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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 [721ms]
#> 
#>  Downloading data file
#>  Downloading data file [923ms]
#> 
#>  Parsing data
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#> New names:
#>  `` -> `...1`
#>  `` -> `...2`
#>  `` -> `...3`
#>  `` -> `...4`
#>  `` -> `...5`
#>  `` -> `...6`
#>  `` -> `...7`
#>  Parsing data [191ms]
#> 
#> # Monthly UK property transactions
#> # Source: https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above
#> # Fetched 2026-04-26 13:15:53 UTC | Vintage: latest | Cells: counts | Freq: monthly | 2,510 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         8360
#> 242  2025-05-01          england non_residential         8200
#> 243  2025-06-01          england non_residential         9130
#> 244  2025-07-01          england non_residential         9280
#> 245  2025-08-01          england non_residential         8100
#> 246  2025-09-01          england non_residential         9020
#> 247  2025-10-01          england non_residential         9930
#> 248  2025-11-01          england non_residential         9840
#> 249  2025-12-01          england non_residential        10240
#> 250  2026-01-01          england non_residential         7310
#> 251  2026-02-01          england non_residential         7620
#> 252  2005-04-01 northern_ireland non_residential          410
#> 253  2005-05-01 northern_ireland non_residential          470
#> 254  2005-06-01 northern_ireland non_residential          470
#> 255  2005-07-01 northern_ireland non_residential          450
#> 256  2005-08-01 northern_ireland non_residential          360
#> 257  2005-09-01 northern_ireland non_residential          420
#> 258  2005-10-01 northern_ireland non_residential          410
#> 259  2005-11-01 northern_ireland non_residential          440
#> 260  2005-12-01 northern_ireland non_residential          430
#> 261  2006-01-01 northern_ireland non_residential          350
#> 262  2006-02-01 northern_ireland non_residential          350
#> 263  2006-03-01 northern_ireland non_residential          500
#> 264  2006-04-01 northern_ireland non_residential          460
#> 265  2006-05-01 northern_ireland non_residential          460
#> 266  2006-06-01 northern_ireland non_residential          470
#> 267  2006-07-01 northern_ireland non_residential          370
#> 268  2006-08-01 northern_ireland non_residential          370
#> 269  2006-09-01 northern_ireland non_residential          410
#> 270  2006-10-01 northern_ireland non_residential          450
#> 271  2006-11-01 northern_ireland non_residential          490
#> 272  2006-12-01 northern_ireland non_residential          520
#> 273  2007-01-01 northern_ireland non_residential          380
#> 274  2007-02-01 northern_ireland non_residential          420
#> 275  2007-03-01 northern_ireland non_residential          540
#> 276  2007-04-01 northern_ireland non_residential          480
#> 277  2007-05-01 northern_ireland non_residential          490
#> 278  2007-06-01 northern_ireland non_residential          480
#> 279  2007-07-01 northern_ireland non_residential          430
#> 280  2007-08-01 northern_ireland non_residential          420
#> 281  2007-09-01 northern_ireland non_residential          340
#> 282  2007-10-01 northern_ireland non_residential          410
#> 283  2007-11-01 northern_ireland non_residential          340
#> 284  2007-12-01 northern_ireland non_residential          280
#> 285  2008-01-01 northern_ireland non_residential          320
#> 286  2008-02-01 northern_ireland non_residential          290
#> 287  2008-03-01 northern_ireland non_residential          330
#> 288  2008-04-01 northern_ireland non_residential          450
#> 289  2008-05-01 northern_ireland non_residential          270
#> 290  2008-06-01 northern_ireland non_residential          280
#> 291  2008-07-01 northern_ireland non_residential          240
#> 292  2008-08-01 northern_ireland non_residential          190
#> 293  2008-09-01 northern_ireland non_residential          190
#> 294  2008-10-01 northern_ireland non_residential          200
#> 295  2008-11-01 northern_ireland non_residential          180
#> 296  2008-12-01 northern_ireland non_residential          160
#> 297  2009-01-01 northern_ireland non_residential          140
#> 298  2009-02-01 northern_ireland non_residential          120
#> 299  2009-03-01 northern_ireland non_residential          180
#> 300  2009-04-01 northern_ireland non_residential          140
#> 301  2009-05-01 northern_ireland non_residential          150
#> 302  2009-06-01 northern_ireland non_residential          160
#> 303  2009-07-01 northern_ireland non_residential          160
#> 304  2009-08-01 northern_ireland non_residential          120
#> 305  2009-09-01 northern_ireland non_residential          200
#> 306  2009-10-01 northern_ireland non_residential          180
#> 307  2009-11-01 northern_ireland non_residential          160
#> 308  2009-12-01 northern_ireland non_residential          170
#> 309  2010-01-01 northern_ireland non_residential          150
#> 310  2010-02-01 northern_ireland non_residential          150
#> 311  2010-03-01 northern_ireland non_residential          210
#> 312  2010-04-01 northern_ireland non_residential          190
#> 313  2010-05-01 northern_ireland non_residential          170
#> 314  2010-06-01 northern_ireland non_residential          190
#> 315  2010-07-01 northern_ireland non_residential          160
#> 316  2010-08-01 northern_ireland non_residential          160
#> 317  2010-09-01 northern_ireland non_residential          150
#> 318  2010-10-01 northern_ireland non_residential          170
#> 319  2010-11-01 northern_ireland non_residential          190
#> 320  2010-12-01 northern_ireland non_residential          190
#> 321  2011-01-01 northern_ireland non_residential          120
#> 322  2011-02-01 northern_ireland non_residential          180
#> 323  2011-03-01 northern_ireland non_residential          170
#> 324  2011-04-01 northern_ireland non_residential          160
#> 325  2011-05-01 northern_ireland non_residential          160
#> 326  2011-06-01 northern_ireland non_residential          160
#> 327  2011-07-01 northern_ireland non_residential          150
#> 328  2011-08-01 northern_ireland non_residential          140
#> 329  2011-09-01 northern_ireland non_residential          190
#> 330  2011-10-01 northern_ireland non_residential          150
#> 331  2011-11-01 northern_ireland non_residential          160
#> 332  2011-12-01 northern_ireland non_residential          190
#> 333  2012-01-01 northern_ireland non_residential          150
#> 334  2012-02-01 northern_ireland non_residential          170
#> 335  2012-03-01 northern_ireland non_residential          200
#> 336  2012-04-01 northern_ireland non_residential          160
#> 337  2012-05-01 northern_ireland non_residential          210
#> 338  2012-06-01 northern_ireland non_residential          190
#> 339  2012-07-01 northern_ireland non_residential          180
#> 340  2012-08-01 northern_ireland non_residential          170
#> 341  2012-09-01 northern_ireland non_residential          190
#> 342  2012-10-01 northern_ireland non_residential          190
#> 343  2012-11-01 northern_ireland non_residential          170
#> 344  2012-12-01 northern_ireland non_residential          170
#> 345  2013-01-01 northern_ireland non_residential          170
#> 346  2013-02-01 northern_ireland non_residential          180
#> 347  2013-03-01 northern_ireland non_residential          200
#> 348  2013-04-01 northern_ireland non_residential          230
#> 349  2013-05-01 northern_ireland non_residential          240
#> 350  2013-06-01 northern_ireland non_residential          200
#> 351  2013-07-01 northern_ireland non_residential          220
#> 352  2013-08-01 northern_ireland non_residential          190
#> 353  2013-09-01 northern_ireland non_residential          190
#> 354  2013-10-01 northern_ireland non_residential          200
#> 355  2013-11-01 northern_ireland non_residential          240
#> 356  2013-12-01 northern_ireland non_residential          230
#> 357  2014-01-01 northern_ireland non_residential          240
#> 358  2014-02-01 northern_ireland non_residential          170
#> 359  2014-03-01 northern_ireland non_residential          240
#> 360  2014-04-01 northern_ireland non_residential          260
#> 361  2014-05-01 northern_ireland non_residential          250
#> 362  2014-06-01 northern_ireland non_residential          240
#> 363  2014-07-01 northern_ireland non_residential          200
#> 364  2014-08-01 northern_ireland non_residential          230
#> 365  2014-09-01 northern_ireland non_residential          210
#> 366  2014-10-01 northern_ireland non_residential          290
#> 367  2014-11-01 northern_ireland non_residential          240
#> 368  2014-12-01 northern_ireland non_residential          280
#> 369  2015-01-01 northern_ireland non_residential          190
#> 370  2015-02-01 northern_ireland non_residential          250
#> 371  2015-03-01 northern_ireland non_residential          250
#> 372  2015-04-01 northern_ireland non_residential          290
#> 373  2015-05-01 northern_ireland non_residential          310
#> 374  2015-06-01 northern_ireland non_residential          320
#> 375  2015-07-01 northern_ireland non_residential          310
#> 376  2015-08-01 northern_ireland non_residential          210
#> 377  2015-09-01 northern_ireland non_residential          310
#> 378  2015-10-01 northern_ireland non_residential          260
#> 379  2015-11-01 northern_ireland non_residential          250
#> 380  2015-12-01 northern_ireland non_residential          360
#> 381  2016-01-01 northern_ireland non_residential          220
#> 382  2016-02-01 northern_ireland non_residential          240
#> 383  2016-03-01 northern_ireland non_residential          320
#> 384  2016-04-01 northern_ireland non_residential          330
#> 385  2016-05-01 northern_ireland non_residential          340
#> 386  2016-06-01 northern_ireland non_residential          310
#> 387  2016-07-01 northern_ireland non_residential          250
#> 388  2016-08-01 northern_ireland non_residential          310
#> 389  2016-09-01 northern_ireland non_residential          280
#> 390  2016-10-01 northern_ireland non_residential          330
#> 391  2016-11-01 northern_ireland non_residential          380
#> 392  2016-12-01 northern_ireland non_residential          340
#> 393  2017-01-01 northern_ireland non_residential          260
#> 394  2017-02-01 northern_ireland non_residential          260
#> 395  2017-03-01 northern_ireland non_residential          330
#> 396  2017-04-01 northern_ireland non_residential          260
#> 397  2017-05-01 northern_ireland non_residential          280
#> 398  2017-06-01 northern_ireland non_residential          320
#> 399  2017-07-01 northern_ireland non_residential          230
#> 400  2017-08-01 northern_ireland non_residential          250
#> 401  2017-09-01 northern_ireland non_residential          310
#> 402  2017-10-01 northern_ireland non_residential          310
#> 403  2017-11-01 northern_ireland non_residential          310
#> 404  2017-12-01 northern_ireland non_residential          300
#> 405  2018-01-01 northern_ireland non_residential          270
#> 406  2018-02-01 northern_ireland non_residential          250
#> 407  2018-03-01 northern_ireland non_residential          280
#> 408  2018-04-01 northern_ireland non_residential          280
#> 409  2018-05-01 northern_ireland non_residential          280
#> 410  2018-06-01 northern_ireland non_residential          280
#> 411  2018-07-01 northern_ireland non_residential          230
#> 412  2018-08-01 northern_ireland non_residential          300
#> 413  2018-09-01 northern_ireland non_residential          280
#> 414  2018-10-01 northern_ireland non_residential          280
#> 415  2018-11-01 northern_ireland non_residential          290
#> 416  2018-12-01 northern_ireland non_residential          330
#> 417  2019-01-01 northern_ireland non_residential          230
#> 418  2019-02-01 northern_ireland non_residential          260
#> 419  2019-03-01 northern_ireland non_residential          380
#> 420  2019-04-01 northern_ireland non_residential          340
#> 421  2019-05-01 northern_ireland non_residential          290
#> 422  2019-06-01 northern_ireland non_residential          270
#> 423  2019-07-01 northern_ireland non_residential          270
#> 424  2019-08-01 northern_ireland non_residential          250
#> 425  2019-09-01 northern_ireland non_residential          270
#> 426  2019-10-01 northern_ireland non_residential          280
#> 427  2019-11-01 northern_ireland non_residential          280
#> 428  2019-12-01 northern_ireland non_residential          270
#> 429  2020-01-01 northern_ireland non_residential          220
#> 430  2020-02-01 northern_ireland non_residential          210
#> 431  2020-03-01 northern_ireland non_residential          280
#> 432  2020-04-01 northern_ireland non_residential          130
#> 433  2020-05-01 northern_ireland non_residential          100
#> 434  2020-06-01 northern_ireland non_residential          160
#> 435  2020-07-01 northern_ireland non_residential          210
#> 436  2020-08-01 northern_ireland non_residential          190
#> 437  2020-09-01 northern_ireland non_residential          220
#> 438  2020-10-01 northern_ireland non_residential          260
#> 439  2020-11-01 northern_ireland non_residential          330
#> 440  2020-12-01 northern_ireland non_residential          320
#> 441  2021-01-01 northern_ireland non_residential          200
#> 442  2021-02-01 northern_ireland non_residential          260
#> 443  2021-03-01 northern_ireland non_residential          410
#> 444  2021-04-01 northern_ireland non_residential          350
#> 445  2021-05-01 northern_ireland non_residential          250
#> 446  2021-06-01 northern_ireland non_residential          340
#> 447  2021-07-01 northern_ireland non_residential          310
#> 448  2021-08-01 northern_ireland non_residential          260
#> 449  2021-09-01 northern_ireland non_residential          300
#> 450  2021-10-01 northern_ireland non_residential          300
#> 451  2021-11-01 northern_ireland non_residential          320
#> 452  2021-12-01 northern_ireland non_residential          360
#> 453  2022-01-01 northern_ireland non_residential          230
#> 454  2022-02-01 northern_ireland non_residential          270
#> 455  2022-03-01 northern_ireland non_residential          310
#> 456  2022-04-01 northern_ireland non_residential          320
#> 457  2022-05-01 northern_ireland non_residential          290
#> 458  2022-06-01 northern_ireland non_residential          290
#> 459  2022-07-01 northern_ireland non_residential          260
#> 460  2022-08-01 northern_ireland non_residential          240
#> 461  2022-09-01 northern_ireland non_residential          270
#> 462  2022-10-01 northern_ireland non_residential          290
#> 463  2022-11-01 northern_ireland non_residential          300
#> 464  2022-12-01 northern_ireland non_residential          360
#> 465  2023-01-01 northern_ireland non_residential          230
#> 466  2023-02-01 northern_ireland non_residential          260
#> 467  2023-03-01 northern_ireland non_residential          460
#> 468  2023-04-01 northern_ireland non_residential          300
#> 469  2023-05-01 northern_ireland non_residential          300
#> 470  2023-06-01 northern_ireland non_residential          290
#> 471  2023-07-01 northern_ireland non_residential          190
#> 472  2023-08-01 northern_ireland non_residential          240
#> 473  2023-09-01 northern_ireland non_residential          300
#> 474  2023-10-01 northern_ireland non_residential          300
#> 475  2023-11-01 northern_ireland non_residential          300
#> 476  2023-12-01 northern_ireland non_residential          270
#> 477  2024-01-01 northern_ireland non_residential          220
#> 478  2024-02-01 northern_ireland non_residential          250
#> 479  2024-03-01 northern_ireland non_residential          360
#> 480  2024-04-01 northern_ireland non_residential          300
#> 481  2024-05-01 northern_ireland non_residential          300
#> 482  2024-06-01 northern_ireland non_residential          250
#> 483  2024-07-01 northern_ireland non_residential          230
#> 484  2024-08-01 northern_ireland non_residential          240
#> 485  2024-09-01 northern_ireland non_residential          330
#> 486  2024-10-01 northern_ireland non_residential          440
#> 487  2024-11-01 northern_ireland non_residential          270
#> 488  2024-12-01 northern_ireland non_residential          280
#> 489  2025-01-01 northern_ireland non_residential          240
#> 490  2025-02-01 northern_ireland non_residential          280
#> 491  2025-03-01 northern_ireland non_residential          370
#> 492  2025-04-01 northern_ireland non_residential          270
#> 493  2025-05-01 northern_ireland non_residential          330
#> 494  2025-06-01 northern_ireland non_residential          260
#> 495  2025-07-01 northern_ireland non_residential          270
#> 496  2025-08-01 northern_ireland non_residential          250
#> 497  2025-09-01 northern_ireland non_residential          260
#> 498  2025-10-01 northern_ireland non_residential          310
#> 499  2025-11-01 northern_ireland non_residential          350
#> 500  2025-12-01 northern_ireland non_residential          320
#> 501  2026-01-01 northern_ireland non_residential          250
#> 502  2026-02-01 northern_ireland non_residential          240
#> 503  2005-04-01         scotland non_residential          800
#> 504  2005-05-01         scotland non_residential          810
#> 505  2005-06-01         scotland non_residential          790
#> 506  2005-07-01         scotland non_residential          880
#> 507  2005-08-01         scotland non_residential          770
#> 508  2005-09-01         scotland non_residential          800
#> 509  2005-10-01         scotland non_residential          770
#> 510  2005-11-01         scotland non_residential          900
#> 511  2005-12-01         scotland non_residential          920
#> 512  2006-01-01         scotland non_residential          780
#> 513  2006-02-01         scotland non_residential          750
#> 514  2006-03-01         scotland non_residential         1220
#> 515  2006-04-01         scotland non_residential          860
#> 516  2006-05-01         scotland non_residential          820
#> 517  2006-06-01         scotland non_residential          900
