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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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

Source: @boehmke2019hands

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

Balland, Pierre-Alexandre, Tom Broekel, Dario Diodato, Elisa Giuliani, Ricardo Hausmann, Neave O’Clery, and David Rigby. 2022. “The New Paradigm of Economic Complexity.” Research Policy 51 (3): 104450.

Bettencourt, Luı́s MA. 2021. “Introduction to Urban Science: Evidence and Theory of Cities as Complex Systems.”

Boehmke, Brad, and Brandon Greenwell. 2019. Hands-on Machine Learning with r. Chapman; Hall/CRC.

Boschma, Ron, Koen Frenken, H Bathelt, M Feldman, D Kogler, et al. 2012. “Technological Relatedness and Regional Branching.” Beyond Territory. Dynamic Geographies of Knowledge Creation, Diffusion and Innovation 29: 64–68.

Caragliu, Andrea, Laura de Dominicis, and Henri LF de Groot. 2016. “Both Marshall and Jacobs Were Right!” Economic Geography 92 (1): 87–111.

Cohen, Wesley M, and Daniel A Levinthal. 1990. “Absorptive Capacity: A New Perspective on Learning and Innovation.” Administrative Science Quarterly, 128–52.

Frenken, Koen, Frank Van Oort, and Thijs Verburg. 2007. “Related Variety, Unrelated Variety and Regional Economic Growth.” Regional Studies 41 (5): 685–97.

Fujita, Masahisa et al. 1989. “Urban Economic Theory.” Cambridge Books.

Hidalgo, César A. 2021. “Economic Complexity Theory and Applications.” Nature Reviews Physics 3 (2): 92–113.

Saviotti, Pier Paolo, and Koen Frenken. 2008. “Export Variety and the Economic Performance of Countries.” Journal of Evolutionary Economics 18 (2): 201–18.

Yuo, Tony Shun-Te, and Tzuhui Angie Tseng. 2021. “The Environmental Product Variety and Retail Rents on Central Urban Shopping Areas: A Multi-Stage Spatial Data Mining Method.” Environment and Planning B: Urban Analytics and City Science 48 (8): 2167–87.