Exploring Tuberculosis Monitoring Indicators in England; Using Dimension Reduction and Clustering

Introduction

I recently attended the Public Health Research and Science Conference, run by Public Health England (PHE), at the University of Warwick. I was mainly there to present some work that I have been doing (along with my co-authors) estimating the direct effects of the 2005 change in BCG vaccination policy on Tuberculosis (TB) incidence rates (slides) but it was also a great opportunity to see what research is being done within, and partnered with, PHE. The standout out work for me was the nascent data science work that is being undertaken within PHE, which is currently focused around the fingertipsR R package by Sebastian Fox. fingertipsR provides an easy interface to access the fingertips API, which contains data on a large variety of public health issues, and can be explored interactively online (see previous link).

In this post we will focus on data on Tuberculosis (TB), which is predominately a respiratory disease and if left untreated kills approximately half of those infected. The majority of cases are symptom-less (known as latent TB), with 10% of latent cases progressing to active disease. It is thought that immediately after infection individuals are at a higher risk of proceeding to active disease, with the risk diminishing after several years. However, individuals who have carried the disease for many years can, and do, progress to active TB disease. This makes the control and management of TB on a population scale challenging as cases may either be due to recent transmission or be from the activation of latent cases who have carried the disease for many years. HIV infection is known to drastically increase the likelihood of progression to active TB disease and TB is the leading cause of death among people living with HIV (source). Globally 10.4 million people fell ill with TB in 2016 alone, with 1.7 million deaths (source).

In England, TB incidence rates have declined drastically over the course of the last century, with the introduction of BCG vaccination, effective TB treatments and improved standards of living. However, over the previous two decades incidence rates have remained relatively stable with incidence becoming increasing focused in at risk communities, such as the homeless population and the non-UK born living in high density urban areas (source). Recently it has been recognised that TB interventions in England must be collaborative and consistent across the country (source), as this has proven to be effective in other countries such as the USA.

This post uses dimension reduction (Principal Component Analysis (PCA)) and clustering (Partitioning Around Mediods (PAM)) to explore the Tuberculosis monitoring indicators available from the fingertips API, using the fingertipsR R package, for England. It aims to use hypothesis free techniques to generate clusters of counties with similar characteristics of TB indicators. This may help to identify regional variation in Tuberculosis monitoring indicators and possibly provide a framework for future improvements to TB control efforts. It also seeks to act as an example of dimension reduction and clustering analysis. Therefore, comments to improve this aspect of this post would be greatly appreciated (paper links, package recommendations, methodology improvements etc.)!

Packages

The first step is to load the packages required for the analysis, we do this using the fantastic pacman package.

if (!require(pacman)) install.packages("pacman"); library(pacman)
p_load("viridis")
p_load("broom")
p_load("knitr")
p_load("ggfortify")
p_load("gpclib")
p_load("rgdal")
p_load("raster")
p_load("maptools")
p_load("purrr")
p_load("FactoMineR")
p_load("cluster")
p_load("scales")
p_load("fingertipsR")
p_load("tidyverse")
p_load("knitr")
p_load("ggthemes")
p_load_gh("thomasp85/patchwork", dependencies = TRUE)

Data

As discussed in the introduction we are using fingertipsR as our data source. The first step is to investigate the data profiles provided by the package which mention TB.

profs <- profiles()

sel_profs <- profs[grepl("TB", profs$ProfileName),]

kable(sel_profs)
ProfileID ProfileName DomainID DomainName
86 TB Strategy Monitoring Indicators 1938132814 Key Indicators

We find that there are two profiles: key indicators and LTBI programme monitoring (screening the at-risk population for latent TB). We use the indicators function to explore the variables available in each profile.

tb_inds <- indicators(ProfileID = sel_profs$ProfileID)

kable(tb_inds)
IndicatorID IndicatorName DomainID DomainName ProfileID ProfileName
91359 TB incidence in England 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91361 TB incidence (three year average) 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91365 Proportion of pulmonary TB cases that were culture confirmed 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91366 Proportion of culture confirmed TB cases with drug susceptibility testing reported for the four first line agents 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91367 Proportion of drug sensitive TB cases who had completed a full course of treatment by 12 months 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91368 Proportion of drug sensitive TB cases who were lost to follow up at last reported outcome 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91369 Proportion of drug sensitive TB cases who had died at last reported outcome 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91373 Proportion of TB cases offered an HIV test 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91374 Proportion of drug sensitive TB cases with at least one social risk factor who completed treatment within 12 months 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91375 Proportion of culture confirmed TB cases with any first line drug resistance 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91450 Proportion of pulmonary TB cases starting treatment within two months of symptom onset 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators
91451 Proportion of pulmonary TB cases starting treatment within four months of symptom onset 1938132814 Key Indicators 86 TB Strategy Monitoring Indicators

This gives us 12 TB indicators, which we can now extract using the fingertips_data function combined with a call to purrr::map. This results in 12 tibbles, with the first being empty (TB incidence rates).

tb_df <- tb_inds$IndicatorID %>% map(~fingertips_data(IndicatorID = .))

The key indicator, which we will match all of the remaining data too, is the three-year average TB incidence rates (as the annual TB incidence rate is missing and would also be more susceptible to noise). The following code extracts this at the county level, re-codes the value variable as recent incidence rates and pulls the overall incidence of cases. According to the fingertips website, local authorities and CCGs with fewer than 20 TB cases per year have had all data for the indicators (apart from three-year average TB incidence) suppressed to avoid deductive disclosure. We can therefore filter out these counties now to avoid issues with missing data later. We also adjust the time period to represent the final year for each rolling average.

tb_inc <- tb_df[[2]] %>% 
  filter(AreaType %in% "County & UA") %>% 
  dplyr::select(AreaName, Sex, Age, Timeperiod,
         rec_inc_rate = Value, rec_inc = Count) %>% 
  filter(rec_inc >= 20) %>% 
  mutate(Timeperiod = Timeperiod %>% 
           str_split(" - ") %>% 
           map_chr(first) %>% 
           as.numeric %>% 
           {. + 2} %>% 
           as.character) %>% 
  dplyr::select(-rec_inc)

Looking through the other tibbles they all have the same structure - we can write a function using this knowledge to speed up data extraction.

tb_df_extraction <- function(tb_df, var_name, area_type = "County & UA") {
  df <- tb_df %>% 
    filter(AreaType %in% area_type) %>% 
    dplyr::select(AreaName, Sex, Age, Value, Timeperiod) %>% 
    rename_at(.vars = vars(Value), funs(paste0(var_name)))
  
  return(df)
}

We now extract data for all remaining indicators, rename variables with meaningful names, join into a single tibble and then left join onto the TB incidence rate tibble. Data is only available aggregated for all ages and genders so we also drop these variables here. Finally we clean up Timeperiod into years.

var_names <- c("prop_pul_cc", "prop_cc_ds_front", "prop_ds_treat_com_12",
               "prop_ds_lost_to_follow", "prop_ds_died",
               "prop_tb_offered_hiv_test", "prop_ds_rf_treat_com_12",
               "prop_cc_dr_front", "prop_p_start_treat_2_m_sym",
               "prop_p_start_treat_4_m_sym"
)

extracted_tb <- map2(tb_df[-(1:2)], var_names, ~tb_df_extraction(.x, .y)) %>% 
  reduce(full_join, by = c("AreaName", "Sex", "Age", "Timeperiod"))

com_tb_df <- tb_inc %>% 
  left_join(extracted_tb, by = c("AreaName", "Sex", "Age", "Timeperiod")) %>% 
  mutate(year = Timeperiod %>% as.numeric) %>% 
  mutate_if(is.character, as.factor) %>% 
  dplyr::select(-Timeperiod) %>% 
  filter(Sex %in% "Persons", Age %in% "All ages") %>% 
  dplyr::select(-Sex, -Age)