#> 518  2006-07-01         scotland non_residential          760
#> 519  2006-08-01         scotland non_residential          930
#> 520  2006-09-01         scotland non_residential          840
#> 521  2006-10-01         scotland non_residential         1010
#> 522  2006-11-01         scotland non_residential         1020
#> 523  2006-12-01         scotland non_residential          990
#> 524  2007-01-01         scotland non_residential          870
#> 525  2007-02-01         scotland non_residential          860
#> 526  2007-03-01         scotland non_residential         1270
#> 527  2007-04-01         scotland non_residential         1020
#> 528  2007-05-01         scotland non_residential         1060
#> 529  2007-06-01         scotland non_residential         1100
#> 530  2007-07-01         scotland non_residential          920
#> 531  2007-08-01         scotland non_residential         1060
#> 532  2007-09-01         scotland non_residential          950
#> 533  2007-10-01         scotland non_residential         1040
#> 534  2007-11-01         scotland non_residential         1190
#> 535  2007-12-01         scotland non_residential          960
#> 536  2008-01-01         scotland non_residential          870
#> 537  2008-02-01         scotland non_residential          940
#> 538  2008-03-01         scotland non_residential         1210
#> 539  2008-04-01         scotland non_residential         1220
#> 540  2008-05-01         scotland non_residential          950
#> 541  2008-06-01         scotland non_residential          920
#> 542  2008-07-01         scotland non_residential          770
#> 543  2008-08-01         scotland non_residential          710
#> 544  2008-09-01         scotland non_residential          810
#> 545  2008-10-01         scotland non_residential          810
#> 546  2008-11-01         scotland non_residential          660
#> 547  2008-12-01         scotland non_residential          690
#> 548  2009-01-01         scotland non_residential          590
#> 549  2009-02-01         scotland non_residential          540
#> 550  2009-03-01         scotland non_residential          760
#> 551  2009-04-01         scotland non_residential          600
#> 552  2009-05-01         scotland non_residential          640
#> 553  2009-06-01         scotland non_residential          660
#> 554  2009-07-01         scotland non_residential          600
#> 555  2009-08-01         scotland non_residential          590
#> 556  2009-09-01         scotland non_residential          710
#> 557  2009-10-01         scotland non_residential          680
#> 558  2009-11-01         scotland non_residential          720
#> 559  2009-12-01         scotland non_residential          690
#> 560  2010-01-01         scotland non_residential          530
#> 561  2010-02-01         scotland non_residential          560
#> 562  2010-03-01         scotland non_residential          830
#> 563  2010-04-01         scotland non_residential          720
#> 564  2010-05-01         scotland non_residential          710
#> 565  2010-06-01         scotland non_residential          820
#> 566  2010-07-01         scotland non_residential          750
#> 567  2010-08-01         scotland non_residential          670
#> 568  2010-09-01         scotland non_residential          680
#> 569  2010-10-01         scotland non_residential          740
#> 570  2010-11-01         scotland non_residential          690
#> 571  2010-12-01         scotland non_residential          660
#> 572  2011-01-01         scotland non_residential          510
#> 573  2011-02-01         scotland non_residential          600
#> 574  2011-03-01         scotland non_residential          820
#> 575  2011-04-01         scotland non_residential          620
#> 576  2011-05-01         scotland non_residential          670
#> 577  2011-06-01         scotland non_residential          690
#> 578  2011-07-01         scotland non_residential          640
#> 579  2011-08-01         scotland non_residential          680
#> 580  2011-09-01         scotland non_residential          720
#> 581  2011-10-01         scotland non_residential          650
#> 582  2011-11-01         scotland non_residential          720
#> 583  2011-12-01         scotland non_residential          660
#> 584  2012-01-01         scotland non_residential          590
#> 585  2012-02-01         scotland non_residential          600
#> 586  2012-03-01         scotland non_residential          770
#> 587  2012-04-01         scotland non_residential          620
#> 588  2012-05-01         scotland non_residential          790
#> 589  2012-06-01         scotland non_residential          620
#> 590  2012-07-01         scotland non_residential          650
#> 591  2012-08-01         scotland non_residential          680
#> 592  2012-09-01         scotland non_residential          630
#> 593  2012-10-01         scotland non_residential          710
#> 594  2012-11-01         scotland non_residential          750
#> 595  2012-12-01         scotland non_residential          640
#> 596  2013-01-01         scotland non_residential          550
#> 597  2013-02-01         scotland non_residential          590
#> 598  2013-03-01         scotland non_residential          820
#> 599  2013-04-01         scotland non_residential          690
#> 600  2013-05-01         scotland non_residential          750
#> 601  2013-06-01         scotland non_residential          630
#> 602  2013-07-01         scotland non_residential          720
#> 603  2013-08-01         scotland non_residential          710
#> 604  2013-09-01         scotland non_residential          700
#> 605  2013-10-01         scotland non_residential          730
#> 606  2013-11-01         scotland non_residential          850
#> 607  2013-12-01         scotland non_residential          790
#> 608  2014-01-01         scotland non_residential          690
#> 609  2014-02-01         scotland non_residential          700
#> 610  2014-03-01         scotland non_residential          810
#> 611  2014-04-01         scotland non_residential          730
#> 612  2014-05-01         scotland non_residential          760
#> 613  2014-06-01         scotland non_residential          800
#> 614  2014-07-01         scotland non_residential          840
#> 615  2014-08-01         scotland non_residential          740
#> 616  2014-09-01         scotland non_residential          860
#> 617  2014-10-01         scotland non_residential          920
#> 618  2014-11-01         scotland non_residential          810
#> 619  2014-12-01         scotland non_residential          830
#> 620  2015-01-01         scotland non_residential          640
#> 621  2015-02-01         scotland non_residential          680
#> 622  2015-03-01         scotland non_residential         1000
#> 623  2015-04-01         scotland non_residential          640
#> 624  2015-05-01         scotland non_residential          570
#> 625  2015-06-01         scotland non_residential          610
#> 626  2015-07-01         scotland non_residential          600
#> 627  2015-08-01         scotland non_residential          590
#> 628  2015-09-01         scotland non_residential          620
#> 629  2015-10-01         scotland non_residential          650
#> 630  2015-11-01         scotland non_residential          670
#> 631  2015-12-01         scotland non_residential          750
#> 632  2016-01-01         scotland non_residential          520
#> 633  2016-02-01         scotland non_residential          510
#> 634  2016-03-01         scotland non_residential          840
#> 635  2016-04-01         scotland non_residential          650
#> 636  2016-05-01         scotland non_residential          610
#> 637  2016-06-01         scotland non_residential          670
#> 638  2016-07-01         scotland non_residential          570
#> 639  2016-08-01         scotland non_residential          600
#> 640  2016-09-01         scotland non_residential          630
#> 641  2016-10-01         scotland non_residential          570
#> 642  2016-11-01         scotland non_residential          700
#> 643  2016-12-01         scotland non_residential          750
#> 644  2017-01-01         scotland non_residential          520
#> 645  2017-02-01         scotland non_residential          570
#> 646  2017-03-01         scotland non_residential         1000
#> 647  2017-04-01         scotland non_residential          670
#> 648  2017-05-01         scotland non_residential          670
#> 649  2017-06-01         scotland non_residential          720
#> 650  2017-07-01         scotland non_residential          590
#> 651  2017-08-01         scotland non_residential          640
#> 652  2017-09-01         scotland non_residential          620
#> 653  2017-10-01         scotland non_residential          690
#> 654  2017-11-01         scotland non_residential          730
#> 655  2017-12-01         scotland non_residential          700
#> 656  2018-01-01         scotland non_residential          540
#> 657  2018-02-01         scotland non_residential          570
#> 658  2018-03-01         scotland non_residential          590
#> 659  2018-04-01         scotland non_residential          670
#> 660  2018-05-01         scotland non_residential          640
#> 661  2018-06-01         scotland non_residential          710
#> 662  2018-07-01         scotland non_residential          670
#> 663  2018-08-01         scotland non_residential          710
#> 664  2018-09-01         scotland non_residential          630
#> 665  2018-10-01         scotland non_residential          690
#> 666  2018-11-01         scotland non_residential          860
#> 667  2018-12-01         scotland non_residential          740
#> 668  2019-01-01         scotland non_residential          600
#> 669  2019-02-01         scotland non_residential          590
#> 670  2019-03-01         scotland non_residential          910
#> 671  2019-04-01         scotland non_residential          720
#> 672  2019-05-01         scotland non_residential          660
#> 673  2019-06-01         scotland non_residential          590
#> 674  2019-07-01         scotland non_residential          650
#> 675  2019-08-01         scotland non_residential          610
#> 676  2019-09-01         scotland non_residential          600
#> 677  2019-10-01         scotland non_residential          660
#> 678  2019-11-01         scotland non_residential          670
#> 679  2019-12-01         scotland non_residential          680
#> 680  2020-01-01         scotland non_residential          550
#> 681  2020-02-01         scotland non_residential          550
#> 682  2020-03-01         scotland non_residential          520
#> 683  2020-04-01         scotland non_residential          280
#> 684  2020-05-01         scotland non_residential          350
#> 685  2020-06-01         scotland non_residential          440
#> 686  2020-07-01         scotland non_residential          520
#> 687  2020-08-01         scotland non_residential          480
#> 688  2020-09-01         scotland non_residential          670
#> 689  2020-10-01         scotland non_residential          660
#> 690  2020-11-01         scotland non_residential          650
#> 691  2020-12-01         scotland non_residential          740
#> 692  2021-01-01         scotland non_residential          420
#> 693  2021-02-01         scotland non_residential          590
#> 694  2021-03-01         scotland non_residential          960
#> 695  2021-04-01         scotland non_residential          730
#> 696  2021-05-01         scotland non_residential          630
#> 697  2021-06-01         scotland non_residential          680
#> 698  2021-07-01         scotland non_residential          660
#> 699  2021-08-01         scotland non_residential          630
#> 700  2021-09-01         scotland non_residential          650
#> 701  2021-10-01         scotland non_residential          680
#> 702  2021-11-01         scotland non_residential          760
#> 703  2021-12-01         scotland non_residential          720
#> 704  2022-01-01         scotland non_residential          500
#> 705  2022-02-01         scotland non_residential          590
#> 706  2022-03-01         scotland non_residential          850
#> 707  2022-04-01         scotland non_residential          750
#> 708  2022-05-01         scotland non_residential          650
#> 709  2022-06-01         scotland non_residential          660
#> 710  2022-07-01         scotland non_residential          620
#> 711  2022-08-01         scotland non_residential          680
#> 712  2022-09-01         scotland non_residential          690
#> 713  2022-10-01         scotland non_residential          620
#> 714  2022-11-01         scotland non_residential          660
#> 715  2022-12-01         scotland non_residential          700
#> 716  2023-01-01         scotland non_residential          500
#> 717  2023-02-01         scotland non_residential          570
#> 718  2023-03-01         scotland non_residential          940
#> 719  2023-04-01         scotland non_residential          600
#> 720  2023-05-01         scotland non_residential          620
#> 721  2023-06-01         scotland non_residential          720
#> 722  2023-07-01         scotland non_residential          570
#> 723  2023-08-01         scotland non_residential          610
#> 724  2023-09-01         scotland non_residential          630
#> 725  2023-10-01         scotland non_residential          620
#> 726  2023-11-01         scotland non_residential          640
#> 727  2023-12-01         scotland non_residential          740
#> 728  2024-01-01         scotland non_residential          460
#> 729  2024-02-01         scotland non_residential          550
#> 730  2024-03-01         scotland non_residential          780
#> 731  2024-04-01         scotland non_residential          680
#> 732  2024-05-01         scotland non_residential          720
#> 733  2024-06-01         scotland non_residential          600
#> 734  2024-07-01         scotland non_residential          640
#> 735  2024-08-01         scotland non_residential          710
#> 736  2024-09-01         scotland non_residential          720
#> 737  2024-10-01         scotland non_residential         1030
#> 738  2024-11-01         scotland non_residential          750
#> 739  2024-12-01         scotland non_residential          680
#> 740  2025-01-01         scotland non_residential          570
#> 741  2025-02-01         scotland non_residential          630
#> 742  2025-03-01         scotland non_residential          860
#> 743  2025-04-01         scotland non_residential          740
#> 744  2025-05-01         scotland non_residential          670
#> 745  2025-06-01         scotland non_residential          640
#> 746  2025-07-01         scotland non_residential          710
#> 747  2025-08-01         scotland non_residential          650
#> 748  2025-09-01         scotland non_residential          720
#> 749  2025-10-01         scotland non_residential          770
#> 750  2025-11-01         scotland non_residential          740
#> 751  2025-12-01         scotland non_residential          750
#> 752  2026-01-01         scotland non_residential          540
#> 753  2026-02-01         scotland non_residential          470
#> 754  2005-04-01               uk non_residential        10920
#> 755  2005-05-01               uk non_residential        10390
#> 756  2005-06-01               uk non_residential        11740
#> 757  2005-07-01               uk non_residential        12000
#> 758  2005-08-01               uk non_residential        10770
#> 759  2005-09-01               uk non_residential        11130
#> 760  2005-10-01               uk non_residential        10380
#> 761  2005-11-01               uk non_residential        11260
#> 762  2005-12-01               uk non_residential        11620
#> 763  2006-01-01               uk non_residential        10190
#> 764  2006-02-01               uk non_residential         9410
#> 765  2006-03-01               uk non_residential        14330
#> 766  2006-04-01               uk non_residential        11120
#> 767  2006-05-01               uk non_residential        10450
#> 768  2006-06-01               uk non_residential        12150
#> 769  2006-07-01               uk non_residential        10360
#> 770  2006-08-01               uk non_residential        10810
#> 771  2006-09-01               uk non_residential        11230
#> 772  2006-10-01               uk non_residential        11470
#> 773  2006-11-01               uk non_residential        11840
#> 774  2006-12-01               uk non_residential        12060
#> 775  2007-01-01               uk non_residential        10790
#> 776  2007-02-01               uk non_residential         9870
#> 777  2007-03-01               uk non_residential        14070
#> 778  2007-04-01               uk non_residential        11250
#> 779  2007-05-01               uk non_residential        11180
#> 780  2007-06-01               uk non_residential        12280
#> 781  2007-07-01               uk non_residential        11720
#> 782  2007-08-01               uk non_residential        11860
#> 783  2007-09-01               uk non_residential        10720
#> 784  2007-10-01               uk non_residential        12090
#> 785  2007-11-01               uk non_residential        12340
#> 786  2007-12-01               uk non_residential        10850
#> 787  2008-01-01               uk non_residential        10590
#> 788  2008-02-01               uk non_residential        10320
#> 789  2008-03-01               uk non_residential        12640
#> 790  2008-04-01               uk non_residential        13850
#> 791  2008-05-01               uk non_residential         9750
#> 792  2008-06-01               uk non_residential         9720
#> 793  2008-07-01               uk non_residential         9540
#> 794  2008-08-01               uk non_residential         8100
#> 795  2008-09-01               uk non_residential         9380
#> 796  2008-10-01               uk non_residential         8740
#> 797  2008-11-01               uk non_residential         6840
#> 798  2008-12-01               uk non_residential         7620
#> 799  2009-01-01               uk non_residential         6110
#> 800  2009-02-01               uk non_residential         5700
#> 801  2009-03-01               uk non_residential         8230
#> 802  2009-04-01               uk non_residential         6690
#> 803  2009-05-01               uk non_residential         6220
#> 804  2009-06-01               uk non_residential         7540
