Diversity in cities

Economic diversity

  • Production, i.e. firms

  • Consumption, i.e. product variety

  • Labour pool, i.e. skills in labour market

In general is a good thing for:

  • urban economies

  • productivity

  • urban and industrial agglomeration

Opposing forces

  • Within-sector or Marshall–Arrow–Romer (MAR) spillovers

  • Between-sector or Jacobs spillovers

  • Large empirical literature trying to identify the optimal ratio, e.g. Saviotti and Frenken (2008) and Caragliu, Dominicis, and Groot (2016)

  • MAR externalities (or spillovers): good for productivity and short-term growth

  • Jacobean externalities: good for innovation and long-term growth

Opposing forces

Using more clear economics terminology (Fujita et al. 1989):

  • Diverse cities (heterogeneous agglomerations) enjoy economies of scope

  • Homogeneous agglomeration enjoy increasing returns from economies of scale

On the ground

  • Ambiguous concepts

  • Variety, diversity, difference: a relative concept of agglomeration and the clustering of activities

  • Not only higher ‘abundance’, ‘difference’ or ‘number’, but also the degrees of ‘richness’, ‘concentration’ or ‘evenness’ (Yuo and Tseng 2021)

  • Different ways to measure (Bettencourt 2021)

Spieces richness…

  • … aka variety

  • \(D = \sum_{i}^n p_{i}^0\)

  • \(p_i\) is the proportion of data points in the \(i\)th category

  • \(n\) is the number of total categories

  • A count of different species / categories / …

Interpretation:

  • Plurality

  • Availability of options

Shannon entropy

  • \(H = -\sum_{i}^n p_{i} \ln{p_{i}}\)

  • \(n\) is the number of total categories

  • \(p_i\) is the proportion of data points in the \(i\)th category

  • Probably the most common diversity index.

  • Interpretation:

    • If one category dominates ➔ less surprise ➔ low entropy

    • No category dominates ➔ more surprise ➔ high entropy

Herfindahl-Hirschman index

  • \(HHI = \sum_{i}^{n}(p_{i}^2)\)

  • \(p_i\) is the proportion of data points in the \(i\)th category

  • Concentration of the market.

  • Interpretation:

    • \(1/n \leq HHI \leq 1\)

    • Two scenarios:

HHI_1 = .8^2 + .05^2 + .05^2 + .1^2
HHI_1
[1] 0.655
HHI_2 = .25^2 + .25^2 + .25^2 + .25^2
HHI_2
[1] 0.25

Herfindahl-Hirschman index

  • Caution: alternative specification

  • \(HHI = 1- \sum_{i}^{n}(p_{i}^2)\)

Examples

Relatedness

  • Relatedness spans the continuum between MAR and Jacobs (Hidalgo 2021)

  • Related activities are neither exactly the same nor completely different (Frenken, Van Oort, and Verburg 2007; Boschma et al. 2012)

  • Why? Because:

    • identical activities compete for customers and resources,

    • no learning between very dissimilar economic activities

Relatedness

  • Absorptive capacity: a firm’s capacity to absorb new knowledge depends on its prior level of related knowledge (Cohen and Levinthal 1990)

Economic complexity

  • Large scale fine-grained data on economic activities

  • Learn about abstract factors of production and the way they combine into outputs

  • Dimensionality reduction techniques to data on the geography of activities, e.g. employment by industry or patents by technology

  • Machine learning and network techniques to predict and explain the economic trajectories of countries, cities and regions

For a review, check Hidalgo (2021) and Balland et al. (2022).

Measuring diversity

Source: Companies House

Measuring diversity

  • Go to data.london.gov.uk

  • Download and and save locally the Businesses-in-London.csv

  • Make sure you know the file location!

  • We will use the REAT and entropy packages. Check what these packages do here and here.

  • Install them if needed with install.packages("packagename")

Measuring diversity

library(tidyverse)  # for data wrangling
library(rprojroot)  # for relative paths
library(REAT)       # for diversity measures
library(entropy)    # for entropy
library(cluster)    # for cluster analysis
library(factoextra) # help functions for clustering 
library(kableExtra) # for nice html tables
library(dbscan)     # for HDBSCAL
library(sf)         # for mapping

# This is the project path
path <- find_rstudio_root_file()
path.data <- paste0(path, "/data/businesses-in-london.csv")

london.firms <- read_csv(path.data) 

london.firms.sum <- london.firms %>% 
  filter(SICCode.SicText_1!="None Supplied") %>% # dropping NAs in essence
  group_by(oslaua, SICCode.SicText_1) %>%        # grouping by Local Authority and SIC code
  summarise(n = n()) %>%                         # summarise: n is the number of firms per Local Authority and SIC code
  mutate(total = sum(n),                         # total equal all firms
         freq = n / total) %>%                   # just a frequency
  group_by(oslaua) %>%                           # grouping again only by Local Authority
  summarise(richness = n_distinct(SICCode.SicText_1), # the number of distinct SIC per Local Authority
            entropy = entropy(freq, method = "ML"),   # entropy for each Local Authority, we did the first group_by() and mutate() to be                                                           able to calculate freq so we can calculate entropy
            herf = herf(n)) %>%                       # HHI for each local authority
  arrange(-herf)                                      # sort based on HHI (descending)

london.firms.sum %>% kbl() %>%
  kable_styling(full_width = F, font_size = 12) %>%                   # A nice(r) table
  scroll_box(width = "1200px", height = "300px")
oslaua richness entropy herf
E09000013 602 4.637865 0.0301165
E09000001 744 4.520774 0.0288396
E09000033 827 4.607933 0.0258339
E09000003 723 4.671225 0.0233361
E09000008 678 4.786546 0.0221182
E09000027 558 4.712318 0.0220274
E09000015 633 4.730619 0.0205194
E09000010 667 4.790814 0.0204714
E09000007 827 4.829186 0.0204085
E09000020 577 4.774282 0.0196181
E09000030 690 4.802693 0.0193494
E09000025 623 4.816502 0.0188794
E09000032 571 4.831936 0.0184425
E09000026 630 4.806874 0.0180738
E09000012 729 4.915068 0.0178886
E09000014 595 4.830779 0.0178559
E09000019 803 4.904964 0.0178424
E09000006 599 4.833756 0.0177523
E09000021 529 4.856868 0.0176720
E09000004 569 4.849445 0.0176348
E09000024 582 4.860828 0.0168338
E09000018 603 4.906424 0.0163947
E09000029 543 4.879529 0.0162662
E09000022 594 4.925276 0.0157286
E09000017 640 4.960676 0.0153900
E09000005 644 4.958913 0.0146799
E09000016 564 4.936603 0.0145663
E09000028 681 4.996227 0.0145643
E09000002 543 4.916217 0.0143203
E09000009 645 4.992793 0.0142574
E09000031 587 4.977460 0.0136438
E09000011 565 4.995980 0.0136430
E09000023 540 5.008342 0.0130329

Measuring diversity

Tip

You don’t know what local authorities these codes refer to. You should download the codes and names and join them with your data from here.

Tip

Discuss what we can learn from this exercise.

Can you think of a way to understand how different these indices are among London’s Local Authorities?

Mapping diversity

path.shape <- paste0(path, "/data/Local_Authority_Districts_(May_2021)_UK_BFE.geojson")

london <- st_read(path.shape, quiet = T) %>%
  dplyr::filter(LAD21CD %in% (london.firms$oslaua))  # Pay attention on the %in% operator. It means 'within'.  

london <- merge(london, london.firms.sum, by.x = "LAD21CD", by.y = "oslaua" )
  
ggplot() +
  geom_sf(data = london, aes(fill = entropy), color = NA) +
  labs(
    title = "Business diversity in London' Local Autorities",
    fill = "Entropy") +
  scale_fill_viridis_c() +
  theme_void() +
  theme(plot.title = element_text(hjust = 0.5)) # centres the title

Clustering

  • Reducing the dimensions of the observation space

  • Classification of observations into (exclusive) groups

  • Distance or (dis)similarity between each pair of observations to create a distance or dissimilarity or matrix

  • Observations within the same group are as similar as possible

  • Based on Boehmke and Greenwell (2019) available here

  • Plenty of other resources online and in textbooks

Source: medium.com

Clustering

  1. k-means

  2. Hierarchical clustering

k-means

  1. k is the number of clusters and is pre-defined

  2. The algorithm selects k random observations (starting centres)

  3. The remaining observations are assigned to the nearest centre

  4. Recalculates the new centres

  5. Re-check cluster assignment

  6. Iterative process to minimise within-cluster variation until convergence

\(SS_{within} = \sum_{k=1}^k W(C_{k}) = \sum_{k=1}^k \sum_{x_i\in C_K}(x_i-\mu_k)^2\)

k-means

First, create an appropriate data frame:

la.sic <- london.firms %>% 
  filter(SICCode.SicText_1!="None Supplied") %>% # Drop firms which haven't declared SIC code
  group_by(oslaua, SICCode.SicText_1) %>%        # Group by Local Authorities and SIC code
  summarise(n = n()) %>%                         # Summarise; n = number of observations
  mutate(total = sum(n),                         # New column: total number of observations
         freq = n / total) %>%                   # New column: frequency
  arrange(oslaua,-n) %>%                         # Just arrange by Local Authority and descenting order of n
  select(-n, -total) %>%                         # Drop n and total, we don't need them any more.
  pivot_wider(names_from = SICCode.SicText_1, values_from = freq) %>% # Data transformation: from long to wide. Have a look: https://tidyr.tidyverse.org/reference/pivot_wider.html
  replace(is.na(.), 0)                          # Replace any missing values with 0 as missing value represent SIC codes with 0 frequency

la.sic %>%  
  select(1:20) %>%  # Select the first 20 columns as there 1037 in total
  kbl() %>%
  kable_styling(full_width = F, font_size = 11) %>%    # Nice(r) table
    scroll_box(width = "1200px", height = "800px")
oslaua 82990 - Other business support service activities n.e.c. 64209 - Activities of other holding companies n.e.c. 70229 - Management consultancy activities other than financial management 64999 - Financial intermediation not elsewhere classified 99999 - Dormant Company 74990 - Non-trading company 70100 - Activities of head offices 68209 - Other letting and operating of own or leased real estate 62020 - Information technology consultancy activities 68100 - Buying and selling of own real estate 65120 - Non-life insurance 96090 - Other service activities n.e.c. 41100 - Development of building projects 62012 - Business and domestic software development 62090 - Other information technology service activities 35110 - Production of electricity 64205 - Activities of financial services holding companies 74909 - Other professional, scientific and technical activities n.e.c. 65110 - Life insurance
E09000001 0.1108145 0.0606884 0.0401823 0.0379038 0.0363252 0.0361787 0.0271462 0.0261046 0.0247376 0.0239889 0.0239238 0.0232403 0.0208642 0.0198714 0.0193018 0.0183579 0.0161282 0.0155586 0.0117829
E09000002 0.0270344 0.0027363 0.0241340 0.0024626 0.0061840 0.0026816 0.0013681 0.0173480 0.0254474 0.0313030 0.0001095 0.0348602 0.0163629 0.0068954 0.0107262 0.0000547 0.0004378 0.0078258 0.0000547
E09000003 0.0600694 0.0131911 0.0403222 0.0081328 0.0314536 0.0152407 0.0037313 0.0658109 0.0258041 0.0686751 0.0003942 0.0442374 0.0313223 0.0093678 0.0109181 0.0010511 0.0012876 0.0106816 0.0003022
E09000004 0.0714510 0.0073915 0.0429860 0.0039316 0.0150975 0.0074963 0.0025163 0.0291466 0.0347033 0.0404173 0.0004718 0.0300377 0.0214406 0.0071818 0.0114280 0.0004194 0.0004194 0.0112183 0.0001573
E09000005 0.0357725 0.0060626 0.0302829 0.0057610 0.0234964 0.0061229 0.0027749 0.0451228 0.0273572 0.0451529 0.0002111 0.0339326 0.0193039 0.0080533 0.0110394 0.0003318 0.0006937 0.0120951 0.0000603
E09000006 0.0475336 0.0079285 0.0482441 0.0065073 0.0258798 0.0078537 0.0035529 0.0407644 0.0376977 0.0391937 0.0012716 0.0269270 0.0253562 0.0119675 0.0129773 0.0002618 0.0007854 0.0157448 0.0001870
E09000007 0.0541925 0.0147704 0.0451042 0.0091985 0.0176188 0.0095582 0.0063354 0.0248425 0.0352450 0.0353404 0.0002790 0.0431734 0.0260612 0.0269274 0.0163561 0.0019454 0.0036706 0.0121643 0.0001688
E09000008 0.0358566 0.0042869 0.0328511 0.0057082 0.0886745 0.0097621 0.0027492 0.0308940 0.0316861 0.0352275 0.0002563 0.0260246 0.0205261 0.0105543 0.0156800 0.0003728 0.0027026 0.0091098 0.0002097
E09000009 0.0325698 0.0062051 0.0333419 0.0044036 0.0177290 0.0084928 0.0036602 0.0394327 0.0277087 0.0445226 0.0002002 0.0352864 0.0220468 0.0095222 0.0106374 0.0002860 0.0011152 0.0100369 0.0000858
E09000010 0.0361647 0.0106993 0.0303793 0.0056159 0.0855462 0.0089807 0.0024207 0.0462347 0.0218102 0.0379076 0.0004115 0.0357532 0.0213987 0.0127811 0.0115466 0.0002421 0.0017913 0.0091501 0.0002421
E09000011 0.0352018 0.0036909 0.0420300 0.0038754 0.0134717 0.0044752 0.0021223 0.0251903 0.0373702 0.0333564 0.0003691 0.0352480 0.0183622 0.0120877 0.0130104 0.0004614 0.0014302 0.0120415 0.0000923
E09000012 0.0512285 0.0097657 0.0496767 0.0063622 0.0329695 0.0031242 0.0022862 0.0412559 0.0384524 0.0476801 0.0002897 0.0205038 0.0148865 0.0235245 0.0167486 0.0015621 0.0025449 0.0118450 0.0000621
E09000013 0.0423722 0.0123893 0.0448190 0.0076899 0.0190306 0.0101755 0.0087774 0.1304179 0.0213220 0.0310704 0.0001554 0.0332453 0.0167780 0.0116126 0.0129719 0.0013982 0.0015147 0.0148361 0.0000388
E09000014 0.0339895 0.0056534 0.0407460 0.0045848 0.0256127 0.0055500 0.0031370 0.0527423 0.0272674 0.0578096 0.0001379 0.0438829 0.0167879 0.0113758 0.0085491 0.0003792 0.0009307 0.0091696 0.0000345
E09000015 0.0486010 0.0124162 0.0466257 0.0083570 0.0189498 0.0074019 0.0031692 0.0576744 0.0423495 0.0634049 0.0002605 0.0342313 0.0266123 0.0127418 0.0140876 0.0002171 0.0012373 0.0184940 0.0001954
E09000016 0.0449873 0.0058253 0.0335324 0.0070981 0.0186019 0.0052379 0.0017623 0.0327981 0.0270217 0.0414137 0.0008811 0.0315743 0.0251126 0.0092520 0.0097415 0.0000979 0.0009301 0.0105248 0.0000979
E09000017 0.0340671 0.0094125 0.0317595 0.0047062 0.0160012 0.0068316 0.0052528 0.0389252 0.0357674 0.0526188 0.0003036 0.0352513 0.0235616 0.0123273 0.0135722 0.0002429 0.0015181 0.0123577 0.0002429
E09000018 0.0348997 0.0088552 0.0347881 0.0054322 0.0130223 0.0102690 0.0069576 0.0298396 0.0549540 0.0416341 0.0002232 0.0361275 0.0193474 0.0161848 0.0141385 0.0004093 0.0013766 0.0104178 0.0001488
E09000019 0.0509646 0.0133515 0.0490896 0.0090981 0.0198825 0.0094630 0.0062919 0.0248783 0.0370846 0.0317616 0.0005537 0.0470006 0.0223615 0.0277725 0.0190771 0.0017617 0.0040646 0.0131753 0.0002139
E09000020 0.0499206 0.0187149 0.0547281 0.0133494 0.0227926 0.0141649 0.0104735 0.0411641 0.0188866 0.0365712 0.0002575 0.0403056 0.0202601 0.0148517 0.0121475 0.0031335 0.0041207 0.0146371 0.0000000
E09000021 0.0478516 0.0081613 0.0512695 0.0039063 0.0151367 0.0095564 0.0043248 0.0353655 0.0399693 0.0358538 0.0006975 0.0272740 0.0177176 0.0142997 0.0145787 0.0002790 0.0014648 0.0150670 0.0002790
E09000022 0.0335485 0.0086577 0.0420129 0.0044448 0.0180111 0.0090055 0.0052951 0.0372976 0.0252773 0.0306497 0.0001546 0.0331620 0.0143006 0.0117497 0.0112472 0.0028215 0.0009276 0.0134890 0.0000773
E09000023 0.0320543 0.0035557 0.0378921 0.0041925 0.0113570 0.0044579 0.0016982 0.0268535 0.0312583 0.0294008 0.0000531 0.0311522 0.0145412 0.0110917 0.0118877 0.0001061 0.0013268 0.0110917 0.0000531
E09000024 0.0354735 0.0083443 0.0490793 0.0051381 0.0251973 0.0069878 0.0037817 0.0349803 0.0517511 0.0415571 0.0005344 0.0318563 0.0206347 0.0218267 0.0152088 0.0011098 0.0009865 0.0107284 0.0001644
E09000025 0.0443489 0.0029330 0.0243489 0.0040202 0.0653097 0.0060430 0.0018710 0.0201770 0.0310999 0.0305689 0.0001517 0.0287737 0.0136030 0.0141087 0.0113780 0.0001264 0.0010619 0.0068015 0.0001517
E09000026 0.0483713 0.0060341 0.0313726 0.0041454 0.0177836 0.0118475 0.0019133 0.0443240 0.0351011 0.0608320 0.0003434 0.0384615 0.0226403 0.0095418 0.0106211 0.0001962 0.0008830 0.0094192 0.0001472
E09000027 0.0492061 0.0080081 0.0828589 0.0082396 0.0301810 0.0121742 0.0049067 0.0392075 0.0431422 0.0453641 0.0007406 0.0244410 0.0208767 0.0152294 0.0154145 0.0006018 0.0010647 0.0200435 0.0002314
E09000028 0.0530189 0.0184414 0.0437391 0.0094275 0.0362030 0.0226084 0.0137424 0.0285782 0.0310016 0.0226084 0.0004433 0.0282235 0.0125307 0.0165204 0.0143630 0.0043148 0.0039306 0.0142152 0.0001773
E09000029 0.0425879 0.0045226 0.0459799 0.0059673 0.0157663 0.0069724 0.0035176 0.0339824 0.0466080 0.0415829 0.0005025 0.0298995 0.0246859 0.0138191 0.0140704 0.0002513 0.0020101 0.0120603 0.0000628
E09000030 0.0652078 0.0159285 0.0484445 0.0199271 0.0342956 0.0172467 0.0089199 0.0253977 0.0509271 0.0293084 0.0007250 0.0367343 0.0160603 0.0187187 0.0393927 0.0019554 0.0097109 0.0105457 0.0001977
E09000031 0.0310170 0.0067606 0.0308121 0.0036876 0.0120052 0.0036057 0.0014750 0.0304024 0.0251168 0.0375727 0.0002049 0.0402360 0.0259772 0.0095059 0.0092190 0.0006556 0.0009424 0.0093420 0.0000410
E09000032 0.0381731 0.0072472 0.0655832 0.0074624 0.0180461 0.0091845 0.0041976 0.0402540 0.0311771 0.0355900 0.0003946 0.0311771 0.0202346 0.0123417 0.0119470 0.0008969 0.0018297 0.0158935 0.0000359
E09000033 0.0871492 0.0369990 0.0475242 0.0180250 0.0727706 0.0228702 0.0137720 0.0385974 0.0192951 0.0375056 0.0004424 0.0307623 0.0292781 0.0150850 0.0143358 0.0047239 0.0074997 0.0153490 0.0001570

k-means

kclust is the object with the output of the \(k=10\) k-means function. After looking at its structure with str(kclust), there are two useful thing to do:

kclust = kmeans(la.sic[,-1], centers = 10, nstart = 10) # be aware of the [,-1]
str(kclust)
List of 9
 $ cluster     : int [1:33] 7 4 5 6 4 1 10 9 4 9 ...
 $ centers     : num [1:10, 1:1036] 0.0444 0.0443 0.0424 0.0361 0.0476 ...
  ..- attr(*, "dimnames")=List of 2
  .. ..$ : chr [1:10] "1" "2" "3" "4" ...
  .. ..$ : chr [1:1036] "82990 - Other business support service activities n.e.c." "64209 - Activities of other holding companies n.e.c." "70229 - Management consultancy activities other than financial management" "64999 - Financial intermediation not elsewhere classified" ...
 $ totss       : num 0.0945
 $ withinss    : num [1:10] 0.0042 0 0 0.00609 0.00194 ...
 $ tot.withinss: num 0.0235
 $ betweenss   : num 0.071
 $ size        : int [1:10] 6 1 1 8 3 5 2 2 2 3
 $ iter        : int 2
 $ ifault      : int 0
 - attr(*, "class")= chr "kmeans"

k-means

First, the list cluster contains the \(k = 10\) cluster solution. This is an array with a length of 33. The first entry is the cluster membership for the first LA, the second entry for the second LA etc.

kclust$cluster
 [1]  7  4  5  6  4  1 10  9  4  9  6 10  3  5  5  4  4  4 10  1  1  1  6  6  2
[26]  4  1  8  6  8  4  1  7
la.sic[,1]
# A tibble: 33 × 1
# Groups:   oslaua [33]
   oslaua   
   <chr>    
 1 E09000001
 2 E09000002
 3 E09000003
 4 E09000004
 5 E09000005
 6 E09000006
 7 E09000007
 8 E09000008
 9 E09000009
10 E09000010
# ℹ 23 more rows

k-means

Secondly, the list centers contains the centres of the new clusters. In other words, the average frequency of each SIC code (i.e. sector) for the 10 new clusters. centers is a \(10*1036\) table, with 1036 being the number of SIC codes. We can use these centres to create labels (aka pen portraits) for each cluster. These are, in essence, brief descriptions of the clusters.