com_tb_df
##                          AreaName rec_inc_rate prop_pul_cc
## 1                      Hartlepool    10.001630    50.00000
## 2                   Middlesbrough    16.053904    72.72727
## 3                Stockton-on-Tees     5.986373    37.50000
## 4           Blackburn with Darwen    37.723518    61.76471
## 5                       Blackpool     7.953812          NA
## 6              Kingston upon Hull     5.055470    80.00000
## 7        East Riding of Yorkshire     3.280430          NA
## 8                           Derby    19.322306    66.66666
## 9                       Leicester    71.140205    62.62626
## 10                     Nottingham    16.883419    80.00000
## 11                 Stoke-on-Trent     8.859775    77.77778
## 12   Bath and North East Somerset     5.517611    40.00000
## 13                        Bristol    12.903458    68.88889
## 14          South Gloucestershire     3.249699          NA
## 15                       Plymouth     5.239760          NA
## 16                         Torbay     5.913205          NA
## 17                    Bournemouth     9.371326    43.75000
## 18                          Poole     7.217715    55.55556
## 19                        Swindon     5.167472          NA
## 20                   Peterborough    16.284304    80.00000
## 21                          Luton    39.676056    59.09091
## 22                Southend-on-Sea     8.486751    63.63636
## 23                         Medway     6.279737    75.00000
## 24                        Reading    23.120800    69.23077
## 25                         Slough    52.049015    72.22222
## 26         Windsor and Maidenhead     8.482484          NA
## 27                      Wokingham     5.119017    83.33334
## 28                  Milton Keynes     8.783349    42.85714
## 29              Brighton and Hove     6.279376          NA
## 30                     Portsmouth     9.037122    40.00000
## 31                    Southampton     9.128654    60.00000
## 32                  County Durham     2.563490    71.42857
## 33                  Cheshire East     2.365887          NA
## 34      Cheshire West and Chester     3.002310          NA
## 35                       Cornwall     2.400075    61.53846
## 36                      Wiltshire     2.153606    57.14286
## 37                        Bedford    12.166354    87.50000
## 38           Central Bedfordshire     3.559702          NA
## 39                 Northumberland     3.574489          NA
## 40                         Bolton    25.897745    52.77778
## 41                           Bury     5.713096          NA
## 42                     Manchester    30.402205    69.23077
## 43                         Oldham    17.401764    65.00000
## 44                       Rochdale     8.559086    82.35294
## 45                        Salford     7.055464    70.00000
## 46                      Stockport     6.921000    57.14286
## 47                       Tameside    11.420579    83.33334
## 48                       Trafford    11.699235    53.84615
## 49                      Liverpool     9.236377    88.88889
## 50                         Sefton     2.833239          NA
## 51                         Wirral     4.542780    90.90909
## 52                       Barnsley     3.818310    42.85714
## 53                      Doncaster     5.912804    90.90909
## 54                      Rotherham    15.705373    33.33333
## 55                      Sheffield    13.165780    56.75676
## 56            Newcastle upon Tyne    12.861110    76.19048
## 57                 North Tyneside     5.560875    66.66666
## 58                 South Tyneside     7.203432          NA
## 59                     Sunderland     7.148239    66.66666
## 60                     Birmingham    33.478100    62.82722
## 61                       Coventry    23.700235    43.18182
## 62                         Dudley     8.521228    68.96552
## 63                       Sandwell    28.526901    64.15094
## 64                       Solihull     4.510419          NA
## 65                        Walsall    24.523979    61.90476
## 66                  Wolverhampton    22.884573    61.70213
## 67                       Bradford    28.236572    74.24242
## 68                     Calderdale    13.679488    52.94118
## 69                       Kirklees    23.459126    51.02041
## 70                          Leeds    12.212431    63.93443
## 71                      Wakefield     3.911077    85.71429
## 72                      Gateshead     3.480385          NA
## 73           Barking and Dagenham    20.770149    88.88889
## 74                         Barnet    27.934246    84.12698
## 75                         Bexley     8.071935    63.63636
## 76                          Brent    82.045059    58.26087
## 77                        Bromley     7.430734    52.94118
## 78                         Camden    44.631599    72.72727
## 79                        Croydon    29.957165    77.04918
## 80                         Ealing    65.154572    68.00000
## 81                        Enfield    30.369305    54.38596
## 82                      Greenwich    30.304283    76.92308
## 83                        Hackney    64.190529    61.90476
## 84         Hammersmith and Fulham    44.092407    80.00000
## 85                       Haringey    63.103806    65.11628
## 86                         Harrow    48.456593    71.42857
## 87                       Havering     9.927235    70.00000
## 88                     Hillingdon    36.150009    53.73134
## 89                       Hounslow    49.568016    61.01695
## 90                      Islington    50.246021    64.00000
## 91         Kensington and Chelsea    24.548199    65.00000
## 92           Kingston upon Thames    10.089347    66.66666
## 93                        Lambeth    47.768303    68.75000
## 94                       Lewisham    29.469690    67.56757
## 95                         Merton    22.637060    71.87500
## 96                         Newham    88.781654    65.17857
## 97                      Redbridge    36.224197    79.41177
## 98           Richmond upon Thames     6.887685    63.63636
## 99                      Southwark    37.351101    67.14286
## 100                        Sutton    11.045432    35.00000
## 101                 Tower Hamlets    45.931206    71.64179
## 102                Waltham Forest    39.275295    63.79310
## 103                    Wandsworth    26.032936    70.17544
## 104                   Westminster    39.973286    51.16279
## 105               Buckinghamshire     9.128386    78.12500
## 106                Cambridgeshire     3.963995    55.00000
## 107                    Derbyshire     4.625445    50.00000
## 108                         Devon     3.402015    77.77778
## 109                  Dorset (Cty)     3.399086    57.14286
## 110                   East Sussex     4.454247    52.63158
## 111                         Essex     3.836226    61.53846
## 112               Gloucestershire     4.068336    73.33334
## 113                     Hampshire     2.820373    57.57576
## 114                 Hertfordshire     5.344966    63.88889
## 115                          Kent     3.754844    75.55556
## 116                    Lancashire    10.505231    71.21212
## 117                Leicestershire     6.830683    44.00000
## 118                  Lincolnshire     1.595156    50.00000
## 119                       Norfolk     2.504603    58.82353
## 120              Northamptonshire    11.725757    50.84746
## 121               North Yorkshire     2.223666    42.85714
## 122               Nottinghamshire     3.160040    56.25000
## 123                   Oxfordshire     5.208670    58.82353
## 124                      Somerset     2.273065    47.05882
## 125                 Staffordshire     1.899376    46.15385
## 126                       Suffolk     2.974719    70.00000
## 127                        Surrey     3.179450    75.00000
## 128                  Warwickshire     6.060311    48.14815
## 129                   West Sussex     4.857593    62.96296
## 130                Worcestershire     3.012937    84.61539
## 131                    Hartlepool     7.399761          NA
## 132                 Middlesbrough    14.986691    63.63636
## 133              Stockton-on-Tees     5.952016    37.50000
## 134         Blackburn with Darwen    32.981216    53.84615
## 135                     Blackpool     8.429097    62.50000
## 136            Kingston upon Hull     5.066802   100.00000
## 137      East Riding of Yorkshire     2.721498          NA
## 138                         Derby    21.710001    60.00000
## 139                     Leicester    76.689621    70.83334
## 140                    Nottingham    15.681375    77.27273
## 141                Stoke-on-Trent    13.325782    66.66666
## 142  Bath and North East Somerset     6.675332    45.45454
## 143                       Bristol    13.148480    59.45946
## 144         South Gloucestershire     3.768932    71.42857
## 145                      Plymouth     4.952579    57.14286
## 146                   Bournemouth     8.530222    25.00000
## 147                         Poole     5.524504          NA
## 148                       Swindon     5.305457    77.77778
## 149                  Peterborough    13.836159    66.66666
## 150                         Luton    41.327065    70.83334
## 151               Southend-on-Sea    10.352867    72.72727
## 152                      Thurrock     4.608274          NA
## 153                        Medway     7.189216    76.92308
## 154                       Reading    25.423592    77.27273
## 155                        Slough    56.571545    55.26316
## 156        Windsor and Maidenhead     9.467503    50.00000
## 157                     Wokingham     6.019087    77.77778
## 158                 Milton Keynes     7.127749    75.00000
## 159             Brighton and Hove     4.402712          NA
## 160                    Portsmouth     7.586423    66.66666
## 161                   Southampton    11.782709    68.18182
## 162                 County Durham     3.038186    30.76923
## 163                 Cheshire East     2.733320    88.88889
## 164                    Shropshire     2.689845    50.00000
## 165                      Cornwall     2.313040    54.54546
## 166                     Wiltshire     2.738628    81.81818
## 167                       Bedford    15.834571    33.33333
## 168          Central Bedfordshire     3.385766          NA
## 169                Northumberland     2.809869    57.14286
## 170                        Bolton    22.730650    72.41380
## 171                          Bury     7.916869    42.85714
## 172                    Manchester    30.205076    68.85246
## 173                        Oldham    18.917377    84.00000
## 174                      Rochdale     8.700346    56.25000
## 175                       Salford     7.992622    75.00000
## 176                     Stockport     8.108193    50.00000
## 177                      Tameside    12.035613    50.00000
## 178                      Trafford    12.613025    50.00000
## 179                     Liverpool     7.665703    78.57143
## 180                        Sefton     3.555922    90.00000
## 181                        Wirral     2.961631          NA
## 182                      Barnsley     3.652190    77.77778
## 183                     Doncaster     5.891472    81.25000
## 184                     Rotherham    14.422210    52.17391
## 185                     Sheffield    14.974310    64.81481
## 186           Newcastle upon Tyne    13.623229    82.75862
## 187                North Tyneside     5.019220    71.42857
## 188                South Tyneside     6.795504          NA
## 189                    Sunderland     7.301281    83.33334
## 190                    Birmingham    33.082249    64.39024
## 191                      Coventry    21.552582    50.00000
## 192                        Dudley    10.477124    68.75000
## 193                      Sandwell    29.625620    60.37736
## 194                      Solihull     5.831992    53.84615
## 195                       Walsall    22.674488    59.45946
## 196                 Wolverhampton    26.779922    79.24529
## 197                      Bradford    28.278658    73.84615
## 198                    Calderdale    13.286216    41.66667
## 199                      Kirklees    21.180962    54.05405
## 200                         Leeds    12.653628    63.04348
## 201                     Wakefield     4.319632    60.00000
## 202          Barking and Dagenham    21.074986    71.42857
## 203                        Barnet    29.318958    77.35849
## 204                        Bexley     9.727982    66.66666
## 205                         Brent    81.083023    64.54546
## 206                       Bromley     8.313309    60.00000
## 207                        Camden    51.081135    73.77049
## 208                       Croydon    31.596331    84.61539
## 209                        Ealing    61.862850    72.61905
## 210                       Enfield    32.386890    54.54546
## 211                     Greenwich    33.321323    71.11111
## 212                       Hackney    67.236275    60.00000
## 213        Hammersmith and Fulham    40.165890    80.55556
## 214                      Haringey    61.721767    74.66666
## 215                        Harrow    51.563572    67.92453
## 216                      Havering     7.259055          NA
## 217                    Hillingdon    42.120441    44.44444
## 218                      Hounslow    52.667080    72.34042
## 219                     Islington    51.257946    55.55556
## 220        Kensington and Chelsea    25.035925    72.22222
## 221          Kingston upon Thames    12.043625    76.92308
## 222                       Lambeth    53.627621    66.27907
## 223                      Lewisham    32.108051    68.18182
## 224                        Merton    22.243044    55.00000
## 225                        Newham    87.657394    71.87500
## 226                     Redbridge    38.986992    70.83334
## 227          Richmond upon Thames     7.211529    62.50000
## 228                     Southwark    39.311501    83.33334
## 229                        Sutton    14.706072    61.90476
## 230                 Tower Hamlets    54.801449    57.30337
## 231                Waltham Forest    40.602711    81.48148
## 232                    Wandsworth    29.751532    54.90196
## 233                   Westminster    39.200691    63.63636
## 234               Buckinghamshire     9.457166    76.66666
## 235                Cambridgeshire     3.744733    81.81818
## 236                    Derbyshire     4.333031    48.00000
## 237                         Devon     2.535732    72.72727
## 238                  Dorset (Cty)     3.204628    55.55556
## 239                   East Sussex     4.425951   100.00000
## 240                         Essex     3.941561    75.75758
## 241               Gloucestershire     3.586706    93.33334
## 242                     Hampshire     3.023801    46.42857
## 243                 Hertfordshire     5.158195    77.27273
## 244                          Kent     4.229689    72.54902
## 245                    Lancashire     9.738275    46.15385
## 246                Leicestershire     6.730673    71.42857
## 247                  Lincolnshire     1.729033    55.55556
## 248                       Norfolk     2.943362    66.66666
## 249              Northamptonshire    10.782902    60.46511
## 250               North Yorkshire     2.093741    30.00000
## 251               Nottinghamshire     3.277503    52.94118
## 252                   Oxfordshire     5.565259    67.85714
## 253                      Somerset     2.054846          NA
## 254                 Staffordshire     2.672061    57.14286
## 255                       Suffolk     2.862925    66.66666
## 256                        Surrey     3.739306    79.06977
## 257                  Warwickshire     6.854054    50.00000
## 258                   West Sussex     5.147106    53.33333
## 259                Worcestershire     2.754015    70.00000
## 260                    Hartlepool     7.765008          NA
## 261                 Middlesbrough    15.804938    91.66666
## 262              Stockton-on-Tees     4.853270    66.66666
## 263         Blackburn with Darwen    35.834213    65.21739
## 264                     Blackpool     6.542591   100.00000
## 265            Kingston upon Hull     5.709612    77.77778
## 266      East Riding of Yorkshire     2.174771          NA
## 267                         Derby    20.591814    89.47369
## 268                     Leicester    63.358944    75.32468
## 269                    Nottingham    14.995042    73.07692
## 270            Telford and Wrekin     4.584747    50.00000
## 271                Stoke-on-Trent    12.897607    64.70588
## 272  Bath and North East Somerset     6.265112    42.85714
## 273                       Bristol    16.058702    56.09756
## 274         South Gloucestershire     3.876192    44.44444
## 275                      Plymouth     4.520690          NA
## 276                   Bournemouth     8.726428    55.55556
## 277                         Poole     5.994514    50.00000
## 278                       Swindon     5.607125          NA
## 279                  Peterborough    15.319103    66.66666
## 280                         Luton    41.139641    72.22222
## 281               Southend-on-Sea    12.601119    93.33334
## 282                      Thurrock     7.538360    90.90909
## 283                        Medway     5.578578    83.33334
## 284                West Berkshire     4.845889          NA
## 285                       Reading    26.353811    71.42857
## 286                        Slough    58.461956    50.00000
## 287        Windsor and Maidenhead     8.190659          NA
## 288                     Wokingham     7.378473    50.00000
## 289                 Milton Keynes     6.133286    90.00000
## 290             Brighton and Hove     3.068974    75.00000
## 291                    Portsmouth     9.436567    50.00000
## 292                   Southampton    14.413613    71.42857
## 293                 County Durham     3.170072    71.42857
## 294                 Cheshire East     2.063343          NA
## 295                    Shropshire     3.834427    50.00000
## 296                      Cornwall     2.885184    60.00000
## 297                     Wiltshire     2.788978    42.85714
## 298                       Bedford    16.608316    77.77778
## 299          Central Bedfordshire     2.935880    85.71429
## 300                        Bolton    19.856026    43.47826
## 301                          Bury     6.991875          NA
## 302                    Manchester    31.377089    71.76471
## 303                        Oldham    17.227369    76.92308
## 304                      Rochdale     8.849401    63.63636
## 305                       Salford     8.901945    64.28571
## 306                     Stockport     6.833160   100.00000
## 307                      Tameside     9.682236    62.50000
## 308                      Trafford    12.221453    63.15789
## 309                         Wigan     2.304883          NA
## 310                     Liverpool     5.385855    60.00000
## 311                        Sefton     3.453894   100.00000
## 312                        Wirral     2.326686          NA
## 313                      Barnsley     4.240863    62.50000
## 314                     Doncaster     6.094700    66.66666
## 315                     Rotherham    13.161078    50.00000
## 316                     Sheffield    15.427517    67.24138
## 317           Newcastle upon Tyne    13.487406    67.85714
## 318                North Tyneside     5.354327    71.42857
## 319                South Tyneside     4.629058          NA
## 320                    Sunderland     6.511357    64.28571
## 321                    Birmingham    35.595810    67.38197
## 322                      Coventry    23.663143    65.57377
## 323                        Dudley    12.099399    66.66666
## 324                      Sandwell    30.523861    63.82979
## 325                      Solihull     6.315261    55.55556
## 326                       Walsall    22.574806    65.90909
## 327                 Wolverhampton    31.966377    77.19299
## 328                      Bradford    25.642807    79.16666
## 329                    Calderdale    12.711522    62.50000
## 330                      Kirklees    19.845726    65.78947
## 331                         Leeds    13.537232    77.77778
## 332                     Wakefield     5.463264    75.00000
## 333          Barking and Dagenham    23.887093    78.26087
## 334                        Barnet    30.846403    79.24529
## 335                        Bexley    11.665677    56.25000
## 336                         Brent    81.708160    68.26923
## 337                       Bromley     9.761812    50.00000
## 338                        Camden    49.222912    67.30769
## 339                       Croydon    33.714504    78.12500
## 340                        Ealing    69.116249    79.83193
## 341                       Enfield    32.788940    57.40741
## 342                     Greenwich    35.811455    68.08511
## 343                       Hackney    71.591515    68.47826
## 344        Hammersmith and Fulham    40.536713    75.00000
## 345                      Haringey    61.688854    73.25581
## 346                        Harrow    51.686749    67.85714
## 347                      Havering     6.656106    16.66667
## 348                    Hillingdon    45.441833    55.26316
## 349                      Hounslow    51.468540    64.70588
## 350                     Islington    52.597778    61.11111
## 351        Kensington and Chelsea    26.472830    64.28571
## 352          Kingston upon Thames    13.766153    75.00000
## 353                       Lambeth    53.691406    76.05634
## 354                      Lewisham    33.374973    55.10204
## 355                        Merton    27.779390    56.75676
## 356                        Newham    92.043762    67.18750
## 357                     Redbridge    42.136028    58.18182
## 358          Richmond upon Thames     7.331723    88.88889
## 359                     Southwark    43.966450    71.79487
## 360                        Sutton    16.003649    81.81818
## 361                 Tower Hamlets    62.536293    61.66667
## 362                Waltham Forest    45.326672    67.92453
## 363                    Wandsworth    34.924610    67.21311
## 364                   Westminster    39.768585    54.16667
## 365               Buckinghamshire     9.021150    83.33334
## 366                Cambridgeshire     4.053806    85.00000
## 367                    Derbyshire     3.773380    47.36842
## 368                         Devon     2.193369    33.33333
## 369                  Dorset (Cty)     2.928721    70.00000
## 370                   East Sussex     3.858738    69.23077
## 371                         Essex     3.995119    71.42857
## 372               Gloucestershire     3.921874    84.21053
## 373                     Hampshire     3.572374    61.76471
## 374                 Hertfordshire     5.489788    72.72727
## 375                          Kent     4.790835    64.86487
## 376                    Lancashire     9.468544    56.52174
## 377                Leicestershire     5.878651    63.15789
## 378                  Lincolnshire     2.310174    85.71429
## 379                       Norfolk     3.457815    72.72727
## 380              Northamptonshire    11.110753    66.66666
## 381               North Yorkshire     2.544419    76.47059
## 382               Nottinghamshire     3.171844    83.33334
## 383                   Oxfordshire     7.205025    84.61539
## 384                      Somerset     2.762102    64.70588
## 385                 Staffordshire     2.946002    61.11111
## 386                       Suffolk     3.276165    94.44444
## 387                        Surrey     4.674674    63.63636
## 388                  Warwickshire     7.640587    74.07407
## 389                   West Sussex     5.910339    64.86487
## 390                Worcestershire     3.413791    80.00000
## 391                 Middlesbrough    14.182078    75.00000
## 392              Stockton-on-Tees     5.916778    90.00000
## 393         Blackburn with Darwen    34.906319    63.15789
## 394                     Blackpool     5.588036   100.00000
## 395            Kingston upon Hull     4.744258          NA
## 396      East Riding of Yorkshire     2.155495          NA
## 397                         Derby    17.902864   100.00000
## 398                     Leicester    69.771278    61.46789
## 399                    Nottingham    16.785614    79.41177
## 400            Telford and Wrekin     6.431722    50.00000
## 401                Stoke-on-Trent    13.839107    78.26087
## 402  Bath and North East Somerset     7.613916    76.47059
## 403                       Bristol    16.099224    72.22222
## 404         South Gloucestershire     4.511797    71.42857
## 405                      Plymouth     3.537689          NA
## 406                        Torbay     5.817586    81.81818
## 407                   Bournemouth    10.118303    47.05882
## 408                         Poole     6.221539    50.00000
## 409                       Swindon     5.888210          NA
## 410                  Peterborough    17.091131    57.14286
## 411                         Luton    41.157391    84.00000
## 412               Southend-on-Sea    13.798217    50.00000
## 413                      Thurrock     9.058197    77.77778
## 414                        Medway     5.697507    70.00000
## 415              Bracknell Forest     6.094755          NA
## 416                West Berkshire     5.505395          NA
## 417                       Reading    30.303030    72.97298
## 418                        Slough    60.069778    65.62500
## 419        Windsor and Maidenhead     9.612706    81.81818
## 420                     Wokingham     7.375950          NA
## 421                 Milton Keynes     8.326016   100.00000
## 422             Brighton and Hove     4.252175    83.33334
## 423                    Portsmouth    10.170940    84.61539
## 424                   Southampton    14.727036    75.00000
## 425                 County Durham     3.431349    58.33333
## 426     Cheshire West and Chester     2.661091    54.54546
## 427                    Shropshire     4.842916    85.71429
## 428                      Cornwall     2.865540    69.23077
## 429                     Wiltshire     2.617928    71.42857
## 430                       Bedford    16.308935    86.66666
## 431          Central Bedfordshire     3.467151    57.14286
## 432                        Bolton    20.924168    68.57143
## 433                          Bury     7.360627          NA
## 434                    Manchester    31.254744    69.56522
## 435                        Oldham    18.271347    90.00000
## 436                      Rochdale    10.771461    58.33333
## 437                       Salford    10.538068    53.33333
## 438                     Stockport     6.615515    45.45454
## 439                      Tameside    13.268582    46.42857
## 440                      Trafford    10.737796    40.00000
## 441                         Wigan     2.950991    75.00000
## 442                     Liverpool     9.217076    77.96610
## 443                        Sefton     4.427304    66.66666
## 444                        Wirral     2.221221          NA
## 445                      Barnsley     3.463803          NA
## 446                     Doncaster     6.184611    87.50000
## 447                     Rotherham    11.518861    60.00000
## 448                     Sheffield    17.043634    68.08511
## 449           Newcastle upon Tyne    13.568115    68.18182
## 450                North Tyneside     5.513895    75.00000
## 451                    Sunderland     6.184292    83.33334
## 452                    Birmingham    36.902058    70.64677
## 453                      Coventry    24.965866    40.81633
## 454                        Dudley    10.340023    52.94118
## 455                      Sandwell    34.047718    60.60606
## 456                      Solihull     6.630794          NA
## 457                       Walsall    20.513460    58.33333
## 458                 Wolverhampton    34.761414    70.17544
## 459                      Bradford    28.106546    68.88889
## 460                    Calderdale    11.790478    66.66666
## 461                      Kirklees    19.283331    61.90476
## 462                         Leeds    13.558929    69.09091
## 463                     Wakefield     6.811482    56.25000
## 464          Barking and Dagenham    28.910147    78.78788
## 465                        Barnet    31.960833    75.64103
## 466                        Bexley    11.608204    69.23077
## 467                         Brent    90.143967    66.66666
## 468                       Bromley     9.955469    81.25000
## 469                        Camden    45.930271    61.76471
## 470                       Croydon    33.988567    87.27273
## 471                        Ealing    72.721024    70.90909
## 472                       Enfield    34.871487    66.66666
## 473                     Greenwich    36.217701    78.00000
## 474                       Hackney    68.171417    65.33334
## 475        Hammersmith and Fulham    43.529991    71.15385
## 476                      Haringey    59.932137    69.23077
## 477                        Harrow    53.140511    79.10448
## 478                      Havering     8.112011    60.00000
## 479                    Hillingdon    49.320011    68.18182
## 480                      Hounslow    58.207043    74.68355
## 481                     Islington    48.788807    62.06897
## 482        Kensington and Chelsea    29.235374    56.00000
## 483          Kingston upon Thames    15.444799    46.15385
## 484                       Lambeth    51.694199    69.76744
## 485                      Lewisham    33.582634    71.66666
## 486                        Merton    28.833187    60.60606
## 487                        Newham    97.062485    67.79661
## 488                     Redbridge    45.469986    78.84615
## 489          Richmond upon Thames     7.806663    50.00000
## 490                     Southwark    47.526184    73.75000
## 491                        Sutton    14.693350    70.58823
## 492                 Tower Hamlets    62.224903    75.00000
## 493                Waltham Forest    46.311092    73.43750
## 494                    Wandsworth    37.559380    57.64706
## 495                   Westminster    41.775990    75.92593
## 496               Buckinghamshire     8.219276    77.77778
## 497                Cambridgeshire     4.806470    56.52174
## 498                    Derbyshire     3.710789    61.11111
## 499                         Devon     2.362750    60.00000
## 500                  Dorset (Cty)     3.657830    46.66667
## 501                   East Sussex     3.168999    81.81818
## 502                         Essex     3.569752    80.00000
## 503               Gloucestershire     4.072538    78.94736
## 504                     Hampshire     3.475715    50.00000
## 505                 Hertfordshire     6.829329    66.07143
## 506                          Kent     4.723854    79.16666
## 507                    Lancashire     9.076799    68.25397
## 508                Leicestershire     5.844648    47.82609
## 509                  Lincolnshire     2.235541    66.66666
## 510                       Norfolk     4.287977    75.86207
## 511              Northamptonshire    10.803959    62.26415
## 512               North Yorkshire     2.701010    90.00000
## 513               Nottinghamshire     3.242902    50.00000
## 514                   Oxfordshire     8.959174    75.67567
## 515                      Somerset     2.872462    63.63636
## 516                 Staffordshire     3.256661    61.53846
## 517                       Suffolk     3.819503    78.26087
## 518                        Surrey     5.781797    76.92308
## 519                  Warwickshire     7.641205    58.33333
## 520                   West Sussex     5.832000    79.16666
## 521                Worcestershire     4.128060    80.00000
## 522                 Middlesbrough    12.525986    62.50000
## 523              Stockton-on-Tees     8.045671    66.66666
## 524         Blackburn with Darwen    39.140045    61.90476
## 525                     Blackpool     5.341831    75.00000
## 526            Kingston upon Hull     4.975743    54.54546
## 527      East Riding of Yorkshire     2.854312    66.66666
## 528                          York     3.901858          NA
## 529                         Derby    14.525844    76.47059
## 530                     Leicester    71.379646    51.75439
## 531                    Nottingham    21.976292    66.66666
## 532            Telford and Wrekin     8.250009    62.50000
## 533                Stoke-on-Trent    14.745848    70.00000
## 534  Bath and North East Somerset     6.042143          NA
## 535                       Bristol    18.353508    69.04762
## 536                North Somerset     3.592513          NA
## 537         South Gloucestershire     4.080762    66.66666
## 538                      Plymouth     4.455059    60.00000
## 539                        Torbay     7.576293    77.77778
## 540                   Bournemouth    12.080626    56.25000
## 541                         Poole     6.427378          NA
## 542                       Swindon     7.388916    69.23077
## 543                  Peterborough    21.774220    72.72727
## 544                         Luton    40.987511    71.42857
## 545               Southend-on-Sea    14.551894    89.47369
## 546                      Thurrock     8.299351          NA
## 547                        Medway     5.151677    70.00000
## 548                West Berkshire     5.230292          NA
## 549                       Reading    31.146912    79.16666
## 550                        Slough    56.382774    72.72727
## 551        Windsor and Maidenhead     7.813950          NA
## 552                     Wokingham     7.792428          NA
## 553                 Milton Keynes    12.682630    68.42105
## 554             Brighton and Hove     5.802652    66.66666
## 555                    Portsmouth    11.267317    68.75000
## 556                   Southampton    14.181421    78.57143
## 557                 County Durham     3.485925    61.53846
## 558     Cheshire West and Chester     3.771573    50.00000
## 559                    Shropshire     5.143657    50.00000
## 560                      Cornwall     2.718637    57.14286
## 561                     Wiltshire     2.449265          NA
## 562                       Bedford    16.029829    72.72727
## 563          Central Bedfordshire     3.714623          NA
## 564                        Bolton    23.231195    66.66666
## 565                          Bury     4.229216          NA
## 566                    Manchester    33.933857    73.91304
## 567                        Oldham    19.139948    76.92308
## 568                      Rochdale    12.694209    87.50000
## 569                       Salford    10.615905    82.35294
## 570                     Stockport     5.805268    77.77778
## 571                      Tameside    10.914852    58.33333
## 572                      Trafford     9.738333    71.42857
## 573                         Wigan     3.590375    50.00000
## 574                     Liverpool    12.043529    84.84849
## 575                        Sefton     4.088199   100.00000
## 576                        Wirral     3.279018   100.00000
## 577                      Barnsley     3.741036    83.33334
## 578                     Doncaster     5.587140    61.53846
## 579                     Rotherham     9.498242    75.00000
## 580                     Sheffield    17.291908    70.17544
## 581           Newcastle upon Tyne    13.882863    76.47059
## 582                North Tyneside     4.977003          NA
## 583                    Sunderland     7.162622    80.00000
## 584                    Birmingham    38.941772    67.50000
## 585                      Coventry    29.107082    55.17241
## 586                        Dudley    10.748940    88.88889
## 587                      Sandwell    36.705162    50.87719
## 588                      Solihull     7.437267    61.53846
## 589                       Walsall    20.146502    59.25926
## 590                 Wolverhampton    32.960835    76.92308
## 591                      Bradford    30.781378    60.39604
## 592                    Calderdale    11.035447    69.23077
## 593                      Kirklees    18.710707    68.96552
## 594                         Leeds    16.588434    69.87952
## 595                     Wakefield     7.313608    90.00000
## 596          Barking and Dagenham    30.458359    92.30769
## 597                        Barnet    33.908142    81.53846
## 598                        Bexley    10.651257    60.00000
## 599                         Brent    92.181938    70.43478
## 600                       Bromley    11.028294    80.95238
## 601                        Camden    43.529305    70.37037
## 602                       Croydon    32.755119    79.06977
## 603                        Ealing    77.171021    76.10619
## 604                       Enfield    34.877258    69.09091
## 605                     Greenwich    39.469460    74.19355
## 606                       Hackney    63.971851    76.84210
## 607        Hammersmith and Fulham    45.957119    61.70213
## 608                      Haringey    63.142586    75.00000
## 609                        Harrow    53.554573    67.14286
## 610                      Havering     9.545390    84.61539
## 611                    Hillingdon    50.098873    60.00000
## 612                      Hounslow    61.965435    74.00000
## 613                     Islington    48.763535    60.00000
## 614        Kensington and Chelsea    29.637224    73.33334
## 615          Kingston upon Thames    16.403805    56.25000
## 616                       Lambeth    48.534008    77.21519
## 617                      Lewisham    33.840240    76.59574
## 618                        Merton    33.041321    64.86487
## 619                        Newham    98.926430    66.41222
## 620                     Redbridge    49.343586    77.41936
## 621          Richmond upon Thames     9.386388    58.33333
## 622                     Southwark    49.960526    79.16666
## 623                        Sutton    14.100524    40.00000
## 624                 Tower Hamlets    58.792789    70.96774
## 625                Waltham Forest    48.792637    68.83117
## 626                    Wandsworth    35.202065    60.00000
## 627                   Westminster    39.968632    61.53846
## 628               Buckinghamshire     7.755662    73.68421
## 629                Cambridgeshire     6.010352    60.00000
## 630                    Derbyshire     4.272120    55.55556
## 631                         Devon     2.529853    50.00000
## 632                  Dorset (Cty)     4.049346    54.54546
## 633                   East Sussex     3.344151    70.00000
## 634                         Essex     4.114917    84.44444
## 635               Gloucestershire     4.854787    61.53846
## 636                     Hampshire     3.587451    78.26087
## 637                 Hertfordshire     8.401633    57.14286
## 638                          Kent     5.137856    77.58620
## 639                    Lancashire     9.183025    64.28571
## 640                Leicestershire     7.087504    44.82759
## 641                  Lincolnshire     2.751636    60.00000
## 642                       Norfolk     4.579270    80.95238
## 643              Northamptonshire    11.350513    77.27273
## 644               North Yorkshire     2.912191    71.42857
## 645               Nottinghamshire     3.139570    72.22222
## 646                   Oxfordshire     9.367417    67.64706
## 647                      Somerset     2.982657    50.00000
## 648                 Staffordshire     3.078672    75.00000
## 649                       Suffolk     3.540865    85.71429
## 650                        Surrey     6.335868    76.74419
## 651                  Warwickshire     7.254913    52.00000
## 652                   West Sussex     6.611393    64.86487
## 653                Worcestershire     4.351263    92.30769
## 654                 Middlesbrough    13.980081    63.15789
## 655              Stockton-on-Tees    10.150350    46.66667
## 656         Blackburn with Darwen    37.045925    82.35294
## 657                     Blackpool     6.031573    75.00000
## 658            Kingston upon Hull     5.088614    81.81818
## 659      East Riding of Yorkshire     2.330955          NA
## 660                          York     4.938612    55.55556
## 661                         Derby    14.555695    73.68421
## 662                     Leicester    76.680946    71.68142
## 663                    Nottingham    25.481205    68.08511
## 664            Telford and Wrekin     7.177824    63.63636
## 665                Stoke-on-Trent    14.830133    76.47059
## 666  Bath and North East Somerset     5.241569          NA
## 667                       Bristol    18.601068    67.44186
## 668                North Somerset     3.551671          NA
## 669         South Gloucestershire     3.529061          NA
## 670                      Plymouth     4.412172    50.00000
## 671                        Torbay     6.562226          NA
## 672                   Bournemouth    11.932889    27.27273
## 673                         Poole     5.898007          NA
## 674                       Swindon     9.499612    66.66666
## 675                  Peterborough    19.428907    92.30769
## 676                         Luton    42.848557    64.70588
## 677               Southend-on-Sea    14.231981    82.35294
## 678                      Thurrock     5.993301          NA
## 679                        Medway     6.304176    90.00000
## 680              Bracknell Forest     6.059045          NA
## 681                West Berkshire     5.397443          NA
## 682                       Reading    35.510487    92.85714
## 683                        Slough    50.789093    81.81818
## 684        Windsor and Maidenhead     8.208575          NA
## 685                     Wokingham     7.959495    83.33334
## 686                 Milton Keynes    16.282345    60.00000
## 687             Brighton and Hove     7.826890    56.25000
## 688                    Portsmouth    11.239992    47.36842
## 689                   Southampton    12.783290    63.63636
## 690                 County Durham     3.734514    84.61539
## 691     Cheshire West and Chester     4.061363    50.00000
## 692                    Shropshire     3.847516          NA
## 693                      Cornwall     2.829511    63.15789
## 694                     Wiltshire     2.204989    75.00000
## 695                       Bedford    14.654418    66.66666
## 696          Central Bedfordshire     3.546022    66.66666
## 697                Northumberland     2.887432   100.00000
## 698                        Bolton    25.245235    65.78947
## 699                          Bury     4.399230    85.71429
## 700                    Manchester    34.675461    74.71265
## 701                        Oldham    19.695656    86.66666
## 702                      Rochdale    17.162893    57.57576
## 703                       Salford    11.279298    73.68421
## 704                     Stockport     7.239101    54.54546
## 705                      Tameside    12.141760    36.36364
## 706                      Trafford     9.660235    84.61539
## 707                         Wigan     4.006198    71.42857
## 708                     Liverpool    13.908154    87.50000
## 709                        Sefton     3.502864          NA
## 710                        Wirral     4.545719    72.72727
## 711                      Barnsley     3.120236          NA
## 712                     Doncaster     5.779830    45.45454
## 713                     Rotherham     8.547088    23.07692
## 714                     Sheffield    19.643078    65.90909
## 715           Newcastle upon Tyne    15.897605    87.50000
## 716                North Tyneside     4.095878          NA
## 717                    Sunderland     7.182162    56.25000
## 718                    Birmingham    37.950554    68.91192
## 719                      Coventry    34.779942    66.25000
## 720                        Dudley    11.802464    68.00000
## 721                      Sandwell    38.971428    63.63636
## 722                      Solihull     7.742003    16.66667
## 723                       Walsall    20.165304    80.64516
## 724                 Wolverhampton    29.926722    86.11111
## 725                      Bradford    34.467098    65.11628
## 726                    Calderdale    11.798296    41.66667
## 727                      Kirklees    19.868685    59.57447
## 728                         Leeds    15.928914    75.43860
## 729                     Wakefield     6.037057    75.00000
## 730          Barking and Dagenham    34.032356    84.84849
## 731                        Barnet    34.636253    55.22388
## 732                        Bexley     9.995584    78.57143
## 733                         Brent    95.941330    67.46032
## 734                       Bromley    11.406309    71.42857
## 735                        Camden    45.293858    70.58823
## 736                       Croydon    32.241360    75.92593
## 737                        Ealing    74.569008    65.45454
## 738                       Enfield    31.838211    64.28571
## 739                     Greenwich    41.225700    70.76923
## 740                       Hackney    60.799927    64.00000
## 741        Hammersmith and Fulham    45.000465    80.55556
## 742                      Haringey    54.058846    60.00000
## 743                        Harrow    56.176762    61.53846
## 744                      Havering    10.073331    57.14286
## 745                    Hillingdon    50.472076    62.29508
## 746                      Hounslow    63.470665    81.81818
## 747                     Islington    49.336559    61.29032
## 748        Kensington and Chelsea    26.585941    73.91304
## 749          Kingston upon Thames    17.801281    68.42105
## 750                       Lambeth    45.308548    69.23077
## 751                      Lewisham    36.429684    70.58823
## 752                        Merton    31.869032    57.14286
## 753                        Newham   102.046455    66.40625
## 754                     Redbridge    52.013062    70.68965
## 755          Richmond upon Thames     9.698984    66.66666
## 756                     Southwark    45.387100    75.86207
## 757                        Sutton    15.478213    64.28571
## 758                 Tower Hamlets    62.858334    69.56522
## 759                Waltham Forest    46.887871    67.50000
## 760                    Wandsworth    37.114056    54.54546
## 761                   Westminster    39.605148    66.66666
## 762               Buckinghamshire     8.036095    77.27273
## 763                Cambridgeshire     6.055876    64.28571
## 764                       Cumbria     2.004501    72.72727
## 765                    Derbyshire     4.472486    65.00000
## 766                         Devon     2.464023    58.33333
## 767                  Dorset (Cty)     4.184276    50.00000
## 768                   East Sussex     2.799598    75.00000
## 769                         Essex     3.963214    73.33334
## 770               Gloucestershire     5.163437    80.00000
## 771                     Hampshire     3.639683    65.62500
## 772                 Hertfordshire     8.052289    66.66666
## 773                          Kent     5.679855    73.77049
## 774                    Lancashire     9.524412    73.91304
## 775                Leicestershire     7.782048    66.66666
## 776                  Lincolnshire     2.625850    66.66666
## 777                       Norfolk     5.066555    69.69697
## 778              Northamptonshire    10.753147    69.04762
## 779               North Yorkshire     2.723332    84.61539
## 780               Nottinghamshire     3.776579    73.91304
## 781                   Oxfordshire     9.875709    82.92683
## 782                      Somerset     2.703155    72.72727
## 783                 Staffordshire     2.698179    57.14286
## 784                       Suffolk     3.696784    59.09091
## 785                        Surrey     6.153352    77.41936
## 786                  Warwickshire     7.434977    62.16216
## 787                   West Sussex     6.816770    78.37838
## 788                Worcestershire     3.365249   100.00000
## 789                 Middlesbrough    17.863867    62.50000
## 790              Stockton-on-Tees     8.861383          NA
## 791                    Warrington     3.732932    83.33334
## 792         Blackburn with Darwen    35.883450    76.92308
## 793                     Blackpool     8.366295   100.00000
## 794            Kingston upon Hull     5.729137    87.50000
## 795      East Riding of Yorkshire     2.822820          NA
## 796            North Lincolnshire     6.141462    63.63636
## 797                          York     5.794404    75.00000
## 798                         Derby    18.197174    62.50000
## 799                     Leicester    66.322090    72.82609
## 800                    Nottingham    27.963753    76.00000
## 801            Telford and Wrekin     7.344436    88.88889
## 802                Stoke-on-Trent    13.109829    80.00000
## 803                       Bristol    18.864090    76.08696
## 804                North Somerset     3.515356          NA
## 805         South Gloucestershire     4.286449    50.00000
## 806                      Plymouth     5.445589    62.50000
## 807                        Torbay     6.311553    66.66666
## 808                   Bournemouth    10.613479    50.00000
## 809                         Poole     5.837780          NA
## 810                       Swindon     9.817064   100.00000
## 811                  Peterborough    21.220896    60.00000
## 812                         Luton    39.884880    55.00000
## 813               Southend-on-Sea    13.270200    75.00000
## 814                      Thurrock     6.365512    81.81818
## 815                        Medway     7.296170    81.25000
## 816                       Reading    35.375862    81.48148
## 817                        Slough    45.496616    69.69697
## 818        Windsor and Maidenhead     6.680983          NA
## 819                     Wokingham     7.896763          NA
## 820                 Milton Keynes    18.014565    72.22222
## 821             Brighton and Hove     9.410321    81.25000
## 822                    Portsmouth    11.756548    53.84615
## 823                   Southampton    11.870428    93.33334
## 824                 County Durham     3.912662    91.66666
## 825                 Cheshire East     2.193359    83.33334
## 826     Cheshire West and Chester     3.140592          NA
## 827                    Shropshire     3.808939          NA
## 828                      Cornwall     2.683854    85.71429
## 829                     Wiltshire     2.689172    81.81818
## 830                       Bedford    16.535507    43.75000
## 831          Central Bedfordshire     3.107315          NA
## 832                Northumberland     2.983828    57.14286
## 833                        Bolton    24.452852    76.66666
## 834                          Bury     4.383386          NA
## 835                    Manchester    35.914272    75.00000
## 836                        Oldham    19.768721   100.00000
## 837                      Rochdale    20.130882    42.10526
## 838                       Salford    12.942943    81.25000
## 839                     Stockport     7.592582    64.28571
## 840                      Tameside    10.537784    80.00000
## 841                      Trafford     9.731369    71.42857
## 842                         Wigan     3.550689          NA
## 843                     Liverpool    11.167397    75.00000
## 844                        Sefton     3.270064    77.77778
## 845                        Wirral     4.326122          NA
## 846                      Barnsley     3.391520          NA
## 847                     Doncaster     5.064186          NA
## 848                     Rotherham     6.945455    75.00000
## 849                     Sheffield    18.849323    75.60976
## 850           Newcastle upon Tyne    16.103575    83.33334
## 851                North Tyneside     4.238732   100.00000
## 852                South Tyneside     6.051709    83.33334
## 853                    Sunderland     8.043063    73.68421
## 854                    Birmingham    39.432228    63.44538
## 855                      Coventry    36.724808    62.50000
## 856                        Dudley    12.406827    75.00000
## 857                      Sandwell    37.380981    57.14286
## 858                      Solihull     8.848122    42.85714
## 859                       Walsall    21.571888    83.87096
## 860                 Wolverhampton    27.863218    63.15789
## 861                      Bradford    34.965546    59.03614
## 862                    Calderdale    11.371313    57.14286
## 863                      Kirklees    21.404408    54.90196
## 864                         Leeds    18.001930    59.52381
## 865                     Wakefield     5.490771    81.81818
## 866          Barking and Dagenham    35.388489    60.52632
## 867                        Barnet    33.935413    58.06452
## 868                        Bexley     9.784199    83.33334
## 869                         Brent    96.276146    65.82278
## 870                       Bromley    10.236023          NA
## 871                        Camden    42.823845    63.04348
## 872                       Croydon    31.728037    80.39216
## 873                        Ealing    69.622620    59.78261
## 874                       Enfield    31.035845    61.90476
## 875                     Greenwich    47.868919    71.25000
## 876                       Hackney    58.752666    64.06250
## 877        Hammersmith and Fulham    40.512272    86.48649
## 878                      Haringey    49.270325    62.50000
## 879                        Harrow    54.447475    63.79310
## 880                      Havering     8.553452    83.33334
## 881                    Hillingdon    51.655903    69.89247
## 882                      Hounslow    57.470688    76.08696
## 883                     Islington    49.822617    48.38710
## 884        Kensington and Chelsea    27.918901    51.61290
## 885          Kingston upon Thames    17.881033    71.42857
## 886                       Lambeth    42.592327    81.25000
## 887                      Lewisham    33.856369    79.59184
## 888                        Merton    31.923712    51.35135
## 889                        Newham   102.527985    73.84615
## 890                     Redbridge    56.465565    58.33333
## 891          Richmond upon Thames     8.578709   100.00000
## 892                     Southwark    42.219807    86.00000
## 893                        Sutton    14.107025    50.00000
## 894                 Tower Hamlets    61.728031    64.61539
## 895                Waltham Forest    47.989117    79.31035
## 896                    Wandsworth    34.925678    53.84615
## 897                   Westminster    35.945091    63.04348
## 898               Buckinghamshire     7.571558    72.22222
## 899                Cambridgeshire     6.670269    79.31035
## 900                       Cumbria     2.199255          NA
## 901                    Derbyshire     4.448397    52.94118
## 902                         Devon     2.810722    81.81818
## 903                  Dorset (Cty)     3.424521          NA
## 904                   East Sussex     2.909584    25.00000
## 905                         Essex     4.205008    82.35294
## 906               Gloucestershire     5.816185    77.27273
## 907                     Hampshire     3.584877    59.25926
## 908                 Hertfordshire     7.263494    43.39622
## 909                          Kent     7.131463    63.33333
## 910                    Lancashire     8.782191    66.00000
## 911                Leicestershire     7.618159    76.92308
## 912                  Lincolnshire     2.932787    75.00000
## 913                       Norfolk     5.547791    58.53659
## 914              Northamptonshire     9.881492    65.78947
## 915               North Yorkshire     2.537320    83.33334
## 916               Nottinghamshire     3.628152    63.63636
## 917                   Oxfordshire     9.450054    70.96774
## 918                      Somerset     2.172427   100.00000
## 919                 Staffordshire     3.001699    85.00000
## 920                       Suffolk     4.044293    85.71429
## 921                        Surrey     6.336205    69.38776
## 922                  Warwickshire     8.485023    43.90244
## 923                   West Sussex     6.758299    72.00000
## 924                Worcestershire     2.808443    81.25000
## 925                    Hartlepool     8.032774          NA
## 926                 Middlesbrough    21.289568    75.00000
## 927              Stockton-on-Tees     6.526103          NA
## 928                    Warrington     5.043687    66.66666
## 929         Blackburn with Darwen    37.697598    66.66666
## 930                     Blackpool     8.854857    62.50000
## 931            Kingston upon Hull     4.683926   100.00000
## 932      East Riding of Yorkshire     2.208665          NA
## 933            North Lincolnshire    11.767283    41.93548
## 934                          York     5.934345    66.66666
## 935                         Derby    19.290070    79.16666
## 936                     Leicester    63.286861    68.42105
## 937                    Nottingham    24.606440    80.00000
## 938            Telford and Wrekin     7.311931    87.50000
## 939                Stoke-on-Trent    11.835527    82.35294
## 940  Bath and North East Somerset     4.811764    77.77778
## 941                       Bristol    18.944973    60.41667
## 942                North Somerset     4.650684    81.81818
## 943         South Gloucestershire     6.327970    45.45454
## 944                      Plymouth     5.020870    57.14286
## 945                        Torbay     7.325397    72.72727
## 946                   Bournemouth     8.715491    72.72727
## 947                         Poole     5.548761          NA
## 948                       Swindon     9.123573    57.14286
## 949                  Peterborough    20.286938    84.61539
## 950                         Luton    42.267551    62.74510
## 951               Southend-on-Sea    12.907274    80.00000
## 952                      Thurrock     7.385252    77.77778
## 953                        Medway     7.749155    87.50000
## 954              Bracknell Forest     6.585387    42.85714
## 955                West Berkshire     5.712791          NA
## 956                       Reading    37.930244    84.21053
## 957                        Slough    44.141598    56.66667
## 958        Windsor and Maidenhead     7.791987    66.66666
## 959                     Wokingham     6.746464          NA
## 960                 Milton Keynes    16.269686    71.42857
## 961             Brighton and Hove    11.835615    76.19048
## 962                    Portsmouth    12.882972    41.17647
## 963                   Southampton    12.250487    73.91304
## 964                 County Durham     4.155980    73.33334
## 965     Cheshire West and Chester     2.328329    50.00000
## 966                    Shropshire     3.110506          NA
## 967                      Cornwall     2.860239    88.88889
## 968                     Wiltshire     2.734683    77.77778
## 969                       Bedford    17.529470    66.66666
## 970          Central Bedfordshire     3.484475    77.77778
## 971                Northumberland     3.186384          NA
## 972                        Bolton    24.634638    65.71429
## 973                          Bury     7.823900    82.35294
## 974                    Manchester    38.345219    76.34409
## 975                        Oldham    18.483982    85.00000
## 976                      Rochdale    22.441259    78.94736
## 977                       Salford    13.250922    76.92308
## 978                     Stockport     7.103172   100.00000
## 979                      Tameside    14.802776    45.71429
## 980                      Trafford    11.909015    45.45454
## 981                         Wigan     3.847235    90.00000
## 982                     Liverpool    10.178877    88.00000
## 983                        Sefton     3.276806          NA
## 984                        Wirral     3.788867    77.77778
## 985                     Doncaster     4.470338    85.71429
## 986                     Rotherham     7.965901    68.18182
## 987                     Sheffield    17.474607    56.25000
## 988           Newcastle upon Tyne    15.796279    82.35294
## 989                North Tyneside     4.381154          NA
## 990                South Tyneside     7.627132    37.50000
## 991                    Sunderland     7.221477    72.72727
## 992                    Birmingham    40.858570    69.49807
## 993                      Coventry    35.995308    61.70213
## 994                        Dudley    11.826036    42.85714
## 995                      Sandwell    36.413841    56.71642
## 996                      Solihull     8.640112    77.77778
## 997                       Walsall    20.665689    80.76923
## 998                 Wolverhampton    29.648771    64.44444
## 999                      Bradford    35.895737    68.53933
## 1000                   Calderdale    12.451998    68.75000
## 1001                     Kirklees    23.490036    61.29032
## 1002                        Leeds    16.950600    79.10448
## 1003                    Wakefield     5.776739    84.61539
## 1004                    Gateshead     4.418065    70.00000
## 1005         Barking and Dagenham    39.108932    67.64706
## 1006                       Barnet    31.572403    71.87500
## 1007                       Bexley     9.419758    50.00000
## 1008                        Brent   100.425087    69.07895
## 1009                      Bromley     9.185177    75.00000
## 1010                       Camden    43.326397    54.83871
## 1011                      Croydon    33.457603    81.03448
## 1012                       Ealing    67.135551    62.88660
## 1013                      Enfield    32.325119    63.33333
## 1014                    Greenwich    50.419819    57.14286
## 1015                      Hackney    54.612991    60.00000
## 1016       Hammersmith and Fulham    38.787579    75.55556
## 1017                     Haringey    45.003330    51.16279
## 1018                       Harrow    55.409134    66.66666
## 1019                     Havering     9.486725    72.72727
## 1020                   Hillingdon    50.529732    68.75000
## 1021                     Hounslow    61.282139    59.74026
## 1022                    Islington    47.971264    57.89474
## 1023       Kensington and Chelsea    27.495358    56.25000
## 1024         Kingston upon Thames    19.024452    72.22222
## 1025                      Lambeth    39.970512    77.46479
## 1026                     Lewisham    31.950323    71.73913
## 1027                       Merton    30.768969    58.33333
## 1028                       Newham   104.798546    77.39726
## 1029                    Redbridge    55.789268    61.11111
## 1030         Richmond upon Thames     8.549465    90.00000
## 1031                    Southwark    37.918961    79.48718
## 1032                       Sutton    14.331755    73.91304
## 1033                Tower Hamlets    60.776421    62.12121
## 1034               Waltham Forest    42.980949    71.69811
## 1035                   Wandsworth    34.911625    68.42105
## 1036                  Westminster    35.808323    69.44444
## 1037              Buckinghamshire     6.784511    94.44444
## 1038               Cambridgeshire     6.495006    58.82353
## 1039                      Cumbria     2.529150    50.00000
## 1040                   Derbyshire     3.943651    56.52174
## 1041                        Devon     3.157085    77.77778
## 1042                 Dorset (Cty)     3.816676    87.50000
## 1043                  East Sussex     3.600226    77.77778
## 1044                        Essex     4.154960    76.74419
## 1045              Gloucestershire     5.046768    64.70588
## 1046                    Hampshire     4.047735    76.92308
## 1047                Hertfordshire     6.728137    53.57143
## 1048                         Kent     7.641160    65.27778
## 1049                   Lancashire     8.798264    78.12500
## 1050               Leicestershire     7.254523    69.56522
## 1051                 Lincolnshire     2.666517    42.85714
## 1052                      Norfolk     5.707955    73.07692
## 1053             Northamptonshire    10.276699    72.54902
## 1054              North Yorkshire     2.636566    69.23077
## 1055              Nottinghamshire     3.909764    65.21739
## 1056                  Oxfordshire     9.598466    73.33334
## 1057                     Somerset     2.096023          NA
## 1058                Staffordshire     3.661642    81.81818
## 1059                      Suffolk     5.416321    70.00000
## 1060                       Surrey     6.548875    62.74510
## 1061                 Warwickshire     9.715972    65.51724
## 1062                  West Sussex     6.114789    76.92308
## 1063               Worcestershire     3.093174    78.57143
## 1064                Middlesbrough    17.925270   100.00000
## 1065             Stockton-on-Tees     4.737515    25.00000
## 1066                   Warrington     5.504100    50.00000
## 1067        Blackburn with Darwen    43.144283    83.33334
## 1068                    Blackpool     9.106788    75.00000
## 1069           Kingston upon Hull     5.201567    64.28571
## 1070           North Lincolnshire    11.880072          NA
## 1071                         York     4.669374          NA
## 1072                        Derby    19.102718    72.22222
## 1073                    Leicester    61.452381    71.91011
## 1074                   Nottingham    23.041891    83.78378
## 1075           Telford and Wrekin     7.076154    50.00000
## 1076               Stoke-on-Trent    12.453317    76.47059
## 1077 Bath and North East Somerset     6.139772    62.50000
## 1078                      Bristol    18.777012    54.54546
## 1079               North Somerset     5.449762    57.14286
## 1080        South Gloucestershire     6.930443    55.55556
## 1081                     Plymouth     4.869504    25.00000
## 1082                       Torbay     9.363438    90.00000
## 1083                  Bournemouth     8.943318    54.54546
## 1084                        Poole     5.270394          NA
## 1085                      Swindon     8.485210    64.28571
## 1086                 Peterborough    24.219751    80.00000
## 1087                        Luton    44.284264    64.40678
## 1088              Southend-on-Sea    12.542011    73.68421
## 1089                     Thurrock    10.317677    90.00000
## 1090                       Medway     7.936589    66.66666
## 1091             Bracknell Forest     8.326791    57.14286
## 1092               West Berkshire     5.010828          NA
## 1093                      Reading    38.421070    60.00000
## 1094                       Slough    47.525341    54.54546
## 1095       Windsor and Maidenhead     7.714661          NA
## 1096                    Wokingham     7.575659    62.50000
## 1097                Milton Keynes    13.448817    33.33333
## 1098            Brighton and Hove    10.663683    75.00000
## 1099                   Portsmouth    12.882308    70.58823
## 1100                  Southampton    12.580454    76.92308
## 1101                County Durham     3.478704    80.00000
## 1102                Cheshire East     2.082892          NA
## 1103    Cheshire West and Chester     2.327883    44.44444
## 1104                   Shropshire     3.197125    87.50000
## 1105                     Cornwall     1.960621          NA
## 1106                    Wiltshire     3.140800    50.00000
## 1107                      Bedford    18.904119    53.84615
## 1108         Central Bedfordshire     4.389325    54.54546
## 1109               Northumberland     2.542349          NA
## 1110                       Bolton    24.917126    76.66666
## 1111                         Bury     8.338772          NA
## 1112                   Manchester    39.345436    74.22681
## 1113                       Oldham    20.044127    71.42857
## 1114                     Rochdale    22.039982    72.72727
## 1115                      Salford    14.398597    84.00000
## 1116                    Stockport     5.671386    66.66666
## 1117                     Tameside    16.856920    47.61905
## 1118                     Trafford    10.907928          NA
## 1119                        Wigan     4.243446    70.00000
## 1120                    Liverpool    11.358722    80.00000
## 1121                       Sefton     3.768044          NA
## 1122                       Wirral     3.775326    63.63636
## 1123                    Doncaster     4.667336    77.77778
## 1124                    Rotherham     7.807651    35.71429
## 1125                    Sheffield    14.532789    63.63636
## 1126          Newcastle upon Tyne    15.211402    78.26087
## 1127               North Tyneside     5.191369          NA
## 1128               South Tyneside     6.283620          NA
## 1129                   Sunderland     7.117000    63.63636
## 1130                   Birmingham    39.966656    81.86529
## 1131                     Coventry    30.078344    35.55556
## 1132                       Dudley    10.924619    62.50000
## 1133                     Sandwell    34.735931    66.66666
## 1134                     Solihull     6.811801          NA
## 1135                      Walsall    18.876425    69.23077
## 1136                Wolverhampton    31.528879    72.97298
## 1137                     Bradford    35.637245    72.72727
## 1138                   Calderdale    12.704447    76.92308
## 1139                     Kirklees    24.740328    57.14286
## 1140                        Leeds    17.598688    70.83334
## 1141                    Wakefield     6.267016    70.00000
## 1142                    Gateshead     4.220905          NA
## 1143         Barking and Dagenham    39.409237    58.97436
## 1144                       Barnet    32.128002    66.66666
## 1145                       Bexley     8.460866    77.77778
## 1146                        Brent   100.357574    75.18797
## 1147                      Bromley     9.234593    90.00000
## 1148                       Camden    39.816780    77.50000
## 1149                      Croydon    32.546494    88.88889
## 1150                       Ealing    63.153996    68.26923
## 1151                      Enfield    34.286522    71.42857
## 1152                    Greenwich    51.597687    73.77049
## 1153                      Hackney    46.377090    63.63636
## 1154       Hammersmith and Fulham    35.870541    80.64516
## 1155                     Haringey    44.979557    64.06250
## 1156                       Harrow    56.815506    66.15385
## 1157                     Havering     8.972391          NA
## 1158                   Hillingdon    49.863033    72.22222
## 1159                     Hounslow    68.582314    76.31579
## 1160                    Islington    41.941036    50.00000
## 1161       Kensington and Chelsea    28.457422    59.25926
## 1162         Kingston upon Thames    20.551632    80.76923
## 1163                      Lambeth    40.530140    67.69231
## 1164                     Lewisham    28.167240    76.47059
## 1165                       Merton    30.010233    75.86207
## 1166                       Newham   103.584755    75.60976
## 1167                    Redbridge    54.995529    65.75343
## 1168         Richmond upon Thames     8.850757          NA
## 1169                    Southwark    36.466438    82.00000
## 1170                       Sutton    14.378324    46.66667
## 1171                Tower Hamlets    58.814716    67.69231
## 1172               Waltham Forest    45.011940    79.10448
## 1173                   Wandsworth    32.802544    72.22222
## 1174                  Westminster    32.473499    71.87500
## 1175              Buckinghamshire     7.476615    66.66666
## 1176               Cambridgeshire     6.421709    61.11111
## 1177                      Cumbria     1.731179    71.42857
## 1178                   Derbyshire     3.270107    80.00000
## 1179                        Devon     3.146326    61.53846
## 1180                 Dorset (Cty)     3.322790    42.85714
## 1181                  East Sussex     4.350001    69.23077
## 1182                        Essex     4.442740    68.42105
## 1183              Gloucestershire     4.288486    50.00000
## 1184                    Hampshire     4.350476    61.53846
## 1185                Hertfordshire     7.873121    71.42857
## 1186                         Kent     7.980546    75.00000
## 1187                   Lancashire     8.326009    77.55102
## 1188               Leicestershire     6.691625    88.23529
## 1189                 Lincolnshire     2.879825    93.33334
## 1190                      Norfolk     5.116547    80.95238
## 1191             Northamptonshire    10.294310    80.95238
## 1192              North Yorkshire     2.680961    58.33333
## 1193              Nottinghamshire     3.760972    80.00000
## 1194                  Oxfordshire     8.753905    76.66666
## 1195                     Somerset     2.150716    63.63636
## 1196                Staffordshire     4.673852    59.09091
## 1197                      Suffolk     5.286326    52.94118
## 1198                       Surrey     7.357095    65.51724
## 1199                 Warwickshire     9.595979    67.85714
## 1200                  West Sussex     5.773645    70.83334
## 1201               Worcestershire     3.615530    66.66666
## 1202                Middlesbrough    14.517018   100.00000
## 1203             Stockton-on-Tees     5.063698    57.14286
## 1204                   Warrington     4.966271          NA
## 1205        Blackburn with Darwen    40.379292    77.77778
## 1206                    Blackpool    12.634210    59.25926
## 1207           Kingston upon Hull     6.767520    75.00000
## 1208     East Riding of Yorkshire     2.397554    83.33334
## 1209           North Lincolnshire    11.008212    40.00000
## 1210                         York     3.417337          NA
## 1211                        Derby    18.649708    61.53846
## 1212                    Leicester    61.688667    71.84466
## 1213                   Nottingham    21.258598    88.88889
## 1214           Telford and Wrekin     5.830775          NA
## 1215               Stoke-on-Trent    14.555864    79.31035
## 1216 Bath and North East Somerset     5.352040          NA
## 1217                      Bristol    19.447165    61.22449
## 1218               North Somerset     4.771550    83.33334
## 1219        South Gloucestershire     7.137231    71.42857
## 1220                     Plymouth     5.236068    66.66666
## 1221                       Torbay     9.384265    88.88889
## 1222                  Bournemouth     9.869481    66.66666
## 1223                      Swindon     9.983591    78.57143
## 1224                 Peterborough    24.762373    66.66666
## 1225                        Luton    49.275646    75.40984
## 1226              Southend-on-Sea    12.586923    92.85714
## 1227                     Thurrock    10.003065          NA
## 1228                       Medway     8.631052    71.42857
## 1229             Bracknell Forest     9.157915          NA
## 1230               West Berkshire     5.204606          NA
## 1231                      Reading    36.366707    84.61539
## 1232                       Slough    52.751934    61.53846
## 1233       Windsor and Maidenhead     7.415819          NA
## 1234                    Wokingham     7.762669   100.00000
## 1235                Milton Keynes    12.915979    90.47619
## 1236            Brighton and Hove     9.900610    45.45454
## 1237                   Portsmouth    11.529922    80.00000
## 1238                  Southampton    16.309666    64.70588
## 1239                County Durham     2.678105          NA
## 1240                Cheshire East     2.346973          NA
## 1241    Cheshire West and Chester     2.631060          NA
## 1242                   Shropshire     2.845573    62.50000
## 1243                     Cornwall     2.704540    60.00000
## 1244                    Wiltshire     3.046989    76.92308
## 1245                      Bedford    16.198370    50.00000
## 1246         Central Bedfordshire     4.878479          NA
## 1247               Northumberland     2.219334          NA
## 1248                       Bolton    24.469633    61.76471
## 1249                         Bury    10.648628    70.00000
## 1250                   Manchester    41.979767    75.25773
## 1251                       Oldham    19.947155    76.00000
## 1252                     Rochdale    20.539234    85.00000
## 1253                      Salford    12.800746    61.53846
## 1254                    Stockport     6.131135    62.50000
## 1255                     Tameside    17.380220    70.00000
## 1256                     Trafford    11.993071    62.50000
## 1257                        Wigan     4.215936    83.33334
## 1258                    Liverpool    10.689147    75.00000
## 1259                       Sefton     3.163240          NA
## 1260                       Wirral     3.762990          NA
## 1261                     Barnsley     3.328972    87.50000
## 1262                    Doncaster     6.084401    76.47059
## 1263                    Rotherham     8.431462    54.54546
## 1264                    Sheffield    15.292821    56.14035
## 1265          Newcastle upon Tyne    15.436659    82.60870
## 1266               North Tyneside     4.163981          NA
## 1267               South Tyneside     5.391550          NA
## 1268                   Sunderland     6.042157    75.00000
## 1269                   Birmingham    38.581932    73.85321
## 1270                     Coventry    31.090342    59.70149
## 1271                       Dudley    10.463881    68.18182
## 1272                     Sandwell    34.222462    78.57143
## 1273                     Solihull     7.273844    81.81818
## 1274                      Walsall    20.221386    77.77778
## 1275                Wolverhampton    33.220894    80.00000
## 1276                     Bradford    35.403721    60.49383
## 1277                   Calderdale    12.309268    50.00000
## 1278                     Kirklees    26.271919    66.66666
## 1279                        Leeds    15.833096    71.21212
## 1280                    Wakefield     5.939610    66.66666
## 1281                    Gateshead     4.525941   100.00000
## 1282         Barking and Dagenham    36.898548    73.52941
## 1283                       Barnet    30.147753    75.00000
## 1284                       Bexley    10.410175    53.33333
## 1285                        Brent    98.672562    70.99236
## 1286                      Bromley    11.662588    77.77778
## 1287                       Camden    36.897747    71.11111
## 1288                      Croydon    34.029766    78.57143
## 1289                       Ealing    66.576767    68.68687
## 1290                      Enfield    30.967329    67.50000
## 1291                    Greenwich    46.904690    69.81132
## 1292                      Hackney    40.797031    70.00000
## 1293       Hammersmith and Fulham    35.700943    78.37838
## 1294                     Haringey    48.279419    68.96552
## 1295                       Harrow    59.878136    73.77049
## 1296                     Havering     8.612316    53.33333
## 1297                   Hillingdon    46.383736    58.82353
## 1298                     Hounslow    73.308189    73.01588
## 1299                    Islington    39.129990    73.33334
## 1300       Kensington and Chelsea    27.673338    71.42857
## 1301         Kingston upon Thames    20.571337    64.70588
## 1302                      Lambeth    36.599751    74.57627
## 1303                     Lewisham    30.736168    64.91228
## 1304                       Merton    29.942373    79.31035
## 1305                       Newham   109.365479    74.52229
## 1306                    Redbridge    53.814285    67.85714
## 1307         Richmond upon Thames     9.315240    63.63636
## 1308                    Southwark    36.081882    86.53846
## 1309                       Sutton    16.707380    81.81818
## 1310                Tower Hamlets    57.984474    78.84615
## 1311               Waltham Forest    43.050777    79.03226
## 1312                   Wandsworth    29.790794    87.17949
## 1313                  Westminster    32.122421    78.94736
## 1314              Buckinghamshire     8.619643    51.85185
## 1315               Cambridgeshire     5.750091    69.56522
## 1316                      Cumbria     1.932344    62.50000
## 1317                   Derbyshire     3.604068    61.90476
## 1318                        Devon     3.180142    71.42857
## 1319                 Dorset (Cty)     3.477074    66.66666
## 1320                  East Sussex     4.836975    75.00000
## 1321                        Essex     5.090018    63.26530
## 1322              Gloucestershire     3.982352    75.00000
## 1323                    Hampshire     5.385945    75.00000
## 1324                Hertfordshire     8.724260    71.42857
## 1325                         Kent     7.510956    67.16418
## 1326                   Lancashire     9.248481    81.81818
## 1327               Leicestershire     6.237995    73.91304
## 1328                 Lincolnshire     3.001634    71.42857
## 1329                      Norfolk     4.533540    78.26087
## 1330             Northamptonshire    10.264147    70.00000
## 1331              North Yorkshire     2.838648    70.00000
## 1332              Nottinghamshire     3.999071    69.23077
## 1333                  Oxfordshire     9.606622    80.00000
## 1334                     Somerset     2.394784    81.81818
## 1335                Staffordshire     4.613405    68.75000
## 1336                      Suffolk     4.787570    61.90476
## 1337                       Surrey     8.118913    80.00000
## 1338                 Warwickshire     8.635203    52.17391
## 1339                  West Sussex     7.350156    76.47059
## 1340               Worcestershire     3.603214    70.00000
## 1341                Middlesbrough    14.225060    63.63636
## 1342             Stockton-on-Tees     5.563157          NA
## 1343                   Warrington     4.442156    87.50000
## 1344        Blackburn with Darwen    38.872078    71.42857
## 1345                    Blackpool    14.758592    58.82353
## 1346           Kingston upon Hull     8.839101    85.71429
## 1347     East Riding of Yorkshire     2.290442          NA
## 1348           North Lincolnshire     7.762646    86.66666
## 1349                        Derby    17.011358    50.00000
## 1350                    Leicester    58.686039    58.82353
## 1351                   Nottingham    21.488518    89.18919
## 1352           Telford and Wrekin     6.196493    70.00000
## 1353               Stoke-on-Trent    15.819984    62.50000
## 1354 Bath and North East Somerset     5.123330    88.88889
## 1355                      Bristol    19.545835    50.84746
## 1356               North Somerset     4.094923    66.66666
## 1357        South Gloucestershire     5.562009    87.50000
## 1358                     Plymouth     6.115333    56.25000
## 1359                       Torbay     7.104507          NA
## 1360                  Bournemouth    10.017339    92.30769
## 1361                      Swindon     9.863722    83.33334
## 1362                 Peterborough    28.580990    45.71429
## 1363                        Luton    47.476517    82.05128
## 1364              Southend-on-Sea    11.697319    88.88889
## 1365                     Thurrock     9.269207    83.33334
## 1366                       Medway     8.545365    75.00000
## 1367             Bracknell Forest     9.365543          NA
## 1368               West Berkshire     4.753725          NA
## 1369                      Reading    33.016743    77.27273
## 1370                       Slough    57.335495    67.64706
## 1371       Windsor and Maidenhead     7.129256          NA
## 1372                    Wokingham     8.579070    85.71429
## 1373                Milton Keynes    14.168888    90.00000
## 1374            Brighton and Hove     9.289012    66.66666
## 1375                   Portsmouth    10.249736    78.94736
## 1376                  Southampton    16.820406    71.42857
## 1377                County Durham     2.210831    54.54546
## 1378                Cheshire East     2.607515    66.66666
## 1379    Cheshire West and Chester     2.628113          NA
## 1380                   Shropshire     3.478083    75.00000
## 1381                     Cornwall     2.996623    68.75000
## 1382                    Wiltshire     3.095470    80.00000
## 1383                      Bedford    16.886757    62.50000
## 1384         Central Bedfordshire     4.168322          NA
## 1385               Northumberland     2.425572          NA
## 1386                       Bolton    20.924829    80.00000
## 1387                         Bury    10.425523   100.00000
## 1388                   Manchester    39.774212    72.15190
## 1389                       Oldham    21.935740    74.19355
## 1390                     Rochdale    18.593393    42.85714
## 1391                      Salford    11.944203    84.61539
## 1392                    Stockport     6.237988          NA
## 1393                     Tameside    15.485000    77.77778
## 1394                     Trafford    13.076063    38.88889
## 1395                        Wigan     3.252347          NA
## 1396                    Liverpool    10.806942    86.66666
## 1397                       Sefton     4.138332    92.30769
## 1398                       Wirral     3.856963          NA
## 1399                     Barnsley     3.306056          NA
## 1400                    Doncaster     7.168957    80.00000
## 1401                    Rotherham     8.925880    68.75000
## 1402                    Sheffield    16.025206    66.66666
## 1403          Newcastle upon Tyne    17.190622    68.96552
## 1404               North Tyneside     3.483662          NA
## 1405                   Sunderland     6.649949    73.33334
## 1406                   Birmingham    37.446960    72.19731
## 1407                     Coventry    34.802063    46.57534
## 1408                       Dudley    10.436223    76.47059
## 1409                     Sandwell    35.079464    59.64912
## 1410                     Solihull     7.734015    88.88889
## 1411                      Walsall    20.564865    60.71429
## 1412                Wolverhampton    32.996334    66.66666
## 1413                     Bradford    32.896774    64.78873
## 1414                   Calderdale    10.613648    85.71429
## 1415                     Kirklees    24.710754    54.90196
## 1416                        Leeds    13.919550    70.17544
## 1417                    Wakefield     5.306566    54.54546
## 1418                    Gateshead     4.004324   100.00000
## 1419         Barking and Dagenham    34.788506    68.57143
## 1420                       Barnet    30.202665    66.66666
## 1421                       Bexley    11.464718    75.00000
## 1422                        Brent    98.108353    68.53147
## 1423                      Bromley    11.252174    86.66666
## 1424                       Camden    30.472044    68.96552
## 1425                      Croydon    33.151550    67.74194
## 1426                       Ealing    68.559433    68.75000
## 1427                      Enfield    26.522091    58.06452
## 1428                    Greenwich    47.211761    83.82353
## 1429                      Hackney    36.430710    72.91666
## 1430       Hammersmith and Fulham    30.619505    70.37037
## 1431                     Haringey    43.592888    63.46154
## 1432                       Harrow    65.978821    66.66666
## 1433                     Havering     8.124353    86.66666
## 1434                   Hillingdon    47.691502    68.91892
## 1435                     Hounslow    74.474121    78.46154
## 1436                    Islington    34.645378    66.66666
## 1437       Kensington and Chelsea    24.388910    84.21053
## 1438         Kingston upon Thames    19.697937    87.50000
## 1439                      Lambeth    33.900276    83.05085
## 1440                     Lewisham    31.680334    90.69768
## 1441                       Merton    31.575834    71.79487
## 1442                       Newham   112.103989    70.66666
## 1443                    Redbridge    53.738640    79.36508
## 1444         Richmond upon Thames     7.995707          NA
## 1445                    Southwark    37.878174    72.30769
## 1446                       Sutton    16.378590    66.66666
## 1447                Tower Hamlets    53.765121    80.70175
## 1448               Waltham Forest    46.250549    75.00000
## 1449                   Wandsworth    30.331791    66.66666
## 1450                  Westminster    27.554632    84.21053
## 1451              Buckinghamshire    10.129227    62.50000
## 1452               Cambridgeshire     5.582037    94.11765
## 1453                      Cumbria     3.401844    64.70588
## 1454                   Derbyshire     3.589403    71.42857
## 1455                        Devon     3.385725    63.15789
## 1456                 Dorset (Cty)     2.578996    75.00000
## 1457                  East Sussex     5.246696    68.42105
## 1458                        Essex     4.889572    57.89474
## 1459              Gloucestershire     4.234922    94.11765
## 1460                    Hampshire     5.370842    66.66666
## 1461                Hertfordshire     8.520131    64.86487
## 1462                         Kent     7.525255    73.97260
## 1463                   Lancashire     9.389652    75.51020
## 1464               Leicestershire     5.476919    73.91304
## 1465                 Lincolnshire     3.495270    57.89474
## 1466                      Norfolk     4.074191    68.18182
## 1467             Northamptonshire    10.229030    62.22222
## 1468              North Yorkshire     2.439373    60.00000
## 1469              Nottinghamshire     4.066749    70.00000
## 1470                  Oxfordshire    10.236884    72.41380
## 1471                     Somerset     2.945994   100.00000
## 1472                Staffordshire     4.319049    76.47059
## 1473                      Suffolk     4.252573    61.11111
## 1474                       Surrey     8.340144    75.00000
## 1475                 Warwickshire     8.846642    40.74074
## 1476                  West Sussex     7.166295    79.41177
## 1477               Worcestershire     4.647228    66.66666
## 1478                Middlesbrough    13.461376    87.50000
## 1479             Stockton-on-Tees     5.538785   100.00000
## 1480                   Warrington     4.741127   100.00000
## 1481        Blackburn with Darwen    35.418274    58.33333
## 1482                    Blackpool    14.798459   100.00000
## 1483           Kingston upon Hull     8.438019   100.00000
## 1484     East Riding of Yorkshire     2.483495          NA
## 1485           North Lincolnshire     9.314622    75.00000
## 1486                         York     3.669951   100.00000
## 1487                        Derby    16.115349    80.00000
## 1488                    Leicester    53.195492    65.90909
## 1489                   Nottingham    20.042925    84.37500
## 1490           Telford and Wrekin     6.556934    33.33333
## 1491               Stoke-on-Trent    16.161238    57.14286
## 1492 Bath and North East Somerset     4.509634    50.00000
## 1493                      Bristol    20.546316    56.25000
## 1494               North Somerset     3.584656          NA
## 1495        South Gloucestershire     6.010812    55.55556
## 1496                     Plymouth     6.210176    37.50000
## 1497                       Torbay     6.584379   100.00000
## 1498                  Bournemouth     9.145455          NA
## 1499                      Swindon    11.169581    73.33334
## 1500                 Peterborough    30.030890    63.63636
## 1501                        Luton    41.035255    74.07407
## 1502              Southend-on-Sea     9.512919    88.88889
## 1503                     Thurrock     7.092051          NA
## 1504                       Medway     7.963130    90.00000
## 1505             Bracknell Forest     7.529074          NA
## 1506               West Berkshire     5.592805          NA
## 1507                      Reading    34.200378    90.62500
## 1508                       Slough    58.089626    84.61539
## 1509       Windsor and Maidenhead     7.091907    57.14286
## 1510                    Wokingham     7.665021          NA
## 1511                Milton Keynes    14.755403    93.33334
## 1512            Brighton and Hove     8.346771    80.00000
## 1513                   Portsmouth     9.375708    64.28571
## 1514                  Southampton    18.340994    64.70588
## 1515                County Durham     1.944040   100.00000
## 1516                Cheshire East     3.763019    81.81818
## 1517    Cheshire West and Chester     2.725019          NA
## 1518                   Shropshire     3.785384          NA
## 1519                     Cornwall     3.408226    62.50000
## 1520                    Wiltshire     2.864841    87.50000
## 1521                      Bedford    15.874276    81.25000
## 1522         Central Bedfordshire     3.465858    75.00000
## 1523               Northumberland     2.212492          NA
## 1524                       Bolton    19.841009    88.46154
## 1525                         Bury    10.751918    87.50000
## 1526                   Manchester    37.129978    72.85714
## 1527                       Oldham    20.505800    81.81818
## 1528                     Rochdale    15.722949    66.66666
## 1529                      Salford    10.984261    