#> 805  2009-07-01               uk non_residential         7850
#> 806  2009-08-01               uk non_residential         6880
#> 807  2009-09-01               uk non_residential         8010
#> 808  2009-10-01               uk non_residential         8130
#> 809  2009-11-01               uk non_residential         7950
#> 810  2009-12-01               uk non_residential         8900
#> 811  2010-01-01               uk non_residential         6630
#> 812  2010-02-01               uk non_residential         7100
#> 813  2010-03-01               uk non_residential        10190
#> 814  2010-04-01               uk non_residential         8320
#> 815  2010-05-01               uk non_residential         7490
#> 816  2010-06-01               uk non_residential         9810
#> 817  2010-07-01               uk non_residential         8720
#> 818  2010-08-01               uk non_residential         7720
#> 819  2010-09-01               uk non_residential         8380
#> 820  2010-10-01               uk non_residential         8350
#> 821  2010-11-01               uk non_residential         8600
#> 822  2010-12-01               uk non_residential         8400
#> 823  2011-01-01               uk non_residential         6620
#> 824  2011-02-01               uk non_residential         6960
#> 825  2011-03-01               uk non_residential         9520
#> 826  2011-04-01               uk non_residential         7810
#> 827  2011-05-01               uk non_residential         7450
#> 828  2011-06-01               uk non_residential         8410
#> 829  2011-07-01               uk non_residential         8050
#> 830  2011-08-01               uk non_residential         8090
#> 831  2011-09-01               uk non_residential         9050
#> 832  2011-10-01               uk non_residential         8050
#> 833  2011-11-01               uk non_residential         8570
#> 834  2011-12-01               uk non_residential         8880
#> 835  2012-01-01               uk non_residential         7400
#> 836  2012-02-01               uk non_residential         6970
#> 837  2012-03-01               uk non_residential         9690
#> 838  2012-04-01               uk non_residential         8070
#> 839  2012-05-01               uk non_residential         8200
#> 840  2012-06-01               uk non_residential         7850
#> 841  2012-07-01               uk non_residential         8190
#> 842  2012-08-01               uk non_residential         8090
#> 843  2012-09-01               uk non_residential         7810
#> 844  2012-10-01               uk non_residential         8480
#> 845  2012-11-01               uk non_residential         8970
#> 846  2012-12-01               uk non_residential         8250
#> 847  2013-01-01               uk non_residential         7400
#> 848  2013-02-01               uk non_residential         6960
#> 849  2013-03-01               uk non_residential        10030
#> 850  2013-04-01               uk non_residential         8370
#> 851  2013-05-01               uk non_residential         8530
#> 852  2013-06-01               uk non_residential         8090
#> 853  2013-07-01               uk non_residential         9080
#> 854  2013-08-01               uk non_residential         8620
#> 855  2013-09-01               uk non_residential         8710
#> 856  2013-10-01               uk non_residential         9320
#> 857  2013-11-01               uk non_residential         9890
#> 858  2013-12-01               uk non_residential         9810
#> 859  2014-01-01               uk non_residential         8360
#> 860  2014-02-01               uk non_residential         7790
#> 861  2014-03-01               uk non_residential        10200
#> 862  2014-04-01               uk non_residential         9260
#> 863  2014-05-01               uk non_residential         8780
#> 864  2014-06-01               uk non_residential         9550
#> 865  2014-07-01               uk non_residential         9770
#> 866  2014-08-01               uk non_residential         9030
#> 867  2014-09-01               uk non_residential        10050
#> 868  2014-10-01               uk non_residential        10500
#> 869  2014-11-01               uk non_residential         9210
#> 870  2014-12-01               uk non_residential        10610
#> 871  2015-01-01               uk non_residential         8510
#> 872  2015-02-01               uk non_residential         8380
#> 873  2015-03-01               uk non_residential        10940
#> 874  2015-04-01               uk non_residential         9560
#> 875  2015-05-01               uk non_residential         8970
#> 876  2015-06-01               uk non_residential        10410
#> 877  2015-07-01               uk non_residential        10550
#> 878  2015-08-01               uk non_residential         8920
#> 879  2015-09-01               uk non_residential        10600
#> 880  2015-10-01               uk non_residential        10720
#> 881  2015-11-01               uk non_residential         9740
#> 882  2015-12-01               uk non_residential        11070
#> 883  2016-01-01               uk non_residential         8520
#> 884  2016-02-01               uk non_residential         8820
#> 885  2016-03-01               uk non_residential        12040
#> 886  2016-04-01               uk non_residential        10530
#> 887  2016-05-01               uk non_residential         9550
#> 888  2016-06-01               uk non_residential        11310
#> 889  2016-07-01               uk non_residential        10150
#> 890  2016-08-01               uk non_residential        10320
#> 891  2016-09-01               uk non_residential        11270
#> 892  2016-10-01               uk non_residential         9980
#> 893  2016-11-01               uk non_residential        11260
#> 894  2016-12-01               uk non_residential        11640
#> 895  2017-01-01               uk non_residential         9420
#> 896  2017-02-01               uk non_residential         9280
#> 897  2017-03-01               uk non_residential        13460
#> 898  2017-04-01               uk non_residential         9810
#> 899  2017-05-01               uk non_residential        10210
#> 900  2017-06-01               uk non_residential        11320
#> 901  2017-07-01               uk non_residential        10390
#> 902  2017-08-01               uk non_residential        10280
#> 903  2017-09-01               uk non_residential        10550
#> 904  2017-10-01               uk non_residential        10860
#> 905  2017-11-01               uk non_residential        11380
#> 906  2017-12-01               uk non_residential        11320
#> 907  2018-01-01               uk non_residential         9350
#> 908  2018-02-01               uk non_residential         8930
#> 909  2018-03-01               uk non_residential        11760
#> 910  2018-04-01               uk non_residential        10170
#> 911  2018-05-01               uk non_residential        10060
#> 912  2018-06-01               uk non_residential        10630
#> 913  2018-07-01               uk non_residential        10290
#> 914  2018-08-01               uk non_residential        10620
#> 915  2018-09-01               uk non_residential        10130
#> 916  2018-10-01               uk non_residential        11290
#> 917  2018-11-01               uk non_residential        11660
#> 918  2018-12-01               uk non_residential        10910
#> 919  2019-01-01               uk non_residential         9110
#> 920  2019-02-01               uk non_residential         8890
#> 921  2019-03-01               uk non_residential        11730
#> 922  2019-04-01               uk non_residential        10380
#> 923  2019-05-01               uk non_residential        10000
#> 924  2019-06-01               uk non_residential         9870
#> 925  2019-07-01               uk non_residential        10530
#> 926  2019-08-01               uk non_residential         9530
#> 927  2019-09-01               uk non_residential         9690
#> 928  2019-10-01               uk non_residential        10500
#> 929  2019-11-01               uk non_residential        10020
#> 930  2019-12-01               uk non_residential        10950
#> 931  2020-01-01               uk non_residential         9000
#> 932  2020-02-01               uk non_residential         8410
#> 933  2020-03-01               uk non_residential         8900
#> 934  2020-04-01               uk non_residential         5440
#> 935  2020-05-01               uk non_residential         5310
#> 936  2020-06-01               uk non_residential         7210
#> 937  2020-07-01               uk non_residential         8450
#> 938  2020-08-01               uk non_residential         7210
#> 939  2020-09-01               uk non_residential         9030
#> 940  2020-10-01               uk non_residential         9710
#> 941  2020-11-01               uk non_residential         9360
#> 942  2020-12-01               uk non_residential        10980
#> 943  2021-01-01               uk non_residential         7460
#> 944  2021-02-01               uk non_residential         8960
#> 945  2021-03-01               uk non_residential        13220
#> 946  2021-04-01               uk non_residential        10840
#> 947  2021-05-01               uk non_residential         9350
#> 948  2021-06-01               uk non_residential        11690
#> 949  2021-07-01               uk non_residential        10010
#> 950  2021-08-01               uk non_residential         9430
#> 951  2021-09-01               uk non_residential        10700
#> 952  2021-10-01               uk non_residential        10510
#> 953  2021-11-01               uk non_residential        10730
#> 954  2021-12-01               uk non_residential        11370
#> 955  2022-01-01               uk non_residential         8600
#> 956  2022-02-01               uk non_residential         9340
#> 957  2022-03-01               uk non_residential        12310
#> 958  2022-04-01               uk non_residential        10780
#> 959  2022-05-01               uk non_residential        10340
#> 960  2022-06-01               uk non_residential        10410
#> 961  2022-07-01               uk non_residential        10320
#> 962  2022-08-01               uk non_residential        10030
#> 963  2022-09-01               uk non_residential        10710
#> 964  2022-10-01               uk non_residential         9820
#> 965  2022-11-01               uk non_residential        10420
#> 966  2022-12-01               uk non_residential        10690
#> 967  2023-01-01               uk non_residential         8300
#> 968  2023-02-01               uk non_residential         8410
#> 969  2023-03-01               uk non_residential        13240
#> 970  2023-04-01               uk non_residential         9220
#> 971  2023-05-01               uk non_residential         9260
#> 972  2023-06-01               uk non_residential        10530
#> 973  2023-07-01               uk non_residential         9330
#> 974  2023-08-01               uk non_residential         9780
#> 975  2023-09-01               uk non_residential        10160
#> 976  2023-10-01               uk non_residential        10210
#> 977  2023-11-01               uk non_residential        10260
#> 978  2023-12-01               uk non_residential        10770
#> 979  2024-01-01               uk non_residential         8650
#> 980  2024-02-01               uk non_residential         8960
#> 981  2024-03-01               uk non_residential        11260
#> 982  2024-04-01               uk non_residential        10570
#> 983  2024-05-01               uk non_residential        10450
#> 984  2024-06-01               uk non_residential         9460
#> 985  2024-07-01               uk non_residential        10540
#> 986  2024-08-01               uk non_residential         9660
#> 987  2024-09-01               uk non_residential        10330
#> 988  2024-10-01               uk non_residential        15300
#> 989  2024-11-01               uk non_residential        10070
#> 990  2024-12-01               uk non_residential        10630
#> 991  2025-01-01               uk non_residential         8610
#> 992  2025-02-01               uk non_residential         8980
#> 993  2025-03-01               uk non_residential        12340
#> 994  2025-04-01               uk non_residential         9870
#> 995  2025-05-01               uk non_residential         9710
#> 996  2025-06-01               uk non_residential        10500
#> 997  2025-07-01               uk non_residential        10810
#> 998  2025-08-01               uk non_residential         9450
#> 999  2025-09-01               uk non_residential        10490
#> 1000 2025-10-01               uk non_residential        11570
#> 1001 2025-11-01               uk non_residential        11490
#> 1002 2025-12-01               uk non_residential        11880
#> 1003 2026-01-01               uk non_residential         8500
#> 1004 2026-02-01               uk non_residential         8790
#> 1005 2005-04-01            wales non_residential          510
#> 1006 2005-05-01            wales non_residential          490
#> 1007 2005-06-01            wales non_residential          520
#> 1008 2005-07-01            wales non_residential          550
#> 1009 2005-08-01            wales non_residential          540
#> 1010 2005-09-01            wales non_residential          500
#> 1011 2005-10-01            wales non_residential          490
#> 1012 2005-11-01            wales non_residential          520
#> 1013 2005-12-01            wales non_residential          550
#> 1014 2006-01-01            wales non_residential          450
#> 1015 2006-02-01            wales non_residential          440
#> 1016 2006-03-01            wales non_residential          630
#> 1017 2006-04-01            wales non_residential          530
#> 1018 2006-05-01            wales non_residential          510
#> 1019 2006-06-01            wales non_residential          590
#> 1020 2006-07-01            wales non_residential          510
#> 1021 2006-08-01            wales non_residential          480
#> 1022 2006-09-01            wales non_residential          480
#> 1023 2006-10-01            wales non_residential          590
#> 1024 2006-11-01            wales non_residential          560
#> 1025 2006-12-01            wales non_residential          550
#> 1026 2007-01-01            wales non_residential          520
#> 1027 2007-02-01            wales non_residential          480
#> 1028 2007-03-01            wales non_residential          640
#> 1029 2007-04-01            wales non_residential          530
#> 1030 2007-05-01            wales non_residential          520
#> 1031 2007-06-01            wales non_residential          540
#> 1032 2007-07-01            wales non_residential          530
#> 1033 2007-08-01            wales non_residential          520
#> 1034 2007-09-01            wales non_residential          490
#> 1035 2007-10-01            wales non_residential          600
#> 1036 2007-11-01            wales non_residential          540
#> 1037 2007-12-01            wales non_residential          510
#> 1038 2008-01-01            wales non_residential          490
#> 1039 2008-02-01            wales non_residential          450
#> 1040 2008-03-01            wales non_residential          620
#> 1041 2008-04-01            wales non_residential          720
#> 1042 2008-05-01            wales non_residential          500
#> 1043 2008-06-01            wales non_residential          450
#> 1044 2008-07-01            wales non_residential          440
#> 1045 2008-08-01            wales non_residential          390
#> 1046 2008-09-01            wales non_residential          420
#> 1047 2008-10-01            wales non_residential          370
#> 1048 2008-11-01            wales non_residential          310
#> 1049 2008-12-01            wales non_residential          340
#> 1050 2009-01-01            wales non_residential          280
#> 1051 2009-02-01            wales non_residential          250
#> 1052 2009-03-01            wales non_residential          330
#> 1053 2009-04-01            wales non_residential          300
#> 1054 2009-05-01            wales non_residential          310
#> 1055 2009-06-01            wales non_residential          340
#> 1056 2009-07-01            wales non_residential          360
#> 1057 2009-08-01            wales non_residential          300
#> 1058 2009-09-01            wales non_residential          340
#> 1059 2009-10-01            wales non_residential          350
#> 1060 2009-11-01            wales non_residential          350
#> 1061 2009-12-01            wales non_residential          430
#> 1062 2010-01-01            wales non_residential          280
#> 1063 2010-02-01            wales non_residential          320
#> 1064 2010-03-01            wales non_residential          460
#> 1065 2010-04-01            wales non_residential          360
#> 1066 2010-05-01            wales non_residential          350
#> 1067 2010-06-01            wales non_residential          440
#> 1068 2010-07-01            wales non_residential          400
#> 1069 2010-08-01            wales non_residential          350
#> 1070 2010-09-01            wales non_residential          360
#> 1071 2010-10-01            wales non_residential          390
#> 1072 2010-11-01            wales non_residential          380
#> 1073 2010-12-01            wales non_residential          320
#> 1074 2011-01-01            wales non_residential          260
#> 1075 2011-02-01            wales non_residential          320
#> 1076 2011-03-01            wales non_residential          440
#> 1077 2011-04-01            wales non_residential          390
#> 1078 2011-05-01            wales non_residential          310
#> 1079 2011-06-01            wales non_residential          420
#> 1080 2011-07-01            wales non_residential          390
#> 1081 2011-08-01            wales non_residential          340
#> 1082 2011-09-01            wales non_residential          380
#> 1083 2011-10-01            wales non_residential          360
#> 1084 2011-11-01            wales non_residential          400
#> 1085 2011-12-01            wales non_residential          360
#> 1086 2012-01-01            wales non_residential          290
#> 1087 2012-02-01            wales non_residential          280
#> 1088 2012-03-01            wales non_residential          410
#> 1089 2012-04-01            wales non_residential          380
#> 1090 2012-05-01            wales non_residential          320
#> 1091 2012-06-01            wales non_residential          320