kclust$centers %>% as.tibble() %>%                    # convert to tibble
  mutate(cluster = (1:10)) %>%                        # create a Cluster ID column ...
  relocate(cluster) %>%                               # ... and bring it in the first position
  kbl() %>%                                           # Create a nice(r) table
  kable_styling(full_width = F, font_size = 11) %>%                   
  scroll_box(width = "1200px", height = "800px")
cluster 82990 - Other business support service activities n.e.c. 64209 - Activities of other holding companies n.e.c. 70229 - Management consultancy activities other than financial management 64999 - Financial intermediation not elsewhere classified 99999 - Dormant Company 74990 - Non-trading company 70100 - Activities of head offices 68209 - Other letting and operating of own or leased real estate 62020 - Information technology consultancy activities 68100 - Buying and selling of own real estate 65120 - Non-life insurance 96090 - Other service activities n.e.c. 41100 - Development of building projects 62012 - Business and domestic software development 62090 - Other information technology service activities 35110 - Production of electricity 64205 - Activities of financial services holding companies 74909 - Other professional, scientific and technical activities n.e.c. 65110 - Life insurance 47910 - Retail sale via mail order houses or via Internet 68320 - Management of real estate on a fee or contract basis 78109 - Other activities of employment placement agencies 66300 - Fund management activities 66220 - Activities of insurance agents and brokers 98000 - Residents property management 63990 - Other information service activities n.e.c. 59111 - Motion picture production activities 46190 - Agents involved in the sale of a variety of goods 66190 - Activities auxiliary to financial intermediation n.e.c. 73110 - Advertising agencies 86900 - Other human health activities 69102 - Solicitors 70221 - Financial management 66290 - Other activities auxiliary to insurance and pension funding 85590 - Other education n.e.c. 56101 - Licensed restaurants 90030 - Artistic creation 46900 - Non-specialised wholesale trade 58290 - Other software publishing 69201 - Accounting and auditing activities 64301 - Activities of investment trusts 55100 - Hotels and similar accommodation 61900 - Other telecommunications activities 70210 - Public relations and communications activities 78200 - Temporary employment agency activities 59200 - Sound recording and music publishing activities 93199 - Other sports activities 64303 - Activities of venture and development capital companies 43999 - Other specialised construction activities n.e.c. 63110 - Data processing, hosting and related activities 74100 - specialised design activities 69109 - Activities of patent and copyright agents; other legal activities n.e.c. 47710 - Retail sale of clothing in specialised stores 63120 - Web portals 94990 - Activities of other membership organizations n.e.c. 85600 - Educational support services 47990 - Other retail sale not in stores, stalls or markets 59113 - Television programme production activities 68310 - Real estate agencies 58190 - Other publishing activities 79110 - Travel agency activities 41201 - Construction of commercial buildings 71111 - Architectural activities 64991 - Security dealing on own account 82110 - Combined office administrative service activities 06100 - Extraction of crude petroleum 72110 - Research and experimental development on biotechnology 66120 - Security and commodity contracts dealing activities 90010 - Performing arts 64922 - Activities of mortgage finance companies 86220 - Specialists medical practice activities 78300 - Human resources provision and management of human resources functions 72190 - Other research and experimental development on natural sciences and engineering 41202 - Construction of domestic buildings 64304 - Activities of open-ended investment companies 58110 - Book publishing 62011 - Ready-made interactive leisure and entertainment software development 90020 - Support activities to performing arts 71122 - Engineering related scientific and technical consulting activities 56302 - Public houses and bars 59112 - Video production activities 71129 - Other engineering activities 88990 - Other social work activities without accommodation n.e.c. 64306 - Activities of real estate investment trusts 94120 - Activities of professional membership organizations 96020 - Hairdressing and other beauty treatment 50200 - Sea and coastal freight water transport 46180 - Agents specialized in the sale of other particular products 47190 - Other retail sale in non-specialised stores 56290 - Other food services 64202 - Activities of production holding companies 32990 - Other manufacturing n.e.c. 64191 - Banks 73120 - Media representation services 93290 - Other amusement and recreation activities n.e.c. 52290 - Other transportation support activities 66110 - Administration of financial markets 09100 - Support activities for petroleum and natural gas extraction 68201 - Renting and operating of Housing Association real estate 64910 - Financial leasing 86101 - Hospital activities 46420 - Wholesale of clothing and footwear 56103 - Take-away food shops and mobile food stands 7499 - Non-trading company 94110 - Activities of business and employers membership organizations 43210 - Electrical installation 43390 - Other building completion and finishing 56102 - Unlicensed restaurants and cafes 65300 - Pension funding 58142 - Publishing of consumer and business journals and periodicals 69101 - Barristers at law 46342 - Wholesale of wine, beer, spirits and other alcoholic beverages 55900 - Other accommodation 64929 - Other credit granting n.e.c. 49410 - Freight transport by road 87100 - Residential nursing care facilities 74901 - Environmental consulting activities 61200 - Wireless telecommunications activities 7487 - Other business activities 08990 - Other mining and quarrying n.e.c. 73200 - Market research and public opinion polling 46510 - Wholesale of computers, computer peripheral equipment and software 69203 - Tax consultancy 61100 - Wired telecommunications activities 14190 - Manufacture of other wearing apparel and accessories n.e.c. 43290 - Other construction installation 18129 - Printing n.e.c. 71121 - Engineering design activities for industrial process and production 46450 - Wholesale of perfume and cosmetics 86210 - General medical practice activities 46160 - Agents involved in the sale of textiles, clothing, fur, footwear and leather goods 46460 - Wholesale of pharmaceutical goods 47750 - Retail sale of cosmetic and toilet articles in specialised stores 80100 - Private security activities 92000 - Gambling and betting activities 64921 - Credit granting by non-deposit taking finance houses and other specialist consumer credit grantors 77351 - Renting and leasing of air passenger transport equipment 81100 - Combined facilities support activities 79120 - Tour operator activities 93130 - Fitness facilities 42990 - Construction of other civil engineering projects n.e.c. 47789 - Other retail sale of new goods in specialised stores (not commercial art galleries and opticians) 56210 - Event catering activities 65202 - Non-life reinsurance 69202 - Bookkeeping activities 07290 - Mining of other non-ferrous metal ores 45200 - Maintenance and repair of motor vehicles 77400 - Leasing of intellectual property and similar products, except copyright works 85520 - Cultural education 35210 - Manufacture of gas 59120 - Motion picture, video and television programme post-production activities 79909 - Other reservation service activities n.e.c. 46520 - Wholesale of electronic and telecommunications equipment and parts 43220 - Plumbing, heat and air-conditioning installation 66210 - Risk and damage evaluation 87300 - Residential care activities for the elderly and disabled 45112 - Sale of used cars and light motor vehicles 47770 - Retail sale of watches and jewellery in specialised stores 47781 - Retail sale in commercial art galleries 71200 - Technical testing and analysis 35140 - Trade of electricity 60200 - Television programming and broadcasting activities 85320 - Technical and vocational secondary education 86230 - Dental practice activities 46499 - Wholesale of household goods (other than musical instruments) n.e.c. 55209 - Other holiday and other collective accommodation 90040 - Operation of arts facilities 32500 - Manufacture of medical and dental instruments and supplies 45310 - Wholesale trade of motor vehicle parts and accessories 46170 - Agents involved in the sale of food, beverages and tobacco 46320 - Wholesale of meat and meat products 58210 - Publishing of computer games 64203 - Activities of construction holding companies 85310 - General secondary education 46370 - Wholesale of coffee, tea, cocoa and spices 46760 - Wholesale of other intermediate products 47599 - Retail of furniture, lighting, and similar (not musical instruments or scores) in specialised store 81210 - General cleaning of buildings 94910 - Activities of religious organizations 46690 - Wholesale of other machinery and equipment 62030 - Computer facilities management activities 10890 - Manufacture of other food products n.e.c. 35130 - Distribution of electricity 64204 - Activities of distribution holding companies 7415 - Holding Companies including Head Offices 93110 - Operation of sports facilities 46140 - Agents involved in the sale of machinery, industrial equipment, ships and aircraft 46150 - Agents involved in the sale of furniture, household goods, hardware and ironmongery 47290 - Other retail sale of food in specialised stores 74902 - Quantity surveying activities 77390 - Renting and leasing of other machinery, equipment and tangible goods n.e.c. 85200 - Primary education 4521 - Gen construction & civil engineer 46410 - Wholesale of textiles 46480 - Wholesale of watches and jewellery 46719 - Wholesale of other fuels and related products 47640 - Retail sale of sports goods, fishing gear, camping goods, boats and bicycles 99000 - Activities of extraterritorial organizations and bodies 45111 - Sale of new cars and light motor vehicles 82302 - Activities of conference organisers 87900 - Other residential care activities n.e.c. 46720 - Wholesale of metals and metal ores 52230 - Service activities incidental to air transportation 59131 - Motion picture distribution activities 42220 - Construction of utility projects for electricity and telecommunications 46390 - Non-specialised wholesale of food, beverages and tobacco 77110 - Renting and leasing of cars and light motor vehicles 09900 - Support activities for other mining and quarrying 72200 - Research and experimental development on social sciences and humanities 93120 - Activities of sport clubs 21100 - Manufacture of basic pharmaceutical products 21200 - Manufacture of pharmaceutical preparations 46120 - Agents involved in the sale of fuels, ores, metals and industrial chemicals 47110 - Retail sale in non-specialised stores with food, beverages or tobacco predominating 52219 - Other service activities incidental to land transportation, n.e.c. 61300 - Satellite telecommunications activities 71112 - Urban planning and landscape architectural activities 74300 - Translation and interpretation activities 26110 - Manufacture of electronic components 7414 - Business & management consultancy 96040 - Physical well-being activities 01110 - Growing of cereals (except rice), leguminous crops and oil seeds 49420 - Removal services 82301 - Activities of exhibition and fair organisers 85510 - Sports and recreation education 01500 - Mixed farming 51102 - Non-scheduled passenger air transport 52103 - Operation of warehousing and storage facilities for land transport activities 52220 - Service activities incidental to water transportation 58130 - Publishing of newspapers 64201 - Activities of agricultural holding companies 20590 - Manufacture of other chemical products n.e.c. 25990 - Manufacture of other fabricated metal products n.e.c. 26511 - Manufacture of electronic measuring, testing etc. equipment, not for industrial process control 39000 - Remediation activities and other waste management services 46310 - Wholesale of fruit and vegetables 46380 - Wholesale of other food, including fish, crustaceans and molluscs 47721 - Retail sale of footwear in specialised stores 47749 - Retail sale of medical and orthopaedic goods in specialised stores (not incl. hearing aids) n.e.c. 80200 - Security systems service activities 80300 - Investigation activities 26200 - Manufacture of computers and peripheral equipment 28990 - Manufacture of other special-purpose machinery n.e.c. 43330 - Floor and wall covering 22290 - Manufacture of other plastic products 25110 - Manufacture of metal structures and parts of structures 33200 - Installation of industrial machinery and equipment 46470 - Wholesale of furniture, carpets and lighting equipment 47791 - Retail sale of antiques including antique books in stores 49320 - Taxi operation 7011 - Development & sell real estate 85421 - First-degree level higher education 31090 - Manufacture of other furniture 32120 - Manufacture of jewellery and related articles 46750 - Wholesale of chemical products 49100 - Passenger rail transport, interurban 11010 - Distilling, rectifying and blending of spirits 26400 - Manufacture of consumer electronics 27400 - Manufacture of electric lighting equipment 35120 - Transmission of electricity 38320 - Recovery of sorted materials 56301 - Licensed clubs 74202 - Other specialist photography 81300 - Landscape service activities 85100 - Pre-primary education 10710 - Manufacture of bread; manufacture of fresh pastry goods and cakes 11050 - Manufacture of beer 38110 - Collection of non-hazardous waste 50100 - Sea and coastal passenger water transport 81222 - Specialised cleaning services 14132 - Manufacture of other women's outerwear 36000 - Water collection, treatment and supply 46439 - Wholesale of radio, television goods & electrical household appliances (other than records, tapes, CD's & video tapes and the equipment used for playing them) 46711 - Wholesale of petroleum and petroleum products 47410 - Retail sale of computers, peripheral units and software in specialised stores 81299 - Other cleaning services 96010 - Washing and (dry-)cleaning of textile and fur products 10390 - Other processing and preserving of fruit and vegetables 27900 - Manufacture of other electrical equipment 31010 - Manufacture of office and shop furniture 42110 - Construction of roads and motorways 45320 - Retail trade of motor vehicle parts and accessories 47540 - Retail sale of electrical household appliances in specialised stores 59132 - Video distribution activities 64302 - Activities of unit trusts 82200 - Activities of call centres 01430 - Raising of horses and other equines 20420 - Manufacture of perfumes and toilet preparations 33190 - Repair of other equipment 47250 - Retail sale of beverages in specialised stores 49390 - Other passenger land transport 51101 - Scheduled passenger air transport 58141 - Publishing of learned journals 59133 - Television programme distribution activities 74201 - Portrait photographic activities 82190 - Photocopying, document preparation and other specialised office support activities 84110 - General public administration activities 96030 - Funeral and related activities 27120 - Manufacture of electricity distribution and control apparatus 43910 - Roofing activities 47240 - Retail sale of bread, cakes, flour confectionery and sugar confectionery in specialised stores 47610 - Retail sale of books in specialised stores 53202 - Unlicensed carrier 60100 - Radio broadcasting 74209 - Photographic activities not elsewhere classified 77320 - Renting and leasing of construction and civil engineering machinery and equipment 77330 - Renting and leasing of office machinery and equipment (including computers) 78101 - Motion picture, television and other theatrical casting activities 87200 - Residential care activities for learning difficulties, mental health and substance abuse 02100 - Silviculture and other forestry activities 06200 - Extraction of natural gas 11070 - Manufacture of soft drinks; production of mineral waters and other bottled waters 13990 - Manufacture of other textiles n.e.c. 15120 - Manufacture of luggage, handbags and the like, saddlery and harness 16230 - Manufacture of other builders' carpentry and joinery 18130 - Pre-press and pre-media services 29100 - Manufacture of motor vehicles 30300 - Manufacture of air and spacecraft and related machinery 38210 - Treatment and disposal of non-hazardous waste 43320 - Joinery installation 46110 - Agents selling agricultural raw materials, livestock, textile raw materials and semi-finished goods 46130 - Agents involved in the sale of timber and building materials 46341 - Wholesale of fruit and vegetable juices, mineral water and soft drinks 46730 - Wholesale of wood, construction materials and sanitary equipment 47650 - Retail sale of games and toys in specialised stores 47820 - Retail sale via stalls and markets of textiles, clothing and footwear 47890 - Retail sale via stalls and markets of other goods 75000 - Veterinary activities 85422 - Post-graduate level higher education 88100 - Social work activities without accommodation for the elderly and disabled 14131 - Manufacture of other men's outerwear 20130 - Manufacture of other inorganic basic chemicals 32409 - Manufacture of other games and toys, n.e.c. 33140 - Repair of electrical equipment 43341 - Painting 45190 - Sale of other motor vehicles 46220 - Wholesale of flowers and plants 47510 - Retail sale of textiles in specialised stores 47730 - Dispensing chemist in specialised stores 47782 - Retail sale by opticians 47799 - Retail sale of other second-hand goods in stores (not incl. antiques) 55201 - Holiday centres and villages 65201 - Life reinsurance 84120 - Regulation of health care, education, cultural and other social services, not incl. social security 84230 - Justice and judicial activities 9305 - Other service activities n.e.c. 97000 - Activities of households as employers of domestic personnel 03110 - Marine fishing 10832 - Production of coffee and coffee substitutes 17120 - Manufacture of paper and paperboard 20140 - Manufacture of other organic basic chemicals 20411 - Manufacture of soap and detergents 24410 - Precious metals production 28290 - Manufacture of other general-purpose machinery n.e.c. 32300 - Manufacture of sports goods 35230 - Trade of gas through mains 43342 - Glazing 47429 - Retail sale of telecommunications equipment other than mobile telephones 47722 - Retail sale of leather goods in specialised stores 47760 - Retail sale of flowers, plants, seeds, fertilizers, pet animals and pet food in specialised stores 49200 - Freight rail transport 63910 - News agency activities 64110 - Central banking 6523 - Other financial intermediation 86102 - Medical nursing home activities 18203 - Reproduction of computer media 19201 - Mineral oil refining 29310 - Manufacture of electrical and electronic equipment for motor vehicles and their engines 43120 - Site preparation 43310 - Plastering 46330 - Wholesale of dairy products, eggs and edible oils and fats 46740 - Wholesale of hardware, plumbing and heating equipment and supplies 47430 - Retail sale of audio and video equipment in specialised stores 51210 - Freight air transport 53201 - Licensed carriers 55300 - Recreational vehicle parks, trailer parks and camping grounds 77342 - Renting and leasing of freight water transport equipment 82911 - Activities of collection agencies 82920 - Packaging activities 91030 - Operation of historical sites and buildings and similar visitor attractions 01610 - Support activities for crop production 02400 - Support services to forestry 10821 - Manufacture of cocoa and chocolate confectionery 10831 - Tea processing 10840 - Manufacture of condiments and seasonings 14120 - Manufacture of workwear 15200 - Manufacture of footwear 17230 - Manufacture of paper stationery 18201 - Reproduction of sound recording 20301 - Manufacture of paints, varnishes and similar coatings, mastics and sealants 24450 - Other non-ferrous metal production 25620 - Machining 26120 - Manufacture of loaded electronic boards 26512 - Manufacture of electronic industrial process control equipment 28131 - Manufacture of pumps 46210 - Wholesale of grain, unmanufactured tobacco, seeds and animal feeds 46660 - Wholesale of other office machinery and equipment 46770 - Wholesale of waste and scrap 47620 - Retail sale of newspapers and stationery in specialised stores 47630 - Retail sale of music and video recordings in specialised stores 77341 - Renting and leasing of passenger water transport equipment 84130 - Regulation of and contribution to more efficient operation of businesses 84240 - Public order and safety activities 84250 - Fire service activities 85410 - Post-secondary non-tertiary education 91012 - Archives activities 95110 - Repair of computers and peripheral equipment 08910 - Mining of chemical and fertilizer minerals 10850 - Manufacture of prepared meals and dishes 13100 - Preparation and spinning of textile fibres 27110 - Manufacture of electric motors, generators and transformers 27320 - Manufacture of other electronic and electric wires and cables 42120 - Construction of railways and underground railways 4525 - Other special trades construction 46360 - Wholesale of sugar and chocolate and sugar confectionery 46610 - Wholesale of agricultural machinery, equipment and supplies 47220 - Retail sale of meat and meat products in specialised stores 49319 - Other urban, suburban or metropolitan passenger land transport (not underground, metro or similar) 64305 - Activities of property unit trusts 6512 - Other monetary intermediation 79901 - Activities of tourist guides 84220 - Defence activities 93191 - Activities of racehorse owners 01130 - Growing of vegetables and melons, roots and tubers 05102 - Open cast coal working 10410 - Manufacture of oils and fats 13300 - Finishing of textiles 13921 - Manufacture of soft furnishings 17290 - Manufacture of other articles of paper and paperboard n.e.c. 20150 - Manufacture of fertilizers and nitrogen compounds 22220 - Manufacture of plastic packing goods 23190 - Manufacture and processing of other glass, including technical glassware 23700 - Cutting, shaping and finishing of stone 24100 - Manufacture of basic iron and steel and of ferro-alloys 25610 - Treatment and coating of metals 30110 - Building of ships and floating structures 30120 - Building of pleasure and sporting boats 33120 - Repair of machinery 33150 - Repair and maintenance of ships and boats 35220 - Distribution of gaseous fuels through mains 3614 - Manufacture of other furniture 43991 - Scaffold erection 46431 - Wholesale of audio tapes, records, CDs and video tapes and the equipment on which these are played 46650 - Wholesale of office furniture 47210 - Retail sale of fruit and vegetables in specialised stores 47530 - Retail sale of carpets, rugs, wall and floor coverings in specialised stores 52101 - Operation of warehousing