77.77778
## 1530                    Stockport     6.925622    66.66666
## 1531                     Tameside    13.475191    80.00000
## 1532                     Trafford    14.149326    52.63158
## 1533                        Wigan     3.135871    50.00000
## 1534                    Liverpool     9.306383    82.60870
## 1535                       Sefton     3.653462          NA
## 1536                       Wirral     3.330225   100.00000
## 1537                     Barnsley     2.851285          NA
## 1538                    Doncaster     6.820075    64.28571
## 1539                    Rotherham     8.000443    77.77778
## 1540                    Sheffield    16.474651    66.10169
## 1541          Newcastle upon Tyne    15.115623    90.47619
## 1542               North Tyneside     3.802803    87.50000
## 1543                   Sunderland     7.495318    77.77778
## 1544                   Birmingham    38.011227    76.00000
## 1545                     Coventry    36.266251    49.01961
## 1546                       Dudley    11.156114    76.00000
## 1547                     Sandwell    36.927345    65.57377
## 1548                     Solihull     9.463531    28.57143
## 1549                      Walsall    20.927635    74.07407
## 1550                Wolverhampton    32.817989    70.00000
## 1551                     Bradford    31.650457    61.84211
## 1552                   Calderdale    10.073013    90.00000
## 1553                     Kirklees    22.254490    65.71429
## 1554                        Leeds    13.705615    67.64706
## 1555                    Wakefield     5.486857    53.33333
## 1556                    Gateshead     4.994016    85.71429
## 1557         Barking and Dagenham    34.424431    80.55556
## 1558                       Barnet    25.880678    75.00000
## 1559                       Bexley    13.212142    88.23529
## 1560                        Brent    95.344032    81.81818
## 1561                      Bromley    10.713225    86.66666
## 1562                       Camden    26.207390    73.33334
## 1563                      Croydon    32.592052    68.75000
## 1564                       Ealing    68.607513    80.00000
## 1565                      Enfield    23.331362    71.42857
## 1566                    Greenwich    44.511948    84.61539
## 1567                      Hackney    34.882339    80.00000
## 1568       Hammersmith and Fulham    29.671253    76.00000
## 1569                     Haringey    41.318527    73.58491
## 1570                       Harrow    67.265717    64.51613
## 1571                     Havering    10.141551    93.75000
## 1572                   Hillingdon    43.907845    52.50000
## 1573                     Hounslow    68.799049    73.33334
## 1574                    Islington    33.785225    55.26316
## 1575       Kensington and Chelsea    24.348724    70.83334
## 1576         Kingston upon Thames    16.963251    61.53846
## 1577                      Lambeth    29.248381    82.50000
## 1578                     Lewisham    30.856909    71.42857
## 1579                       Merton    32.331123    72.00000
## 1580                       Newham   112.948471    69.86301
## 1581                    Redbridge    54.394234    80.00000
## 1582         Richmond upon Thames     7.222939    66.66666
## 1583                    Southwark    36.897438    72.50000
## 1584                       Sutton    14.817725    55.55556
## 1585                Tower Hamlets    45.382805    80.85107
## 1586               Waltham Forest    46.201805    80.30303
## 1587                   Wandsworth    26.013170    65.51724
## 1588                  Westminster    26.771358    77.77778
## 1589              Buckinghamshire     9.849544    82.60870
## 1590               Cambridgeshire     6.339438    68.18182
## 1591                      Cumbria     3.605959   100.00000
## 1592                   Derbyshire     3.877550    47.36842
## 1593                        Devon     3.674613    55.00000
## 1594                 Dorset (Cty)     2.648894    62.50000
## 1595                  East Sussex     4.958571    75.00000
## 1596                        Essex     5.022174    68.29269
## 1597              Gloucestershire     5.923174    57.14286
## 1598                    Hampshire     4.982858    75.00000
## 1599                Hertfordshire     7.758723    73.52941
## 1600                         Kent     7.522978    78.12500
## 1601                   Lancashire     9.417046    68.96552
## 1602               Leicestershire     5.233001    59.09091
## 1603                 Lincolnshire     3.706321    68.75000
## 1604                      Norfolk     4.123999    84.21053
## 1605             Northamptonshire     9.095442    82.75862
## 1606              North Yorkshire     2.376428    78.57143
## 1607              Nottinghamshire     3.960586    94.44444
## 1608                  Oxfordshire    10.359824    89.65517
## 1609                     Somerset     3.052678    75.00000
## 1610                Staffordshire     4.025919    59.09091
## 1611                      Suffolk     3.956741    87.50000
## 1612                       Surrey     7.426718    77.77778
## 1613                 Warwickshire     8.574603    53.33333
## 1614                  West Sussex     7.680306    76.92308
## 1615               Worcestershire     5.560527    42.85714
## 1616                Middlesbrough    12.481158          NA
## 1617             Stockton-on-Tees     4.997045          NA
## 1618                   Darlington     6.307039    83.33334
## 1619                   Warrington     5.197834    71.42857
## 1620        Blackburn with Darwen    33.631805    52.94118
## 1621                    Blackpool    12.013059    73.33334
## 1622           Kingston upon Hull     7.646310    90.90909
## 1623     East Riding of Yorkshire     1.981738          NA
## 1624           North Lincolnshire     7.900766          NA
## 1625                        Derby    13.921907    81.81818
## 1626                    Leicester    48.150150    76.31579
## 1627                   Nottingham    17.996691    72.00000
## 1628           Telford and Wrekin     6.913976          NA
## 1629               Stoke-on-Trent    13.716105    55.00000
## 1630 Bath and North East Somerset     7.250459    60.00000
## 1631                      Bristol    21.517313    42.62295
## 1632               North Somerset     3.878343          NA
## 1633        South Gloucestershire     6.326460    77.77778
## 1634                     Plymouth     5.535188    14.28571
## 1635                       Torbay     5.290405          NA
## 1636                  Bournemouth     7.094211    66.66666
## 1637                      Swindon    10.281383    44.44444
## 1638                 Peterborough    28.472395    65.00000
## 1639                        Luton    34.987762    88.00000
## 1640              Southend-on-Sea     7.551530    85.71429
## 1641                     Thurrock     4.948821          NA
## 1642                       Medway     6.403697    80.00000
## 1643             Bracknell Forest     8.580523    87.50000
## 1644               West Berkshire     5.777032          NA
## 1645                      Reading    36.368683    95.83334
## 1646                       Slough    51.302143    83.33334
## 1647       Windsor and Maidenhead     9.556401    53.33333
## 1648                    Wokingham     9.490928    75.00000
## 1649                Milton Keynes    12.867604   100.00000
## 1650            Brighton and Hove     8.149910    75.00000
## 1651                   Portsmouth     8.370572    71.42857
## 1652                  Southampton    15.128740    85.71429
## 1653                County Durham     2.261337   100.00000
## 1654                Cheshire East     3.750017    88.88889
## 1655    Cheshire West and Chester     3.120078    77.77778
## 1656                   Shropshire     3.770434    62.50000
## 1657                     Cornwall     3.013634    70.00000
## 1658                    Wiltshire     2.983242    58.33333
## 1659                      Bedford    16.909971    73.68421
## 1660         Central Bedfordshire     3.033252          NA
## 1661               Northumberland     2.842973    57.14286
## 1662                       Bolton    19.163404    69.56522
## 1663                         Bury    11.430511    69.23077
## 1664                   Manchester    31.237848    83.82353
## 1665                       Oldham    21.442776    77.77778
## 1666                     Rochdale    15.226195    60.00000
## 1667                      Salford    11.155128    70.00000
## 1668                    Stockport     5.847652    83.33334
## 1669                     Tameside    11.338862    46.15385
## 1670                     Trafford    13.897474    71.42857
## 1671                        Wigan     3.334500    66.66666
## 1672                    Liverpool     8.824263    87.50000
## 1673                       Sefton     3.897562    71.42857
## 1674                       Wirral     2.908904          NA
## 1675                    Doncaster     7.683771    76.19048
## 1676                    Rotherham     8.231543    80.00000
## 1677                    Sheffield    16.002970    62.50000
## 1678          Newcastle upon Tyne    14.835513    80.00000
## 1679               North Tyneside     4.946675          NA
## 1680               South Tyneside     4.491687    83.33334
## 1681                   Sunderland     7.723546    60.00000
## 1682                   Birmingham    35.194633    70.51282
## 1683                     Coventry    32.659023    58.82353
## 1684                       Dudley     9.750101    66.66666
## 1685                     Sandwell    33.562962    54.34783
## 1686                     Solihull     8.455419    83.33334
## 1687                      Walsall    16.896608    70.00000
## 1688                Wolverhampton    29.099220    71.87500
## 1689                     Bradford    26.617842    76.08696
## 1690                   Calderdale     9.864516   100.00000
## 1691                     Kirklees    19.171196    70.21277
## 1692                        Leeds    12.741419    84.90566
## 1693                    Wakefield     6.468194    57.14286
## 1694                    Gateshead     6.986598    66.66666
## 1695         Barking and Dagenham    34.766884    90.32258
## 1696                       Barnet    23.240608    84.37500
## 1697                       Bexley    10.546447    83.33334
## 1698                        Brent    83.315300    77.08334
## 1699                      Bromley     8.072904    63.63636
## 1700                       Camden    21.697716    83.33334
## 1701                      Croydon    27.502701    76.47059
## 1702                       Ealing    65.240479    74.07407
## 1703                      Enfield    22.349667    58.82353
## 1704                    Greenwich    41.995823    71.42857
## 1705                      Hackney    32.092758    75.00000
## 1706       Hammersmith and Fulham    23.843718    78.94736
## 1707                     Haringey    33.446995    61.36364
## 1708                       Harrow    61.084930    74.54546
## 1709                     Havering    10.852930    71.42857
## 1710                   Hillingdon    42.164459    68.25397
## 1711                     Hounslow    64.300232    81.53846
## 1712                    Islington    29.451084    74.28571
## 1713       Kensington and Chelsea    22.039362    70.83334
## 1714         Kingston upon Thames    15.886103    90.90909
## 1715                      Lambeth    26.739021    75.51020
## 1716                     Lewisham    26.053076    67.44186
## 1717                       Merton    29.330704    77.77778
## 1718                       Newham    98.672020    71.30434
## 1719                    Redbridge    50.038738    77.55102
## 1720         Richmond upon Thames     5.929295    83.33334
## 1721                    Southwark    31.622904    75.00000
## 1722                       Sutton    13.282994   100.00000
## 1723                Tower Hamlets    38.085457    75.00000
## 1724               Waltham Forest    41.210846    80.55556
## 1725                   Wandsworth    21.615889    75.86207
## 1726                  Westminster    24.155230    63.33333
## 1727              Buckinghamshire     8.918093    55.55556
## 1728               Cambridgeshire     6.349166    70.00000
## 1729                      Cumbria     3.809957    57.14286
## 1730                   Derbyshire     3.518185    71.42857
## 1731                        Devon     3.779001    81.81818
## 1732                 Dorset (Cty)     2.878876    83.33334
## 1733                  East Sussex     4.917538    88.23529
## 1734                        Essex     4.603141    83.87096
## 1735              Gloucestershire     5.659608    78.57143
## 1736                    Hampshire     4.078383    87.50000
## 1737                Hertfordshire     6.804700    67.34694
## 1738                         Kent     7.205694    80.76923
## 1739                   Lancashire     7.719346    64.10256
## 1740               Leicestershire     4.738426    63.63636
## 1741                 Lincolnshire     4.182768    56.52174
## 1742                      Norfolk     3.712875    88.46154
## 1743             Northamptonshire     8.162930    75.86207
## 1744              North Yorkshire     2.371809    85.71429
## 1745              Nottinghamshire     4.480350    70.37037
## 1746                  Oxfordshire    10.434517    86.04651
## 1747                     Somerset     3.156390    55.55556
## 1748                Staffordshire     3.854021    83.33334
## 1749                      Suffolk     4.070290    90.00000
## 1750                       Surrey     6.700793    88.23529
## 1751                 Warwickshire     9.149923    53.33333
## 1752                  West Sussex     6.155312    79.16666
## 1753               Worcestershire     5.646406    47.05882
## 1754                Middlesbrough     9.827138          NA
## 1755             Stockton-on-Tees     4.631345          NA
## 1756                   Warrington     5.003010          NA
## 1757        Blackburn with Darwen    28.891623    71.42857
## 1758                    Blackpool     9.463804    50.00000
## 1759           Kingston upon Hull     6.596059    81.81818
## 1760           North Lincolnshire     6.105102   100.00000
## 1761                        Derby    13.993400    72.72727
## 1762                    Leicester    41.783085    81.42857
## 1763                   Nottingham    17.055483    82.14286
## 1764           Telford and Wrekin     5.097170          NA
## 1765               Stoke-on-Trent    12.086662    66.66666
## 1766 Bath and North East Somerset     7.339611    80.00000
## 1767                      Bristol    20.557961    54.00000
## 1768               North Somerset     4.004434          NA
## 1769        South Gloucestershire     6.634746    62.50000
## 1770                     Plymouth     5.381235    15.38461
## 1771                       Torbay     6.011181    75.00000
## 1772                  Bournemouth     6.500089    57.14286
## 1773                      Swindon    10.809092    57.14286
## 1774                 Peterborough    23.230589    61.53846
## 1775                        Luton    30.261837    80.00000
## 1776              Southend-on-Sea     7.118278    92.30769
## 1777                     Thurrock     5.293515          NA
## 1778                       Medway     5.616077   100.00000
## 1779             Bracknell Forest     7.632617          NA
## 1780               West Berkshire     4.892326          NA
## 1781                      Reading    34.748955    64.28571
## 1782                       Slough    47.800484    80.00000
## 1783       Windsor and Maidenhead     8.370454          NA
## 1784                    Wokingham    10.027596    62.50000
## 1785                Milton Keynes    10.002795    80.00000
## 1786            Brighton and Hove     7.238517   100.00000
## 1787                   Portsmouth     7.357116    63.63636
## 1788                  Southampton    12.499691    76.92308
## 1789                County Durham     1.867542    62.50000
## 1790                Cheshire East     4.540057    63.63636
## 1791    Cheshire West and Chester     3.409239    75.00000
## 1792                   Shropshire     3.004015    66.66666
## 1793                     Cornwall     2.442035   100.00000
## 1794                    Wiltshire     3.097130    66.66666
## 1795                      Bedford    13.416597    66.66666
## 1796         Central Bedfordshire     3.109221          NA
## 1797               Northumberland     2.527183          NA
## 1798                       Bolton    18.626459    84.21053
## 1799                         Bury    10.328684    75.00000
## 1800                   Manchester    27.075327    76.78571
## 1801                       Oldham    21.886787    85.71429
## 1802                     Rochdale    13.762321    68.75000
## 1803                      Salford    12.131254    41.66667
## 1804                    Stockport     5.701341   100.00000
## 1805                     Tameside     8.600554   100.00000
## 1806                     Trafford    11.359715    77.77778
## 1807                        Wigan     4.049138    71.42857
## 1808                    Liverpool     8.267757    86.36364
## 1809                       Sefton     2.556869          NA
## 1810                       Wirral     2.801199   100.00000
## 1811                     Barnsley     3.363054    85.71429
## 1812                    Doncaster     7.333730    83.33334
## 1813                    Rotherham     5.512806    55.55556
## 1814                    Sheffield    14.590874    59.09091
## 1815          Newcastle upon Tyne    14.220886    76.19048
## 1816               North Tyneside     4.607165          NA
## 1817               South Tyneside     5.612289          NA
## 1818                   Sunderland     6.870086    90.90909
## 1819                   Birmingham    28.971825    72.79412
## 1820                     Coventry    27.686014    53.70370
## 1821                       Dudley    10.038665    70.58823
## 1822                     Sandwell    30.967905    70.68965
## 1823                     Solihull     6.664540    50.00000
## 1824                      Walsall    14.724350    76.47059
## 1825                Wolverhampton    26.445141    67.74194
## 1826                     Bradford    22.230896    66.66666
## 1827                   Calderdale     8.373456          NA
## 1828                     Kirklees    17.355139    61.11111
## 1829                        Leeds    12.915644    81.63265
## 1830                    Wakefield     5.624839    77.77778
## 1831                    Gateshead     6.803816    28.57143
## 1832         Barking and Dagenham    30.184782    85.00000
## 1833                       Barnet    19.628416    83.78378
## 1834                       Bexley     9.593740    77.77778
## 1835                        Brent    67.766190    75.00000
## 1836                      Bromley     7.460583    78.57143
## 1837                       Camden    17.597084    85.00000
## 1838                      Croydon    24.584995    80.55556
## 1839                       Ealing    56.635483    65.15151
## 1840                      Enfield    21.161543    69.23077
## 1841                    Greenwich    36.409031    69.23077
## 1842                      Hackney    28.003963    88.46154
## 1843       Hammersmith and Fulham    22.740486    79.16666
## 1844                     Haringey    28.474880    71.05264
## 1845                       Harrow    46.940628    87.50000
## 1846                     Havering    10.168843    85.71429
## 1847                   Hillingdon    36.752079    73.91304
## 1848                     Hounslow    53.680798    73.33334
## 1849                    Islington    25.572870    93.33334
## 1850       Kensington and Chelsea    19.427317    66.66666
## 1851         Kingston upon Thames    14.237719   100.00000
## 1852                      Lambeth    22.629841    60.00000
## 1853                     Lewisham    23.212013    74.28571
## 1854                       Merton    25.724520    80.00000
## 1855                       Newham    84.602623    67.52137
## 1856                    Redbridge    44.627090    80.00000
## 1857         Richmond upon Thames     6.049325    50.00000
## 1858                    Southwark    27.145393    76.92308
## 1859                       Sutton    11.960695   100.00000
## 1860                Tower Hamlets    32.275478    77.77778
## 1861               Waltham Forest    37.805210    85.10638
## 1862                   Wandsworth    18.333080    69.23077
## 1863                  Westminster    21.348658    73.68421
## 1864              Buckinghamshire     8.058600    66.66666
## 1865               Cambridgeshire     6.034756    80.00000
## 1866                      Cumbria     2.407293    57.14286
## 1867                   Derbyshire     2.905855    58.82353
## 1868                        Devon     3.834359    70.83334
## 1869                 Dorset (Cty)     2.387832          NA
## 1870                  East Sussex     4.196422    92.30769
## 1871                        Essex     4.213025    75.00000
## 1872              Gloucestershire     5.612391    88.23529
## 1873                    Hampshire     3.830186    77.77778
## 1874                Hertfordshire     6.791623    71.42857
## 1875                         Kent     6.606983    77.96610
## 1876                   Lancashire     6.281559    87.87878
## 1877               Leicestershire     4.047958   100.00000
## 1878                 Lincolnshire     4.376050    65.51724
## 1879                      Norfolk     3.912732    48.48485
## 1880             Northamptonshire     6.585176    95.45454
## 1881              North Yorkshire     2.478696   100.00000
## 1882              Nottinghamshire     3.618583    90.00000
## 1883                  Oxfordshire     9.367378    76.00000
## 1884                     Somerset     2.458454          NA
## 1885                Staffordshire     4.149099    68.18182
## 1886                      Suffolk     3.818377    76.47059
## 1887                       Surrey     5.758301    70.58823
## 1888                 Warwickshire     7.362166    58.33333
## 1889                  West Sussex     5.778544    72.00000
## 1890               Worcestershire     4.514788    91.66666
## 1891                Middlesbrough     9.793921   100.00000
## 1892             Stockton-on-Tees     5.465330    81.81818
## 1893                   Warrington     4.170443          NA
## 1894        Blackburn with Darwen    23.888186    70.83334
## 1895                    Blackpool     9.975228   100.00000
## 1896           Kingston upon Hull     6.185280   100.00000
## 1897      North East Lincolnshire     4.168247   100.00000
## 1898           North Lincolnshire     4.314885          NA
## 1899                        Derby    13.116630    69.23077
## 1900                    Leicester    38.467503    81.94444
## 1901                   Nottingham    15.760359    80.00000
## 1902               Stoke-on-Trent    11.766868    41.17647
## 1903 Bath and North East Somerset     6.516144          NA
## 1904                      Bristol    17.994709    58.69565
## 1905               North Somerset     3.810292          NA
## 1906        South Gloucestershire     6.694068    50.00000
## 1907                     Plymouth     5.992964    41.66667
## 1908                       Torbay     4.981804          NA
## 1909                  Bournemouth     6.087359   100.00000
## 1910                      Swindon    10.733644    90.00000
## 1911                 Peterborough    19.797379    77.27273
## 1912                        Luton    29.077583    87.50000
## 1913              Southend-on-Sea     5.574063          NA
## 1914                     Thurrock     5.418531          NA
## 1915                       Medway     5.088781    85.71429
## 1916             Bracknell Forest     6.723970          NA
## 1917                      Reading    26.409721    84.61539
## 1918                       Slough    41.541698    79.16666
## 1919       Windsor and Maidenhead     8.530852          NA
## 1920                    Wokingham    10.750443    75.00000
## 1921                Milton Keynes     8.991371    80.00000
## 1922            Brighton and Hove     7.630039    70.00000
## 1923                   Portsmouth     6.013515    83.33334
## 1924                  Southampton    11.644644    80.00000
## 1925                County Durham     1.732217    83.33334
## 1926                Cheshire East     4.168030    50.00000
## 1927    Cheshire West and Chester     2.994176          NA
## 1928                   Shropshire     2.666971          NA
## 1929                     Cornwall     2.301216    88.88889
## 1930                    Wiltshire     3.002825   100.00000
## 1931                      Bedford    12.019496    72.72727
## 1932         Central Bedfordshire     2.447986          NA
## 1933               Northumberland     2.419196          NA
## 1934                       Bolton    17.609129    95.00000
## 1935                         Bury     9.404200    66.66666
## 1936                   Manchester    24.654676    69.86301
## 1937                       Oldham    21.281895    90.47619
## 1938                     Rochdale    14.915170    78.57143
## 1939                      Salford    11.703133    66.66666
## 1940                    Stockport     5.321746    80.00000
## 1941                     Tameside     8.417104    56.25000
## 1942                     Trafford    10.435966    63.63636
## 1943                        Wigan     4.137001    83.33334
## 1944                    Liverpool     7.692057    81.81818
## 1945                       Sefton     2.795340          NA
## 1946                       Wirral     3.003877    75.00000
## 1947                     Barnsley     4.029608   100.00000
## 1948                    Doncaster     6.323125    66.66666
## 1949                    Rotherham     5.106424    66.66666
## 1950                    Sheffield    12.656077    82.92683
## 1951          Newcastle upon Tyne    14.092301    84.61539
## 1952               North Tyneside     3.283226          NA
## 1953               South Tyneside     5.826187          NA
## 1954                   Sunderland     4.814045          NA
## 1955                   Birmingham    25.070694    82.35294
## 1956                     Coventry    25.471638    60.71429
## 1957                       Dudley     7.793231    60.00000
## 1958                     Sandwell    27.139280    73.07692
## 1959                     Solihull     6.474771    42.85714
## 1960                      Walsall    13.756486    60.00000
## 1961                Wolverhampton    24.400650    73.17073
## 1962                     Bradford    18.113379    87.75510
## 1963                   Calderdale     7.853281    77.77778
## 1964                     Kirklees    16.639845    97.05882
## 1965                        Leeds    11.466852    79.54546
## 1966                    Wakefield     5.085603    70.00000
## 1967                    Gateshead     7.436382    75.00000
## 1968         Barking and Dagenham    28.527723    79.31035
## 1969                       Barnet    19.432039    81.08108
## 1970                       Bexley     9.072190    50.00000
## 1971                        Brent    57.836781    87.23404
## 1972                      Bromley     6.567572    50.00000
## 1973                       Camden    17.832134    78.12500
## 1974                      Croydon    22.184341    80.55556
## 1975                       Ealing    47.282974    74.07407
## 1976                      Enfield    20.704901    54.28571
## 1977                    Greenwich    30.515455    73.17073
## 1978                      Hackney    25.218111    60.60606
## 1979       Hammersmith and Fulham    20.159628    75.00000
## 1980                     Haringey    26.468603    86.66666
## 1981                       Harrow    38.614002    73.68421
## 1982                     Havering     9.615693    84.61539
## 1983                   Hillingdon    34.598450    64.28571
## 1984                     Hounslow    47.827000    82.69231
## 1985                    Islington    21.880650    76.19048
## 1986       Kensington and Chelsea    16.483795    62.50000
## 1987         Kingston upon Thames    11.289648    75.00000
## 1988                      Lambeth    20.511518    91.66666
## 1989                     Lewisham    22.054184    86.11111
## 1990                       Merton    23.328566    75.00000
## 1991                       Newham    68.196259    76.92308
## 1992                    Redbridge    41.092407    85.00000
## 1993         Richmond upon Thames     5.835648    77.77778
## 1994                    Southwark    25.354668    83.33334
## 1995                       Sutton    12.004622    66.66666
## 1996                Tower Hamlets    30.135313    90.32258
## 1997               Waltham Forest    33.222836    77.08334
## 1998                   Wandsworth    17.023321    87.50000
## 1999                  Westminster    18.030201    87.50000
## 2000              Buckinghamshire     8.412024    86.36364
## 2001               Cambridgeshire     5.673286    40.90909
## 2002                      Cumbria     2.072539          NA
## 2003                   Derbyshire     2.340228          NA
## 2004                        Devon     3.497501    66.66666
## 2005                 Dorset (Cty)     2.218212    75.00000
## 2006                  East Sussex     4.158815    77.77778
## 2007                        Essex     4.127738    79.48718
## 2008              Gloucestershire     3.832948    90.00000
## 2009                    Hampshire     3.954099    75.86207
## 2010                Hertfordshire     7.465861    82.75862
## 2011                         Kent     6.232452    77.35849
## 2012                   Lancashire     5.438900    68.75000
## 2013               Leicestershire     3.315916    62.50000
## 2014                 Lincolnshire     4.516616    63.15789
## 2015                      Norfolk     4.107214    75.00000
## 2016             Northamptonshire     6.688284    87.87878
## 2017              North Yorkshire     2.362267   100.00000
## 2018              Nottinghamshire     3.265386    83.33334
## 2019                  Oxfordshire     8.014046    85.71429
## 2020                     Somerset     1.951083    62.50000
## 2021                Staffordshire     4.017824    66.66666
## 2022                      Suffolk     4.015333    66.66666
## 2023                       Surrey     5.856544    89.18919
## 2024                 Warwickshire     6.360273    75.00000
## 2025                  West Sussex     4.809364    80.95238
## 2026               Worcestershire     3.566223    30.00000
## 2027                Middlesbrough    10.945214    73.33334
## 2028             Stockton-on-Tees     5.275940          NA
## 2029                   Warrington     3.511808          NA
## 2030        Blackburn with Darwen    23.590734    50.00000
## 2031                    Blackpool     8.094949    66.66666
## 2032           Kingston upon Hull     5.902771    77.77778
## 2033           North Lincolnshire     4.688013          NA
## 2034                        Derby    11.993033    88.23529
## 2035                    Leicester    37.437122    65.15151
## 2036                   Nottingham    14.800745    77.27273
## 2037               Stoke-on-Trent    10.778369    83.33334
## 2038 Bath and North East Somerset     3.571996          NA
## 2039                      Bristol    15.155309    70.00000
## 2040               North Somerset     3.467177          NA
## 2041        South Gloucestershire     5.182871    71.42857
## 2042                     Plymouth     7.244433    26.66667
## 2043                  Bournemouth     6.206062    75.00000
## 2044                      Swindon    11.728383    90.90909
## 2045                 Peterborough    19.344790    77.77778
## 2046                        Luton    26.701731    94.28571
## 2047              Southend-on-Sea     6.461761   100.00000
## 2048                     Thurrock     7.724883   100.00000
## 2049                       Medway     4.459180    88.88889
## 2050                      Reading    20.924065    78.94736
## 2051                       Slough    37.736530    72.22222
## 2052       Windsor and Maidenhead     6.918006          NA
## 2053                    Wokingham     8.175495          NA
## 2054                Milton Keynes     9.160014    87.50000
## 2055            Brighton and Hove     6.865247    76.92308
## 2056                   Portsmouth     6.263790    66.66666
## 2057                  Southampton    12.152940    66.66666
## 2058                County Durham     1.661570   100.00000
## 2059                Cheshire East     3.710670    85.71429
## 2060    Cheshire West and Chester     2.580238          NA
## 2061                     Cornwall     2.159971    63.63636
## 2062                    Wiltshire     2.437753    71.42857
## 2063                      Bedford    10.294950    50.00000
## 2064                       Bolton    16.114292    69.23077
## 2065                         Bury     8.305076    77.77778
## 2066                   Manchester    23.443846    79.06977
## 2067                       Oldham    18.669979    88.88889
## 2068                     Rochdale    12.632429    70.00000
## 2069                      Salford    11.012048    88.88889
## 2070                    Stockport     5.178157    83.33334
## 2071                     Tameside    10.018916    50.00000
## 2072                     Trafford     9.392638    87.50000
## 2073                        Wigan     3.503638          NA
## 2074                    Liverpool     7.808075    85.00000
## 2075                       Wirral     2.999859    83.33334
## 2076                     Barnsley     3.034303          NA
## 2077                    Doncaster     4.773218    84.61539
## 2078                    Rotherham     4.831864    53.33333
## 2079                    Sheffield     9.935991    43.47826
## 2080          Newcastle upon Tyne    12.722661    63.63636
## 2081                   Sunderland     4.691058    61.53846
## 2082                   Birmingham    22.763939    76.92308
## 2083                     Coventry    23.637264    63.63636
## 2084                       Dudley     7.762444    61.53846
## 2085                     Sandwell    27.192120    66.66666
## 2086                     Solihull     5.338081          NA
## 2087                      Walsall    15.549123    84.00000
## 2088                Wolverhampton    22.249559    83.87096
## 2089                     Bradford    17.655699    75.00000
## 2090                   Calderdale     5.907193          NA
## 2091                     Kirklees    13.560766    74.19355
## 2092                        Leeds    10.089152    79.31035
## 2093                    Wakefield     3.854132    60.00000
## 2094                    Gateshead     5.438625          NA
## 2095         Barking and Dagenham    25.723721    89.28571
## 2096                       Barnet    18.413088    84.84849
## 2097                       Bexley    11.313975    68.00000
## 2098                        Brent    51.686871    74.64789
## 2099                      Bromley     7.024517    81.81818
## 2100                       Camden    17.551851    80.95238
## 2101                      Croydon    21.337597    87.87878
## 2102                       Ealing    39.444748    75.86207
## 2103                      Enfield    19.122961    36.00000
## 2104                    Greenwich    26.538200    75.00000
## 2105                      Hackney    23.233234    76.66666
## 2106       Hammersmith and Fulham    19.379704    81.25000
## 2107                     Haringey    24.151226    62.85714
## 2108                       Harrow    34.659019    80.55556
## 2109                     Havering    10.279592    78.94736
## 2110                   Hillingdon    27.941730    74.07407
## 2111                     Hounslow    39.687378    86.84210
## 2112                    Islington    19.004784    76.00000
## 2113       Kensington and Chelsea    15.071014    77.27273
## 2114         Kingston upon Thames     7.308803          NA
## 2115                      Lambeth    17.461437    84.61539
## 2116                     Lewisham    19.548508    85.29412
## 2117                       Merton    21.334265    63.15789
## 2118                       Newham    58.224136    67.04546
## 2119                    Redbridge    38.400028    80.48781
## 2120         Richmond upon Thames     5.982998          NA
## 2121                    Southwark    24.188688    88.09524
## 2122                       Sutton    10.412225    87.50000
## 2123                Tower Hamlets    26.364326    78.57143
## 2124               Waltham Forest    32.301395    71.05264
## 2125                   Wandsworth    17.008373    82.14286
## 2126                  Westminster    15.590142    82.35294
## 2127              Buckinghamshire     8.646140    68.18182
## 2128               Cambridgeshire     5.686706    83.33334
## 2129                      Cumbria     1.403979          NA
## 2130                   Derbyshire     1.566614    66.66666
## 2131                        Devon     3.036254    69.23077
## 2132                 Dorset (Cty)     2.049751    40.00000
## 2133                  East Sussex     3.582625    58.33333
## 2134                        Essex     4.117664    74.41860
## 2135              Gloucestershire     3.638777    86.66666
## 2136                    Hampshire     4.251342    80.00000
## 2137                Hertfordshire     7.238864    59.57447
## 2138                         Kent     6.063003    75.80645
## 2139                   Lancashire     5.437589    76.31579
## 2140               Leicestershire     3.718040    72.00000
## 2141                 Lincolnshire     4.253734    73.91304
## 2142                      Norfolk     3.925426    78.26087
## 2143             Northamptonshire     6.193563    94.11765
## 2144              North Yorkshire     2.408072    80.00000
## 2145              Nottinghamshire     2.997268    65.00000
## 2146                  Oxfordshire     6.291417    77.77778
## 2147                     Somerset     1.391320   100.00000
## 2148                Staffordshire     4.231711    68.75000
## 2149                      Suffolk     3.413291    69.23077
## 2150                       Surrey     5.397525    69.44444
## 2151                 Warwickshire     5.539978    77.41936
## 2152                  West Sussex     4.531545    77.77778
## 2153               Worcestershire     3.141222    72.72727
##      prop_cc_ds_front prop_ds_treat_com_12 prop_ds_lost_to_follow
## 1                  NA           90.0000000              0.0000000
## 2           100.00000           82.6086960              4.3478260
## 3                  NA           44.4444427              0.0000000
## 4           100.00000           80.7017517              5.0000000
## 5           100.00000           30.0000000              0.0000000
## 6            91.66666           71.4285736              0.0000000
## 7                  NA                   NA                     NA
## 8           100.00000           76.7441864              0.0000000
## 9           100.00000            0.5464481              0.0000000
## 10          100.00000           72.9729767             10.0000000
## 11           95.65218           70.5882339              2.9411764
## 12                 NA           87.5000000              9.0909090
## 13           97.43590           64.4067764             11.2903223
## 14                 NA                   NA                     NA
## 15          100.00000           70.0000000              0.0000000
## 16                 NA           66.6666641              0.0000000
## 17           87.50000           80.0000000              5.8823528
## 18                 NA           80.0000000             10.0000000
## 19          100.00000           62.5000000              0.0000000
## 20          100.00000           83.3333359              0.0000000
## 21          100.00000           72.3684235             10.4651165
## 22          100.00000           78.5714264              0.0000000
## 23          100.00000          100.0000000              0.0000000
## 24          100.00000           54.0540543              0.0000000
## 25           94.44444            6.2500000              0.0000000
## 26                 NA           20.0000000              0.0000000
## 27          100.00000           50.0000000              0.0000000
## 28                 NA           62.5000000              0.0000000
## 29                 NA           83.3333359              0.0000000
## 30          100.00000            0.0000000              0.0000000
## 31          100.00000           38.4615402              0.0000000
## 32          100.00000           60.0000000              0.0000000
## 33                 NA           71.4285736              0.0000000
## 34          100.00000           50.0000000              0.0000000
## 35          100.00000           81.8181839              0.0000000
## 36                 NA           45.4545441              9.0909090
## 37          100.00000           76.1904755             18.1818180
## 38                 NA           83.3333359              0.0000000
## 39                 NA          100.0000000              0.0000000
## 40          100.00000           77.5862045              0.0000000
## 41                 NA           50.0000000              0.0000000
## 42          100.00000           76.9841232              7.2992702
## 43          100.00000           88.8888855              5.4054055
## 44          100.00000           88.8888855              0.0000000
## 45          100.00000           55.5555573              0.0000000
## 46          100.00000           90.4761887              0.0000000
## 47          100.00000           62.5000000             12.5000000
## 48          100.00000           84.0000000              3.7037036
## 49          100.00000           82.8571396              8.5714283
## 50                 NA           33.3333321             16.6666660
## 51          100.00000           69.2307663              7.6923075
## 52                 NA           66.6666641              0.0000000
## 53           90.90909           46.1538467              7.1428571
## 54          100.00000           77.1428604              2.6315789
## 55          100.00000           64.8148117              7.0175438
## 56          100.00000           72.9729767              2.7027028
## 57          100.00000           50.0000000              0.0000000
## 58                 NA                   NA             16.6666660
## 59          100.00000           75.0000000              9.5238094
## 60           98.90110           85.7594910              4.5871558
## 61          100.00000           45.0704231             14.4736843
## 62           96.55173           11.1111107              0.0000000
## 63          100.00000           72.8395081             11.6279068
## 64                 NA           12.5000000              0.0000000
## 65          100.00000           69.2307663              3.3898306
## 66          100.00000           77.7777786              8.6956520
## 67          100.00000           87.5000000              3.3898306
## 68          100.00000           77.7777786             10.3448277
## 69          100.00000           90.4109573              3.5714285
## 70          100.00000           71.2765961              3.9603961
## 71          100.00000           66.6666641              0.0000000
## 72                 NA           66.6666641             14.2857141
## 73          100.00000           64.5161285              5.7142859
## 74           97.14286           71.9101105              2.9411764
## 75          100.00000           85.0000000              0.0000000
## 76           98.18182           75.5208359              6.1032863
## 77          100.00000           73.0769196              7.4074073
## 78          100.00000           68.6868668              2.5862069
## 79           97.18310           79.7752838              0.9345794
## 80           95.61404           77.0114975              5.0000000
## 81           97.87234           65.8227844              8.3333330
## 82          100.00000           81.8181839              2.5641026
## 83           98.63013           78.9062500              3.4246576
## 84           88.00000           63.9344254              6.9444447
## 85          100.00000           67.7165375              6.5217390
## 86          100.00000           72.2222214              3.4482758
## 87          100.00000           68.4210510              0.0000000
## 88          100.00000           68.8172073              4.8076925
## 89           98.46154           56.2500000              3.3613446
## 90           98.41270           70.5263138              6.7961164
## 91           94.44444           72.4137955              9.6774197
## 92          100.00000           61.1111107              5.0000000
## 93           93.93939           79.4520569              3.7974684
## 94          100.00000           73.1707306              3.1578948
## 95          100.00000           63.0434799              3.7037036
## 96           99.14530           84.4221115              3.2110093
## 97          100.00000           74.0740738              8.6956520
## 98          100.00000           60.0000000              0.0000000
## 99           94.20290           77.4193573              4.7619047
## 100         100.00000           66.6666641              9.3750000
## 101         100.00000           68.0327835              1.5873016
## 102         100.00000           82.6530609              2.8571429
## 103          98.38710           84.0425568              2.0000000
## 104          97.05882           82.6086960              6.5789475
## 105         100.00000           23.9130440              4.0000000
## 106         100.00000           56.5217400              4.3478260
## 107         100.00000           51.8518524              0.0000000
## 108         100.00000           30.7692299              0.0000000
## 109                NA           28.5714283              0.0000000
## 110         100.00000           54.5454559              8.3333330
## 111          96.87500           74.5098038              5.0847459
## 112          92.30769           70.0000000              0.0000000
## 113         100.00000           13.5135136              0.0000000
## 114          94.73684           54.7169800              1.7543859
## 115          97.95918           59.0163918             10.9375000
## 116         100.00000           75.0000000              2.2727273
## 117         100.00000            2.4390244              0.0000000
## 118         100.00000           23.0769234              7.1428571
## 119         100.00000           76.1904755              9.0909090
## 120         100.00000           62.5000000              3.6144578
## 121                NA           70.0000000              0.0000000
## 122         100.00000           78.9473648              5.0000000
## 123         100.00000           39.1304359              0.0000000
## 124         100.00000           38.8888893              0.0000000
## 125         100.00000           42.8571434             13.3333330
## 126         100.00000           75.0000000             15.7894735
## 127          95.23810           14.8148146              0.0000000
## 128         100.00000           56.4102554              7.5000000
## 129         100.00000           56.2500000              2.7027028
## 130         100.00000           77.7777786              5.5555553
## 131                NA          100.0000000              0.0000000
## 132         100.00000           64.7058792              0.0000000
## 133                NA           77.7777786              0.0000000
## 134         100.00000           96.8750000              0.0000000
## 135         100.00000            0.0000000              0.0000000
## 136         100.00000           73.3333359              0.0000000
## 137                NA          100.0000000              0.0000000
## 138          97.22222           64.0000000              3.5087719
## 139         100.00000            0.0000000              0.5076142
## 140         100.00000           73.5294113              0.0000000
## 141         100.00000           67.8571396              6.2500000
## 142         100.00000           83.3333359              0.0000000
## 143         100.00000           70.2127686             10.0000000
## 144         100.00000           44.4444427             27.2727280
## 145                NA           66.6666641              0.0000000
## 146                NA           66.6666641              0.0000000
## 147                NA                   NA                     NA
## 148         100.00000           80.0000000              8.3333330
## 149         100.00000           83.3333359              7.1428571
## 150         100.00000           80.5970154              5.4054055
## 151         100.00000           82.3529434             11.7647057
## 152         100.00000           62.5000000             11.1111107
## 153         100.00000           68.4210510              5.0000000
## 154         100.00000           89.4736862              0.0000000
## 155         100.00000           78.4615402              1.3698630
## 156                NA           57.1428566              6.6666665
## 157         100.00000          100.0000000              0.0000000
## 158         100.00000           72.7272720              8.3333330
## 159                NA                   NA                     NA
## 160         100.00000            6.6666665              0.0000000
## 161         100.00000            0.0000000              0.0000000
## 162         100.00000           44.4444427              0.0000000
## 163         100.00000           63.6363640              9.0909090
## 164                NA           63.6363640              0.0000000
## 165         100.00000            0.0000000              0.0000000
## 166         100.00000           78.5714264              7.1428571
## 167         100.00000           87.5000000              4.0000000
## 168                NA           50.0000000              0.0000000
## 169                NA           71.4285736              0.0000000
## 170          97.14286           82.2222214              1.8867924
## 171         100.00000           57.1428566              0.0000000
## 172         100.00000           68.1818161              6.0344830
## 173         100.00000           86.1111145              0.0000000
## 174         100.00000           70.0000000              5.0000000
## 175         100.00000           68.4210510              0.0000000
## 176         100.00000           83.3333359              0.0000000
## 177         100.00000           67.7419357              6.0606060
## 178         100.00000           77.7777786              0.0000000
## 179         100.00000           76.4705887              0.0000000
## 180         100.00000           60.0000000              0.0000000
## 181                NA                   NA                     NA
## 182         100.00000           44.4444427             11.1111107
## 183         100.00000           95.0000000              0.0000000
## 184         100.00000           81.2500000              0.0000000
## 185         100.00000           71.2500000              4.3956046
## 186         100.00000           70.9677429              9.0909090
## 187         100.00000           50.0000000             10.0000000
## 188                NA           62.5000000             12.5000000
## 189         100.00000           71.4285736              0.0000000
## 190          99.48454           78.9473648              7.3313785
## 191         100.00000            9.2592592              0.0000000
## 192         100.00000           85.1851883              3.3333333
## 193         100.00000           80.7692337              5.7471266
## 194         100.00000           46.6666679              0.0000000
## 195         100.00000           74.5098038              3.7037036
## 196          98.03922           70.0000000              5.4054055
## 197          98.80952           89.9224777              2.1428571
## 198         100.00000           82.6086960              3.7037036
## 199         100.00000           81.9444427              1.2345679
## 200         100.00000           65.2777786              5.1282053
## 201         100.00000           84.6153870              0.0000000
## 202          95.00000           78.3783798              0.0000000
## 203         100.00000           84.2696609              2.0000000
## 204         100.00000           78.2608719              4.0000000
## 205          99.13793           79.7927475              5.6603775
## 206         100.00000           69.2307663              3.2258065
## 207         100.00000           76.2376251              1.8518518
## 208          98.66666           84.0425568              5.3571429
## 209          99.10714           73.4567871              5.4054055
## 210         100.00000           73.9130402              3.0927835
## 211          97.61905           82.5396805              7.0422535
## 212         100.00000           80.4511261              1.9480519
## 213         100.00000           85.0000000              6.1538463
## 214          98.64865           70.3703690              8.8000002
## 215          98.46154           70.3703690              7.0796461
## 216                NA           66.6666641              7.6923075
## 217         100.00000           65.4205627              6.2500000
## 218         100.00000           55.1724129              4.1237111
## 219          97.95918           72.9411774              5.3763442
## 220          96.96970           78.7234039              3.9215686
## 221         100.00000           81.2500000              0.0000000
## 222          95.74468           77.6119385              3.2467532
## 223         100.00000           77.0270233              3.7500000
## 224         100.00000           75.6756744              5.0000000
## 225         100.00000           81.3084106              4.9792533
## 226         100.00000           74.7474747              7.2727275
## 227         100.00000           63.6363640              9.0909090
## 228         100.00000           83.6956558              0.0000000
## 229         100.00000           92.5925903              0.0000000
## 230         100.00000           75.0000000              3.4482758
## 231          95.38461           81.3953476              8.5106382
## 232         100.00000           73.2558136              6.2500000
## 233         100.00000           77.3809509              6.5934067
## 234         100.00000           82.6086960              6.3829789
## 235         100.00000           76.4705887              5.2631578
## 236         100.00000           27.5862064              0.0000000
## 237         100.00000           61.5384598              0.0000000
## 238         100.00000           75.0000000              0.0000000
## 239         100.00000           58.3333321              7.6923075
## 240         100.00000           68.1818161              9.0909090
## 241          88.88889           65.0000000              9.0909090
## 242         100.00000           21.9512196              4.7619047
## 243         100.00000           65.0000000              4.3478260
## 244          93.18182           57.1428566             10.4477615
## 245         100.00000           80.0000000              1.0638298
## 246         100.00000            0.0000000              0.0000000
## 247         100.00000           35.7142868              0.0000000
## 248          95.65218           67.8571396              9.3750000
## 249         100.00000           71.4285736              5.3571429
## 250         100.00000           85.7142868             14.2857141
## 251         100.00000           58.0645180              3.2258065
## 252          96.00000           66.6666641              9.3023252
## 253                NA            0.0000000              0.0000000
## 254          93.75000           46.4285698              3.4482758
## 255         100.00000           83.3333359              5.2631578
## 256          97.82609           17.5438595              3.3333333
## 257         100.00000           72.7272720              6.0606060
## 258         100.00000           43.9024391              4.6511626
## 259         100.00000           72.7272720              8.3333330
## 260                NA                   NA                     NA
## 261          93.33334           84.2105255              4.0000000
## 262                NA           85.7142868             12.5000000
## 263         100.00000           90.1960754              0.0000000
## 264         100.00000          100.0000000              0.0000000
## 265         100.00000           71.4285736              0.0000000
## 266         100.00000           50.0000000              0.0000000
## 267         100.00000           80.0000000              2.5641026
## 268          97.91666            0.0000000              0.0000000
## 269         100.00000           82.9268265              2.0833333
## 270         100.00000           56.2500000             31.2500000
## 271         100.00000           76.0000000              7.6923075
## 272                NA           75.0000000              0.0000000
## 273          97.43590           52.3809509              9.3333330
## 274         100.00000           70.0000000              8.3333330
## 275                NA           41.6666679              0.0000000
## 276         100.00000           83.3333359              7.6923075
## 277                NA           40.0000000             10.0000000
## 278         100.00000           81.8181839             18.1818180
## 279         100.00000           64.5161285              3.0303030
## 280          97.50000           87.3015900              2.9850745
## 281         100.00000           84.0000000              3.7037036
## 282         100.00000           78.5714264              5.8823528
## 283         100.00000           57.1428566              0.0000000
## 284         100.00000           83.3333359             11.1111107
## 285         100.00000           87.8787842              5.8823528
## 286         100.00000           69.2307663              1.4084507
## 287                NA           71.4285736              0.0000000
## 288                NA           88.8888855              0.0000000
## 289         100.00000           47.0588226             27.7777786
## 290         100.00000           46.1538467             21.4285717
## 291          92.30769           71.4285736              4.3478260
## 292         100.00000           71.8750000              9.3750000
## 293         100.00000           52.9411774              5.2631578
## 294                NA                   NA                     NA
## 295          77.77778           35.2941170             11.1111107
## 296         100.00000           31.5789471              0.0000000
## 297         100.00000           66.6666641             16.6666660
## 298          93.75000           66.6666641              3.7037036
## 299         100.00000           44.4444427             11.1111107
## 300         100.00000           78.5714264              4.4444447
## 301         100.00000            0.0000000              0.0000000
## 302         100.00000           35.2941170              2.5806451
## 303         100.00000           80.0000000              2.7027028
## 304         100.00000           42.8571434              0.0000000
## 305         100.00000           33.3333321              4.5454545
## 306         100.00000          100.0000000              0.0000000
## 307         100.00000           81.8181839             15.3846149
## 308         100.00000           74.0740738              3.5714285
## 309                NA           85.7142868              0.0000000
## 310         100.00000           76.4705887              0.0000000
## 311         100.00000           30.0000000              9.0909090
## 312                NA                   NA                     NA
## 313                NA           80.0000000             10.0000000
## 314         100.00000           77.7777786              5.5555553
## 315         100.00000           55.5555573              3.5714285
## 316         100.00000           24.6913586              0.0000000
## 317         100.00000           74.2857132              5.2631578
## 318                NA           80.0000000              0.0000000
## 319                NA           50.0000000             16.6666660
## 320         100.00000           88.2352905              5.2631578
## 321         100.00000           81.4207687              4.8717947
## 322         100.00000            8.1081085              3.8961039
## 323          94.73684           87.5000000              3.0303030
## 324          95.23810           87.3417740              5.5555553
## 325         100.00000           75.0000000              0.0000000
## 326          97.29729           74.1379318              8.3333330
## 327          95.00000           82.1428604              2.2988505
## 328         100.00000           84.1584167              0.9259259
## 329         100.00000           86.6666641              5.5555553
## 330         100.00000           56.2500000              4.3478260
## 331          98.66666           82.2916641              5.6603775
## 332         100.00000            4.3478260              0.0000000
## 333         100.00000           81.8181839              2.3809524
## 334          98.41270           80.4597702              8.7912092
## 335         100.00000           81.4814835              0.0000000
## 336          97.63779           78.8177338              5.7522125
## 337         100.00000           61.5384598              6.8965516
## 338          97.95918           76.0563354              1.3333334
## 339          98.70130           86.1386108              5.9829059
## 340          99.39759           76.4957275              4.3650794
## 341          97.87234           85.0574722              2.1276596
## 342         100.00000           78.0487823              9.0909090
## 343          97.70115           75.3731308              3.9735100
## 344         100.00000           80.3278656              7.1428571
## 345          97.70115           74.8148117              9.5890408
## 346          96.61017           75.8241730              4.0404038
## 347                NA           66.6666641              0.0000000
## 348         100.00000           78.0952377              3.5087719
## 349         100.00000           50.4950485              7.0175438
## 350          98.07692           78.3132553              3.4883721
## 351         100.00000           75.5555573              4.1666665
## 352          84.61539           89.4736862              4.5454545
## 353          98.76543           82.1428604              4.0322580
## 354         100.00000           83.3333359              3.8961039
## 355         100.00000           79.6610184              3.2786884
## 356          97.93104           82.7102814              2.9288702
## 357         100.00000           76.6666641              0.9174312
## 358         100.00000           75.0000000              0.0000000
## 359          98.82353           85.9649124              5.3846154
## 360         100.00000           70.8333359              4.1666665
## 361          98.57143           80.7692337              2.5423729
## 362         100.00000           74.7126465              3.1250000
## 363          98.21429           79.3103485              7.6086955
## 364         100.00000           85.3333359              9.4117651
## 365         100.00000           74.1935501             15.6250000
## 366          94.73684           68.0000000              7.4074073
## 367         100.00000           30.4347820              4.0000000
## 368         100.00000           70.0000000              0.0000000
## 369         100.00000           78.5714264              0.0000000
## 370         100.00000           70.5882339             10.5263157
## 371          97.29729           78.8461533              0.0000000
## 372         100.00000           61.9047623             20.8333340
## 373         100.00000           77.0833359              5.8823528
## 374          97.50000           71.6666641              4.6875000
## 375         100.00000           47.3684196             14.7540979
## 376          97.77778           66.3157883              2.0202019
## 377          90.00000            0.0000000              0.0000000
## 378         100.00000           58.8235283             11.1111107
## 379         100.00000           62.0689659             16.6666660
## 380          97.82609           73.9130402              4.0540543
## 381         100.00000           63.1578941             15.0000000
## 382          92.85714           52.6315804              0.0000000
## 383         100.00000           83.3333359              4.7619047
## 384          90.90909           47.0588226             11.7647057
## 385         100.00000           71.4285736              3.5714285
## 386          95.65218           71.4285736              7.1428571
## 387          97.14286           37.5000000              0.0000000
## 388          96.29630           76.7441864              6.6666665
## 389          97.05882           50.0000000              9.8039217
## 390          95.23810           80.7692337              3.8461537
## 391         100.00000           80.0000000              6.2500000
## 392         100.00000           68.7500000              0.0000000
## 393         100.00000           84.3137283              1.7857143
## 394         100.00000                   NA              0.0000000
## 395                NA           50.0000000             14.2857141
## 396                NA                   NA                     NA
## 397         100.00000           66.6666641             10.7142859
## 398          99.15254            2.1097047              0.3816794
## 399         100.00000           86.5384598              5.2631578
## 400         100.00000           75.0000000             25.0000000
## 401         100.00000           58.3333321              0.0000000
## 402          92.30769           75.0000000              5.5555553
## 403          97.82609           56.6666679              9.2307692
## 404         100.00000           66.6666641             10.0000000
## 405                NA                   NA                     NA
## 406         100.00000           66.6666641             25.0000000
## 407          91.66666           73.9130402              8.6956520
## 408         100.00000           54.5454559              0.0000000
## 409         100.00000            0.0000000              0.0000000
## 410         100.00000           67.6470566              5.5555553
## 411         100.00000           81.0126572              4.6511626
## 412         100.00000           78.9473648              9.0909090
## 413         100.00000           66.6666641             15.3846149
## 414          81.81818           75.0000000              0.0000000
## 415         100.00000           90.0000000              0.0000000
## 416         100.00000           70.0000000              0.0000000
## 417         100.00000           85.1851883              6.7796612
## 418         100.00000           73.2394333              0.0000000
## 419         100.00000           73.3333359              0.0000000
## 420          83.33334           66.6666641             11.1111107
## 421         100.00000           64.7058792             16.6666660
## 422         100.00000           53.8461533             26.6666660
## 423          94.11765           88.8888855             10.0000000
## 424          94.73684           75.8620682              6.6666665
## 425         100.00000           61.5384598              0.0000000
## 426         100.00000           76.9230804              0.0000000
## 427         100.00000           66.6666641             15.3846149
## 428         100.00000           46.1538467             15.3846149
## 429         100.00000           62.5000000             11.1111107
## 430          94.11765           78.9473648              9.5238094
## 431                NA           50.0000000              0.0000000
## 432         100.00000           76.9230804              7.4626865
## 433                NA           57.1428566              0.0000000
## 434          98.83721           65.9090881              2.7777777
## 435         100.00000           72.0930252              2.2222223
## 436          94.73684           70.0000000              6.2500000
## 437         100.00000           65.0000000              9.5238094
## 438         100.00000           52.6315804              0.0000000
## 439         100.00000           53.8461533              5.1282053
## 440         100.00000           61.1111107              0.0000000
## 441         100.00000           72.7272720             15.3846149
## 442         100.00000           80.4878082              4.7058825
## 443         100.00000           78.5714264              0.0000000
## 444         100.00000           70.0000000             16.6666660
## 445                NA                   NA                     NA
## 446         100.00000           91.6666641             13.3333330
## 447         100.00000           50.0000000              0.0000000
## 448          98.07692           64.1025620              8.3333330
## 449          92.85714           61.1111107              7.8947368
## 450         100.00000           45.4545441              0.0000000
## 451         100.00000           61.1111107              5.5555553
## 452          99.11894           75.3709183              5.8666668
## 453         100.00000            7.6923075              2.3255813
## 454         100.00000           71.4285736              3.1250000
## 455          96.66666           83.7837830              5.0847459
## 456         100.00000           88.8888855              9.0909090
## 457         100.00000           88.0952377              0.0000000
## 458         100.00000           79.2682953              3.3333333
## 459         100.00000           71.9424438              7.0512819
## 460         100.00000           77.2727280              4.1666665
## 461         100.00000           79.1666641              2.5000000
## 462         100.00000           79.3478241              5.9405942
## 463         100.00000           52.3809509              0.0000000
## 464         100.00000           88.0000000              3.3333333
## 465          98.70130           83.9622650              3.5087719
## 466          92.30769           68.4210510              9.0909090
## 467         100.00000           80.2325592              5.3191490
## 468         100.00000           69.2307663             17.2413788
## 469          98.27586           81.3186798              3.0000000
## 470         100.00000           88.0000000              1.8018018
## 471          97.84173           70.9677429              5.9574466
## 472         100.00000           80.2197800              1.9607843
## 473         100.00000           84.2105255              6.9767442
## 474          98.52941           75.6756744              3.1250000
## 475         100.00000           84.8101273              4.6511626
## 476          98.70130           78.4482727              5.4687500
## 477          96.59091           84.0336151              5.3435116
## 478         100.00000           77.7777786              0.0000000
## 479         100.00000           73.0769196              8.0291967
## 480         100.00000           54.0000000             11.9760475
## 481          98.00000           67.5000000              5.8823528
## 482         100.00000           79.0697708              4.2553191
## 483         100.00000           92.0000000              3.7037036
## 484          97.72727           83.7398376              5.5555553
## 485         100.00000           78.5714264              3.0927835
## 486         100.00000           82.4561386              3.3333333
## 487         100.00000           86.0261993              5.1181102
## 488          97.40260           80.1801834              4.1666665
## 489         100.00000           70.5882339              0.0000000
## 490          97.72727           82.9059830              3.7593985
## 491         100.00000           82.6086960              8.0000000
## 492         100.00000           79.1666641              3.1746032
## 493         100.00000           76.6990280              4.4247789
## 494          98.59155           83.0357132              2.4000001
## 495          98.21429           79.0697708              8.5106382
## 496         100.00000           83.7837830              2.5000000
## 497         100.00000           72.2222214              2.7027028
## 498         100.00000           22.2222214              0.0000000
## 499         100.00000           68.7500000              0.0000000
## 500         100.00000           76.4705887              5.8823528
## 501         100.00000           38.4615402              0.0000000
## 502         100.00000           69.2307663              9.3023252
## 503         100.00000           61.9047623              0.0000000
## 504          95.65218           60.6060600              7.8947368
## 505         100.00000           76.0416641              2.0202019
## 506          97.82609           61.4035072              7.6923075
## 507         100.00000           58.9285698              1.6949153
## 508         100.00000            2.4390244              0.0000000
## 509         100.00000           27.2727280              0.0000000
## 510          96.77419           63.1578941             13.9534883
## 511          97.87234           75.0000000              6.3291140
## 512         100.00000           83.3333359              0.0000000
## 513         100.00000           25.0000000              4.5454545
## 514          95.12195           80.7017517             10.1694918
## 515          93.33334           41.1764717              5.0000000
## 516          92.85714           22.7272720              0.0000000
## 517          95.83334           66.6666641              6.4516129
## 518         100.00000           50.0000000              7.9365077
## 519         100.00000           74.2857132              2.4390244
## 520         100.00000           58.8235283              7.8947368
## 521          95.23810           65.5172424              0.0000000
## 522                NA           63.6363640             18.1818180
## 523          90.90909           76.1904755              0.0000000
## 524         100.00000           90.6976776              1.9230769
## 525         100.00000          100.0000000              0.0000000
## 526         100.00000           66.6666641             11.7647057
## 527         100.00000           50.0000000              7.6923075
## 528         100.00000           57.1428566             33.3333321
## 529         100.00000           81.2500000              0.0000000
## 530          97.08738           74.6341476              4.0358744
## 531         100.00000           83.1168823              9.7560978
## 532         100.00000           58.3333321              8.3333330
## 533         100.00000           59.4594612              0.0000000
## 534                NA                   NA                     NA
## 535          98.07692           48.6486473             18.5185184
## 536                NA           16.6666660              0.0000000
## 537         100.00000           37.5000000             11.1111107
## 538          90.00000           26.6666660              0.0000000
## 539         100.00000           60.0000000             10.0000000
## 540          90.90909           86.3636398              0.0000000
## 541                NA                   NA              0.0000000
## 542          93.33334            0.0000000              0.0000000
## 543         100.00000           60.0000000             12.8205128
## 544         100.00000           86.3636398              2.7027028
## 545         100.00000           72.7272720              9.0909090
## 546                NA                   NA              0.0000000
## 547         100.00000           53.8461533              6.2500000
## 548                NA                   NA                     NA
## 549         100.00000           79.4871826             11.3636360
## 550         100.00000           92.8571396              0.0000000
## 551                NA          100.0000000              0.0000000
## 552         100.00000           85.7142868             14.2857141
## 553         100.00000           74.3589706             16.2790699
## 554         100.00000           26.6666660              6.6666665
## 555         100.00000           70.0000000              8.6956520
## 556         100.00000           80.6451645              6.0606060
## 557         100.00000           63.1578941              5.2631578
## 558         100.00000           57.1428566              0.0000000
## 559                NA           30.7692299             14.2857141
## 560                NA           55.5555573             10.0000000
## 561         100.00000           41.6666679              0.0000000
## 562          92.85714           90.4761887              4.3478260
## 563         100.00000           75.0000000             12.5000000
## 564          97.56097           77.6119385              2.7777777
## 565                NA                   NA                     NA
## 566          99.01961           77.0833359              6.8750000
## 567         100.00000           71.7948685              6.8181820
## 568         100.00000           80.0000000              0.0000000
## 569         100.00000           70.8333359              8.0000000
## 570         100.00000           73.3333359              0.0000000
## 571         100.00000           56.2500000              0.0000000
## 572         100.00000           62.5000000              0.0000000
## 573         100.00000           83.3333359              0.0000000
## 574         100.00000           73.4693909             10.3448277
## 575         100.00000           88.8888855              0.0000000
## 576         100.00000           93.3333359              0.0000000
## 577         100.00000           50.0000000             27.2727280
## 578         100.00000           40.0000000             12.5000000
## 579         100.00000           64.7058792              0.0000000
## 580          98.41270           68.2352905              5.1546392
## 581         100.00000           76.4705887              5.5555553
## 582         100.00000           85.7142868              0.0000000
## 583         100.00000           65.2173920              4.3478260
## 584          98.78049           69.4677887              6.3106794
## 585         100.00000           45.4545441              3.1578948
## 586         100.00000           93.5483856              0.0000000
## 587         100.00000           75.0000000              8.1081085
## 588         100.00000           73.6842117              0.0000000
## 589         100.00000           90.0000000              0.0000000
## 590         100.00000           79.6610184              6.4516129
## 591         100.00000           74.8466263              7.0652175
## 592          93.75000           75.0000000              0.0000000
## 593         100.00000           75.4098358              2.6315789
## 594         100.00000           78.6259537              3.4965036
## 595          92.30769           72.2222214              0.0000000
## 596         100.00000           79.5454559              4.1666665
## 597         100.00000           86.4864883              4.0650406
## 598          88.88889           82.3529434              5.2631578
## 599          98.56115           87.9069748              5.1282053
## 600          92.00000           76.3157883              5.0000000
## 601          96.42857           83.9080429              3.1250000
## 602          98.61111           86.8131866              5.8823528
## 603          99.28571           78.0000000              4.8245616
## 604         100.00000           84.2696609              1.0309278
## 605          98.43750           86.6666641              1.0526316
## 606          98.79518           78.6324768              4.6875000
## 607         100.00000           90.6666641              1.2500000
## 608          98.00000           75.9124069              3.3557048
## 609         100.00000           91.1504440              1.6260163
## 610         100.00000           61.9047623              4.5454545
## 611          97.10145           77.6785736              9.7560978
## 612         100.00000           62.2950821             15.9090910
## 613         100.00000           78.0219803              3.1578948
## 614         100.00000           83.3333359              1.9230769
## 615         100.00000           66.6666641              8.0000000
## 616         100.00000           81.7391281              2.2900763
## 617          96.22642           80.8219147              6.0975609
## 618          97.29729           86.6666641              6.1538463
## 619          99.26471           83.1858444              6.5637064
## 620          98.85058           82.9629593              5.5944057
## 621         100.00000           76.4705887              0.0000000
## 622          97.70115           84.4660187              4.8780489
## 623         100.00000           76.0000000              7.4074073
## 624          97.40260           86.1788635              2.3255813
## 625          94.80519           83.6363602              4.2016807
## 626         100.00000           82.4324341              7.5000000
## 627          97.72727           81.4285736              7.3170733
## 628         100.00000           89.1891861              0.0000000
## 629          95.65218           82.0512848              5.0000000
## 630         100.00000           72.5000000              2.3255813
## 631         100.00000           58.8235283              5.8823528
## 632          90.00000           77.7777786              0.0000000
## 633         100.00000           60.0000000             12.5000000
## 634         100.00000           70.9677429             11.9402981
## 635         100.00000           45.7142868              8.1081085
## 636          96.77419           63.6363640              6.3829789
## 637          98.03922           73.0337067              6.0606060
## 638          98.36066           61.0389595             10.4651165
## 639         100.00000           72.2222214              4.0404038
## 640          95.23810           72.5490189              1.8181819
## 641         100.00000           54.1666679             16.0000000
## 642          96.15385           78.3783798             10.0000000
## 643          96.07843           68.7500000              1.4705882
## 644         100.00000           76.4705887             11.1111107
## 645         100.00000           82.1428604              0.0000000
## 646         100.00000           81.6326523              5.7692308
## 647                NA           66.6666641             25.0000000
## 648          94.11765           25.0000000              0.0000000
## 649          91.66666           72.7272720             15.3846149
## 650         100.00000           53.6231880              8.9743586
## 651          93.75000           67.8571396              0.0000000
## 652         100.00000           57.4074059              6.4516129
## 653         100.00000           53.3333321              0.0000000
## 654         100.00000           77.7777786              0.0000000
## 655         100.00000           84.2105255              0.0000000
## 656         100.00000           95.2380981              2.0833333
## 657         100.00000           66.6666641             10.0000000
## 658         100.00000           64.2857132              6.6666665
## 659                NA                   NA                     NA
## 660                NA           90.0000000              9.0909090
## 661         100.00000           77.7777786              2.5641026
## 662          97.47899           82.2580643              5.2132702
## 663          97.77778           86.6666641              2.5000000
## 664         100.00000           70.0000000             20.0000000
## 665         100.00000           80.0000000              4.0000000
## 666                NA                   NA                     NA
## 667          98.00000           65.7894745              8.6419754
## 668                NA                   NA                     NA
## 669                NA           62.5000000             12.5000000
## 670         100.00000          100.0000000              0.0000000
## 671                NA                   NA                     NA
## 672                NA           76.9230804              0.0000000
## 673                NA           75.0000000             12.5000000
## 674         100.00000           47.8260880              4.1666665
## 675         100.00000           66.6666641              4.1666665
## 676         100.00000           91.4285736              3.7500000
## 677         100.00000           85.7142868              3.8461537
## 678                NA                   NA              0.0000000
## 679         100.00000           66.6666641              0.0000000
## 680                NA                   NA              0.0000000
## 681         100.00000           55.5555573             10.0000000
## 682          97.50000           84.6153870              5.4545455
## 683         100.00000           80.7692337             11.1111107
## 684          83.33334           62.5000000             11.1111107
## 685         100.00000           83.3333359              0.0000000
## 686         100.00000           74.3589706             11.6279068
## 687          92.85714           61.5384598              0.0000000
## 688         100.00000           61.9047623             17.3913040
## 689          92.85714           68.1818161              8.3333330
## 690         100.00000           91.3043442              0.0000000
## 691                NA           42.8571434              0.0000000
## 692                NA           14.2857141              0.0000000
## 693          85.71429           64.7058792              9.5238094
## 694         100.00000           87.5000000              0.0000000
## 695          88.88889           89.4736862              0.0000000
## 696                NA           75.0000000             12.5000000
## 697          90.00000           75.0000000              0.0000000
## 698         100.00000           82.7586212              0.0000000
## 699         100.00000           71.4285736             22.2222214
## 700         100.00000           75.9493637              6.8965516
## 701         100.00000           72.5000000              7.3170733
## 702         100.00000           82.9268265              4.7619047
## 703         100.00000           50.0000000              7.6923075
## 704         100.00000           65.0000000              0.0000000
## 705         100.00000           89.4736862              4.7619047
## 706         100.00000           61.5384598              0.0000000
## 707         100.00000           45.4545441              0.0000000
## 708          96.15385           70.2702713              9.0909090
## 709                NA           50.0000000              0.0000000
## 710         100.00000           62.5000000              0.0000000
## 711                NA                   NA              0.0000000
## 712         100.00000           65.0000000              0.0000000
## 713         100.00000           61.1111107              9.5238094
## 714          93.97591           59.6491241             11.8110237
## 715         100.00000           82.6086960              1.9230769
## 716                NA                   NA              0.0000000
## 717         100.00000           57.8947372              0.0000000
## 718          98.65471           79.5389023              6.1827955
## 719          98.66666           69.5999985              3.0769231
## 720         100.00000           82.0512848              4.6511626
## 721          96.72131           79.2079239              7.2072072
## 722                NA           73.3333359              0.0000000
## 723         100.00000           88.3333359              1.6666666
## 724          98.07692           73.4375000              6.0606060
## 725          99.03846           69.8717957              7.0588236
## 726          92.30769           80.9523773              8.6956520
## 727         100.00000           81.8181839              0.0000000
## 728          98.57143           75.0000000              7.0000000
## 729          87.50000           60.0000000             13.3333330
## 730         100.00000           89.2857132              0.0000000
## 731          96.15385           85.7142868              1.9230769
## 732         100.00000           62.5000000             15.3846149
## 733          99.32433           85.4700851              4.7970481
## 734         100.00000           81.4814835              0.0000000
## 735         100.00000           78.3783798              2.2471910
## 736          97.36842           84.6938782              4.3859649
## 737          98.54015           82.0388336              6.4377685
## 738         100.00000           85.0000000              4.2857141
## 739          96.92308           75.8241730              3.9603961
## 740          95.16129           79.8245621              1.4285715
## 741         100.00000           78.6885223              5.9701490
## 742          96.29630           86.0759506              2.1978023
## 743         100.00000           86.6071396              4.0983605
## 744          83.33334           86.6666641              0.0000000
## 745          97.14286           79.0909119              3.2520325
## 746          96.34146           79.8319321              4.4776120
## 747          98.03922           76.4705887              2.1505377
## 748         100.00000           89.6551743              6.2500000
## 749         100.00000           60.7142868             10.3448277
## 750          96.96970           87.2340393              5.7692308
## 751          98.38710           69.7368393              2.0000000
## 752         100.00000           84.0000000              1.7543859
## 753          97.90210           88.9344254              3.3088236
## 754          97.43590           83.3333359              2.2388060
## 755         100.00000           61.5384598              0.0000000
## 756          98.48485           90.9090881              1.9607843
## 757          86.66666           85.7142868              6.4516129
## 758          98.86364           80.7407379              1.3333334
## 759          98.14815           87.5000000              2.1978023
## 760         100.00000           85.8585892              4.3478260
## 761         100.00000           77.3333359              8.2352943
## 762         100.00000           86.1111145              0.0000000
## 763          93.33334           75.0000000              6.8965516
## 764          84.61539           63.6363640              4.3478260
## 765          93.75000           66.6666641              0.0000000
## 766         100.00000           77.7777786              0.0000000
## 767         100.00000           71.4285736              0.0000000
## 768         100.00000           66.6666641              0.0000000
## 769          97.29729           71.7391281              8.0000000
## 770          95.45454           82.1428604              0.0000000
## 771         100.00000           69.7674408              9.6153851
## 772         100.00000           78.8461533              5.3571429
## 773          98.14815           65.3333359              4.6511626
## 774         100.00000           83.6734695              6.3636365
## 775          96.29630           77.0833359              2.0000000
## 776         100.00000           91.6666641              6.6666665
## 777          96.55173           73.6842117              4.6511626
## 778         100.00000           81.6666641              6.0606060
## 779          92.30769           92.8571396              6.2500000
## 780         100.00000           65.6250000              0.0000000
## 781          98.00000           81.9444427              5.3333335
## 782         100.00000           27.2727280              0.0000000
## 783         100.00000           68.4210510              0.0000000
## 784          94.73684           68.7500000              9.0909090
## 785          97.67442           60.3773575              7.1428571
## 786         100.00000           73.9130402              2.0833333
## 787          97.29729           52.8301888              1.7241379
## 788          90.00000          100.0000000              0.0000000
## 789         100.00000           83.8709641              3.1250000
## 790                NA           77.7777786              0.0000000
## 791         100.00000           71.4285736             11.1111107
## 792         100.00000           97.9166641              1.8867924
## 793         100.00000           75.0000000              6.2500000
## 794         100.00000           58.3333321              0.0000000
## 795         100.00000           80.0000000              0.0000000
## 796          83.33334           80.0000000              0.0000000
## 797         100.00000           58.3333321             23.0769234
## 798          96.66666           76.4705887              0.0000000
## 799          95.65218           84.3137283              5.1136365
## 800          98.33334           80.5555573              3.7974684
## 801          90.00000           75.0000000              0.0000000
## 802          91.30434           88.4615402              3.5714285
## 803         100.00000           60.3174591              5.7142859
## 804         100.00000           70.0000000              0.0000000
## 805         100.00000           53.3333321              6.6666665
## 806         100.00000           75.0000000             15.3846149
## 807         100.00000           80.0000000              0.0000000
## 808         100.00000           70.5882339             16.6666660
## 809                NA           70.0000000              0.0000000
## 810         100.00000           27.2727280             27.2727280
## 811         100.00000           72.0930252             10.6382980
## 812         100.00000           76.1904755              2.7397261
## 813         100.00000           82.3529434             11.1111107