#> 1092 2012-07-01            wales non_residential          320
#> 1093 2012-08-01            wales non_residential          330
#> 1094 2012-09-01            wales non_residential          350
#> 1095 2012-10-01            wales non_residential          390
#> 1096 2012-11-01            wales non_residential          430
#> 1097 2012-12-01            wales non_residential          310
#> 1098 2013-01-01            wales non_residential          300
#> 1099 2013-02-01            wales non_residential          280
#> 1100 2013-03-01            wales non_residential          400
#> 1101 2013-04-01            wales non_residential          370
#> 1102 2013-05-01            wales non_residential          370
#> 1103 2013-06-01            wales non_residential          360
#> 1104 2013-07-01            wales non_residential          390
#> 1105 2013-08-01            wales non_residential          360
#> 1106 2013-09-01            wales non_residential          390
#> 1107 2013-10-01            wales non_residential          430
#> 1108 2013-11-01            wales non_residential          390
#> 1109 2013-12-01            wales non_residential          400
#> 1110 2014-01-01            wales non_residential          330
#> 1111 2014-02-01            wales non_residential          330
#> 1112 2014-03-01            wales non_residential          460
#> 1113 2014-04-01            wales non_residential          410
#> 1114 2014-05-01            wales non_residential          390
#> 1115 2014-06-01            wales non_residential          400
#> 1116 2014-07-01            wales non_residential          420
#> 1117 2014-08-01            wales non_residential          390
#> 1118 2014-09-01            wales non_residential          460
#> 1119 2014-10-01            wales non_residential          460
#> 1120 2014-11-01            wales non_residential          420
#> 1121 2014-12-01            wales non_residential          450
#> 1122 2015-01-01            wales non_residential          370
#> 1123 2015-02-01            wales non_residential          380
#> 1124 2015-03-01            wales non_residential          480
#> 1125 2015-04-01            wales non_residential          480
#> 1126 2015-05-01            wales non_residential          420
#> 1127 2015-06-01            wales non_residential          490
#> 1128 2015-07-01            wales non_residential          480
#> 1129 2015-08-01            wales non_residential          420
#> 1130 2015-09-01            wales non_residential          430
#> 1131 2015-10-01            wales non_residential          500
#> 1132 2015-11-01            wales non_residential          410
#> 1133 2015-12-01            wales non_residential          480
#> 1134 2016-01-01            wales non_residential          340
#> 1135 2016-02-01            wales non_residential          350
#> 1136 2016-03-01            wales non_residential          570
#> 1137 2016-04-01            wales non_residential          490
#> 1138 2016-05-01            wales non_residential          430
#> 1139 2016-06-01            wales non_residential          530
#> 1140 2016-07-01            wales non_residential          480
#> 1141 2016-08-01            wales non_residential          570
#> 1142 2016-09-01            wales non_residential          550
#> 1143 2016-10-01            wales non_residential          430
#> 1144 2016-11-01            wales non_residential          500
#> 1145 2016-12-01            wales non_residential          510
#> 1146 2017-01-01            wales non_residential          370
#> 1147 2017-02-01            wales non_residential          410
#> 1148 2017-03-01            wales non_residential          610
#> 1149 2017-04-01            wales non_residential          490
#> 1150 2017-05-01            wales non_residential          470
#> 1151 2017-06-01            wales non_residential          540
#> 1152 2017-07-01            wales non_residential          500
#> 1153 2017-08-01            wales non_residential          500
#> 1154 2017-09-01            wales non_residential          500
#> 1155 2017-10-01            wales non_residential          480
#> 1156 2017-11-01            wales non_residential          550
#> 1157 2017-12-01            wales non_residential          450
#> 1158 2018-01-01            wales non_residential          390
#> 1159 2018-02-01            wales non_residential          430
#> 1160 2018-03-01            wales non_residential          620
#> 1161 2018-04-01            wales non_residential          500
#> 1162 2018-05-01            wales non_residential          460
#> 1163 2018-06-01            wales non_residential          480
#> 1164 2018-07-01            wales non_residential          490
#> 1165 2018-08-01            wales non_residential          540
#> 1166 2018-09-01            wales non_residential          470
#> 1167 2018-10-01            wales non_residential          610
#> 1168 2018-11-01            wales non_residential          560
#> 1169 2018-12-01            wales non_residential          530
#> 1170 2019-01-01            wales non_residential          440
#> 1171 2019-02-01            wales non_residential          460
#> 1172 2019-03-01            wales non_residential          670
#> 1173 2019-04-01            wales non_residential          540
#> 1174 2019-05-01            wales non_residential          530
#> 1175 2019-06-01            wales non_residential          470
#> 1176 2019-07-01            wales non_residential          600
#> 1177 2019-08-01            wales non_residential          480
#> 1178 2019-09-01            wales non_residential          500
#> 1179 2019-10-01            wales non_residential          540
#> 1180 2019-11-01            wales non_residential          480
#> 1181 2019-12-01            wales non_residential          520
#> 1182 2020-01-01            wales non_residential          540
#> 1183 2020-02-01            wales non_residential          450
#> 1184 2020-03-01            wales non_residential          570
#> 1185 2020-04-01            wales non_residential          380
#> 1186 2020-05-01            wales non_residential          270
#> 1187 2020-06-01            wales non_residential          360
#> 1188 2020-07-01            wales non_residential          450
#> 1189 2020-08-01            wales non_residential          340
#> 1190 2020-09-01            wales non_residential          430
#> 1191 2020-10-01            wales non_residential          540
#> 1192 2020-11-01            wales non_residential          440
#> 1193 2020-12-01            wales non_residential          590
#> 1194 2021-01-01            wales non_residential          390
#> 1195 2021-02-01            wales non_residential          490
#> 1196 2021-03-01            wales non_residential          690
#> 1197 2021-04-01            wales non_residential          590
#> 1198 2021-05-01            wales non_residential          500
#> 1199 2021-06-01            wales non_residential          570
#> 1200 2021-07-01            wales non_residential          550
#> 1201 2021-08-01            wales non_residential          540
#> 1202 2021-09-01            wales non_residential          560
#> 1203 2021-10-01            wales non_residential          590
#> 1204 2021-11-01            wales non_residential          560
#> 1205 2021-12-01            wales non_residential          580
#> 1206 2022-01-01            wales non_residential          470
#> 1207 2022-02-01            wales non_residential          520
#> 1208 2022-03-01            wales non_residential          720
#> 1209 2022-04-01            wales non_residential          540
#> 1210 2022-05-01            wales non_residential          580
#> 1211 2022-06-01            wales non_residential          480
#> 1212 2022-07-01            wales non_residential          520
#> 1213 2022-08-01            wales non_residential          490
#> 1214 2022-09-01            wales non_residential          500
#> 1215 2022-10-01            wales non_residential          520
#> 1216 2022-11-01            wales non_residential          540
#> 1217 2022-12-01            wales non_residential          550
#> 1218 2023-01-01            wales non_residential          390
#> 1219 2023-02-01            wales non_residential          420
#> 1220 2023-03-01            wales non_residential          760
#> 1221 2023-04-01            wales non_residential          530
#> 1222 2023-05-01            wales non_residential          480
#> 1223 2023-06-01            wales non_residential          550
#> 1224 2023-07-01            wales non_residential          480
#> 1225 2023-08-01            wales non_residential          570
#> 1226 2023-09-01            wales non_residential          490
#> 1227 2023-10-01            wales non_residential          540
#> 1228 2023-11-01            wales non_residential          520
#> 1229 2023-12-01            wales non_residential          540
#> 1230 2024-01-01            wales non_residential          400
#> 1231 2024-02-01            wales non_residential          460
#> 1232 2024-03-01            wales non_residential          580
#> 1233 2024-04-01            wales non_residential          580
#> 1234 2024-05-01            wales non_residential          490
#> 1235 2024-06-01            wales non_residential          440
#> 1236 2024-07-01            wales non_residential          560
#> 1237 2024-08-01            wales non_residential          510
#> 1238 2024-09-01            wales non_residential          500
#> 1239 2024-10-01            wales non_residential          790
#> 1240 2024-11-01            wales non_residential          490
#> 1241 2024-12-01            wales non_residential          510
#> 1242 2025-01-01            wales non_residential          410
#> 1243 2025-02-01            wales non_residential          480
#> 1244 2025-03-01            wales non_residential          590
#> 1245 2025-04-01            wales non_residential          500
#> 1246 2025-05-01            wales non_residential          510
#> 1247 2025-06-01            wales non_residential          470
#> 1248 2025-07-01            wales non_residential          550
#> 1249 2025-08-01            wales non_residential          450
#> 1250 2025-09-01            wales non_residential          490
#> 1251 2025-10-01            wales non_residential          560
#> 1252 2025-11-01            wales non_residential          560
#> 1253 2025-12-01            wales non_residential          570
#> 1254 2026-01-01            wales non_residential          400
#> 1255 2026-02-01            wales non_residential          460
#> 1256 2005-04-01          england     residential        88840
#> 1257 2005-05-01          england     residential        91030
#> 1258 2005-06-01          england     residential       103700
#> 1259 2005-07-01          england     residential       107770
#> 1260 2005-08-01          england     residential       107040
#> 1261 2005-09-01          england     residential       107710
#> 1262 2005-10-01          england     residential       100650
#> 1263 2005-11-01          england     residential       103570
#> 1264 2005-12-01          england     residential       115150
#> 1265 2006-01-01          england     residential        83980
#> 1266 2006-02-01          england     residential        87550
#> 1267 2006-03-01          england     residential       112090
#> 1268 2006-04-01          england     residential       101830
#> 1269 2006-05-01          england     residential       113160
#> 1270 2006-06-01          england     residential       135030
#> 1271 2006-07-01          england     residential       125720
#> 1272 2006-08-01          england     residential       132180
#> 1273 2006-09-01          england     residential       126890
#> 1274 2006-10-01          england     residential       124980
#> 1275 2006-11-01          england     residential       127530
#> 1276 2006-12-01          england     residential       133770
#> 1277 2007-01-01          england     residential        97580
#> 1278 2007-02-01          england     residential        96560
#> 1279 2007-03-01          england     residential       117970
#> 1280 2007-04-01          england     residential       105780
#> 1281 2007-05-01          england     residential       117560
#> 1282 2007-06-01          england     residential       134370
#> 1283 2007-07-01          england     residential       128660
#> 1284 2007-08-01          england     residential       136790
#> 1285 2007-09-01          england     residential       109250
#> 1286 2007-10-01          england     residential       113080
#> 1287 2007-11-01          england     residential       112770
#> 1288 2007-12-01          england     residential        91140
#> 1289 2008-01-01          england     residential        67220
#> 1290 2008-02-01          england     residential        71820
#> 1291 2008-03-01          england     residential        68100
#> 1292 2008-04-01          england     residential        73130
#> 1293 2008-05-01          england     residential        74470
#> 1294 2008-06-01          england     residential        69150
#> 1295 2008-07-01          england     residential        62400
#> 1296 2008-08-01          england     residential        57810
#> 1297 2008-09-01          england     residential        51080
#> 1298 2008-10-01          england     residential        59710
#> 1299 2008-11-01          england     residential        45780
#> 1300 2008-12-01          england     residential        50260
#> 1301 2009-01-01          england     residential        34750
#> 1302 2009-02-01          england     residential        36580
#> 1303 2009-03-01          england     residential        49130
#> 1304 2009-04-01          england     residential        48840
#> 1305 2009-05-01          england     residential        54720
#> 1306 2009-06-01          england     residential        63710
#> 1307 2009-07-01          england     residential        73760
#> 1308 2009-08-01          england     residential        68080
#> 1309 2009-09-01          england     residential        68260
#> 1310 2009-10-01          england     residential        76320
#> 1311 2009-11-01          england     residential        71150
#> 1312 2009-12-01          england     residential        89920
#> 1313 2010-01-01          england     residential        43110
#> 1314 2010-02-01          england     residential        50920
#> 1315 2010-03-01          england     residential        61810
#> 1316 2010-04-01          england     residential        60830
#> 1317 2010-05-01          england     residential        60500
#> 1318 2010-06-01          england     residential        72370
#> 1319 2010-07-01          england     residential        76590
#> 1320 2010-08-01          england     residential        70320
#> 1321 2010-09-01          england     residential        66440
#> 1322 2010-10-01          england     residential        67380
#> 1323 2010-11-01          england     residential        65080
#> 1324 2010-12-01          england     residential        65650
#> 1325 2011-01-01          england     residential        44970
#> 1326 2011-02-01          england     residential        47830
#> 1327 2011-03-01          england     residential        57200
#> 1328 2011-04-01          england     residential        58700
#> 1329 2011-05-01          england     residential        56820
#> 1330 2011-06-01          england     residential        67500
#> 1331 2011-07-01          england     residential        71550
#> 1332 2011-08-01          england     residential        73720
#> 1333 2011-09-01          england     residential        73310
#> 1334 2011-10-01          england     residential        67030
#> 1335 2011-11-01          england     residential        69730
#> 1336 2011-12-01          england     residential        73780
#> 1337 2012-01-01          england     residential        52630
#> 1338 2012-02-01          england     residential        54440
#> 1339 2012-03-01          england     residential        74960
#> 1340 2012-04-01          england     residential        53590
#> 1341 2012-05-01          england     residential        64960
#> 1342 2012-06-01          england     residential        72590
#> 1343 2012-07-01          england     residential        71240
#> 1344 2012-08-01          england     residential        77690
#> 1345 2012-09-01          england     residential        64200
#> 1346 2012-10-01          england     residential        71490
#> 1347 2012-11-01          england     residential        76910
#> 1348 2012-12-01          england     residential        69100
#> 1349 2013-01-01          england     residential        53990
#> 1350 2013-02-01          england     residential        56120
#> 1351 2013-03-01          england     residential        67740
#> 1352 2013-04-01          england     residential        61780
#> 1353 2013-05-01          england     residential        78170
#> 1354 2013-06-01          england     residential        77850
#> 1355 2013-07-01          england     residential        85310
#> 1356 2013-08-01          england     residential        90850
#> 1357 2013-09-01          england     residential        80640
#> 1358 2013-10-01          england     residential        87730
#> 1359 2013-11-01          england     residential        94020
#> 1360 2013-12-01          england     residential        91030
#> 1361 2014-01-01          england     residential        75750
#> 1362 2014-02-01          england     residential        75100
#> 1363 2014-03-01          england     residential        79280
#> 1364 2014-04-01          england     residential        81140
#> 1365 2014-05-01          england     residential        87930
#> 1366 2014-06-01          england     residential        92950
#> 1367 2014-07-01          england     residential        95430
#> 1368 2014-08-01          england     residential        98450
#> 1369 2014-09-01          england     residential        91170
#> 1370 2014-10-01          england     residential        98630
#> 1371 2014-11-01          england     residential        84150
#> 1372 2014-12-01          england     residential        90650
#> 1373 2015-01-01          england     residential        66750
#> 1374 2015-02-01          england     residential        68390
#> 1375 2015-03-01          england     residential        78240
#> 1376 2015-04-01          england     residential        73690
#> 1377 2015-05-01          england     residential        83310