and storage facilities for water transport activities 58120 - Publishing of directories and mailing lists 74203 - Film processing 88910 - Child day-care activities 91020 - Museums activities 91040 - Botanical and zoological gardens and nature reserves activities 95210 - Repair of consumer electronics 01280 - Growing of spices, aromatic, drug and pharmaceutical crops 01300 - Plant propagation 01410 - Raising of dairy cattle 01629 - Support activities for animal production (other than farm animal boarding and care) n.e.c. 01630 - Post-harvest crop activities 01700 - Hunting, trapping and related service activities 05101 - Deep coal mines 07100 - Mining of iron ores 07210 - Mining of uranium and thorium ores 10612 - Manufacture of breakfast cereals and cereals-based food 10860 - Manufacture of homogenized food preparations and dietetic food 13950 - Manufacture of non-wovens and articles made from non-wovens, except apparel 13960 - Manufacture of other technical and industrial textiles 14142 - Manufacture of women's underwear 18202 - Reproduction of video recording 20200 - Manufacture of pesticides and other agrochemical products 22110 - Manufacture of rubber tyres and tubes; retreading and rebuilding of rubber tyres 2213 - Publish journals & periodicals 23610 - Manufacture of concrete products for construction purposes 26301 - Manufacture of telegraph and telephone apparatus and equipment 26309 - Manufacture of communication equipment other than telegraph, and telephone apparatus and equipment 27310 - Manufacture of fibre optic cables 28110 - Manufacture of engines and turbines, except aircraft, vehicle and cycle engines 28140 - Manufacture of taps and valves 28150 - Manufacture of bearings, gears, gearing and driving elements 28220 - Manufacture of lifting and handling equipment 2852 - General mechanical engineering 2875 - Manufacture other fabricated metal products 29320 - Manufacture of other parts and accessories for motor vehicles 30200 - Manufacture of railway locomotives and rolling stock 30920 - Manufacture of bicycles and invalid carriages 31020 - Manufacture of kitchen furniture 33130 - Repair of electronic and optical equipment 33160 - Repair and maintenance of aircraft and spacecraft 33170 - Repair and maintenance of other transport equipment n.e.c. 38220 - Treatment and disposal of hazardous waste 46350 - Wholesale of tobacco products 46620 - Wholesale of machine tools 46630 - Wholesale of mining, construction and civil engineering machinery 47421 - Retail sale of mobile telephones 47591 - Retail sale of musical instruments and scores 5190 - Other wholesale 52243 - Cargo handling for land transport activities 6024 - Freight transport by road 64992 - Factoring 68202 - Letting and operating of conference and exhibition centres 7220 - Software consultancy and supply 77291 - Renting and leasing of media entertainment equipment 98200 - Undifferentiated service-producing activities of private households for own use 9999 - Dormant company 01250 - Growing of other tree and bush fruits and nuts 01420 - Raising of other cattle and buffaloes 01621 - Farm animal boarding and care 10200 - Processing and preserving of fish, crustaceans and molluscs 10730 - Manufacture of macaroni, noodles, couscous and similar farinaceous products 11020 - Manufacture of wine from grape 11040 - Manufacture of other non-distilled fermented beverages 12000 - Manufacture of tobacco products 13923 - manufacture of household textiles 16210 - Manufacture of veneer sheets and wood-based panels 17220 - Manufacture of household and sanitary goods and of toilet requisites 19209 - Other treatment of petroleum products (excluding petrochemicals manufacture) 20110 - Manufacture of industrial gases 20412 - Manufacture of cleaning and polishing preparations 22190 - Manufacture of other rubber products 2222 - Printing not elsewhere classified 23410 - Manufacture of ceramic household and ornamental articles 25720 - Manufacture of locks and hinges 25730 - Manufacture of tools 25930 - Manufacture of wire products, chain and springs 26520 - Manufacture of watches and clocks 26701 - Manufacture of optical precision instruments 26702 - Manufacture of photographic and cinematographic equipment 28490 - Manufacture of other machine tools 28940 - Manufacture of machinery for textile, apparel and leather production 29201 - Manufacture of bodies (coachwork) for motor vehicles (except caravans) 3162 - Manufacture other electrical equipment 32130 - Manufacture of imitation jewellery and related articles 33110 - Repair of fabricated metal products 35300 - Steam and air conditioning supply 3663 - Other manufacturing 42130 - Construction of bridges and tunnels 4534 - Other building installation 45400 - Sale, maintenance and repair of motorcycles and related parts and accessories 5010 - Sale of motor vehicles 50300 - Inland passenger water transport 5142 - Wholesale of clothing and footwear 52102 - Operation of warehousing and storage facilities for air transport activities 52241 - Cargo handling for water transport activities 55202 - Youth hostels 6330 - Travel agencies etc; tourist 6420 - Telecommunications 6603 - Non-life insurance/reinsurance 7012 - Buying & sell own real estate 7020 - Letting of own property 7411 - Legal activities 7440 - Advertising 7450 - Labour recruitment 77210 - Renting and leasing of recreational and sports goods 81229 - Other building and industrial cleaning activities 85530 - Driving school activities 91011 - Library activities 93210 - Activities of amusement parks and theme parks 94200 - Activities of trade unions 94920 - Activities of political organizations 95220 - Repair of household appliances and home and garden equipment 95250 - Repair of watches, clocks and jewellery 01210 - Growing of grapes 01290 - Growing of other perennial crops 01490 - Raising of other animals 03120 - Freshwater fishing 10512 - Butter and cheese production 10519 - Manufacture of other milk products 10910 - Manufacture of prepared feeds for farm animals 10920 - Manufacture of prepared pet foods 13200 - Weaving of textiles 14110 - Manufacture of leather clothes 1589 - Manufacture of other food products 18110 - Printing of newspapers 18121 - Manufacture of printed labels 20160 - Manufacture of plastics in primary forms 20170 - Manufacture of synthetic rubber in primary forms 2051 - Manufacture of other products of wood 2121 - Manufacture of cartons, boxes & cases of corrugated paper & paperboard 23510 - Manufacture of cement 24200 - Manufacture of tubes, pipes, hollow profiles and related fittings, of steel 24420 - Aluminium production 2452 - Manufacture perfumes & toilet preparations 2466 - Manufacture of other chemical products 25120 - Manufacture of doors and windows of metal 25940 - Manufacture of fasteners and screw machine products 2625 - Manufacture of other ceramic products 26600 - Manufacture of irradiation, electromedical and electrotherapeutic equipment 27200 - Manufacture of batteries and accumulators 27510 - Manufacture of electric domestic appliances 28120 - Manufacture of fluid power equipment 28930 - Manufacture of machinery for food, beverage and tobacco processing 2954 - Manufacture for textile, apparel & leather 30400 - Manufacture of military fighting vehicles 30990 - Manufacture of other transport equipment n.e.c. 42910 - Construction of water projects 43110 - Demolition 46230 - Wholesale of live animals 46640 - Wholesale of machinery for the textile industry and of sewing and knitting machines 47260 - Retail sale of tobacco products in specialised stores 47300 - Retail sale of automotive fuel in specialised stores 47520 - Retail sale of hardware, paints and glass in specialised stores 49311 - Urban and suburban passenger railway transportation by underground, metro and similar systems 49500 - Transport via pipeline 5147 - Wholesale of other household goods 5244 - Retail furniture household etc 53100 - Postal activities under universal service obligation 5510 - Hotels & motels with or without restaurant 5530 - Restaurants 6711 - Administration of financial markets 7031 - Real estate agencies 7412 - Accounting, auditing; tax consult 77120 - Renting and leasing of trucks and other heavy vehicles 77299 - Renting and leasing of other personal and household goods 81291 - Disinfecting and exterminating services 9220 - Radio and television activities 9234 - Other entertainment activities 9261 - Operate sports arenas & stadiums 9271 - Gambling and betting activities 95230 - Repair of footwear and leather goods 95240 - Repair of furniture and home furnishings 98100 - Undifferentiated goods-producing activities of private households for own use 01240 - Growing of pome fruits and stone fruits 01270 - Growing of beverage crops 0141 - Agricultural service activities 01440 - Raising of camels and camelids 03210 - Marine aquaculture 03220 - Freshwater aquaculture 08110 - Quarrying of ornamental and building stone, limestone, gypsum, chalk and slate 08920 - Extraction of peat 10110 - Processing and preserving of meat 10511 - Liquid milk and cream production 10520 - Manufacture of ice cream 10620 - Manufacture of starches and starch products 10720 - Manufacture of rusks and biscuits; manufacture of preserved pastry goods and cakes 10810 - Manufacture of sugar 10822 - Manufacture of sugar confectionery 11030 - Manufacture of cider and other fruit wines 13910 - Manufacture of knitted and crocheted fabrics 13931 - Manufacture of woven or tufted carpets and rugs 13940 - Manufacture of cordage, rope, twine and netting 15110 - Tanning and dressing of leather; dressing and dyeing of fur 1533 - Process etc. fruit, vegetables 1581 - Manufacture of bread, fresh pastry & cakes 1596 - Manufacture of beer 16100 - Sawmilling and planing of wood 16240 - Manufacture of wooden containers 16290 - Manufacture of other products of wood; manufacture of articles of cork, straw and plaiting materials 17110 - Manufacture of pulp 17211 - Manufacture of corrugated paper and paperboard, sacks and bags 17240 - Manufacture of wallpaper 1725 - Other textile weaving 1730 - Finishing of textiles 1752 - Manufacture cordage, rope, twine & netting 18140 - Binding and related services 1822 - Manufacture of other outerwear 1824 - Manufacture other wearing apparel etc. 2010 - Sawmill, plane, impregnation wood 2030 - Manufacture builders' carpentry & joinery 20302 - Manufacture of printing ink 20510 - Manufacture of explosives 20530 - Manufacture of essential oils 2123 - Manufacture of paper stationery 2125 - Manufacture of paper & paperboard goods 2215 - Other publishing 22210 - Manufacture of plastic plates, sheets, tubes and profiles 22230 - Manufacture of builders ware of plastic 23120 - Shaping and processing of flat glass 23140 - Manufacture of glass fibres 23200 - Manufacture of refractory products 23310 - Manufacture of ceramic tiles and flags 23630 - Manufacture of ready-mixed concrete 23990 - Manufacture of other non-metallic mineral products n.e.c. 24330 - Cold forming or folding 24440 - Copper production 2451 - Manufacture soap & detergents, polishes etc. 24510 - Casting of iron 25210 - Manufacture of central heating radiators and boilers 25910 - Manufacture of steel drums and similar containers 2611 - Manufacture of flat glass 26513 - Manufacture of non-electronic measuring, testing etc. equipment, not for industrial process control 2742 - Aluminium production 28250 - Manufacture of non-domestic cooling and ventilation equipment 28301 - Manufacture of agricultural tractors 28302 - Manufacture of agricultural and forestry machinery other than tractors 28960 - Manufacture of plastics and rubber machinery 2924 - Manufacture of other general machinery 2952 - Manufacture machines for mining, quarry etc. 2971 - Manufacture of electric domestic appliances 30910 - Manufacture of motorcycles 32200 - Manufacture of musical instruments 32401 - Manufacture of professional and arcade games and toys 3310 - Manufacture medical, orthopaedic etc. equipment 3350 - Manufacture of watches and clocks 3420 - Manufacture motor vehicle bodies etc. 3511 - Building and repairing of ships 3612 - Manufacture other office & shop furniture 38120 - Collection of hazardous waste 43130 - Test drilling and boring 4511 - Demolition buildings; earth moving 4522 - Erection of roof covering & frames 4531 - Installation electrical wiring etc. 4532 - Insulation work activities 4533 - Plumbing 4543 - Floor and wall covering 4550 - Rent construction equipment with operator 46240 - Wholesale of hides, skins and leather 46440 - Wholesale of china and glassware and cleaning materials 46491 - Wholesale of musical instruments 47230 - Retail sale of fish, crustaceans and molluscs in specialised stores 5050 - Retail sale of automotive fuel 5115 - Agents in household goods, etc. 51220 - Space transport 5134 - Wholesale of alcohol and other drinks 5141 - Wholesale of textiles 5143 - Wholesale electric household goods 5154 - Wholesale hardware, plumbing etc. 5170 - Other wholesale 5212 - Other retail non-specialised stores 52212 - Operation of rail passenger facilities at railway stations 52213 - Operation of bus and coach passenger facilities at bus and coach stations 5224 - Retail bread, cakes, confectionery 52242 - Cargo handling for air transport activities 5250 - Retail other secondhand goods 59140 - Motion picture projection activities 6010 - Transport via railways 6312 - Storage & warehousing 6323 - Other supporting air transport 6340 - Other transport agencies 6521 - Financial leasing 6601 - Life insurance/reinsurance 6712 - Security broking & fund management 7032 - Manage real estate, fee or contract 7134 - Rent other machinery & equip 7222 - Other software consultancy and supply 7260 - Other computer related activities 7413 - Market research, opinion polling 7484 - Other business activities 8021 - General secondary education 8042 - Adult and other education 81221 - Window cleaning services 82912 - Activities of credit bureaus 9112 - Professional organisations 9251 - Library and archives activities 95120 - Repair of communication equipment 95290 - Repair of personal and household goods n.e.c. 47810 - Retail sale via stalls and markets of food, beverages and tobacco products 17219 - Manufacture of other paper and paperboard containers 23320 - Manufacture of bricks, tiles and construction products, in baked clay 10130 - Production of meat and poultry meat products 31030 - Manufacture of mattresses 37000 - Sewerage 38310 - Dismantling of wrecks 01160 - Growing of fibre crops 01450 - Raising of sheep and goats 01470 - Raising of poultry 02300 - Gathering of wild growing non-wood products 10320 - Manufacture of fruit and vegetable juice 1740 - Manufacture made-up textiles, not apparel 2320 - Manufacture of refined petroleum products 23620 - Manufacture of plaster products for construction purposes 23690 - Manufacture of other articles of concrete, plaster and cement 24520 - Casting of steel 26514 - Manufacture of non-electronic industrial process control equipment 27520 - Manufacture of non-electric domestic appliances 28240 - Manufacture of power-driven hand tools 3210 - Manufacture of electronic components 42210 - Construction of utility projects for fluids 4544 - Painting and glazing 50400 - Inland freight water transport 5144 - Wholesale of china, wallpaper etc. 5152 - Wholesale of metals and metal ores 64192 - Building societies 7460 - Investigation & security 84210 - Foreign affairs 9211 - Motion picture and video production 4545 - Other building completion 5540 - Bars 01190 - Growing of other non-perennial crops 02200 - Logging 8531 - Social work with accommodation 08930 - Extraction of salt 14390 - Manufacture of other knitted and crocheted apparel 16220 - Manufacture of assembled parquet floors 1823 - Manufacture of underwear 23440 - Manufacture of other technical ceramic products 28922 - Manufacture of earthmoving equipment 32910 - Manufacture of brooms and brushes 5131 - Wholesale of fruit and vegetables 7420 - Architectural, technical consult 77310 - Renting and leasing of agricultural machinery and equipment 81223 - Furnace and chimney cleaning services 8514 - Other human health activities 9231 - Artistic & literary creation etc 01120 - Growing of rice 01460 - Raising of swine/pigs 08120 - Operation of gravel and sand pits; mining of clays and kaolin 10120 - Processing and preserving of poultry meat 10611 - Grain milling 11060 - Manufacture of malt 13922 - manufacture of canvas goods, sacks, etc. 13939 - Manufacture of other carpets and rugs 14141 - Manufacture of men's underwear 14200 - Manufacture of articles of fur 1920 - Manufacture of luggage & the like, saddlery 20120 - Manufacture of dyes and pigments 2225 - Ancillary printing operations 23110 - Manufacture of flat glass 23490 - Manufacture of other ceramic products n.e.c. 2415 - Manufacture fertilizers, nitrogen compounds 2430 - Manufacture of paints, print ink & mastics etc. 24430 - Lead, zinc and tin production 24530 - Casting of light metals 25290 - Manufacture of other tanks, reservoirs and containers of metal 25300 - Manufacture of steam generators, except central heating hot water boilers 25400 - Manufacture of weapons and ammunition 25710 - Manufacture of cutlery 25920 - Manufacture of light metal packaging 26800 - Manufacture of magnetic and optical media 2710 - Manufacture of basic iron & steel & of Ferro-alloys 28410 - Manufacture of metal forming machinery 29202 - Manufacture of trailers and semi-trailers 2922 - Manufacture of lift & handling equipment 3110 - Manufacture electric motors, generators etc. 32110 - Striking of coins 3622 - Manufacture of jewellery & related 4523 - Construction roads, airfields etc. 4542 - Joinery installation 5114 - Agents in industrial equipment, etc. 5145 - Wholesale of perfume and cosmetics 5226 - Retail sale of tobacco products 5227 - Other retail food etc. specialised 5242 - Retail sale of clothing 5245 - Retail electric h'hold, etc. goods 7140 - Rent personal & household goods 7210 - Hardware consultancy 7221 - Software publishing 7470 - Other cleaning activities 7482 - Packaging activities 8041 - Driving school activities 84300 - Compulsory social security activities 8512 - Medical practice activities 8513 - Dental practice activities 9500 - Private households with employees 9800 - Residents property management 5248 - Other retail specialist stores 6022 - Taxi operation 2212 - Publishing of newspapers 25500 - Forging, pressing, stamping and roll-forming of metal; powder metallurgy 27330 - Manufacture of wiring devices 47741 - Retail sale of hearing aids 5185 - Wholesale of other office machinery & equipment 23430 - Manufacture of ceramic insulators and insulating fittings 28923 - Manufacture of equipment for concrete crushing and screening and roadworks 5231 - Dispensing chemists 5247 - Retail books, newspapers etc. 20520 - Manufacture of glues 2112 - Manufacture of paper & paperboard 2211 - Publishing of books 24540 - Casting of other non-ferrous metals 5020 - Maintenance & repair of motors 5132 - Wholesale of meat and meat products 5211 - Retail in non-specialised stores holding an alcohol licence, with food, beverages or tobacco predominating, not elsewhere classified 5241 - Retail sale of textiles 5552 - Catering 77220 - Renting of video tapes and disks 01220 - Growing of tropical and subtropical fruits 10420 - Manufacture of margarine and similar edible fats 2811 - Manufacture metal structures & parts 28210 - Manufacture of ovens, furnaces and furnace burners 28910 - Manufacture of machinery for metallurgy 28921 - Manufacture of machinery for mining 7110 - Renting of automobiles 9272 - Other recreational activities nec 5263 - Other non-store retail sale 5186 - Wholesale of other electronic parts & equipment 5184 - Wholesale of computers, computer peripheral equipment & software 01640 - Seed processing for propagation 1598 - Produce mineral water, soft drinks 5261 - Retail sale via mail order houses 9301 - Wash & dry clean textile & fur 01230 - Growing of citrus fruits 01260 - Growing of oleaginous fruits 0130 - Crops combined with animals, mixed farms 1010 - Mining & agglomeration of hard coal 14310 - Manufacture of knitted and crocheted hosiery 1717 - Preparation & spin of other textiles 20600 - Manufacture of man-made fibres 23520 - Manufacture of lime and plaster 23910 - Production of abrasive products 2513 - Manufacture of other rubber products 2522 - Manufacture of plastic pack goods 2524 - Manufacture of other plastic products 2621 - Manufacture of ceramic household etc. goods 2743 - Lead, zinc and tin production 28132 - Manufacture of compressors 28230 - Manufacture of office machinery and equipment (except computers and peripheral equipment) 28950 - Manufacture of machinery for paper and paperboard production 29203 - Manufacture of caravans 2940 - Manufacture of machine tools 2943 - Manufacture of other machine tools not elsewhere classified 3630 - Manufacture of musical instruments 4010 - Production 4013 - Distribution & trade in electricity 5111 - Agents agricultural & textile raw materials 5116 - Agents in textiles, footwear etc. 5118 - Agents in particular products 5119 - Agents in sale of variety of goods 5139 - Non-specialised wholesale food, etc. 5153 - Wholesale wood, construction etc. 5221 - Retail of fruit and vegetables 52211 - Operation of rail freight terminals 6120 - Inland water transport 6210 - Scheduled air transport 6322 - Other supporting water transport 6511 - Central banking 7230 - Data processing 7240 - Data base activities 7250 - Maintenance office & computing mach 7430 - Technical testing and analysis 7481 - Portrait photographic activities, other specialist photography, film processing 8030 - Higher education 9213 - Motion picture projection 9262 - Other sporting activities 9304 - Physical well-being activities 23420 - Manufacture of ceramic sanitary fixtures 0111 - Grow cereals & other crops 05200 - Mining of lignite 19100 - Manufacture of coke oven products 23130 - Manufacture of hollow glass 5113 - Agents in building materials 5157 - Wholesale of waste and scrap 9302 - Hairdressing & other beauty treatment 10310 - Processing and preserving of potatoes 1552 - Manufacture of ice cream 3002 - Manufacture computers & process equipment 6321 - Other supporting land transport 6412 - Courier other than national post 01150 - Growing of tobacco 2923 - Manufacture non-domestic ventilation 3140 - Manufacture of accumulators, batteries etc. 3611 - Manufacture of chairs and seats 4541 - Plastering 5521 - Youth hostels and mountain refuges 7122 - Rent water transport equipment 7132 - Rent civil engineering machinery 8022 - Technical & vocational secondary 7133 - Rent office machinery inc computers 01140 - Growing of sugar cane 2956 - Manufacture other special purpose machine 6023 - Other passenger land transport 8532 - Social work without accommodation 9003 - Sanitation remediation and similar activities 1571 - Manufacture of prepared farm animal feeds 5117 - Agents in food, drink & tobacco 5156 - Wholesale other intermediate goods 77352 - Renting and leasing of freight air transport equipment 9600 - Undifferentiated goods producing activities of private households for own use 24460 - Processing of nuclear fuel 2862 - Manufacture of tools 3520 - Manufacture of railway locomotives & stock 5136 - Wholesale sugar, chocolate etc. 5232 - Retail medical & orthopaedic goods 3230 - Manufacture TV & radio, sound or video etc. 5511 - Hotels & motels 2874 - Manufacture fasteners, screw, chains etc. 2416 - Manufacture of plastics in primary forms 3410 - Manufacture of motor vehicles 4012 - Transmission of electricity 5225 - Retail alcoholic & other beverages 5030 - Sale of motor vehicle parts etc. 2851 - Treatment and coat metals 5243 - Retail of footwear & leather goods 1513 - Production meat & poultry products 1583 - Manufacture of sugar 1723 - Worsted-type weaving 1910 - Tanning and dressing of leather 2812 - Manufacture builders' carpentry of metal 2912 - Manufacture of pumps & compressors 3130 - Manufacture of insulated wire & cable 4030 - Steam and hot water supply 5138 - Wholesale other food inc fish, etc. 5164 - Wholesale office machinery & equip 5274 - Repair not elsewhere classified 6311 - Cargo handling 6411 - National post activities 6522 - Other credit granting 6713 - Auxiliary financial intermed 8010 - Primary education 2214 - Publishing of sound recordings 9131 - Religious organisations 0501 - Fishing 23640 - Manufacture of mortars 3320 - Manufacture instruments for measuring etc. 5233 - Retail cosmetic & toilet articles 7524 - Public security, law & order 24310 - Cold drawing of bars 5222 - Retail of meat and meat products 5272 - Repair electrical household goods 4020 - Mfr of gas; mains distribution 3430 - Manufacture motor vehicle & engine parts 2661 - Manufacture concrete goods for construction 3710 - Recycling of metal waste and scrap 3720 - Recycling non-metal waste & scrap 6021 - Other scheduled passenger land transport 6110 - Sea and coastal water transport 7310 - R & d on nat sciences & engineering 2223 - Bookbinding and finishing 1110 - Extraction petroleum & natural gas 2441 - Manufacture of basic pharmaceutical prods 2681 - Production of abrasive products 2821 - Manufacture tanks, etc. & metal containers 3541 - Manufacture of motorcycles 5135 - Wholesale of tobacco products 5223 - Retail of fish, crustaceans etc. 6720 - Auxiliary insurance & pension fund 2413 - Manufacture other inorganic basic chemicals 5146 - Wholesale of pharmaceutical goods 0150 - Hunting and game rearing inc. services 1320 - Mining non-ferrous metal ores 1711 - Prepare & spin cotton-type fibres 1713 - Prepare & spin worsted-type fibres 1721 - Cotton-type weaving 1751 - Manufacture of carpets and rugs 2231 - Reproduction of sound recording 23650 - Manufacture of fibre cement 24340 - Cold drawing of wire 2612 - Shaping & process of flat glass 2733 - Cold forming or folding 2873 - Manufacture of wire products 3340 - Manufacture optical, photographic etc. equipment 3640 - Manufacture of sports goods 5112 - Agents in sale of fuels, ores, etc. 6220 - Non-scheduled air transport 7514 - Support services for government 9002 - Collection and treatment of other waste 9232 - Operation of arts facilities 9303 - Funeral and related activities