## 814         100.00000           85.7142868              0.0000000
## 815          94.11765           63.1578941             14.2857141
## 816          94.87180           87.0370407             11.8644066
## 817         100.00000           92.3076935              6.7796612
## 818          85.71429           90.0000000              0.0000000
## 819                NA          100.0000000             11.1111107
## 820         100.00000           91.1764679              5.4054055
## 821         100.00000           78.2608719              0.0000000
## 822         100.00000           76.1904755              0.0000000
## 823          94.44444           63.1578941              0.0000000
## 824          92.85714           68.7500000              0.0000000
## 825         100.00000           37.5000000              0.0000000
## 826                NA                   NA                     NA
## 827                NA           83.3333359              0.0000000
## 828         100.00000           70.0000000              0.0000000
## 829         100.00000           50.0000000              6.2500000
## 830          91.66666           77.7777786              6.4516129
## 831                NA           71.4285736              0.0000000
## 832                NA           55.5555573              0.0000000
## 833         100.00000           79.3103485              4.7619047
## 834                NA           50.0000000              0.0000000
## 835          95.45454           75.1677856              7.6470590
## 836         100.00000           79.5454559              8.6956520
## 837         100.00000           85.1063843              3.9215686
## 838         100.00000           70.0000000             11.7647057
## 839          91.66666           66.6666641              0.0000000
## 840         100.00000           73.0769196              6.8965516
## 841         100.00000           64.7058792              0.0000000
## 842          88.88889          100.0000000              0.0000000
## 843         100.00000           76.0869598              8.0000000
## 844         100.00000           54.5454559             16.6666660
## 845         100.00000           60.0000000             20.0000000
## 846                NA                   NA              0.0000000
## 847                NA           62.5000000              0.0000000
## 848         100.00000           90.9090881              0.0000000
## 849          88.63636           69.2307663             12.1621618
## 850         100.00000           68.5714264              7.6923075
## 851         100.00000           63.6363640              0.0000000
## 852         100.00000           80.0000000             10.0000000
## 853         100.00000           84.0000000             16.0000000
## 854          96.94323           88.1748047              3.7383177
## 855          98.11320           82.0000000              3.9215686
## 856          95.00000           81.5789490              0.0000000
## 857          96.22642           84.9462357              0.9433962
## 858         100.00000           87.5000000             11.1111107
## 859          95.23810           86.5384598              3.5714285
## 860          92.50000           88.2352905              6.5789475
## 861          98.97959           77.1241837             12.3529415
## 862         100.00000           85.0000000              9.0909090
## 863          97.67442           80.8510666              2.9702971
## 864          97.61905           79.5620422              2.6845639
## 865          91.66666           81.2500000              0.0000000
## 866          97.43590           84.1269836              5.8823528
## 867          96.61017           79.3814468              3.5714285
## 868         100.00000           90.0000000              0.0000000
## 869          98.85058           88.6363602              5.2980132
## 870         100.00000           88.8888855              0.0000000
## 871          98.00000           77.6315765              5.8823528
## 872         100.00000           91.6666641              5.5045872
## 873          99.04762           86.5168533              3.0303030
## 874         100.00000           88.5057449              2.0000000
## 875         100.00000           90.7692337              1.4814814
## 876         100.00000           81.3725510              5.7851238
## 877         100.00000           75.8620682              7.4626865
## 878          98.43750           87.3684235              1.9801980
## 879         100.00000           86.8421021              2.4193549
## 880          93.75000           88.2352905              0.0000000
## 881          96.66666           79.2592621              6.6225166
## 882          97.26028           69.8275833              6.7669172
## 883          97.67442           83.9080429              5.4347825
## 884         100.00000           80.4347839              7.6923075
## 885         100.00000           88.8888855             10.3448277
## 886         100.00000           84.4036713              5.6451612
## 887          98.11320           83.5820923              2.5316455
## 888         100.00000           85.7142868              3.1746032
## 889          98.82353           90.6504059              1.7857143
## 890          95.50562           85.9154892              3.7500000
## 891         100.00000           72.7272720              0.0000000
## 892          97.50000           85.0467300              4.3478260
## 893         100.00000           94.1176453              0.0000000
## 894          98.70130           87.6106186              2.3255813
## 895         100.00000           89.5652161              0.7936508
## 896         100.00000           87.1287155              6.4220185
## 897          97.61905           82.5396805              4.4117646
## 898         100.00000           75.8620682              2.9411764
## 899          86.84210           71.7948685              6.5217390
## 900         100.00000           25.0000000              0.0000000
## 901         100.00000           66.6666641              0.0000000
## 902          90.00000           69.5652161              4.0000000
## 903                NA           75.0000000             25.0000000
## 904                NA           52.9411774              5.8823528
## 905          94.73684           78.4313736              1.8518518
## 906         100.00000           68.7500000              2.8571429
## 907         100.00000           62.8571434              2.7027028
## 908          97.05882           58.3333321              7.6923075
## 909          95.89041           71.6814194              3.9370079
## 910         100.00000           94.0476227              1.0526316
## 911          96.29630           79.4117661              7.6923075
## 912          92.85714           52.6315804              0.0000000
## 913          96.96970           60.0000000             14.5454550
## 914          91.89189           76.7857132              3.1250000
## 915         100.00000           44.4444427             20.0000000
## 916          90.00000           52.9411774              5.2631578
## 917          96.96970           89.1304321              1.9607843
## 918         100.00000           33.3333321              0.0000000
## 919          89.47369           62.0689659              9.6774197
## 920          93.33334           65.7142868             25.6410255
## 921          97.95918           65.1515121              2.8169014
## 922         100.00000           64.8148117              3.4482758
## 923          95.65218           53.3333321              2.7027028
## 924          94.11765           60.0000000              0.0000000
## 925                NA           60.0000000              0.0000000
## 926          94.44444           87.5000000              0.0000000
## 927                NA           75.0000000             12.5000000
## 928         100.00000           91.6666641              8.3333330
## 929         100.00000           96.4285736              1.6129032
## 930         100.00000           70.0000000              0.0000000
## 931         100.00000           57.1428566             11.1111107
## 932                NA                   NA             14.2857141
## 933          86.66666           94.2857132              0.0000000
## 934         100.00000           50.0000000             10.0000000
## 935          91.30434           89.7435913              0.0000000
## 936          89.89899           86.3874359              4.3902440
## 937          91.89189           83.3333359              7.2727275
## 938          81.81818           90.0000000              0.0000000
## 939         100.00000           92.0000000              0.0000000
## 940          87.50000           72.7272720              8.3333330
## 941         100.00000           72.0000000             10.7142859
## 942         100.00000           40.0000000              0.0000000
## 943         100.00000           57.1428566             12.0000000
## 944         100.00000           69.2307663              7.6923075
## 945         100.00000           78.5714264              0.0000000
## 946         100.00000           61.5384598              7.1428571
## 947                NA                   NA                     NA
## 948          90.90909           35.2941170             11.1111107
## 949         100.00000           84.8484879              0.0000000
## 950          96.29630           77.3809509              6.5934067
## 951         100.00000           94.7368393              0.0000000
## 952         100.00000           50.0000000              9.0909090
## 953          87.50000           82.3529434              0.0000000
## 954                NA           50.0000000             11.1111107
## 955         100.00000           81.8181839              0.0000000
## 956          96.87500           92.4528275              0.0000000
## 957         100.00000           92.5925903              1.6393442
## 958          83.33334           66.6666641              7.6923075
## 959                NA           75.0000000             10.0000000
## 960         100.00000           92.8571396              0.0000000
## 961         100.00000           60.6060600              5.7142859
## 962         100.00000           84.0000000              6.6666665
## 963         100.00000           82.3529434              5.5555553
## 964         100.00000           76.1904755             21.7391300
## 965                NA          100.0000000              0.0000000
## 966                NA           71.4285736             12.5000000
## 967          90.90909           84.6153870              7.6923075
## 968         100.00000           30.0000000              0.0000000
## 969          93.75000           92.0000000              0.0000000
## 970         100.00000           70.0000000              0.0000000
## 971                NA           83.3333359              0.0000000
## 972         100.00000           78.2608719              1.3513514
## 973         100.00000           85.7142868              4.1666665
## 974          99.18699           79.0055237              7.9601989
## 975         100.00000           66.6666641              8.5714283
## 976         100.00000           91.1111145              2.1276596
## 977         100.00000           84.6153870              3.4482758
## 978         100.00000           71.4285736              0.0000000
## 979         100.00000           77.2727280              4.3478260
## 980         100.00000           82.7586212              0.0000000
## 981         100.00000           93.3333359              0.0000000
## 982         100.00000           73.6842117              9.0909090
## 983         100.00000           77.7777786              0.0000000
## 984          85.71429           66.6666641              0.0000000
## 985          88.88889           66.6666641             10.0000000
## 986          88.23529           56.5217400              3.8461537
## 987          92.85714           70.0000000              9.0909090
## 988         100.00000           69.6969681             11.7647057
## 989         100.00000           75.0000000              0.0000000
## 990         100.00000           72.7272720             16.6666660
## 991         100.00000           73.3333359              0.0000000
## 992          96.38989           85.9523773              3.4188035
## 993          91.83673           75.3086395              2.1978023
## 994         100.00000           92.8571396              0.0000000
## 995          94.73684           85.0000000              3.7735848
## 996          90.00000           80.0000000              0.0000000
## 997          96.42857           73.8095245              2.1739130
## 998          97.67442           77.1428604              5.3333335
## 999          99.09910           78.0898895              7.3529410
## 1000        100.00000           96.4285736              0.0000000
## 1001        100.00000           81.9148941              2.8846154
## 1002        100.00000           80.5555573              8.9430895
## 1003        100.00000           61.1111107              8.6956520
## 1004        100.00000           58.3333321              6.6666665
## 1005        100.00000           88.3333359              2.8169014
## 1006         97.01492           89.2473145              3.8461537
## 1007        100.00000           93.7500000              5.8823528
## 1008         93.93939           86.4661636              5.7627120
## 1009         94.11765           83.8709641              6.4516129
## 1010         97.95918           84.7826080              2.0202019
## 1011         96.55173           85.5769196              4.9180326
## 1012         99.21875           87.2448959              2.7649770
## 1013        100.00000           86.5384598              0.8695652
## 1014         90.47619           86.7924500              0.8333333
## 1015         94.91525           86.4077682              0.8849558
## 1016         97.95918           87.5000000              2.7777777
## 1017        100.00000           87.8260880              1.5267175
## 1018         96.34146           89.8305054              2.2388060
## 1019        100.00000           76.0000000              6.6666665
## 1020         97.10145           84.2592621              4.1322312
## 1021         98.76543           78.5234909              5.9880238
## 1022         95.65218           85.1851883              0.0000000
## 1023        100.00000           93.4782639              2.0408163
## 1024         81.25000           91.3043442              6.6666665
## 1025         98.75000           86.1386108              5.2631578
## 1026        100.00000           81.9672165              4.1666665
## 1027        100.00000           84.2105255              6.6666665
## 1028         96.80851           87.0848694              5.5555553
## 1029        100.00000           84.2519684              4.1379309
## 1030        100.00000           82.3529434              0.0000000
## 1031         96.77419           86.4197540              4.2105265
## 1032         94.73684           89.2857132             10.0000000
## 1033         98.68421           83.3333359              2.2222223
## 1034         96.55173           96.1038971              0.0000000
## 1035         97.87234           91.3043442              3.6144578
## 1036         95.00000           87.8378372              2.4691358
## 1037        100.00000           81.4814835              3.4482758
## 1038         94.44444           78.7878799             10.2564106
## 1039               NA           50.0000000              0.0000000
## 1040         92.85714           83.3333359              3.1250000
## 1041         94.11765           72.0000000              4.0000000
## 1042        100.00000           61.1111107             13.6363640
## 1043         94.73684           75.0000000              7.4074073
## 1044         97.61905           81.6666641              1.4925373
## 1045         94.44444           45.4545441             13.0434780
## 1046        100.00000           74.1935501             16.6666660
## 1047         92.30769           77.0270233              7.3170733
## 1048         98.36066           78.7234039              3.6036036
## 1049        100.00000           84.9462357              2.0202019
## 1050        100.00000           78.7234039              4.0816326
## 1051        100.00000           65.0000000             10.0000000
## 1052         96.42857           62.5000000              2.3255813
## 1053         97.91666           71.8309860             10.2564106
## 1054        100.00000           58.8235283             25.0000000
## 1055         91.30434           71.4285736              0.0000000
## 1056         94.44444           94.4444427              1.7857143
## 1057               NA           66.6666641              0.0000000
## 1058         92.59259           75.0000000              4.7619047
## 1059         92.00000           64.1025620             11.6279068
## 1060         94.00000           69.2307663              3.4482758
## 1061         95.83334           90.4761887              0.0000000
## 1062         97.05882           77.2727280              2.0408163
## 1063         73.33334           20.0000000              0.0000000
## 1064        100.00000           76.4705887              5.8823528
## 1065               NA           66.6666641              0.0000000
## 1066        100.00000           91.6666641              8.3333330
## 1067         97.56097           91.3043442              1.3698630
## 1068        100.00000           80.0000000              0.0000000
## 1069        100.00000           64.7058792             15.7894735
## 1070               NA           85.7142868              0.0000000
## 1071               NA                   NA                     NA
## 1072         95.23810           83.3333359              2.5000000
## 1073         98.07692           87.8453064              3.9024391
## 1074         96.15385           89.8305054              4.4117646
## 1075               NA           66.6666641             10.0000000
## 1076        100.00000           76.6666641              9.6774197
## 1077         85.71429           60.0000000              8.3333330
## 1078        100.00000           86.3013687              2.4691358
## 1079               NA           60.0000000              0.0000000
## 1080         71.42857           38.4615402              0.0000000
## 1081               NA           90.0000000              0.0000000
## 1082         72.72727           63.6363640              8.3333330
## 1083        100.00000           86.6666641              0.0000000
## 1084        100.00000          100.0000000              0.0000000
## 1085        100.00000           61.1111107              5.0000000
## 1086         96.96970           79.5454559              4.2553191
## 1087         98.30508           85.0574722              4.2105265
## 1088         94.73684           85.0000000              0.0000000
## 1089        100.00000           72.2222214              0.0000000
## 1090         92.30769           88.2352905             10.0000000
## 1091        100.00000           91.6666641              0.0000000
## 1092               NA           83.3333359              0.0000000
## 1093        100.00000           91.0714264              3.3898306
## 1094         92.30769           90.9090881              2.8169014
## 1095        100.00000          100.0000000             11.1111107
## 1096         88.88889           93.3333359             12.5000000
## 1097         90.00000           95.4545441              3.8461537
## 1098        100.00000           80.0000000             18.1818180
## 1099         93.75000           86.3636398              4.1666665
## 1100        100.00000           83.3333359              7.6923075
## 1101        100.00000           84.6153870              7.6923075
## 1102         85.71429          100.0000000              0.0000000
## 1103               NA           40.0000000              0.0000000
## 1104        100.00000          100.0000000              0.0000000
## 1105               NA                   NA              0.0000000
## 1106        100.00000           85.7142868              7.1428571
## 1107        100.00000           74.0740738              7.1428571
## 1108         87.50000           85.7142868              0.0000000
## 1109               NA          100.0000000              0.0000000
## 1110        100.00000           87.5000000              1.5384616
## 1111        100.00000           76.9230804              7.1428571
## 1112         99.14530           91.3043442              5.0505052
## 1113        100.00000           85.7142868              9.6153851
## 1114        100.00000           91.8918915              7.3170733
## 1115         96.42857           80.0000000             11.1111107
## 1116        100.00000          100.0000000              0.0000000
## 1117        100.00000           75.7575760              0.0000000
## 1118        100.00000           94.1176453              4.5454545
## 1119        100.00000          100.0000000              7.1428571
## 1120        100.00000           80.0000000              3.2786884
## 1121        100.00000          100.0000000              0.0000000
## 1122        100.00000           56.2500000              6.2500000
## 1123         93.75000           85.7142868              4.7619047
## 1124        100.00000           73.6842117              0.0000000
## 1125         93.61702           78.6666641              7.2289157
## 1126        100.00000           86.6666641             10.0000000
## 1127         87.50000           60.0000000              0.0000000
## 1128               NA           33.3333321             16.6666660
## 1129        100.00000           88.2352905              5.8823528
## 1130         98.26839           80.0000000              3.3898306
## 1131         97.05882           76.6233749              5.0632911
## 1132         94.44444           83.8709641              2.9411764
## 1133         96.72131           81.7204285              4.0000000
## 1134               NA                   NA                     NA
## 1135         85.71429           89.1304321              2.0833333
## 1136         98.07692           73.9726028              8.8607597
## 1137        100.00000           72.7272720             11.1111107
## 1138        100.00000           76.1904755              0.0000000
## 1139        100.00000           84.9462357              0.9708738
## 1140         98.68421           75.9615402              6.0869565
## 1141        100.00000           78.9473648              0.0000000
## 1142               NA                   NA                     NA
## 1143         96.87500           86.8852463              1.4705882
## 1144         98.46154           89.6226425              1.7543859
## 1145        100.00000           88.8888855              0.0000000
## 1146         98.42932           88.5496216              4.4673538
## 1147        100.00000           83.3333359              0.0000000
## 1148        100.00000           87.0967712              1.4705882
## 1149        100.00000           88.8888855              6.4814816
## 1150        100.00000           79.2349701              5.8252425
## 1151         98.27586           83.5443039              2.1505377
## 1152         98.66666           92.2330093              0.8403361
## 1153        100.00000           86.3013687              0.0000000
## 1154         97.29729           92.0000000              1.8867924
## 1155        100.00000           82.0224686              2.0000000
## 1156        100.00000           86.4406815              9.4202900
## 1157               NA           91.6666641              0.0000000
## 1158         92.10526           82.0000000              4.8780489
## 1159         99.09091           80.4597702              7.6923075
## 1160        100.00000           77.1929855              3.2786884
## 1161        100.00000           79.3103485              0.0000000
## 1162        100.00000           86.1111145              2.7027028
## 1163        100.00000           91.0000000              0.8849558
## 1164         92.85714           79.3650818              4.1095891
## 1165         96.96970           93.6170197              1.8867924
## 1166        100.00000           87.5486374              6.7114096
## 1167         96.47059           81.4516144              5.9259257
## 1168         75.00000           86.6666641              0.0000000
## 1169         95.16129           89.7435913              3.2608695
## 1170        100.00000           89.6551743              0.0000000
## 1171         97.72727           83.6879425              4.5751634
## 1172        100.00000           88.6597900              0.0000000
## 1173        100.00000           93.9759064              1.0204082
## 1174         97.14286           85.4545441              9.6774197
## 1175        100.00000           90.6976776              0.0000000
## 1176        100.00000           66.6666641             10.3448277
## 1177        100.00000           72.7272720              0.0000000
## 1178        100.00000           84.6153870              0.0000000
## 1179         90.00000           65.0000000             10.0000000
## 1180               NA           66.6666641             10.0000000
## 1181         92.30769           60.0000000              0.0000000
## 1182         94.44444           82.4561386              1.5873016
## 1183         88.88889           40.0000000              0.0000000
## 1184        100.00000           83.0508499             10.6060610
## 1185         98.33334           80.8988800              6.3829789
## 1186        100.00000           77.8947372              7.8431373
## 1187        100.00000           74.6987915              9.4736843
## 1188        100.00000           86.1111145              0.0000000
## 1189         82.35294           72.2222214             15.0000000
## 1190        100.00000           78.5714264              6.8965516
## 1191        100.00000           76.6666641              8.8235292
## 1192        100.00000           50.0000000              0.0000000
## 1193         95.65218           87.0967712              0.0000000
## 1194        100.00000           98.1481476              0.0000000
## 1195         88.88889           91.6666641              0.0000000
## 1196         95.83334           79.4871826              6.6666665
## 1197        100.00000           75.8620682              6.4516129
## 1198         96.07843           48.0519485              0.0000000
## 1199        100.00000           90.9090881              0.0000000
## 1200         97.05882           76.7441864              3.9215686
## 1201         91.66666           55.5555573              5.2631578
## 1202        100.00000           94.1176453              0.0000000
## 1203        100.00000           72.7272720              0.0000000
## 1204               NA                   NA             33.3333321
## 1205        100.00000           86.8421021              0.0000000
## 1206        100.00000           80.0000000              0.0000000
## 1207        100.00000           73.9130402              4.1666665
## 1208        100.00000           46.1538467              0.0000000
## 1209               NA           76.9230804              0.0000000
## 1210               NA                   NA             16.6666660
## 1211         88.46154           77.5510178              1.8867924
## 1212         92.45283           83.7500000              3.7634408
## 1213         90.56604           84.1269836              5.9701490
## 1214               NA           85.7142868             14.2857141
## 1215         97.05882           76.7441864              6.6666665
## 1216               NA                   NA                     NA
## 1217        100.00000           78.3783798              7.4074073
## 1218               NA           50.0000000              0.0000000
## 1219         90.90909           40.0000000             11.1111107
## 1220        100.00000           50.0000000              6.2500000
## 1221        100.00000           63.6363640              0.0000000
## 1222         92.30769           82.6086960              4.1666665
## 1223         94.11765           71.4285736              8.6956520
## 1224        100.00000           88.6363602              1.9230769
## 1225         95.89041           85.0000000              6.6037736
## 1226        100.00000          100.0000000              0.0000000
## 1227         85.71429           83.3333359              0.0000000
## 1228        100.00000           91.6666641              3.5714285
## 1229        100.00000           77.7777786              0.0000000
## 1230               NA           83.3333359             16.6666660
## 1231        100.00000           95.9183655              0.0000000
## 1232         97.95918           89.7058792              2.3529413
## 1233        100.00000           75.0000000              0.0000000
## 1234        100.00000           90.0000000              0.0000000
## 1235         93.75000           93.7500000              2.8571429
## 1236        100.00000           84.2105255              9.0909090
## 1237        100.00000           93.3333359              6.2500000
## 1238         92.30769           87.2340393              5.8823528
## 1239               NA                   NA                     NA
## 1240               NA           88.8888855              0.0000000
## 1241               NA           75.0000000              0.0000000
## 1242        100.00000           80.0000000              0.0000000
## 1243        100.00000           94.7368393              0.0000000
## 1244        100.00000           60.0000000              6.6666665
## 1245        100.00000           70.5882339             15.7894735
## 1246               NA           50.0000000             18.1818180
## 1247               NA           85.7142868             14.2857141
## 1248        100.00000           84.4827576              4.9180326
## 1249         92.30769           78.9473648              9.5238094
## 1250        100.00000           82.9896927              5.9907832
## 1251        100.00000           84.6153870              6.5217390
## 1252        100.00000           87.5000000              4.7619047
## 1253        100.00000           90.0000000              0.0000000
## 1254        100.00000           85.7142868              3.5714285
## 1255        100.00000           64.5161285              3.0303030
## 1256        100.00000           80.0000000              3.7037036
## 1257        100.00000          100.0000000              0.0000000
## 1258        100.00000           78.3783798              2.4390244
## 1259               NA           83.3333359              0.0000000
## 1260         83.33334           66.6666641              0.0000000
## 1261        100.00000           40.0000000              0.0000000
## 1262        100.00000           85.0000000              4.5454545
## 1263        100.00000           62.5000000              5.2631578
## 1264         98.00000           70.7317047              7.9545455
## 1265         97.22222           76.3157883             11.9047623
## 1266        100.00000                   NA                     NA
## 1267               NA                   NA              0.0000000
## 1268        100.00000           73.3333359             12.5000000
## 1269         94.40000           81.6384201              4.7979798
## 1270         85.48387           84.0000000              6.7226892
## 1271         89.47369           78.1250000              0.0000000
## 1272         90.62500           86.2068939              4.9019608
## 1273         91.66666           75.0000000              0.0000000
## 1274         97.82609           82.8125000              1.4705882
## 1275         96.87500           81.9277115              7.8651686
## 1276        100.00000           67.5324707             14.5348835
## 1277        100.00000           83.3333359              5.0000000
## 1278         98.46154           77.0642166              4.9586778
## 1279        100.00000           80.1980209              6.2500000
## 1280        100.00000           75.0000000              6.6666665
## 1281        100.00000           44.4444427              0.0000000
## 1282         97.50000           77.7777786              5.0000000
## 1283         98.43750           88.8888855              3.1250000
## 1284         95.00000           88.4615402              2.8571429
## 1285         98.00995           87.2262802              5.9405942
## 1286         96.15385           92.5000000              4.7619047
## 1287         95.55556           77.5862045              8.6956520
## 1288         98.76543           84.5528488              6.8181820
## 1289         98.57143           86.3849792              7.4688797
## 1290        100.00000           81.5384598              5.4794521
## 1291         98.33334           89.4736862              3.6697247
## 1292        100.00000           89.1891861              1.1111112
## 1293         97.87234           88.3333359              4.4776120
## 1294        100.00000           87.6033020              3.7878788
## 1295        100.00000           86.2595444              3.2679739
## 1296        100.00000           87.5000000              0.0000000
## 1297         97.10145           88.8888855              1.5503876
## 1298         97.02970           79.8780518              7.8651686
## 1299        100.00000           89.8550720              0.0000000
## 1300         88.88889           82.0512848              4.2553191
## 1301         94.11765           93.1034470              0.0000000
## 1302        100.00000           86.9047623              4.2553191
## 1303         98.27586           81.6326523              5.8252425
## 1304        100.00000           85.7142868              6.2500000
## 1305         99.03846           84.8297195              9.5628414
## 1306         98.88889           90.7801437              5.5900621
## 1307         85.71429           78.5714264              6.2500000
## 1308         97.40260           83.5051575              4.2735043
## 1309        100.00000          100.0000000              0.0000000
## 1310        100.00000           88.0952377              2.1428571
## 1311         97.64706           81.0810776              4.0983605
## 1312        100.00000           70.8333359             10.7142859
## 1313         91.30434           80.0000000              8.9552240
## 1314         96.29630           69.5652161              3.8461537
## 1315        100.00000           83.3333359              5.8823528
## 1316               NA           70.0000000              0.0000000
## 1317         94.44444           87.5000000              0.0000000
## 1318         82.35294           96.0000000              0.0000000
## 1319        100.00000           66.6666641             10.0000000
## 1320        100.00000           86.9565201              0.0000000
## 1321         98.11320           81.0810776              6.0975609
## 1322         85.71429           30.7692299             10.0000000
## 1323        100.00000           83.5616455              2.5641026
## 1324         96.96970           84.6938782              3.7383177
## 1325         95.65218           83.3333359              4.5454545
## 1326         98.79518           76.7857132              5.5118113
## 1327         89.47369           90.0000000              3.1250000
## 1328        100.00000           77.2727280              4.3478260
## 1329         92.30769           81.0810776              2.5000000
## 1330         97.61905           81.3559341              3.0769231
## 1331        100.00000           90.9090881              7.6923075
## 1332        100.00000           72.7272720              4.0000000
## 1333         96.00000           89.0625000              1.4285715
## 1334         92.30769           50.0000000             23.5294113
## 1335         93.75000           93.1034470              0.0000000
## 1336        100.00000           50.0000000             10.3448277
## 1337        100.00000           70.1149445              3.0612245
## 1338         90.47619           75.0000000              2.2727273
## 1339         97.87234           86.9565201              2.6666667
## 1340         93.33334           47.3684196              9.5238094
## 1341        100.00000           86.9565201              0.0000000
## 1342        100.00000           60.0000000              0.0000000
## 1343        100.00000           62.5000000              0.0000000
## 1344        100.00000           90.0000000              3.5714285
## 1345         92.30769           90.0000000              0.0000000
## 1346        100.00000           91.3043442              0.0000000
## 1347               NA           83.3333359              0.0000000
## 1348         93.33334           88.8888855              0.0000000
## 1349         85.71429           78.5714264              5.8823528
## 1350         94.89796           84.6153870              5.4347825
## 1351         95.83334           78.5714264              3.3898306
## 1352        100.00000           81.8181839              0.0000000
## 1353         91.30434           78.9473648             10.0000000
## 1354         80.00000          100.0000000              0.0000000
## 1355         97.50000           80.0000000              5.6818180
## 1356               NA           33.3333321              0.0000000
## 1357         88.88889           30.7692299             15.3846149
## 1358        100.00000           78.9473648             10.5263157
## 1359               NA                   NA                     NA
## 1360        100.00000           76.9230804              6.2500000
## 1361         91.66666           62.5000000              5.5555553
## 1362         95.83334           80.7017517              5.2631578
## 1363         98.30508           84.2857132              5.9523811
## 1364        100.00000           92.8571396              0.0000000
## 1365        100.00000          100.0000000              0.0000000
## 1366        100.00000          100.0000000              0.0000000
## 1367         87.50000          100.0000000              0.0000000
## 1368               NA          100.0000000              0.0000000
## 1369        100.00000           90.0000000              2.3255813
## 1370        100.00000           86.1111145              1.2195122
## 1371        100.00000           90.0000000              0.0000000
## 1372        100.00000           91.6666641              0.0000000
## 1373         94.44444           82.5000000              9.3023252
## 1374        100.00000           84.6153870              6.6666665
## 1375        100.00000           85.7142868              4.3478260
## 1376        100.00000           79.4871826              5.0000000
## 1377        100.00000           86.6666641              0.0000000
## 1378        100.00000           88.8888855              0.0000000
## 1379        100.00000           71.4285736              0.0000000
## 1380         88.88889           92.3076935              0.0000000
## 1381         91.66666           70.5882339              0.0000000
## 1382        100.00000           76.9230804             14.2857141
## 1383        100.00000           88.8888855              6.0606060
## 1384               NA          100.0000000              0.0000000
## 1385               NA           62.5000000              0.0000000
## 1386         96.55173           79.5454559              8.5106382
## 1387        100.00000           80.0000000              0.0000000
## 1388         99.09910           85.7142868              6.2500000
## 1389        100.00000           89.1304321              2.0000000
## 1390         94.73684           86.6666641              0.0000000
## 1391        100.00000           80.9523773              8.3333330
## 1392        100.00000           84.6153870              0.0000000
## 1393        100.00000           81.8181839              5.8823528
## 1394        100.00000           79.4117661              5.1282053
## 1395               NA          100.0000000              0.0000000
## 1396        100.00000           97.5000000              8.3333330
## 1397        100.00000           75.0000000              0.0000000
## 1398               NA           90.0000000              0.0000000
## 1399               NA                   NA                     NA
## 1400         87.50000           68.4210510              4.7619047
## 1401         93.33334           73.3333359              0.0000000
## 1402         88.52459           79.5180740              8.6956520
## 1403        100.00000           91.1111145              4.0816326
## 1404               NA                   NA                     NA
## 1405        100.00000           72.2222214              0.0000000
## 1406         96.48438           85.7142868              2.9612756
## 1407         98.38710           88.5964890              6.2992125
## 1408        100.00000           82.7586212              0.0000000
## 1409         92.98245           89.8148117              3.3898306
## 1410         90.90909           81.8181839              8.6956520
## 1411         96.55173           93.4782639              0.0000000
## 1412         96.00000           81.4285736              6.5789475
## 1413        100.00000           85.1612930              6.4705882
## 1414        100.00000           82.3529434              0.0000000
## 1415        100.00000           86.4197540              3.4883721
## 1416        100.00000           81.4285736              3.7974684
## 1417         90.00000           86.6666641              5.8823528
## 1418        100.00000           60.0000000              0.0000000
## 1419         97.36842           91.8032761              3.0769231
## 1420        100.00000           92.8571396              1.8518518
## 1421        100.00000           90.9090881              0.0000000
## 1422        100.00000           88.1918793              5.9800663
## 1423         95.23810           79.3103485             10.3448277
## 1424         96.87500           89.6551743              0.0000000
## 1425         98.66666           84.9557495              5.8333335
## 1426         98.70130           86.2385330              6.1475410
## 1427        100.00000           83.5820923              2.5641026
## 1428         98.82353           85.4368896              2.3076923
## 1429         96.29630           85.8974380              0.0000000
## 1430         96.15385           80.9523773              6.5217390
## 1431        100.00000           89.7727280              2.0202019
## 1432         98.09524           90.1234589              2.1978023
## 1433        100.00000           78.2608719              3.7037036
## 1434         94.25288           89.8437500              2.8985507
## 1435         97.47899           77.7070084              6.9148936
## 1436        100.00000           85.4838715              2.9411764
## 1437         95.45454           73.3333359              9.0909090
## 1438        100.00000           81.8181839              3.5714285
## 1439        100.00000           86.0465088              4.1666665
## 1440         98.36066           85.9154892              2.5316455
## 1441        100.00000           93.3333359              4.2857141
## 1442        100.00000           83.9116745              9.1160221
## 1443         98.01980           80.4347839              5.8823528
## 1444        100.00000           90.0000000              0.0000000
## 1445        100.00000           89.3203888              6.0869565
## 1446        100.00000           92.3076935              0.0000000
## 1447        100.00000           83.9622650              7.5000000
## 1448         98.68421           92.7272720              2.4793389
## 1449         98.07692           77.7777786              6.6666665
## 1450         94.28571           87.5000000              3.7735848
## 1451        100.00000           82.6923065              1.8518518
## 1452         96.00000           70.5882339              8.3333330
## 1453         94.44444           42.3076935              0.0000000
## 1454         85.00000           75.8620682              3.1250000
## 1455        100.00000           85.1851883              0.0000000
## 1456         87.50000           54.5454559             16.6666660
## 1457        100.00000           81.2500000              2.9411764
## 1458        100.00000           72.2222214              3.3333333
## 1459        100.00000           52.0000000              3.4482758
## 1460         97.14286           87.3015900              6.0606060
## 1461         97.95918           75.0000000              3.8461537
## 1462         98.64865           82.8571396              4.3859649
## 1463         97.95918           89.0000000              0.9523810
## 1464         86.95652           81.2500000              2.9411764
## 1465         87.50000           85.7142868              6.4516129
## 1466        100.00000           74.1935501             15.1515150
## 1467         97.82609           74.6666641              3.7974684
## 1468        100.00000           63.6363640              7.6923075
## 1469        100.00000           80.6451645              5.2631578
## 1470         95.74468           85.7142868              5.7971015
## 1471        100.00000           60.0000000              6.2500000
## 1472         85.71429           78.7878799              0.0000000
## 1473        100.00000           72.7272720             12.1212120
## 1474        100.00000           63.3333321              3.0927835
## 1475        100.00000           86.0465088              1.8867924
## 1476        100.00000           86.0465088              4.3478260
## 1477        100.00000           79.4871826             12.8205128
## 1478        100.00000           92.8571396              0.0000000
## 1479        100.00000          100.0000000              0.0000000
## 1480        100.00000           84.6153870              7.6923075
## 1481        100.00000           87.5000000              1.6949153
## 1482        100.00000           75.0000000              0.0000000
## 1483         92.30769          100.0000000              0.0000000
## 1484               NA                   NA                     NA
## 1485        100.00000           93.3333359              6.6666665
## 1486        100.00000           90.9090881              0.0000000
## 1487        100.00000           84.0000000              2.9411764
## 1488         95.18073           88.9705887              2.5477707
## 1489         94.73684           90.5660400              8.6206894
## 1490               NA           81.8181839              8.3333330
## 1491         88.88889           82.1428604              2.8571429
## 1492               NA           66.6666641              0.0000000
## 1493         95.65218           79.3103485              5.1546392
## 1494         83.33334           71.4285736              0.0000000
## 1495        100.00000           81.2500000              0.0000000
## 1496               NA           83.3333359              0.0000000
## 1497        100.00000           80.0000000             20.0000000
## 1498         88.88889           72.7272720              9.0909090
## 1499        100.00000           52.0000000             13.7931032
## 1500        100.00000           83.6363602              7.0175438
## 1501        100.00000           85.1851883             11.6666670
## 1502        100.00000           90.9090881              0.0000000
## 1503        100.00000           88.8888855              9.0909090
## 1504        100.00000          100.0000000              0.0000000
## 1505               NA          100.0000000              0.0000000
## 1506               NA          100.0000000              0.0000000
## 1507        100.00000           91.6666641              4.5454545
## 1508        100.00000           97.0149231              1.2820513
## 1509        100.00000           62.5000000              0.0000000
## 1510               NA           91.6666641              0.0000000
## 1511        100.00000           63.3333321              9.3750000
## 1512        100.00000           81.8181839              6.6666665
## 1513        100.00000           89.4736862              0.0000000
## 1514        100.00000           90.9090881              0.0000000
## 1515        100.00000           75.0000000              0.0000000
## 1516         92.85714           75.0000000              0.0000000
## 1517        100.00000           90.0000000              0.0000000
## 1518         83.33334           77.7777786              0.0000000
## 1519        100.00000           71.4285736              7.1428571
## 1520         88.88889           63.6363640              8.3333330
## 1521        100.00000           95.2380981              0.0000000
## 1522        100.00000           90.0000000              0.0000000
## 1523               NA                   NA                     NA
## 1524        100.00000           86.6666641              5.2631578
## 1525        100.00000           80.0000000              6.2500000
## 1526        100.00000           88.0000000              4.8780489
## 1527        100.00000           86.8421021              2.3255813
## 1528         93.33334           77.2727280              8.6956520
## 1529        100.00000           89.6551743              0.0000000
## 1530        100.00000           57.1428566              0.0000000
## 1531        100.00000           95.0000000              0.0000000
## 1532        100.00000           78.5714264              3.3333333
## 1533        100.00000           84.6153870              7.1428571
## 1534        100.00000           78.9473648              4.8780489
## 1535               NA           66.6666641              0.0000000
## 1536        100.00000          100.0000000              0.0000000
## 1537               NA                   NA                     NA
## 1538         81.81818           94.1176453              0.0000000
## 1539         77.77778           84.6153870              7.6923075
## 1540         88.52459           79.3478241             13.8297873
## 1541        100.00000           66.6666641             14.2857141
## 1542        100.00000           70.0000000              0.0000000
## 1543        100.00000           91.3043442              0.0000000
## 1544         95.35865           87.7551041              3.9062500
## 1545         97.91666           84.3373489              7.0000000
## 1546         92.30769           86.4864883              2.3809524
## 1547         84.61539           79.0476227              6.8376069
## 1548               NA           84.6153870              0.0000000
## 1549        100.00000           88.0000000              2.0000000
## 1550         96.15385           84.2857132              3.7500000
## 1551        100.00000           88.7323914              3.9215686
## 1552        100.00000           88.8888855              0.0000000
## 1553        100.00000           90.3225784              1.3513514
## 1554        100.00000           82.0000000              5.3571429
## 1555        100.00000           85.0000000              0.0000000
## 1556        100.00000           77.7777786              0.0000000
## 1557        100.00000           86.2068939              8.6956520
## 1558         95.91837           88.4057999              4.1666665
## 1559        100.00000           86.2068939              3.0303030
## 1560        100.00000           90.9090881              3.6363637
## 1561        100.00000           79.3103485              0.0000000
## 1562        100.00000           86.1111145              2.2727273
## 1563         98.21429           87.7777786              1.9047619
## 1564         99.24242           90.1639328              2.3584905
## 1565        100.00000           88.7096786              0.0000000
## 1566         98.57143           88.5416641              2.8846154
## 1567         98.18182           94.5945969              0.0000000
## 1568        100.00000           88.3720932              2.1276596
## 1569         94.00000           80.5555573              7.1428571
## 1570         98.70130           86.9565201              5.9602647
## 1571        100.00000           86.9565201              7.4074073
## 1572         93.33334           85.2272720              5.9405942
## 1573         98.80952           85.9154892              2.5477707
## 1574        100.00000           92.7272720              1.6666666
## 1575        100.00000           72.4137955              8.8235292
## 1576         92.30769           91.6666641              0.0000000
## 1577         98.11320           94.2857132              2.6666667
## 1578         97.56097           87.0370407              4.3478260
## 1579        100.00000           82.3529434              5.0000000
## 1580        100.00000           80.4794540              6.0790272
## 1581        100.00000           84.3283615              7.4324327
## 1582         85.71429           80.0000000              0.0000000
## 1583         96.61017           85.8974380              3.3333333
## 1584        100.00000           95.8333359              0.0000000
## 1585         98.46154           82.9545441              6.0000000
## 1586         98.75000           87.1559601              6.7796612
## 1587         97.29729           85.9649124              4.9180326
## 1588         95.55556           85.7142868              3.4482758
## 1589         96.66666           86.4864883              2.2222223
## 1590         87.50000           83.7209320              0.0000000
## 1591        100.00000           84.6153870              0.0000000
## 1592         88.88889           72.7272720              4.5454545
## 1593         88.23529           72.0000000              3.7037036
## 1594        100.00000           63.6363640              0.0000000
## 1595        100.00000           80.0000000              5.0000000
## 1596        100.00000           87.9310379              0.0000000
## 1597         88.00000           73.9130402              6.2500000
## 1598        100.00000           95.7446823              1.9230769
## 1599         97.56097           85.0000000              2.7397261
## 1600         97.10145           82.9787216              4.6728973
## 1601        100.00000           80.8988800              5.2083335
## 1602        100.00000           93.1034470              2.7777777
## 1603         86.66666           91.3043442              0.0000000
## 1604        100.00000           96.5517273              0.0000000
## 1605         94.11765           88.6363602              2.1739130
## 1606        100.00000           88.2352905              0.0000000
## 1607         96.15385           85.1851883              0.0000000
## 1608         97.87234           96.6101685              4.6875000
## 1609        100.00000           78.5714264              0.0000000
## 1610         88.88889           80.0000000              2.6315789
## 1611        100.00000           69.5652161              4.0000000
## 1612        100.00000           78.8461533              8.7719297
## 1613         89.47369          100.0000000              2.2727273
## 1614         96.15385           75.4385986              4.6153846
## 1615        100.00000           87.8787842              0.0000000
## 1616        100.00000           92.3076935              0.0000000
## 1617        100.00000           85.7142868              0.0000000
## 1618               NA                   NA                     NA
## 1619        100.00000           87.5000000              0.0000000
## 1620        100.00000           83.8709641              0.0000000
## 1621        100.00000           64.7058792              0.0000000
## 1622        100.00000           87.5000000              0.0000000
## 1623               NA           70.0000000              0.0000000
## 1624               NA                   NA                     NA
## 1625        100.00000           93.7500000              0.0000000
## 1626         94.38202           82.0512848             10.6382980
## 1627        100.00000           90.0000000              6.0000000
## 1628        100.00000           88.8888855             11.1111107
## 1629        100.00000           76.9230804              3.5714285
## 1630         90.90909           94.7368393              5.2631578
## 1631        100.00000           80.0000000              4.1237111
## 1632               NA           12.5000000             25.0000000
## 1633        100.00000           64.2857132              9.5238094
## 1634               NA           70.0000000             20.0000000
## 1635               NA          100.0000000              0.0000000
## 1636        100.00000           84.6153870              0.0000000
## 1637        100.00000           94.1176453             11.1111107
## 1638        100.00000           85.3658524              6.8181820
## 1639         97.91666           88.4057999              2.7777777
## 1640        100.00000           71.4285736              0.0000000
## 1641               NA                   NA                     NA
## 1642         90.90909           76.9230804              0.0000000
## 1643         90.00000           92.8571396              0.0000000
## 1644        100.00000           85.7142868             14.2857141
## 1645         97.29729           93.5483856              3.1250000
## 1646        100.00000           94.2307663              3.4482758
## 1647        100.00000           94.1176453              0.0000000
## 1648        100.00000           93.7500000              0.0000000
## 1649        100.00000           78.9473648              0.0000000
## 1650        100.00000           82.3529434              0.0000000
## 1651        100.00000          100.0000000              0.0000000
## 1652        100.00000           80.0000000             10.3448277
## 1653        100.00000           87.5000000              0.0000000
## 1654         90.00000           90.0000000              9.0909090
## 1655        100.00000           83.3333359              0.0000000
## 1656               NA           88.8888855              0.0000000
## 1657         80.00000           62.5000000              5.8823528
## 1658         75.00000           71.4285736              0.0000000
## 1659        100.00000           82.6086960              4.1666665
## 1660               NA           75.0000000             12.5000000
## 1661        100.00000          100.0000000              0.0000000
## 1662        100.00000           92.3076935              1.8181819
## 1663        100.00000           79.1666641              0.0000000
## 1664        100.00000           83.4862366              8.2089548
## 1665        100.00000           79.5454559              3.7735848
## 1666        100.00000           91.4285736              0.0000000
## 1667        100.00000          100.0000000              0.0000000
## 1668        100.00000           88.8888855              0.0000000
## 1669        100.00000           94.4444427              0.0000000
## 1670        100.00000           86.9565201              0.0000000
## 1671               NA           87.5000000              0.0000000
## 1672        100.00000           74.1935501              8.5714283
## 1673        100.00000          100.0000000              0.0000000
## 1674               NA                   NA                     NA
## 1675         90.00000           80.0000000              3.3333333
## 1676         92.30769           85.0000000              4.7619047
## 1677         89.58334           76.9230804              8.6419754
## 1678        100.00000           84.3750000              7.1428571
## 1679        100.00000          100.0000000              7.6923075
## 1680        100.00000           60.0000000              7.1428571
## 1681        100.00000           80.0000000             11.1111107
## 1682         94.38202           84.9122772              3.5031848
## 1683         95.55556           75.3246765              5.5555553
## 1684         90.90909           89.4736862              4.7619047
## 1685         97.29729           83.3333359              6.5789475
## 1686        100.00000           91.6666641              0.0000000
## 1687         88.88889           93.7500000              2.7777777
## 1688         89.47369           79.3103485              3.1746032
## 1689        100.00000           89.4117661              6.3829789
## 1690        100.00000           87.5000000              0.0000000
## 1691        100.00000           87.0129852              0.0000000
## 1692        100.00000           89.2857132              0.0000000
## 1693         91.66666           83.3333359              4.0000000
## 1694        100.00000           78.9473648              4.7619047
## 1695        100.00000           88.5245895              5.9701490
## 1696        100.00000           89.2307663              1.3698630
## 1697        100.00000           86.6666641              0.0000000
## 1698         96.82539           84.9397583              9.8039217
## 1699        100.00000          100.0000000              0.0000000
## 1700        100.00000           83.7837830              4.6511626
## 1701         97.87234           87.5000000              3.8461537
## 1702         99.20000           82.6086960              4.3689322
## 1703        100.00000           91.3793106              2.9850745
## 1704        100.00000           92.9411774              1.0526316
## 1705        100.00000           92.4242401              2.7027028
## 1706        100.00000           75.0000000              5.5555553
## 1707        100.00000           92.5373154              5.2631578
## 1708        100.00000           89.1089096              4.5871558
## 1709        100.00000           88.8888855              4.1666665
## 1710        100.00000           83.8095245              5.7377048
## 1711         97.89474           86.0294113              4.6357617
## 1712         97.50000           90.3846130              5.1724138
## 1713         90.00000           75.0000000              8.3333330
## 1714        100.00000           86.9565201              4.0000000
## 1715         96.22642           91.3043442              3.9473684
## 1716         94.73684           88.3333359              0.0000000
## 1717         96.77419           90.2439041              2.1739130
## 1718         99.34641           85.6481476              3.9682539
## 1719         98.73418           88.5245895              6.2015505
## 1720        100.00000          100.0000000              0.0000000
## 1721         97.91666           86.7647095              0.0000000
## 1722        100.00000          100.0000000              0.0000000
## 1723         98.11320           91.1392441              0.0000000
## 1724        100.00000           87.1794891              0.0000000
## 1725         97.05882           92.6829300              2.0833333
## 1726         96.42857           84.4444427              6.0000000
## 1727        100.00000           77.7777786              2.6315789
## 1728         96.15385           58.0645180             13.5135136
## 1729         87.50000           76.9230804              0.0000000
## 1730         94.11765           66.6666641              3.5714285
## 1731         86.36364           74.0740738              0.0000000
## 1732        100.00000           61.5384598              7.6923075
## 1733         89.47369           91.3043442              0.0000000
## 1734        100.00000           80.3278656              4.5454545
## 1735        100.00000           76.0000000             11.5384617
## 1736         96.77419           88.3720932              2.2727273
## 1737         97.77778           86.4864883              2.5000000
## 1738         96.82539           83.3333359              7.9207921
## 1739        100.00000           80.9523773              4.4117646
## 1740         91.66666           90.4761887              0.0000000
## 1741         93.75000           70.0000000              6.2500000
## 1742        100.00000           72.4137955             10.3448277
## 1743         93.33334           75.0000000              6.3829789
## 1744        100.00000           91.6666641              0.0000000
## 1745         95.45454           85.2941208              2.7027028
## 1746         98.24561           89.8550720              1.3698630
## 1747         90.00000           68.4210510             15.7894735
## 1748         88.88889           80.0000000              3.8461537
## 1749         96.42857           81.4814835             12.5000000
## 1750        100.00000           86.9565201              3.9473684
## 1751         96.42857           83.6734695              3.7735848
## 1752         96.77419           81.0810776              7.3170733
## 1753         91.66666           85.7142868              0.0000000
## 1754        100.00000           81.8181839              0.0000000
## 1755        100.00000           62.5000000             11.1111107
## 1756               NA          100.0000000              0.0000000
## 1757        100.00000           87.5000000              8.8235292
## 1758               NA           66.6666641             11.1111107
## 1759        100.00000           53.8461533              6.6666665
## 1760        100.00000           66.6666641             11.1111107
## 1761        100.00000           71.8750000              2.8571429
## 1762         97.59036           77.6699066              7.1999998
## 1763         97.14286           80.4347839              3.7735848
## 1764               NA                   NA                     NA
## 1765        100.00000           80.7692337              7.1428571
## 1766         77.77778           72.7272720             16.6666660
## 1767         95.12195           78.6885223              2.5974026
## 1768               NA           75.0000000              0.0000000
## 1769         90.90909           69.2307663              0.0000000
## 1770               NA           82.3529434              0.0000000
## 1771        100.00000           87.5000000             12.5000000
## 1772        100.00000           76.9230804              0.0000000
## 1773        100.00000           75.0000000             14.2857141
## 1774        100.00000           75.8620682             13.3333330
## 1775        100.00000           82.3529434              7.0175438
## 1776        100.00000           84.6153870              0.0000000
## 1777        100.00000           88.8888855             18.1818180
## 1778        100.00000           45.4545441              0.0000000
## 1779        100.00000           85.7142868              0.0000000
## 1780               NA                   NA                     NA
## 1781         95.00000           96.9696960              0.0000000
## 1782        100.00000           93.8461533              1.4285715
## 1783        100.00000           83.3333359              0.0000000
## 1784        100.00000           75.0000000              6.2500000
## 1785        100.00000           88.8888855              8.6956520
## 1786         94.44444           80.0000000              4.1666665
## 1787        100.00000           80.0000000              5.8823528
## 1788        100.00000           89.4736862              4.3478260
## 1789        100.00000           77.7777786              0.0000000
## 1790         90.90909           77.7777786             16.6666660
## 1791        100.00000           70.0000000             18.1818180
## 1792               NA           83.3333359              0.0000000
## 1793         87.50000           77.7777786              0.0000000
## 1794         90.00000           73.3333359             12.5000000
## 1795        100.00000           93.3333359              0.0000000
## 1796               NA                   NA             14.2857141
## 1797               NA                   NA              0.0000000
## 1798        100.00000           90.6250000              0.0000000
## 1799        100.00000           75.0000000              5.8823528
## 1800        100.00000           87.3786392              5.8823528
## 1801        100.00000           80.3921585              1.8518518
## 1802        100.00000           88.8888855              0.0000000
## 1803         94.11765           88.4615402              3.1250000
## 1804         88.88889           83.3333359              7.1428571
## 1805        100.00000           68.7500000              6.2500000
## 1806        100.00000           80.0000000              0.0000000
## 1807        100.00000           85.7142868              0.0000000
## 1808        100.00000           90.0000000             15.0000000
## 1809               NA                   NA              0.0000000
## 1810        100.00000           90.0000000              0.0000000
## 1811        100.00000           75.0000000              0.0000000
## 1812        100.00000           93.3333359              0.0000000
## 1813               NA           88.8888855              0.0000000
## 1814         95.00000           90.1639328              7.4626865
## 1815        100.00000           81.8181839              4.3478260
## 1816               NA                   NA                     NA
## 1817        100.00000                   NA              0.0000000
## 1818        100.00000           78.5714264              0.0000000
## 1819         95.27027           83.7837830              2.0325203
## 1820         95.00000           86.5853653              4.5454545
## 1821         81.25000           89.2857132              0.0000000
## 1822         98.27586           77.6470566              9.3750000
## 1823               NA           88.8888855              0.0000000
## 1824        100.00000           96.5517273              3.0303030
## 1825         97.14286           82.0000000              1.8181819
## 1826        100.00000           82.4175797              5.0000000
## 1827               NA           66.6666641              9.0909090
## 1828         97.05882           92.7272720              1.5625000
## 1829         96.61017           89.6103897              2.2727273
## 1830        100.00000           87.5000000              0.0000000
## 1831               NA           81.8181839              0.0000000
## 1832        100.00000           90.0000000              2.4390244
## 1833        100.00000           93.6507950              2.7027028
## 1834        100.00000          100.0000000              0.0000000
## 1835         96.26168           89.2617416              4.2424240
## 1836        100.00000           91.6666641              4.1666665
## 1837        100.00000           78.1250000              2.8571429
## 1838        100.00000           82.6666641              1.1235955
## 1839         97.50000           89.0625000              1.8987342
## 1840        100.00000           87.5000000              0.0000000
## 1841        100.00000           87.5000000              3.2967033
## 1842        100.00000           92.4528275              0.0000000
## 1843        100.00000           94.2857132              2.5000000
## 1844        100.00000           83.0188675              3.1250000
## 1845         95.16129           90.5405426              2.4390244
## 1846        100.00000           90.0000000              4.3478260
## 1847         97.91666           83.1325302              7.2164950
## 1848         98.41270           85.2941208              0.9009009
## 1849         94.87180           82.9268265             10.4166670
## 1850        100.00000           75.0000000             14.2857141
## 1851        100.00000           88.2352905              5.2631578
## 1852        100.00000           91.6666641              1.6393442
## 1853         97.50000           91.5254211              0.0000000
## 1854         95.83334           81.8181839              9.8039217
## 1855         99.34641           81.2500000              5.6680160
## 1856         98.48485           87.1287155              2.6548672
## 1857        100.00000           72.7272720              7.1428571
## 1858        100.00000           95.3125000              5.1282053
## 1859        100.00000          100.0000000              0.0000000
## 1860        100.00000           84.2105255              8.6419754
## 1861         98.43750           85.7142868              7.0707068
## 1862        100.00000           86.5384598              4.7619047
## 1863        100.00000           75.7575760              8.1081085
## 1864        100.00000           82.0512848              2.4390244
## 1865         94.73684           71.4285736              6.2500000
## 1866               NA           87.5000000             12.5000000
## 1867        100.00000           60.0000000             11.1111107
## 1868         95.65218           80.0000000              6.2500000
## 1869               NA           83.3333359              0.0000000
## 1870        100.00000           88.8888855              0.0000000
## 1871        100.00000           80.9523773              2.2727273
## 1872        100.00000           84.6153870             13.7931032
## 1873        100.00000           69.8113174              6.8965516
## 1874        100.00000           82.6666641              6.0975609
## 1875        100.00000           77.7777786              4.3956046
## 1876        100.00000           80.7692337              1.8181819
## 1877        100.00000           88.8888855              4.7619047
## 1878        100.00000           66.6666641              8.3333330
## 1879        100.00000           62.1621628              5.0000000
## 1880         93.75000           86.1111145              6.3829789
## 1881         91.66666           71.4285736              6.6666665
## 1882         90.90909           72.2222214             11.1111107
## 1883         96.77419           87.7551041              6.0000000
## 1884               NA                   NA                     NA
## 1885        100.00000           70.0000000              4.6511626
## 1886        100.00000           73.0769196              0.0000000
## 1887        100.00000           83.3333359              4.4776120
## 1888        100.00000           85.7142868              4.1666665
## 1889        100.00000           82.1428604              0.0000000
## 1890         93.75000           82.3529434             10.5263157
## 1891         92.30769           85.7142868              0.0000000
## 1892         88.88889           84.6153870              0.0000000
## 1893               NA          100.0000000              0.0000000
## 1894        100.00000           88.5714264              5.4054055
## 1895        100.00000           78.5714264              0.0000000
## 1896        100.00000           76.9230804              7.6923075
## 1897         87.50000           85.7142868              0.0000000
## 1898               NA                   NA              0.0000000
## 1899        100.00000           85.7142868              7.1428571
## 1900         92.59259           79.4642868              4.8780489
## 1901        100.00000           75.0000000              4.2553191
## 1902         93.33334           93.3333359              0.0000000
## 1903               NA                   NA                     NA
## 1904         94.73684           85.9649124              6.2500000
## 1905               NA           33.3333321              0.0000000
## 1906         88.88889           69.2307663              5.5555553
## 1907        100.00000           66.6666641             12.5000000
## 1908               NA                   NA              0.0000000
## 1909        100.00000          100.0000000              0.0000000
## 1910         95.00000           85.7142868              3.3333333
## 1911         95.83334           83.7837830              7.8947368
## 1912         94.73684           83.3333359              1.8181819
## 1913               NA                   NA              0.0000000
## 1914        100.00000           80.0000000              0.0000000
## 1915        100.00000           36.3636360              8.3333330
## 1916               NA                   NA                     NA
## 1917         94.11765           95.8333359              0.0000000
## 1918         94.73684           95.9183655              0.0000000
## 1919         87.50000           90.0000000              0.0000000
## 1920        100.00000          100.0000000              0.0000000
## 1921        100.00000           90.4761887              8.0000000
## 1922        100.00000           66.6666641             10.5263157
## 1923        100.00000           90.0000000              9.0909090
## 1924         88.00000           92.3076935              0.0000000
## 1925               NA           85.7142868              0.0000000
## 1926         87.50000           76.4705887              5.8823528
## 1927               NA                   NA              0.0000000
## 1928               NA           71.4285736              0.0000000
## 1929        100.00000           81.8181839              8.3333330
## 1930         77.77778          100.0000000              0.0000000
## 1931        100.00000           82.3529434             11.1111107
## 1932               NA                   NA                     NA
## 1933               NA                   NA                     NA
## 1934        100.00000           88.3720932              4.0000000
## 1935         83.33334           90.9090881              0.0000000
## 1936        100.00000           84.7457657              8.4615383
## 1937        100.00000           83.3333359              2.5000000
## 1938        100.00000           82.7586212              6.4516129
## 1939        100.00000           90.4761887              0.0000000
## 1940        100.00000           90.0000000              7.6923075
## 1941        100.00000           80.9523773              0.0000000
## 1942         91.66666           86.3636398              8.0000000
## 1943        100.00000           73.3333359              6.6666665
## 1944        100.00000           80.0000000              5.8823528
## 1945        100.00000           87.5000000              0.0000000
## 1946        100.00000           92.3076935              0.0000000
## 1947        100.00000           66.6666641             11.1111107
## 1948        100.00000           87.5000000              0.0000000
## 1949        100.00000           87.5000000              0.0000000
## 1950         95.83334           80.3921585              8.0645161
## 1951        100.00000           90.0000000              5.7142859
## 1952               NA                   NA                     NA
## 1953               NA                   NA                     NA
## 1954        100.00000                   NA              0.0000000
## 1955         95.23810           85.2459030              3.0075188
## 1956        100.00000           84.7222214              5.9523811
## 1957        100.00000          100.0000000              4.7619047
## 1958        100.00000           75.9493637              4.6511626
## 1959               NA           92.3076935              0.0000000
## 1960         88.88889           86.3636398              4.4444447
## 1961         90.47619           77.4193573              0.0000000
## 1962        100.00000           87.6543198              2.2222223
## 1963         92.30769           94.4444427              5.2631578
## 1964        100.00000           93.4426193              0.0000000
## 1965        100.00000           86.3013687              3.7037036
## 1966         90.00000           80.0000000              0.0000000
## 1967        100.00000           90.9090881              0.0000000
## 1968         89.47369           85.9649124              7.6923075
## 1969         94.44444           90.4761887              4.0540543
## 1970        100.00000           93.1034470              0.0000000
## 1971         96.77419           89.6551743              5.8201060
## 1972        100.00000           95.0000000              0.0000000
## 1973         97.29729           88.6363602              6.0000000
## 1974         98.21429           75.3424683              5.9523811
## 1975         94.28571           87.2549057              6.7796612
## 1976        100.00000           84.7457657              0.0000000
## 1977         80.00000           87.2727280              0.0000000
## 1978         96.77419           94.9152527              0.0000000
## 1979         95.23810           93.7500000              0.0000000
## 1980         95.91837           86.5671616              5.4794521
## 1981        100.00000           88.8888855              4.3478260
## 1982         93.75000           95.0000000              4.0000000
## 1983         90.56604           88.3116913              2.2988505
## 1984         97.29729           81.5533981              4.2735043
## 1985         96.42857           78.1250000              9.7560978
## 1986         92.85714           76.4705887              9.5238094
## 1987        100.00000           90.9090881              0.0000000
## 1988        100.00000           84.0000000              5.2631578
## 1989         97.61905           82.0000000              4.8387098
## 1990         96.55173           95.0000000              0.0000000
## 1991         97.36842           82.3170700              5.3763442
## 1992         92.68293           96.1165085              0.0000000
## 1993        100.00000           44.4444427              0.0000000
## 1994        100.00000           88.4057999              3.7974684
## 1995        100.00000           85.0000000              8.0000000
## 1996         98.00000           81.0126572              5.5555553
## 1997        100.00000           90.1408463              3.5714285
## 1998         97.05882           89.5833359              3.8461537
## 1999         88.88889           80.0000000             10.5263157
## 2000         91.89189           78.2608719              2.0000000
## 2001        100.00000           82.3529434              0.0000000
## 2002               NA           71.4285736              0.0000000
## 2003               NA           66.6666641              0.0000000
## 2004         84.61539           63.1578941              5.0000000
## 2005        100.00000           77.7777786              0.0000000
## 2006        100.00000           85.0000000              0.0000000
## 2007         97.67442           84.7457657              5.9701490
## 2008        100.00000           84.6153870              0.0000000
## 2009        100.00000           86.2745132              3.3898306
## 2010         93.93939           84.3373489              5.2083335
## 2011         90.19608           86.7469864              1.0989012
## 2012         97.50000           86.1538467              2.9411764
## 2013         87.50000           68.4210510              0.0000000
## 2014         94.44444           62.0689659              6.8965516
## 2015         96.15385           82.3529434              0.0000000
## 2016         94.59460           73.3333359              2.0408163
## 2017         92.85714           80.0000000              0.0000000
## 2018         92.85714           66.6666641              4.3478260
## 2019        100.00000           83.3333359              7.8947368
## 2020               NA           42.8571434              0.0000000
## 2021         89.47369           83.8709641              2.8571429
## 2022         94.44444           82.7586212              0.0000000
## 2023         89.13043           71.4285736              4.8387098
## 2024        100.00000           80.0000000              7.1428571
## 2025        100.00000           89.1891861              0.0000000
## 2026        100.00000           83.3333359             11.1111107
## 2027        100.00000                   NA                     NA
## 2028               NA                   NA                     NA
## 2029               NA                   NA                     NA
## 2030        100.00000                   NA                     NA
## 2031        100.00000                   NA                     NA
## 2032        100.00000                   NA                     NA
## 2033               NA                   NA                     NA
## 2034         95.65218                   NA                     NA
## 2035        100.00000                   NA                     NA
## 2036        100.00000                   NA                     NA
## 2037        100.00000                   NA                     NA
## 2038               NA                   NA                     NA
## 2039         94.44444                   NA                     NA
## 2040               NA                   NA                     NA
## 2041               NA                   NA                     NA
## 2042         77.77778                   NA                     NA
## 2043        100.00000                   NA                     NA
## 2044         94.11765                   NA                     NA
## 2045         93.10345                   NA                     NA
## 2046         91.30434                   NA                     NA
## 2047         91.66666                   NA                     NA
## 2048         92.30769                   NA                     NA
## 2049        100.00000                   NA                     NA
## 2050         92.59259                   NA                     NA
## 2051         93.10345                   NA                     NA
## 2052         87.50000                   NA                     NA
## 2053               NA                   NA                     NA
## 2054         95.23810                   NA                     NA
## 2055         90.00000                   NA                     NA
## 2056        100.00000                   NA                     NA
## 2057        100.00000                   NA                     NA
## 2058        100.00000                   NA                     NA
## 2059         83.33334                   NA                     NA
## 2060               NA                   NA                     NA
## 2061         88.88889                   NA                     NA
## 2062               NA                   NA                     NA
## 2063               NA                   NA                     NA
## 2064        100.00000                   NA                     NA
## 2065        100.00000                   NA                     NA
## 2066         98.68421                   NA                     NA
## 2067         88.46154                   NA                     NA
## 2068        100.00000                   NA                     NA
## 2069         93.33334                   NA                     NA
## 2070         91.66666                   NA                     NA
## 2071        100.00000                   NA                     NA
## 2072        100.00000                   NA                     NA
## 2073               NA                   NA                     NA
## 2074         96.42857                   NA                     NA
## 2075               NA                   NA                     NA
## 2076               NA                   NA                     NA
## 2077         81.81818                   NA                     NA
## 2078        100.00000                   NA                     NA
## 2079        100.00000                   NA                     NA
## 2080        100.00000                   NA                     NA
## 2081        100.00000                   NA                     NA
## 2082         96.79487                   NA                     NA
## 2083        100.00000                   NA                     NA
## 2084        100.00000                   NA                     NA
## 2085         97.87234                   NA                     NA
## 2086               NA                   NA                     NA
## 2087         96.66666                   NA                     NA
## 2088         94.44444                   NA                     NA
## 2089         98.27586                   NA                     NA
## 2090               NA                   NA                     NA
## 2091        100.00000                   NA                     NA
## 2092         97.67442                   NA                     NA
## 2093        100.00000                   NA                     NA
## 2094        100.00000                   NA                     NA
## 2095         94.28571                   NA                     NA
## 2096        100.00000                   NA                     NA
## 2097         90.47619                   NA                     NA
## 2098         98.91304                   NA                     NA
## 2099        100.00000                   NA                     NA
## 2100        100.00000                   NA                     NA
## 2101         95.34884                   NA                     NA
## 2102         95.83334                   NA                     NA
## 2103        100.00000                   NA                     NA
## 2104         97.67442                   NA                     NA
## 2105         92.30769                   NA                     NA
## 2106         95.45454                   NA                     NA
## 2107        100.00000                   NA                     NA
## 2108         95.83334                   NA                     NA
## 2109        100.00000                   NA                     NA
## 2110        100.00000                   NA                     NA
## 2111         98.27586                   NA                     NA
## 2112        100.00000                   NA                     NA
## 2113         95.23810                   NA                     NA
## 2114               NA                   NA                     NA
## 2115         96.96970                   NA                     NA
## 2116         91.89189                   NA                     NA
## 2117         94.44444                   NA                     NA
## 2118         96.96970                   NA                     NA
## 2119         92.59259                   NA                     NA
## 2120        100.00000                   NA                     NA
## 2121         92.00000                   NA                     NA
## 2122        100.00000                   NA                     NA
## 2123        100.00000                   NA                     NA
## 2124         98.00000                   NA                     NA
## 2125        100.00000                   NA                     NA
## 2126        100.00000                   NA                     NA
## 2127         95.83334                   NA                     NA
## 2128         95.65218                   NA                     NA
## 2129               NA                   NA                     NA
## 2130        100.00000                   NA                     NA
## 2131         90.90909                   NA                     NA
## 2132               NA                   NA                     NA
## 2133        100.00000                   NA                     NA
## 2134         95.12195                   NA                     NA
## 2135         83.33334                   NA                     NA
## 2136         96.66666                   NA                     NA
## 2137         94.59460                   NA                     NA
## 2138        100.00000                   NA                     NA
## 2139         97.82609                   NA                     NA
## 2140        100.00000                   NA                     NA
## 2141         94.73684                   NA                     NA
## 2142        100.00000                   NA                     NA
## 2143         96.29630                   NA                     NA
## 2144        100.00000                   NA                     NA
## 2145        100.00000                   NA                     NA
## 2146         90.32258                   NA                     NA
## 2147         88.88889                   NA                     NA
## 2148        100.00000                   NA                     NA
## 2149        100.00000                   NA                     NA
## 2150         97.56097                   NA                     NA
## 2151         86.20689                   NA                     NA
## 2152         96.00000                   NA                     NA
## 2153        100.00000                   NA                     NA
##      prop_ds_died prop_tb_offered_hiv_test prop_ds_rf_treat_com_12
## 1       0.0000000                       NA                      NA
## 2       8.6956520                       NA                      NA
## 3      20.0000000                       NA                      NA
## 4       5.0000000                       NA                      NA
## 5      10.0000000                       NA                      NA
## 6       0.0000000                       NA                      NA
## 7              NA                       NA                      NA
## 8      10.8695650                       NA                      NA
## 9       0.5154639                       NA                      NA
## 10     10.0000000                       NA                      NA
## 11     17.6470585                       NA                      NA
## 12      9.0909090                       NA                      NA
## 13     11.2903223                       NA                      NA
## 14             NA                       NA                      NA
## 15      0.0000000                       NA                      NA
## 16     33.3333321                       NA                      NA
## 17     11.7647057                       NA                      NA
## 18     10.0000000                       NA                      NA
## 19     25.0000000                       NA                      NA
## 20      8.0000000                       NA                      NA
## 21      4.6511626                       NA                      NA
## 22     25.0000000                       NA                      NA
## 23      0.0000000                       NA                      NA
## 24     10.0000000                       NA                      NA
## 25      1.4705882                       NA                      NA
## 26      0.0000000                       NA                      NA
## 27     11.1111107                       NA                      NA
## 28      0.0000000                       NA                      NA
## 29     16.6666660                       NA                      NA
## 30      0.0000000                       NA                      NA
## 31     11.1111107                       NA                      NA
## 32     10.0000000                       NA                      NA
## 33      0.0000000                       NA                      NA
## 34      