#> 1378 2015-06-01          england     residential        98200
#> 1379 2015-07-01          england     residential       103160
#> 1380 2015-08-01          england     residential        94260
#> 1381 2015-09-01          england     residential        93940
#> 1382 2015-10-01          england     residential       102540
#> 1383 2015-11-01          england     residential        93490
#> 1384 2015-12-01          england     residential        98400
#> 1385 2016-01-01          england     residential        72750
#> 1386 2016-02-01          england     residential        80110
#> 1387 2016-03-01          england     residential       149710
#> 1388 2016-04-01          england     residential        62150
#> 1389 2016-05-01          england     residential        70480
#> 1390 2016-06-01          england     residential        86840
#> 1391 2016-07-01          england     residential        90220
#> 1392 2016-08-01          england     residential        92660
#> 1393 2016-09-01          england     residential        89130
#> 1394 2016-10-01          england     residential        83270
#> 1395 2016-11-01          england     residential        86930
#> 1396 2016-12-01          england     residential        93570
#> 1397 2017-01-01          england     residential        69120
#> 1398 2017-02-01          england     residential        72400
#> 1399 2017-03-01          england     residential        88860
#> 1400 2017-04-01          england     residential        74100
#> 1401 2017-05-01          england     residential        81330
#> 1402 2017-06-01          england     residential        99060
#> 1403 2017-07-01          england     residential        89920
#> 1404 2017-08-01          england     residential        95640
#> 1405 2017-09-01          england     residential        91050
#> 1406 2017-10-01          england     residential        91050
#> 1407 2017-11-01          england     residential        90480
#> 1408 2017-12-01          england     residential        90290
#> 1409 2018-01-01          england     residential        68880
#> 1410 2018-02-01          england     residential        70580
#> 1411 2018-03-01          england     residential        82470
#> 1412 2018-04-01          england     residential        71040
#> 1413 2018-05-01          england     residential        80420
#> 1414 2018-06-01          england     residential        93420
#> 1415 2018-07-01          england     residential        87560
#> 1416 2018-08-01          england     residential        98710
#> 1417 2018-09-01          england     residential        81560
#> 1418 2018-10-01          england     residential        92150
#> 1419 2018-11-01          england     residential        97010
#> 1420 2018-12-01          england     residential        83880
#> 1421 2019-01-01          england     residential        66680
#> 1422 2019-02-01          england     residential        70140
#> 1423 2019-03-01          england     residential        80490
#> 1424 2019-04-01          england     residential        73790
#> 1425 2019-05-01          england     residential        80220
#> 1426 2019-06-01          england     residential        83860
#> 1427 2019-07-01          england     residential        88560
#> 1428 2019-08-01          england     residential        93360
#> 1429 2019-09-01          england     residential        83570
#> 1430 2019-10-01          england     residential        90010
#> 1431 2019-11-01          england     residential        92080
#> 1432 2019-12-01          england     residential        87040
#> 1433 2020-01-01          england     residential        71030
#> 1434 2020-02-01          england     residential        70960
#> 1435 2020-03-01          england     residential        74490
#> 1436 2020-04-01          england     residential        32440
#> 1437 2020-05-01          england     residential        40290
#> 1438 2020-06-01          england     residential        59480
#> 1439 2020-07-01          england     residential        70600
#> 1440 2020-08-01          england     residential        73260
#> 1441 2020-09-01          england     residential        82430
#> 1442 2020-10-01          england     residential       100390
#> 1443 2020-11-01          england     residential       100440
#> 1444 2020-12-01          england     residential       112480
#> 1445 2021-01-01          england     residential        83790
#> 1446 2021-02-01          england     residential       106620
#> 1447 2021-03-01          england     residential       151850
#> 1448 2021-04-01          england     residential        98940
#> 1449 2021-05-01          england     residential        87040
#> 1450 2021-06-01          england     residential       191300
#> 1451 2021-07-01          england     residential        65460
#> 1452 2021-08-01          england     residential        86550
#> 1453 2021-09-01          england     residential       146610
#> 1454 2021-10-01          england     residential        67790
#> 1455 2021-11-01          england     residential        84120
#> 1456 2021-12-01          england     residential        93370
#> 1457 2022-01-01          england     residential        70460
#> 1458 2022-02-01          england     residential        80790
#> 1459 2022-03-01          england     residential        94080
#> 1460 2022-04-01          england     residential        83920
#> 1461 2022-05-01          england     residential        84320
#> 1462 2022-06-01          england     residential        88330
#> 1463 2022-07-01          england     residential        93100
#> 1464 2022-08-01          england     residential        95830
#> 1465 2022-09-01          england     residential        96900
#> 1466 2022-10-01          england     residential        93090
#> 1467 2022-11-01          england     residential        95720
#> 1468 2022-12-01          england     residential        92450
#> 1469 2023-01-01          england     residential        65010
#> 1470 2023-02-01          england     residential        64800
#> 1471 2023-03-01          england     residential        80550
#> 1472 2023-04-01          england     residential        56150
#> 1473 2023-05-01          england     residential        61190
#> 1474 2023-06-01          england     residential        79000
#> 1475 2023-07-01          england     residential        71630
#> 1476 2023-08-01          england     residential        79720
#> 1477 2023-09-01          england     residential        77870
#> 1478 2023-10-01          england     residential        76180
#> 1479 2023-11-01          england     residential        73950
#> 1480 2023-12-01          england     residential        71860
#> 1481 2024-01-01          england     residential        56850
#> 1482 2024-02-01          england     residential        62270
#> 1483 2024-03-01          england     residential        73360
#> 1484 2024-04-01          england     residential        64880
#> 1485 2024-05-01          england     residential        77600
#> 1486 2024-06-01          england     residential        76130
#> 1487 2024-07-01          england     residential        82030
#> 1488 2024-08-01          england     residential        87820
#> 1489 2024-09-01          england     residential        79890
#> 1490 2024-10-01          england     residential        94560
#> 1491 2024-11-01          england     residential        89170
#> 1492 2024-12-01          england     residential        84020
#> 1493 2025-01-01          england     residential        70030
#> 1494 2025-02-01          england     residential        79240
#> 1495 2025-03-01          england     residential       149940
#> 1496 2025-04-01          england     residential        44070
#> 1497 2025-05-01          england     residential        66640
#> 1498 2025-06-01          england     residential        80500
#> 1499 2025-07-01          england     residential        85470
#> 1500 2025-08-01          england     residential        87670
#> 1501 2025-09-01          england     residential        86590
#> 1502 2025-10-01          england     residential        99190
#> 1503 2025-11-01          england     residential        87980
#> 1504 2025-12-01          england     residential        90190
#> 1505 2026-01-01          england     residential        68130
#> 1506 2026-02-01          england     residential        74750
#> 1507 2005-04-01 northern_ireland     residential         3290
#> 1508 2005-05-01 northern_ireland     residential         3260
#> 1509 2005-06-01 northern_ireland     residential         3790
#> 1510 2005-07-01 northern_ireland     residential         3710
#> 1511 2005-08-01 northern_ireland     residential         3910
#> 1512 2005-09-01 northern_ireland     residential         3970
#> 1513 2005-10-01 northern_ireland     residential         3710
#> 1514 2005-11-01 northern_ireland     residential         3990
#> 1515 2005-12-01 northern_ireland     residential         3970
#> 1516 2006-01-01 northern_ireland     residential         3290
#> 1517 2006-02-01 northern_ireland     residential         3220
#> 1518 2006-03-01 northern_ireland     residential         3810
#> 1519 2006-04-01 northern_ireland     residential         3670
#> 1520 2006-05-01 northern_ireland     residential         4200
#> 1521 2006-06-01 northern_ireland     residential         5300
#> 1522 2006-07-01 northern_ireland     residential         3890
#> 1523 2006-08-01 northern_ireland     residential         4510
#> 1524 2006-09-01 northern_ireland     residential         4720
#> 1525 2006-10-01 northern_ireland     residential         4600
#> 1526 2006-11-01 northern_ireland     residential         4540
#> 1527 2006-12-01 northern_ireland     residential         4580
#> 1528 2007-01-01 northern_ireland     residential         3410
#> 1529 2007-02-01 northern_ireland     residential         3610
#> 1530 2007-03-01 northern_ireland     residential         3950
#> 1531 2007-04-01 northern_ireland     residential         3690
#> 1532 2007-05-01 northern_ireland     residential         3970
#> 1533 2007-06-01 northern_ireland     residential         4070
#> 1534 2007-07-01 northern_ireland     residential         3050
#> 1535 2007-08-01 northern_ireland     residential         3210
#> 1536 2007-09-01 northern_ireland     residential         2420
#> 1537 2007-10-01 northern_ireland     residential         2260
#> 1538 2007-11-01 northern_ireland     residential         1950
#> 1539 2007-12-01 northern_ireland     residential         1420
#> 1540 2008-01-01 northern_ireland     residential         1220
#> 1541 2008-02-01 northern_ireland     residential         1370
#> 1542 2008-03-01 northern_ireland     residential         1250
#> 1543 2008-04-01 northern_ireland     residential         1500
#> 1544 2008-05-01 northern_ireland     residential         1480
#> 1545 2008-06-01 northern_ireland     residential         1300
#> 1546 2008-07-01 northern_ireland     residential         1010
#> 1547 2008-08-01 northern_ireland     residential         1020
#> 1548 2008-09-01 northern_ireland     residential          930
#> 1549 2008-10-01 northern_ireland     residential         1020
#> 1550 2008-11-01 northern_ireland     residential         1020
#> 1551 2008-12-01 northern_ireland     residential          940
#> 1552 2009-01-01 northern_ireland     residential          720
#> 1553 2009-02-01 northern_ireland     residential          760
#> 1554 2009-03-01 northern_ireland     residential         1090
#> 1555 2009-04-01 northern_ireland     residential         1050
#> 1556 2009-05-01 northern_ireland     residential         1150
#> 1557 2009-06-01 northern_ireland     residential         1390
#> 1558 2009-07-01 northern_ireland     residential         1520
#> 1559 2009-08-01 northern_ireland     residential         1240
#> 1560 2009-09-01 northern_ireland     residential         1320
#> 1561 2009-10-01 northern_ireland     residential         1430
#> 1562 2009-11-01 northern_ireland     residential         1380
#> 1563 2009-12-01 northern_ireland     residential         1750
#> 1564 2010-01-01 northern_ireland     residential          830
#> 1565 2010-02-01 northern_ireland     residential          980
#> 1566 2010-03-01 northern_ireland     residential         1250
#> 1567 2010-04-01 northern_ireland     residential         1320
#> 1568 2010-05-01 northern_ireland     residential         1100
#> 1569 2010-06-01 northern_ireland     residential         1370
#> 1570 2010-07-01 northern_ireland     residential         1420
#> 1571 2010-08-01 northern_ireland     residential         1290
#> 1572 2010-09-01 northern_ireland     residential         1220
#> 1573 2010-10-01 northern_ireland     residential         1340
#> 1574 2010-11-01 northern_ireland     residential         1180
#> 1575 2010-12-01 northern_ireland     residential         1090
#> 1576 2011-01-01 northern_ireland     residential          830
#> 1577 2011-02-01 northern_ireland     residential          910
#> 1578 2011-03-01 northern_ireland     residential         1120
#> 1579 2011-04-01 northern_ireland     residential         1170
#> 1580 2011-05-01 northern_ireland     residential          990
#> 1581 2011-06-01 northern_ireland     residential         1210
#> 1582 2011-07-01 northern_ireland     residential         1180
#> 1583 2011-08-01 northern_ireland     residential         1250
#> 1584 2011-09-01 northern_ireland     residential         1450
#> 1585 2011-10-01 northern_ireland     residential         1270
#> 1586 2011-11-01 northern_ireland     residential         1370
#> 1587 2011-12-01 northern_ireland     residential         1290
#> 1588 2012-01-01 northern_ireland     residential         1010
#> 1589 2012-02-01 northern_ireland     residential         1190
#> 1590 2012-03-01 northern_ireland     residential         1330
#> 1591 2012-04-01 northern_ireland     residential          980
#> 1592 2012-05-01 northern_ireland     residential         1180
#> 1593 2012-06-01 northern_ireland     residential         1420
#> 1594 2012-07-01 northern_ireland     residential         1220
#> 1595 2012-08-01 northern_ireland     residential         1540
#> 1596 2012-09-01 northern_ireland     residential         1290
#> 1597 2012-10-01 northern_ireland     residential         1500
#> 1598 2012-11-01 northern_ireland     residential         1580
#> 1599 2012-12-01 northern_ireland     residential         1330
#> 1600 2013-01-01 northern_ireland     residential         1120
#> 1601 2013-02-01 northern_ireland     residential         1180
#> 1602 2013-03-01 northern_ireland     residential         1440
#> 1603 2013-04-01 northern_ireland     residential         1170
#> 1604 2013-05-01 northern_ireland     residential         1530
#> 1605 2013-06-01 northern_ireland     residential         1570
#> 1606 2013-07-01 northern_ireland     residential         1650
#> 1607 2013-08-01 northern_ireland     residential         1820
#> 1608 2013-09-01 northern_ireland     residential         1660
#> 1609 2013-10-01 northern_ireland     residential         1800
#> 1610 2013-11-01 northern_ireland     residential         2030
#> 1611 2013-12-01 northern_ireland     residential         1880
#> 1612 2014-01-01 northern_ireland     residential         1680
#> 1613 2014-02-01 northern_ireland     residential         1690
#> 1614 2014-03-01 northern_ireland     residential         1690
#> 1615 2014-04-01 northern_ireland     residential         1720
#> 1616 2014-05-01 northern_ireland     residential         2000
#> 1617 2014-06-01 northern_ireland     residential         2050
#> 1618 2014-07-01 northern_ireland     residential         1990
#> 1619 2014-08-01 northern_ireland     residential         2130
#> 1620 2014-09-01 northern_ireland     residential         1960
#> 1621 2014-10-01 northern_ireland     residential         2340
#> 1622 2014-11-01 northern_ireland     residential         2050
#> 1623 2014-12-01 northern_ireland     residential         2080
#> 1624 2015-01-01 northern_ireland     residential         1570
#> 1625 2015-02-01 northern_ireland     residential         1690
#> 1626 2015-03-01 northern_ireland     residential         1750
#> 1627 2015-04-01 northern_ireland     residential         1610
#> 1628 2015-05-01 northern_ireland     residential         1880
#> 1629 2015-06-01 northern_ireland     residential         2240
#> 1630 2015-07-01 northern_ireland     residential         2230
#> 1631 2015-08-01 northern_ireland     residential         2020
#> 1632 2015-09-01 northern_ireland     residential         2140
#> 1633 2015-10-01 northern_ireland     residential         2410
#> 1634 2015-11-01 northern_ireland     residential         2180
#> 1635 2015-12-01 northern_ireland     residential         2160
#> 1636 2016-01-01 northern_ireland     residential         1590
#> 1637 2016-02-01 northern_ireland     residential         1720
#> 1638 2016-03-01 northern_ireland     residential         3310
#> 1639 2016-04-01 northern_ireland     residential         1450
#> 1640 2016-05-01 northern_ireland     residential         1660
#> 1641 2016-06-01 northern_ireland     residential         2080
#> 1642 2016-07-01 northern_ireland     residential         1980
#> 1643 2016-08-01 northern_ireland     residential         2110
#> 1644 2016-09-01 northern_ireland     residential         2220
#> 1645 2016-10-01 northern_ireland     residential         1960
#> 1646 2016-11-01 northern_ireland     residential         2190
#> 1647 2016-12-01 northern_ireland     residential         2330
#> 1648 2017-01-01 northern_ireland     residential         1720
#> 1649 2017-02-01 northern_ireland     residential         1750
#> 1650 2017-03-01 northern_ireland     residential         2140
#> 1651 2017-04-01 northern_ireland     residential         1810
#> 1652 2017-05-01 northern_ireland     residential         2110
#> 1653 2017-06-01 northern_ireland     residential         2690
#> 1654 2017-07-01 northern_ireland     residential         2030
#> 1655 2017-08-01 northern_ireland     residential         2460
#> 1656 2017-09-01 northern_ireland     residential         2530
#> 1657 2017-10-01 northern_ireland     residential         2480
#> 1658 2017-11-01 northern_ireland     residential         2470
#> 1659 2017-12-01 northern_ireland     residential         2460
#> 1660 2018-01-01 northern_ireland     residential         1700
#> 1661 2018-02-01 northern_ireland     residential         1970
#> 1662 2018-03-01 northern_ireland     residential         2220
#> 1663 2018-04-01 northern_ireland     residential         1930
#> 1664 2018-05-01 northern_ireland     residential         2250