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0.0000619 0.0000504 0.0e+00 0.0001299 0.00e+00 0.0000790 0.00e+00 6.20e-06 0.0e+00 7.70e-06 0.00e+00 1.54e-05 0.00e+00 1.16e-05 1.16e-05 1.27e-05 1.84e-05 0.0e+00 7.70e-06 0.00e+00 0.00e+00 0.0003972 1.36e-05 0.0e+00 0.0e+00 0.0001171 0.0001215 0.0004113 0.0000568 0.0000198 0.0000543 1.36e-05 0.0000940 6.00e-06 2.78e-05 7.70e-06 1.25e-05 1.36e-05 0.0002708 0.0e+00 0.0e+00 0.0000503 3.18e-05 1.16e-05 0.00e+00 7.20e-06 0.00e+00 0.0e+00 7.60e-05 3.33e-05 1.39e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 5.81e-05 0.00e+00 0.00e+00 6.20e-06 5.78e-05 3.26e-05 0.00e+00 7.20e-06 4.58e-05 1.49e-05 0.00e+00 6.40e-06 7.20e-06 6.20e-06 0.0e+00 2.86e-05 7.70e-06 1.79e-05 0.00e+00 7.20e-06 1.79e-05 0.00e+00 1.24e-05 2.63e-05 6.20e-06 0.00e+00 0.0000739 3.67e-05 3.32e-05 1.36e-05 0.0e+00 2.26e-05 0.00e+00 2.06e-05 1.27e-05 0.00e+00 0.0e+00 6.20e-06 1.87e-05 7.20e-06 7.70e-06 1.42e-05 1.87e-05 0.00e+00 0.00e+00 1.29e-05 6.20e-06 1.94e-05 0.00e+00 0.00e+00 3.87e-05 0.0e+00 0.00e+00 1.87e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 1.16e-05 0.0e+00 6.20e-06 7.70e-06 1.16e-05 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 1.27e-05 0.00e+00 0.00e+00 0.00e+00 6.00e-06 0.00e+00 4.53e-05 0.00e+00 6.00e-06 0.00e+00 1.16e-05 6.40e-06 0.00e+00 0.00e+00 6.00e-06 1.76e-05 0.00e+00 0.00e+00 6.40e-06 0.0e+00 6.40e-06 0.00e+00 6.20e-06 6.20e-06 6.20e-06 2.38e-05 1.39e-05 1.22e-05 6.2e-06 1.27e-05 0.00e+00 0.0e+00 0.00e+00 1.81e-05 0.0e+00 0.00e+00 0.0e+00 0.00e+00 1.54e-05 0.0e+00 0.0e+00 2.40e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 7.20e-06 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 1.37e-05 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 7.7e-06 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 6.40e-06 0.00e+00 0.00e+00 0.00e+00 0.00e+00 6.00e-06 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 6.00e-06 0.00e+00 0.0e+00 6.40e-06 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 6.00e-06 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 6.0e-06 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 1.16e-05 0.0e+00 0.00e+00 7.7e-06 0.0e+00 0.00e+00 0.0e+00 7.2e-06 7.2e-06 1.16e-05 6.40e-06 6.4e-06 6.4e-06 6.4e-06 0.00e+00 7.70e-06 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 6.0e-06 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
2 0.0443489 0.0029330 0.0243489 0.0040202 0.0653097 0.0060430 0.0018710 0.0201770 0.0310999 0.0305689 0.0001517 0.0287737 0.0136030 0.0141087 0.0113780 0.0001264 0.0010619 0.0068015 0.0001517 0.0585082 0.0067509 0.0050316 0.0011378 0.0005563 0.0057901 0.0035145 0.0023515 0.0041719 0.0006321 0.0078382 0.0115297 0.0023767 0.0019469 0.0000759 0.0089254 0.0066498 0.0035904 0.0089001 0.0024020 0.0073325 0.0006574 0.0015424 0.0021745 0.0018205 0.0039697 0.0036157 0.0015676 0.0002781 0.0158534 0.0020986 0.0056890 0.0016182 0.0089507 0.0028066 0.0015676 0.0083944 0.0327686 0.0009355 0.0072566 0.0021745 0.0032870 0.0229836 0.0019216 0.0008091 0.0016688 0.0001264 0.0004804 0.0003287 0.0022756 0.0003287 0.0014918 0.0017446 0.0005057 0.0197472 0.0006827 0.0015929 0.0020228 0.0016435 0.0017446 0.0010619 0.0043489 0.0019216 0.0040708 0.0004804 0.0004046 0.0183312 0.0003540 0.0011125 0.0098357 0.0065740 0.0000759 0.0016688 0.0003287 0.0011631 0.0013906 0.0032364 0.0005815 0.0002276 0.0011125 0.0000759 0.0036157 0.0066751 0.0122630 0.0000253 0.0003793 0.0056384 0.0109482 0.0099368 0.0000506 0.0002276 0.0003540 0.0008850 0.0023767 0.0001264 0.0116308 0.0008344 0.0005310 0.0003793 0.0000759 0.0001517 0.0005563 0.0015424 0.0006321 0.0006068 0.0016435 0.0058660 0.0010619 0.0005815 0.0023262 0.0019469 0.0033375 0.0004804 0.0026549 0.0071555 0.0000506 0.0000253 0.0000000 0.0010367 0.0004551 0.0011378 0.0020480 0.0012895 0.0059418 0.0000253 0.0039191 0.0000506 0.0036915 0.0000759 0.0018963 0.0000000 0.0009608 0.0007080 0.0016688 0.0052592 0.0000506 0.0010619 0.0051833 0.0015424 0.0001770 0.0002781 0.0006827 0.0004804 0.0013654 0.0013906 0.0014412 0.0006321 0.0003793 0.0005563 0.0010872 0.0009861 0.0006321 0.0007585 0.0002781 0.0005563 0.0007080 0.0006827 0.0013401 0.0054109 0.0020228 0.0004551 0.0009355 0.0010619 0.0001264 0.0001264 0.0000000 0.0004804 0.0002781 0.0007080 0.0018458 0.0004551 0.0003287 0.0010367 0.0000759 0.0011884 0.0008597 0.0000000 0.0012137 0.0001770 0.0006321 0.0003793 0.0013906 0.0002528 0.0002528 0.0002276 0.0005057 0.0015171 0.0023515 0.0001264 0.0003793 0.0008597 0.0002276 0.0000759 0.0002528 0.0070038 0.0001770 0.0000506 0.0002276 0.0009102 0.0002781 0.0000000 0.0010872 0.0001011 0.0020228 0.0005310 0.0012642 0.0002781 0.0000000 0.0006068 0.0000506 0.0002023 0.0000000 0.0001264 0.0001517 0.0000506 0.0002781 0.0019975 0.0009608 0.0005057 0.0002528 0.0011631 0.0002276 0.0002781 0.0001011 0.0012137 0.0002528 0.0003034 0.0002781 0.0005815 0.0001264 0.0033375 0.0000759 0.0004551 0.0005815 0.0006827 0.0002781 0.0000253 0.0001011 0.0003540 0.0000759 0.0000253 0.0004046 0.0001517 0.0007585 0.0006068 0.0012389 0.0013654 0.0001011 0.0009102 0.0000253 0.0017446 0.0004551 0.0002023 0.0004804 0.0001011 0.0011125 0.0037674 0.0016688 0.0001770 0.0001517 0.0002023 0.0005563 0.0017699 0.0009355 0.0000759 0.0001011 0.0004804 0.0000253 0.0002023 0.0008091 0.0007332 0.0014918 0.0001011 0.0002276 0.0000253 0.0003287 0.0003287 0.0003540 0.0002781 0.0000253 0.0007080 0.0014918 0.0005057 0.0015171 0.0002528 0.0004551 0.0001264 0.0000253 0.0002023 0.0011378 0.0000506 0.0000000 0.0001770 0.0004298 0.0004298 0.0008344 0.0004046 0.0000506 0.0000759 0.0001011 0.0017446 0.0005057 0.0006321 0.0008597 0.0006321 0.0005563 0.0016941 0.0010114 0.0002276 0.0002781 0.0012137 0.0007838 0.0000253 0.0001770 0.0009861 0.0037168 0.0006321 0.0001770 0.0012895 0.0011378 0.0003034 0.0002276 0.0000506 0.00e+00 0.0011125 0.0000506 0.0000253 0.0003034 2.53e-05 0.0002023 7.59e-05 0.0000000 0.0002276 0.0001011 0.0000759 0.0004298 0.0000759 0.0007585 0.0010872 0.0006068 0.0006321 0.0001264 0.0002276 0.0000759 0.0000000 0.0012389 0.0002276 5.06e-05 0.0000506 0.0006827 0.0019216 0.0004046 0.0002276 0.0001517 0.0002781 0.0008597 0.0001011 0.0000000 0.0001264 0.0001517 0.0000253 0.0001011 0.0001011 0.0002023 0.0001011 0.0001011 0.0000759 0.0001517 0.0003034 0.0003793 0.0001011 7.59e-05 0.0000506 7.59e-05 0.0000506 0.0000506 0.0001770 0.0001011 0.0002528 0.0003793 0.0002528 0.0000253 0.0001011 0.0001264 0.0002528 0.0003793 0.0000000 0.0006321 0.0000759 0.0001770 7.59e-05 0.0001264 2.53e-05 0.0033123 0.00e+00 0.0003540 0.0001517 0.0012642 0.0003034 0.0001264 0.00e+00 0.0001517 0.0000253 0.00e+00 0.0001264 0.00e+00 0.0001517 0.0003287 0.0001517 0.0000506 0.0001011 0.0000253 0.00e+00 0.0003287 0.0000506 2.53e-05 0.0000506 2.53e-05 0.0004298 0.0001011 0.00e+00 0.00e+00 0.0003287 0.0001011 0.0001011 0.0015676 0.0004804 0.0000000 0.0001264 0.0001770 0.0014918 0.0001770 0.0000253 0.0003034 0.0000506 0.0000253 2.53e-05 0.0000759 2.53e-05 2.53e-05 0.00e+00 7.59e-05 0.00e+00 0.0001264 0.0001517 0.00e+00 5.06e-05 0.0001517 0.0000506 0.00e+00 0.0001517 0.00e+00 0.0001770 0.00e+00 0.0000253 0.00e+00 2.53e-05 5.06e-05 2.53e-05 0.0000506 0.00e+00 0.00e+00 0.0000759 2.53e-05 0.0000253 0.0001517 0.0001770 0.0001011 0.0008344 5.06e-05 0.0000506 0.0001517 5.06e-05 0.0020480 0.0001517 0.00e+00 0.0005310 0.00e+00 0.0000759 0.0001770 2.53e-05 0.0003287 0.0000759 0.0000000 7.59e-05 0.00e+00 2.53e-05 0.0001011 2.53e-05 2.53e-05 0.0001011 0.0000253 0.0003287 0.00e+00 0.0002023 2.53e-05 2.53e-05 7.59e-05 0.0000506 0.00e+00 0.0001011 0.0000506 0.0001264 0.00e+00 0.0000759 5.06e-05 2.53e-05 0.00e+00 2.53e-05 0.0000506 0.00e+00 0.0001011 0.0000759 0.0002276 0.00e+00 2.53e-05 0.00e+00 0.0004551 0.00e+00 0.0000506 0.00e+00 0.0000759 0.0005310 0.0000253 0.00e+00 0.0000000 0.0000000 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0001517 0.0008344 0.0004298 0.0000253 0.0000000 0.0000506 0.0001517 0.0002528 0.0000253 2.53e-05 0.00e+00 0.0000000 2.53e-05 7.59e-05 7.59e-05 0.00e+00 0.0001011 0.0001517 0.0005057 0.00e+00 0.0000759 0.0000253 0.0001264 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.0001011 2.53e-05 0.00e+00 0.00e+00 0.0003287 2.53e-05 0.00e+00 5.06e-05 2.53e-05 0.0002276 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.0001264 0.0000506 0.0004298 0.00e+00 0.00e+00 0.0002528 0.0001264 0.0003540 0.0002528 0.00e+00 0.00e+00 0.00e+00 0.0007332 0.00e+00 2.53e-05 0.00e+00 2.53e-05 0.0000000 0.0000506 0.0001770 0.0002023 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0000759 0.0001770 0.0000506 0.00e+00 0.0000000 0.00e+00 0.00e+00 2.53e-05 5.06e-05 5.06e-05 0.0e+00 0.0001264 0.00e+00 0.0000759 0.00e+00 0.0001517 1.77e-04 5.06e-05 0.00e+00 0.0001517 0.00e+00 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.0e+00 2.53e-05 2.53e-05 0.0000506 0.00e+00 0.0000000 0.00e+00 0.0e+00 0.0e+00 0.0e+00 2.53e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0001770 0.00e+00 0.0e+00 0.00e+00 5.06e-05 5.06e-05 2.53e-05 0.00e+00 0.00e+00 2.53e-05 7.59e-05 0.0000506 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 5.06e-05 0.0001011 0.0000506 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0001770 5.06e-05 0.00e+00 0.00e+00 7.59e-05 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0001264 0.0000759 2.53e-05 0.0004046 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 2.53e-05 0.0001264 0.0001770 0.0e+00 0.0004804 0.00e+00 0.0000759 0.00e+00 0.00e+00 0.0e+00 2.53e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 2.53e-05 0.00e+00 0.00e+00 0.0003540 2.53e-05 0.0e+00 0.0e+00 0.0001770 0.0000506 0.0003540 0.0001011 0.0002528 0.0000759 2.53e-05 0.0000253 2.53e-05 0.00e+00 0.00e+00 2.53e-05 0.00e+00 0.0002276 0.0e+00 0.0e+00 0.0001264 0.00e+00 2.53e-05 0.00e+00 2.53e-05 0.00e+00 0.0e+00 7.59e-05 0.00e+00 2.53e-05 0.0e+00 2.53e-05 2.53e-05 0.00e+00 2.53e-05 0.00e+00 0.00e+00 2.53e-05 0.00e+00 5.06e-05 0.00e+00 0.00e+00 2.53e-05 2.53e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 2.53e-05 0.00e+00 0.00e+00 2.53e-05 0.00e+00 7.59e-05 0.00e+00 0.00e+00 5.06e-05 0.00e+00 0.00e+00 0.0001264 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 2.53e-05 0.00e+00 0.0e+00 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.00e+00 7.59e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 7.59e-05 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 2.53e-05 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 7.59e-05 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 2.53e-05 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 2.53e-05 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 2.53e-05 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 2.53e-05 2.53e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
3 0.0423722 0.0123893 0.0448190 0.0076899 0.0190306 0.0101755 0.0087774 0.1304179 0.0213220 0.0310704 0.0001554 0.0332453 0.0167780 0.0116126 0.0129719 0.0013982 0.0015147 0.0148361 0.0000388 0.0164285 0.0135545 0.0040780 0.0014370 0.0006214 0.0518098 0.0053985 0.0130884 0.0029517 0.0015924 0.0071850 0.0131661 0.0022138 0.0049713 0.0003884 0.0056315 0.0100590 0.0078064 0.0040780 0.0021361 0.0062141 0.0007379 0.0032236 0.0017089 0.0044664 0.0022138 0.0071073 0.0043499 0.0016312 0.0042722 0.0015147 0.0106416 0.0024080 0.0058257 0.0025245 0.0013982 0.0043110 0.0054762 0.0099814 0.0067190 0.0041945 0.0034566 0.0037673 0.0053208 0.0011651 0.0026798 0.0001554 0.0018254 0.0004272 0.0050489 0.0003107 0.0027575 0.0020196 0.0012040 0.0077676 0.0012817 0.0030682 0.0020196 0.0036896 0.0018642 0.0018254 0.0050878 0.0027575 0.0027575 0.0006602 0.0005826 0.0107970 0.0003495 0.0020973 0.0045440 0.0056703 0.0002719 0.0015147 0.0001165 0.0023303 0.0024468 0.0015147 0.0005049 0.0005826 0.0006602 0.0001554 0.0030294 0.0027963 0.0085832 0.0002719 0.0002330 0.0031847 0.0046606 0.0076899 0.0000777 0.0013593 0.0001554 0.0015147 0.0029905 0.0005049 0.0024080 0.0007768 0.0010486 0.0003884 0.0001942 0.0002330 0.0011651 0.0006214 0.0005826 0.0003107 0.0017089 0.0015535 0.0005826 0.0010098 0.0013982 0.0019419 0.0019419 0.0008156 0.0016312 0.0020973 0.0006991 0.0003884 0.0001165 0.0010875 0.0015924 0.0013593 0.0017089 0.0010486 0.0034954 0.0000000 0.0020973 0.0001942 0.0019419 0.0006991 0.0013982 0.0000388 0.0012428 0.0010875 0.0006214 0.0033012 0.0001554 0.0009709 0.0024468 0.0011651 0.0009709 0.0002330 0.0005826 0.0021361 0.0007379 0.0017089 0.0012040 0.0008933 0.0008156 0.0003884 0.0002330 0.0008544 0.0001942 0.0006214 0.0003495 0.0009321 0.0007379 0.0005437 0.0018254 0.0020973 0.0009709 0.0005049 0.0005826 0.0008544 0.0000388 0.0004272 0.0000000 0.0003884 0.0006214 0.0007768 0.0019031 0.0002719 0.0001554 0.0010098 0.0001165 0.0008933 0.0005826 0.0001554 0.0012428 0.0001942 0.0003495 0.0007768 0.0012040 0.0003495 0.0000388 0.0005826 0.0001942 0.0006602 0.0009709 0.0001942 0.0003107 0.0015924 0.0003495 0.0001554 0.0004661 0.0034954 0.0001165 0.0000777 0.0002330 0.0006214 0.0001165 0.0000388 0.0018254 0.0001554 0.0009321 0.0022914 0.0017089 0.0002719 0.0003495 0.0003495 0.0001554 0.0006602 0.0000388 0.0001165 0.0002719 0.0001165 0.0000777 0.0007379 0.0007379 0.0003107 0.0003495 0.0008156 0.0001942 0.0001554 0.0001942 0.0006991 0.0000777 0.0001554 0.0001165 0.0007379 0.0006602 0.0018254 0.0000000 0.0003495 0.0007379 0.0007379 0.0004272 0.0000388 0.0002330 0.0003107 0.0002330 0.0001165 0.0000388 0.0003495 0.0007768 0.0008544 0.0012040 0.0006602 0.0002330 0.0008156 0.0001942 0.0008933 0.0005437 0.0003495 0.0001165 0.0002330 0.0003495 0.0014758 0.0020584 0.0001554 0.0001554 0.0001165 0.0001554 0.0003884 0.0003107 0.0002719 0.0000000 0.0002719 0.0001554 0.0002719 0.0004272 0.0006214 0.0013593 0.0001165 0.0000388 0.0007768 0.0006214 0.0000777 0.0015147 0.0000388 0.0001165 0.0005437 0.0007768 0.0003107 0.0007379 0.0006214 0.0006214 0.0000777 0.0000000 0.0002330 0.0005049 0.0003107 0.0000388 0.0004272 0.0001942 0.0003107 0.0006991 0.0003884 0.0001165 0.0000000 0.0000388 0.0008156 0.0001942 0.0003107 0.0004661 0.0001165 0.0004272 0.0006214 0.0006602 0.0003107 0.0002719 0.0007768 0.0002719 0.0000777 0.0001942 0.0001942 0.0013205 0.0003107 0.0003107 0.0011651 0.0004661 0.0003495 0.0004272 0.0000777 0.00e+00 0.0003107 0.0000000 0.0001165 0.0001942 3.88e-05 0.0003495 3.88e-05 0.0000388 0.0002330 0.0000388 0.0000000 0.0001942 0.0000388 0.0005437 0.0001165 0.0001942 0.0006991 0.0000000 0.0004272 0.0000777 0.0000000 0.0003495 0.0000000 0.00e+00 0.0000388 0.0005049 0.0007379 0.0001942 0.0002719 0.0000000 0.0002330 0.0002719 0.0000388 0.0000388 0.0001554 0.0000777 0.0000777 0.0000777 0.0001942 0.0001942 0.0001942 0.0002330 0.0000388 0.0001165 0.0002330 0.0001554 0.0000388 3.88e-05 0.0001165 0.00e+00 0.0000777 0.0000777 0.0001165 0.0000000 0.0001165 0.0001165 0.0003495 0.0000777 0.0001165 0.0000777 0.0001165 0.0003495 0.0000777 0.0003884 0.0000000 0.0004272 0.00e+00 0.0000777 0.00e+00 0.0006602 0.00e+00 0.0002330 0.0000388 0.0004272 0.0002330 0.0001165 0.00e+00 0.0004661 0.0001554 3.88e-05 0.0000777 3.88e-05 0.0001165 0.0003107 0.0003495 0.0000777 0.0000000 0.0000388 0.00e+00 0.0000388 0.0000777 3.88e-05 0.0001165 0.00e+00 0.0000777 0.0000777 3.88e-05 0.00e+00 0.0003884 0.0001165 0.0000388 0.0003495 0.0007379 0.0001165 0.0001165 0.0001942 0.0006214 0.0001942 0.0000388 0.0000777 0.0000000 0.0000000 3.88e-05 0.0001554 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.0001554 0.0000388 0.00e+00 3.88e-05 0.0002719 0.0000000 3.88e-05 0.0000000 3.88e-05 0.0000777 0.00e+00 0.0000000 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.0000000 3.88e-05 0.00e+00 0.0000777 3.88e-05 0.0001165 0.0004272 0.0001165 0.0000388 0.0003107 3.88e-05 0.0001165 0.0000777 7.77e-05 0.0003884 0.0001165 7.77e-05 0.0002719 0.00e+00 0.0003495 0.0002330 0.00e+00 0.0003107 0.0003884 0.0000000 0.00e+00 7.77e-05 0.00e+00 0.0000777 0.00e+00 3.88e-05 0.0002330 0.0001165 0.0002719 0.00e+00 0.0000388 3.88e-05 0.00e+00 0.00e+00 0.0000388 0.00e+00 0.0000777 0.0000000 0.0000777 0.00e+00 0.0000388 3.88e-05 3.88e-05 0.00e+00 0.00e+00 0.0000000 0.00e+00 0.0000388 0.0000388 0.0001554 0.00e+00 7.77e-05 0.00e+00 0.0007768 3.88e-05 0.0000388 0.00e+00 0.0000000 0.0000777 0.0003107 3.88e-05 0.0000000 0.0000000 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.0000777 0.0001942 0.0002719 0.0001554 0.0001165 0.0000388 0.0001942 0.0000777 0.0000388 0.00e+00 3.88e-05 0.0001165 7.77e-05 3.88e-05 0.00e+00 0.00e+00 0.0000388 0.0000388 0.0001554 0.00e+00 0.0000388 0.0001942 0.0000777 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0000000 7.77e-05 0.00e+00 0.00e+00 0.0001942 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.0000777 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.0001554 0.0000000 0.0001165 0.00e+00 0.00e+00 0.0001554 0.0000388 0.0005826 0.0000000 3.88e-05 0.00e+00 0.00e+00 0.0003107 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0000000 0.0000388 0.0000388 0.0000777 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0001554 0.0002330 0.0004661 0.00e+00 0.0000000 0.00e+00 0.00e+00 7.77e-05 7.77e-05 3.88e-05 0.0e+00 0.0000388 3.88e-05 0.0001942 0.00e+00 0.0001165 0.00e+00 3.88e-05 3.88e-05 0.0000388 7.77e-05 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.0e+00 3.88e-05 3.88e-05 0.0000777 3.88e-05 0.0000000 0.00e+00 0.0e+00 0.0e+00 0.0e+00 7.77e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 7.77e-05 0.0e+00 0.0000777 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 7.77e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0001554 0.0e+00 3.88e-05 0.0e+00 0.00e+00 0.00e+00 3.88e-05 0.0e+00 3.88e-05 0.0e+00 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0000388 0.0000388 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0000777 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.00e+00 3.88e-05 0.0e+00 0.00e+00 0.0000777 0.0001554 3.88e-05 0.0002719 0.00e+00 0.0e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0000000 0.0002330 0.0e+00 0.0001165 0.00e+00 0.0000388 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0005049 0.00e+00 0.0e+00 0.0e+00 0.0000777 0.0001942 0.0001554 0.0000000 0.0000388 0.0000777 0.00e+00 0.0000000 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0001554 0.0e+00 0.0e+00 0.0000388 3.88e-05 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.0e+00 3.88e-05 0.00e+00 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0000000 3.88e-05 3.88e-05 0.00e+00 0.0e+00 3.88e-05 0.00e+00 3.88e-05 7.77e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 7.77e-05 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.0e+00 0.0e+00 3.88e-05 3.88e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.0e+00 0.00e+00 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 3.88e-05 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 3.88e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.88e-05 0.00e+00 0.0e+00 0.00e+00 3.88e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 3.88e-05 0.0e+00 3.88e-05 3.88e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
