 2006-12-01            wales     residential         7040
#> 2290 2007-01-01            wales     residential         4720
#> 2291 2007-02-01            wales     residential         4530
#> 2292 2007-03-01            wales     residential         5940
#> 2293 2007-04-01            wales     residential         5280
#> 2294 2007-05-01            wales     residential         5830
#> 2295 2007-06-01            wales     residential         6880
#> 2296 2007-07-01            wales     residential         6390
#> 2297 2007-08-01            wales     residential         6850
#> 2298 2007-09-01            wales     residential         5270
#> 2299 2007-10-01            wales     residential         5660
#> 2300 2007-11-01            wales     residential         5790
#> 2301 2007-12-01            wales     residential         4940
#> 2302 2008-01-01            wales     residential         3110
#> 2303 2008-02-01            wales     residential         3430
#> 2304 2008-03-01            wales     residential         3620
#> 2305 2008-04-01            wales     residential         3810
#> 2306 2008-05-01            wales     residential         4000
#> 2307 2008-06-01            wales     residential         3750
#> 2308 2008-07-01            wales     residential         3130
#> 2309 2008-08-01            wales     residential         2900
#> 2310 2008-09-01            wales     residential         2670
#> 2311 2008-10-01            wales     residential         3290
#> 2312 2008-11-01            wales     residential         2460
#> 2313 2008-12-01            wales     residential         2680
#> 2314 2009-01-01            wales     residential         1670
#> 2315 2009-02-01            wales     residential         1850
#> 2316 2009-03-01            wales     residential         2820
#> 2317 2009-04-01            wales     residential         2580
#> 2318 2009-05-01            wales     residential         2900
#> 2319 2009-06-01            wales     residential         3220
#> 2320 2009-07-01            wales     residential         3700
#> 2321 2009-08-01            wales     residential         3130
#> 2322 2009-09-01            wales     residential         3270
#> 2323 2009-10-01            wales     residential         3710
#> 2324 2009-11-01            wales     residential         3430
#> 2325 2009-12-01            wales     residential         4210
#> 2326 2010-01-01            wales     residential         1920
#> 2327 2010-02-01            wales     residential         2460
#> 2328 2010-03-01            wales     residential         3050
#> 2329 2010-04-01            wales     residential         3130
#> 2330 2010-05-01            wales     residential         3090
#> 2331 2010-06-01            wales     residential         3610
#> 2332 2010-07-01            wales     residential         3630
#> 2333 2010-08-01            wales     residential         3270
#> 2334 2010-09-01            wales     residential         3050
#> 2335 2010-10-01            wales     residential         3450
#> 2336 2010-11-01            wales     residential         3340
#> 2337 2010-12-01            wales     residential         3260
#> 2338 2011-01-01            wales     residential         2120
#> 2339 2011-02-01            wales     residential         2370
#> 2340 2011-03-01            wales     residential         2910
#> 2341 2011-04-01            wales     residential         2850
#> 2342 2011-05-01            wales     residential         2830
#> 2343 2011-06-01            wales     residential         3430
#> 2344 2011-07-01            wales     residential         3450
#> 2345 2011-08-01            wales     residential         3600
#> 2346 2011-09-01            wales     residential         3560
#> 2347 2011-10-01            wales     residential         3370
#> 2348 2011-11-01            wales     residential         3620
#> 2349 2011-12-01            wales     residential         3760
#> 2350 2012-01-01            wales     residential         2350
#> 2351 2012-02-01            wales     residential         2570
#> 2352 2012-03-01            wales     residential         3600
#> 2353 2012-04-01            wales     residential         2860
#> 2354 2012-05-01            wales     residential         3100
#> 2355 2012-06-01            wales     residential         3700
#> 2356 2012-07-01            wales     residential         3280
#> 2357 2012-08-01            wales     residential         3750
#> 2358 2012-09-01            wales     residential         3070
#> 2359 2012-10-01            wales     residential         3620
#> 2360 2012-11-01            wales     residential         3870
#> 2361 2012-12-01            wales     residential         3510
#> 2362 2013-01-01            wales     residential         2340
#> 2363 2013-02-01            wales     residential         2680