#> 1665 2018-06-01 northern_ireland     residential         2700
#> 1666 2018-07-01 northern_ireland     residential         2290
#> 1667 2018-08-01 northern_ireland     residential         2830
#> 1668 2018-09-01 northern_ireland     residential         2220
#> 1669 2018-10-01 northern_ireland     residential         2560
#> 1670 2018-11-01 northern_ireland     residential         2820
#> 1671 2018-12-01 northern_ireland     residential         2320
#> 1672 2019-01-01 northern_ireland     residential         1730
#> 1673 2019-02-01 northern_ireland     residential         2070
#> 1674 2019-03-01 northern_ireland     residential         2240
#> 1675 2019-04-01 northern_ireland     residential         2020
#> 1676 2019-05-01 northern_ireland     residential         2450
#> 1677 2019-06-01 northern_ireland     residential         2290
#> 1678 2019-07-01 northern_ireland     residential         2170
#> 1679 2019-08-01 northern_ireland     residential         2690
#> 1680 2019-09-01 northern_ireland     residential         2410
#> 1681 2019-10-01 northern_ireland     residential         2550
#> 1682 2019-11-01 northern_ireland     residential         2700
#> 1683 2019-12-01 northern_ireland     residential         2130
#> 1684 2020-01-01 northern_ireland     residential         1910
#> 1685 2020-02-01 northern_ireland     residential         2010
#> 1686 2020-03-01 northern_ireland     residential         1990
#> 1687 2020-04-01 northern_ireland     residential          410
#> 1688 2020-05-01 northern_ireland     residential          540
#> 1689 2020-06-01 northern_ireland     residential         1280
#> 1690 2020-07-01 northern_ireland     residential         1720
#> 1691 2020-08-01 northern_ireland     residential         1690
#> 1692 2020-09-01 northern_ireland     residential         2280
#> 1693 2020-10-01 northern_ireland     residential         3080
#> 1694 2020-11-01 northern_ireland     residential         2930
#> 1695 2020-12-01 northern_ireland     residential         3070
#> 1696 2021-01-01 northern_ireland     residential         2290
#> 1697 2021-02-01 northern_ireland     residential         2580
#> 1698 2021-03-01 northern_ireland     residential         3510
#> 1699 2021-04-01 northern_ireland     residential         2570
#> 1700 2021-05-01 northern_ireland     residential         2550
#> 1701 2021-06-01 northern_ireland     residential         3900
#> 1702 2021-07-01 northern_ireland     residential         2510
#> 1703 2021-08-01 northern_ireland     residential         2780
#> 1704 2021-09-01 northern_ireland     residential         3970
#> 1705 2021-10-01 northern_ireland     residential         2310
#> 1706 2021-11-01 northern_ireland     residential         2640
#> 1707 2021-12-01 northern_ireland     residential         2570
#> 1708 2022-01-01 northern_ireland     residential         1980
#> 1709 2022-02-01 northern_ireland     residential         2250
#> 1710 2022-03-01 northern_ireland     residential         2440
#> 1711 2022-04-01 northern_ireland     residential         2360
#> 1712 2022-05-01 northern_ireland     residential         2320
#> 1713 2022-06-01 northern_ireland     residential         2460
#> 1714 2022-07-01 northern_ireland     residential         2280
#> 1715 2022-08-01 northern_ireland     residential         2500
#> 1716 2022-09-01 northern_ireland     residential         2740
#> 1717 2022-10-01 northern_ireland     residential         2490
#> 1718 2022-11-01 northern_ireland     residential         2440
#> 1719 2022-12-01 northern_ireland     residential         2270
#> 1720 2023-01-01 northern_ireland     residential         1530
#> 1721 2023-02-01 northern_ireland     residential         1720
#> 1722 2023-03-01 northern_ireland     residential         2150
#> 1723 2023-04-01 northern_ireland     residential         1560
#> 1724 2023-05-01 northern_ireland     residential         1820
#> 1725 2023-06-01 northern_ireland     residential         2240
#> 1726 2023-07-01 northern_ireland     residential         1820
#> 1727 2023-08-01 northern_ireland     residential         2270
#> 1728 2023-09-01 northern_ireland     residential         2310
#> 1729 2023-10-01 northern_ireland     residential         2080
#> 1730 2023-11-01 northern_ireland     residential         2070
#> 1731 2023-12-01 northern_ireland     residential         2040
#> 1732 2024-01-01 northern_ireland     residential         1540
#> 1733 2024-02-01 northern_ireland     residential         1660
#> 1734 2024-03-01 northern_ireland     residential         2060
#> 1735 2024-04-01 northern_ireland     residential         1680
#> 1736 2024-05-01 northern_ireland     residential         2180
#> 1737 2024-06-01 northern_ireland     residential         2020
#> 1738 2024-07-01 northern_ireland     residential         2010
#> 1739 2024-08-01 northern_ireland     residential         2540
#> 1740 2024-09-01 northern_ireland     residential         2350
#> 1741 2024-10-01 northern_ireland     residential         2780
#> 1742 2024-11-01 northern_ireland     residential         2430
#> 1743 2024-12-01 northern_ireland     residential         2230
#> 1744 2025-01-01 northern_ireland     residential         1850
#> 1745 2025-02-01 northern_ireland     residential         2140
#> 1746 2025-03-01 northern_ireland     residential         3170
#> 1747 2025-04-01 northern_ireland     residential         1260
#> 1748 2025-05-01 northern_ireland     residential         1890
#> 1749 2025-06-01 northern_ireland     residential         2160
#> 1750 2025-07-01 northern_ireland     residential         2060
#> 1751 2025-08-01 northern_ireland     residential         2450
#> 1752 2025-09-01 northern_ireland     residential         2440
#> 1753 2025-10-01 northern_ireland     residential         2760
#> 1754 2025-11-01 northern_ireland     residential         2470
#> 1755 2025-12-01 northern_ireland     residential         2360
#> 1756 2026-01-01 northern_ireland     residential         1900
#> 1757 2026-02-01 northern_ireland     residential         2010
#> 1758 2005-04-01         scotland     residential        10540
#> 1759 2005-05-01         scotland     residential        10180
#> 1760 2005-06-01         scotland     residential        12120
#> 1761 2005-07-01         scotland     residential        12530
#> 1762 2005-08-01         scotland     residential        12000
#> 1763 2005-09-01         scotland     residential        12510
#> 1764 2005-10-01         scotland     residential        11410
#> 1765 2005-11-01         scotland     residential        11690
#> 1766 2005-12-01         scotland     residential        11430
#> 1767 2006-01-01         scotland     residential         8500
#> 1768 2006-02-01         scotland     residential         7150
#> 1769 2006-03-01         scotland     residential        11180
#> 1770 2006-04-01         scotland     residential        10690
#> 1771 2006-05-01         scotland     residential        11990
#> 1772 2006-06-01         scotland     residential        15670
#> 1773 2006-07-01         scotland     residential        12790
#> 1774 2006-08-01         scotland     residential        13430
#> 1775 2006-09-01         scotland     residential        13930
#> 1776 2006-10-01         scotland     residential        13030
#> 1777 2006-11-01         scotland     residential        13120
#> 1778 2006-12-01         scotland     residential        12920
#> 1779 2007-01-01         scotland     residential         9170
#> 1780 2007-02-01         scotland     residential         7580
#> 1781 2007-03-01         scotland     residential        11920
#> 1782 2007-04-01         scotland     residential        11700
#> 1783 2007-05-01         scotland     residential        12750
#> 1784 2007-06-01         scotland     residential        16360
#> 1785 2007-07-01         scotland     residential        13290
#> 1786 2007-08-01         scotland     residential        15480
#> 1787 2007-09-01         scotland     residential        12270
#> 1788 2007-10-01         scotland     residential        12700
#> 1789 2007-11-01         scotland     residential        13810
#> 1790 2007-12-01         scotland     residential        10180
#> 1791 2008-01-01         scotland     residential         7800
#> 1792 2008-02-01         scotland     residential         7920
#> 1793 2008-03-01         scotland     residential         9080
#> 1794 2008-04-01         scotland     residential         9910
#> 1795 2008-05-01         scotland     residential        10620
#> 1796 2008-06-01         scotland     residential         9580
#> 1797 2008-07-01         scotland     residential         8020
#> 1798 2008-08-01         scotland     residential         7830
#> 1799 2008-09-01         scotland     residential         6650
#> 1800 2008-10-01         scotland     residential         8000
#> 1801 2008-11-01         scotland     residential         5650
#> 1802 2008-12-01         scotland     residential         5300
#> 1803 2009-01-01         scotland     residential         3920
#> 1804 2009-02-01         scotland     residential         3560
#> 1805 2009-03-01         scotland     residential         4950
#> 1806 2009-04-01         scotland     residential         5220
#> 1807 2009-05-01         scotland     residential         5870
#> 1808 2009-06-01         scotland     residential         6440
#> 1809 2009-07-01         scotland     residential         7110
#> 1810 2009-08-01         scotland     residential         6370
#> 1811 2009-09-01         scotland     residential         6630
#> 1812 2009-10-01         scotland     residential         7380
#> 1813 2009-11-01         scotland     residential         6950
#> 1814 2009-12-01         scotland     residential         7440
#> 1815 2010-01-01         scotland     residential         4370
#> 1816 2010-02-01         scotland     residential         4010
#> 1817 2010-03-01         scotland     residential         5720
#> 1818 2010-04-01         scotland     residential         6380
#> 1819 2010-05-01         scotland     residential         5870
#> 1820 2010-06-01         scotland     residential         7230
#> 1821 2010-07-01         scotland     residential         7550
#> 1822 2010-08-01         scotland     residential         6540
#> 1823 2010-09-01         scotland     residential         6540
#> 1824 2010-10-01         scotland     residential         7020
#> 1825 2010-11-01         scotland     residential         6290
#> 1826 2010-12-01         scotland     residential         5600
#> 1827 2011-01-01         scotland     residential         3980
#> 1828 2011-02-01         scotland     residential         3770
#> 1829 2011-03-01         scotland     residential         5370
#> 1830 2011-04-01         scotland     residential         5790
#> 1831 2011-05-01         scotland     residential         5700
#> 1832 2011-06-01         scotland     residential         6640
#> 1833 2011-07-01         scotland     residential         7000
#> 1834 2011-08-01         scotland     residential         6610
#> 1835 2011-09-01         scotland     residential         7210
#> 1836 2011-10-01         scotland     residential         6170
#> 1837 2011-11-01         scotland     residential         6390
#> 1838 2011-12-01         scotland     residential         6110
#> 1839 2012-01-01         scotland     residential         4540
#> 1840 2012-02-01         scotland     residential         4100
#> 1841 2012-03-01         scotland     residential         6830
#> 1842 2012-04-01         scotland     residential         5610
#> 1843 2012-05-01         scotland     residential         6110
#> 1844 2012-06-01         scotland     residential         7600
#> 1845 2012-07-01         scotland     residential         6140
#> 1846 2012-08-01         scotland     residential         7460
#> 1847 2012-09-01         scotland     residential         5830
#> 1848 2012-10-01         scotland     residential         6450
#> 1849 2012-11-01         scotland     residential         7090
#> 1850 2012-12-01         scotland     residential         6070
#> 1851 2013-01-01         scotland     residential         4610
#> 1852 2013-02-01         scotland     residential         4380
#> 1853 2013-03-01         scotland     residential         6390
#> 1854 2013-04-01         scotland     residential         6270
#> 1855 2013-05-01         scotland     residential         7780
#> 1856 2013-06-01         scotland     residential         7800
#> 1857 2013-07-01         scotland     residential         7650
#> 1858 2013-08-01         scotland     residential         8700
#> 1859 2013-09-01         scotland     residential         7520
#> 1860 2013-10-01         scotland     residential         8110
#> 1861 2013-11-01         scotland     residential         9000
#> 1862 2013-12-01         scotland     residential         7310
#> 1863 2014-01-01         scotland     residential         6500
#> 1864 2014-02-01         scotland     residential         5680
#> 1865 2014-03-01         scotland     residential         6830
#> 1866 2014-04-01         scotland     residential         7590
#> 1867 2014-05-01         scotland     residential         8830
#> 1868 2014-06-01         scotland     residential         8970
#> 1869 2014-07-01         scotland     residential         8160
#> 1870 2014-08-01         scotland     residential         9500
#> 1871 2014-09-01         scotland     residential         7870
#> 1872 2014-10-01         scotland     residential         9270
#> 1873 2014-11-01         scotland     residential         8640
#> 1874 2014-12-01         scotland     residential         6590
#> 1875 2015-01-01         scotland     residential         6270
#> 1876 2015-02-01         scotland     residential         5260
#> 1877 2015-03-01         scotland     residential         7700
#> 1878 2015-04-01         scotland     residential         8060
#> 1879 2015-05-01         scotland     residential         8600
#> 1880 2015-06-01         scotland     residential         9610
#> 1881 2015-07-01         scotland     residential        10240
#> 1882 2015-08-01         scotland     residential         8760
#> 1883 2015-09-01         scotland     residential         8710
#> 1884 2015-10-01         scotland     residential         9880
#> 1885 2015-11-01         scotland     residential         9000
#> 1886 2015-12-01         scotland     residential         8230
#> 1887 2016-01-01         scotland     residential         6430
#> 1888 2016-02-01         scotland     residential         5670
#> 1889 2016-03-01         scotland     residential        11330
#> 1890 2016-04-01         scotland     residential         6760
#> 1891 2016-05-01         scotland     residential         7260
#> 1892 2016-06-01         scotland     residential         8860
#> 1893 2016-07-01         scotland     residential         9300
#> 1894 2016-08-01         scotland     residential         8640
#> 1895 2016-09-01         scotland     residential         9490
#> 1896 2016-10-01         scotland     residential         8440
#> 1897 2016-11-01         scotland     residential         8710
#> 1898 2016-12-01         scotland     residential         8560
#> 1899 2017-01-01         scotland     residential         6400
#> 1900 2017-02-01         scotland     residential         5860
#> 1901 2017-03-01         scotland     residential         9320
#> 1902 2017-04-01         scotland     residential         8050
#> 1903 2017-05-01         scotland     residential         8570
#> 1904 2017-06-01         scotland     residential        11020
#> 1905 2017-07-01         scotland     residential         8970
#> 1906 2017-08-01         scotland     residential         9560
#> 1907 2017-09-01         scotland     residential         9770
#> 1908 2017-10-01         scotland     residential         9020
#> 1909 2017-11-01         scotland     residential         8800
#> 1910 2017-12-01         scotland     residential         8350
#> 1911 2018-01-01         scotland     residential         6130
#> 1912 2018-02-01         scotland     residential         5450
#> 1913 2018-03-01         scotland     residential         6790
#> 1914 2018-04-01         scotland     residential         7570
#> 1915 2018-05-01         scotland     residential         8310
#> 1916 2018-06-01         scotland     residential        10730
#> 1917 2018-07-01         scotland     residential         8980
#> 1918 2018-08-01         scotland     residential        10600
#> 1919 2018-09-01         scotland     residential         8740
#> 1920 2018-10-01         scotland     residential         9260
#> 1921 2018-11-01         scotland     residential        10170
#> 1922 2018-12-01         scotland     residential         7630
#> 1923 2019-01-01         scotland     residential         6830
#> 1924 2019-02-01         scotland     residential         5500
#> 1925 2019-03-01         scotland     residential         8520
#> 1926 2019-04-01         scotland     residential         8030
#> 1927 2019-05-01         scotland     residential         9810
#> 1928 2019-06-01         scotland     residential         9520
#> 1929 2019-07-01         scotland     residential         9030
#> 1930 2019-08-01         scotland     residential        10280
#> 1931 2019-09-01         scotland     residential         8940
#> 1932 2019-10-01         scotland     residential         9480
#> 1933 2019-11-01         scotland     residential        10200
#> 1934 2019-12-01         scotland     residential         8200
#> 1935 2020-01-01         scotland     residential         7050
#> 1936 2020-02-01         scotland     residential         5920
#> 1937 2020-03-01         scotland     residential         6320
#> 1938 2020-04-01         scotland     residential         2740
#> 1939 2020-05-01         scotland     residential         3380
#> 1940 2020-06-01         scotland     residential         4090
#> 1941 2020-07-01         scotland     residential         5300
#> 1942 2020-08-01         scotland     residential         6860
#> 1943 2020-09-01         scotland     residential        10650
#> 1944 2020-10-01         scotland     residential        12960
#> 1945 2020-11-01         scotland     residential        12500
#> 1946 2020-12-01         scotland     residential        11150
#> 1947 2021-01-01         scotland     residential         7820
#> 1948 2021-02-01         scotland     residential         7270
#> 1949 2021-03-01         scotland     residential        12270
#> 1950 2021-04-01         scotland     residential         7160
#> 1951 2021-05-01         scotland     residential         8680