4 0.0360899 0.0064865 0.0312529 0.0047121 0.0156029 0.0068861 0.0031455 0.0347741 0.0323093 0.0443812 0.0003096 0.0357162 0.0217941 0.0101603 0.0112119 0.0002843 0.0009871 0.0102524 0.0001098 0.0325993 0.0087047 0.0045817 0.0005730 0.0008770 0.0139566 0.0036838 0.0044475 0.0039532 0.0009964 0.0046393 0.0149180 0.0021216 0.0027147 0.0002256 0.0064724 0.0088173 0.0040302 0.0080483 0.0014336 0.0104816 0.0003489 0.0029217 0.0021268 0.0019899 0.0034703 0.0037880 0.0024369 0.0004109 0.0153225 0.0011560 0.0051801 0.0016942 0.0055699 0.0014415 0.0012313 0.0050347 0.0108299 0.0024075 0.0059860 0.0021537 0.0030329 0.0183367 0.0027436 0.0006962 0.0019277 0.0002624 0.0003635 0.0004609 0.0027518 0.0007170 0.0030834 0.0020951 0.0005835 0.0254161 0.0008825 0.0013058 0.0009456 0.0018616 0.0021824 0.0019963 0.0035726 0.0033660 0.0037506 0.0004549 0.0004130 0.0119243 0.0009236 0.0015520 0.0078608 0.0062882 0.0001675 0.0023060 0.0003315 0.0015469 0.0018344 0.0042996 0.0004072 0.0002685 0.0012730 0.0001179 0.0046173 0.0035460 0.0121942 0.0000834 0.0003617 0.0098891 0.0148581 0.0093878 0.0000648 0.0004673 0.0001596 0.0013189 0.0020580 0.0002467 0.0169324 0.0012099 0.0005529 0.0004484 0.0001920 0.0000928 0.0006939 0.0008789 0.0008913 0.0006530 0.0012642 0.0064907 0.0014699 0.0007178 0.0018248 0.0039678 0.0025972 0.0010502 0.0017920 0.0053780 0.0001939 0.0001990 0.0000188 0.0012096 0.0008588 0.0014100 0.0034088 0.0016424 0.0048639 0.0000212 0.0045729 0.0000689 0.0071505 0.0002053 0.0010977 0.0000076 0.0011877 0.0006438 0.0013168 0.0077908 0.0001650 0.0015034 0.0088468 0.0012940 0.0002783 0.0005507 0.0006178 0.0009376 0.0008338 0.0029807 0.0015663 0.0004393 0.0004249 0.0003830 0.0009745 0.0011776 0.0009638 0.0003854 0.0004890 0.0008604 0.0006166 0.0005761 0.0014066 0.0048440 0.0018462 0.0005072 0.0010498 0.0012044 0.0001493 0.0001735 0.0000242 0.0004997 0.0004200 0.0007149 0.0018938 0.0008022 0.0005245 0.0011741 0.0002036 0.0012144 0.0006489 0.0000791 0.0012850 0.0002208 0.0009394 0.0003207 0.0019519 0.0002957 0.0002101 0.0002254 0.0005596 0.0014616 0.0022697 0.0000611 0.0002461 0.0010080 0.0003039 0.0001010 0.0003286 0.0086837 0.0007242 0.0001476 0.0003344 0.0007205 0.0002027 0.0000783 0.0014899 0.0001360 0.0021523 0.0004819 0.0012845 0.0001402 0.0001340 0.0015616 0.0001085 0.0002091 0.0000416 0.0000723 0.0006095 0.0000886 0.0004577 0.0022931 0.0009626 0.0004730 0.0005396 0.0015210 0.0001669 0.0001300 0.0001385 0.0018747 0.0002867 0.0004388 0.0005688 0.0006179 0.0002388 0.0050404 0.0000815 0.0004186 0.0009362 0.0008372 0.0002587 0.0001834 0.0001660 0.0002452 0.0001580 0.0000873 0.0003935 0.0002184 0.0007924 0.0014855 0.0017901 0.0012341 0.0001815 0.0014978 0.0001955 0.0017311 0.0004592 0.0001710 0.0003754 0.0000954 0.0010069 0.0031362 0.0015957 0.0001892 0.0002630 0.0002366 0.0006589 0.0017063 0.0006943 0.0002105 0.0000144 0.0002657 0.0000739 0.0003256 0.0009428 0.0007148 0.0027178 0.0002495 0.0001040 0.0001339 0.0004404 0.0003132 0.0002369 0.0003392 0.0000518 0.0019025 0.0010999 0.0002895 0.0023157 0.0003338 0.0007281 0.0003886 0.0000940 0.0001689 0.0018018 0.0001042 0.0000160 0.0002824 0.0003244 0.0002190 0.0017028 0.0004197 0.0001367 0.0000460 0.0002202 0.0026147 0.0003132 0.0005771 0.0008742 0.0005919 0.0005615 0.0010447 0.0009894 0.0003684 0.0002477 0.0012923 0.0004796 0.0000289 0.0002532 0.0009897 0.0031235 0.0006772 0.0002562 0.0008683 0.0013480 0.0004173 0.0003559 0.0000753 0.00e+00 0.0011799 0.0000700 0.0000645 0.0003294 3.09e-05 0.0002702 1.06e-05 0.0000357 0.0001649 0.0000666 0.0000939 0.0003197 0.0001196 0.0016576 0.0006665 0.0002533 0.0008478 0.0002312 0.0001040 0.0000243 0.0000115 0.0016680 0.0001439 1.42e-05 0.0000486 0.0007057 0.0018946 0.0003571 0.0006751 0.0002127 0.0006530 0.0010676 0.0000786 0.0000000 0.0000820 0.0005216 0.0000375 0.0000987 0.0001101 0.0001539 0.0001050 0.0001500 0.0000763 0.0001249 0.0001510 0.0002662 0.0000527 2.27e-05 0.0001825 2.07e-05 0.0000366 0.0000036 0.0001797 0.0000990 0.0003359 0.0003524 0.0002581 0.0000194 0.0000608 0.0000870 0.0002189 0.0002403 0.0000248 0.0007648 0.0000114 0.0002816 4.46e-05 0.0000283 4.27e-05 0.0020834 5.22e-05 0.0003221 0.0001001 0.0009063 0.0004720 0.0002018 6.10e-06 0.0002314 0.0000476 7.40e-06 0.0001140 3.80e-06 0.0000680 0.0002595 0.0002414 0.0000787 0.0000073 0.0000753 3.31e-05 0.0002149 0.0000596 6.74e-05 0.0000168 2.36e-05 0.0004354 0.0000968 3.82e-05 1.20e-05 0.0011273 0.0000534 0.0000712 0.0010606 0.0009406 0.0001355 0.0001132 0.0001820 0.0014200 0.0000462 0.0000460 0.0002291 0.0000561 0.0000991 1.12e-05 0.0001066 3.35e-05 4.56e-05 3.80e-06 3.60e-06 0.00e+00 0.0001030 0.0000895 1.98e-05 9.21e-05 0.0000487 0.0000826 3.25e-05 0.0000373 0.00e+00 0.0001241 1.18e-05 0.0000599 8.70e-06 2.29e-05 1.60e-05 2.75e-05 0.0000581 7.40e-06 1.22e-05 0.0001281 1.47e-05 0.0000711 0.0005859 0.0002364 0.0001280 0.0008387 2.36e-05 0.0000934 0.0000983 1.09e-04 0.0012978 0.0001145 6.12e-05 0.0004693 3.60e-05 0.0000275 0.0000688 3.22e-05 0.0003408 0.0001753 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4.4e-06 4.4e-06 3.03e-05 4.40e-06 4.4e-06 4.40e-06 4.40e-06 4.40e-06 4.40e-06 4.40e-06 1.59e-05 4.4e-06 4.4e-06 4.40e-06 4.40e-06 0.00e+00 1.15e-05 0.00e+00 0.00e+00 1.45e-05 1.15e-05 0.00e+00 0.00e+00 1.45e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 7.20e-06 7.20e-06 0.00e+00 0.00e+00 0.00e+00 7.20e-06 7.20e-06 0.0e+00 0.00e+00 0.00e+00 0.0e+00 7.20e-06 1.15e-05 0.0e+00 7.20e-06 7.2e-06 0.00e+00 0.00e+00 0.0e+00 0.0e+00 1.15e-05 1.15e-05 7.2e-06 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 7.2e-06 0.00e+00 1.15e-05 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 7.20e-06 7.2e-06 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 7.20e-06 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 1.15e-05 0.00e+00 0.00e+00 0.00e+00 1.15e-05 1.15e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 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0.0004493 0.0018644 0.0001575 0.0001425 0.0001078 0.0004031 0.0010152 0.0013767 0.0000945 0.0003743 0.0013039 0.0001591 0.0000738 0.0003347 0.0064099 0.0004251 0.0000918 0.0005616 0.0006391 0.0001971 0.0000482 0.0016889 0.0000503 0.0017976 0.0007366 0.0018545 0.0002238 0.0001142 0.0007355 0.0001355 0.0002235 0.0000502 0.0000395 0.0004688 0.0001194 0.0004480 0.0010824 0.0006195 0.0003543 0.0004354 0.0017562 0.0001817 0.0001204 0.0001769 0.0020892 0.0003659 0.0005145 0.0004630 0.0003215 0.0002936 0.0049347 0.0000559 0.0003522 0.0006670 0.0007694 0.0001795 0.0001257 0.0001944 0.0002896 0.0001697 0.0001806 0.0003022 0.0002640 0.0010160 0.0025900 0.0022976 0.0012713 0.0002760 0.0015392 0.0000768 0.0016377 0.0004353 0.0002485 0.0003430 0.0000712 0.0007914 0.0028674 0.0015043 0.0001656 0.0002144 0.0001519 0.0007499 0.0009324 0.0004748 0.0001966 0.0000082 0.0001424 0.0000803 0.0002541 0.0012197 0.0007473 0.0020249 0.0000948 0.0001560 0.0000861 0.0006024 0.0002874 0.0004163 0.0003404 0.0000691 0.0019419 0.0009469 0.0003617 0.0013806 0.0003126 0.0009114 0.0003721 0.0000454 0.0002987 0.0030588 0.0000962 0.0000544 0.0001810 0.0001273 0.0002452 0.0013293 0.0003601 0.0001140 0.0000455 0.0001789 0.0022708 0.0002903 0.0004288 0.0004417 0.0003044 0.0004101 0.0011817 0.0007437 0.0003606 0.0001914 0.0016157 0.0004484 0.0000208 0.0003046 0.0009902 0.0029937 0.0004357 0.0002828 0.0006709 0.0011332 0.0003202 0.0004605 0.0000593 1.64e-05 0.0016481 0.0001043 0.0001160 0.0003396 3.72e-05 0.0001755 1.05e-05 0.0000405 0.0003038 0.0000174 0.0000543 0.0002160 0.0000740 0.0013295 0.0003141 0.0001459 0.0009005 0.0001074 0.0001513 0.0000583 0.0000000 0.0028709 0.0002474 1.06e-05 0.0000465 0.0006305 0.0020653 0.0002050 0.0004456 0.0001347 0.0003416 0.0008043 0.0001914 0.0000000 0.0001506 0.0001899 0.0000803 0.0001511 0.0001173 0.0001240 0.0001986 0.0002727 0.0000628 0.0001093 0.0002423 0.0004423 0.0000323 4.28e-05 0.0001852 4.15e-05 0.0000126 0.0001188 0.0001265 0.0000593 0.0002104 0.0002531 0.0004037 0.0000405 0.0001890 0.0001376 0.0002652 0.0004380 0.0000927 0.0008383 0.0000126 0.0002449 9.20e-06 0.0000713 3.37e-05 0.0032662 6.19e-05 0.0001468 0.0000324 0.0005874 0.0004153 0.0001014 3.16e-05 0.0003195 0.0000106 1.05e-05 0.0001531 0.00e+00 0.0000584 0.0001456 0.0001808 0.0000797 0.0000356 0.0000281 8.20e-06 0.0001047 0.0001211 8.80e-05 0.0000408 2.08e-05 0.0005212 0.0000562 9.08e-05 1.05e-05 0.0018916 0.0001533 0.0000771 0.0005534 0.0005307 0.0000584 0.0002302 0.0001099 0.0021843 0.0001753 0.0001102 0.0001463 0.0000541 0.0000490 0.00e+00 0.0000826 4.40e-05 7.52e-05 0.00e+00 1.74e-05 1.74e-05 0.0000561 0.0000861 1.06e-05 7.67e-05 0.0001306 0.0001336 0.00e+00 0.0000510 0.00e+00 0.0000896 4.15e-05 0.0000208 1.98e-05 1.87e-05 1.05e-05 1.97e-05 0.0001003 9.20e-06 9.20e-06 0.0001989 2.18e-05 0.0000164 0.0002525 0.0001880 0.0000884 0.0008806 3.02e-05 0.0000501 0.0001424 9.22e-05 0.0006436 0.0001176 6.52e-05 0.0003082 2.10e-05 0.0000426 0.0000890 2.79e-05 0.0002600 0.0003054 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0.0e+00 0.0e+00 0.00e+00 8.20e-06 0.0e+00 9.20e-06 0.00e+00 2.08e-05 2.51e-05 1.26e-05 4.16e-05 0.0e+00 8.2e-06 0.00e+00 0.00e+00 2.10e-05 3.35e-05 1.05e-05 1.87e-05 1.87e-05 3.96e-05 1.05e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.24e-05 2.08e-05 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.83e-05 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 2.51e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 8.20e-06 0.00e+00 0.0e+00 0.0e+00 9.20e-06 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 1.06e-05 0.0e+00 0.00e+00 1.64e-05 0.0e+00 1.06e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 8.20e-06 1.06e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 8.20e-06 0.00e+00 0.00e+00 0.00e+00 2.32e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 9.2e-06 0.00e+00 0.0e+00 8.2e-06 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 2.51e-05 0.00e+00 0.00e+00 1.26e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
7 0.0989819 0.0488437 0.0438533 0.0279644 0.0545479 0.0295244 0.0204591 0.0323510 0.0220163 0.0307473 0.0121831 0.0270013 0.0250711 0.0174782 0.0168188 0.0115409 0.0118140 0.0154538 0.0059699 0.0163738 0.0125670 0.0070667 0.0076563 0.0042487 0.0103787 0.0053594 0.0091312 0.0047789 0.0044562 0.0063880 0.0066837 0.0039059 0.0056521 0.0029693 0.0055016 0.0076383 0.0072082 0.0051919 0.0035793 0.0046736 0.0027249 0.0048379 0.0026202 0.0036335 0.0027661 0.0052723 0.0028104 0.0033136 0.0030799 0.0026400 0.0040203 0.0025244 0.0039256 0.0025745 0.0026026 0.0028075 0.0039232 0.0045304 0.0049228 0.0031083 0.0025503 0.0024622 0.0028420 0.0019347 0.0027498 0.0020485 0.0017335 0.0016775 0.0046619 0.0014559 0.0027847 0.0019096 0.0017629 0.0028857 0.0020402 0.0023022 0.0019490 0.0030005 0.0018792 0.0019424 0.0027166 0.0017558 0.0018680 0.0016565 0.0015128 0.0037927 0.0022545 0.0018931 0.0025858 0.0022780 0.0011287 0.0015987 0.0012399 0.0021003 0.0021431 0.0015667 0.0009851 0.0011926 0.0013191 0.0011351 0.0010974 0.0019456 0.0023202 0.0011856 0.0012702 0.0014797 0.0015736 0.0023469 0.0007403 0.0010997 0.0007357 0.0013377 0.0013428 0.0011981 0.0013149 0.0006742 0.0010728 0.0008185 0.0007721 0.0007461 0.0010886 0.0009699 0.0009378 0.0007013 0.0011320 0.0010607 0.0008955 0.0007732 0.0014252 0.0018854 0.0016418 0.0009282 0.0011922 0.0011948 0.0006586 0.0008350 0.0005317 0.0006816 0.0009196 0.0009803 0.0007724 0.0010185 0.0013218 0.0004156 0.0011032 0.0005670 0.0009166 0.0006241 0.0010130 0.0004345 0.0010768 0.0007378 0.0007332 0.0009606 0.0003969 0.0004682 0.0010452 0.0011201 0.0011344 0.0005279 0.0005554 0.0008194 0.0005483 0.0013546 0.0005758 0.0005901 0.0008898 0.0005702 0.0005560 0.0006630 0.0004454 0.0006345 0.0005845 0.0004810 0.0005336 0.0005871 0.0008047 0.0008226 0.0008761 0.0005219 0.0005361 0.0007099 0.0003639 0.0004923 0.0003282 0.0004852 0.0005876 0.0006090 0.0007304 0.0004699 0.0005270 0.0006162 0.0003369 0.0006080 0.0005795 0.0003262 0.0005403 0.0007115 0.0005321 0.0005107 0.0003965 0.0004598 0.0003385 0.0005240 0.0004195 0.0005158 0.0005158 0.0004078 0.0005398 0.0004685 0.0004353 0.0003176 0.0005567 0.0007993 0.0002926 0.0002962 0.0003247 0.0005245 0.0002738 0.0002310 0.0006841 0.0002764 0.0003584 0.0005903 0.0005547 0.0004288 0.0003646 0.0003681 0.0003217 0.0003360 0.0002254 0.0002351 0.0002922 0.0002137 0.0003100 0.0004278 0.0003029 0.0003386 0.0003457 0.0004742 0.0003065 0.0002377 0.0002484 0.0003411 0.0002402 0.0002331 0.0002688 0.0003366 0.0005471 0.0004936 0.0003865 0.0003508 0.0003927 0.0006032 0.0003070 0.0003106 0.0003096 0.0003203 0.0001954 0.0002097 0.0002097 0.0004095 0.0003988 0.0003310 0.0004559 0.0003871 0.0002265 0.0002658 0.0002622 0.0003157 0.0003504 0.0002469 0.0002220 0.0003005 0.0002612 0.0003897 0.0003468 0.0001781 0.0002317 0.0001460 0.0001853 0.0002852 0.0002138 0.0002424 0.0001532 0.0002459 0.0001807 0.0003520 0.0001878 0.0003199 0.0003805 0.0002093 0.0002200 0.0002806 0.0002735 0.0002057 0.0002342 0.0001664 0.0001084 0.0003117 0.0003296 0.0002903 0.0002439 0.0004437 0.0004330 0.0001405 0.0001405 0.0003082 0.0001726 0.0003214 0.0002073 0.0002679 0.0002037 0.0002108 0.0002358 0.0002394 0.0001823 0.0001466 0.0001644 0.0002501 0.0003143 0.0002501 0.0002536 0.0002429 0.0002322 0.0002394 0.0002429 0.0001644 0.0002073 0.0001894 0.0002705 0.0001099 0.0001920 0.0001599 0.0003062 0.0001991 0.0001456 0.0002669 0.0002954 0.0001492 0.0002277 0.0001171 8.14e-05 0.0002205 0.0001063 0.0001848 0.0001848 9.46e-05 0.0001731 9.46e-05 0.0001053 0.0001410 0.0001125 0.0001018 0.0001767 0.0001053 0.0001125 0.0001874 0.0001696 0.0002873 0.0001482 0.0002623 0.0000911 0.0000946 0.0001945 0.0001258 9.01e-05 0.0001365 0.0001757 0.0001721 0.0001258 0.0001186 0.0001436 0.0001436 0.0001828 0.0001436 0.0001329 0.0001365 0.0001900 0.0001008 0.0001248 0.0000998 0.0001355 0.0001176 0.0001212 0.0000962 0.0001140 0.0000998 0.0001925 0.0000748 6.77e-05 0.0001105 8.91e-05 0.0000819 0.0000677 0.0001997 0.0001069 0.0000998 0.0001176 0.0001319 0.0001105 0.0000748 0.0000748 0.0000998 0.0001212 0.0000784 0.0001533 0.0000738 0.0001237 7.74e-05 0.0000881 7.02e-05 0.0001523 7.74e-05 0.0001023 0.0000845 0.0001059 0.0001130 0.0001130 4.88e-05 0.0001273 0.0001237 8.09e-05 0.0000692 5.14e-05 0.0000835 0.0001227 0.0001085 0.0000728 0.0000514 0.0000835 4.78e-05 0.0000728 0.0002619 5.14e-05 0.0000871 7.28e-05 0.0001263 0.0001549 6.92e-05 5.50e-05 0.0001335 0.0000764 0.0000764 0.0001691 0.0001299 0.0000692 0.0000764 0.0001156 0.0002262 0.0001227 0.0000692 0.0000514 0.0000647 0.0000504 5.04e-05 0.0000682 6.11e-05 5.75e-05 7.18e-05 9.32e-05 3.97e-05 0.0000718 0.0000575 3.97e-05 5.40e-05 0.0000861 0.0000540 4.33e-05 0.0000468 3.61e-05 0.0000397 5.40e-05 0.0000754 3.61e-05 5.04e-05 3.97e-05 4.33e-05 0.0000682 3.97e-05 4.33e-05 0.0001824 3.25e-05 0.0000504 0.0000861 0.0000718 0.0000647 0.0000968 3.61e-05 0.0000825 0.0000789 7.54e-05 0.0001574 0.0000754 6.11e-05 0.0000611 4.68e-05 0.0000896 0.0001325 5.75e-05 0.0001110 0.0000896 0.0001182 4.58e-05 3.51e-05 3.87e-05 0.0000423 2.44e-05 7.44e-05 0.0000530 0.0000601 0.0000494 2.44e-05 0.0000601 7.44e-05 3.15e-05 3.51e-05 0.0000530 5.30e-05 0.0000387 0.0000423 0.0000530 2.80e-05 0.0000423 4.58e-05 5.30e-05 3.87e-05 2.44e-05 0.0000351 3.51e-05 0.0000458 0.0000315 0.0000494 4.94e-05 3.87e-05 3.15e-05 0.0001422 3.87e-05 0.0000530 5.30e-05 0.0000494 0.0000851 0.0000458 3.15e-05 0.0000351 0.0000244 8.86e-05 5.65e-05 3.51e-05 4.23e-05 2.80e-05 0.0000565 0.0000993 0.0001100 0.0000637 0.0000494 0.0000458 0.0001172 0.0000744 0.0000565 2.70e-05 3.05e-05 0.0000734 1.98e-05 3.41e-05 1.98e-05 2.34e-05 0.0000734 0.0000520 0.0000484 1.98e-05 0.0000270 0.0000341 0.0000448 1.63e-05 1.63e-05 1.98e-05 1.63e-05 0.0000484 4.12e-05 1.63e-05 1.98e-05 0.0000341 1.63e-05 1.98e-05 4.48e-05 3.77e-05 0.0000163 2.34e-05 2.70e-05 1.63e-05 1.98e-05 0.0000448 0.0000412 0.0000948 1.98e-05 1.63e-05 0.0000876 0.0000377 0.0000912 0.0000305 2.70e-05 1.98e-05 2.34e-05 0.0000983 5.20e-05 7.69e-05 1.63e-05 2.34e-05 0.0000163 0.0000555 0.0000412 0.0000520 1.98e-05 1.63e-05 2.34e-05 1.98e-05 0.0000270 0.0000234 0.0000520 1.88e-05 0.0000153 1.53e-05 1.17e-05 5.45e-05 2.60e-05 2.24e-05 8.1e-06 0.0000367 1.17e-05 0.0000474 1.17e-05 0.0000367 2.95e-05 1.88e-05 1.88e-05 0.0000153 1.88e-05 8.10e-06 2.24e-05 8.10e-06 8.10e-06 8.1e-06 1.53e-05 1.88e-05 0.0000617 8.10e-06 0.0000081 1.53e-05 8.1e-06 8.1e-06 8.1e-06 1.17e-05 8.10e-06 8.10e-06 8.1e-06 8.1e-06 1.17e-05 8.1e-06 0.0000402 8.10e-06 8.1e-06 1.53e-05 1.53e-05 1.53e-05 1.17e-05 8.10e-06 8.10e-06 1.17e-05 1.53e-05 0.0000295 8.1e-06 1.17e-05 8.1e-06 1.17e-05 1.53e-05 1.53e-05 8.1e-06 1.53e-05 8.1e-06 2.60e-05 8.10e-06 2.60e-05 1.53e-05 8.10e-06 8.1e-06 8.1e-06 2.60e-05 0.0000402 0.0000438 1.17e-05 8.1e-06 1.17e-05 1.17e-05 1.53e-05 0.0000331 2.95e-05 1.17e-05 1.17e-05 2.60e-05 8.10e-06 2.24e-05 8.1e-06 1.53e-05 0.0000474 0.0000617 2.60e-05 0.0000224 8.10e-06 8.1e-06 3.67e-05 8.10e-06 1.17e-05 1.88e-05 8.1e-06 8.1e-06 1.17e-05 0.0000117 0.0000117 8.1e-06 0.0000688 1.88e-05 0.0000831 1.53e-05 2.60e-05 8.1e-06 1.17e-05 8.10e-06 1.17e-05 8.10e-06 2.60e-05 8.10e-06 2.95e-05 3.31e-05 8.1e-06 1.53e-05 8.10e-06 8.10e-06 0.0000617 1.53e-05 8.1e-06 8.1e-06 0.0000402 0.0000474 0.0001142 0.0000071 0.0000143 0.0000535 7.10e-06 0.0000178 0.00e+00 1.43e-05 1.07e-05 0.00e+00 0.00e+00 0.0000285 3.6e-06 3.6e-06 0.0000036 3.60e-06 1.07e-05 0.00e+00 3.60e-06 0.00e+00 7.1e-06 1.07e-05 3.60e-06 1.07e-05 0.0e+00 3.60e-06 7.10e-06 3.60e-06 3.21e-05 7.10e-06 1.07e-05 2.50e-05 2.50e-05 3.21e-05 0.00e+00 3.60e-06 7.10e-06 7.10e-06 0.00e+00 7.10e-06 3.60e-06 3.60e-06 0.0e+00 2.14e-05 1.43e-05 0.00e+00 3.60e-06 3.21e-05 1.43e-05 0.00e+00 3.60e-06 2.14e-05 1.43e-05 0.00e+00 0.0000036 3.60e-06 1.07e-05 1.43e-05 0.0e+00 1.43e-05 0.00e+00 1.07e-05 0.00e+00 0.00e+00 3.6e-06 0.00e+00 1.07e-05 7.10e-06 0.00e+00 7.10e-06 3.60e-06 0.00e+00 7.10e-06 7.10e-06 3.60e-06 7.10e-06 1.43e-05 0.00e+00 0.00e+00 0.0e+00 3.60e-06 3.60e-06 3.60e-06 3.60e-06 3.6e-06 0.0e+00 3.57e-05 0.00e+00 0.0e+00 3.60e-06 7.10e-06 0.00e+00 3.60e-06 0.00e+00 3.60e-06 3.6e-06 0.0e+00 0.00e+00 0.00e+00 1.07e-05 3.60e-06 0.00e+00 3.21e-05 0.00e+00 2.50e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.60e-06 0.00e+00 0.00e+00 3.60e-06 0.00e+00 7.10e-06 3.60e-06 0.0e+00 1.07e-05 0.00e+00 0.00e+00 1.43e-05 7.10e-06 7.10e-06 0.00e+00 7.10e-06 0.0e+00 0.00e+00 0.00e+00 0.0e+00 3.60e-06 3.60e-06 0.0e+00 3.60e-06 3.6e-06 3.60e-06 3.60e-06 0.0e+00 0.0e+00 7.10e-06 0.00e+00 0.0e+00 0.00e+00 0.00e+00 3.6e-06 0.0e+00 1.07e-05 0.00e+00 0.0e+00 0.0e+00 0.00e+00 3.60e-06 1.07e-05 0.0e+00 0.0e+00 0.0e+00 3.60e-06 0.0e+00 0.0e+00 3.6e-06 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 3.60e-06 0.0e+00 3.6e-06 0.0e+00 0.00e+00 0.0e+00 3.60e-06 0.00e+00 0.0e+00 3.60e-06 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 3.60e-06 0.00e+00 3.60e-06 3.60e-06 3.60e-06 0.00e+00 3.60e-06 0.00e+00 0.0e+00 0.00e+00 3.60e-06 0.0e+00 3.60e-06 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.6e-06 3.60e-06 0.0e+00 0.0e+00 7.10e-06 0.0e+00 3.60e-06 3.60e-06 3.60e-06 0.00e+00 0.00e+00 3.60e-06 3.6e-06 0.0e+00 0.0e+00 0.0e+00 3.6e-06 0.0e+00 0.00e+00 3.6e-06 7.10e-06 0.0e+00 0.0e+00 0.0e+00 0.0e+00 7.1e-06 3.6e-06 0.0e+00 0.0e+00 0.0e+00 0.0e+00 3.6e-06 3.6e-06 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 3.60e-06 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 3.60e-06 7.10e-06 0.00e+00 7.1e-06 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 7.1e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06 3.6e-06
8 0.0591134 0.0171849 0.0460918 0.0146773 0.0352493 0.0199275 0.0113311 0.0269879 0.0409644 0.0259584 0.0005842 0.0324789 0.0142955 0.0176195 0.0268779 0.0031351 0.0068207 0.0123805 0.0001875 0.0207875 0.0093515 0.0049190 0.0025045 0.0010918 0.0130373 0.0072721 0.0078871 0.0047414 0.0033378 0.0096760 0.0118904 0.0027178 0.0045881 0.0008777 0.0083045 0.0120565 0.0086520 0.0054568 0.0026242 0.0072522 0.0014923 0.0026557 0.0028784 0.0046239 0.0024750 0.0058384 0.0023557 0.0015154 0.0044382 0.0022352 0.0093425 0.0020995 0.0063070 0.0020810 0.0026868 0.0063807 0.0065730 0.0026660 0.0056730 0.0038575 0.0034144 0.0052292 0.0061652 0.0011297 0.0020219 0.0004482 0.0007501 0.0009263 0.0044917 0.0012645 0.0020647 0.0018515 0.0008096 0.0055524 0.0014317 0.0021989 0.0078109 0.0031479 0.0028388 0.0026557 0.0057954 0.0034937 0.0046450 0.0005073 0.0010316 0.0088459 0.0007311 0.0011691 0.0056943 0.0052034 0.0009745 0.0017548 0.0008012 0.0025626 0.0018128 0.0022599 0.0010634 0.0002572 0.0013748 0.0008622 0.0040085 0.0045046 0.0112003 0.0006259 0.0008194 0.0030918 0.0037040 0.0085025 0.0002428 0.0014029 0.0002872 0.0016859 0.0021909 0.0003826 0.0041508 0.0008138 0.0010824 0.0009130 0.0005001 0.0002133 0.0014237 0.0013142 0.0007277 0.0005558 0.0014051 0.0017756 0.0014044 0.0007353 0.0020984 0.0024667 0.0027837 0.0005887 0.0016957 0.0026277 0.0004050 0.0006433 0.0000989 0.0012184 0.0005698 0.0019393 0.0013396 0.0012703 0.0044678 0.0000258 0.0018339 0.0001360 0.0024832 0.0003792 0.0022852 0.0000697 0.0015613 0.0008266 0.0008781 0.0026296 0.0001288 0.0008036 0.0027378 0.0010035 0.0008615 0.0003641 0.0006323 0.0008945 0.0009043 0.0013532 0.0008747 0.0007357 0.0013434 0.0003713 0.0008066 0.0010047 0.0024696 0.0017006 0.0002982 0.0008104 0.0007035 0.0004050 0.0011146 0.0031790 0.0021126 0.0001913 0.0009263 0.0014972 0.0002728 0.0002137 0.0003467 0.0006119 0.0003569 0.0021924 0.0013942 0.0008312 0.0006713 0.0012332 0.0001799 0.0012812 0.0005777 0.0001140 0.0008164 0.0001622 0.0003788 0.0006293 0.0010612 0.0002023 0.0002682 0.0002724 0.0002277 0.0007130 0.0013441 0.0001584 0.0005664 0.0008172 0.0001799 0.0000769 0.0004342 0.0042282 0.0002391 0.0000405 0.0005198 0.0005664 0.0004088 0.0001250 0.0012949 0.0002394 0.0007339 0.0008354 0.0013472 0.0002610 0.0001140 0.0005444 0.0002716 0.0006652 0.0001693 0.0002027 0.0003573 0.0001550 0.0001102 0.0012524 0.0008224 0.0003163 0.0003497 0.0006482 0.0001762 0.0005634 0.0004130 0.0005186 0.0002095 0.0002209 0.0001322 0.0003747 0.0002394 0.0040492 0.0002057 0.0007028 0.0008327 0.0008907 0.0002209 0.0001656 0.0004016 0.0013010 0.0001879 0.0002031 0.0001731 0.0002534 0.0009929 0.0007403 0.0012881 0.0010009 0.0003133 0.0008244 0.0001398 0.0007800 0.0006478 0.0001584 0.0000917 0.0000883 0.0006766 0.0016957 0.0009967 0.0001765 0.0002099 0.0002095 0.0003648 0.0007274 0.0004489 0.0001951 0.0000220 0.0001909 0.0000663 0.0003387 0.0004156 0.0009270 0.0010555 0.0001288 0.0002023 0.0001102 0.0004561 0.0003012 0.0004785 0.0001693 0.0000515 0.0003970 0.0009804 0.0005152 0.0006539 0.0005679 0.0009895 0.0001436 0.0000553 0.0003910 0.0011059 0.0001326 0.0000663 0.0002940 0.0003822 0.0003277 0.0004561 0.0003425 0.0001322 0.0000735 0.0002281 0.0005338 0.0003019 0.0001618 0.0005951 0.0002099 0.0003864 0.0013021 0.0006293 0.0002652 0.0002648 0.0011047 0.0006357 0.0000110 0.0001981 0.0003379 0.0013112 0.0002940 0.0001322 0.0007906 0.0004262 0.0002868 0.0003754 0.0000477 1.10e-05 0.0010824 0.0000515 0.0001284 0.0002103 9.93e-05 0.0002095 2.58e-05 0.0000515 0.0001584 0.0000811 0.0000769 0.0002534 0.0000883 0.0002678 0.0003084 0.0002095 0.0008956 0.0000701 0.0002353 0.0001250 0.0001216 0.0012283 0.0003391 1.48e-05 0.0000663 0.0004455 0.0005520 0.0002171 0.0002686 0.0002466 0.0003641 0.0004084 0.0001099 0.0000443 0.0000883 0.0001512 0.0000883 0.0001212 0.0000849 0.0001656 0.0001693 0.0002682 0.0000515 0.0001470 0.0001693 0.0003788 0.0000439 1.48e-05 0.0001140 5.53e-05 0.0000258 0.0000549 0.0001360 0.0000735 0.0000663 0.0001508 0.0003497 0.0000148 0.0001178 0.0000553 0.0001216 0.0003539 0.0000663 0.0003978 0.0001985 0.0003785 8.45e-05 0.0000549 5.87e-05 0.0009733 4.05e-05 0.0001727 0.0000553 0.0006596 0.0003243 0.0002281 0.00e+00 0.0002758 0.0000773 3.67e-05 0.0001546 0.00e+00 0.0000845 0.0004330 0.0001292 0.0000296 0.0000258 0.0000625 2.58e-05 0.0000773 0.0000515 1.48e-05 0.0000296 3.30e-05 0.0002099 0.0000807 8.45e-05 3.67e-05 0.0004561 0.0001136 0.0000993 0.0011346 0.0003785 0.0000735 0.0001360 0.0001731 0.0007808 0.0000773 0.0000701 0.0000735 0.0000477 0.0000811 5.53e-05 0.0000000 4.77e-05 1.10e-05 4.05e-05 4.77e-05 1.48e-05 0.0001178 0.0000625 1.10e-05 4.77e-05 0.0001034 0.0000849 5.15e-05 0.0000110 0.00e+00 0.0000993 2.20e-05 0.0000701 0.00e+00 2.20e-05 4.05e-05 0.00e+00 0.0001292 2.96e-05 1.10e-05 0.0001212 3.67e-05 0.0001250 0.0002023 0.0000773 0.0000625 0.0005111 0.00e+00 0.0000587 0.0000625 4.43e-05 0.0006391 0.0000477 2.20e-05 0.0001913 2.20e-05 0.0000625 0.0001398 7.73e-05 0.0002978 