0.0000000                       NA                      NA
## 35     30.7692299                       NA                      NA
## 36      0.0000000                       NA                      NA
## 37      4.5454545                       NA                      NA
## 38      0.0000000                       NA                      NA
## 39      0.0000000                       NA                      NA
## 40     10.1694918                       NA                      NA
## 41     16.6666660                       NA                      NA
## 42      7.2992702                       NA                      NA
## 43      2.7027028                       NA                      NA
## 44      5.0000000                       NA                      NA
## 45     10.0000000                       NA                      NA
## 46      8.6956520                       NA                      NA
## 47      6.2500000                       NA                      NA
## 48      7.4074073                       NA                      NA
## 49      0.0000000                       NA                      NA
## 50     33.3333321                       NA                      NA
## 51      7.6923075                       NA                      NA
## 52     33.3333321                       NA                      NA
## 53     14.2857141                       NA                      NA
## 54     13.1578951                       NA                      NA
## 55      7.0175438                       NA                      NA
## 56     18.9189186                       NA                      NA
## 57     40.0000000                       NA                      NA
## 58     16.6666660                       NA                      NA
## 59      4.7619047                       NA                      NA
## 60      5.8103976                       NA                      NA
## 61      1.3157895                       NA                      NA
## 62      0.0000000                       NA                      NA
## 63     11.6279068                       NA                      NA
## 64     11.1111107                       NA                      NA
## 65      8.4745760                       NA                      NA
## 66      1.4492754                       NA                      NA
## 67      4.2372880                       NA                      NA
## 68      6.8965516                       NA                      NA
## 69      3.5714285                       NA                      NA
## 70      5.9405942                       NA                      NA
## 71     10.0000000                       NA                      NA
## 72      0.0000000                       NA                      NA
## 73     11.4285717                       NA                      NA
## 74      7.8431373                       NA                      NA
## 75      0.0000000                       NA                      NA
## 76      1.4084507                       NA                      NA
## 77      3.7037036                       NA                      NA
## 78     10.3448277                       NA                      NA
## 79      9.3457947                       NA                      NA
## 80      2.0000000                       NA                      NA
## 81      3.5714285                       NA                      NA
## 82      6.4102564                       NA                      NA
## 83      5.4794521                       NA                      NA
## 84      9.7222223                       NA                      NA
## 85      6.5217390                       NA                      NA
## 86      5.1724138                       NA                      NA
## 87     15.0000000                       NA                      NA
## 88      4.8076925                       NA                      NA
## 89      5.8823528                       NA                      NA
## 90      4.8543692                       NA                      NA
## 91      3.2258065                       NA                      NA
## 92      5.0000000                       NA                      NA
## 93      4.4303799                       NA                      NA
## 94      7.3684211                       NA                      NA
## 95      9.2592592                       NA                      NA
## 96      2.7522936                       NA                      NA
## 97      3.2608695                       NA                      NA
## 98      6.2500000                       NA                      NA
## 99      5.7142859                       NA                      NA
## 100    15.6250000                       NA                      NA
## 101     7.9365077                       NA                      NA
## 102     4.7619047                       NA                      NA
## 103     6.0000000                       NA                      NA
## 104     3.9473684                       NA                      NA
## 105     4.0000000                       NA                      NA
## 106     4.3478260                       NA                      NA
## 107    17.2413788                       NA                      NA
## 108    15.3846149                       NA                      NA
## 109    37.5000000                       NA                      NA
## 110    20.8333340                       NA                      NA
## 111    15.2542372                       NA                      NA
## 112    10.0000000                       NA                      NA
## 113    12.1951218                       NA                      NA
## 114     7.0175438                       NA                      NA
## 115    12.5000000                       NA                      NA
## 116     6.8181820                       NA                      NA
## 117     0.0000000                       NA                      NA
## 118     7.1428571                       NA                      NA
## 119    18.1818180                       NA                      NA
## 120    14.4578314                       NA                      NA
## 121    10.0000000                       NA                      NA
## 122    10.0000000                       NA                      NA
## 123     7.6923075                       NA                      NA
## 124    10.5263157                       NA                      NA
## 125     0.0000000                       NA                      NA
## 126     5.2631578                       NA                      NA
## 127     0.0000000                       NA                      NA
## 128     7.5000000                       NA                      NA
## 129     5.4054055                       NA                      NA
## 130     5.5555553                       NA                      NA
## 131     0.0000000                       NA                      NA
## 132    16.6666660                       NA                      NA
## 133    11.1111107                       NA                      NA
## 134     2.9411764                       NA                      NA
## 135     0.0000000                       NA                      NA
## 136     0.0000000                       NA                      NA
## 137     0.0000000                       NA                      NA
## 138     3.5087719                       NA                      NA
## 139     0.5076142                       NA                      NA
## 140    11.1111107                       NA                      NA
## 141    18.7500000                       NA                      NA
## 142    16.6666660                       NA                      NA
## 143     4.0000000                       NA                      NA
## 144     0.0000000                       NA                      NA
## 145    11.1111107                       NA                      NA
## 146     0.0000000                       NA                      NA
## 147            NA                       NA                      NA
## 148     0.0000000                       NA                      NA
## 149    14.2857141                       NA                      NA
## 150    12.1621618                       NA                      NA
## 151     5.8823528                       NA                      NA
## 152    22.2222214                       NA                      NA
## 153    10.0000000                       NA                      NA
## 154     2.5641026                       NA                      NA
## 155     2.7397261                       NA                      NA
## 156     6.6666665                       NA                      NA
## 157     0.0000000                       NA                      NA
## 158     8.3333330                       NA                      NA
## 159            NA                       NA                      NA
## 160     0.0000000                       NA                      NA
## 161     0.0000000                       NA                      NA
## 162    55.5555573                       NA                      NA
## 163     0.0000000                       NA                      NA
## 164     0.0000000                       NA                      NA
## 165    16.6666660                       NA                      NA
## 166     0.0000000                       NA                      NA
## 167     4.0000000                       NA                      NA
## 168    33.3333321                       NA                      NA
## 169    14.2857141                       NA                      NA
## 170     7.5471697                       NA                      NA
## 171     0.0000000                       NA                      NA
## 172     7.7586207                       NA                      NA
## 173    10.8108110                       NA                      NA
## 174    20.0000000                       NA                      NA
## 175    20.0000000                       NA                      NA
## 176    16.0000000                       NA                      NA
## 177    12.1212120                       NA                      NA
## 178    14.2857141                       NA                      NA
## 179    11.7647057                       NA                      NA
## 180    33.3333321                       NA                      NA
## 181            NA                       NA                      NA
## 182    33.3333321                       NA                      NA
## 183     9.5238094                       NA                      NA
## 184    15.1515150                       NA                      NA
## 185     4.3956046                       NA                      NA
## 186     9.0909090                       NA                      NA
## 187    10.0000000                       NA                      NA
## 188    12.5000000                       NA                      NA
## 189    13.3333330                       NA                      NA
## 190     4.9853373                       NA                      NA
## 191     0.0000000                       NA                      NA
## 192     3.3333333                       NA                      NA
## 193    10.3448277                       NA                      NA
## 194     6.2500000                       NA                      NA
## 195    11.1111107                       NA                      NA
## 196    13.5135136                       NA                      NA
## 197     3.5714285                       NA                      NA
## 198     7.4074073                       NA                      NA
## 199     7.4074073                       NA                      NA
## 200     8.9743586                       NA                      NA
## 201     6.6666665                       NA                      NA
## 202     7.3170733                       NA                      NA
## 203     2.0000000                       NA                      NA
## 204     8.0000000                       NA                      NA
## 205     3.3018868                       NA                      NA
## 206     9.6774197                       NA                      NA
## 207     2.7777777                       NA                      NA
## 208     4.4642859                       NA                      NA
## 209     6.4864864                       NA                      NA
## 210     8.2474222                       NA                      NA
## 211     4.2253523                       NA                      NA
## 212     5.8441558                       NA                      NA
## 213     0.0000000                       NA                      NA
## 214     5.5999999                       NA                      NA
## 215     3.5398231                       NA                      NA
## 216    23.0769234                       NA                      NA
## 217     2.6785715                       NA                      NA
## 218     5.1546392                       NA                      NA
## 219     6.4516129                       NA                      NA
## 220     3.9215686                       NA                      NA
## 221     5.8823528                       NA                      NA
## 222     6.4935064                       NA                      NA
## 223     2.5000000                       NA                      NA
## 224    12.5000000                       NA                      NA
## 225     2.4896266                       NA                      NA
## 226     2.7272727                       NA                      NA
## 227     9.0909090                       NA                      NA
## 228     4.0816326                       NA                      NA
## 229     0.0000000                       NA                      NA
## 230     5.5172415                       NA                      NA
## 231     3.1914895                       NA                      NA
## 232     5.2083335                       NA                      NA
## 233     3.2967033                       NA                      NA
## 234     2.1276596                       NA                      NA
## 235     5.2631578                       NA                      NA
## 236     6.6666665                       NA                      NA
## 237     7.6923075                       NA                      NA
## 238    23.0769234                       NA                      NA
## 239     0.0000000                       NA                      NA
## 240    11.3636360                       NA                      NA
## 241    13.6363640                       NA                      NA
## 242     9.5238094                       NA                      NA
## 243    10.8695650                       NA                      NA
## 244     8.9552240                       NA                      NA
## 245     5.3191490                       NA                      NA
## 246     3.2258065                       NA                      NA
## 247     0.0000000                       NA                      NA
## 248    15.6250000                       NA                      NA
## 249     8.9285717                       NA                      NA
## 250     0.0000000                       NA                      NA
## 251     6.4516129                       NA                      NA
## 252     2.3255813                       NA                      NA
## 253     0.0000000                       NA                      NA
## 254    17.2413788                       NA                      NA
## 255     0.0000000                       NA                      NA
## 256     5.0000000                       NA                      NA
## 257     6.0606060                       NA                      NA
## 258     9.3023252                       NA                      NA
## 259    16.6666660                       NA                      NA
## 260            NA                       NA                      NA
## 261     4.0000000                       NA                      NA
## 262     0.0000000                       NA                      NA
## 263     8.9285717                       NA                      NA
## 264     0.0000000                       NA                      NA
## 265    21.4285717                       NA                      NA
## 266    30.0000000                       NA                      NA
## 267     2.5641026                       NA                      NA
## 268     0.0000000                       NA                      NA
## 269     6.2500000                       NA                      NA
## 270    12.5000000                       NA                      NA
## 271     7.6923075                       NA                      NA
## 272    11.1111107                       NA                      NA
## 273     4.0000000                       NA                      NA
## 274     8.3333330                       NA                      NA
## 275     0.0000000                       NA                      NA
## 276     7.6923075                       NA                      NA
## 277    50.0000000                       NA                      NA
## 278     0.0000000                       NA                      NA
## 279     0.0000000                       NA                      NA
## 280     2.9850745                       NA                      NA
## 281     7.4074073                       NA                      NA
## 282     0.0000000                       NA                      NA
## 283    22.2222214                       NA                      NA
## 284     0.0000000                       NA                      NA
## 285     0.0000000                       NA                      NA
## 286     1.4084507                       NA                      NA
## 287     0.0000000                       NA                      NA
## 288     0.0000000                       NA                      NA
## 289     5.5555553                       NA                      NA
## 290    21.4285717                       NA                      NA
## 291     4.3478260                       NA                      NA
## 292     6.2500000                       NA                      NA
## 293    26.3157902                       NA                      NA
## 294            NA                       NA                      NA
## 295    11.1111107                       NA                      NA
## 296    15.7894735                       NA                      NA
## 297     0.0000000                       NA                      NA
## 298    18.5185184                       NA                      NA
## 299    22.2222214                       NA                      NA
## 300     4.4444447                       NA                      NA
## 301     0.0000000                       NA                      NA
## 302     7.0967741                       NA                      NA
## 303    10.8108110                       NA                      NA
## 304     6.6666665                       NA                      NA
## 305     4.5454545                       NA                      NA
## 306     0.0000000                       NA                      NA
## 307     0.0000000                       NA                      NA
## 308     3.5714285                       NA                      NA
## 309     0.0000000                       NA                      NA
## 310     0.0000000                       NA                      NA
## 311    54.5454559                       NA                      NA
## 312            NA                       NA                      NA
## 313     0.0000000                       NA                      NA
## 314     5.5555553                       NA                      NA
## 315    17.8571434                       NA                      NA
## 316     0.0000000                       NA                      NA
## 317     7.8947368                       NA                      NA
## 318     9.0909090                       NA                      NA
## 319    16.6666660                       NA                      NA
## 320     5.2631578                       NA                      NA
## 321     6.1538463                       NA                      NA
## 322     5.1948051                       NA                      NA
## 323     6.0606060                       NA                      NA
## 324     5.5555553                       NA                      NA
## 325     0.0000000                       NA                      NA
## 326    15.0000000                       NA                      NA
## 327     6.8965516                       NA                      NA
## 328    11.1111107                       NA                      NA
## 329    11.1111107                       NA                      NA
## 330     2.8985507                       NA                      NA
## 331     4.7169809                       NA                      NA
## 332     0.0000000                       NA                      NA
## 333     7.1428571                       NA                      NA
## 334     3.2967033                       NA                      NA
## 335     0.0000000                       NA                      NA
## 336     0.8849558                       NA                      NA
## 337     6.8965516                       NA                      NA
## 338     4.0000000                       NA                      NA
## 339     6.8376069                       NA                      NA
## 340     5.1587300                       NA                      NA
## 341     5.3191490                       NA                      NA
## 342     5.6818180                       NA                      NA
## 343     4.6357617                       NA                      NA
## 344     5.7142859                       NA                      NA
## 345     2.7397261                       NA                      NA
## 346     2.0202019                       NA                      NA
## 347    16.6666660                       NA                      NA
## 348     4.3859649                       NA                      NA
## 349     7.8947368                       NA                      NA
## 350     2.3255813                       NA                      NA
## 351    12.5000000                       NA                      NA
## 352     0.0000000                       NA                      NA
## 353     3.2258065                       NA                      NA
## 354     2.5974026                       NA                      NA
## 355     6.5573769                       NA                      NA
## 356     5.0209203                       NA                      NA
## 357    15.5963306                       NA                      NA
## 358     8.3333330                       NA                      NA
## 359     2.3076923                       NA                      NA
## 360     0.0000000                       NA                      NA
## 361     5.0847459                       NA                      NA
## 362     5.2083335                       NA                      NA
## 363     2.1739130                       NA                      NA
## 364     4.7058825                       NA                      NA
## 365     3.1250000                       NA                      NA
## 366    18.5185184                       NA                      NA
## 367     8.0000000                       NA                      NA
## 368     0.0000000                       NA                      NA
## 369     7.1428571                       NA                      NA
## 370    10.5263157                       NA                      NA
## 371     7.5471697                       NA                      NA
## 372     4.1666665                       NA                      NA
## 373     1.9607843                       NA                      NA
## 374    12.5000000                       NA                      NA
## 375    11.4754095                       NA                      NA
## 376     5.0505052                       NA                      NA
## 377     0.0000000                       NA                      NA
## 378     5.5555553                       NA                      NA
## 379    16.6666660                       NA                      NA
## 380     9.4594593                       NA                      NA
## 381    15.0000000                       NA                      NA
## 382     0.0000000                       NA                      NA
## 383     0.0000000                       NA                      NA
## 384    23.5294113                       NA                      NA
## 385    14.2857141                       NA                      NA
## 386     7.1428571                       NA                      NA
## 387     6.6666665                       NA                      NA
## 388     8.8888893                       NA                      NA
## 389     7.8431373                       NA                      NA
## 390    11.5384617                       NA                      NA
## 391     6.2500000                       NA                      NA
## 392     6.2500000                       NA                      NA
## 393     5.3571429                       NA                      NA
## 394     0.0000000                       NA                      NA
## 395    14.2857141                       NA                      NA
## 396            NA                       NA                      NA
## 397     3.5714285                       NA                      NA
## 398     2.6717558                       NA                      NA
## 399     1.7543859                       NA                      NA
## 400     0.0000000                       NA                      NA
## 401     2.3809524                       NA                      NA
## 402    16.6666660                       NA                      NA
## 403     7.6923075                       NA                      NA
## 404     0.0000000                       NA                      NA
## 405            NA                       NA                      NA
## 406     8.3333330                       NA                      NA
## 407    13.0434780                       NA                      NA
## 408    18.1818180                       NA                      NA
## 409     0.0000000                       NA                      NA
## 410     5.5555553                       NA                      NA
## 411     3.4883721                       NA                      NA
## 412     0.0000000                       NA                      NA
## 413    15.3846149                       NA                      NA
## 414    21.4285717                       NA                      NA
## 415     0.0000000                       NA                      NA
## 416     9.0909090                       NA                      NA
## 417     3.3898306                       NA                      NA
## 418     4.0000000                       NA                      NA
## 419     5.8823528                       NA                      NA
## 420    11.1111107                       NA                      NA
## 421     4.1666665                       NA                      NA
## 422    20.0000000                       NA                      NA
## 423     0.0000000                       NA                      NA
## 424     3.3333333                       NA                      NA
## 425    28.5714283                       NA                      NA
## 426     7.1428571                       NA                      NA
## 427    15.3846149                       NA                      NA
## 428    23.0769234                       NA                      NA
## 429     0.0000000                       NA                      NA
## 430     9.5238094                       NA                      NA
## 431    20.0000000                       NA                      NA
## 432     5.9701490                       NA                      NA
## 433     0.0000000                       NA                      NA
## 434     6.2500000                       NA                      NA
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## 1552   13.6363640                 84.21053                      NA
## 1553    2.7027028                 78.43137                      NA
## 1554    7.1428571                 94.68085                      NA
## 1555    9.0909090                 70.00000                      NA
## 1556   11.1111107                       NA                      NA
## 1557    4.3478260                 98.48485                      NA
## 1558    1.3888888                100.00000                      NA
## 1559   12.1212120                 96.96970                      NA
## 1560    1.8181819                 99.63899                      NA
## 1561   13.3333330                100.00000                      NA
## 1562    6.8181820                100.00000                      NA
## 1563    1.9047619                 98.05825                      NA
## 1564    3.3018868                 97.61905                      NA
## 1565    2.9850745                 98.50746                      NA
## 1566    1.9230769                100.00000                      NA
## 1567    1.1627907                100.00000                      NA
## 1568    0.0000000                 97.87234                      NA
## 1569    7.1428571                 97.50000                      NA
## 1570    3.3112583                 98.65771                      NA
## 1571    3.7037036                100.00000                      NA
## 1572    3.9603961                 97.95918                      NA
## 1573    0.6369427                100.00000                      NA
## 1574    3.3333333                 96.72131                      NA
## 1575   14.7058821                 87.09677                      NA
## 1576    4.1666665                 95.83334                      NA
## 1577    1.3333334                 97.22222                      NA
## 1578    4.3478260                 96.96970                      NA
## 1579   10.0000000                 96.61017                      NA
## 1580    3.0395136                 97.83951                      NA
## 1581    3.3783784                 98.60140                      NA
## 1582   16.6666660                100.00000                      NA
## 1583    3.3333333                 94.18604                      NA
## 1584    4.0000000                100.00000                      NA
## 1585    3.0000000                 94.68085                      NA
## 1586    0.8474576                 98.26087                      NA
## 1587    1.6393442                 96.66666                      NA
## 1588    5.1724138                100.00000                      NA
## 1589    6.6666665                 95.23810                      NA
## 1590    9.0909090                 91.66666                      NA
## 1591    0.0000000                 90.90909                      NA
## 1592   13.6363640                 80.00000                      NA
## 1593   14.8148146                 71.42857                      NA
## 1594   27.2727280                 83.33334                      NA
## 1595    0.0000000                 84.21053                      NA
## 1596    8.5714283                 93.44262                      NA
## 1597    0.0000000                 68.18182                      NA
## 1598    0.0000000                 93.47826                      NA
## 1599    2.7397261                 98.36066                      NA
## 1600    8.4112148                 89.88764                      NA
## 1601    6.2500000                 60.27397                      NA
## 1602    2.7777777                 87.09677                      NA
## 1603    4.0000000                 84.21053                      NA
## 1604    0.0000000                 95.45454                      NA
## 1605    6.5217390                 93.18182                      NA
## 1606   11.7647057                       NA                      NA
## 1607    3.2258065                 70.00000                      NA
## 1608    0.0000000                 95.23810                      NA
## 1609    0.0000000                       NA                      NA
## 1610   15.7894735                 86.66666                      NA
## 1611    0.0000000                 68.75000                      NA
## 1612    1.7543859                 96.07843                      NA
## 1613    2.2727273                 90.00000                      NA
## 1614   15.3846149                 97.95918                      NA
## 1615    5.8823528                 50.00000                      NA
## 1616    7.1428571                100.00000                      NA
## 1617   25.0000000                100.00000                      NA
## 1618           NA                       NA                      NA
## 1619   22.2222214                100.00000                      NA
## 1620   11.7647057                 90.90909                      NA
## 1621   21.0526314                 66.66666                      NA
## 1622    5.8823528                100.00000                      NA
## 1623   10.0000000                100.00000                      NA
## 1624           NA                       NA                      NA
## 1625    5.4054055                 94.28571                      NA
## 1626    2.8368795                 95.90164                      NA
## 1627    6.0000000                 83.78378                      NA
## 1628    0.0000000                100.00000                      NA
## 1629   14.2857141                100.00000                      NA
## 1630    0.0000000                 81.81818                      NA
## 1631    4.1237111                 96.72131                      NA
## 1632   37.5000000                       NA                      NA
## 1633   23.8095245                 92.85714                      NA
## 1634   10.0000000                100.00000                      NA
## 1635    0.0000000                       NA                      NA
## 1636   15.3846149                100.00000                      NA
## 1637    0.0000000                100.00000                      NA
## 1638    2.2727273                 90.00000                      NA
## 1639    6.9444447                 91.52542                      NA
## 1640   11.1111107                100.00000                      NA
## 1641           NA                       NA                      NA
## 1642   12.5000000                100.00000                      NA
## 1643    7.1428571                100.00000                      NA
## 1644    0.0000000                100.00000                      NA
## 1645    1.5625000                 90.16393                      NA
## 1646    1.7241379                 98.00000                      NA
## 1647    9.5238094                100.00000                      NA
## 1648   10.5263157                 77.77778                      NA
## 1649    8.6956520                 70.58823                      NA
## 1650   13.6363640                 94.44444                      NA
## 1651    0.0000000                100.00000                      NA
## 1652    3.4482758                100.00000                      NA
## 1653   11.1111107                 71.42857                      NA
## 1654    9.0909090                100.00000                      NA
## 1655   16.6666660                100.00000                      NA
## 1656   20.0000000                 87.50000                      NA
## 1657   11.7647057                 88.23529                      NA
## 1658   17.6470585                 88.88889                      NA
## 1659    4.1666665                 89.47369                      NA
## 1660   12.5000000                 85.71429                      NA
## 1661    0.0000000                 76.92308                      NA
## 1662    0.0000000                100.00000                      NA
## 1663   20.0000000                 95.65218                      NA
## 1664    4.4776120                 99.18033                      NA
## 1665    7.5471697                 89.36170                      NA
## 1666    5.1282053                 97.29729                      NA
## 1667    0.0000000                100.00000                      NA
## 1668   10.5263157                100.00000                      NA
## 1669    5.2631578                 88.88889                      NA
## 1670   11.5384617                100.00000                      NA
## 1671    9.0909090                100.00000                      NA
## 1672   11.4285717                 96.96970                      NA
## 1673   12.5000000                 88.88889                      NA
## 1674           NA                       NA                      NA
## 1675    3.3333333                 62.50000                      NA
## 1676    4.7619047                 92.85714                      NA
## 1677    3.7037036                100.00000                      NA
## 1678    0.0000000                 78.37838                      NA
## 1679    7.6923075                 70.00000                      NA
## 1680    7.1428571                 71.42857                      NA
## 1681    0.0000000                 94.11765                      NA
## 1682    4.1401272                 95.51282                      NA
## 1683   14.4444447                 94.52055                      NA
## 1684    9.5238094                 76.47059                      NA
## 1685    6.5789475                 98.48485                      NA
## 1686    6.6666665                 93.33334                      NA
## 1687    5.5555553                 94.28571                      NA
## 1688   14.2857141                 98.30508                      NA
## 1689    2.1276596                 96.87500                      NA
## 1690    5.2631578                100.00000                      NA
## 1691    8.3333330                 86.20689                      NA
## 1692    6.5934067                 90.36144                      NA
## 1693   12.0000000                 91.30434                      NA
## 1694    4.7619047                 81.81818                      NA
## 1695    2.9850745                100.00000                      NA
## 1696    0.0000000                 98.61111                      NA
## 1697    5.8823528                100.00000                      NA
## 1698    3.4313726                100.00000                      NA
## 1699    0.0000000                100.00000                      NA
## 1700    0.0000000                 97.61905                      NA
## 1701    0.0000000                100.00000                      NA
## 1702    4.3689322                 99.51923                      NA
## 1703    1.4925373                 96.87500                      NA
## 1704    2.1052632                100.00000                      NA
## 1705    2.7027028                 94.20290                      NA
## 1706   11.1111107                100.00000                      NA
## 1707    0.0000000                 97.29729                      NA
## 1708    3.6697247                 98.18182                      NA
## 1709    0.0000000                100.00000                      NA
## 1710    4.0983605                 98.31933                      NA
## 1711    1.9867550                100.00000                      NA
## 1712    1.7241379                100.00000                      NA
## 1713   13.8888893                100.00000                      NA
## 1714    4.0000000                 92.30769                      NA
## 1715    1.3157895                100.00000                      NA
## 1716    3.0769231                100.00000                      NA
## 1717    4.3478260                100.00000                      NA
## 1718    3.5714285                 96.38554                      NA
## 1719    1.5503876                100.00000                      NA
## 1720   11.1111107                100.00000                      NA
## 1721    2.6666667                100.00000                      NA
## 1722    4.3478260                100.00000                      NA
## 1723    4.3478260                 97.77778                      NA
## 1724    4.6511626                 97.56097                      NA
## 1725    2.0833333                 97.77778                      NA
## 1726    2.0000000                 95.45454                      NA
## 1727    7.8947368                 97.05882                      NA
## 1728    5.4054055                 89.65517                      NA
## 1729   14.2857141                 75.00000                      NA
## 1730   14.2857141                 95.83334                      NA
## 1731    6.8965516                 76.00000                      NA
## 1732   23.0769234                 58.33333                      NA
## 1733    4.0000000                 95.83334                      NA
## 1734    7.5757575                 91.48936                      NA
## 1735    3.8461537                 46.15385                      NA
## 1736    6.8181820                 95.12195                      NA
## 1737    6.2500000                 91.78082                      NA
## 1738    6.9306931                 97.67442                      NA
## 1739   10.2941179                 85.71429                      NA
## 1740    0.0000000                 91.30434                      NA
## 1741   21.8750000                 86.36364                      NA
## 1742   10.3448277                 95.83334                      NA
## 1743    8.5106382                 97.61905                      NA
## 1744   15.3846149                100.00000                      NA
## 1745   10.8108110                 92.59259                      NA
## 1746    5.4794521                 92.75362                      NA
## 1747    5.2631578                 66.66666                      NA
## 1748    3.8461537                100.00000                      NA
## 1749    9.3750000                 90.47619                      NA
## 1750    5.2631578                 95.16129                      NA
## 1751    7.5471697                 85.29412                      NA
## 1752    4.8780489                 90.32258                      NA
## 1753    4.3478260                 78.57143                      NA
## 1754    7.6923075                100.00000                      NA
## 1755   11.1111107                100.00000                      NA
## 1756    0.0000000                100.00000                      NA
## 1757    0.0000000                 97.05882                      NA
## 1758   22.2222214                 62.50000                      NA
## 1759   20.0000000                 81.81818                      NA
## 1760    0.0000000                 85.71429                      NA
## 1761   22.8571434                 96.77419                      NA
## 1762    3.2000000                 93.85965                      NA
## 1763    3.7735848                 90.69768                      NA
## 1764           NA                       NA                      NA
## 1765   10.7142859                100.00000                      NA
## 1766    0.0000000                       NA                      NA
## 1767    2.5974026                 89.83051                      NA
## 1768    0.0000000                 66.66666                      NA
## 1769    0.0000000                100.00000                      NA
## 1770   10.5263157                 70.58823                      NA
## 1771    0.0000000                100.00000                      NA
## 1772    7.6923075                100.00000                      NA
## 1773    0.0000000                 94.44444                      NA
## 1774    3.3333333                 86.95652                      NA
## 1775    5.2631578                100.00000                      NA
## 1776   13.3333330                100.00000                      NA
## 1777    0.0000000                100.00000                      NA
## 1778   28.5714283                 91.66666                      NA
## 1779   14.2857141                100.00000                      NA
## 1780           NA                       NA                      NA
## 1781    0.0000000                100.00000                      NA
## 1782    1.4285715                 98.52941                      NA
## 1783    0.0000000                100.00000                      NA
## 1784    6.2500000                 93.75000                      NA
## 1785    4.3478260                 95.00000                      NA
## 1786   12.5000000                100.00000                      NA
## 1787   11.7647057                100.00000                      NA
## 1788    0.0000000                 95.23810                      NA
## 1789   10.0000000                 70.00000                      NA
## 1790    5.5555553                 92.85714                      NA
## 1791    9.0909090                100.00000                      NA
## 1792   28.5714283                100.00000                      NA
## 1793   11.1111107                100.00000                      NA
## 1794   12.5000000                100.00000                      NA
## 1795    6.2500000                100.00000                      NA
## 1796   42.8571434                       NA                      NA
## 1797   16.6666660                 83.33334                      NA
## 1798    4.6511626                 92.10526                      NA
## 1799   17.6470585                100.00000                      NA
## 1800    7.5630250                100.00000                      NA
## 1801   12.9629631                100.00000                      NA
## 1802    3.8461537                100.00000                      NA
## 1803   12.5000000                100.00000                      NA
## 1804    7.1428571                 90.90909                      NA
## 1805   12.5000000                100.00000                      NA
## 1806   14.2857141                100.00000                      NA
## 1807   14.2857141                 84.61539                      NA
## 1808    5.0000000                 97.05882                      NA
## 1809   16.6666660                       NA                      NA
## 1810   10.0000000                100.00000                      NA
## 1811   12.5000000                       NA                      NA
## 1812    0.0000000                 84.61539                      NA
## 1813   11.1111107                100.00000                      NA
## 1814    1.4925373                100.00000                      NA
## 1815   10.8695650                 88.09524                      NA
## 1816           NA                       NA                      NA
## 1817    0.0000000                100.00000                      NA
## 1818    7.1428571                 92.85714                      NA
## 1819    6.0975609                 96.18644                      NA
## 1820    5.6818180                 95.18073                      NA
## 1821    6.2500000                 90.32258                      NA
## 1822    6.2500000                 94.93671                      NA
## 1823    8.3333330                100.00000                      NA
## 1824    3.0303030                 93.10345                      NA
## 1825   10.9090910                 97.95918                      NA
## 1826    8.0000000                 94.56522                      NA
## 1827    9.0909090                100.00000                      NA
## 1828    1.5625000                 90.16393                      NA
## 1829    4.5454545                 92.50000                      NA
## 1830    0.0000000                       NA                      NA
## 1831   18.1818180                 50.00000                      NA
## 1832    2.4390244                100.00000                      NA
## 1833    2.7027028                 98.61111                      NA
## 1834    0.0000000                100.00000                      NA
## 1835    4.2424240                 98.77300                      NA
## 1836    0.0000000                 95.45454                      NA
## 1837    5.7142859                 97.05882                      NA
## 1838    4.4943819                100.00000                      NA
## 1839    4.4303799                 99.34210                      NA
## 1840    5.7971015                100.00000                      NA
## 1841    4.3956046                100.00000                      NA
## 1842    5.0847459                 98.14815                      NA
## 1843    7.5000000                100.00000                      NA
## 1844    7.8125000                100.00000                      NA
## 1845    4.8780489                100.00000                      NA
## 1846    4.3478260                100.00000                      NA
## 1847    2.0618556                100.00000                      NA
## 1848    5.4054055                100.00000                      NA
## 1849    6.2500000                100.00000                      NA
## 1850    9.5238094                 94.44444                      NA
## 1851    5.2631578                100.00000                      NA
## 1852    6.5573769                100.00000                      NA
## 1853    3.1746032                 98.33334                      NA
## 1854    0.0000000                 93.75000                      NA
## 1855    3.2388663                 99.17355                      NA
## 1856    1.7699115                100.00000                      NA
## 1857    7.1428571                100.00000                      NA
## 1858    2.5641026                100.00000                      NA
## 1859    4.5454545                100.00000                      NA
## 1860    0.0000000                 96.29630                      NA
## 1861    5.0505052                 97.80220                      NA
## 1862    4.7619047                100.00000                      NA
## 1863    2.7027028                 96.66666                      NA
## 1864    4.8780489                 97.43590                      NA
## 1865    0.0000000                 92.30769                      NA
## 1866    0.0000000                100.00000                      NA
## 1867   22.2222214                 94.11765                      NA
## 1868    9.3750000                 92.59259                      NA
## 1869   16.6666660                 66.66666                      NA
## 1870    8.6956520                 95.45454                      NA
## 1871    2.2727273                 97.43590                      NA
## 1872    3.4482758                 85.18519                      NA
## 1873   18.9655170                 89.79592                      NA
## 1874    7.3170733                 85.13513                      NA
## 1875    8.7912092                 98.75000                      NA
## 1876   10.9090910                 95.83334                      NA
## 1877    4.7619047                 94.73684                      NA
## 1878   11.1111107                 80.00000                      NA
## 1879   22.5000000                 90.90909                      NA
## 1880    8.5106382                100.00000                      NA
## 1881    0.0000000                 83.33334                      NA
## 1882    0.0000000                 92.85714                      NA
## 1883    4.0000000                 97.87234                      NA
## 1884           NA                       NA                      NA
## 1885   13.9534883                 97.05882                      NA
## 1886    7.1428571                 95.23810                      NA
## 1887   10.4477615                 94.73684                      NA
## 1888    8.3333330                 91.30434                      NA
## 1889   17.6470585                 91.66666                      NA
## 1890   10.5263157                 94.73684                      NA
## 1891    7.1428571                 92.30769                      NA
## 1892    7.1428571                 91.66666                      NA
## 1893    0.0000000                100.00000                      NA
## 1894    5.4054055                 91.66666                      NA
## 1895   14.2857141                100.00000                      NA
## 1896   15.3846149                100.00000                      NA
## 1897   12.5000000                100.00000                      NA
## 1898    0.0000000                       NA                      NA
## 1899    0.0000000                100.00000                      NA
## 1900    3.2520325                 94.21487                      NA
## 1901   14.8936167                 92.50000                      NA
## 1902    6.4516129                 96.87500                      NA
## 1903           NA                       NA                      NA
## 1904    0.0000000                 96.22642                      NA
## 1905   16.6666660                       NA                      NA
## 1906   22.2222214                 92.85714                      NA
## 1907    6.2500000                 93.75000                      NA
## 1908    0.0000000                       NA                      NA
## 1909    0.0000000                100.00000                      NA
## 1910    3.3333333                 90.00000                      NA
## 1911    2.6315789                100.00000                      NA
## 1912    7.2727275                 97.87234                      NA
## 1913   33.3333321                       NA                      NA
## 1914    8.3333330                100.00000                      NA
## 1915   25.0000000                 83.33334                      NA
## 1916           NA                       NA                      NA
## 1917    3.7037036                 95.83334                      NA
## 1918    5.6603775                 98.11320                      NA
## 1919   10.0000000                100.00000                      NA
## 1920    0.0000000                100.00000                      NA
## 1921    0.0000000                 92.00000                      NA
## 1922    0.0000000                100.00000                      NA
## 1923    0.0000000                100.00000                      NA
## 1924    0.0000000                 93.10345                      NA
## 1925    0.0000000                       NA                      NA
## 1926   11.7647057                 93.33334                      NA
## 1927   14.2857141                100.00000                      NA
## 1928   12.5000000                100.00000                      NA
## 1929    8.3333330                100.00000                      NA
## 1930    0.0000000                 90.00000                      NA
## 1931    5.5555553                 94.44444                      NA
## 1932           NA                       NA                      NA
## 1933           NA                       NA                      NA
## 1934    4.0000000                100.00000                      NA
## 1935    9.0909090                100.00000                      NA
## 1936    3.8461537                 99.23077                      NA
## 1937    7.5000000                100.00000                      NA
## 1938    3.2258065                100.00000                      NA
## 1939    7.1428571                100.00000                      NA
## 1940    7.6923075                100.00000                      NA
## 1941   14.2857141                 83.33334                      NA
## 1942    4.0000000                 95.65218                      NA
## 1943   13.3333330                100.00000                      NA
## 1944    5.8823528                 96.66666                      NA
## 1945   12.5000000                 85.71429                      NA
## 1946    7.6923075                100.00000                      NA
## 1947    0.0000000                100.00000                      NA
## 1948   10.0000000                 80.00000                      NA
## 1949    0.0000000                100.00000                      NA
## 1950    4.8387098                 92.72727                      NA
## 1951    0.0000000                 90.32258                      NA
## 1952           NA                       NA                      NA
## 1953           NA                       NA                      NA
## 1954    0.0000000                100.00000                      NA
## 1955    6.7669172                 97.50000                      NA
## 1956    4.7619047                 97.40260                      NA
## 1957    0.0000000                100.00000                      NA
## 1958    8.1395350                100.00000                      NA
## 1959    7.1428571                 92.30769                      NA
## 1960    6.6666665                 97.61905                      NA
## 1961   12.1212120                 91.66666                      NA
## 1962    7.7777777                100.00000                      NA
## 1963    0.0000000                100.00000                      NA
## 1964    3.0769231                 96.87500                      NA
## 1965    3.7037036                 97.22222                      NA
## 1966   11.7647057                100.00000                      NA
## 1967   15.3846149                 90.00000                      NA
## 1968    3.0769231                100.00000                      NA
## 1969    5.4054055                 97.10145                      NA
## 1970    3.3333333                100.00000                      NA
## 1971    2.6455026                 99.47090                      NA
## 1972    4.5454545                 95.23810                      NA
## 1973    8.0000000                100.00000                      NA
## 1974    4.7619047                100.00000                      NA
## 1975    4.2372880                 98.26087                      NA
## 1976    6.1538463                 98.38710                      NA
## 1977    9.8360653                 98.27586                      NA
## 1978    1.5151515                100.00000                      NA
## 1979    2.9411764                100.00000                      NA
## 1980    1.3698630                 98.59155                      NA
## 1981    2.1739130                100.00000                      NA
## 1982    0.0000000                 95.45454                      NA
## 1983    2.2988505                100.00000                      NA
## 1984    1.7094017                100.00000                      NA
## 1985    2.4390244                 97.22222                      NA
## 1986    4.7619047                100.00000                      NA
## 1987    0.0000000                100.00000                      NA
## 1988    0.0000000                 98.14815                      NA
## 1989    8.0645161                100.00000                      NA
## 1990    6.5217390                 97.77778                      NA
## 1991    3.2258065                100.00000                      NA
## 1992    2.4193549                 98.30508                      NA
## 1993   40.0000000                100.00000                      NA
## 1994    5.0632911                100.00000                      NA
## 1995    8.0000000                 96.00000                      NA
## 1996    3.3333333                 96.62921                      NA
## 1997    4.7619047                 98.79518                      NA
## 1998    5.7692308                 98.00000                      NA
## 1999   10.5263157                100.00000                      NA
## 2000   12.0000000                 93.33334                      NA
## 2001    2.7777777                 97.14286                      NA
## 2002   25.0000000                 85.71429                      NA
## 2003   11.1111107                 87.50000                      NA
## 2004    5.0000000                 84.21053                      NA
## 2005   11.1111107                 88.88889                      NA
## 2006    5.0000000                100.00000                      NA
## 2007    1.4925373                100.00000                      NA
## 2008    6.6666665                100.00000                      NA
## 2009    3.3898306                 96.22642                      NA
## 2010    7.2916665                 88.09524                      NA
## 2011    6.5934067                100.00000                      NA
## 2012    7.3529410                 89.06250                      NA
## 2013   13.6363640                 85.00000                      NA
## 2014   13.7931032                 73.07692                      NA
## 2015   13.8888893                 88.88889                      NA
## 2016   10.2040815                100.00000                      NA
## 2017    6.6666665                 92.85714                      NA
## 2018   17.3913040                 85.00000                      NA
## 2019    2.6315789                 94.59460                      NA
## 2020    0.0000000                       NA                      NA
## 2021   11.4285717                100.00000                      NA
## 2022    6.6666665                 72.72727                      NA
## 2023    8.0645161                 98.14815                      NA
## 2024    7.1428571                 96.00000                      NA
## 2025    7.1428571                 97.36842                      NA
## 2026    0.0000000                 89.47369                      NA
## 2027           NA                 89.47369                      NA
## 2028           NA                100.00000                      NA
## 2029           NA                       NA                      NA
## 2030           NA                 93.75000                      NA
## 2031           NA                 75.00000                      NA
## 2032           NA                 80.00000                      NA
## 2033           NA                100.00000                      NA
## 2034           NA                100.00000                      NA
## 2035           NA                 93.02325                      NA
## 2036           NA                 94.87180                      NA
## 2037           NA                 95.00000                      NA
## 2038           NA                       NA                      NA
## 2039           NA                 88.00000                      NA
## 2040           NA                       NA                      NA
## 2041           NA                 87.50000                      NA
## 2042           NA                100.00000                      NA
## 2043           NA                100.00000                      NA
## 2044           NA                100.00000                      NA
## 2045           NA                100.00000                      NA
## 2046           NA                 98.00000                      NA
## 2047           NA                100.00000                      NA
## 2048           NA                 92.30769                      NA
## 2049           NA                100.00000                      NA
## 2050           NA                 97.14286                      NA
## 2051           NA                 97.56097                      NA
## 2052           NA                 91.66666                      NA
## 2053           NA                100.00000                      NA
## 2054           NA                 90.90909                      NA
## 2055           NA                100.00000                      NA
## 2056           NA                100.00000                      NA
## 2057           NA                 93.54839                      NA
## 2058           NA                 66.66666                      NA
## 2059           NA                100.00000                      NA
## 2060           NA                100.00000                      NA
## 2061           NA                 91.66666                      NA
## 2062           NA                100.00000                      NA
## 2063           NA                 94.11765                      NA
## 2064           NA                 97.43590                      NA
## 2065           NA                100.00000                      NA
## 2066           NA                 95.65218                      NA
## 2067           NA                 96.66666                      NA
## 2068           NA                100.00000                      NA
## 2069           NA                 94.11765                      NA
## 2070           NA                 92.85714                      NA
## 2071           NA                 74.07407                      NA
## 2072           NA                100.00000                      NA
## 2073           NA                       NA                      NA
## 2074           NA                100.00000                      NA
## 2075           NA                100.00000                      NA
## 2076           NA                       NA                      NA
## 2077           NA                100.00000                      NA
## 2078           NA                 94.44444                      NA
## 2079           NA                100.00000                      NA
## 2080           NA                 90.32258                      NA
## 2081           NA                100.00000                      NA
## 2082           NA                 97.12643                      NA
## 2083           NA                 89.70588                      NA
## 2084           NA                100.00000                      NA
## 2085           NA                100.00000                      NA
## 2086           NA                100.00000                      NA
## 2087           NA                 95.74468                      NA
## 2088           NA                 97.82609                      NA
## 2089           NA                100.00000                      NA
## 2090           NA                       NA                      NA
## 2091           NA                 92.85714                      NA
## 2092           NA                 94.73684                      NA
## 2093           NA                 91.66666                      NA
## 2094           NA                100.00000                      NA
## 2095           NA                 98.03922                      NA
## 2096           NA                 98.41270                      NA
## 2097           NA                100.00000                      NA
## 2098           NA                 98.58156                      NA
## 2099           NA                 94.73684                      NA
## 2100           NA                 95.23810                      NA
## 2101           NA                 98.55073                      NA
## 2102           NA                 98.41270                      NA
## 2103           NA                 96.15385                      NA
## 2104           NA                100.00000                      NA
## 2105           NA                100.00000                      NA
## 2106           NA                 96.66666                      NA
## 2107           NA                 98.24561                      NA
## 2108           NA                 98.78049                      NA
## 2109           NA                100.00000                      NA
## 2110           NA                100.00000                      NA
## 2111           NA                 98.86364                      NA
## 2112           NA                 94.28571                      NA
## 2113           NA                100.00000                      NA
## 2114           NA                       NA                      NA
## 2115           NA                100.00000                      NA
## 2116           NA                100.00000                      NA
## 2117           NA                 96.77419                      NA
## 2118           NA                 98.73418                      NA
## 2119           NA                 98.13084                      NA
## 2120           NA                 88.88889                      NA
## 2121           NA                 98.48485                      NA
## 2122           NA                100.00000                      NA
## 2123           NA                 98.43750                      NA
## 2124           NA                 98.63013                      NA
## 2125           NA                100.00000                      NA
## 2126           NA                100.00000                      NA
## 2127           NA                 87.50000                      NA
## 2128           NA                 97.22222                      NA
## 2129           NA                       NA                      NA
## 2130           NA                100.00000                      NA
## 2131           NA                 88.23529                      NA
## 2132           NA                100.00000                      NA
## 2133           NA                 86.66666                      NA
## 2134           NA                 98.36066                      NA
## 2135           NA                100.00000                      NA
## 2136           NA                 96.15385                      NA
## 2137           NA                 86.56716                      NA
## 2138           NA                 98.92473                      NA
## 2139           NA                 95.16129                      NA
## 2140           NA                 90.00000                      NA
## 2141           NA                 81.48148                      NA
## 2142           NA                 95.83334                      NA
## 2143           NA                 94.11765                      NA
## 2144           NA                 75.00000                      NA
## 2145           NA                 96.55173                      NA
## 2146           NA                 92.30769                      NA
## 2147           NA                100.00000                      NA
## 2148           NA                 96.29630                      NA
## 2149           NA                 92.85714                      NA
## 2150           NA                 89.09091                      NA
## 2151           NA                 89.18919                      NA
## 2152           NA                 86.20689                      NA
## 2153           NA                100.00000                      NA
##      prop_cc_dr_front prop_p_start_treat_2_m_sym
## 1                  NA                         NA
## 2                  NA                         NA
## 3                  NA                         NA
## 4                  NA                         NA
## 5                  NA                         NA
## 6                  NA                         NA
## 7                  NA                         NA
## 8                  NA                         NA
## 9                  NA                         NA
## 10                 NA                         NA
## 11                 NA                         NA
## 12                 NA                         NA
## 13                 NA                         NA
## 14                 NA                         NA
## 15                 NA                         NA
## 16                 NA                         NA
## 17                 NA                         NA
## 18                 NA                         NA
## 19                 NA                         NA
## 20                 NA                         NA
## 21                 NA                         NA
## 22                 NA                         NA
## 23                 NA                         NA
## 24                 NA                         NA
## 25                 NA                         NA
## 26                 NA                         NA
## 27                 NA                         NA
## 28                 NA                         NA
## 29                 NA                         NA
## 30                 NA                         NA
## 31                 NA                         NA
## 32                 NA                         NA
## 33                 NA                         NA
## 34                 NA                         NA
## 35                 NA                         NA
## 36                 NA                         NA
## 37                 NA                         NA
## 38                 NA                         NA
## 39                 NA                         NA
## 40                 NA                         NA
## 41                 NA                         NA
## 42                 NA                         NA
## 43                 NA                         NA
## 44                 NA                         NA
## 45                 NA                         NA
## 46                 NA                         NA
## 47                 NA                         NA
## 48                 NA                         NA
## 49                 NA                         NA
## 50                 NA                         NA
## 51                 NA                         NA
## 52                 NA                         NA
## 53                 NA                         NA
## 54                 NA                         NA
## 55                 NA                         NA
## 56                 NA                         NA
## 57                 NA                         NA
## 58                 NA                         NA
## 59                 NA                         NA
## 60                 NA                         NA
## 61                 NA                         NA
## 62                 NA                         NA
## 63                 NA                         NA
## 64                 NA                         NA
## 65                 NA                         NA
## 66                 NA                         NA
## 67                 NA                         NA
## 68                 NA                         NA
## 69                 NA                         NA
## 70                 NA                         NA
## 71                 NA                         NA
## 72                 NA                         NA
## 73                 NA                         NA
## 74                 NA                         NA
## 75                 NA                         NA
## 76                 NA                         NA
## 77                 NA                         NA
## 78                 NA                         NA
## 79                 NA                         NA
## 80                 NA                         NA
## 81                 NA                         NA
## 82                 NA                         NA
## 83                 NA                         NA
## 84                 NA                         NA
## 85                 NA                         NA
## 86                 NA                         NA
## 87                 NA                         NA
## 88                 NA                         NA
## 89                 NA                         NA
## 90                 NA                         NA
## 91                 NA                         NA
## 92                 NA                         NA
## 93                 NA                         NA
## 94                 NA                         NA
## 95                 NA                         NA
## 96                 NA                         NA
## 97                 NA                         NA
## 98                 NA                         NA
## 99                 NA                         NA
## 100                NA                         NA
## 101                NA                         NA
## 102                NA                         NA
## 103                NA                         NA
## 104                NA                         NA
## 105                NA                         NA
## 106                NA                         NA
## 107                NA                         NA
## 108                NA                         NA
## 109                NA                         NA
## 110                NA                         NA
## 111                NA                         NA
## 112                NA                         NA
## 113                NA                         NA
## 114                NA                         NA
## 115                NA                         NA
## 116                NA                         NA
## 117                NA                         NA
## 118                NA                         NA
## 119                NA                         NA
## 120                NA                         NA
## 121                NA                         NA
## 122                NA                         NA
## 123                NA                         NA
## 124                NA                         NA
## 125                NA                         NA
## 126                NA                         NA
## 127                NA                         NA
## 128                NA                         NA
## 129                NA                         NA
## 130                NA                         NA
## 131                NA                         NA
## 132                NA                         NA
## 133                NA                         NA
## 134                NA                         NA
## 135                NA                         NA
## 136                NA                         NA
## 137                NA                         NA
## 138                NA                         NA
## 139                NA                         NA
## 140                NA                         NA
## 141                NA                         NA
## 142                NA                         NA
## 143                NA                         NA
## 144                NA                         NA
## 145                NA                         NA
## 146                NA                         NA
## 147                NA                         NA
## 148                NA                         NA
## 149                NA                         NA
## 150                NA                         NA
## 151                NA                         NA
## 152                NA                         NA
## 153                NA                         NA
## 154                NA                         NA
## 155                NA                         NA
## 156                NA                         NA
## 157                NA                         NA
## 158                NA                         NA
## 159                NA                         NA
## 160                NA                         NA
## 161                NA                         NA
## 162                NA                         NA
## 163                NA                         NA
## 164                NA                         NA
## 165                NA                         NA
## 166                NA                         NA
## 167                NA                         NA
## 168                NA                         NA
## 169                NA                         NA
## 170                NA                         NA
## 171                NA                         NA
## 172                NA                         NA
## 173                NA                         NA
## 174                NA                         NA
## 175                NA                         NA
## 176                NA                         NA
## 177                NA                         NA
## 178                NA                         NA
## 179                NA                         NA
## 180                NA                         NA
## 181                NA                         NA
## 182                NA                         NA
## 183                NA                         NA
## 184                NA                         NA
## 185                NA                         NA
## 186                NA                         NA
## 187                NA                         NA
## 188                NA                         NA
## 189                NA                         NA
## 190                NA                         NA
## 191                NA                         NA
## 192                NA                         NA
## 193                NA                         NA
## 194                NA                         NA
## 195                NA                         NA
## 196                NA                         NA
## 197                NA                         NA
## 198                NA                         NA
## 199                NA                         NA
## 200                NA                         NA
## 201                NA                         NA
## 202                NA                         NA
## 203                NA                         NA
## 204                NA                         NA
## 205                NA                         NA
## 206                NA                         NA
## 207                NA                         NA
## 208                NA                         NA
## 209                NA                         NA
## 210                NA                         NA
## 211                NA                         NA
## 212                NA                         NA
## 213                NA                         NA
## 214                NA                         NA
## 215                NA                         NA
## 216                NA                         NA
## 217                NA                         NA
## 218                NA                         NA
## 219                NA                         NA
## 220                NA                         NA
## 221                NA                         NA
## 222                NA                         NA
## 223                NA                         NA
## 224                NA                         NA
## 225                NA                         NA
## 226                NA                         NA
## 227                NA                         NA
## 228                NA                         NA
## 229                NA                         NA
## 230                NA                         NA
## 231                NA                         NA
## 232                NA                         NA
## 233                NA                         NA
## 234                NA                         NA
## 235                NA                         NA
## 236                NA                         NA
## 237                NA                         NA
## 238                NA                         NA
## 239                NA                         NA
## 240                NA                         NA
## 241                NA                         NA
## 242                NA                         NA
## 243                NA                         NA
## 244                NA                         NA
## 245                NA                         NA
## 246                NA                         NA
## 247                NA                         NA
## 248                NA                         NA
## 249                NA                         NA
## 250                NA                         NA
## 251                NA                         NA
## 252                NA                         NA
## 253                NA                         NA
## 254                NA                         NA
## 255                NA                         NA
## 256                NA                         NA
## 257                NA                         NA
## 258                NA                         NA
## 259                NA                         NA
## 260                NA                         NA
## 261                NA                         NA
## 262                NA                         NA
## 263                NA                         NA
## 264                NA                         NA
## 265                NA                         NA
## 266                NA                         NA
## 267                NA                         NA
## 268                NA                         NA
## 269                NA                         NA
## 270                NA                         NA
## 271                NA                         NA
## 272                NA                         NA
## 273                NA                         NA
## 274                NA                         NA
## 275                NA                         NA
## 276                NA                         NA
## 277                NA                         NA
## 278                NA                         NA
## 279                NA                         NA
## 280                NA                         NA
## 281                NA                         NA
## 282                NA                         NA
## 283                NA                         NA
## 284                NA                         NA
## 285                NA                         NA
## 286                NA                         NA
## 287                NA                         NA
## 288                NA                         NA
## 289                NA                         NA
## 290                NA                         NA
## 291                NA                         NA
## 292                NA                         NA
## 293                NA                         NA
## 294                NA                         NA
## 295                NA                         NA
## 296                NA                         NA
## 297                NA                         NA
## 298                NA                         NA
## 299                NA                         NA
## 300                NA                         NA
## 301                NA                         NA
## 302                NA                         NA
## 303                NA                         NA
## 304                NA                         NA
## 305                NA                         NA
## 306                NA                         NA
## 307                NA                         NA
## 308                NA                         NA
## 309                NA                         NA
## 310                NA                         NA
## 311                NA                         NA
## 312                NA                         NA
## 313                NA                         NA
## 314                NA                         NA
## 315                NA                         NA
## 316                NA                         NA
## 317                NA                         NA
## 318                NA                         NA
## 319                NA                         NA
## 320                NA                         NA
## 321                NA                         NA
## 322                NA                         NA
## 323                NA                         NA
## 324                NA                         NA
## 325                NA                         NA
## 326                NA                         NA
## 327                NA                         NA
## 328                NA                         NA
## 329                NA                         NA
## 330                NA                         NA
## 331                NA                         NA
## 332                NA                         NA
## 333                NA                         NA
## 334                NA                         NA
## 335                NA                         NA
## 336                NA                         NA
## 337                NA                         NA
## 338                NA                         NA
## 339                NA                         NA
## 340                NA                         NA
## 341                NA                         NA
## 342                NA                         NA
## 343                NA                         NA
## 344                NA                         NA
## 345                NA                         NA
## 346                NA                         NA
## 347                NA                         NA
## 348                NA                         NA
## 349                NA                         NA
## 350                NA                         NA
## 351                NA                         NA
## 352                NA                         NA
## 353                NA                         NA
## 354                NA                         NA
## 355                NA                         NA
## 356                NA                         NA
## 357                NA                         NA
## 358                NA                         NA
## 359                NA                         NA
## 360                NA                         NA
## 361                NA                         NA
## 362                NA                         NA
## 363                NA                         NA
## 364                NA                         NA
## 365                NA                         NA
## 366                NA                         NA
## 367                NA                         NA
## 368                NA                         NA
## 369                NA                         NA
## 370                NA                         NA
## 371                NA                         NA
## 372                NA                         NA
## 373                NA                         NA
## 374                NA                         NA
## 375                NA                         NA
## 376                NA                         NA
## 377                NA                         NA
## 378                NA                         NA
## 379                NA                         NA
## 380                NA                         NA
## 381                NA                         NA
## 382                NA                         NA
## 383                NA                         NA
## 384                NA                         NA
## 385                NA                         NA
## 386                NA                         NA
## 387                NA                         NA
## 388                NA                         NA
## 389                NA                         NA
## 390                NA                         NA
## 391                NA                         NA
## 392                NA                         NA
## 393                NA                         NA
## 394                NA                         NA
## 395                NA                         NA
## 396                NA                         NA
## 397                NA                         NA
## 398                NA                         NA
## 399                NA                         NA
## 400                NA                         NA
## 401                NA                         NA
## 402                NA                         NA
## 403                NA                         NA
## 404                NA                         NA
## 405                NA                         NA
## 406                NA                         NA
## 407                NA                         NA
## 408                NA                         NA
## 409                NA                         NA
## 410                NA                         NA
## 411                NA                         NA
## 412                NA                         NA
## 413                NA                         NA
## 414                NA                         NA
## 415                NA                         NA
## 416                NA                         NA
## 417                NA                         NA
## 418                NA                         NA
## 419                NA                         NA
## 420                NA                         NA
## 421                NA                         NA
## 422                NA                         NA
## 423                NA                         NA
## 424                NA                         NA
## 425                NA                         NA
## 426                NA                         NA
## 427                NA                         NA
## 428                NA                         NA
## 429                NA                         NA
## 430                NA                         NA
## 431                NA                         NA
## 432                NA                         NA
## 433                NA                         NA
## 434                NA                         NA
## 435                NA                         NA
## 436                NA                         NA
## 437                NA                         NA
## 438                NA                         NA
## 439                NA                         NA
## 440                NA                         NA
## 441                NA                         NA
## 442                NA                         NA
## 443                NA                         NA
## 444                NA                         NA
## 445                NA                         NA
## 446                NA                         NA
## 447                NA                         NA
## 448                NA                         NA
## 449                NA                         NA
## 450                NA                         NA
## 451                NA                         NA
## 452                NA                         NA
## 453                NA                         NA
## 454                NA                         NA
## 455                NA                         NA
## 456                NA                         NA
## 457                NA                         NA
## 458                NA                         NA
## 459                NA                         NA
## 460                NA                         NA
## 461                NA                         NA
## 462                NA                         NA
## 463                NA                         NA
## 464                NA                         NA
## 465                NA                         NA
## 466                NA                         NA
## 467                NA                         NA
## 468                NA                         NA
## 469                NA                         NA
## 470                NA                         NA
## 471                NA                         NA
## 472                NA                         NA
## 473                