#> 2364 2013-03-01            wales     residential         3430
#> 2365 2013-04-01            wales     residential         2960
#> 2366 2013-05-01            wales     residential         3790
#> 2367 2013-06-01            wales     residential         4050
#> 2368 2013-07-01            wales     residential         4100
#> 2369 2013-08-01            wales     residential         4260
#> 2370 2013-09-01            wales     residential         3860
#> 2371 2013-10-01            wales     residential         4280
#> 2372 2013-11-01            wales     residential         4620
#> 2373 2013-12-01            wales     residential         4480
#> 2374 2014-01-01            wales     residential         3350
#> 2375 2014-02-01            wales     residential         3470
#> 2376 2014-03-01            wales     residential         3770
#> 2377 2014-04-01            wales     residential         3890
#> 2378 2014-05-01            wales     residential         4350
#> 2379 2014-06-01            wales     residential         4490
#> 2380 2014-07-01            wales     residential         4700
#> 2381 2014-08-01            wales     residential         4640
#> 2382 2014-09-01            wales     residential         4170
#> 2383 2014-10-01            wales     residential         4750
#> 2384 2014-11-01            wales     residential         4170
#> 2385 2014-12-01            wales     residential         4560
#> 2386 2015-01-01            wales     residential         3160
#> 2387 2015-02-01            wales     residential         3200
#> 2388 2015-03-01            wales     residential         3800
#> 2389 2015-04-01            wales     residential         3610
#> 2390 2015-05-01            wales     residential         4010
#> 2391 2015-06-01            wales     residential         4720
#> 2392 2015-07-01            wales     residential         4980
#> 2393 2015-08-01            wales     residential         4440
#> 2394 2015-09-01            wales     residential         4370
#> 2395 2015-10-01            wales     residential         5120
#> 2396 2015-11-01            wales     residential         4700
#> 2397 2015-12-01            wales     residential         4900
#> 2398 2016-01-01            wales     residential         3260
#> 2399 2016-02-01            wales     residential         3810
#> 2400 2016-03-01            wales     residential         7020
#> 2401 2016-04-01            wales     residential         3200
#> 2402 2016-05-01            wales     residential         3600
#> 2403 2016-06-01            wales     residential         4310
#> 2404 2016-07-01            wales     residential         4540
#> 2405 2016-08-01            wales     residential         4700
#> 2406 2016-09-01            wales     residential         4560
#> 2407 2016-10-01            wales     residential         4400
#> 2408 2016-11-01            wales     residential         4610
#> 2409 2016-12-01            wales     residential         5140
#> 2410 2017-01-01            wales     residential         3470
#> 2411 2017-02-01            wales     residential         3660
#> 2412 2017-03-01            wales     residential         5320
#> 2413 2017-04-01            wales     residential         4010
#> 2414 2017-05-01            wales     residential         4480
#> 2415 2017-06-01            wales     residential         5320
#> 2416 2017-07-01            wales     residential         4690
#> 2417 2017-08-01            wales     residential         5160
#> 2418 2017-09-01            wales     residential         5000
#> 2419 2017-10-01            wales     residential         5010
#> 2420 2017-11-01            wales     residential         5070
#> 2421 2017-12-01            wales     residential         5230
#> 2422 2018-01-01            wales     residential         3660
#> 2423 2018-02-01            wales     residential         3730
#> 2424 2018-03-01            wales     residential         4390
#> 2425 2018-04-01            wales     residential         3900
#> 2426 2018-05-01            wales     residential         4360
#> 2427 2018-06-01            wales     residential         4990
#> 2428 2018-07-01            wales     residential         4860
#> 2429 2018-08-01            wales     residential         5460
#> 2430 2018-09-01            wales     residential         4540
#> 2431 2018-10-01            wales     residential         5050
#> 2432 2018-11-01            wales     residential         5790
#> 2433 2018-12-01            wales     residential         4940
#> 2434 2019-01-01            wales     residential         3590
#> 2435 2019-02-01            wales     residential         3870
#> 2436 2019-03-01            wales     residential         4420
#> 2437 2019-04-01            wales     residential         4020
#> 2438 2019-05-01            wales     residential         4570