#> 1952 2021-06-01         scotland     residential        11230
#> 1953 2021-07-01         scotland     residential        10960
#> 1954 2021-08-01         scotland     residential         9990
#> 1955 2021-09-01         scotland     residential         9610
#> 1956 2021-10-01         scotland     residential        10480
#> 1957 2021-11-01         scotland     residential         9700
#> 1958 2021-12-01         scotland     residential         9020
#> 1959 2022-01-01         scotland     residential         7350
#> 1960 2022-02-01         scotland     residential         6600
#> 1961 2022-03-01         scotland     residential         8300
#> 1962 2022-04-01         scotland     residential         8790
#> 1963 2022-05-01         scotland     residential         8610
#> 1964 2022-06-01         scotland     residential         8750
#> 1965 2022-07-01         scotland     residential         9750
#> 1966 2022-08-01         scotland     residential         9680
#> 1967 2022-09-01         scotland     residential        10230
#> 1968 2022-10-01         scotland     residential         9350
#> 1969 2022-11-01         scotland     residential         9220
#> 1970 2022-12-01         scotland     residential         8030
#> 1971 2023-01-01         scotland     residential         5960
#> 1972 2023-02-01         scotland     residential         5500
#> 1973 2023-03-01         scotland     residential         8270
#> 1974 2023-04-01         scotland     residential         7140
#> 1975 2023-05-01         scotland     residential         7740
#> 1976 2023-06-01         scotland     residential         9530
#> 1977 2023-07-01         scotland     residential         8350
#> 1978 2023-08-01         scotland     residential         8510
#> 1979 2023-09-01         scotland     residential         8650
#> 1980 2023-10-01         scotland     residential         7920
#> 1981 2023-11-01         scotland     residential         8110
#> 1982 2023-12-01         scotland     residential         7410
#> 1983 2024-01-01         scotland     residential         6220
#> 1984 2024-02-01         scotland     residential         5650
#> 1985 2024-03-01         scotland     residential         7900
#> 1986 2024-04-01         scotland     residential         7900
#> 1987 2024-05-01         scotland     residential         9250
#> 1988 2024-06-01         scotland     residential         8770
#> 1989 2024-07-01         scotland     residential         8960
#> 1990 2024-08-01         scotland     residential        10100
#> 1991 2024-09-01         scotland     residential         8650
#> 1992 2024-10-01         scotland     residential         9490
#> 1993 2024-11-01         scotland     residential         9740
#> 1994 2024-12-01         scotland     residential         7780
#> 1995 2025-01-01         scotland     residential         7030
#> 1996 2025-02-01         scotland     residential         6260
#> 1997 2025-03-01         scotland     residential         7820
#> 1998 2025-04-01         scotland     residential         7780
#> 1999 2025-05-01         scotland     residential         9140
#> 2000 2025-06-01         scotland     residential         9780
#> 2001 2025-07-01         scotland     residential         9380
#> 2002 2025-08-01         scotland     residential        10300
#> 2003 2025-09-01         scotland     residential         9420
#> 2004 2025-10-01         scotland     residential        10350
#> 2005 2025-11-01         scotland     residential         9280
#> 2006 2025-12-01         scotland     residential         8300
#> 2007 2026-01-01         scotland     residential         7100
#> 2008 2026-02-01         scotland     residential         5660
#> 2009 2005-04-01               uk     residential       107190
#> 2010 2005-05-01               uk     residential       109010
#> 2011 2005-06-01               uk     residential       124660
#> 2012 2005-07-01               uk     residential       129170
#> 2013 2005-08-01               uk     residential       128150
#> 2014 2005-09-01               uk     residential       129560
#> 2015 2005-10-01               uk     residential       120860
#> 2016 2005-11-01               uk     residential       124540
#> 2017 2005-12-01               uk     residential       136300
#> 2018 2006-01-01               uk     residential        99740
#> 2019 2006-02-01               uk     residential       102230
#> 2020 2006-03-01               uk     residential       132710
#> 2021 2006-04-01               uk     residential       121270
#> 2022 2006-05-01               uk     residential       135030
#> 2023 2006-06-01               uk     residential       162970
#> 2024 2006-07-01               uk     residential       148490
#> 2025 2006-08-01               uk     residential       156560
#> 2026 2006-09-01               uk     residential       152100
#> 2027 2006-10-01               uk     residential       149270
#> 2028 2006-11-01               uk     residential       151770
#> 2029 2006-12-01               uk     residential       158310
#> 2030 2007-01-01               uk     residential       114880
#> 2031 2007-02-01               uk     residential       112280
#> 2032 2007-03-01               uk     residential       139780
#> 2033 2007-04-01               uk     residential       126450
#> 2034 2007-05-01               uk     residential       140110
#> 2035 2007-06-01               uk     residential       161680
#> 2036 2007-07-01               uk     residential       151390
#> 2037 2007-08-01               uk     residential       162330
#> 2038 2007-09-01               uk     residential       129210
#> 2039 2007-10-01               uk     residential       133700
#> 2040 2007-11-01               uk     residential       134320
#> 2041 2007-12-01               uk     residential       107680
#> 2042 2008-01-01               uk     residential        79350
#> 2043 2008-02-01               uk     residential        84540
#> 2044 2008-03-01               uk     residential        82050
#> 2045 2008-04-01               uk     residential        88350
#> 2046 2008-05-01               uk     residential        90570
#> 2047 2008-06-01               uk     residential        83780
#> 2048 2008-07-01               uk     residential        74560
#> 2049 2008-08-01               uk     residential        69560
#> 2050 2008-09-01               uk     residential        61330
#> 2051 2008-10-01               uk     residential        72020
#> 2052 2008-11-01               uk     residential        54910
#> 2053 2008-12-01               uk     residential        59180
#> 2054 2009-01-01               uk     residential        41060
#> 2055 2009-02-01               uk     residential        42750
#> 2056 2009-03-01               uk     residential        57990
#> 2057 2009-04-01               uk     residential        57690
#> 2058 2009-05-01               uk     residential        64640
#> 2059 2009-06-01               uk     residential        74760
#> 2060 2009-07-01               uk     residential        86090
#> 2061 2009-08-01               uk     residential        78820
#> 2062 2009-09-01               uk     residential        79480
#> 2063 2009-10-01               uk     residential        88840
#> 2064 2009-11-01               uk     residential        82910
#> 2065 2009-12-01               uk     residential       103320
#> 2066 2010-01-01               uk     residential        50230
#> 2067 2010-02-01               uk     residential        58370
#> 2068 2010-03-01               uk     residential        71830
#> 2069 2010-04-01               uk     residential        71660
#> 2070 2010-05-01               uk     residential        70560
#> 2071 2010-06-01               uk     residential        84580
#> 2072 2010-07-01               uk     residential        89190
#> 2073 2010-08-01               uk     residential        81420
#> 2074 2010-09-01               uk     residential        77250
#> 2075 2010-10-01               uk     residential        79190
#> 2076 2010-11-01               uk     residential        75890
#> 2077 2010-12-01               uk     residential        75600
#> 2078 2011-01-01               uk     residential        51900
#> 2079 2011-02-01               uk     residential        54880
#> 2080 2011-03-01               uk     residential        66600
#> 2081 2011-04-01               uk     residential        68510
#> 2082 2011-05-01               uk     residential        66340
#> 2083 2011-06-01               uk     residential        78780
#> 2084 2011-07-01               uk     residential        83180
#> 2085 2011-08-01               uk     residential        85180
#> 2086 2011-09-01               uk     residential        85530
#> 2087 2011-10-01               uk     residential        77840
#> 2088 2011-11-01               uk     residential        81110
#> 2089 2011-12-01               uk     residential        84940
#> 2090 2012-01-01               uk     residential        60530
#> 2091 2012-02-01               uk     residential        62300
#> 2092 2012-03-01               uk     residential        86720
#> 2093 2012-04-01               uk     residential        63040
#> 2094 2012-05-01               uk     residential        75350
#> 2095 2012-06-01               uk     residential        85310
#> 2096 2012-07-01               uk     residential        81880
#> 2097 2012-08-01               uk     residential        90440
#> 2098 2012-09-01               uk     residential        74390
#> 2099 2012-10-01               uk     residential        83060
#> 2100 2012-11-01               uk     residential        89450
#> 2101 2012-12-01               uk     residential        80010
#> 2102 2013-01-01               uk     residential        62060
#> 2103 2013-02-01               uk     residential        64360
#> 2104 2013-03-01               uk     residential        79000
#> 2105 2013-04-01               uk     residential        72180
#> 2106 2013-05-01               uk     residential        91270
#> 2107 2013-06-01               uk     residential        91270
#> 2108 2013-07-01               uk     residential        98710
#> 2109 2013-08-01               uk     residential       105630
#> 2110 2013-09-01               uk     residential        93680
#> 2111 2013-10-01               uk     residential       101920
#> 2112 2013-11-01               uk     residential       109670
#> 2113 2013-12-01               uk     residential       104700
#> 2114 2014-01-01               uk     residential        87280
#> 2115 2014-02-01               uk     residential        85940
#> 2116 2014-03-01               uk     residential        91570
#> 2117 2014-04-01               uk     residential        94340
#> 2118 2014-05-01               uk     residential       103110
#> 2119 2014-06-01               uk     residential       108460
#> 2120 2014-07-01               uk     residential       110280
#> 2121 2014-08-01               uk     residential       114720
#> 2122 2014-09-01               uk     residential       105170
#> 2123 2014-10-01               uk     residential       114990
#> 2124 2014-11-01               uk     residential        99010
#> 2125 2014-12-01               uk     residential       103880
#> 2126 2015-01-01               uk     residential        77750
#> 2127 2015-02-01               uk     residential        78540
#> 2128 2015-03-01               uk     residential        91490
#> 2129 2015-04-01               uk     residential        86970
#> 2130 2015-05-01               uk     residential        97800
#> 2131 2015-06-01               uk     residential       114770
#> 2132 2015-07-01               uk     residential       120610
#> 2133 2015-08-01               uk     residential       109480
#> 2134 2015-09-01               uk     residential       109160
#> 2135 2015-10-01               uk     residential       119950
#> 2136 2015-11-01               uk     residential       109370
#> 2137 2015-12-01               uk     residential       113690
#> 2138 2016-01-01               uk     residential        84030
#> 2139 2016-02-01               uk     residential        91310
#> 2140 2016-03-01               uk     residential       171370
#> 2141 2016-04-01               uk     residential        73560
#> 2142 2016-05-01               uk     residential        83000
#> 2143 2016-06-01               uk     residential       102090
#> 2144 2016-07-01               uk     residential       106040
#> 2145 2016-08-01               uk     residential       108110
#> 2146 2016-09-01               uk     residential       105400
#> 2147 2016-10-01               uk     residential        98070
#> 2148 2016-11-01               uk     residential       102440
#> 2149 2016-12-01               uk     residential       109600
#> 2150 2017-01-01               uk     residential        80710
#> 2151 2017-02-01               uk     residential        83670
#> 2152 2017-03-01               uk     residential       105640
#> 2153 2017-04-01               uk     residential        87970
#> 2154 2017-05-01               uk     residential        96490
#> 2155 2017-06-01               uk     residential       118090
#> 2156 2017-07-01               uk     residential       105610
#> 2157 2017-08-01               uk     residential       112820
#> 2158 2017-09-01               uk     residential       108350
#> 2159 2017-10-01               uk     residential       107560
#> 2160 2017-11-01               uk     residential       106820
#> 2161 2017-12-01               uk     residential       106330
#> 2162 2018-01-01               uk     residential        80370
#> 2163 2018-02-01               uk     residential        81730
#> 2164 2018-03-01               uk     residential        95870
#> 2165 2018-04-01               uk     residential        84440
#> 2166 2018-05-01               uk     residential        95340
#> 2167 2018-06-01               uk     residential       111840
#> 2168 2018-07-01               uk     residential       103690
#> 2169 2018-08-01               uk     residential       117600
#> 2170 2018-09-01               uk     residential        97060
#> 2171 2018-10-01               uk     residential       109020
#> 2172 2018-11-01               uk     residential       115790
#> 2173 2018-12-01               uk     residential        98770
#> 2174 2019-01-01               uk     residential        78830
#> 2175 2019-02-01               uk     residential        81580
#> 2176 2019-03-01               uk     residential        95670
#> 2177 2019-04-01               uk     residential        87860
#> 2178 2019-05-01               uk     residential        97050
#> 2179 2019-06-01               uk     residential       100340
#> 2180 2019-07-01               uk     residential       104780
#> 2181 2019-08-01               uk     residential       111610
#> 2182 2019-09-01               uk     residential        99570
#> 2183 2019-10-01               uk     residential       107100
#> 2184 2019-11-01               uk     residential       110210
#> 2185 2019-12-01               uk     residential       102270
#> 2186 2020-01-01               uk     residential        83840
#> 2187 2020-02-01               uk     residential        82830
#> 2188 2020-03-01               uk     residential        86920
#> 2189 2020-04-01               uk     residential        37350
#> 2190 2020-05-01               uk     residential        46160
#> 2191 2020-06-01               uk     residential        67430
#> 2192 2020-07-01               uk     residential        80660
#> 2193 2020-08-01               uk     residential        85050
#> 2194 2020-09-01               uk     residential        99070
#> 2195 2020-10-01               uk     residential       121740
#> 2196 2020-11-01               uk     residential       121180
#> 2197 2020-12-01               uk     residential       132900
#> 2198 2021-01-01               uk     residential        97810
#> 2199 2021-02-01               uk     residential       121260
#> 2200 2021-03-01               uk     residential       174080
#> 2201 2021-04-01               uk     residential       113800
#> 2202 2021-05-01               uk     residential       102980
#> 2203 2021-06-01               uk     residential       214540
#> 2204 2021-07-01               uk     residential        83520
#> 2205 2021-08-01               uk     residential       104320
#> 2206 2021-09-01               uk     residential       165730
#> 2207 2021-10-01               uk     residential        85900
#> 2208 2021-11-01               uk     residential       101890
#> 2209 2021-12-01               uk     residential       110220
#> 2210 2022-01-01               uk     residential        83620
#> 2211 2022-02-01               uk     residential        94090
#> 2212 2022-03-01               uk     residential       109760
#> 2213 2022-04-01               uk     residential        99510
#> 2214 2022-05-01               uk     residential        99780
#> 2215 2022-06-01               uk     residential       103840
#> 2216 2022-07-01               uk     residential       110030
#> 2217 2022-08-01               uk     residential       112960
#> 2218 2022-09-01               uk     residential       114740
#> 2219 2022-10-01               uk     residential       110010
#> 2220 2022-11-01               uk     residential       112400
#> 2221 2022-12-01               uk     residential       107490
#> 2222 2023-01-01               uk     residential        75700
#> 2223 2023-02-01               uk     residential        75300
#> 2224 2023-03-01               uk     residential        95170
#> 2225 2023-04-01               uk     residential        67870
#> 2226 2023-05-01               uk     residential        74030
#> 2227 2023-06-01               uk     residential        94910
#> 2228 2023-07-01               uk     residential        85510
#> 2229 2023-08-01               uk     residential        94610
#> 2230 2023-09-01               uk     residential        92960
#> 2231 2023-10-01               uk     residential        90230
#> 2232 2023-11-01               uk     residential        87950
#> 2233 2023-12-01               uk     residential        85210
#> 2234 2024-01-01               uk     residential        67400
#> 2235 2024-02-01               uk     residential        72830
#> 2236 2024-03-01               uk     residential        87170
#> 2237 2024-04-01               uk     residential        77780