NA                         NA
## 474                NA                         NA
## 475                NA                         NA
## 476                NA                         NA
## 477                NA                         NA
## 478                NA                         NA
## 479                NA                         NA
## 480                NA                         NA
## 481                NA                         NA
## 482                NA                         NA
## 483                NA                         NA
## 484                NA                         NA
## 485                NA                         NA
## 486                NA                         NA
## 487                NA                         NA
## 488                NA                         NA
## 489                NA                         NA
## 490                NA                         NA
## 491                NA                         NA
## 492                NA                         NA
## 493                NA                         NA
## 494                NA                         NA
## 495                NA                         NA
## 496                NA                         NA
## 497                NA                         NA
## 498                NA                         NA
## 499                NA                         NA
## 500                NA                         NA
## 501                NA                         NA
## 502                NA                         NA
## 503                NA                         NA
## 504                NA                         NA
## 505                NA                         NA
## 506                NA                         NA
## 507                NA                         NA
## 508                NA                         NA
## 509                NA                         NA
## 510                NA                         NA
## 511                NA                         NA
## 512                NA                         NA
## 513                NA                         NA
## 514                NA                         NA
## 515                NA                         NA
## 516                NA                         NA
## 517                NA                         NA
## 518                NA                         NA
## 519                NA                         NA
## 520                NA                         NA
## 521                NA                         NA
## 522                NA                         NA
## 523                NA                         NA
## 524                NA                         NA
## 525                NA                         NA
## 526                NA                         NA
## 527                NA                         NA
## 528                NA                         NA
## 529                NA                         NA
## 530                NA                         NA
## 531                NA                         NA
## 532                NA                         NA
## 533                NA                         NA
## 534                NA                         NA
## 535                NA                         NA
## 536                NA                         NA
## 537                NA                         NA
## 538                NA                         NA
## 539                NA                         NA
## 540                NA                         NA
## 541                NA                         NA
## 542                NA                         NA
## 543                NA                         NA
## 544                NA                         NA
## 545                NA                         NA
## 546                NA                         NA
## 547                NA                         NA
## 548                NA                         NA
## 549                NA                         NA
## 550                NA                         NA
## 551                NA                         NA
## 552                NA                         NA
## 553                NA                         NA
## 554                NA                         NA
## 555                NA                         NA
## 556                NA                         NA
## 557                NA                         NA
## 558                NA                         NA
## 559                NA                         NA
## 560                NA                         NA
## 561                NA                         NA
## 562                NA                         NA
## 563                NA                         NA
## 564                NA                         NA
## 565                NA                         NA
## 566                NA                         NA
## 567                NA                         NA
## 568                NA                         NA
## 569                NA                         NA
## 570                NA                         NA
## 571                NA                         NA
## 572                NA                         NA
## 573                NA                         NA
## 574                NA                         NA
## 575                NA                         NA
## 576                NA                         NA
## 577                NA                         NA
## 578                NA                         NA
## 579                NA                         NA
## 580                NA                         NA
## 581                NA                         NA
## 582                NA                         NA
## 583                NA                         NA
## 584                NA                         NA
## 585                NA                         NA
## 586                NA                         NA
## 587                NA                         NA
## 588                NA                         NA
## 589                NA                         NA
## 590                NA                         NA
## 591                NA                         NA
## 592                NA                         NA
## 593                NA                         NA
## 594                NA                         NA
## 595                NA                         NA
## 596                NA                         NA
## 597                NA                         NA
## 598                NA                         NA
## 599                NA                         NA
## 600                NA                         NA
## 601                NA                         NA
## 602                NA                         NA
## 603                NA                         NA
## 604                NA                         NA
## 605                NA                         NA
## 606                NA                         NA
## 607                NA                         NA
## 608                NA                         NA
## 609                NA                         NA
## 610                NA                         NA
## 611                NA                         NA
## 612                NA                         NA
## 613                NA                         NA
## 614                NA                         NA
## 615                NA                         NA
## 616                NA                         NA
## 617                NA                         NA
## 618                NA                         NA
## 619                NA                         NA
## 620                NA                         NA
## 621                NA                         NA
## 622                NA                         NA
## 623                NA                         NA
## 624                NA                         NA
## 625                NA                         NA
## 626                NA                         NA
## 627                NA                         NA
## 628                NA                         NA
## 629                NA                         NA
## 630                NA                         NA
## 631                NA                         NA
## 632                NA                         NA
## 633                NA                         NA
## 634                NA                         NA
## 635                NA                         NA
## 636                NA                         NA
## 637                NA                         NA
## 638                NA                         NA
## 639                NA                         NA
## 640                NA                         NA
## 641                NA                         NA
## 642                NA                         NA
## 643                NA                         NA
## 644                NA                         NA
## 645                NA                         NA
## 646                NA                         NA
## 647                NA                         NA
## 648                NA                         NA
## 649                NA                         NA
## 650                NA                         NA
## 651                NA                         NA
## 652                NA                         NA
## 653                NA                         NA
## 654                NA                         NA
## 655                NA                         NA
## 656                NA                         NA
## 657                NA                         NA
## 658                NA                         NA
## 659                NA                         NA
## 660                NA                         NA
## 661                NA                         NA
## 662                NA                         NA
## 663                NA                         NA
## 664                NA                         NA
## 665                NA                         NA
## 666                NA                         NA
## 667                NA                         NA
## 668                NA                         NA
## 669                NA                         NA
## 670                NA                         NA
## 671                NA                         NA
## 672                NA                         NA
## 673                NA                         NA
## 674                NA                         NA
## 675                NA                         NA
## 676                NA                         NA
## 677                NA                         NA
## 678                NA                         NA
## 679                NA                         NA
## 680                NA                         NA
## 681                NA                         NA
## 682                NA                         NA
## 683                NA                         NA
## 684                NA                         NA
## 685                NA                         NA
## 686                NA                         NA
## 687                NA                         NA
## 688                NA                         NA
## 689                NA                         NA
## 690                NA                         NA
## 691                NA                         NA
## 692                NA                         NA
## 693                NA                         NA
## 694                NA                         NA
## 695                NA                         NA
## 696                NA                         NA
## 697                NA                         NA
## 698                NA                         NA
## 699                NA                         NA
## 700                NA                         NA
## 701                NA                         NA
## 702                NA                         NA
## 703                NA                         NA
## 704                NA                         NA
## 705                NA                         NA
## 706                NA                         NA
## 707                NA                         NA
## 708                NA                         NA
## 709                NA                         NA
## 710                NA                         NA
## 711                NA                         NA
## 712                NA                         NA
## 713                NA                         NA
## 714                NA                         NA
## 715                NA                         NA
## 716                NA                         NA
## 717                NA                         NA
## 718                NA                         NA
## 719                NA                         NA
## 720                NA                         NA
## 721                NA                         NA
## 722                NA                         NA
## 723                NA                         NA
## 724                NA                         NA
## 725                NA                         NA
## 726                NA                         NA
## 727                NA                         NA
## 728                NA                         NA
## 729                NA                         NA
## 730                NA                         NA
## 731                NA                         NA
## 732                NA                         NA
## 733                NA                         NA
## 734                NA                         NA
## 735                NA                         NA
## 736                NA                         NA
## 737                NA                         NA
## 738                NA                         NA
## 739                NA                         NA
## 740                NA                         NA
## 741                NA                         NA
## 742                NA                         NA
## 743                NA                         NA
## 744                NA                         NA
## 745                NA                         NA
## 746                NA                         NA
## 747                NA                         NA
## 748                NA                         NA
## 749                NA                         NA
## 750                NA                         NA
## 751                NA                         NA
## 752                NA                         NA
## 753                NA                         NA
## 754                NA                         NA
## 755                NA                         NA
## 756                NA                         NA
## 757                NA                         NA
## 758                NA                         NA
## 759                NA                         NA
## 760                NA                         NA
## 761                NA                         NA
## 762                NA                         NA
## 763                NA                         NA
## 764                NA                         NA
## 765                NA                         NA
## 766                NA                         NA
## 767                NA                         NA
## 768                NA                         NA
## 769                NA                         NA
## 770                NA                         NA
## 771                NA                         NA
## 772                NA                         NA
## 773                NA                         NA
## 774                NA                         NA
## 775                NA                         NA
## 776                NA                         NA
## 777                NA                         NA
## 778                NA                         NA
## 779                NA                         NA
## 780                NA                         NA
## 781                NA                         NA
## 782                NA                         NA
## 783                NA                         NA
## 784                NA                         NA
## 785                NA                         NA
## 786                NA                         NA
## 787                NA                         NA
## 788                NA                         NA
## 789                NA                         NA
## 790                NA                         NA
## 791                NA                         NA
## 792                NA                         NA
## 793                NA                         NA
## 794                NA                         NA
## 795                NA                         NA
## 796                NA                         NA
## 797                NA                         NA
## 798                NA                         NA
## 799                NA                         NA
## 800                NA                         NA
## 801                NA                         NA
## 802                NA                         NA
## 803                NA                         NA
## 804                NA                         NA
## 805                NA                         NA
## 806                NA                         NA
## 807                NA                         NA
## 808                NA                         NA
## 809                NA                         NA
## 810                NA                         NA
## 811                NA                         NA
## 812                NA                         NA
## 813                NA                         NA
## 814                NA                         NA
## 815                NA                         NA
## 816                NA                         NA
## 817                NA                         NA
## 818                NA                         NA
## 819                NA                         NA
## 820                NA                         NA
## 821                NA                         NA
## 822                NA                         NA
## 823                NA                         NA
## 824                NA                         NA
## 825                NA                         NA
## 826                NA                         NA
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## 1617               NA                         NA
## 1618               NA                         NA
## 1619               NA                  16.666666
## 1620               NA                  12.500000
## 1621               NA                  28.571428
## 1622               NA                  37.500000
## 1623               NA                         NA
## 1624               NA                         NA
## 1625               NA                  10.000000
## 1626               NA                  32.876713
## 1627               NA                  68.181816
## 1628               NA                         NA
## 1629               NA                  30.000000
## 1630               NA                  40.000000
## 1631               NA                  40.000000
## 1632               NA                         NA
## 1633               NA                  75.000000
## 1634               NA                   0.000000
## 1635               NA                         NA
## 1636               NA                  33.333332
## 1637               NA                   0.000000
## 1638               NA                  43.750000
## 1639               NA                  45.833332
## 1640               NA                   0.000000
## 1641               NA                         NA
## 1642               NA                  30.000000
## 1643               NA                  42.857143
## 1644               NA                         NA
## 1645               NA                  52.380951
## 1646               NA                  33.333332
## 1647               NA                  38.461540
## 1648               NA                  25.000000
## 1649               NA                  12.500000
## 1650               NA                  37.500000
## 1651               NA                   0.000000
## 1652               NA                  35.714287
## 1653               NA                  42.857143
## 1654               NA                  37.500000
## 1655               NA                  33.333332
## 1656               NA                  50.000000
## 1657               NA                  40.000000
## 1658               NA                  55.555557
## 1659               NA                  35.294117
## 1660               NA                         NA
## 1661               NA                  42.857143
## 1662               NA                  65.000000
## 1663               NA                  33.333332
## 1664               NA                  45.312500
## 1665               NA                  38.095238
## 1666               NA                  31.578947
## 1667               NA                  33.333332
## 1668               NA                  63.636364
## 1669               NA                  53.846153
## 1670               NA                  21.428572
## 1671               NA                         NA
## 1672               NA                  42.857143
## 1673               NA                  33.333332
## 1674               NA                         NA
## 1675               NA                  46.153847
## 1676               NA                  44.444443
## 1677               NA                  34.146343
## 1678               NA                  55.555557
## 1679               NA                         NA
## 1680               NA                  16.666666
## 1681               NA                  66.666664
## 1682               NA                  49.285713
## 1683               NA                  43.181820
## 1684               NA                  85.714287
## 1685               NA                  29.411764
## 1686               NA                  16.666666
## 1687               NA                  33.333332
## 1688               NA                  50.000000
## 1689               NA                  24.390244
## 1690               NA                  66.666664
## 1691               NA                  56.818180
## 1692               NA                  39.583332
## 1693               NA                  41.176472
## 1694               NA                  33.333332
## 1695               NA                  21.739130
## 1696               NA                  46.666668
## 1697               NA                  33.333332
## 1698               NA                  49.206348
## 1699               NA                  70.000000
## 1700               NA                  41.176472
## 1701               NA                  37.500000
## 1702               NA                  36.956520
## 1703               NA                  35.714287
## 1704               NA                  31.481482
## 1705               NA                  50.000000
## 1706               NA                  37.500000
## 1707               NA                  36.585365
## 1708               NA                  62.068966
## 1709               NA                  66.666664
## 1710               NA                  35.087719
## 1711               NA                  44.827587
## 1712               NA                  53.125000
## 1713               NA                  50.000000
## 1714               NA                  20.000000
## 1715               NA                  44.186047
## 1716               NA                  50.000000
## 1717               NA                  47.826088
## 1718               NA                  43.298969
## 1719               NA                  45.000000
## 1720               NA                         NA
## 1721               NA                  45.161289
## 1722               NA                  18.181818
## 1723               NA                  42.857143
## 1724               NA                  10.526316
## 1725               NA                  50.000000
## 1726               NA                  48.275864
## 1727               NA                  53.333332
## 1728               NA                  38.461540
## 1729               NA                         NA
## 1730               NA                  29.411764
## 1731               NA                   9.523809
## 1732               NA                         NA
## 1733               NA                  46.666668
## 1734               NA                  38.461540
## 1735               NA                  42.857143
## 1736               NA                  27.272728
## 1737               NA                  35.000000
## 1738               NA                  29.166666
## 1739               NA                  29.411764
## 1740               NA                  36.363636
## 1741               NA                  57.894737
## 1742               NA                  41.666668
## 1743               NA                  25.925926
## 1744               NA                         NA
## 1745               NA                  26.923077
## 1746               NA                  21.428572
## 1747               NA                  44.444443
## 1748               NA                  38.888889
## 1749               NA                  36.842106
## 1750               NA                  31.034483
## 1751               NA                  25.925926
## 1752               NA                  15.789474
## 1753               NA                  16.666666
## 1754               NA                         NA
## 1755               NA                         NA
## 1756               NA                         NA
## 1757               NA                  33.333332
## 1758               NA                         NA
## 1759               NA                  44.444443
## 1760               NA                         NA
## 1761               NA                  45.000000
## 1762               NA                  47.761192
## 1763               NA                  42.307693
## 1764               NA                         NA
## 1765               NA                  46.666668
## 1766               NA                  22.222221
## 1767               NA                  43.750000
## 1768               NA                         NA
## 1769               NA                  12.500000
## 1770               NA                  23.076923
## 1771               NA                  62.500000
## 1772               NA                  14.285714
## 1773               NA                  50.000000
## 1774               NA                  70.000000
## 1775               NA                  36.666668
## 1776               NA                  46.153847
## 1777               NA                         NA
## 1778               NA                  37.500000
## 1779               NA                         NA
## 1780               NA                         NA
## 1781               NA                  53.846153
## 1782               NA                  40.000000
## 1783               NA                         NA
## 1784               NA                  14.285714
## 1785               NA                  77.777779
## 1786               NA                  25.000000
## 1787               NA                  63.636364
## 1788               NA                  46.153847
## 1789               NA                  62.500000
## 1790               NA                  18.181818
## 1791               NA                  62.500000
## 1792               NA                  66.666664
## 1793               NA                  25.000000
## 1794               NA                  62.500000
## 1795               NA                  22.222221
## 1796               NA                         NA
## 1797               NA                         NA
## 1798               NA                  68.421051
## 1799               NA                  50.000000
## 1800               NA                  39.583332
## 1801               NA                  30.000000
## 1802               NA                  53.846153
## 1803               NA                  44.444443
## 1804               NA                         NA
## 1805               NA                  33.333332
## 1806               NA                  28.571428
## 1807               NA                  42.857143
## 1808               NA                  50.000000
## 1809               NA                         NA
## 1810               NA                  28.571428
## 1811               NA                  33.333332
## 1812               NA                  50.000000
## 1813               NA                  25.000000
## 1814               NA                  60.000000
## 1815               NA                  83.333336
## 1816               NA                         NA
## 1817               NA                         NA
## 1818               NA                  70.000000
## 1819               NA                  41.538460
## 1820               NA                  29.411764
## 1821               NA                  31.250000
## 1822               NA                  38.775509
## 1823               NA                  66.666664
## 1824               NA                  56.250000
## 1825               NA                  32.258064
## 1826               NA                  42.307693
## 1827               NA                         NA
## 1828               NA                  52.941177
## 1829               NA                  35.555557
## 1830               NA                  37.500000
## 1831               NA                         NA
## 1832               NA                  20.000000
## 1833               NA                  52.777779
## 1834               NA                  55.555557
## 1835               NA                  52.857143
## 1836               NA                  28.571428
## 1837               NA                  55.000000
## 1838               NA                  34.375000
## 1839               NA                  50.000000
## 1840               NA                  27.027027
## 1841               NA                  42.187500
## 1842               NA                  68.181816
## 1843               NA                  45.454544
## 1844               NA                  41.176472
## 1845               NA                  55.172413
## 1846               NA                  38.461540
## 1847               NA                  37.209301
## 1848               NA                  42.222221
## 1849               NA                  46.428570
## 1850               NA                  50.000000
## 1851               NA                  16.666666
## 1852               NA                  51.612904
## 1853               NA                  43.750000
## 1854               NA                  52.631580
## 1855               NA                  42.727272
## 1856               NA                  47.368420
## 1857               NA                  37.500000
## 1858               NA                  57.142857
## 1859               NA                  50.000000
## 1860               NA                  55.555557
## 1861               NA                  54.761906
## 1862               NA                  39.130436
## 1863               NA                  53.333332
## 1864               NA                  15.000000
## 1865               NA                  41.666668
## 1866               NA                  57.142857
## 1867               NA                  21.428572
## 1868               NA                  33.333332
## 1869               NA                         NA
## 1870               NA                  53.846153
## 1871               NA                  39.130436
## 1872               NA                  23.529411
## 1873               NA                  33.333332
## 1874               NA                  32.432434
## 1875               NA                  35.185184
## 1876               NA                  40.000000
## 1877               NA                  41.666668
## 1878               NA                  40.740742
## 1879               NA                  32.142857
## 1880               NA                  23.809525
## 1881               NA                  28.571428
## 1882               NA                  30.000000
## 1883               NA                  33.333332
## 1884               NA                         NA
## 1885               NA                  47.058823
## 1886               NA                  40.000000
## 1887               NA                  34.482758
## 1888               NA                  63.636364
## 1889               NA                  26.086956
## 1890               NA                  25.000000
## 1891               NA                  50.000000
## 1892               NA                  36.363636
## 1893               NA                         NA
## 1894               NA                  26.086956
## 1895               NA                  22.222221
## 1896               NA                  50.000000
## 1897               NA                  42.857143
## 1898               NA                         NA
## 1899               NA                  15.384615
## 1900               NA                  50.704224
## 1901               NA                  34.482758
## 1902               NA                  18.750000
## 1903               NA                         NA
## 1904               NA                  34.090908
## 1905               NA                         NA
## 1906               NA                  11.111111
## 1907               NA                  25.000000
## 1908               NA                         NA
## 1909               NA                  33.333332
## 1910               NA                  28.571428
## 1911               NA                  42.857143
## 1912               NA                  39.130436
## 1913               NA                         NA
## 1914               NA                         NA
## 1915               NA                  33.333332
## 1916               NA                         NA
## 1917               NA                  46.153847
## 1918               NA                  25.000000
## 1919               NA                         NA
## 1920               NA                   0.000000
## 1921               NA                  60.000000
## 1922               NA                  44.444443
## 1923               NA                   0.000000
## 1924               NA                  44.000000
## 1925               NA                  16.666666
## 1926               NA                  18.181818
## 1927               NA                         NA
## 1928               NA                         NA
## 1929               NA                  25.000000
## 1930               NA                   0.000000
## 1931               NA                  10.000000
## 1932               NA                         NA
## 1933               NA                         NA
## 1934               NA                  55.555557
## 1935               NA                  16.666666
## 1936               NA                  40.000000
## 1937               NA                  33.333332
## 1938               NA                  38.461540
## 1939               NA                  61.538460
## 1940               NA                  37.500000
## 1941               NA                  58.333332
## 1942               NA                  22.222221
## 1943               NA                         NA
## 1944               NA                  50.000000
## 1945               NA                         NA
## 1946               NA                  50.000000
## 1947               NA                  42.857143
## 1948               NA                  83.333336
## 1949               NA                  66.666664
## 1950               NA                  54.285713
## 1951               NA                  46.153847
## 1952               NA                         NA
## 1953               NA                         NA
## 1954               NA                         NA
## 1955               NA                  36.065575
## 1956               NA                  50.000000
## 1957               NA                  50.000000
## 1958               NA                  31.818182
## 1959               NA                  71.428574
## 1960               NA                  15.789474
## 1961               NA                  42.500000
## 1962               NA                  46.666668
## 1963               NA                  33.333332
## 1964               NA                  32.352940
## 1965               NA                  32.500000
## 1966               NA                  22.222221
## 1967               NA                  16.666666
## 1968               NA                  48.148148
## 1969               NA                  27.777779
## 1970               NA                  41.666668
## 1971               NA                  44.943821
## 1972               NA                  23.076923
## 1973               NA                  38.709679
## 1974               NA                  15.151515
## 1975               NA                  52.000000
## 1976               NA                  52.941177
## 1977               NA                  39.473682
## 1978               NA                         NA
## 1979               NA                  31.578947
## 1980               NA                  41.860466
## 1981               NA                  37.837837
## 1982               NA                  58.333332
## 1983               NA                  27.500000
## 1984               NA                  54.000000
## 1985               NA                  42.105263
## 1986               NA                  40.000000
## 1987               NA                  37.500000
## 1988               NA                  40.909092
## 1989               NA                  52.777779
## 1990               NA                  41.176472
## 1991               NA                  37.837837
## 1992               NA                  44.827587
## 1993               NA                  33.333332
## 1994               NA                  41.176472
## 1995               NA                  21.428572
## 1996               NA                  31.034483
## 1997               NA                  48.837208
## 1998               NA                  30.434782
## 1999               NA                  45.454544
## 2000               NA                  42.857143
## 2001               NA                  33.333332
## 2002               NA                         NA
## 2003               NA                         NA
## 2004               NA                  40.000000
## 2005               NA                  50.000000
## 2006               NA                  22.222221
## 2007               NA                  36.842106
## 2008               NA                  44.444443
## 2009               NA                  41.379311
## 2010               NA                  32.727272
## 2011               NA                  37.254902
## 2012               NA                  51.219513
## 2013               NA                  42.857143
## 2014               NA                  33.333332
## 2015               NA                  28.571428
## 2016               NA                  33.333332
## 2017               NA                  40.000000
## 2018               NA                  45.454544
## 2019               NA                  57.142857
## 2020               NA                  57.142857
## 2021               NA                  29.411764
## 2022               NA                  25.000000
## 2023               NA                  32.432434
## 2024               NA                  17.647058
## 2025               NA                  31.578947
## 2026               NA                  40.000000
## 2027               NA                  38.461540
## 2028               NA                         NA
## 2029               NA                         NA
## 2030               NA                  14.285714
## 2031               NA                         NA
## 2032               NA                  57.142857
## 2033               NA                         NA
## 2034               NA                  23.529411
## 2035               NA                  40.677967
## 2036               NA                  38.095238
## 2037               NA                   8.333333
## 2038               NA                         NA
## 2039               NA                  24.324324
## 2040               NA                         NA
## 2041               NA                  57.142857
## 2042               NA                  40.000000
## 2043               NA                  50.000000
## 2044               NA                  20.000000
## 2045               NA                  21.739130
## 2046               NA                  38.461540
## 2047               NA                  20.000000
## 2048               NA                  42.857143
## 2049               NA                  12.500000
## 2050               NA                  50.000000
## 2051               NA                  27.777779
## 2052               NA                         NA
## 2053               NA                         NA
## 2054               NA                  30.769230
## 2055               NA                  61.538460
## 2056               NA                  55.555557
## 2057               NA                  50.000000
## 2058               NA                  33.333332
## 2059               NA                         NA
## 2060               NA                         NA
## 2061               NA                  33.333332
## 2062               NA                  42.857143
## 2063               NA                  30.000000
## 2064               NA                   0.000000
## 2065               NA                  37.500000
## 2066               NA                  26.315790
## 2067               NA                  38.461540
## 2068               NA                  25.000000
## 2069               NA                         NA
## 2070               NA                         NA
## 2071               NA                  87.500000
## 2072               NA                         NA
## 2073               NA                         NA
## 2074               NA                  47.058823
## 2075               NA                  50.000000
## 2076               NA                         NA
## 2077               NA                  46.153847
## 2078               NA                  33.333332
## 2079               NA                  39.130436
## 2080               NA                  40.000000
## 2081               NA                  77.777779
## 2082               NA                  40.000000
## 2083               NA                  62.790699
## 2084               NA                  72.727272
## 2085               NA                  24.324324
## 2086               NA                         NA
## 2087               NA                  33.333332
## 2088               NA                  41.935482
## 2089               NA                  46.808510
## 2090               NA                         NA
## 2091               NA                  36.666668
## 2092               NA                  34.615383
## 2093               NA                  11.111111
## 2094               NA                         NA
## 2095               NA                  42.307693
## 2096               NA                  54.545456
## 2097               NA                  43.478260
## 2098               NA                  44.615383
## 2099               NA                  40.000000
## 2100               NA                  47.619049
## 2101               NA                  39.285713
## 2102               NA                  42.857143
## 2103               NA                  44.000000
## 2104               NA                  36.111111
## 2105               NA                  57.142857
## 2106               NA                  26.666666
## 2107               NA                  29.411764
## 2108               NA                  54.285713
## 2109               NA                  25.000000
## 2110               NA                  48.000000
## 2111               NA                  37.837837
## 2112               NA                  54.166668
## 2113               NA                  36.363636
## 2114               NA                         NA
## 2115               NA                  60.869564
## 2116               NA                  23.333334
## 2117               NA                  60.000000
## 2118               NA                  45.121952
## 2119               NA                  36.842106
## 2120               NA                         NA
## 2121               NA                  43.243244
## 2122               NA                  37.500000
## 2123               NA                  28.000000
## 2124               NA                  47.222221
## 2125               NA                  42.307693
## 2126               NA                  12.500000
## 2127               NA                  33.333332
## 2128               NA                  36.842106
## 2129               NA                         NA
## 2130               NA                         NA
## 2131               NA                  10.000000
## 2132               NA                  70.000000
## 2133               NA                  72.727272
## 2134               NA                  39.473682
## 2135               NA                  14.285714
## 2136               NA                  25.000000
## 2137               NA                  28.571428
## 2138               NA                  27.868853
## 2139               NA                  31.428572
## 2140               NA                  54.166668
## 2141               NA                  26.315790
## 2142               NA                  27.272728
## 2143               NA                  11.764706
## 2144               NA                  55.555557
## 2145               NA                  21.052631
## 2146               NA                  38.888889
## 2147               NA                  25.000000
## 2148               NA                  26.666666
## 2149               NA                  30.769230
## 2150               NA                  39.393940
## 2151               NA                  34.482758
## 2152               NA                  64.285713
## 2153               NA                  22.222221
##      prop_p_start_treat_4_m_sym year
## 1                            NA 2002
## 2                            NA 2002
## 3                            NA 2002
## 4                            NA 2002
## 5                            NA 2002
## 6                            NA 2002
## 7                            NA 2002
## 8                            NA 2002
## 9                            NA 2002
## 10                           NA 2002
## 11                           NA 2002
## 12                           NA 2002
## 13                           NA 2002
## 14                           NA 2002
## 15                           NA 2002
## 16                           NA 2002
## 17                           NA 2002
## 18                           NA 2002
## 19                           NA 2002
## 20                           NA 2002
## 21                           NA 2002
## 22                           NA 2002
## 23                           NA 2002
## 24                           NA 2002
## 25                           NA 2002
## 26                           NA 2002
## 27                           NA 2002
## 28                           NA 2002
## 29                           NA 2002
## 30                           NA 2002
## 31                           NA 2002
## 32                           NA 2002
## 33                           NA 2002
## 34                           NA 2002
## 35                           NA 2002
## 36                           NA 2002
## 37                           NA 2002
## 38                           NA 2002
## 39                           NA 2002
## 40                           NA 2002
## 41                           NA 2002
## 42                           NA 2002
## 43                           NA 2002
## 44                           NA 2002
## 45                           NA 2002
## 46                           NA 2002
## 47                           NA 2002
## 48                           NA 2002
## 49                           NA 2002
## 50                           NA 2002
## 51                           NA 2002
## 52                           NA 2002
## 53                           NA 2002
## 54                           NA 2002
## 55                           NA 2002
## 56                           NA 2002
## 57                           NA 2002
## 58                           NA 2002
## 59                           NA 2002
## 60                           NA 2002
## 61                           NA 2002
## 62                           NA 2002
## 63                           NA 2002
## 64                           NA 2002
## 65                           NA 2002
## 66                           NA 2002
## 67                           NA 2002
## 68                           NA 2002
## 69                           NA 2002
## 70                           NA 2002
## 71                           NA 2002
## 72                           NA 2002
## 73                           NA 2002
## 74                           NA 2002
## 75                           NA 2002
## 76                           NA 2002
## 77                           NA 2002
## 78                           NA 2002
## 79                           NA 2002
## 80                           NA 2002
## 81                           NA 2002
## 82                           NA 2002
## 83                           NA 2002
## 84                           NA 2002
## 85                           NA 2002
## 86                           NA 2002
## 87                           NA 2002
## 88                           NA 2002
## 89                           NA 2002
## 90                           NA 2002
## 91                           NA 2002
## 92                           NA 2002
## 93                           NA 2002
## 94                           NA 2002
## 95                           NA 2002
## 96                           NA 2002
## 97                           NA 2002
## 98                           NA 2002
## 99                           NA 2002
## 100                          NA 2002
## 101                          NA 2002
## 102                          NA 2002
## 103                          NA 2002
## 104                          NA 2002
## 105                          NA 2002
## 106                          NA 2002
## 107                          NA 2002
## 108                          NA 2002
## 109                          NA 2002
## 110                          NA 2002
## 111                          NA 2002
## 112                          NA 2002
## 113                          NA 2002
## 114                          NA 2002
## 115                          NA 2002
## 116                          NA 2002
## 117                          NA 2002
## 118                          NA 2002
## 119                          NA 2002
## 120                          NA 2002
## 121                          NA 2002
## 122                          NA 2002
## 123                          NA 2002
## 124                          NA 2002
## 125                          NA 2002
## 126                          NA 2002
## 127                          NA 2002
## 128                          NA 2002
## 129                          NA 2002
## 130                          NA 2002
## 131                          NA 2003
## 132                          NA 2003
## 133                          NA 2003
## 134                          NA 2003
## 135                          NA 2003
## 136                          NA 2003
## 137                          NA 2003
## 138                          NA 2003
## 139                          NA 2003
## 140                          NA 2003
## 141                          NA 2003
## 142                          NA 2003
## 143                          NA 2003
## 144                          NA 2003
## 145                          NA 2003
## 146                          NA 2003
## 147                          NA 2003
## 148                          NA 2003
## 149                          NA 2003
## 150                          NA 2003
## 151                          NA 2003
## 152                          NA 2003
## 153                          NA 2003
## 154                          NA 2003
## 155                          NA 2003
## 156                          NA 2003
## 157                          NA 2003
## 158                          NA 2003
## 159                          NA 2003
## 160                          NA 2003
## 161                          NA 2003
## 162                          NA 2003
## 163                          NA 2003
## 164                          NA 2003
## 165                          NA 2003
## 166                          NA 2003
## 167                          NA 2003
## 168                          NA 2003
## 169                          NA 2003
## 170                          NA 2003
## 171                          NA 2003
## 172                          NA 2003
## 173                          NA 2003
## 174                          NA 2003
## 175                          NA 2003
## 176                          NA 2003
## 177                          NA 2003
## 178                          NA 2003
## 179                          NA 2003
## 180                          NA 2003
## 181                          NA 2003
## 182                          NA 2003
## 183                          NA 2003
## 184                          NA 2003
## 185                          NA 2003
## 186                          NA 2003
## 187                          NA 2003
## 188                          NA 2003
## 189                          NA 2003
## 190                          NA 2003
## 191                          NA 2003
## 192                          NA 2003
## 193                          NA 2003
## 194                          NA 2003
## 195                          NA 2003
## 196                          NA 2003
## 197                          NA 2003
## 198                          NA 2003
## 199                          NA 2003
## 200                          NA 2003
## 201                          NA 2003
## 202                          NA 2003
## 203                          NA 2003
## 204                          NA 2003
## 205                          NA 2003
## 206                          NA 2003
## 207                          NA 2003
## 208                          NA 2003
## 209                          NA 2003
## 210                          NA 2003
## 211                          NA 2003
## 212                          NA 2003
## 213                          NA 2003
## 214                          NA 2003
## 215                          NA 2003
## 216                          NA 2003
## 217                          NA 2003
## 218                          NA 2003
## 219                          NA 2003
## 220                          NA 2003
## 221                          NA 2003
## 222                          NA 2003
## 223                          NA 2003
## 224                          NA 2003
## 225                          NA 2003
## 226                          NA 2003
## 227                          NA 2003
## 228                          NA 2003
## 229                          NA 2003
## 230                          NA 2003
## 231                          NA 2003
## 232                          NA 2003
## 233                          NA 2003
## 234                          NA 2003
## 235                          NA 2003
## 236                          NA 2003
## 237                          NA 2003
## 238                          NA 2003
## 239                          NA 2003
## 240                          NA 2003
## 241                          NA 2003
## 242                          NA 2003
## 243                          NA 2003
## 244                          NA 2003
## 245                          NA 2003
## 246                          NA 2003
## 247                          NA 2003
## 248                          NA 2003
## 249                          NA 2003
## 250                          NA 2003
## 251                          NA 2003
## 252                          NA 2003
## 253                          NA 2003
## 254                          NA 2003
## 255                          NA 2003
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## 1199                         NA 2010
## 1200                         NA 2010
## 1201                         NA 2010
## 1202                   85.71429 2011
## 1203                         NA 2011
## 1204                         NA 2011
## 1205                   57.14286 2011
## 1206                   77.77778 2011
## 1207                   69.23077 2011
## 1208                   57.14286 2011
## 1209                   75.00000 2011
## 1210                         NA 2011
## 1211                   47.61905 2011
## 1212                   87.65432 2011
## 1213                         NA 2011
## 1214                         NA 2011
## 1215                   65.38461 2011
## 1216                         NA 2011
## 1217                   75.60976 2011
## 1218                         NA 2011
## 1219                         NA 2011
## 1220                   66.66666 2011
## 1221                   50.00000 2011
## 1222                   80.00000 2011
## 1223                   40.00000 2011
## 1224                   66.66666 2011
## 1225                   71.42857 2011
## 1226                   64.28571 2011
## 1227                         NA 2011
## 1228                   80.00000 2011
## 1229                         NA 2011
## 1230                         NA 2011
## 1231                   68.18182 2011
## 1232                   70.27027 2011
## 1233                         NA 2011
## 1234                   66.66666 2011
## 1235                   70.00000 2011
## 1236                   60.00000 2011
## 1237                         NA 2011
## 1238                   87.50000 2011
## 1239                         NA 2011
## 1240                         NA 2011
## 1241                         NA 2011
## 1242                   57.14286 2011
## 1243                   66.66666 2011
## 1244                   37.50000 2011
## 1245                         NA 2011
## 1246                         NA 2011
## 1247                         NA 2011
## 1248                   84.84849 2011
## 1249                   87.50000 2011
## 1250                   72.50000 2011
## 1251                   56.25000 2011
## 1252                   80.00000 2011
## 1253                   81.81818 2011
## 1254                   58.33333 2011
## 1255                         NA 2011
## 1256                         NA 2011
## 1257                         NA 2011
## 1258                   90.90909 2011
## 1259                         NA 2011
## 1260                         NA 2011
## 1261                   66.66666 2011
## 1262                   72.72727 2011
## 1263                   87.50000 2011
## 1264                   71.05264 2011
## 1265                   72.22222 2011
## 1266                         NA 2011
## 1267                         NA 2011
## 1268                  100.00000 2011
## 1269                   74.56647 2011
## 1270                   87.50000 2011
## 1271                   76.47059 2011
## 1272                   69.23077 2011
## 1273                   70.00000 2011
## 1274                   77.77778 2011
## 1275                   61.70213 2011
## 1276                   58.49057 2011
## 1277                  100.00000 2011
## 1278                   86.79245 2011
## 1279                   64.40678 2011
## 1280                   55.55556 2011
## 1281                         NA 2011
## 1282                   60.71429 2011
## 1283                   75.00000 2011
## 1284                   71.42857 2011
## 1285                   93.93939 2011
## 1286                   78.57143 2011
## 1287                   64.86487 2011
## 1288                   67.39130 2011
## 1289                   94.44444 2011
## 1290                   80.55556 2011
## 1291                   90.00000 2011
## 1292                   78.94736 2011
## 1293                   76.92308 2011
## 1294                   76.31579 2011
## 1295                   88.88889 2011
## 1296                   70.00000 2011
## 1297                   85.71429 2011
## 1298                   80.76923 2011
## 1299                   79.41177 2011
## 1300                         NA 2011
## 1301                  100.00000 2011
## 1302                   80.00000 2011
## 1303                   80.64516 2011
## 1304                   88.88889 2011
## 1305                   82.40000 2011
## 1306                   83.33334 2011
## 1307                         NA 2011
## 1308                   71.42857 2011
## 1309                         NA 2011
## 1310                   83.33334 2011
## 1311                   88.88889 2011
## 1312                   86.36364 2011
## 1313                   72.72727 2011
## 1314                   69.56522 2011
## 1315                  100.00000 2011
## 1316                  100.00000 2011
## 1317                   60.00000 2011
## 1318                   63.15789 2011
## 1319                         NA 2011
## 1320                   53.84615 2011
## 1321                   72.41380 2011
## 1322                   64.70588 2011
## 1323                   67.64706 2011
## 1324                   64.86487 2011
## 1325                   56.66667 2011
## 1326                   76.66666 2011
## 1327                   55.00000 2011
## 1328                   90.00000 2011
## 1329                   70.58823 2011
## 1330                   61.76471 2011
## 1331                   62.50000 2011
## 1332                         NA 2011
## 1333                   56.41026 2011
## 1334                   66.66666 2011
## 1335                   73.33334 2011
## 1336                   92.30769 2011
## 1337                   76.66666 2011
## 1338                   80.00000 2011
## 1339                   66.66666 2011
## 1340                   62.50000 2011
## 1341                   66.66666 2012
## 1342                         NA 2012
## 1343                   87.50000 2012
## 1344                   66.66666 2012
## 1345                   80.00000 2012
## 1346                   53.84615 2012
## 1347                         NA 2012
## 1348                   73.33334 2012
## 1349                   66.66666 2012
## 1350                   71.26437 2012
## 1351                         NA 2012
## 1352                   66.66666 2012
## 1353                   68.18182 2012
## 1354                   55.55556 2012
## 1355                   66.66666 2012
## 1356                         NA 2012
## 1357                   71.42857 2012
## 1358                   81.81818 2012
## 1359                         NA 2012
## 1360                   75.00000 2012
## 1361                         NA 2012
## 1362                   77.77778 2012
## 1363                         NA 2012
## 1364                   88.88889 2012
## 1365                   66.66666 2012
## 1366                   66.66666 2012
## 1367                         NA 2012
## 1368                         NA 2012
## 1369                   80.95238 2012
## 1370                   83.33334 2012
## 1371                         NA 2012
## 1372                   66.66666 2012
## 1373                   66.66666 2012
## 1374                   57.89474 2012
## 1375                   81.25000 2012
## 1376                   85.71429 2012
## 1377                   62.50000 2012
## 1378                         NA 2012
## 1379                         NA 2012
## 1380                   41.66667 2012
## 1381                   63.63636 2012
## 1382                   57.14286 2012
## 1383                   66.66666 2012
## 1384                         NA 2012
## 1385                         NA 2012
## 1386                   70.58823 2012
## 1387                   57.14286 2012
## 1388                   78.68852 2012
## 1389                   39.28571 2012
## 1390                   76.92308 2012
## 1391                   70.00000 2012
## 1392                         NA 2012
## 1393                   69.23077 2012
## 1394                   69.23077 2012
## 1395                         NA 2012
## 1396                   82.75862 2012
## 1397                   61.53846 2012
## 1398                         NA 2012
## 1399                         NA 2012
## 1400                   76.92308 2012
## 1401                   33.33333 2012
## 1402                   79.16666 2012
## 1403                   79.16666 2012
## 1404                         NA 2012
## 1405                   92.30769 2012
## 1406                   75.00000 2012
## 1407                   78.46154 2012
## 1408                   78.57143 2012
## 1409                   48.00000 2012
## 1410                   71.42857 2012
## 1411                   75.00000 2012
## 1412                   80.43478 2012
## 1413                   63.82979 2012
## 1414                   85.71429 2012
## 1415                   75.60976 2012
## 1416                   82.35294 2012
## 1417                   55.55556 2012
## 1418                         NA 2012
## 1419                   70.00000 2012
## 1420                   80.70175 2012
## 1421                   77.77778 2012
## 1422                   94.73684 2012
## 1423                  100.00000 2012
## 1424                  100.00000 2012
## 1425                   85.71429 2012
## 1426                   78.57143 2012
## 1427                   75.00000 2012
## 1428                   74.00000 2012
## 1429                   76.31579 2012
## 1430                   68.42105 2012
## 1431                   58.33333 2012
## 1432                   90.47619 2012
## 1433                   75.00000 2012
## 1434                   85.45454 2012
## 1435                   69.04762 2012
## 1436                   72.22222 2012
## 1437                         NA 2012
## 1438                   88.88889 2012
## 1439                   81.39535 2012
## 1440                   84.84849 2012
## 1441                   85.18519 2012
## 1442                   86.50793 2012
## 1443                   66.66666 2012
## 1444                         NA 2012
## 1445                   75.60976 2012
## 1446                         NA 2012
## 1447                   73.91304 2012
## 1448                   72.54902 2012
## 1449                   86.84210 2012
## 1450                         NA 2012
## 1451                   65.21739 2012
## 1452                   69.23077 2012
## 1453                   66.66666 2012
## 1454                   42.85714 2012
## 1455                   64.28571 2012
## 1456                   75.00000 2012
## 1457                   62.50000 2012
## 1458                   70.96774 2012
## 1459                   45.45454 2012
## 1460                   64.51613 2012
## 1461                   70.83334 2012
## 1462                   66.17647 2012
## 1463                   72.22222 2012
## 1464                   58.82353 2012
## 1465                   76.47059 2012
## 1466                   66.66666 2012
## 1467                   69.23077 2012
## 1468                   57.14286 2012
## 1469                   66.66666 2012
## 1470                   67.85714 2012
## 1471                  100.00000 2012
## 1472                   60.00000 2012
## 1473                   76.92308 2012
## 1474                   76.00000 2012
## 1475                   60.86956 2012
## 1476                   62.06897 2012
## 1477                         NA 2012
## 1478                   62.50000 2013
## 1479                   83.33334 2013
## 1480                   50.00000 2013
## 1481                   54.54546 2013
## 1482                         NA 2013
## 1483                   71.42857 2013
## 1484                         NA 2013
## 1485                   85.71429 2013
## 1486                         NA 2013
## 1487                   73.33334 2013
## 1488                   77.21519 2013
## 1489                         NA 2013
## 1490                   62.50000 2013
## 1491                   78.94736 2013
## 1492                   66.66666 2013
## 1493                   74.41860 2013
## 1494                         NA 2013
## 1495                   71.42857 2013
## 1496                         NA 2013
## 1497                   57.14286 2013
## 1498                         NA 2013
## 1499                   54.54546 2013
## 1500                   66.66666 2013
## 1501                   90.00000 2013
## 1502                   55.55556 2013
## 1503                         NA 2013
## 1504                   50.00000 2013
## 1505                         NA 2013
## 1506                         NA 2013
## 1507                   73.33334 2013
## 1508                   79.16666 2013
## 1509                   57.14286 2013
## 1510                         NA 2013
## 1511                   53.84615 2013
## 1512                   80.00000 2013
## 1513                   92.30769 2013
## 1514                   60.00000 2013
## 1515                         NA 2013
## 1516                   71.42857 2013
## 1517                         NA 2013
## 1518                         NA 2013
## 1519                         NA 2013
## 1520                   50.00000 2013
## 1521                   81.25000 2013
## 1522                   71.42857 2013
## 1523                         NA 2013
## 1524                   71.42857 2013
## 1525                   57.14286 2013
## 1526                   62.00000 2013
## 1527                   70.00000 2013
## 1528                   71.42857 2013
## 1529                         NA 2013
## 1530                         NA 2013
## 1531                         NA 2013
## 1532                   70.00000 2013
## 1533                         NA 2013
## 1534                   42.85714 2013
## 1535                         NA 2013
## 1536                  100.00000 2013
## 1537                         NA 2013
## 1538                   91.66666 2013
## 1539                   83.33334 2013
## 1540                   86.48649 2013
## 1541                   64.70588 2013
## 1542                   87.50000 2013
## 1543                   77.77778 2013
## 1544                   70.68965 2013
## 1545                   68.29269 2013
## 1546                   90.00000 2013
## 1547                   67.30769 2013
## 1548                  100.00000 2013
## 1549                   66.66666 2013
## 1550                   71.42857 2013
## 1551                   67.74194 2013
## 1552                   90.00000 2013
## 1553                   74.07407 2013
## 1554                   71.66666 2013
## 1555                   63.63636 2013
## 1556                         NA 2013
## 1557                   71.42857 2013
## 1558                   73.80952 2013
## 1559                   50.00000 2013
## 1560                   86.15385 2013
## 1561                   76.92308 2013
## 1562                   79.31035 2013
## 1563                   74.41860 2013
## 1564                   83.09859 2013
## 1565                   73.52941 2013
## 1566                   72.54902 2013
## 1567                   77.41936 2013
## 1568                   82.60870 2013
## 1569                   76.08696 2013
## 1570                   75.86207 2013
## 1571                   76.92308 2013
## 1572                   84.37500 2013
## 1573                   74.07407 2013
## 1574                   69.44444 2013
## 1575                   61.90476 2013
## 1576                   81.81818 2013
## 1577                   68.57143 2013
## 1578                   64.51613 2013
## 1579                   72.22222 2013
## 1580                   76.92308 2013
## 1581                   65.21739 2013
## 1582                         NA 2013
## 1583                   73.52941 2013
## 1584                   71.42857 2013
## 1585                   60.00000 2013
## 1586                   70.00000 2013
## 1587                   78.26087 2013
## 1588                   80.00000 2013
## 1589                   81.81818 2013
## 1590                   61.11111 2013
## 1591                  100.00000 2013
## 1592                   61.11111 2013
## 1593                   53.33333 2013
## 1594                         NA 2013
## 1595                   63.63636 2013
## 1596                   51.28205 2013
## 1597                   45.83333 2013
## 1598                   48.14815 2013
## 1599                   60.00000 2013
## 1600                   69.64286 2013
## 1601                   66.66666 2013
## 1602                   80.95238 2013
## 1603                   92.30769 2013
## 1604                   72.22222 2013
## 1605                   64.00000 2013
## 1606                   69.23077 2013
## 1607                  100.00000 2013
## 1608                   51.72414 2013
## 1609                   85.71429 2013
## 1610                   73.33334 2013
## 1611                   64.28571 2013
## 1612                   76.47059 2013
## 1613                   73.07692 2013
## 1614                   67.64706 2013
## 1615                   71.42857 2013
## 1616                         NA 2014
## 1617                         NA 2014
## 1618                         NA 2014
## 1619                   50.00000 2014
## 1620                   56.25000 2014
## 1621                   57.14286 2014
## 1622                   62.50000 2014
## 1623                         NA 2014
## 1624                         NA 2014
## 1625                   40.00000 2014
## 1626                   69.86301 2014
## 1627                   77.27273 2014
## 1628                         NA 2014
## 1629                   65.00000 2014
## 1630                   73.33334 2014
## 1631                   80.00000 2014
## 1632                         NA 2014
## 1633                   87.50000 2014
## 1634                   71.42857 2014
## 1635                         NA 2014
## 1636                   77.77778 2014
## 1637                   71.42857 2014
## 1638                   56.25000 2014
## 1639                   79.16666 2014
## 1640                   42.85714 2014
## 1641                         NA 2014
## 1642                   70.00000 2014
## 1643                   57.14286 2014
## 1644                         NA 2014
## 1645                   76.19048 2014
## 1646                   66.66666 2014
## 1647                   76.92308 2014
## 1648                   62.50000 2014
## 1649                   87.50000 2014
## 1650                   75.00000 2014
## 1651                   71.42857 2014
## 1652                   57.14286 2014
## 1653                   57.14286 2014
## 1654                   75.00000 2014
## 1655                   66.66666 2014
## 1656                   87.50000 2014
## 1657                   60.00000 2014
## 1658                   66.66666 2014
## 1659                   58.82353 2014
## 1660                         NA 2014
## 1661                   71.42857 2014
## 1662                   80.00000 2014
## 1663                   50.00000 2014
## 1664                   70.31250 2014
## 1665                   61.90476 2014
## 1666                   84.21053 2014
## 1667                   88.88889 2014
## 1668                   72.72727 2014
## 1669                   61.53846 2014
## 1670                   71.42857 2014
## 1671                         NA 2014
## 1672                   85.71429 2014
## 1673                   50.00000 2014
## 1674                         NA 2014
## 1675                   92.30769 2014
## 1676                   66.66666 2014
## 1677                   70.73170 2014
## 1678                   83.33334 2014
## 1679                         NA 2014
## 1680                   50.00000 2014
## 1681                  100.00000 2014
## 1682                   71.42857 2014
## 1683                   70.45454 2014
## 1684                   85.71429 2014
## 1685                   61.76471 2014
## 1686                   33.33333 2014
## 1687                   66.66666 2014
## 1688                   84.37500 2014
## 1689                   58.53659 2014
## 1690                  100.00000 2014
## 1691                   70.45454 2014
## 1692                   81.25000 2014
## 1693                   64.70588 2014
## 1694                   66.66666 2014
## 1695                   47.82609 2014
## 1696                   73.33334 2014
## 1697                   75.00000 2014
## 1698                   74.60317 2014
## 1699                   90.00000 2014
## 1700                   58.82353 2014
## 1701                   66.66666 2014
## 1702                   77.17391 2014
## 1703                   64.28571 2014
## 1704                   66.66666 2014
## 1705                   73.07692 2014
## 1706                   75.00000 2014
## 1707                   58.53659 2014
## 1708                   93.10345 2014
## 1709                   83.33334 2014
## 1710                   71.92982 2014
## 1711                   81.03448 2014
## 1712                   59.37500 2014
## 1713                   86.36364 2014
## 1714                   30.00000 2014
## 1715                   72.09303 2014
## 1716                   75.00000 2014
## 1717                   73.91304 2014
## 1718                   78.35052 2014
## 1719                   67.50000 2014
## 1720                         NA 2014
## 1721                   64.51613 2014
## 1722                   63.63636 2014
## 1723                   82.14286 2014
## 1724                   73.68421 2014
## 1725                   87.50000 2014
## 1726                   62.06897 2014
## 1727                   66.66666 2014
## 1728                   69.23077 2014
## 1729                         NA 2014
## 1730                   47.05882 2014
## 1731                   47.61905 2014
## 1732                         NA 2014
## 1733                   80.00000 2014
## 1734                   69.23077 2014
## 1735                   64.28571 2014
## 1736                   59.09091 2014
## 1737                   65.00000 2014
## 1738                   58.33333 2014
## 1739                   85.29412 2014
## 1740                   72.72727 2014
## 1741                   68.42105 2014
## 1742                   75.00000 2014
## 1743                   62.96296 2014
## 1744                         NA 2014
## 1745                   50.00000 2014
## 1746                   59.52381 2014
## 1747                   66.66666 2014
## 1748                   66.66666 2014
## 1749                   68.42105 2014
## 1750                   58.62069 2014
## 1751                   55.55556 2014
## 1752                   68.42105 2014
## 1753                   25.00000 2014
## 1754                         NA 2015
## 1755                         NA 2015
## 1756                         NA 2015
## 1757                   66.66666 2015
## 1758                         NA 2015
## 1759                   88.88889 2015
## 1760                         NA 2015
## 1761                   80.00000 2015
## 1762                   79.10448 2015
## 1763                   69.23077 2015
## 1764                         NA 2015
## 1765                   66.66666 2015
## 1766                   77.77778 2015
## 1767                   68.75000 2015
## 1768                         NA 2015
## 1769                   62.50000 2015
## 1770                   61.53846 2015
## 1771                   87.50000 2015
## 1772                   57.14286 2015
## 1773                   71.42857 2015
## 1774                   80.00000 2015
## 1775                   66.66666 2015
## 1776                   69.23077 2015
## 1777                         NA 2015
## 1778                   75.00000 2015
## 1779                         NA 2015
## 1780                         NA 2015
## 1781                   69.23077 2015
## 1782                   70.00000 2015
## 1783                         NA 2015
## 1784                   85.71429 2015
## 1785                  100.00000 2015
## 1786                   56.25000 2015
## 1787                   72.72727 2015
## 1788                   84.61539 2015
## 1789                   75.00000 2015
## 1790                   72.72727 2015
## 1791                   87.50000 2015
## 1792                   83.33334 2015
## 1793                   75.00000 2015
## 1794                   87.50000 2015
## 1795                   77.77778 2015
## 1796                         NA 2015
## 1797                         NA 2015
## 1798                   89.47369 2015
## 1799                   66.66666 2015
## 1800                   77.08334 2015
## 1801                   63.33333 2015
## 1802                   61.53846 2015
## 1803                   88.88889 2015
## 1804                         NA 2015
## 1805                   50.00000 2015
## 1806                   42.85714 2015
## 1807                   57.14286 2015
## 1808                   75.00000 2015
## 1809                         NA 2015
## 1810                   71.42857 2015
## 1811                   66.66666 2015
## 1812                   58.33333 2015
## 1813                   62.50000 2015
## 1814                   80.00000 2015
## 1815                   94.44444 2015
## 1816                         NA 2015
## 1817                         NA 2015
## 1818                   90.00000 2015
## 1819                   67.69231 2015
## 1820                   62.74510 2015
## 1821                   81.25000 2015
## 1822                   59.18367 2015
## 1823                   66.66666 2015
## 1824                   68.75000 2015
## 1825                   64.51613 2015
## 1826                   78.84615 2015
## 1827                         NA 2015
## 1828                   73.52941 2015
## 1829                   68.88889 2015
## 1830                   75.00000 2015
## 1831                         NA 2015
## 1832                   60.00000 2015
## 1833                   80.55556 2015
## 1834                   77.77778 2015
## 1835                   74.28571 2015
## 1836                   78.57143 2015
## 1837                   80.00000 2015
## 1838                   78.12500 2015
## 1839                   73.33334 2015
## 1840                   64.86487 2015
## 1841                   70.31250 2015
## 1842                   86.36364 2015
## 1843                   77.27273 2015
## 1844                   70.58823 2015
## 1845                   82.75862 2015
## 1846                   76.92308 2015
## 1847                   81.39535 2015
## 1848                   77.77778 2015
## 1849                   82.14286 2015
## 1850                   71.42857 2015
## 1851                   83.33334 2015
## 1852                   70.96774 2015
## 1853                   78.12500 2015
## 1854                   84.21053 2015
## 1855                   76.36364 2015
## 1856                   73.68421 2015
## 1857                   50.00000 2015
## 1858                   80.00000 2015
## 1859                   87.50000 2015
## 1860                   77.77778 2015
## 1861                   83.33334 2015
## 1862                   69.56522 2015
## 1863                   86.66666 2015
## 1864                   40.00000 2015
## 1865                   58.33333 2015
## 1866                   71.42857 2015
## 1867                   57.14286 2015
## 1868                   83.33334 2015
## 1869                         NA 2015
## 1870                   69.23077 2015
## 1871                   78.26087 2015
## 1872                   52.94118 2015
## 1873                   58.33333 2015
## 1874                   67.56757 2015
## 1875                   55.55556 2015
## 1876                   70.00000 2015
## 1877                   66.66666 2015
## 1878                   70.37037 2015
## 1879                   64.28571 2015
## 1880                   76.19048 2015
## 1881                   85.71429 2015
## 1882                   50.00000 2015
## 1883                   70.83334 2015
## 1884                         NA 2015
## 1885                   76.47059 2015
## 1886                   66.66666 2015
## 1887                   68.96552 2015
## 1888                   81.81818 2015
## 1889                   43.47826 2015
## 1890                   66.66666 2015
## 1891                   83.33334 2016
## 1892                   72.72727 2016
## 1893                         NA 2016
## 1894                   60.86956 2016
## 1895                   77.77778 2016
## 1896                   50.00000 2016
## 1897                   71.42857 2016
## 1898                         NA 2016
## 1899                   53.84615 2016
## 1900                   80.28169 2016
## 1901                   79.31035 2016
## 1902                   62.50000 2016
## 1903                         NA 2016
## 1904                   68.18182 2016
## 1905                         NA 2016
## 1906                   66.66666 2016
## 1907                   66.66666 2016
## 1908                         NA 2016
## 1909                   33.33333 2016
## 1910                   42.85714 2016
## 1911                   80.95238 2016
## 1912                   60.86956 2016
## 1913                         NA 2016
## 1914                         NA 2016
## 1915                   50.00000 2016
## 1916                         NA 2016
## 1917                   76.92308 2016
## 1918                   58.33333 2016
## 1919                         NA 2016
## 1920                   37.50000 2016
## 1921                   60.00000 2016
## 1922                   77.77778 2016
## 1923                   50.00000 2016
## 1924                   72.00000 2016
## 1925                   83.33334 2016
## 1926                   36.36364 2016
## 1927                         NA 2016
## 1928                         NA 2016
## 1929                   50.00000 2016
## 1930                    0.00000 2016
## 1931                   40.00000 2016
## 1932                         NA 2016
## 1933                         NA 2016
## 1934                   66.66666 2016
## 1935                   50.00000 2016
## 1936                   75.38461 2016
## 1937                   73.33334 2016
## 1938                   61.53846 2016
## 1939                   84.61539 2016
## 1940                   50.00000 2016
## 1941                   75.00000 2016
## 1942                   55.55556 2016
## 1943                         NA 2016
## 1944                   66.66666 2016
## 1945                         NA 2016
## 1946                   75.00000 2016
## 1947                   71.42857 2016
## 1948                  100.00000 2016
## 1949                   83.33334 2016
## 1950                   85.71429 2016
## 1951                   84.61539 2016
## 1952                         NA 2016
## 1953                         NA 2016
## 1954                         NA 2016
## 1955                   72.13115 2016
## 1956                   75.92593 2016
## 1957                  100.00000 2016
## 1958                   63.63636 2016
## 1959                   85.71429 2016
## 1960                   47.36842 2016
## 1961                   70.00000 2016
## 1962                   75.55556 2016
## 1963                   66.66666 2016
## 1964                   70.58823 2016
## 1965                   70.00000 2016
## 1966                   44.44444 2016
## 1967                   33.33333 2016
## 1968                   70.37037 2016
## 1969                   58.33333 2016
## 1970                   75.00000 2016
## 1971                   79.77528 2016
## 1972                   61.53846 2016
## 1973                   70.96774 2016
## 1974                   51.51515 2016
## 1975                   80.00000 2016
## 1976                   82.35294 2016
## 1977                   73.68421 2016
## 1978                         NA 2016
## 1979                   42.10526 2016
## 1980                   72.09303 2016
## 1981                   72.97298 2016
## 1982                   75.00000 2016
## 1983                   65.00000 2016
## 1984                   82.00000 2016
## 1985                   68.42105 2016
## 1986                   73.33334 2016
## 1987                   87.50000 2016
## 1988                   63.63636 2016
## 1989                   83.33334 2016
## 1990                   70.58823 2016
## 1991                   72.97298 2016
## 1992                   77.58620 2016
## 1993                   66.66666 2016
## 1994                   58.82353 2016
## 1995                   71.42857 2016
## 1996                   75.86207 2016
## 1997                   74.41860 2016
## 1998                   69.56522 2016
## 1999                   68.18182 2016
## 2000                   76.19048 2016
## 2001                   44.44444 2016
## 2002                         NA 2016
## 2003                         NA 2016
## 2004                   66.66666 2016
## 2005                   75.00000 2016
## 2006                   66.66666 2016
## 2007                   57.89474 2016
## 2008                   55.55556 2016
## 2009                   62.06897 2016
## 2010                   58.18182 2016
## 2011                   66.66666 2016
## 2012                   78.04878 2016
## 2013                   42.85714 2016
## 2014                   61.11111 2016
## 2015                   75.00000 2016
## 2016                   62.96296 2016
## 2017                   50.00000 2016
## 2018                   72.72727 2016
## 2019                   76.19048 2016
## 2020                   71.42857 2016
## 2021                   52.94118 2016
## 2022                   50.00000 2016
## 2023                   56.75676 2016
## 2024                   47.05882 2016
## 2025                   73.68421 2016
## 2026                   60.00000 2016
## 2027                   76.92308 2017
## 2028                         NA 2017
## 2029                         NA 2017
## 2030                   35.71429 2017
## 2031                         NA 2017
## 2032                   71.42857 2017
## 2033                         NA 2017
## 2034                   64.70588 2017
## 2035                   71.18644 2017
## 2036                   57.14286 2017
## 2037                   66.66666 2017
## 2038                         NA 2017
## 2039                   43.24324 2017
## 2040                         NA 2017
## 2041                   57.14286 2017
## 2042                   66.66666 2017
## 2043                   62.50000 2017
## 2044                   80.00000 2017
## 2045                   60.86956 2017
## 2046                   53.84615 2017
## 2047                   60.00000 2017
## 2048                   42.85714 2017
## 2049                   50.00000 2017
## 2050                   75.00000 2017
## 2051                   66.66666 2017
## 2052                         NA 2017
## 2053                         NA 2017
## 2054                   53.84615 2017
## 2055                   84.61539 2017
## 2056                   66.66666 2017
## 2057                   61.11111 2017
## 2058                   83.33334 2017
## 2059                         NA 2017
## 2060                         NA 2017
## 2061                   33.33333 2017
## 2062                   42.85714 2017
## 2063                   70.00000 2017
## 2064                   57.14286 2017
## 2065                   87.50000 2017
## 2066                   55.26316 2017
## 2067                   61.53846 2017
## 2068                   62.50000 2017
## 2069                         NA 2017
## 2070                         NA 2017
## 2071                  100.00000 2017
## 2072                         NA 2017
## 2073                         NA 2017
## 2074                   64.70588 2017
## 2075                   83.33334 2017
## 2076                         NA 2017
## 2077                   69.23077 2017
## 2078                   53.33333 2017
## 2079                   73.91304 2017
## 2080                   70.00000 2017
## 2081                  100.00000 2017
## 2082                   74.40000 2017
## 2083                   81.39535 2017
## 2084                   81.81818 2017
## 2085                   54.05405 2017
## 2086                         NA 2017
## 2087                   70.83334 2017
## 2088                   70.96774 2017
## 2089                   72.34042 2017
## 2090                         NA 2017
## 2091                   70.00000 2017
## 2092                   73.07692 2017
## 2093                   44.44444 2017
## 2094                         NA 2017
## 2095                   73.07692 2017
## 2096                   78.78788 2017
## 2097                   60.86956 2017
## 2098                   78.46154 2017
## 2099                   60.00000 2017
## 2100                   66.66666 2017
## 2101                   71.42857 2017
## 2102                   67.85714 2017
## 2103                   60.00000 2017
## 2104                   75.00000 2017
## 2105                  100.00000 2017
## 2106                   40.00000 2017
## 2107                   70.58823 2017
## 2108                   97.14286 2017
## 2109                   68.75000 2017
## 2110                   88.00000 2017
## 2111                   64.86487 2017
## 2112                   83.33334 2017
## 2113                   77.27273 2017
## 2114                         NA 2017
## 2115                   82.60870 2017
## 2116                   60.00000 2017
## 2117                   73.33334 2017
## 2118                   75.60976 2017
## 2119                   68.42105 2017
## 2120                         NA 2017
## 2121                   91.89189 2017
## 2122                   75.00000 2017
## 2123                   56.00000 2017
## 2124                   72.22222 2017
## 2125                   84.61539 2017
## 2126                   50.00000 2017
## 2127                   66.66666 2017
## 2128                   68.42105 2017
## 2129                         NA 2017
## 2130                         NA 2017
## 2131                   70.00000 2017
## 2132                   80.00000 2017
## 2133                   72.72727 2017
## 2134                   60.52632 2017
## 2135                   21.42857 2017
## 2136                   67.85714 2017
## 2137                   66.66666 2017
## 2138                   47.54099 2017
## 2139                   57.14286 2017
## 2140                   79.16666 2017
## 2141                   63.15789 2017
## 2142                   77.27273 2017
## 2143                   70.58823 2017
## 2144                   55.55556 2017
## 2145                   52.63158 2017
## 2146                   88.88889 2017
## 2147                   62.50000 2017
## 2148                   40.00000 2017
## 2149                   69.23077 2017
## 2150                   69.69697 2017
## 2151                   75.86207 2017
## 2152                   85.71429 2017
## 2153                   66.66666 2017