#> 2439 2019-06-01            wales     residential         4670
#> 2440 2019-07-01            wales     residential         5020
#> 2441 2019-08-01            wales     residential         5280
#> 2442 2019-09-01            wales     residential         4650
#> 2443 2019-10-01            wales     residential         5060
#> 2444 2019-11-01            wales     residential         5230
#> 2445 2019-12-01            wales     residential         4900
#> 2446 2020-01-01            wales     residential         3850
#> 2447 2020-02-01            wales     residential         3940
#> 2448 2020-03-01            wales     residential         4120
#> 2449 2020-04-01            wales     residential         1760
#> 2450 2020-05-01            wales     residential         1950
#> 2451 2020-06-01            wales     residential         2580
#> 2452 2020-07-01            wales     residential         3040
#> 2453 2020-08-01            wales     residential         3240
#> 2454 2020-09-01            wales     residential         3710
#> 2455 2020-10-01            wales     residential         5310
#> 2456 2020-11-01            wales     residential         5310
#> 2457 2020-12-01            wales     residential         6200
#> 2458 2021-01-01            wales     residential         3910
#> 2459 2021-02-01            wales     residential         4790
#> 2460 2021-03-01            wales     residential         6450
#> 2461 2021-04-01            wales     residential         5130
#> 2462 2021-05-01            wales     residential         4710
#> 2463 2021-06-01            wales     residential         8110
#> 2464 2021-07-01            wales     residential         4590
#> 2465 2021-08-01            wales     residential         5000
#> 2466 2021-09-01            wales     residential         5540
#> 2467 2021-10-01            wales     residential         5320
#> 2468 2021-11-01            wales     residential         5430
#> 2469 2021-12-01            wales     residential         5260
#> 2470 2022-01-01            wales     residential         3830
#> 2471 2022-02-01            wales     residential         4450
#> 2472 2022-03-01            wales     residential         4940
#> 2473 2022-04-01            wales     residential         4440
#> 2474 2022-05-01            wales     residential         4530
#> 2475 2022-06-01            wales     residential         4300
#> 2476 2022-07-01            wales     residential         4900
#> 2477 2022-08-01            wales     residential         4950
#> 2478 2022-09-01            wales     residential         4870
#> 2479 2022-10-01            wales     residential         5080
#> 2480 2022-11-01            wales     residential         5020
#> 2481 2022-12-01            wales     residential         4740
#> 2482 2023-01-01            wales     residential         3200
#> 2483 2023-02-01            wales     residential         3280
#> 2484 2023-03-01            wales     residential         4200
#> 2485 2023-04-01            wales     residential         3020
#> 2486 2023-05-01            wales     residential         3280
#> 2487 2023-06-01            wales     residential         4140
#> 2488 2023-07-01            wales     residential         3710
#> 2489 2023-08-01            wales     residential         4110
#> 2490 2023-09-01            wales     residential         4130
#> 2491 2023-10-01            wales     residential         4050
#> 2492 2023-11-01            wales     residential         3820
#> 2493 2023-12-01            wales     residential         3900
#> 2494 2024-01-01            wales     residential         2790
#> 2495 2024-02-01            wales     residential         3250
#> 2496 2024-03-01            wales     residential         3850
#> 2497 2024-04-01            wales     residential         3320
#> 2498 2024-05-01            wales     residential         3930
#> 2499 2024-06-01            wales     residential         4010
#> 2500 2024-07-01            wales     residential         4310
#> 2501 2024-08-01            wales     residential         4600
#> 2502 2024-09-01            wales     residential         4000
#> 2503 2024-10-01            wales     residential         4870
#> 2504 2024-11-01            wales     residential         4730
#> 2505 2024-12-01            wales     residential         4340
#> 2506 2025-01-01            wales     residential         3440
#> 2507 2025-02-01            wales     residential         3940
#> 2508 2025-03-01            wales     residential         4760
#> 2509 2025-04-01            wales     residential         3790
#> 2510 2025-05-01            wales     residential         4110
#> 2511 2025-06-01            wales     residential         4480
#> 2512 2025-07-01            wales     residential         4630
#> 2513 2025-08-01            wales     residential         4730