0.0001178 0.0000258 5.87e-05 0.00e+00 3.67e-05 0.0000258 2.58e-05 5.91e-05 0.0000405 0.0000258 0.0002243 1.10e-05 0.0002137 5.87e-05 1.48e-05 9.21e-05 0.0000993 3.67e-05 0.0001398 0.0000000 0.0001068 3.67e-05 0.0000220 2.20e-05 6.63e-05 1.48e-05 2.58e-05 0.0000553 1.48e-05 0.0000553 0.0000697 0.0000405 1.48e-05 1.10e-05 0.00e+00 0.0003421 0.00e+00 0.0000405 0.00e+00 0.0000258 0.0002614 0.0002830 0.00e+00 0.0001068 0.0001652 3.67e-05 2.58e-05 0.00e+00 4.43e-05 2.58e-05 0.0000993 0.0003167 0.0003459 0.0002326 0.0000477 0.0000701 0.0001622 0.0001803 0.0000367 4.05e-05 3.67e-05 0.0001178 3.67e-05 2.96e-05 4.39e-05 4.39e-05 0.0001436 0.0001212 0.0002606 0.00e+00 0.0001394 0.0000553 0.0000515 1.48e-05 0.00e+00 0.00e+00 1.10e-05 0.0000477 0.00e+00 0.00e+00 0.00e+00 0.0000477 2.96e-05 0.00e+00 6.63e-05 4.77e-05 0.0002470 2.58e-05 2.20e-05 0.00e+00 0.00e+00 0.0001140 0.0000845 0.0002902 1.10e-05 4.05e-05 0.0001656 0.0000330 0.0002243 0.0001216 1.10e-05 2.20e-05 1.48e-05 0.0004971 0.00e+00 8.45e-05 0.00e+00 1.10e-05 0.0000000 0.0000697 0.0000625 0.0001326 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0000625 0.0001584 0.0001250 1.48e-05 0.0001292 0.00e+00 0.00e+00 2.58e-05 3.30e-05 4.05e-05 0.0e+00 0.0000258 5.91e-05 0.0001436 1.48e-05 0.0001360 4.05e-05 4.77e-05 2.96e-05 0.0001174 4.05e-05 2.58e-05 4.39e-05 1.48e-05 0.00e+00 0.0e+00 4.05e-05 2.58e-05 0.0001512 0.00e+00 0.0001064 2.20e-05 0.0e+00 0.0e+00 0.0e+00 9.96e-05 2.20e-05 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0001144 0.00e+00 0.0e+00 0.00e+00 4.77e-05 1.10e-05 4.05e-05 0.00e+00 0.00e+00 2.20e-05 1.10e-05 0.0000405 1.1e-05 0.00e+00 0.0e+00 2.58e-05 2.20e-05 0.00e+00 0.0e+00 0.00e+00 0.0e+00 4.39e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0001030 0.0001584 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0001064 9.21e-05 0.00e+00 2.58e-05 4.77e-05 0.00e+00 1.48e-05 0.0e+00 0.00e+00 0.0001068 0.0000845 1.48e-05 0.0000845 0.00e+00 0.0e+00 1.10e-05 1.48e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0000553 0.0002243 0.0e+00 0.0003519 0.00e+00 0.0001254 0.00e+00 0.00e+00 0.0e+00 0.00e+00 1.48e-05 1.48e-05 1.48e-05 3.67e-05 1.48e-05 0.00e+00 5.15e-05 0.0e+00 1.10e-05 2.58e-05 1.48e-05 0.0002834 1.10e-05 0.0e+00 0.0e+00 0.0001322 0.0001765 0.0005368 0.0000959 0.0001064 0.0000959 1.10e-05 0.0000625 0.00e+00 1.48e-05 2.58e-05 5.53e-05 0.00e+00 0.0001765 0.0e+00 0.0e+00 0.0000000 7.35e-05 2.58e-05 1.10e-05 2.58e-05 2.96e-05 0.0e+00 6.25e-05 0.00e+00 4.43e-05 0.0e+00 0.00e+00 2.20e-05 0.00e+00 2.58e-05 0.00e+00 0.00e+00 2.58e-05 2.20e-05 4.05e-05 0.00e+00 1.48e-05 4.39e-05 1.10e-05 0.00e+00 1.48e-05 1.10e-05 0.00e+00 0.0e+00 1.10e-05 1.10e-05 0.00e+00 0.00e+00 2.20e-05 7.73e-05 0.00e+00 1.48e-05 2.58e-05 2.96e-05 2.58e-05 0.0000296 1.10e-05 3.67e-05 0.00e+00 0.0e+00 2.20e-05 1.48e-05 1.48e-05 1.48e-05 1.48e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 1.48e-05 0.00e+00 1.48e-05 0.00e+00 0.00e+00 2.20e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 1.48e-05 0.00e+00 0.0e+00 0.0e+00 2.20e-05 1.48e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 1.10e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 1.48e-05 1.48e-05 5.53e-05 0.00e+00 0.00e+00 1.10e-05 0.00e+00 0.00e+00 1.10e-05 1.48e-05 2.20e-05 6.97e-05 1.48e-05 2.58e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 2.58e-05 1.48e-05 0.00e+00 0.00e+00 0.00e+00 1.48e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 1.10e-05 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 1.48e-05 0.00e+00 0.0e+00 0.00e+00 1.10e-05 0.0e+00 0.0e+00 1.48e-05 1.48e-05 0.0e+00 0.0e+00 5.53e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 7.73e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 1.48e-05 0.00e+00 0.0e+00 1.1e-05 0.00e+00 1.1e-05 0.0e+00 0.0e+00 1.48e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 2.58e-05 1.10e-05 0.0e+00 1.10e-05 0.0e+00 1.10e-05 0.00e+00 0.00e+00 2.96e-05 0.00e+00 1.48e-05 0.00e+00 0.00e+00 1.10e-05 0.0e+00 1.48e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 5.15e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 1.1e-05 0.00e+00 0.0e+00 0.00e+00 0.00e+00 1.10e-05 0.00e+00 0.00e+00 1.48e-05 1.1e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 1.48e-05 0.0e+00 1.1e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 1.1e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 1.48e-05 0.0e+00 0.0e+00 2.96e-05 0.0e+00 0.0e+00 0.0e+00 0.00e+00 2.96e-05 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 4.43e-05 2.96e-05 1.48e-05 1.48e-05 1.48e-05 1.48e-05 3.67e-05 2.58e-05 0.00e+00 1.1e-05 1.1e-05 1.1e-05 1.1e-05 1.1e-05 1.1e-05 1.1e-05 1.1e-05 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
9 0.0360106 0.0074931 0.0316152 0.0056620 0.0871104 0.0093714 0.0025849 0.0385643 0.0267481 0.0365675 0.0003339 0.0308889 0.0209624 0.0116677 0.0136133 0.0003074 0.0022470 0.0091299 0.0002259 0.0206292 0.0102604 0.0037237 0.0006180 0.0007224 0.0376340 0.0034857 0.0025559 0.0050870 0.0008565 0.0044292 0.0138384 0.0017752 0.0029490 0.0004477 0.0051493 0.0116149 0.0037013 0.0152097 0.0017267 0.0085848 0.0006194 0.0016604 0.0015672 0.0020960 0.0025217 0.0037050 0.0027078 0.0005248 0.0095359 0.0029546 0.0052896 0.0014055 0.0052407 0.0011904 0.0013973 0.0048127 0.0071656 0.0012993 0.0059082 0.0018155 0.0016609 0.0092496 0.0028615 0.0007578 0.0017725 0.0002254 0.0004061 0.0004271 0.0023685 0.0006822 0.0027692 0.0018710 0.0004634 0.0171919 0.0010106 0.0016783 0.0012091 0.0017330 0.0022143 0.0019370 0.0029915 0.0030415 0.0033727 0.0004616 0.0004042 0.0169971 0.0004952 0.0011406 0.0051443 0.0051605 0.0000838 0.0019276 0.0001905 0.0015528 0.0016538 0.0027486 0.0005216 0.0002129 0.0011406 0.0002030 0.0039634 0.0031573 0.0153441 0.0000363 0.0002608 0.0089995 0.0109279 0.0104400 0.0002120 0.0003567 0.0000825 0.0011043 0.0027458 0.0001676 0.0078511 0.0012432 0.0006660 0.0003437 0.0002035 0.0000601 0.0010425 0.0013453 0.0007560 0.0006781 0.0014932 0.0041823 0.0013395 0.0007857 0.0019123 0.0041838 0.0029998 0.0010088 0.0016367 0.0029741 0.0001649 0.0001542 0.0000233 0.0013485 0.0006418 0.0013395 0.0024305 0.0012575 0.0042659 0.0000121 0.0041048 0.0000713 0.0058118 0.0001918 0.0013028 0.0000242 0.0009739 0.0004033 0.0008295 0.0066660 0.0001430 0.0015609 0.0045159 0.0013244 0.0003097 0.0003312 0.0002980 0.0004979 0.0006395 0.0023019 0.0007834 0.0004499 0.0002604 0.0004015 0.0010074 0.0011666 0.0012501 0.0007542 0.0003679 0.0007457 0.0005705 0.0003894 0.0012571 0.0052024 0.0019524 0.0005840 0.0010303 0.0009506 0.0001197 0.0001770 0.0000354 0.0009291 0.0006507 0.0013295 0.0016497 0.0011616 0.0003567 0.0011338 0.0001900 0.0013253 0.0005347 0.0000238 0.0008627 0.0002026 0.0006893 0.0004602 0.0020914 0.0002590 0.0000834 0.0000592 0.0003218 0.0015920 0.0013817 0.0001174 0.0003455 0.0011141 0.0001766 0.0000713 0.0004047 0.0090677 0.0004401 0.0001439 0.0004150 0.0006082 0.0003298 0.0000349 0.0012320 0.0001439 0.0013848 0.0004751 0.0014802 0.0001663 0.0001425 0.0004145 0.0000843 0.0001663 0.0000242 0.0001295 0.0005472 0.0000946 0.0003563 0.0016743 0.0005257 0.0004853 0.0004979 0.0010401 0.0002017 0.0004029 0.0001188 0.0014784 0.0002268 0.0003325 0.0004024 0.0005235 0.0002384 0.0029108 0.0000587 0.0002738 0.0006906 0.0008206 0.0002613 0.0001291 0.0002599 0.0009043 0.0001658 0.0000480 0.0001313 0.0002631 0.0005790 0.0018760 0.0015680 0.0011303 0.0000955 0.0013669 0.0001071 0.0016106 0.0008884 0.0002496 0.0003442 0.0001421 0.0007117 0.0025968 0.0011728 0.0001304 0.0002133 0.0001793 0.0008832 0.0011406 0.0003903 0.0000950 0.0000000 0.0001286 0.0000834 0.0003204 0.0009940 0.0006651 0.0017913 0.0001421 0.0001291 0.0000592 0.0004518 0.0002985 0.0003567 0.0002366 0.0000825 0.0015220 0.0010953 0.0003316 0.0016430 0.0002846 0.0006306 0.0003218 0.0000950 0.0001672 0.0022945 0.0001058 0.0000121 0.0002716 0.0004531 0.0002599 0.0009403 0.0004415 0.0001784 0.0000471 0.0001681 0.0015108 0.0002604 0.0004387 0.0007381 0.0005298 0.0004755 0.0007816 0.0007754 0.0003307 0.0001788 0.0011271 0.0004132 0.0000820 0.0001770 0.0008560 0.0027512 0.0005965 0.0003729 0.0008444 0.0012018 0.0002496 0.0003540 0.0000829 0.00e+00 0.0013117 0.0000475 0.0000475 0.0002841 3.49e-05 0.0001076 6.01e-05 0.0000717 0.0003917 0.0000354 0.0001179 0.0002599 0.0000834 0.0009344 0.0002348 0.0001434 0.0006893 0.0000601 0.0001430 0.0000471 0.0000116 0.0013521 0.0005758 7.03e-05 0.0000484 0.0004890 0.0014754 0.0003339 0.0003442 0.0002380 0.0001300 0.0006274 0.0001174 0.0000121 0.0000829 0.0002416 0.0000116 0.0001430 0.0001076 0.0000834 0.0000596 0.0001421 0.0000601 0.0001188 0.0001062 0.0002962 0.0000471 2.38e-05 0.0002501 0.00e+00 0.0001999 0.0000587 0.0001663 0.0000587 0.0002393 0.0003200 0.0003070 0.0000722 0.0000349 0.0000834 0.0001905 0.0001672 0.0000359 0.0008366 0.0002334 0.0002729 5.96e-05 0.0001169 3.49e-05 0.0010447 8.15e-05 0.0003707 0.0001304 0.0008067 0.0002250 0.0001555 0.00e+00 0.0001071 0.0000238 0.00e+00 0.0001658 1.21e-05 0.0000936 0.0003949 0.0003881 0.0001179 0.0001058 0.0001071 4.75e-05 0.0002142 0.0000703 2.38e-05 0.0000475 1.21e-05 0.0003577 0.0002819 6.05e-05 0.00e+00 0.0010549 0.0000941 0.0000717 0.0007843 0.0004760 0.0001286 0.0000946 0.0001067 0.0016837 0.0000121 0.0000596 0.0001891 0.0000722 0.0000592 1.16e-05 0.0000946 2.42e-05 3.54e-05 0.00e+00 1.21e-05 0.00e+00 0.0000233 0.0001770 4.75e-05 5.87e-05 0.0000592 0.0010633 8.20e-05 0.0001300 0.00e+00 0.0000121 4.80e-05 0.0000717 2.38e-05 4.75e-05 8.15e-05 8.25e-05 0.0000592 1.21e-05 0.00e+00 0.0001412 0.00e+00 0.0000000 0.0002873 0.0001309 0.0000950 0.0005207 2.38e-05 0.0000834 0.0000955 4.71e-05 0.0005207 0.0002272 3.63e-05 0.0001905 2.38e-05 0.0000233 0.0000596 3.49e-05 0.0001775 0.0001542 0.0000238 7.17e-05 0.00e+00 3.59e-05 0.0000354 0.00e+00 8.20e-05 0.0000349 0.0000359 0.0002380 2.33e-05 0.0003070 4.80e-05 1.21e-05 3.54e-05 0.0001067 1.21e-05 0.0001058 0.0001076 0.0000941 1.16e-05 0.0000359 3.54e-05 5.96e-05 9.55e-05 3.54e-05 0.0000601 2.38e-05 0.0000717 0.0001188 0.0002738 0.00e+00 5.96e-05 0.00e+00 0.0004639 2.38e-05 0.0000238 1.21e-05 0.0000121 0.0002021 0.0000950 0.00e+00 0.0000116 0.0000238 4.75e-05 2.42e-05 2.42e-05 1.16e-05 0.00e+00 0.0000475 0.0005105 0.0005132 0.0000121 0.0000825 0.0000466 0.0000475 0.0003195 0.0000717 2.38e-05 2.42e-05 0.0002487 1.21e-05 4.80e-05 4.71e-05 2.38e-05 0.0001649 0.0001421 0.0001421 0.00e+00 0.0000121 0.0001174 0.0000238 1.16e-05 0.00e+00 0.00e+00 0.00e+00 0.0001058 2.33e-05 0.00e+00 0.00e+00 0.0002250 7.08e-05 0.00e+00 2.38e-05 4.71e-05 0.0001887 3.59e-05 4.71e-05 0.00e+00 0.00e+00 0.0000592 0.0000959 0.0004015 1.16e-05 3.59e-05 0.0002353 0.0002465 0.0004123 0.0000363 0.00e+00 1.21e-05 2.33e-05 0.0002971 2.38e-05 7.17e-05 0.00e+00 1.16e-05 0.0000000 0.0001793 0.0001076 0.0002711 0.00e+00 1.21e-05 0.00e+00 0.00e+00 0.0001183 0.0001676 0.0002222 4.71e-05 0.0000242 0.00e+00 0.00e+00 3.63e-05 3.59e-05 3.59e-05 0.0e+00 0.0001067 0.00e+00 0.0001900 0.00e+00 0.0000829 3.49e-05 3.59e-05 4.75e-05 0.0000592 2.33e-05 1.16e-05 2.38e-05 0.00e+00 0.00e+00 0.0e+00 3.54e-05 2.33e-05 0.0001775 2.42e-05 0.0000349 3.63e-05 0.0e+00 0.0e+00 0.0e+00 2.42e-05 1.21e-05 0.00e+00 0.0e+00 0.0e+00 3.63e-05 0.0e+00 0.0001421 0.00e+00 0.0e+00 0.00e+00 8.29e-05 5.92e-05 4.75e-05 0.00e+00 2.33e-05 1.16e-05 3.54e-05 0.0000242 0.0e+00 0.00e+00 0.0e+00 0.00e+00 5.96e-05 0.00e+00 0.0e+00 1.16e-05 0.0e+00 3.54e-05 2.42e-05 1.16e-05 1.16e-05 0.00e+00 0.0e+00 0.0e+00 3.54e-05 0.0000713 0.0000703 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0001425 2.38e-05 0.00e+00 4.75e-05 3.54e-05 0.00e+00 1.16e-05 0.0e+00 1.16e-05 0.0000480 0.0002272 1.21e-05 0.0002026 0.00e+00 0.0e+00 0.00e+00 1.16e-05 0.00e+00 3.54e-05 0.0e+00 0.0e+00 2.38e-05 0.0000480 0.0000829 0.0e+00 0.0000703 0.00e+00 0.0000354 0.00e+00 0.00e+00 0.0e+00 2.42e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 2.38e-05 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.0005571 0.00e+00 0.0e+00 0.0e+00 0.0001183 0.0001080 0.0004419 0.0000233 0.0001062 0.0001443 0.00e+00 0.0001909 1.16e-05 0.00e+00 2.42e-05 1.16e-05 1.21e-05 0.0002832 0.0e+00 0.0e+00 0.0000116 0.00e+00 0.00e+00 2.38e-05 3.54e-05 0.00e+00 0.0e+00 8.34e-05 1.16e-05 1.16e-05 0.0e+00 0.00e+00 7.17e-05 1.21e-05 1.16e-05 0.00e+00 1.16e-05 2.33e-05 1.21e-05 7.13e-05 1.16e-05 0.00e+00 8.29e-05 4.80e-05 0.00e+00 1.16e-05 1.16e-05 0.00e+00 0.0e+00 2.42e-05 0.00e+00 2.38e-05 0.00e+00 0.00e+00 1.16e-05 1.16e-05 1.21e-05 0.00e+00 3.54e-05 0.00e+00 0.0000475 0.00e+00 1.21e-05 1.21e-05 0.0e+00 4.66e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 1.16e-05 3.49e-05 1.16e-05 0.00e+00 1.16e-05 1.21e-05 1.21e-05 2.38e-05 0.00e+00 4.75e-05 2.33e-05 0.00e+00 0.00e+00 2.33e-05 0.0e+00 1.16e-05 3.54e-05 0.00e+00 0.00e+00 0.0e+00 0.0e+00 1.21e-05 1.16e-05 0.0e+00 7.08e-05 1.16e-05 0.00e+00 0.00e+00 0.00e+00 4.75e-05 0.0e+00 0.0e+00 1.16e-05 0.00e+00 1.21e-05 0.00e+00 0.00e+00 5.96e-05 2.33e-05 4.71e-05 0.00e+00 1.21e-05 1.21e-05 0.00e+00 0.00e+00 1.16e-05 0.00e+00 0.00e+00 6.99e-05 1.16e-05 0.00e+00 1.16e-05 0.0e+00 0.00e+00 1.16e-05 2.38e-05 0.00e+00 1.16e-05 1.21e-05 0.00e+00 2.42e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 3.63e-05 0.0e+00 0.00e+00 0.0e+00 2.38e-05 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 1.16e-05 0.00e+00 0.0e+00 0.0e+00 1.16e-05 0.00e+00 2.33e-05 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 1.21e-05 0.0e+00 0.0e+00 1.21e-05 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 2.38e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 2.33e-05 1.16e-05 1.16e-05 1.16e-05 1.16e-05 1.16e-05 1.16e-05 1.16e-05 9.68e-05 0.0e+00 0.00e+00 0.00e+00 0.0e+00 1.21e-05 1.21e-05 1.21e-05 1.21e-05 1.21e-05 1.21e-05 1.21e-05 1.21e-05 1.21e-05 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00
10 0.0521285 0.0126292 0.0479568 0.0082196 0.0234903 0.0073818 0.0049712 0.0303256 0.0369273 0.0382607 0.0003741 0.0368926 0.0211030 0.0260748 0.0173939 0.0017564 0.0034267 0.0123949 0.0001483 0.0561596 0.0085439 0.0070987 0.0020747 0.0008372 0.0144790 0.0058633 0.0074459 0.0063433 0.0014121 0.0114320 0.0111031 0.0019618 0.0039772 0.0002470 0.0076568 0.0068575 0.0084379 0.0071601 0.0063729 0.0058245 0.0011350 0.0028252 0.0027219 0.0040362 0.0025869 0.0059253 0.0025955 0.0020665 0.0047928 0.0033041 0.0082117 0.0021800 0.0075343 0.0047413 0.0017977 0.0046410 0.0096030 0.0039631 0.0060577 0.0051580 0.0024549 0.0038768 0.0049488 0.0013663 0.0021207 0.0003298 0.0011165 0.0007756 0.0049002 0.0005909 0.0021507 0.0022042 0.0010030 0.0060310 0.0015236 0.0039558 0.0029360 0.0028426 0.0038460 0.0030549 0.0059218 0.0029678 0.0029771 0.0007720 0.0011880 0.0101439 0.0004429 0.0024967 0.0091579 0.0040991 0.0003044 0.0023041 0.0005367 0.0022411 0.0027642 0.0022231 0.0007089 0.0005809 0.0014266 0.0002474 0.0022954 0.0048116 0.0049885 0.0001630 0.0011738 0.0036609 0.0028400 0.0046391 0.0001243 0.0011155 0.0003028 0.0015784 0.0018364 0.0004499 0.0040739 0.0005560 0.0012045 0.0009873 0.0004066 0.0002655 0.0010602 0.0017099 0.0007451 0.0009880 0.0018731 0.0023783 0.0011591 0.0015560 0.0025964 0.0019487 0.0037955 0.0008677 0.0022813 0.0030916 0.0004560 0.0003979 0.0000428 0.0009096 0.0009148 0.0014823 0.0011830 0.0018725 0.0033086 0.0000157 0.0018952 0.0001927 0.0020675 0.0004164 0.0019531 0.0000485 0.0015275 0.0006615 0.0011020 0.0026403 0.0002066 0.0007589 0.0033403 0.0018754 0.0008515 0.0006835 0.0006365 0.0007473 0.0009419 0.0008123 0.0012325 0.0012525 0.0006873 0.0005366 0.0009792 0.0012739 0.0003220 0.0016774 0.0003878 0.0006650 0.0008271 0.0006393 0.0015401 0.0024165 0.0009013 0.0005025 0.0008457 0.0013136 0.0002101 0.0003370 0.0000526 0.0004983 0.0006734 0.0015015 0.0012327 0.0006588 0.0003140 0.0009357 0.0001647 0.0010964 0.0011465 0.0001107 0.0016717 0.0004173 0.0012532 0.0006206 0.0008818 0.0003494 0.0001815 0.0004109 0.0005164 0.0007718 0.0008979 0.0003408 0.0007521 0.0007212 0.0003385 0.0001213 0.0006255 0.0025355 0.0003642 0.0001854 0.0004619 0.0007607 0.0002892 0.0001047 0.0020783 0.0002206 0.0009054 0.0006823 0.0014420 0.0004998 0.0003007 0.0004866 0.0001480 0.0004122 0.0001411 0.0001539 0.0003667 0.0001318 0.0003277 0.0007867 0.0004785 0.0004066 0.0003923 0.0007952 0.0002898 0.0003186 0.0001828 0.0006328 0.0003038 0.0002764 0.0003064 0.0006334 0.0003243 0.0012071 0.0001468 0.0004723 0.0006981 0.0012915 0.0002264 0.0001458 0.0003527 0.0007028 0.0001774 0.0000893 0.0001520 0.0002557 0.0010999 0.0007824 0.0010493 0.0008261 0.0002223 0.0008761 0.0001336 0.0010951 0.0005700 0.0002769 0.0004159 0.0002277 0.0012067 0.0010638 0.0005262 0.0002205 0.0002684 0.0002861 0.0003428 0.0011985 0.0004906 0.0003457 0.0000636 0.0004054 0.0001963 0.0007139 0.0003516 0.0006098 0.0009254 0.0001635 0.0002797 0.0002069 0.0005924 0.0002958 0.0003110 0.0002457 0.0000967 0.0009025 0.0006700 0.0005676 0.0005642 0.0005088 0.0011292 0.0001481 0.0000849 0.0003684 0.0011064 0.0001548 0.0000613 0.0004008 0.0003486 0.0003262 0.0005575 0.0005870 0.0002091 0.0001313 0.0001810 0.0007390 0.0004234 0.0004220 0.0004304 0.0003200 0.0008600 0.0009225 0.0010668 0.0003054 0.0004162 0.0006813 0.0006299 0.0000408 0.0004122 0.0004249 0.0013035 0.0027402 0.0002476 0.0007144 0.0005243 0.0001925 0.0003927 0.0001057 3.40e-06 0.0008126 0.0000520 0.0000910 0.0002758 9.91e-05 0.0002943 3.69e-05 0.0000699 0.0003400 0.0001099 0.0000624 0.0003706 0.0001099 0.0004187 0.0003586 0.0001979 0.0009112 0.0001681 0.0004007 0.0001345 0.0000273 0.0006246 0.0002605 4.18e-05 0.0000733 0.0002872 0.0005364 0.0001478 0.0002800 0.0002530 0.0002891 0.0004174 0.0001036 0.0000066 0.0001119 0.0002296 0.0000561 0.0002127 0.0001582 0.0001913 0.0001983 0.0002626 0.0001401 0.0001883 0.0002108 0.0004461 0.0000593 2.72e-05 0.0001212 4.84e-05 0.0000851 0.0000337 0.0001823 0.0000962 0.0001444 0.0002131 0.0003535 0.0000539 0.0001000 0.0001171 0.0000898 0.0003764 0.0000693 0.0004718 0.0000897 0.0002322 4.60e-05 0.0001341 6.13e-05 0.0005396 5.73e-05 0.0002736 0.0001442 0.0001791 0.0003124 0.0002393 0.00e+00 0.0002162 0.0000864 5.39e-05 0.0002371 2.44e-05 0.0000995 0.0002533 0.0002790 0.0000347 0.0000463 0.0000535 2.85e-05 0.0000848 0.0000612 4.28e-05 0.0001076 8.06e-05 0.0002669 0.0002322 2.33e-05 6.60e-06 0.0004660 0.0001572 0.0001499 0.0003548 0.0002912 0.0001075 0.0003487 0.0001381 0.0006669 0.0001380 0.0000691 0.0001743 0.0001294 0.0001469 1.99e-05 0.0001120 4.97e-05 5.81e-05 2.33e-05 8.29e-05 9.80e-06 0.0001486 0.0001199 6.22e-05 9.94e-05 0.0001614 0.0001856 3.29e-05 0.0000273 1.57e-05 0.0000729 2.26e-05 0.0000709 1.70e-05 4.55e-05 2.53e-05 1.08e-05 0.0000416 1.50e-05 9.10e-06 0.0001755 3.59e-05 0.0000716 0.0002246 0.0001041 0.0001874 0.0003325 1.94e-05 0.0000950 0.0000959 9.47e-05 0.0005314 0.0001280 4.04e-05 0.0001782 1.99e-05 0.0001085 0.0001601 1.92e-05 0.0002816 0.0001420 0.0000182 4.83e-05 2.44e-05 9.20e-05 0.0000590 9.30e-06 5.76e-05 0.0000773 0.0000570 0.0002228 3.93e-05 0.0001871 4.43e-05 1.11e-05 6.91e-05 0.0000982 2.33e-05 0.0001478 0.0000782 0.0001162 1.15e-05 0.0001536 6.15e-05 2.61e-05 4.18e-05 4.48e-05 0.0001073 4.20e-06 0.0000864 0.0000740 0.0001864 2.97e-05 3.52e-05 1.33e-05 0.0002904 3.74e-05 0.0000275 2.38e-05 0.0000647 0.0001225 0.0000989 1.67e-05 0.0000339 0.0000108 1.67e-05 5.56e-05 1.75e-05 2.24e-05 2.83e-05 0.0001546 0.0002708 0.0003163 0.0000729 0.0000498 0.0001436 0.0002087 0.0002586 0.0001869 5.66e-05 3.34e-05 0.0002778 6.91e-05 5.79e-05 5.92e-05 1.52e-05 0.0001686 0.0001142 0.0003373 0.00e+00 0.0000561 0.0001323 0.0000556 2.40e-06 4.20e-06 2.40e-06 0.00e+00 0.0000679 3.96e-05 0.00e+00 0.00e+00 0.0001196 3.37e-05 0.00e+00 5.40e-05 6.67e-05 0.0000863 1.87e-05 4.77e-05 0.00e+00 4.20e-06 0.0000720 0.0001215 0.0002375 5.18e-05 2.41e-05 0.0001570 0.0000499 0.0002536 0.0000391 1.45e-05 3.08e-05 1.01e-05 0.0003351 1.15e-05 5.70e-05 0.00e+00 1.33e-05 0.0001643 0.0000553 0.0000966 0.0001002 4.20e-06 1.25e-05 4.20e-06 4.90e-06 0.0001256 0.0002074 0.0001961 2.80e-05 0.0000177 2.40e-06 1.60e-05 8.78e-05 2.53e-05 4.70e-05 7.6e-06 0.0000834 1.62e-05 0.0001415 1.08e-05 0.0001403 3.15e-05 7.09e-05 5.27e-05 0.0001095 4.05e-05 1.87e-05 2.02e-05 0.00e+00 0.00e+00 0.0e+00 2.60e-05 4.82e-05 0.0002233 5.90e-06 0.0000308 4.48e-05 0.0e+00 0.0e+00 0.0e+00 2.19e-05 1.25e-05 1.26e-05 0.0e+00 0.0e+00 1.62e-05 0.0e+00 0.0001762 0.00e+00 0.0e+00 2.40e-06 4.58e-05 1.28e-05 2.34e-05 1.92e-05 3.40e-06 1.70e-05 9.10e-06 0.0000487 0.0e+00 2.41e-05 0.0e+00 1.70e-05 2.29e-05 6.90e-06 0.0e+00 1.08e-05 0.0e+00 4.16e-05 4.20e-06 2.29e-05 2.04e-05 1.08e-05 0.0e+00 0.0e+00 1.91e-05 0.0000473 0.0000990 0.00e+00 0.0e+00 0.00e+00 1.01e-05 0.00e+00 0.0000637 6.07e-05 4.20e-06 6.60e-06 3.18e-05 5.90e-06 8.40e-06 9.1e-06 0.00e+00 0.0000895 0.0002087 7.05e-05 0.0001014 4.90e-06 0.0e+00 3.79e-05 1.57e-05 8.40e-06 9.10e-06 0.0e+00 2.4e-06 1.57e-05 0.0000229 0.0000588 0.0e+00 0.0000832 0.00e+00 0.0001224 4.20e-06 4.20e-06 4.2e-06 6.60e-06 4.90e-06 4.20e-06 9.10e-06 1.50e-05 2.40e-06 6.60e-06 4.57e-05 4.2e-06 5.90e-06 8.40e-06 3.40e-06 0.0002029 1.67e-05 8.3e-06 0.0e+00 0.0001137 0.0001274 0.0003881 0.0000477 0.0000576 0.0000879 4.63e-05 0.0001258 8.40e-06 5.70e-05 4.74e-05 3.41e-05 3.30e-05 0.0002480 0.0e+00 0.0e+00 0.0000145 2.01e-05 1.70e-05 4.20e-06 4.90e-06 2.04e-05 0.0e+00 7.76e-05 1.40e-05 2.09e-05 2.4e-06 2.40e-06 6.80e-05 1.33e-05 5.01e-05 9.10e-06 2.93e-05 6.15e-05 2.41e-05 5.46e-05 4.20e-06 1.01e-05 5.39e-05 2.78e-05 0.00e+00 8.40e-06 0.00e+00 1.60e-05 2.4e-06 1.67e-05 2.26e-05 7.60e-06 4.90e-06 1.77e-05 9.11e-05 1.03e-05 1.60e-05 2.36e-05 2.69e-05 5.90e-06 0.0000649 3.59e-05 4.35e-05 1.67e-05 2.4e-06 6.60e-06 2.40e-06 2.54e-05 1.50e-05 0.00e+00 0.0e+00 0.00e+00 5.90e-06 5.90e-06 1.01e-05 2.44e-05 1.11e-05 1.35e-05 2.40e-06 9.10e-06 2.40e-06 3.29e-05 6.60e-06 6.60e-06 3.44e-05 0.0e+00 4.20e-06 9.10e-06 6.60e-06 0.00e+00 0.0e+00 2.4e-06 1.15e-05 5.90e-06 0.0e+00 1.57e-05 9.80e-06 4.20e-06 6.60e-06 0.00e+00 2.26e-05 0.0e+00 0.0e+00 0.00e+00 6.60e-06 1.75e-05 6.60e-06 0.00e+00 1.35e-05 6.90e-06 5.33e-05 0.00e+00 0.00e+00 1.11e-05 0.00e+00 0.00e+00 3.40e-06 0.00e+00 9.10e-06 1.15e-05 0.00e+00 4.20e-06 2.40e-06 2.4e-06 1.75e-05 5.90e-06 5.93e-05 9.30e-06 1.75e-05 2.46e-05 2.40e-06 1.97e-05 2.4e-06 6.60e-06 2.83e-05 9.8e-06 1.08e-05 2.78e-05 4.9e-06 4.90e-06 4.9e-06 1.97e-05 3.35e-05 2.4e-06 2.4e-06 2.19e-05 1.08e-05 6.6e-06 9.30e-06 1.01e-05 2.4e-06 2.4e-06 2.40e-06 6.60e-06 2.4e-06 6.6e-06 3.15e-05 5.90e-06 3.08e-05 2.4e-06 2.4e-06 2.4e-06 2.40e-06 2.4e-06 2.4e-06 2.4e-06 2.4e-06 2.40e-06 2.40e-06 2.4e-06 2.4e-06 2.40e-06 2.4e-06 2.4e-06 2.4e-06 2.40e-06 2.4e-06 1.08e-05 1.85e-05 2.4e-06 2.40e-06 2.40e-06 2.4e-06 1.08e-05 2.4e-06 4.20e-06 0.00e+00 1.18e-05 0.00e+00 0.00e+00 0.00e+00 0.00e+00 8.40e-06 2.22e-05 0.0e+00 0.00e+00 0.00e+00 4.2e-06 1.18e-05 0.00e+00 0.00e+00 8.40e-06 4.20e-06 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 1.38e-05 7.6e-06 3.4e-06 7.60e-06 3.4e-06 0.00e+00 0.00e+00 8.40e-06 1.26e-05 0.00e+00 0.00e+00 4.2e-06 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 4.2e-06 0.00e+00 0.0e+00 4.2e-06 4.2e-06 8.4e-06 8.4e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.2e-06 4.20e-06 4.2e-06 4.20e-06 4.2e-06 4.2e-06 4.20e-06 4.2e-06 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.00e+00 0.00e+00 0.0e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.00e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00 0.0e+00