#> 2238 2024-05-01               uk     residential        92960
#> 2239 2024-06-01               uk     residential        90930
#> 2240 2024-07-01               uk     residential        97310
#> 2241 2024-08-01               uk     residential       105060
#> 2242 2024-09-01               uk     residential        94890
#> 2243 2024-10-01               uk     residential       111700
#> 2244 2024-11-01               uk     residential       106070
#> 2245 2024-12-01               uk     residential        98370
#> 2246 2025-01-01               uk     residential        82350
#> 2247 2025-02-01               uk     residential        91580
#> 2248 2025-03-01               uk     residential       165690
#> 2249 2025-04-01               uk     residential        56890
#> 2250 2025-05-01               uk     residential        81780
#> 2251 2025-06-01               uk     residential        96920
#> 2252 2025-07-01               uk     residential       101530
#> 2253 2025-08-01               uk     residential       105160
#> 2254 2025-09-01               uk     residential       103020
#> 2255 2025-10-01               uk     residential       117650
#> 2256 2025-11-01               uk     residential       104470
#> 2257 2025-12-01               uk     residential       105760
#> 2258 2026-01-01               uk     residential        80720
#> 2259 2026-02-01               uk     residential        86430
#> 2260 2005-04-01            wales     residential         4520
#> 2261 2005-05-01            wales     residential         4540
#> 2262 2005-06-01            wales     residential         5050
#> 2263 2005-07-01            wales     residential         5160
#> 2264 2005-08-01            wales     residential         5200
#> 2265 2005-09-01            wales     residential         5370
#> 2266 2005-10-01            wales     residential         5090
#> 2267 2005-11-01            wales     residential         5290
#> 2268 2005-12-01            wales     residential         5750
#> 2269 2006-01-01            wales     residential         3970
#> 2270 2006-02-01            wales     residential         4310
#> 2271 2006-03-01            wales     residential         5630
#> 2272 2006-04-01            wales     residential         5080
#> 2273 2006-05-01            wales     residential         5680
#> 2274 2006-06-01            wales     residential         6970
#> 2275 2006-07-01            wales     residential         6090
#> 2276 2006-08-01            wales     residential         6440
#> 2277 2006-09-01            wales     residential         6560
#> 2278 2006-10-01            wales     residential         6660
#> 2279 2006-11-01            wales     residential         6580
#> 2280 2006-12-01            wales     residential         7040
#> 2281 2007-01-01            wales     residential         4720
#> 2282 2007-02-01            wales     residential         4530
#> 2283 2007-03-01            wales     residential         5940
#> 2284 2007-04-01            wales     residential         5280
#> 2285 2007-05-01            wales     residential         5830
#> 2286 2007-06-01            wales     residential         6880
#> 2287 2007-07-01            wales     residential         6390
#> 2288 2007-08-01            wales     residential         6850
#> 2289 2007-09-01            wales     residential         5270
#> 2290 2007-10-01            wales     residential         5660
#> 2291 2007-11-01            wales     residential         5790
#> 2292 2007-12-01            wales     residential         4940
#> 2293 2008-01-01            wales     residential         3110
#> 2294 2008-02-01            wales     residential         3430
#> 2295 2008-03-01            wales     residential         3620
#> 2296 2008-04-01            wales     residential         3810
#> 2297 2008-05-01            wales     residential         4000
#> 2298 2008-06-01            wales     residential         3750
#> 2299 2008-07-01            wales     residential         3130
#> 2300 2008-08-01            wales     residential         2900
#> 2301 2008-09-01            wales     residential         2670
#> 2302 2008-10-01            wales     residential         3290
#> 2303 2008-11-01            wales     residential         2460
#> 2304 2008-12-01            wales     residential         2680
#> 2305 2009-01-01            wales     residential         1670
#> 2306 2009-02-01            wales     residential         1850
#> 2307 2009-03-01            wales     residential         2820
#> 2308 2009-04-01            wales     residential         2580
#> 2309 2009-05-01            wales     residential         2900
#> 2310 2009-06-01            wales     residential         3220
#> 2311 2009-07-01            wales     residential         3700
#> 2312 2009-08-01            wales     residential         3130
#> 2313 2009-09-01            wales     residential         3270
#> 2314 2009-10-01            wales     residential         3710
#> 2315 2009-11-01            wales     residential         3430
#> 2316 2009-12-01            wales     residential         4210
#> 2317 2010-01-01            wales     residential         1920
#> 2318 2010-02-01            wales     residential         2460
#> 2319 2010-03-01            wales     residential         3050
#> 2320 2010-04-01            wales     residential         3130
#> 2321 2010-05-01            wales     residential         3090
#> 2322 2010-06-01            wales     residential         3610
#> 2323 2010-07-01            wales     residential         3630
#> 2324 2010-08-01            wales     residential         3270
#> 2325 2010-09-01            wales     residential         3050
#> 2326 2010-10-01            wales     residential         3450
#> 2327 2010-11-01            wales     residential         3340
#> 2328 2010-12-01            wales     residential         3260
#> 2329 2011-01-01            wales     residential         2120
#> 2330 2011-02-01            wales     residential         2370
#> 2331 2011-03-01            wales     residential         2910
#> 2332 2011-04-01            wales     residential         2850
#> 2333 2011-05-01            wales     residential         2830
#> 2334 2011-06-01            wales     residential         3430
#> 2335 2011-07-01            wales     residential         3450
#> 2336 2011-08-01            wales     residential         3600
#> 2337 2011-09-01            wales     residential         3560
#> 2338 2011-10-01            wales     residential         3370
#> 2339 2011-11-01            wales     residential         3620
#> 2340 2011-12-01            wales     residential         3760
#> 2341 2012-01-01            wales     residential         2350
#> 2342 2012-02-01            wales     residential         2570
#> 2343 2012-03-01            wales     residential         3600
#> 2344 2012-04-01            wales     residential         2860
#> 2345 2012-05-01            wales     residential         3100
#> 2346 2012-06-01            wales     residential         3700
#> 2347 2012-07-01            wales     residential         3280
#> 2348 2012-08-01            wales     residential         3750
#> 2349 2012-09-01            wales     residential         3070
#> 2350 2012-10-01            wales     residential         3620
#> 2351 2012-11-01            wales     residential         3870
#> 2352 2012-12-01            wales     residential         3510
#> 2353 2013-01-01            wales     residential         2340
#> 2354 2013-02-01            wales     residential         2680
#> 2355 2013-03-01            wales     residential         3430
#> 2356 2013-04-01            wales     residential         2960
#> 2357 2013-05-01            wales     residential         3790
#> 2358 2013-06-01            wales     residential         4050
#> 2359 2013-07-01            wales     residential         4100
#> 2360 2013-08-01            wales     residential         4260
#> 2361 2013-09-01            wales     residential         3860
#> 2362 2013-10-01            wales     residential         4280
#> 2363 2013-11-01            wales     residential         4620
#> 2364 2013-12-01            wales     residential         4480
#> 2365 2014-01-01            wales     residential         3350
#> 2366 2014-02-01            wales     residential         3470
#> 2367 2014-03-01            wales     residential         3770
#> 2368 2014-04-01            wales     residential         3890
#> 2369 2014-05-01            wales     residential         4350
#> 2370 2014-06-01            wales     residential         4490
#> 2371 2014-07-01            wales     residential         4700
#> 2372 2014-08-01            wales     residential         4640
#> 2373 2014-09-01            wales     residential         4170
#> 2374 2014-10-01            wales     residential         4750
#> 2375 2014-11-01            wales     residential         4170
#> 2376 2014-12-01            wales     residential         4560
#> 2377 2015-01-01            wales     residential         3160
#> 2378 2015-02-01            wales     residential         3200
#> 2379 2015-03-01            wales     residential         3800
#> 2380 2015-04-01            wales     residential         3610
#> 2381 2015-05-01            wales     residential         4010
#> 2382 2015-06-01            wales     residential         4720
#> 2383 2015-07-01            wales     residential         4980
#> 2384 2015-08-01            wales     residential         4440
#> 2385 2015-09-01            wales     residential         4370
#> 2386 2015-10-01            wales     residential         5120
#> 2387 2015-11-01            wales     residential         4700
#> 2388 2015-12-01            wales     residential         4900
#> 2389 2016-01-01            wales     residential         3260
#> 2390 2016-02-01            wales     residential         3810
#> 2391 2016-03-01            wales     residential         7020
#> 2392 2016-04-01            wales     residential         3200
#> 2393 2016-05-01            wales     residential         3600
#> 2394 2016-06-01            wales     residential         4310
#> 2395 2016-07-01            wales     residential         4540
#> 2396 2016-08-01            wales     residential         4700
#> 2397 2016-09-01            wales     residential         4560
#> 2398 2016-10-01            wales     residential         4400
#> 2399 2016-11-01            wales     residential         4610
#> 2400 2016-12-01            wales     residential         5140
#> 2401 2017-01-01            wales     residential         3470
#> 2402 2017-02-01            wales     residential         3660
#> 2403 2017-03-01            wales     residential         5320
#> 2404 2017-04-01            wales     residential         4010
#> 2405 2017-05-01            wales     residential         4480
#> 2406 2017-06-01            wales     residential         5320
#> 2407 2017-07-01            wales     residential         4690
#> 2408 2017-08-01            wales     residential         5160
#> 2409 2017-09-01            wales     residential         5000
#> 2410 2017-10-01            wales     residential         5010
#> 2411 2017-11-01            wales     residential         5070
#> 2412 2017-12-01            wales     residential         5230
#> 2413 2018-01-01            wales     residential         3660
#> 2414 2018-02-01            wales     residential         3730
#> 2415 2018-03-01            wales     residential         4390
#> 2416 2018-04-01            wales     residential         3900
#> 2417 2018-05-01            wales     residential         4360
#> 2418 2018-06-01            wales     residential         4990
#> 2419 2018-07-01            wales     residential         4860
#> 2420 2018-08-01            wales     residential         5460
#> 2421 2018-09-01            wales     residential         4540
#> 2422 2018-10-01            wales     residential         5050
#> 2423 2018-11-01            wales     residential         5790
#> 2424 2018-12-01            wales     residential         4940
#> 2425 2019-01-01            wales     residential         3590
#> 2426 2019-02-01            wales     residential         3870
#> 2427 2019-03-01            wales     residential         4420
#> 2428 2019-04-01            wales     residential         4020
#> 2429 2019-05-01            wales     residential         4570
#> 2430 2019-06-01            wales     residential         4670
#> 2431 2019-07-01            wales     residential         5020
#> 2432 2019-08-01            wales     residential         5280
#> 2433 2019-09-01            wales     residential         4650
#> 2434 2019-10-01            wales     residential         5060
#> 2435 2019-11-01            wales     residential         5230
#> 2436 2019-12-01            wales     residential         4900
#> 2437 2020-01-01            wales     residential         3850
#> 2438 2020-02-01            wales     residential         3940
#> 2439 2020-03-01            wales     residential         4120
#> 2440 2020-04-01            wales     residential         1760
#> 2441 2020-05-01            wales     residential         1950
#> 2442 2020-06-01            wales     residential         2580
#> 2443 2020-07-01            wales     residential         3040
#> 2444 2020-08-01            wales     residential         3240
#> 2445 2020-09-01            wales     residential         3710
#> 2446 2020-10-01            wales     residential         5310
#> 2447 2020-11-01            wales     residential         5310
#> 2448 2020-12-01            wales     residential         6200
#> 2449 2021-01-01            wales     residential         3910
#> 2450 2021-02-01            wales     residential         4790
#> 2451 2021-03-01            wales     residential         6450
#> 2452 2021-04-01            wales     residential         5130
#> 2453 2021-05-01            wales     residential         4710
#> 2454 2021-06-01            wales     residential         8110
#> 2455 2021-07-01            wales     residential         4590
#> 2456 2021-08-01            wales     residential         5000
#> 2457 2021-09-01            wales     residential         5540
#> 2458 2021-10-01            wales     residential         5320
#> 2459 2021-11-01            wales     residential         5430
#> 2460 2021-12-01            wales     residential         5260
#> 2461 2022-01-01            wales     residential         3830
#> 2462 2022-02-01            wales     residential         4450
#> 2463 2022-03-01            wales     residential         4940
#> 2464 2022-04-01            wales     residential         4440
#> 2465 2022-05-01            wales     residential         4530
#> 2466 2022-06-01            wales     residential         4300
#> 2467 2022-07-01            wales     residential         4900
#> 2468 2022-08-01            wales     residential         4950
#> 2469 2022-09-01            wales     residential         4870
#> 2470 2022-10-01            wales     residential         5080
#> 2471 2022-11-01            wales     residential         5020
#> 2472 2022-12-01            wales     residential         4740
#> 2473 2023-01-01            wales     residential         3200
#> 2474 2023-02-01            wales     residential         3280
#> 2475 2023-03-01            wales     residential         4200
#> 2476 2023-04-01            wales     residential         3020
#> 2477 2023-05-01            wales     residential         3280
#> 2478 2023-06-01            wales     residential         4140
#> 2479 2023-07-01            wales     residential         3710
#> 2480 2023-08-01            wales     residential         4110
#> 2481 2023-09-01            wales     residential         4130
#> 2482 2023-10-01            wales     residential         4050
#> 2483 2023-11-01            wales     residential         3820
#> 2484 2023-12-01            wales     residential         3900
#> 2485 2024-01-01            wales     residential         2790
#> 2486 2024-02-01            wales     residential         3250
#> 2487 2024-03-01            wales     residential         3850
#> 2488 2024-04-01            wales     residential         3320
#> 2489 2024-05-01            wales     residential         3930
#> 2490 2024-06-01            wales     residential         4010
#> 2491 2024-07-01            wales     residential         4310
#> 2492 2024-08-01            wales     residential         4600
#> 2493 2024-09-01            wales     residential         4000
#> 2494 2024-10-01            wales     residential         4870
#> 2495 2024-11-01            wales     residential         4730
#> 2496 2024-12-01            wales     residential         4340
#> 2497 2025-01-01            wales     residential         3440
#> 2498 2025-02-01            wales     residential         3940
#> 2499 2025-03-01            wales     residential         4760
#> 2500 2025-04-01            wales     residential         3780
#> 2501 2025-05-01            wales     residential         4110
#> 2502 2025-06-01            wales     residential         4480
#> 2503 2025-07-01            wales     residential         4620
#> 2504 2025-08-01            wales     residential         4740
#> 2505 2025-09-01            wales     residential         4570
#> 2506 2025-10-01            wales     residential         5350
#> 2507 2025-11-01            wales     residential         4740
#> 2508 2025-12-01            wales     residential         4910
#> 2509 2026-01-01            wales     residential         3590
#> 2510 2026-02-01            wales     residential         4010
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 [22ms]
#> 
#>  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 [183ms]
#> 
#> # Monthly UK property transactions
#> # Source: https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above
#> # Fetched 2026-04-26 13:15:53 UTC | Vintage: latest | Cells: counts | Freq: monthly | 74 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        44070
#> 65 2025-05-01 england residential        66640
#> 66 2025-06-01 england residential        80500
#> 67 2025-07-01 england residential        85470
#> 68 2025-08-01 england residential        87670
#> 69 2025-09-01 england residential        86590
#> 70 2025-10-01 england residential        99190
#> 71 2025-11-01 england residential        87980
#> 72 2025-12-01 england residential        90190
#> 73 2026-01-01 england residential        68130
#> 74 2026-02-01 england residential        74750
options(op)
# }