Next, we need to check the completeness of the data. Ideally, we would use the most recent year of data for our clustering analysis but this may not be possible if variables are highly missing. The following function calculates the proportion of missing data in each year for each variable.

get_frac_missing <- function(df) {
  df %>% 
    nest() %>% 
    mutate(missing = map(data,~map_dfr(. ,~sum(is.na(.))/length(.)))) %>% 
    dplyr::select(-data) %>% 
    unnest(missing) 
}

## Get the proportion missing per variableby year
tb_miss_per_year <- com_tb_df %>% 
  group_by(year) %>% 
  get_frac_missing %>% 
  mutate_all(~round(., 2)) %>% 
  arrange(year) 

tb_miss_per_year %>% 
  mutate(year = as.character(year)) %>% 
  t %>%
  kable
year 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017
AreaName 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
rec_inc_rate 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
prop_pul_cc 0.13 0.08 0.08 0.08 0.09 0.10 0.12 0.08 0.12 0.12 0.11 0.09 0.09 0.12 0.14 0.13
prop_cc_ds_front 0.17 0.12 0.11 0.05 0.08 0.13 0.09 0.08 0.11 0.11 0.07 0.08 0.08 0.13 0.13 0.14
prop_ds_treat_com_12 0.02 0.02 0.02 0.03 0.04 0.06 0.01 0.01 0.03 0.04 0.02 0.02 0.03 0.06 0.08 1.00
prop_ds_lost_to_follow 0.02 0.02 0.02 0.02 0.02 0.03 0.01 0.01 0.02 0.02 0.02 0.02 0.03 0.03 0.04 1.00
prop_ds_died 0.02 0.02 0.02 0.02 0.02 0.03 0.01 0.01 0.02 0.02 0.02 0.02 0.03 0.03 0.04 1.00
prop_tb_offered_hiv_test 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 0.23 0.09 0.04 0.07 0.09 0.06
prop_ds_rf_treat_com_12 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
prop_cc_dr_front 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
prop_p_start_treat_2_m_sym 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 0.23 0.18 0.18 0.13 0.15 0.15 0.17
prop_p_start_treat_4_m_sym 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 0.23 0.18 0.18 0.13 0.15 0.15 0.17