Choosing k

  1. Rule of thumb: \(k = \sqrt{n/2}\)

  2. The elbow method

    • Compute k-means clustering for different values of k

    • Calculate within cluster variation \(SS_{within}\)

    • Plot and spot the loction of a bend

Choosing k

fviz_nbclust(
  la.sic[,-1], 
  kmeans, 
  k.max = 20,
  method = "wss"
)

Hierarchical clustering

  1. Agglomerative clustering (AGNES – AGglomerative NESting)

  2. Divisive hierarchical clustering (DIANA – DIvise ANAlysis)

Dissimilarity (distance) of observations

Hierarchical clustering

# pairwise distances between all observations
d <- dist(la.sic) # print(d) to see how it looks like 

# creates labels for the dendrogam
l <- london.firms %>% distinct(oslaua) %>% arrange(oslaua)

hclust = hclust(d) # Perform hierarchical clustering using d

plot(hclust, hang=-1, labels=l$oslaua, main='Default from hclust') 
# hang: the fraction of the plot height by which labels should hang 
# below the rest of the plot. A negative value will cause the labels 
# to hang down from 0.

Optimal number of clusters

Optimal number of clusters

Tip

Explore what the 2 cluster solution tells us about London?

What did we achieve with clustering?

  • Reduce the data dimensions: from \(33 (LA) * 1,037 (SIC)\) matrix to an array of \(33\): LA membership to the k clusters