#> 2514 2025-09-01            wales     residential         4570
#> 2515 2025-10-01            wales     residential         5350
#> 2516 2025-11-01            wales     residential         4740
#> 2517 2025-12-01            wales     residential         4910
#> 2518 2026-01-01            wales     residential         3590
#> 2519 2026-02-01            wales     residential         3980
#> 2520 2026-03-01            wales     residential         4610
hmrc_property_transactions(type = "residential", nation = "england",
                           start = "2020-01")
#>  Resolving download URL from GOV.UK Content API
#>  Resolving download URL from GOV.UK Content API [20ms]
#> 
#>  Using cached file
#>  Using cached file [6ms]
#> 
#>  Parsing data
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#>  Parsing data [197ms]
#> 
#> # Monthly UK property transactions
#> # Source: https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above
#> # Fetched 2026-05-04 19:13:19 UTC | Vintage: latest | Cells: counts | Freq: monthly | 75 rows x 4 cols
#> 
#>          date  nation        type transactions
#> 1  2020-01-01 england residential        71030
#> 2  2020-02-01 england residential        70960
#> 3  2020-03-01 england residential        74490
#> 4  2020-04-01 england residential        32440
#> 5  2020-05-01 england residential        40290
#> 6  2020-06-01 england residential        59480
#> 7  2020-07-01 england residential        70600
#> 8  2020-08-01 england residential        73260
#> 9  2020-09-01 england residential        82430
#> 10 2020-10-01 england residential       100390
#> 11 2020-11-01 england residential       100440
#> 12 2020-12-01 england residential       112480
#> 13 2021-01-01 england residential        83790
#> 14 2021-02-01 england residential       106620
#> 15 2021-03-01 england residential       151850
#> 16 2021-04-01 england residential        98940
#> 17 2021-05-01 england residential        87040
#> 18 2021-06-01 england residential       191300
#> 19 2021-07-01 england residential        65460
#> 20 2021-08-01 england residential        86550
#> 21 2021-09-01 england residential       146610
#> 22 2021-10-01 england residential        67790
#> 23 2021-11-01 england residential        84120
#> 24 2021-12-01 england residential        93370
#> 25 2022-01-01 england residential        70460
#> 26 2022-02-01 england residential        80790
#> 27 2022-03-01 england residential        94080
#> 28 2022-04-01 england residential        83920
#> 29 2022-05-01 england residential        84320
#> 30 2022-06-01 england residential        88330
#> 31 2022-07-01 england residential        93100
#> 32 2022-08-01 england residential        95830
#> 33 2022-09-01 england residential        96900
#> 34 2022-10-01 england residential        93090
#> 35 2022-11-01 england residential        95720
#> 36 2022-12-01 england residential        92450
#> 37 2023-01-01 england residential        65010
#> 38 2023-02-01 england residential        64800
#> 39 2023-03-01 england residential        80550
#> 40 2023-04-01 england residential        56150
#> 41 2023-05-01 england residential        61190
#> 42 2023-06-01 england residential        79000
#> 43 2023-07-01 england residential        71630
#> 44 2023-08-01 england residential        79720
#> 45 2023-09-01 england residential        77870
#> 46 2023-10-01 england residential        76180
#> 47 2023-11-01 england residential        73950
#> 48 2023-12-01 england residential        71860
#> 49 2024-01-01 england residential        56850
#> 50 2024-02-01 england residential        62270
#> 51 2024-03-01 england residential        73360
#> 52 2024-04-01 england residential        64880
#> 53 2024-05-01 england residential        77600
#> 54 2024-06-01 england residential        76130
#> 55 2024-07-01 england residential        82030
#> 56 2024-08-01 england residential        87820
#> 57 2024-09-01 england residential        79890
#> 58 2024-10-01 england residential        94560
#> 59 2024-11-01 england residential        89170
#> 60 2024-12-01 england residential        84020
#> 61 2025-01-01 england residential        70030
#> 62 2025-02-01 england residential        79240
#> 63 2025-03-01 england residential       149940
#> 64 2025-04-01 england residential        44110
#> 65 2025-05-01 england residential        66680
#> 66 2025-06-01 england residential        80530
#> 67 2025-07-01 england residential        85500
#> 68 2025-08-01 england residential        87680
#> 69 2025-09-01 england residential        86590
#> 70 2025-10-01 england residential        99230
#> 71 2025-11-01 england residential        88020
#> 72 2025-12-01 england residential        90240
#> 73 2026-01-01 england residential        68210
#> 74 2026-02-01 england residential        74790
#> 75 2026-03-01 england residential        87310
options(op)
# }