We see that data completeness increases with time but that some variables are completely missing (e.g. prop_ds_rf_treat_com_12 and prop_cc_dr_front). We therefore drop these variables and then identify which year has the lowest amount of missing data across all remaining variables (by looking at mean missingness).

## Drop full missing variables
tb_partial_miss_year <- tb_miss_per_year %>% 
  select_if(~!sum(.) == length(.))

## Full missing variables
com_miss_vars <- setdiff(names(tb_miss_per_year), names(tb_partial_miss_year))

## Which year has the most complete data
tb_complete_years_all_vars <- com_tb_df %>% 
  group_by(year) %>% 
  nest() %>% 
  mutate(missing = map(data,~mean(colSums(is.na(.))/nrow(.)))) %>% 
  dplyr::select(-data) %>% 
  unnest(missing) %>% 
  mutate(missing = round(missing, 2)) %>% 
  arrange(year)

kable(tb_complete_years_all_vars)
year missing
2002 0.45
2003 0.44
2004 0.44
2005 0.43
2006 0.44
2007 0.45
2008 0.44
2009 0.43
2010 0.44
2011 0.31
2012 0.24
2013 0.22
2014 0.21
2015 0.23
2016 0.24
2017 0.47

The above table indicates that 2016 has a high proportion of missing data. From the previous table we saw that this was partially due to some variables being completely missing. The next best option is 2015 - this has a slightly higher proportion of missing data than previous years but has no variables that are completely missing and is the most relevant after 2016. The final question is to what extent missingness is still related to TB incidence rates. The following table investigates this by looking at what happens as counties are excluded using varying incidence rate cut-offs.

com_tb_df %>%
  filter(year == 2015) %>% 
  dplyr::select(-map_dbl(com_miss_vars, contains)) %>% 
  mutate(inc_rate_lower = list(seq(2, 20, 2))) %>% 
  unnest(inc_rate_lower) %>% 
  group_by(year, inc_rate_lower) %>% 
  filter(rec_inc_rate > inc_rate_lower) %>% 
  nest() %>% 
  mutate(missing = map(data,~mean(colSums(is.na(.))/nrow(.)))) %>% 
  dplyr::select(-data, -year) %>% 
  unnest(missing) %>% 
  kable
inc_rate_lower missing
2 0.0750000
4 0.0598291
6 0.0247312
8 0.0183099
10 0.0000000
12 0.0000000
14 0.0000000
16 0.0000000
18 0.0000000
20 0.0000000

The choice of incidence rate cut-off is somewhat arbitrary. However, it appears that a cut-off of at least 10 (per 100,000) is sufficient to deal with the majority of missing data. This is also a sensible cut-off as it represents the World Health Organisations 2035 target for TB eradication (source). This means that our analysis will focus on counties that have relatively high incidence rates in comparison to the median in England. Using everything we have learnt about the quality of the indicator data we now identify the near final analysis dataset.

tb_df_2015 <- com_tb_df %>% 
  dplyr::select(-map_dbl(com_miss_vars, contains)) %>% 
  filter(year == 2015) %>% 
  filter(rec_inc_rate > 10)

tb_df_2015 
##                  AreaName rec_inc_rate prop_pul_cc prop_cc_ds_front
## 1   Blackburn with Darwen     28.89162    71.42857        100.00000
## 2                   Derby     13.99340    72.72727        100.00000
## 3               Leicester     41.78308    81.42857         97.59036
## 4              Nottingham     17.05548    82.14286         97.14286
## 5          Stoke-on-Trent     12.08666    66.66666        100.00000
## 6                 Bristol     20.55796    54.00000         95.12195
## 7                 Swindon     10.80909    57.14286        100.00000
## 8            Peterborough     23.23059    61.53846        100.00000
## 9                   Luton     30.26184    80.00000        100.00000
## 10                Reading     34.74895    64.28571         95.00000
## 11                 Slough     47.80048    80.00000        100.00000
## 12              Wokingham     10.02760    62.50000        100.00000
## 13          Milton Keynes     10.00280    80.00000        100.00000
## 14            Southampton     12.49969    76.92308        100.00000
## 15                Bedford     13.41660    66.66666        100.00000
## 16                 Bolton     18.62646    84.21053        100.00000
## 17                   Bury     10.32868    75.00000        100.00000
## 18             Manchester     27.07533    76.78571        100.00000
## 19                 Oldham     21.88679    85.71429        100.00000
## 20               Rochdale     13.76232    68.75000        100.00000
## 21                Salford     12.13125    41.66667         94.11765
## 22               Trafford     11.35971    77.77778        100.00000
## 23              Sheffield     14.59087    59.09091         95.00000
## 24    Newcastle upon Tyne     14.22089    76.19048        100.00000
## 25             Birmingham     28.97182    72.79412         95.27027
## 26               Coventry     27.68601    53.70370         95.00000
## 27                 Dudley     10.03866    70.58823         81.25000
## 28               Sandwell     30.96791    70.68965         98.27586
## 29                Walsall     14.72435    76.47059        100.00000
## 30          Wolverhampton     26.44514    67.74194         97.14286
## 31               Bradford     22.23090    66.66666        100.00000
## 32               Kirklees     17.35514    61.11111         97.05882
## 33                  Leeds     12.91564    81.63265         96.61017
## 34   Barking and Dagenham     30.18478    85.00000        100.00000
## 35                 Barnet     19.62842    83.78378        100.00000
## 36                  Brent     67.76619    75.00000         96.26168
## 37                 Camden     17.59708    85.00000        100.00000
## 38                Croydon     24.58500    80.55556        100.00000
## 39                 Ealing     56.63548    65.15151         97.50000
## 40                Enfield     21.16154    69.23077        100.00000
## 41              Greenwich     36.40903    69.23077        100.00000
## 42                Hackney     28.00396    88.46154        100.00000
## 43 Hammersmith and Fulham     22.74049    79.16666        100.00000
## 44               Haringey     28.47488    71.05264        100.00000
## 45                 Harrow     46.94063    87.50000         95.16129
## 46               Havering     10.16884    85.71429        100.00000
## 47             Hillingdon     36.75208    73.91304         97.91666
## 48               Hounslow     53.68080    73.33334         98.41270
## 49              Islington     25.57287    93.33334         94.87180
## 50 Kensington and Chelsea     19.42732    66.66666        100.00000
## 51   Kingston upon Thames     14.23772   100.00000        100.00000
## 52                Lambeth     22.62984    60.00000        100.00000
## 53               Lewisham     23.21201    74.28571         97.50000
## 54                 Merton     25.72452    80.00000         95.83334
## 55                 Newham     84.60262    67.52137         99.34641
## 56              Redbridge     44.62709    80.00000         98.48485
## 57              Southwark     27.14539    76.92308        100.00000
## 58                 Sutton     11.96070   100.00000        100.00000
## 59          Tower Hamlets     32.27548    77.77778        100.00000
## 60         Waltham Forest     37.80521    85.10638         98.43750
## 61             Wandsworth     18.33308    69.23077        100.00000
## 62            Westminster     21.34866    73.68421        100.00000
##    prop_ds_treat_com_12 prop_ds_lost_to_follow prop_ds_died
## 1              87.50000              8.8235292     0.000000
## 2              71.87500              2.8571429    22.857143
## 3              77.66991              7.1999998     3.200000
## 4              80.43478              3.7735848     3.773585
## 5              80.76923              7.1428571    10.714286
## 6              78.68852              2.5974026     2.597403
## 7              75.00000             14.2857141     0.000000
## 8              75.86207             13.3333330     3.333333
## 9              82.35294              7.0175438     5.263158
## 10             96.96970              0.0000000     0.000000
## 11             93.84615              1.4285715     1.428571
## 12             75.00000              6.2500000     6.250000
## 13             88.88889              8.6956520     4.347826
## 14             89.47369              4.3478260     0.000000
## 15             93.33334              0.0000000     6.250000
## 16             90.62500              0.0000000     4.651163
## 17             75.00000              5.8823528    17.647058
## 18             87.37864              5.8823528     7.563025
## 19             80.39216              1.8518518    12.962963
## 20             88.88889              0.0000000     3.846154
## 21             88.46154              3.1250000    12.500000
## 22             80.00000              0.0000000    14.285714
## 23             90.16393              7.4626865     1.492537
## 24             81.81818              4.3478260    10.869565
## 25             83.78378              2.0325203     6.097561
## 26             86.58537              4.5454545     5.681818
## 27             89.28571              0.0000000     6.250000
## 28             77.64706              9.3750000     6.250000
## 29             96.55173              3.0303030     3.030303
## 30             82.00000              1.8181819    10.909091
## 31             82.41758              5.0000000     8.000000
## 32             92.72727              1.5625000     1.562500
## 33             89.61039              2.2727273     4.545455
## 34             90.00000              2.4390244     2.439024
## 35             93.65079              2.7027028     2.702703
## 36             89.26174              4.2424240     4.242424
## 37             78.12500              2.8571429     5.714286
## 38             82.66666              1.1235955     4.494382
## 39             89.06250              1.8987342     4.430380
## 40             87.50000              0.0000000     5.797101
## 41             87.50000              3.2967033     4.395605
## 42             92.45283              0.0000000     5.084746
## 43             94.28571              2.5000000     7.500000
## 44             83.01887              3.1250000     7.812500
## 45             90.54054              2.4390244     4.878049
## 46             90.00000              4.3478260     4.347826
## 47             83.13253              7.2164950     2.061856
## 48             85.29412              0.9009009     5.405406
## 49             82.92683             10.4166670     6.250000
## 50             75.00000             14.2857141     9.523809
## 51             88.23529              5.2631578     5.263158
## 52             91.66666              1.6393442     6.557377
## 53             91.52542              0.0000000     3.174603
## 54             81.81818              9.8039217     0.000000
## 55             81.25000              5.6680160     3.238866
## 56             87.12872              2.6548672     1.769912
## 57             95.31250              5.1282053     2.564103
## 58            100.00000              0.0000000     4.545455
## 59             84.21053              8.6419754     0.000000
## 60             85.71429              7.0707068     5.050505
## 61             86.53846              4.7619047     4.761905
## 62             75.75758              8.1081085     2.702703
##    prop_tb_offered_hiv_test prop_p_start_treat_2_m_sym
## 1                  97.05882                   33.33333
## 2                  96.77419                   45.00000
## 3                  93.85965                   47.76119
## 4                  90.69768                   42.30769
## 5                 100.00000                   46.66667
## 6                  89.83051                   43.75000
## 7                  94.44444                   50.00000
## 8                  86.95652                   70.00000
## 9                 100.00000                   36.66667
## 10                100.00000                   53.84615
## 11                 98.52941                   40.00000
## 12                 93.75000                   14.28571
## 13                 95.00000                   77.77778
## 14                 95.23810                   46.15385
## 15                100.00000                   22.22222
## 16                 92.10526                   68.42105
## 17                100.00000                   50.00000
## 18                100.00000                   39.58333
## 19                100.00000                   30.00000
## 20                100.00000                   53.84615
## 21                100.00000                   44.44444
## 22                100.00000                   28.57143
## 23                100.00000                   60.00000
## 24                 88.09524                   83.33334
## 25                 96.18644                   41.53846
## 26                 95.18073                   29.41176
## 27                 90.32258                   31.25000
## 28                 94.93671                   38.77551
## 29                 93.10345                   56.25000
## 30                 97.95918                   32.25806
## 31                 94.56522                   42.30769
## 32                 90.16393                   52.94118
## 33                 92.50000                   35.55556
## 34                100.00000                   20.00000
## 35                 98.61111                   52.77778
## 36                 98.77300                   52.85714
## 37                 97.05882                   55.00000
## 38                100.00000                   34.37500
## 39                 99.34210                   50.00000
## 40                100.00000                   27.02703
## 41                100.00000                   42.18750
## 42                 98.14815                   68.18182
## 43                100.00000                   45.45454
## 44                100.00000                   41.17647
## 45                100.00000                   55.17241
## 46                100.00000                   38.46154
## 47                100.00000                   37.20930
## 48                100.00000                   42.22222
## 49                100.00000                   46.42857
## 50                 94.44444                   50.00000
## 51                100.00000                   16.66667
## 52                100.00000                   51.61290
## 53                 98.33334                   43.75000
## 54                 93.75000                   52.63158
## 55                 99.17355                   42.72727
## 56                100.00000                   47.36842
## 57                100.00000                   57.14286
## 58                100.00000                   50.00000
## 59                 96.29630                   55.55556
## 60                 97.80220                   54.76191
## 61                100.00000                   39.13044
## 62                 96.66666                   53.33333
##    prop_p_start_treat_4_m_sym year
## 1                    66.66666 2015
## 2                    80.00000 2015
## 3                    79.10448 2015
## 4                    69.23077 2015
## 5                    66.66666 2015
## 6                    68.75000 2015
## 7                    71.42857 2015
## 8                    80.00000 2015
## 9                    66.66666 2015
## 10                   69.23077 2015
## 11                   70.00000 2015
## 12                   85.71429 2015
## 13                  100.00000 2015
## 14                   84.61539 2015
## 15                   77.77778 2015
## 16                   89.47369 2015
## 17                   66.66666 2015
## 18                   77.08334 2015
## 19                   63.33333 2015
## 20                   61.53846 2015
## 21                   88.88889 2015
## 22                   42.85714 2015
## 23                   80.00000 2015
## 24                   94.44444 2015
## 25                   67.69231 2015
## 26                   62.74510 2015
## 27                   81.25000 2015
## 28                   59.18367 2015
## 29                   68.75000 2015
## 30                   64.51613 2015
## 31                   78.84615 2015
## 32                   73.52941 2015
## 33                   68.88889 2015
## 34                   60.00000 2015
## 35                   80.55556 2015
## 36                   74.28571 2015
## 37                   80.00000 2015
## 38                   78.12500 2015
## 39                   73.33334 2015
## 40                   64.86487 2015
## 41                   70.31250 2015
## 42                   86.36364 2015
## 43                   77.27273 2015
## 44                   70.58823 2015
## 45                   82.75862 2015
## 46                   76.92308 2015
## 47                   81.39535 2015
## 48                   77.77778 2015
## 49                   82.14286 2015
## 50                   71.42857 2015
## 51                   83.33334 2015
## 52                   70.96774 2015
## 53                   78.12500 2015
## 54                   84.21053 2015
## 55                   76.36364 2015
## 56                   73.68421 2015
## 57                   80.00000 2015
## 58                   87.50000 2015
## 59                   77.77778 2015
## 60                   83.33334 2015
## 61                   69.56522 2015
## 62                   86.66666 2015

The final step is to deal with the remaining missing data. As all variables, except incidence rate, are missing for some counties we cannot reliably impute the data. We therefore drop it and make a note of the counties for which data was not available.

tb_clean_2015 <- tb_df_2015 %>% 
  drop_na() %>% 
  dplyr::select(-year)

missing_regions <- setdiff(tb_df_2015$AreaName %>% as.character, tb_clean_2015$AreaName %>% as.character)

missing_regions
## character(0)

This leave us with a tidy and complete dataset with data on TB monitoring indicators for 62 counties in 2015.

Dimension reduction

We are now ready to conduct some clustering analysis on this data. The first step is to reduce the dimensionality of the data using principal component analysis (PCA). We use the estim_ncp function (which uses a method outlined in this paper) from the FactoMineR package to estimate the number of principal components required. We then perform PCA (using prcomp) and plot the variance explained by each component as a check on estim_ncp. All of the following analysis is done using nested tibbles and so can be easily generalised to higher dimensional use cases.

tb_pca <- tb_clean_2015 %>% 
  nest() %>% 
  mutate(
    numeric_data = map(data, ~select_if(., is.numeric) %>% 
                         as.data.frame()),
    optimal_pca_no = map(numeric_data, ~estim_ncp(., 
                                                  scale = TRUE, 
                                                  ncp.min = 2, 
                                                  ncp.max = 10)) %>% 
      map_dbl(~.$ncp),
    pca = map(numeric_data, ~prcomp(.x, 
                                    center = TRUE, 
                                    scale = TRUE)),
    pca_data = map(pca, ~.$x),
    pca_aug = map2(pca, data, ~augment(.x, data = .y)))

We find that the optimal number of principal components is 2. We can also plot the percentage of variance explained in order to evaluate this choice.

## Variance explained
var_exp <- tb_pca %>% 
  dplyr::select(-optimal_pca_no) %>% 
  unnest(pca_aug) %>% 
  summarize_at(.vars = vars(contains("PC")), .funs = funs(var)) %>% 
  gather(key = pc, value = variance) %>% 
  mutate(var_exp = variance/sum(variance) * 100,
         cum_var_exp = cumsum(var_exp),
         pc = str_replace(pc, ".fitted", "") %>% 
           str_replace("PC", ""))
var_exp %>% 
  rename(
    `Variance Explained` = var_exp,
    `Cumulative Variance Explained` = cum_var_exp
  ) %>% 
  gather(key = key, value = value, `Variance Explained`, `Cumulative Variance Explained`) %>%
  mutate(key = key %>% 
           factor(levels  = c("Variance Explained", 
                              "Cumulative Variance Explained"))) %>% 
  mutate(value = value / 100) %>% 
  mutate(pc = factor(pc, levels = as.character(1:max(var_exp$pc %>% as.numeric)))) %>% 
  ggplot(aes(pc, value, group = key)) + 
  geom_point(size = 2, alpha = 0.8) + 
  geom_line(size = 1.1, alpha = 0.6) + 
  facet_wrap(~key, scales = "free_y") +
  theme_minimal() +
  scale_y_continuous(breaks = seq(0, 1, 0.05), lim = c(0, NA),
                     minor_breaks = NULL, labels = percent) +
  labs(
    title = "Variance Explained by Principal Component",
    subtitle = paste0("The optimal number of principal components suggested by estim_ncp was ",
                      tb_pca$optimal_pca_no, " which explains ", round(var_exp$cum_var_exp[[2]], 0), "% of the data."),
    x = "Principal Component",
    y = "Variance Explained (%)",
    caption = "@seabbs Source: Public Health England (fingertipsR)"
  )

The above plot shows that only 42% of the variance in the data is explained by the first two principle components (PCs) even though the estim_ncp function suggested that this was the optimal number. This indicates that there is large amount of noise in the data with a large amount of non-systematic between county variation. Another approach, using the ‘elbow’ (change from decreasing to stable amount of variance explained), would estimate that 8 PCs are required to explain the variance in the data.

Clustering of TB Monitoring Indicators

Next, we can now perform clustering using the partitioning around medoids algorithm on the first two principal components. This approach should be more stable than K means and also has the benefit of producing a metric (the average silhouette width) which can be used to estimate the number of clusters that provides the best fitting model. The outline of the PAM algorithm is as follows:

  1. Randomly select k observations as the initial medoid.
  2. Assign each observation to the closest medoid.
  3. Swap each medoid and non-medoid observation, computing the dissimilarity cost.
  4. Select the configuration that minimizes the total dissimilarity.
  5. Repeat steps 2 through 4 until there is no change in the medoids.

Again, we use an approach that makes use of nested tibbles, this should be easier to generalise to other use cases.

## Perform pam on pca data 1 to 10 groups
tb_pca_pam <- tb_pca %>%
  mutate(centers = list(2:10)) %>% 
  unnest(centers, .preserve = everything()) %>% 
  dplyr::select(-centers, centers = centers1) %>% 
  group_by(centers) %>% 
  mutate(
    pam = map(pca_data,
              ~ pam(x = .x[, 1:optimal_pca_no], k = centers, stand = TRUE)),
    clusters = map(pam, ~.$clustering),
    avg_silhouette_width = map(pam, ~.$silinfo$avg.width),
    data_with_clusters = map2(.x = data, .y = clusters, ~mutate(.x, cluster = factor(.y, ordered = TRUE)))
  ) %>% 
  ungroup

tb_pca_pam
## # A tibble: 9 x 11
##   optimal_pca_no data  numeric_data pca   pca_data pca_aug centers pam  
##            <dbl> <lis> <list>       <lis> <list>   <list>    <int> <lis>
## 1              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       2 <pam>
## 2              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       3 <pam>
## 3              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       4 <pam>
## 4              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       5 <pam>
## 5              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       6 <pam>
## 6              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       7 <pam>
## 7              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       8 <pam>
## 8              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…       9 <pam>
## 9              2 <tib… <df[,9] [62… <prc… <dbl[,9… <tibbl…      10 <pam>
## # … with 3 more variables: clusters <list>, avg_silhouette_width <list>,
## #   data_with_clusters <list>

To assess the optimal number of clusters we can plot the average silhouette width. This indicates that two clusters are optimal, although this estimate may not be that robust as the average silhouette width is low (0.38) with 6, 7, and 8 clusters also having average silhouette widths that are comparable. In general, we prefer the parsimonious model and therefore we will only investigate two clusters for the remainder of this post. Note that this does not test for no clustering (i.e a single cluster).

## Get max silhouette width
max_silhouette_width <- tb_pca_pam %>% 
  dplyr::select(centers, avg_silhouette_width) %>% 
  unnest(avg_silhouette_width) %>% 
  arrange(desc(avg_silhouette_width)) %>% 
  slice(1)
  
## Plot average silhouette width
tb_pca_pam %>% 
  dplyr::select(centers, avg_silhouette_width) %>% 
  unnest(avg_silhouette_width) %>% 
  ggplot(aes(x = centers, y = avg_silhouette_width)) +
  geom_line(size = 2, alpha = 0.4) +
  geom_point(size = 3, alpha = 0.8) +
  theme_minimal() +
  scale_x_continuous(breaks = seq(1, 10, 1), minor_breaks = NULL) +
  scale_y_continuous(limits = c(NA, NA), breaks = seq(0, 1, 0.01), minor_breaks = NULL) +
  labs(title = "Average Silhouette Width by Number of PAM Clusters",
       subtitle = paste0("The optimal number of clusters identifed by avg. silhouette width was ",
                      max_silhouette_width$centers,
                      " with an avg. silhouette width of ", 
                      round(max_silhouette_width$avg_silhouette_width, 2)
       ),
       x = "Clusters",
       y = "Avg. Silhouette Width",
       caption = "@seabbs Source: Public Health England (fingertipsR)")

Results

We can now explore the clusters we have identified. A useful way to do this is to visual the first two principal components overlaid with the original variable loadings, and the clusters we have identified.

## Plot clusters
pca_plot <- tb_pca_pam %>% 
  filter(centers == max_silhouette_width$centers) %>% 
  dplyr::select(data_with_clusters, pca) %>% 
  mutate(pca_graph = map2(.x = pca, 
                          .y = data_with_clusters,
                          ~ autoplot(.x, x = 1, y = 2, 
                                     loadings = TRUE, loadings.label = TRUE,
                                     loadings.label.repel = TRUE,
                                     loadings.label.size = 2, loadings.alpha = 0.8,
                                     loadings.label.vjust = -1, data = .y, 
                                     label = TRUE, label.label = "AreaName",
                                     label.size = 1.5, label.vjust = -1, 
                                     alpha = 0.3, frame = TRUE, 
                                     frame.type = 'convex', frame.alpha= 0.05,
                                     colour = "cluster", size = "rec_inc_rate") +
                            theme_minimal() +
                            labs(x = paste0("Principal Component 1 (Variance Explained: ",
                                            round(var_exp$var_exp[[1]], 1), "%)"),
                                 y = paste0("Principal Component 2 (Variance Explained: ",
                                            round(var_exp$var_exp[[2]], 1), "%)")) +
                            guides(colour=guide_legend(title = "Cluster", ncol = 2), 
                                   fill=guide_legend(title= "Cluster", ncol = 2),
                                   size = guide_legend(title = "TB Incidence Rate (per 100,000 population)",
                                                       ncol = 2)) +
                            scale_colour_viridis(option = "viridis", 
                                                 discrete = TRUE, end = 0.5) +
                            scale_fill_viridis(option = "viridis", 
                                               discrete = TRUE, end = 0.5) +
                            theme(legend.position = "bottom", 
                                  legend.box = "horizontal") +
                            labs(
                              title = "Tuberculosis Data in England; First Two Principal Components",
                              subtitle = "The arrows are variable loadings and points are counties coloured by cluster membership",
                              caption = "@seabbs Source: Public Health England (fingertipsR)"
                            )
  )) %>% 
  pull(pca_graph) %>% 
  first


pca_plot

From this we see that the clusters are generally split by incidence rates with lower incidence rate counties also having a higher proportion that either die or are lost to follow up. The higher incidence counties have a higher proportion of cultured confirmed pulmonary cases and more cases that complete treatment within 12 months. It appears that the proportion of cases that start treatment within 2 and 4 months varies over both clusters. We can also see that the proportion lost to follow up is inversely related to the proportion that are offered HIV tests, with a higher proportion that are lost to follow up corresponding to a reduced proportion of cases being offered HIV tests.

Another way of summarising the between cluster differences is to summarise the data by cluster, which is presented in the following plot. This approach to exploring differences between clusters may not be applicable to data with a large number of clusters, for this a faceted ridge plot (ggridges) would probably offer a better solution.

sum_tb_df <- tb_pca_pam %>% 
  filter(centers == max_silhouette_width$centers) %>% 
  pull(data_with_clusters) %>% 
  map(~ gather(., key = "Variable", value = "value", -AreaName, -cluster)) %>% 
  first %>% 
  rename(Cluster = cluster) 

plot_cluster_diff <- sum_tb_df %>% 
  ggplot(aes(x = Variable, y = value, col = Cluster, fill = Cluster)) +
  geom_violin(draw_quantiles = c(0.025, 0.5, 0.975), alpha = 0.2, scale = "width") +
  geom_jitter(position = position_jitterdodge(), alpha = 0.3) +
  coord_flip() +
  theme_minimal() +
  theme(legend.position = "bottom") +
  scale_y_continuous(breaks = seq(0, 100, 5), minor_breaks = NULL) +
  scale_colour_viridis(option = "viridis", discrete = TRUE, end = 0.5) +
  scale_fill_viridis(option = "viridis", discrete = TRUE, end = 0.5) +
  labs( 
    title = "Tuberculosis in England; Summarised by Cluster",
    subtitle = "Violin plots are scaled by width, with the 2.5%, 50% and 97.5% quantiles shown.",
    x = "Variable",
    y = "Incidence rate (per 100,000) for rec_int_rate, otherwise proportion (0-100%)",
    caption = "@seabbs Source: Public Health England (fingertipsR)")

plot_cluster_diff

To explore this further we can calculate the percentage difference between clusters for several of the variables’ summary statistics. The following table does this for the mean, the median, the 2.5% quantile, and the 97.5% quantile.

sum_tb_df %>% 
  group_by(Cluster, Variable) %>% 
  summarise(mean = mean(value), median = median(value),
            lll = quantile(value, 0.025),
            hhh = quantile(value, 0.975)) %>% 
  group_by(Variable) %>% 
  mutate_if(is.numeric, .funs = funs((lag(.) - .)/ .)) %>% 
  drop_na %>% 
  mutate_if(is.numeric, .funs = funs(paste0(round(. * 100, 1), "%"))) %>% 
  ungroup %>% 
  mutate(Variable = factor(Variable, levels = rev(.$Variable))) %>% 
  arrange(Variable) %>% 
  rename(Mean = mean, Median = median, `2.5% Quantile` = lll, `97.5% Quantile` = hhh) %>% 
  dplyr::select(-Cluster) %>% 
  kable
## `mutate_if()` ignored the following grouping variables:
## Column `Variable`
## `mutate_if()` ignored the following grouping variables:
## Column `Variable`
Variable Mean Median 2.5% Quantile 97.5% Quantile
rec_inc_rate 53.6% 37.5% -0.8% 123.2%
prop_tb_offered_hiv_test 2.2% 4.9% 2.4% 0%
prop_pul_cc 15.8% 15.3% 30.2% 17.5%
prop_p_start_treat_4_m_sym 10.1% 12.7% 26.5% 7%
prop_p_start_treat_2_m_sym 13.9% 9% 3.2% 22.6%
prop_ds_treat_com_12 11.3% 12% 6.4% 10.4%
prop_ds_lost_to_follow -37.6% -38.3% -100% -32.2%
prop_ds_died -55.7% -49.6% -100% -62.8%
prop_cc_ds_front -0.1% 0% 0.5% 0%

From the plot and table above, we see that, cluster 1 contains the counties with higher incidence rates and therefore has a higher median incidence rate. At the same time, it has a large interquartile range but a similar lower quartile to cluster 2. We also see that in cluster 1 a greater number of counties are not offering HIV tests to all cases, although it appears the majority of counties are offering HIV tests to 100% of TB cases in both cases. In cluster 2 there is a large reduction in the proportion of pulmonary cases that were culture confirmed. In addition, in pulmonary cases, fewer start treatment within 2 or 4 months of developing symptoms in comparison to cluster 1. There is also a moderate increase in the proportion of cases that are lost to follow up and a large increase in the proportion of cases that died in cluster 2 compared to cluster 1. There is little difference between clusters for the proportion of cultured confirmed cases which had drug susceptibility reported, with the majority of clusters reporting on 100% of cases.

A more visual way to understand the clustering of TB in England based on the data we have extracted using the fingertipsR package is to plot the cluster membership for each county on a map. We do this using data on the outlines of the counties in England from the UK data service (Darren L Dahly kindly pointed me in the direction of this data - thank you!)

## Make the plot into a function as ggplot2 object is very large and cause git issues (i.e therefore easier to remake the plot than it is to transfer between code chunks)
tb_cluster_map <- function(tb_pca_pam) {
  ## Some issues here with extracting code from the sp file
## Solved using the folling maptools functions - improvements appreciated!
gpclibPermit()

england_counties <- shapefile("../../static/data/shapefiles/england-2011-ct-shape/england_ct_2011.shp") %>%
  fortify(region = "code") %>% 
  as_tibble

england_urban_areas <- shapefile("../../static/data/shapefiles/england-urb-2001-shape/england_urb_2001.shp") %>% 
  fortify(region = "name") %>% 
  as_tibble %>% 
  filter(id %in% c("Greater London Urban Area", 
                   "Greater Manchester Urban Area",
                   "Bristol Urban Area",
                   "West Midlands Urban Area",
                   "Milton Keynes Urban Area"))

## Make custom positions for urban area labels
urban_area_labels <- england_urban_areas %>%
  group_by(id) %>% 
  slice(100) %>% 
  ungroup() %>% 
  mutate(long = long - 200000,
         lat = lat + 20000)
  
  
tb_cluster_results <- tb_pca_pam %>% 
  filter(centers == max_silhouette_width$centers) %>% 
  pull(data_with_clusters) %>% 
  first

tb_cluster_results <- tb_df[[2]] %>% 
              dplyr::select(AreaName, AreaCode, AreaType) %>% 
  filter(AreaType %in% "County & UA") %>% 
              unique %>% 
  left_join(tb_cluster_results,
            by = "AreaName") %>% 
  left_join(england_counties, by = c("AreaCode" = "id"))

   tb_cluster_results %>% 
  rename(Cluster = cluster) %>% 
  drop_na(Cluster) %>% 
  dplyr::select(long, lat, Cluster, group) %>% 
  ggplot( 
                 aes(x = long, 
                     y = lat,
                     fill = Cluster)) +
    geom_polygon(data = england_urban_areas, 
                 aes(group = group, fill = NULL),
                 alpha = 0.4) +
    geom_path(data = tb_cluster_results, 
              aes(group = group, fill = NULL), 
              alpha = 0.4) +
    geom_polygon(data = tb_cluster_results, 
                 aes(group = group, fill = NULL),
                 alpha = 0.1) +
    geom_polygon(aes(group = group), alpha = 0.6) +
    geom_line(data = urban_area_labels %>% 
                bind_rows(urban_area_labels %>% 
                            mutate(long = long + 200000, 
                                   lat = lat - 20000)),
              aes(fill = NA, group = id), alpha = 0.8) + 
    geom_label(data = urban_area_labels,
              aes(label = id), fill = "grey") +
    scale_fill_viridis(option = "viridis", discrete = TRUE,
                       end = 0.5) +
    coord_equal() +
    theme_map() +
    theme(legend.position = "bottom") +
    labs(title = "Tuberculosis Monitoriing Indicators; Map of County Level Clusters in England",
         subtitle = "Using data from 2015 - only counties with incidence rates above 10 per 100,000 population and complete data are shown",
         caption = "Selected urban areas are shown (dark grey) and labelled.
@seabbs Source: Public Health England (fingertipsR)
Contains National Statistics data © Crown copyright and database right 2018. 
         Contains OS data © Crown copyright and database right 2018")
}

plot_tb_cluster_map <- tb_cluster_map(tb_pca_pam)

ggsave("../../static/img/fingertips/map-tb-clust.png",
       plot_tb_cluster_map, width = 8, height = 8, dpi = 330)

plot_tb_cluster_map

## Remove objects to reduce stored chunk size
rm("plot_tb_cluster_map")

In the map above we see that cluster 1 is mainly made up of counties in London, Birmingham, and in the North West of England. Cluster 2 accounts for the majority of counties that are not within these large urban areas, as well the remaining as several counties in Birmingham and the North West and a single county in London. As expected we see that the majority of counties in England have been excluded from our analysis due to low incidence rates or missing data.

Summary and Wrap-up

In this post we have explored the fingertipsR R package and the data on TB monitoring indicators for counties in England that is provided through the fingertips API. We found that there was a large amount of non-random missing data, much of which was due to censoring to prevent deductive disclosure. However, several variables were entirely missing and even once counties with low incidence rates were removed there was still several counties with little TB monitoring data available. Substantial improvements could be made here to improve any future analysis or monitoring using this dataset.

Once counties and variables with missing data had been removed we found that there was substantial non-systematic variation between counties with only 42% of variation explained by the optimal number of principal components. The large amount of variation between counties we observed reinforces the need for the collaborative TB strategy in England which was launched in 2015. Hopefully once data becomes available for 2016, and 2017 this will show a decrease in variation between counties.

We found that, after dimension reduction, the data best supported two clusters. One cluster contained the majority of high incidence counties, which also had a higher proportion of culture confirmed pulmonary TB cases and more cases completing treatment in the first 12 months. This cluster was mainly centred around the greater London area but also included counties in Birmingham and the North West. The second cluster contained mainly counties not in these large urban areas but did contain the remaining counties in the North West and Birmingham area, as well as a single county in London. This cluster had a lower proportion of cases that started treatment within 2 and 4 months of developing symptoms, as well as having a greater proportion of cases that were lost to follow up and that died.

This analysis was limited by the TB monitoring indicators available, the large amount of missing data for the variables that were available, and the lack of high quality up to date data. There was a large amount of non-systematic variation present that was exluded from our clustering analysis and the clusters that we did identify cannot be considered to be highly robust. We did not test for a single cluster, which may have produced a model more consistent with the date. A single clustering algorithm was used, and although it is considered a robust approach, further validation of these results is necessary using another (or multiple) clustering methods.

Hopefully this post proved useful for informing you about the present state of TB in England, but also as an example of dimension reduction and clustering analysis. This analysis serves as a framework for a similar analysis that I am carrying out as part of my PhD so any comments, suggested improvements etc. would be greatly appreciated.

To wrap-up this post we use the patchwork package to quickly compose a storyboard of the results from the clustering analysis carried out above. See here for a full size version.

plot_tb_cluster_map <- tb_cluster_map(tb_pca_pam)

storyboard <- plot_tb_cluster_map | ( pca_plot / plot_cluster_diff)

ggsave("../../static/img/fingertips/storyboard-fingertips-tb-clust.png",
       storyboard, width = 20, height = 16, dpi = 330)

storyboard

## Remove to reduce chunk size as over 100mb git limit
rm("storyboard", "plot_tb_cluster_map")

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