  • Create k clusters of LA with similar business structure

Clusters in space

  • Let’s first see the frequency of SIC codes in London
london.firms %>% 
  group_by(SICCode.SicText_1) %>% 
  summarise(n=n()) %>% 
  arrange(-n) %>% 
  kbl() %>%                                           
  kable_styling(full_width = F, font_size = 11) %>%                   
  scroll_box(width = "1200px", height = "400px")
SICCode.SicText_1 n
82990 - Other business support service activities n.e.c. 72756
70229 - Management consultancy activities other than financial management 58526
68100 - Buying and selling of own real estate 55309
68209 - Other letting and operating of own or leased real estate 52058
96090 - Other service activities n.e.c. 46572
99999 - Dormant Company 45312
47910 - Retail sale via mail order houses or via Internet 44270
62020 - Information technology consultancy activities 43932
None Supplied 37778
41100 - Development of building projects 29979
98000 - Residents property management 29955
62012 - Business and domestic software development 21947
64209 - Activities of other holding companies n.e.c. 20554
62090 - Other information technology service activities 20231
74909 - Other professional, scientific and technical activities n.e.c. 17017
86900 - Other human health activities 16856
41202 - Construction of domestic buildings 16593
74990 - Non-trading company 16049
68320 - Management of real estate on a fee or contract basis 14885
96020 - Hairdressing and other beauty treatment 14281
64999 - Financial intermediation not elsewhere classified 13238
56101 - Licensed restaurants 12682
56103 - Take-away food shops and mobile food stands 11655
47990 - Other retail sale not in stores, stalls or markets 11409
41201 - Construction of commercial buildings 11393
69201 - Accounting and auditing activities 11080
43999 - Other specialised construction activities n.e.c. 11075
43390 - Other building completion and finishing 9982
73110 - Advertising agencies 9849
46900 - Non-specialised wholesale trade 9814
74100 - specialised design activities 9420
49410 - Freight transport by road 9317
85590 - Other education n.e.c. 9245
90030 - Artistic creation 9223
56102 - Unlicensed restaurants and cafes 9129
59111 - Motion picture production activities 9112
47190 - Other retail sale in non-specialised stores 9054
70100 - Activities of head offices 8882
68310 - Real estate agencies 8544
47710 - Retail sale of clothing in specialised stores 8030
43210 - Electrical installation 7821
78109 - Other activities of employment placement agencies 7391
59200 - Sound recording and music publishing activities 6948
63990 - Other information service activities n.e.c. 6635
47110 - Retail sale in non-specialised stores with food, beverages or tobacco predominating 6623
56290 - Other food services 6560
43220 - Plumbing, heat and air-conditioning installation 6327
46190 - Agents involved in the sale of a variety of goods 6292
85600 - Educational support services 6265
59112 - Video production activities 6017
45112 - Sale of used cars and light motor vehicles 5781
90010 - Performing arts 5764
70221 - Financial management 5509
71111 - Architectural activities 5452
56210 - Event catering activities 5190
46420 - Wholesale of clothing and footwear 4969
45200 - Maintenance and repair of motor vehicles 4960
43290 - Other construction installation 4840
59113 - Television programme production activities 4807
64205 - Activities of financial services holding companies 4730
58190 - Other publishing activities 4649
70210 - Public relations and communications activities 4561
81210 - General cleaning of buildings 4454
88990 - Other social work activities without accommodation n.e.c. 4400
86210 - General medical practice activities 4343
80100 - Private security activities 4275
55100 - Hotels and similar accommodation 4202
58290 - Other software publishing 4195
86101 - Hospital activities 4151
86220 - Specialists medical practice activities 4066
71129 - Other engineering activities 4056
69202 - Bookkeeping activities 3946
93199 - Other sports activities 3714
46160 - Agents involved in the sale of textiles, clothing, fur, footwear and leather goods 3699
49320 - Taxi operation 3655
79110 - Travel agency activities 3652
78200 - Temporary employment agency activities 3644
71122 - Engineering related scientific and technical consulting activities 3616
90020 - Support activities to performing arts 3541
63120 - Web portals 3447
52290 - Other transportation support activities 3409
58110 - Book publishing 3333
69102 - Solicitors 3165
56302 - Public houses and bars 3113
93290 - Other amusement and recreation activities n.e.c. 3105
66300 - Fund management activities 3097
35110 - Production of electricity 3062
61900 - Other telecommunications activities 2964
82110 - Combined office administrative service activities 2942
63110 - Data processing, hosting and related activities 2930
62011 - Ready-made interactive leisure and entertainment software development 2862
55900 - Other accommodation 2850
86230 - Dental practice activities 2807
73120 - Media representation services 2786
32990 - Other manufacturing n.e.c. 2766
78300 - Human resources provision and management of human resources functions 2752
69109 - Activities of patent and copyright agents; other legal activities n.e.c. 2678
42990 - Construction of other civil engineering projects n.e.c. 2654
46450 - Wholesale of perfume and cosmetics 2594
43341 - Painting 2582
81299 - Other cleaning services 2524
52103 - Operation of warehousing and storage facilities for land transport activities 2473
46180 - Agents specialized in the sale of other particular products 2457
94990 - Activities of other membership organizations n.e.c. 2456
66190 - Activities auxiliary to financial intermediation n.e.c. 2440
47750 - Retail sale of cosmetic and toilet articles in specialised stores 2423
96040 - Physical well-being activities 2180
47789 - Other retail sale of new goods in specialised stores (not commercial art galleries and opticians) 2138
93130 - Fitness facilities 2109
85520 - Cultural education 2083
47290 - Other retail sale of food in specialised stores 2043
14190 - Manufacture of other wearing apparel and accessories n.e.c. 2017
47770 - Retail sale of watches and jewellery in specialised stores 2012
94910 - Activities of religious organizations 1972
64303 - Activities of venture and development capital companies 1966
65120 - Non-life insurance 1963
46342 - Wholesale of wine, beer, spirits and other alcoholic beverages 1962
49390 - Other passenger land transport 1953
68201 - Renting and operating of Housing Association real estate 1944
85100 - Pre-primary education 1886
59120 - Motion picture, video and television programme post-production activities 1867
47599 - Retail of furniture, lighting, and similar (not musical instruments or scores) in specialised store 1850
85510 - Sports and recreation education 1814
64304 - Activities of open-ended investment companies 1782
43320 - Joinery installation 1741
77110 - Renting and leasing of cars and light motor vehicles 1738
81300 - Landscape service activities 1698
18129 - Printing n.e.c. 1675
46310 - Wholesale of fruit and vegetables 1674
87200 - Residential care activities for learning difficulties, mental health and substance abuse 1621
66220 - Activities of insurance agents and brokers 1609
49420 - Removal services 1597
87900 - Other residential care activities n.e.c. 1572
64991 - Security dealing on own account 1563
10890 - Manufacture of other food products n.e.c. 1546
47640 - Retail sale of sports goods, fishing gear, camping goods, boats and bicycles 1543
81222 - Specialised cleaning services 1543
45190 - Sale of other motor vehicles 1540
46510 - Wholesale of computers, computer peripheral equipment and software 1516
46499 - Wholesale of household goods (other than musical instruments) n.e.c. 1507
42120 - Construction of railways and underground railways 1503
81100 - Combined facilities support activities 1480
43910 - Roofing activities 1477
85200 - Primary education 1467
96010 - Washing and (dry-)cleaning of textile and fur products 1465
43330 - Floor and wall covering 1458
88910 - Child day-care activities 1446
46410 - Wholesale of textiles 1426
87300 - Residential care activities for the elderly and disabled 1419
46170 - Agents involved in the sale of food, beverages and tobacco 1402
53202 - Unlicensed carrier 1394
46150 - Agents involved in the sale of furniture, household goods, hardware and ironmongery 1380
43310 - Plastering 1369
73200 - Market research and public opinion polling 1365
64301 - Activities of investment trusts 1364
71121 - Engineering design activities for industrial process and production 1361
45320 - Retail trade of motor vehicle parts and accessories 1359
38110 - Collection of non-hazardous waste 1354
46390 - Non-specialised wholesale of food, beverages and tobacco 1353
80200 - Security systems service activities 1337
10710 - Manufacture of bread; manufacture of fresh pastry goods and cakes 1330
86102 - Medical nursing home activities 1325
32120 - Manufacture of jewellery and related articles 1321
46520 - Wholesale of electronic and telecommunications equipment and parts 1321
87100 - Residential nursing care facilities 1301
47730 - Dispensing chemist in specialised stores 1280
46460 - Wholesale of pharmaceutical goods 1254
93120 - Activities of sport clubs 1243
74901 - Environmental consulting activities 1242
72190 - Other research and experimental development on natural sciences and engineering 1235
79120 - Tour operator activities 1231
74209 - Photographic activities not elsewhere classified 1209
58210 - Publishing of computer games 1206
74202 - Other specialist photography 1193
47240 - Retail sale of bread, cakes, flour confectionery and sugar confectionery in specialised stores 1168
62030 - Computer facilities management activities 1162
88100 - Social work activities without accommodation for the elderly and disabled 1156
47820 - Retail sale via stalls and markets of textiles, clothing and footwear 1146
60200 - Television programming and broadcasting activities 1145
58142 - Publishing of consumer and business journals and periodicals 1143
84120 - Regulation of health care, education, cultural and other social services, not incl. social security 1137
69203 - Tax consultancy 1136
45111 - Sale of new cars and light motor vehicles 1132
16230 - Manufacture of other builders' carpentry and joinery 1130
45310 - Wholesale trade of motor vehicle parts and accessories 1119
50200 - Sea and coastal freight water transport 1114
94120 - Activities of professional membership organizations 1113
72110 - Research and experimental development on biotechnology 1109
74902 - Quantity surveying activities 1107
47760 - Retail sale of flowers, plants, seeds, fertilizers, pet animals and pet food in specialised stores 1095
47410 - Retail sale of computers, peripheral units and software in specialised stores 1093
46480 - Wholesale of watches and jewellery 1092
47890 - Retail sale via stalls and markets of other goods 1090
85320 - Technical and vocational secondary education 1065
64922 - Activities of mortgage finance companies 1038
31090 - Manufacture of other furniture 1018
55209 - Other holiday and other collective accommodation 1013
94110 - Activities of business and employers membership organizations 1008
66120 - Security and commodity contracts dealing activities 989
43342 - Glazing 984
64306 - Activities of real estate investment trusts 981
79909 - Other reservation service activities n.e.c. 977
47510 - Retail sale of textiles in specialised stores 970
47781 - Retail sale in commercial art galleries 965
85310 - General secondary education 946
74300 - Translation and interpretation activities 941
90040 - Operation of arts facilities 935
43991 - Scaffold erection 929
65110 - Life insurance 921
82301 - Activities of exhibition and fair organisers 918
61100 - Wired telecommunications activities 913
47421 - Retail sale of mobile telephones 912
46370 - Wholesale of coffee, tea, cocoa and spices 897
47250 - Retail sale of beverages in specialised stores 871
61200 - Wireless telecommunications activities 867
66290 - Other activities auxiliary to insurance and pension funding 859
46320 - Wholesale of meat and meat products 854
47210 - Retail sale of fruit and vegetables in specialised stores 840
93110 - Operation of sports facilities 824
66110 - Administration of financial markets 819
33140 - Repair of electrical equipment 818
33190 - Repair of other equipment 818
46380 - Wholesale of other food, including fish, crustaceans and molluscs 803
46470 - Wholesale of furniture, carpets and lighting equipment 759
53201 - Licensed carriers 758
46341 - Wholesale of fruit and vegetable juices, mineral water and soft drinks 744
06100 - Extraction of crude petroleum 741
46760 - Wholesale of other intermediate products 740
14132 - Manufacture of other women's outerwear 736
71200 - Technical testing and analysis 730
47650 - Retail sale of games and toys in specialised stores 720
46140 - Agents involved in the sale of machinery, industrial equipment, ships and aircraft 718
95110 - Repair of computers and peripheral equipment 712
35140 - Trade of electricity 710
47220 - Retail sale of meat and meat products in specialised stores 702
64191 - Banks 701
74201 - Portrait photographic activities 697
82302 - Activities of conference organisers 686
47530 - Retail sale of carpets, rugs, wall and floor coverings in specialised stores 677
72200 - Research and experimental development on social sciences and humanities 675
14131 - Manufacture of other men's outerwear 669
64929 - Other credit granting n.e.c. 668
09100 - Support activities for petroleum and natural gas extraction 663
47540 - Retail sale of electrical household appliances in specialised stores 653
26400 - Manufacture of consumer electronics 650
33170 - Repair and maintenance of other transport equipment n.e.c. 650
46120 - Agents involved in the sale of fuels, ores, metals and industrial chemicals 637
46690 - Wholesale of other machinery and equipment 635
77390 - Renting and leasing of other machinery, equipment and tangible goods n.e.c. 631
42110 - Construction of roads and motorways 630
32500 - Manufacture of medical and dental instruments and supplies 629
47749 - Retail sale of medical and orthopaedic goods in specialised stores (not incl. hearing aids) n.e.c. 590
42220 - Construction of utility projects for electricity and telecommunications 586
43120 - Site preparation 585
64203 - Activities of construction holding companies 580
60100 - Radio broadcasting 577
18130 - Pre-press and pre-media services 566
20420 - Manufacture of perfumes and toilet preparations 564
47610 - Retail sale of books in specialised stores 561
46130 - Agents involved in the sale of timber and building materials 559
85421 - First-degree level higher education 557
25990 - Manufacture of other fabricated metal products n.e.c. 556
71112 - Urban planning and landscape architectural activities 551
52219 - Other service activities incidental to land transportation, n.e.c. 550
46730 - Wholesale of wood, construction materials and sanitary equipment 536
47791 - Retail sale of antiques including antique books in stores 534
47721 - Retail sale of footwear in specialised stores 529
47810 - Retail sale via stalls and markets of food, beverages and tobacco products 519
47520 - Retail sale of hardware, paints and glass in specialised stores 515
85530 - Driving school activities 510
47429 - Retail sale of telecommunications equipment other than mobile telephones 505
64202 - Activities of production holding companies 503
64921 - Credit granting by non-deposit taking finance houses and other specialist consumer credit grantors 502
99000 - Activities of extraterritorial organizations and bodies 501
47799 - Retail sale of other second-hand goods in stores (not incl. antiques) 496
81229 - Other building and industrial cleaning activities 493
7487 - Other business activities 490
53100 - Postal activities under universal service obligation 484
64910 - Financial leasing 480
77400 - Leasing of intellectual property and similar products, except copyright works 478
46740 - Wholesale of hardware, plumbing and heating equipment and supplies 462
46110 - Agents selling agricultural raw materials, livestock, textile raw materials and semi-finished goods 459
33200 - Installation of industrial machinery and equipment 458
75000 - Veterinary activities 458
92000 - Gambling and betting activities 452
45400 - Sale, maintenance and repair of motorcycles and related parts and accessories 451
18201 - Reproduction of sound recording 448
39000 - Remediation activities and other waste management services 448
84110 - General public administration activities 441
01500 - Mixed farming 439
58130 - Publishing of newspapers 438
47782 - Retail sale by opticians 434
46439 - Wholesale of radio, television goods & electrical household appliances (other than records, tapes, CD's & video tapes and the equipment used for playing them) 432
46720 - Wholesale of metals and metal ores 432
51210 - Freight air transport 429
59131 - Motion picture distribution activities 429
13990 - Manufacture of other textiles n.e.c. 424
81221 - Window cleaning services 420
43110 - Demolition 417
7499 - Non-trading company 415
25110 - Manufacture of metal structures and parts of structures 407
49319 - Other urban, suburban or metropolitan passenger land transport (not underground, metro or similar) 405
56301 - Licensed clubs 402
33120 - Repair of machinery 398
21100 - Manufacture of basic pharmaceutical products 397
11070 - Manufacture of soft drinks; production of mineral waters and other bottled waters 396
32300 - Manufacture of sports goods 392
78101 - Motion picture, television and other theatrical casting activities 388
32409 - Manufacture of other games and toys, n.e.c. 385
11010 - Distilling, rectifying and blending of spirits 384
82920 - Packaging activities 381
31020 - Manufacture of kitchen furniture 380
85410 - Post-secondary non-tertiary education 377
85422 - Post-graduate level higher education 375
22290 - Manufacture of other plastic products 372
47630 - Retail sale of music and video recordings in specialised stores 372
97000 - Activities of households as employers of domestic personnel 365
15120 - Manufacture of luggage, handbags and the like, saddlery and harness 364
82190 - Photocopying, document preparation and other specialised office support activities 360
69101 - Barristers at law 358
96030 - Funeral and related activities 354
47620 - Retail sale of newspapers and stationery in specialised stores 351
77291 - Renting and leasing of media entertainment equipment 351
46360 - Wholesale of sugar and chocolate and sugar confectionery 346
82200 - Activities of call centres 343
64204 - Activities of distribution holding companies 342
13300 - Finishing of textiles 339
63910 - News agency activities 337
46750 - Wholesale of chemical products 328
08990 - Other mining and quarrying n.e.c. 326
51102 - Non-scheduled passenger air transport 326
26200 - Manufacture of computers and peripheral equipment 325
46220 - Wholesale of flowers and plants 325
27900 - Manufacture of other electrical equipment 320
13921 - Manufacture of soft furnishings 318
26110 - Manufacture of electronic components 318
59132 - Video distribution activities 317
10850 - Manufacture of prepared meals and dishes 316
36000 - Water collection, treatment and supply 316
80300 - Investigation activities 316
77320 - Renting and leasing of construction and civil engineering machinery and equipment 311
79901 - Activities of tourist guides 310
95220 - Repair of household appliances and home and garden equipment 310
52243 - Cargo handling for land transport activities 309
10832 - Production of coffee and coffee substitutes 308
46330 - Wholesale of dairy products, eggs and edible oils and fats 306
20411 - Manufacture of soap and detergents 305
09900 - Support activities for other mining and quarrying 297
38320 - Recovery of sorted materials 296
11050 - Manufacture of beer 287
47722 - Retail sale of leather goods in specialised stores 280
18203 - Reproduction of computer media 279
31010 - Manufacture of office and shop furniture 275
47430 - Retail sale of audio and video equipment in specialised stores 275
66210 - Risk and damage evaluation 269
58141 - Publishing of learned journals 268
52230 - Service activities incidental to air transportation 266
14110 - Manufacture of leather clothes 259
47260 - Retail sale of tobacco products in specialised stores 258
28990 - Manufacture of other special-purpose machinery n.e.c. 257
25120 - Manufacture of doors and windows of metal 254
4521 - Gen construction & civil engineer 254
10840 - Manufacture of condiments and seasonings 253
38210 - Treatment and disposal of non-hazardous waste 253
46210 - Wholesale of grain, unmanufactured tobacco, seeds and animal feeds 248
64305 - Activities of property unit trusts 248
59133 - Television programme distribution activities 247
07290 - Mining of other non-ferrous metal ores 245
10320 - Manufacture of fruit and vegetable juice 244
10390 - Other processing and preserving of fruit and vegetables 243
35300 - Steam and air conditioning supply 242
47300 - Retail sale of automotive fuel in specialised stores 240
52241 - Cargo handling for water transport activities 240
65300 - Pension funding 239
35130 - Distribution of electricity 238
58120 - Publishing of directories and mailing lists 238
46770 - Wholesale of waste and scrap 237
47230 - Retail sale of fish, crustaceans and molluscs in specialised stores 237
46711 - Wholesale of petroleum and petroleum products 235
51101 - Scheduled passenger air transport 235
13923 - manufacture of household textiles 234
98200 - Undifferentiated service-producing activities of private households for own use 234
27400 - Manufacture of electric lighting equipment 233
98100 - Undifferentiated goods-producing activities of private households for own use 232
52242 - Cargo handling for air transport activities 229
17230 - Manufacture of paper stationery 227
7011 - Development & sell real estate 227
02100 - Silviculture and other forestry activities 223
95240 - Repair of furniture and home furnishings 223
18202 - Reproduction of video recording 222
29100 - Manufacture of motor vehicles 222
10821 - Manufacture of cocoa and chocolate confectionery 221
33150 - Repair and maintenance of ships and boats 220
74203 - Film processing 216
01490 - Raising of other animals 213
52220 - Service activities incidental to water transportation 211
01110 - Growing of cereals (except rice), leguminous crops and oil seeds 210
16290 - Manufacture of other products of wood; manufacture of articles of cork, straw and plaiting materials 210
49100 - Passenger rail transport, interurban 209
46440 - Wholesale of china and glassware and cleaning materials 208
50100 - Sea and coastal passenger water transport 207
61300 - Satellite telecommunications activities 203
95210 - Repair of consumer electronics 203
01130 - Growing of vegetables and melons, roots and tubers 200
29320 - Manufacture of other parts and accessories for motor vehicles 198
81291 - Disinfecting and exterminating services 195
94920 - Activities of political organizations 192
84250 - Fire service activities 191
25620 - Machining 186
01610 - Support activities for crop production 185
23700 - Cutting, shaping and finishing of stone 182
49200 - Freight rail transport 180
95120 - Repair of communication equipment 179
10831 - Tea processing 178
15200 - Manufacture of footwear 178
55300 - Recreational vehicle parks, trailer parks and camping grounds 178
21200 - Manufacture of pharmaceutical preparations 177
33130 - Repair of electronic and optical equipment 177
17220 - Manufacture of household and sanitary goods and of toilet requisites 175
95290 - Repair of personal and household goods n.e.c. 175
68202 - Letting and operating of conference and exhibition centres 169
91020 - Museums activities 168
20590 - Manufacture of other chemical products n.e.c. 166
01430 - Raising of horses and other equines 165
10720 - Manufacture of rusks and biscuits; manufacture of preserved pastry goods and cakes 165
47591 - Retail sale of musical instruments and scores 165
33160 - Repair and maintenance of aircraft and spacecraft 164
02400 - Support services to forestry 162
10520 - Manufacture of ice cream 160
77210 - Renting and leasing of recreational and sports goods 155
26511 - Manufacture of electronic measuring, testing etc. equipment, not for industrial process control 154
35120 - Transmission of electricity 150
59140 - Motion picture projection activities 149
20530 - Manufacture of essential oils 146
46431 - Wholesale of audio tapes, records, CDs and video tapes and the equipment on which these are played 146
46719 - Wholesale of other fuels and related products 145
52213 - Operation of bus and coach passenger facilities at bus and coach stations 144
95250 - Repair of watches, clocks and jewellery 144
10920 - Manufacture of prepared pet foods 143
14142 - Manufacture of women's underwear 143
82911 - Activities of collection agencies 142
37000 - Sewerage 141
9305 - Other service activities n.e.c. 140
55202 - Youth hostels 138
01629 - Support activities for animal production (other than farm animal boarding and care) n.e.c. 135
24100 - Manufacture of basic iron and steel and of ferro-alloys 135
77351 - Renting and leasing of air passenger transport equipment 135
10612 - Manufacture of breakfast cereals and cereals-based food 133
10860 - Manufacture of homogenized food preparations and dietetic food 133
23410 - Manufacture of ceramic household and ornamental articles 132
10130 - Production of meat and poultry meat products 130
64201 - Activities of agricultural holding companies 130
77299 - Renting and leasing of other personal and household goods 130
29310 - Manufacture of electrical and electronic equipment for motor vehicles and their engines 128
46610 - Wholesale of agricultural machinery, equipment and supplies 128
30300 - Manufacture of air and spacecraft and related machinery 127
42910 - Construction of water projects 127
35230 - Trade of gas through mains 126
46650 - Wholesale of office furniture 125
84240 - Public order and safety activities 124
7414 - Business & management consultancy 123
14120 - Manufacture of workwear 122
30990 - Manufacture of other transport equipment n.e.c. 118
46620 - Wholesale of machine tools 118
46660 - Wholesale of other office machinery and equipment 116
18121 - Manufacture of printed labels 115
46630 - Wholesale of mining, construction and civil engineering machinery 115
52101 - Operation of warehousing and storage facilities for water transport activities 115
95230 - Repair of footwear and leather goods 114
01300 - Plant propagation 111
13200 - Weaving of textiles 111
27110 - Manufacture of electric motors, generators and transformers 111
38120 - Collection of hazardous waste 111
77330 - Renting and leasing of office machinery and equipment (including computers) 111
94200 - Activities of trade unions 109
10410 - Manufacture of oils and fats 108
7415 - Holding Companies including Head Offices 108
24410 - Precious metals production 106
23320 - Manufacture of bricks, tiles and construction products, in baked clay 105
46350 - Wholesale of tobacco products 105
84130 - Regulation of and contribution to more efficient operation of businesses 105
06200 - Extraction of natural gas 104
55201 - Holiday centres and villages 104
77120 - Renting and leasing of trucks and other heavy vehicles 104
10110 - Processing and preserving of meat 103
91011 - Library activities 103
22190 - Manufacture of other rubber products 102
25730 - Manufacture of tools 102
35210 - Manufacture of gas 102
23610 - Manufacture of concrete products for construction purposes 101
33110 - Repair of fabricated metal products 100
46240 - Wholesale of hides, skins and leather 99
32130 - Manufacture of imitation jewellery and related articles 98
13910 - Manufacture of knitted and crocheted fabrics 97
24200 - Manufacture of tubes, pipes, hollow profiles and related fittings, of steel 97
64110 - Central banking 97
27510 - Manufacture of electric domestic appliances 96
28290 - Manufacture of other general-purpose machinery n.e.c. 96
42210 - Construction of utility projects for fluids 96
64992 - Factoring 96
84220 - Defence activities 95
01280 - Growing of spices, aromatic, drug and pharmaceutical crops 93
52102 - Operation of warehousing and storage facilities for air transport activities 93
26520 - Manufacture of watches and clocks 92
27120 - Manufacture of electricity distribution and control apparatus 91
65202 - Non-life reinsurance 91
30110 - Building of ships and floating structures 89
13960 - Manufacture of other technical and industrial textiles 88
26309 - Manufacture of communication equipment other than telegraph, and telephone apparatus and equipment 88
32401 - Manufacture of professional and arcade games and toys 87
08910 - Mining of chemical and fertilizer minerals 86
43130 - Test drilling and boring 84
5530 - Restaurants 84
84230 - Justice and judicial activities 84
32200 - Manufacture of musical instruments 83
22220 - Manufacture of plastic packing goods 82
91012 - Archives activities 82
10822 - Manufacture of sugar confectionery 81
30920 - Manufacture of bicycles and invalid carriages 81
91040 - Botanical and zoological gardens and nature reserves activities 81
01621 - Farm animal boarding and care 79
03110 - Marine fishing 79
20140 - Manufacture of other organic basic chemicals 79
28220 - Manufacture of lifting and handling equipment 79
11040 - Manufacture of other non-distilled fermented beverages 78
17290 - Manufacture of other articles of paper and paperboard n.e.c. 78
26512 - Manufacture of electronic industrial process control equipment 78
91030 - Operation of historical sites and buildings and similar visitor attractions 78
42130 - Construction of bridges and tunnels 77
49311 - Urban and suburban passenger railway transportation by underground, metro and similar systems 77
77341 - Renting and leasing of passenger water transport equipment 73
25720 - Manufacture of locks and hinges 72
29201 - Manufacture of bodies (coachwork) for motor vehicles (except caravans) 72
11020 - Manufacture of wine from grape 71
4525 - Other special trades construction 71
03210 - Marine aquaculture 70
20301 - Manufacture of paints, varnishes and similar coatings, mastics and sealants 70
12000 - Manufacture of tobacco products 69
17219 - Manufacture of other paper and paperboard containers 69
20412 - Manufacture of cleaning and polishing preparations 69
25610 - Treatment and coating of metals 69
64302 - Activities of unit trusts 68
93210 - Activities of amusement parks and theme parks 67
07100 - Mining of iron ores 66
30120 - Building of pleasure and sporting boats 66
35220 - Distribution of gaseous fuels through mains 66
28250 - Manufacture of non-domestic cooling and ventilation equipment 65
27320 - Manufacture of other electronic and electric wires and cables 63
01700 - Hunting, trapping and related service activities 62
03120 - Freshwater fishing 62
10200 - Processing and preserving of fish, crustaceans and molluscs 62
27200 - Manufacture of batteries and accumulators 62
13100 - Preparation and spinning of textile fibres 61
14390 - Manufacture of other knitted and crocheted apparel 61
18110 - Printing of newspapers 61
01630 - Post-harvest crop activities 59
20130 - Manufacture of other inorganic basic chemicals 59
5190 - Other wholesale 59
7020 - Letting of own property 59
01250 - Growing of other tree and bush fruits and nuts 58
10519 - Manufacture of other milk products 58
50300 - Inland passenger water transport 57
02200 - Logging 56
7220 - Software consultancy and supply 56
23120 - Shaping and processing of flat glass 55
26600 - Manufacture of irradiation, electromedical and electrotherapeutic equipment 55
47741 - Retail sale of hearing aids 55
19201 - Mineral oil refining 54
22110 - Manufacture of rubber tyres and tubes; retreading and rebuilding of rubber tyres 54
23990 - Manufacture of other non-metallic mineral products n.e.c. 54
26120 - Manufacture of loaded electronic boards 54
01120 - Growing of rice 53
18140 - Binding and related services 53
52212 - Operation of rail passenger facilities at railway stations 53
9999 - Dormant company 53
7012 - Buying & sell own real estate 52
7260 - Other computer related activities 52
13922 - manufacture of canvas goods, sacks, etc. 51
28131 - Manufacture of pumps 51
13931 - Manufacture of woven or tufted carpets and rugs 50
17120 - Manufacture of paper and paperboard 50
20160 - Manufacture of plastics in primary forms 50
26701 - Manufacture of optical precision instruments 49
46491 - Wholesale of musical instruments 49
08110 - Quarrying of ornamental and building stone, limestone, gypsum, chalk and slate 48
19209 - Other treatment of petroleum products (excluding petrochemicals manufacture) 48
7412 - Accounting, auditing; tax consult 48
01190 - Growing of other non-perennial crops 47
20150 - Manufacture of fertilizers and nitrogen compounds 47
28930 - Manufacture of machinery for food, beverage and tobacco processing 47
4531 - Installation electrical wiring etc. 47
84210 - Foreign affairs 47
10512 - Butter and cheese production 46
26702 - Manufacture of photographic and cinematographic equipment 46
23190 - Manufacture and processing of other glass, including technical glassware 45
5540 - Bars 45
20200 - Manufacture of pesticides and other agrochemical products 44
28110 - Manufacture of engines and turbines, except aircraft, vehicle and cycle engines 44
64192 - Building societies 44
6523 - Other financial intermediation 44
93191 - Activities of racehorse owners 44
24420 - Aluminium production 43
28490 - Manufacture of other machine tools 43
24450 - Other non-ferrous metal production 42
26301 - Manufacture of telegraph and telephone apparatus and equipment 42
01210 - Growing of grapes 41
11030 - Manufacture of cider and other fruit wines 41
13950 - Manufacture of non-wovens and articles made from non-wovens, except apparel 41
22210 - Manufacture of plastic plates, sheets, tubes and profiles 41
16240 - Manufacture of wooden containers 40
23630 - Manufacture of ready-mixed concrete 40
6024 - Freight transport by road 40
23620 - Manufacture of plaster products for construction purposes 39
23690 - Manufacture of other articles of concrete, plaster and cement 39
16100 - Sawmilling and planing of wood 38
25210 - Manufacture of central heating radiators and boilers 38
51220 - Space transport 37
6420 - Telecommunications 37
14141 - Manufacture of men's underwear 36
5010 - Sale of motor vehicles 36
77342 - Renting and leasing of freight water transport equipment 36
01160 - Growing of fibre crops 35
2222 - Printing not elsewhere classified 35
3663 - Other manufacturing 35
4545 - Other building completion 35
03220 - Freshwater aquaculture 34
01290 - Growing of other perennial crops 33
15110 - Tanning and dressing of leather; dressing and dyeing of fur 33
46230 - Wholesale of live animals 33
5510 - Hotels & motels with or without restaurant 33
01410 - Raising of dairy cattle 32
10810 - Manufacture of sugar 32
31030 - Manufacture of mattresses 32
10611 - Grain milling 31
16210 - Manufacture of veneer sheets and wood-based panels 31
28140 - Manufacture of taps and valves 31
30910 - Manufacture of motorcycles 31
28150 - Manufacture of bearings, gears, gearing and driving elements 30
28940 - Manufacture of machinery for textile, apparel and leather production 30
30200 - Manufacture of railway locomotives and rolling stock 30
50400 - Inland freight water transport 30
7420 - Architectural, technical consult 30
05101 - Deep coal mines 29
16220 - Manufacture of assembled parquet floors 29
23110 - Manufacture of flat glass 29
25500 - Forging, pressing, stamping and roll-forming of metal; powder metallurgy 29
38220 - Treatment and disposal of hazardous waste 29
4534 - Other building installation 29
01450 - Raising of sheep and goats 28
01470 - Raising of poultry 28
10120 - Processing and preserving of poultry meat 28
13939 - Manufacture of other carpets and rugs 28
24540 - Casting of other non-ferrous metals 28
25940 - Manufacture of fasteners and screw machine products 28
01220 - Growing of tropical and subtropical fruits 27
17211 - Manufacture of corrugated paper and paperboard, sacks and bags 27
22230 - Manufacture of builders ware of plastic 27
5142 - Wholesale of clothing and footwear 27
7222 - Other software consultancy and supply 27
7440 - Advertising 27
17240 - Manufacture of wallpaper 26
01420 - Raising of other cattle and buffaloes 25
4533 - Plumbing 25
46640 - Wholesale of machinery for the textile industry and of sewing and knitting machines 25
29202 - Manufacture of trailers and semi-trailers 24
6330 - Travel agencies etc; tourist 24
6603 - Non-life insurance/reinsurance 24
7032 - Manage real estate, fee or contract 24
01270 - Growing of beverage crops 23
5212 - Other retail non-specialised stores 23
5242 - Retail sale of clothing 23
32110 - Striking of coins 22
84300 - Compulsory social security activities 22
9231 - Artistic & literary creation etc 22
10511 - Liquid milk and cream production 21
4544 - Painting and glazing 21
7031 - Real estate agencies 21
7450 - Labour recruitment 21
01240 - Growing of pome fruits and stone fruits 20
10730 - Manufacture of macaroni, noodles, couscous and similar farinaceous products 20
24530 - Casting of light metals 20
28302 - Manufacture of agricultural and forestry machinery other than tractors 20
77310 - Renting and leasing of agricultural machinery and equipment 20
05102 - Open cast coal working 19
10310 - Processing and preserving of potatoes 19
10910 - Manufacture of prepared feeds for farm animals 19
20120 - Manufacture of dyes and pigments 19
25930 - Manufacture of wire products, chain and springs 19
28210 - Manufacture of ovens, furnaces and furnace burners 19
3614 - Manufacture of other furniture 19
7411 - Legal activities 19
24520 - Casting of steel 18
25400 - Manufacture of weapons and ammunition 18
25710 - Manufacture of cutlery 18
27310 - Manufacture of fibre optic cables 18
2852 - General mechanical engineering 18
29203 - Manufacture of caravans 18
5147 - Wholesale of other household goods 18
01640 - Seed processing for propagation 17
27520 - Manufacture of non-electric domestic appliances 17
28120 - Manufacture of fluid power equipment 17
2875 - Manufacture other fabricated metal products 17
5244 - Retail furniture household etc 17
7210 - Hardware consultancy 17
81223 - Furnace and chimney cleaning services 17
82912 - Activities of credit bureaus 17
02300 - Gathering of wild growing non-wood products 16
20110 - Manufacture of industrial gases 16
20302 - Manufacture of printing ink 16
23310 - Manufacture of ceramic tiles and flags 16
23490 - Manufacture of other ceramic products n.e.c. 16
24440 - Copper production 16
28230 - Manufacture of office machinery and equipment (except computers and peripheral equipment) 16
5552 - Catering 16
65201 - Life reinsurance 16
01260 - Growing of oleaginous fruits 15
07210 - Mining of uranium and thorium ores 15
2213 - Publish journals & periodicals 15
28921 - Manufacture of machinery for mining 15
28960 - Manufacture of plastics and rubber machinery 15
5248 - Other retail specialist stores 15
08930 - Extraction of salt 14
14200 - Manufacture of articles of fur 14
23140 - Manufacture of glass fibres 14
24510 - Casting of iron 14
28410 - Manufacture of metal forming machinery 14
32910 - Manufacture of brooms and brushes 14
4522 - Erection of roof covering & frames 14
4542 - Joinery installation 14
49500 - Transport via pipeline 14
5143 - Wholesale electric household goods 14
08120 - Operation of gravel and sand pits; mining of clays and kaolin 13
14310 - Manufacture of knitted and crocheted hosiery 13
23440 - Manufacture of other technical ceramic products 13
25290 - Manufacture of other tanks, reservoirs and containers of metal 13
38310 - Dismantling of wrecks 13
5134 - Wholesale of alcohol and other drinks 13
26513 - Manufacture of non-electronic measuring, testing etc. equipment, not for industrial process control 12
27330 - Manufacture of wiring devices 12
28240 - Manufacture of power-driven hand tools 12
3162 - Manufacture other electrical equipment 12
6340 - Other transport agencies 12
6512 - Other monetary intermediation 12
13940 - Manufacture of cordage, rope, twine and netting 11
17110 - Manufacture of pulp 11
28923 - Manufacture of equipment for concrete crushing and screening and roadworks 11
5245 - Retail electric h'hold, etc. goods 11
6312 - Storage & warehousing 11
6601 - Life insurance/reinsurance 11
9234 - Other entertainment activities 11
01140 - Growing of sugar cane 10
1822 - Manufacture of other outerwear 10
25910 - Manufacture of steel drums and similar containers 10
25920 - Manufacture of light metal packaging 10
2811 - Manufacture metal structures & parts 10
7221 - Software publishing 10
7484 - Other business activities 10
8514 - Other human health activities 10
9261 - Operate sports arenas & stadiums 10
01230 - Growing of citrus fruits 9
01440 - Raising of camels and camelids 9
10420 - Manufacture of margarine and similar edible fats 9
4010 - Production 9
5020 - Maintenance & repair of motors 9
5263 - Other non-store retail sale 9
7460 - Investigation & security 9
10620 - Manufacture of starches and starch products 8
2211 - Publishing of books 8
2524 - Manufacture of other plastic products 8
25300 - Manufacture of steam generators, except central heating hot water boilers 8
26514 - Manufacture of non-electronic industrial process control equipment 8
2710 - Manufacture of basic iron & steel & of Ferro-alloys 8
3611 - Manufacture of chairs and seats 8
4550 - Rent construction equipment with operator 8
5132 - Wholesale of meat and meat products 8
5141 - Wholesale of textiles 8
7250 - Maintenance office & computing mach 8
7481 - Portrait photographic activities, other specialist photography, film processing 8
9302 - Hairdressing & other beauty treatment 8
01150 - Growing of tobacco 7
23200 - Manufacture of refractory products 7
23420 - Manufacture of ceramic sanitary fixtures 7
23430 - Manufacture of ceramic insulators and insulating fittings 7
26800 - Manufacture of magnetic and optical media 7
28922 - Manufacture of earthmoving equipment 7
2922 - Manufacture of lift & handling equipment 7
4511 - Demolition buildings; earth moving 7
4532 - Insulation work activities 7
5050 - Retail sale of automotive fuel 7
5114 - Agents in industrial equipment, etc. 7
5184 - Wholesale of computers, computer peripheral equipment & software 7
5211 - Retail in non-specialised stores holding an alcohol licence, with food, beverages or tobacco predominating, not elsewhere classified 7
5250 - Retail other secondhand goods 7
6022 - Taxi operation 7
7134 - Rent other machinery & equip 7
7482 - Packaging activities 7
9211 - Motion picture and video production 7
01460 - Raising of swine/pigs 6
11060 - Manufacture of malt 6
1824 - Manufacture other wearing apparel etc. 6
20170 - Manufacture of synthetic rubber in primary forms 6
20520 - Manufacture of glues 6
24330 - Cold forming or folding 6
5139 - Non-specialised wholesale food, etc. 6
5156 - Wholesale other intermediate goods 6
5261 - Retail sale via mail order houses 6
7470 - Other cleaning activities 6
77220 - Renting of video tapes and disks 6
77352 - Renting and leasing of freight air transport equipment 6
8021 - General secondary education 6
8042 - Adult and other education 6
9220 - Radio and television activities 6
9271 - Gambling and betting activities 6
9800 - Residents property management 6
1533 - Process etc. fruit, vegetables 5
1581 - Manufacture of bread, fresh pastry & cakes 5
19100 - Manufacture of coke oven products 5
2215 - Other publishing 5
28301 - Manufacture of agricultural tractors 5
28910 - Manufacture of machinery for metallurgy 5
2924 - Manufacture of other general machinery 5
30400 - Manufacture of military fighting vehicles 5
3511 - Building and repairing of ships 5
4541 - Plastering 5
4543 - Floor and wall covering 5
5113 - Agents in building materials 5
5152 - Wholesale of metals and metal ores 5
5186 - Wholesale of other electronic parts & equipment 5
6712 - Security broking & fund management 5
7240 - Data base activities 5
8030 - Higher education 5
8531 - Social work with accommodation 5
8532 - Social work without accommodation 5
9112 - Professional organisations 5
9262 - Other sporting activities 5
9272 - Other recreational activities nec 5
0141 - Agricultural service activities 4
05200 - Mining of lignite 4
1589 - Manufacture of other food products 4
1717 - Preparation & spin of other textiles 4
1823 - Manufacture of underwear 4
2051 - Manufacture of other products of wood 4
20600 - Manufacture of man-made fibres 4
2121 - Manufacture of cartons, boxes & cases of corrugated paper & paperboard 4
2225 - Ancillary printing operations 4
23510 - Manufacture of cement 4
23520 - Manufacture of lime and plaster 4
23910 - Production of abrasive products 4
2862 - Manufacture of tools 4
28950 - Manufacture of machinery for paper and paperboard production 4
3110 - Manufacture electric motors, generators etc. 4
3230 - Manufacture TV & radio, sound or video etc. 4
3410 - Manufacture of motor vehicles 4
4523 - Construction roads, airfields etc. 4
5145 - Wholesale of perfume and cosmetics 4
52211 - Operation of rail freight terminals 4
5226 - Retail sale of tobacco products 4
5231 - Dispensing chemists 4
5243 - Retail of footwear & leather goods 4
5247 - Retail books, newspapers etc. 4
6010 - Transport via railways 4
6110 - Sea and coastal water transport 4
6210 - Scheduled air transport 4
6511 - Central banking 4
6521 - Financial leasing 4
7310 - R & d on nat sciences & engineering 4
7413 - Market research, opinion polling 4
9301 - Wash & dry clean textile & fur 4
08920 - Extraction of peat 3
1110 - Extraction petroleum & natural gas 3
2123 - Manufacture of paper stationery 3
23640 - Manufacture of mortars 3
2416 - Manufacture of plastics in primary forms 3
24430 - Lead, zinc and tin production 3
24460 - Processing of nuclear fuel 3
2466 - Manufacture of other chemical products 3
2621 - Manufacture of ceramic household etc. goods 3
2625 - Manufacture of other ceramic products 3
28132 - Manufacture of compressors 3
2874 - Manufacture fasteners, screw, chains etc. 3
3210 - Manufacture of electronic components 3
3612 - Manufacture other office & shop furniture 3
4020 - Mfr of gas; mains distribution 3
5119 - Agents in sale of variety of goods 3
5131 - Wholesale of fruit and vegetables 3
5222 - Retail of meat and meat products 3
5225 - Retail alcoholic & other beverages 3
5227 - Other retail food etc. specialised 3
5241 - Retail sale of textiles 3
6021 - Other scheduled passenger land transport 3
6023 - Other passenger land transport 3
6321 - Other supporting land transport 3
6323 - Other supporting air transport 3
6412 - Courier other than national post 3
6713 - Auxiliary financial intermed 3
8513 - Dental practice activities 3
0111 - Grow cereals & other crops 2
1513 - Production meat & poultry products 2
1571 - Manufacture of prepared farm animal feeds 2
1598 - Produce mineral water, soft drinks 2
1740 - Manufacture made-up textiles, not apparel 2
1910 - Tanning and dressing of leather 2
1920 - Manufacture of luggage & the like, saddlery 2
2112 - Manufacture of paper & paperboard 2
2212 - Publishing of newspapers 2
23130 - Manufacture of hollow glass 2
2320 - Manufacture of refined petroleum products 2
2413 - Manufacture other inorganic basic chemicals 2
2415 - Manufacture fertilizers, nitrogen compounds 2
2430 - Manufacture of paints, print ink & mastics etc. 2
2452 - Manufacture perfumes & toilet preparations 2
2513 - Manufacture of other rubber products 2
2742 - Aluminium production 2
2851 - Treatment and coat metals 2
2912 - Manufacture of pumps & compressors 2
2952 - Manufacture machines for mining, quarry etc. 2
2954 - Manufacture for textile, apparel & leather 2
2956 - Manufacture other special purpose machine 2
3002 - Manufacture computers & process equipment 2
3130 - Manufacture of insulated wire & cable 2
3310 - Manufacture medical, orthopaedic etc. equipment 2
3420 - Manufacture motor vehicle bodies etc. 2
3430 - Manufacture motor vehicle & engine parts 2
5030 - Sale of motor vehicle parts etc. 2
5116 - Agents in textiles, footwear etc. 2
5117 - Agents in food, drink & tobacco 2
5144 - Wholesale of china, wallpaper etc. 2
5146 - Wholesale of pharmaceutical goods 2
5153 - Wholesale wood, construction etc. 2
5164 - Wholesale office machinery & equip 2
5170 - Other wholesale 2
5185 - Wholesale of other office machinery & equipment 2
5221 - Retail of fruit and vegetables 2
5224 - Retail bread, cakes, confectionery 2
5274 - Repair not elsewhere classified 2
6120 - Inland water transport 2
6311 - Cargo handling 2
6411 - National post activities 2
6711 - Administration of financial markets 2
7110 - Renting of automobiles 2
7132 - Rent civil engineering machinery 2
7133 - Rent office machinery inc computers 2
8041 - Driving school activities 2
8512 - Medical practice activities 2
9251 - Library and archives activities 2
9500 - Private households with employees 2
0130 - Crops combined with animals, mixed farms 1
0150 - Hunting and game rearing inc. services 1
0501 - Fishing 1
1010 - Mining & agglomeration of hard coal 1
1320 - Mining non-ferrous metal ores 1
1552 - Manufacture of ice cream 1
1583 - Manufacture of sugar 1
1596 - Manufacture of beer 1
1711 - Prepare & spin cotton-type fibres 1
1713 - Prepare & spin worsted-type fibres 1
1721 - Cotton-type weaving 1
1723 - Worsted-type weaving 1
1725 - Other textile weaving 1
1730 - Finishing of textiles 1
1751 - Manufacture of carpets and rugs 1
1752 - Manufacture cordage, rope, twine & netting 1
2010 - Sawmill, plane, impregnation wood 1
2030 - Manufacture builders' carpentry & joinery 1
20510 - Manufacture of explosives 1
2125 - Manufacture of paper & paperboard goods 1
2214 - Publishing of sound recordings 1
2223 - Bookbinding and finishing 1
2231 - Reproduction of sound recording 1
23650 - Manufacture of fibre cement 1
24310 - Cold drawing of bars 1
24340 - Cold drawing of wire 1
2441 - Manufacture of basic pharmaceutical prods 1
2451 - Manufacture soap & detergents, polishes etc. 1
2522 - Manufacture of plastic pack goods 1
2611 - Manufacture of flat glass 1
2612 - Shaping & process of flat glass 1
2661 - Manufacture concrete goods for construction 1
2681 - Production of abrasive products 1
2733 - Cold forming or folding 1
2743 - Lead, zinc and tin production 1
2812 - Manufacture builders' carpentry of metal 1
2821 - Manufacture tanks, etc. & metal containers 1
2873 - Manufacture of wire products 1
2923 - Manufacture non-domestic ventilation 1
2940 - Manufacture of machine tools 1
2943 - Manufacture of other machine tools not elsewhere classified 1
2971 - Manufacture of electric domestic appliances 1
3140 - Manufacture of accumulators, batteries etc. 1
3320 - Manufacture instruments for measuring etc. 1
3340 - Manufacture optical, photographic etc. equipment 1
3350 - Manufacture of watches and clocks 1
3520 - Manufacture of railway locomotives & stock 1
3541 - Manufacture of motorcycles 1
3622 - Manufacture of jewellery & related 1
3630 - Manufacture of musical instruments 1
3640 - Manufacture of sports goods 1
3710 - Recycling of metal waste and scrap 1
3720 - Recycling non-metal waste & scrap 1
4012 - Transmission of electricity 1
4013 - Distribution & trade in electricity 1
4030 - Steam and hot water supply 1
5111 - Agents agricultural & textile raw materials 1
5112 - Agents in sale of fuels, ores, etc. 1
5115 - Agents in household goods, etc. 1
5118 - Agents in particular products 1
5135 - Wholesale of tobacco products 1
5136 - Wholesale sugar, chocolate etc. 1
5138 - Wholesale other food inc fish, etc. 1
5154 - Wholesale hardware, plumbing etc. 1
5157 - Wholesale of waste and scrap 1
5223 - Retail of fish, crustaceans etc. 1
5232 - Retail medical & orthopaedic goods 1
5233 - Retail cosmetic & toilet articles 1
5272 - Repair electrical household goods 1
5511 - Hotels & motels 1
5521 - Youth hostels and mountain refuges 1
6220 - Non-scheduled air transport 1
6322 - Other supporting water transport 1
6522 - Other credit granting 1
6720 - Auxiliary insurance & pension fund 1
7122 - Rent water transport equipment 1
7140 - Rent personal & household goods 1
7230 - Data processing 1
7430 - Technical testing and analysis 1
7514 - Support services for government 1
7524 - Public security, law & order 1
8010 - Primary education 1
8022 - Technical & vocational secondary 1
9002 - Collection and treatment of other waste 1
9003 - Sanitation remediation and similar activities 1
9131 - Religious organisations 1
9213 - Motion picture projection 1
9232 - Operation of arts facilities 1
9303 - Funeral and related activities 1
9304 - Physical well-being activities 1
9600 - Undifferentiated goods producing activities of private households for own use 1

Clusters in space

  • Focus on, let’s say, “70221 - Financial management”

The below code creates a list of points (easting and northing) of all the Financial management firms in London:

london.firms.sample <- london.firms %>% 
  filter(SICCode.SicText_1=="70221 - Financial management") %>% 
  select(oseast1m, osnrth1m) %>% 
  drop_na() 

Financial management in London

Because these are points and we know their geometries, we can plot them in space.

plot(london.firms.sample)

Clusters in space, k-means

fviz_nbclust(
  london.firms.sample, 
  kmeans, 
  k.max = 10,
  method = "wss"
)

Clusters in space, k-means

sp.cluster = kmeans(london.firms.sample, 6) 

plot(london.firms.sample, col = sp.cluster$cluster)

Clusters in space, k-means

Tip

How are the above ‘clusters in space’ different to the previous k-means clustering which ignored space?

Clusters in space, hdbscan

Hierarchical Density-Based Spatial Clustering of Applications with Noise

  1. Transform the space according to the density/sparsity

  2. Build the minimum spanning tree of the distance weighted graph

  3. Construct a cluster hierarchy of connected components

  4. Condense the cluster hierarchy based on minimum cluster size

  5. Extract the stable clusters from the condensed tree.

Resources: SciKit-learn docs and dbscan package

Clusters in space, hdbscan

cl <- hdbscan(london.firms.sample, 
              minPts = 10)         #minimum size of clusters

plot(london.firms.sample, col=cl$cluster+1, pch=20)

References

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