rdata.work

Elasticsearch

2017-08-02T00:00:00+00:00

Elasticsearch

install Elasticsearch with RPM

wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-5.5.1.rpm
sha1sum elasticsearch-5.5.1.rpm
sudo rpm --install elasticsearch-5.5.1.rpm

Elasticsearch can be started and stopped using the service command:

sudo -i service elasticsearch start
sudo -i service elasticsearch stop

You can delete the nyc-places by running:

curl -XDELETE "http://localhost:9200/nyc-places"

Create an index called nyc-places:

curl -XPUT "http://localhost:9200/nyc-places"

Create an index mapping called popular-locations:

curl -XPUT "http://localhost:9200/nyc-places/_mapping/popular-locations" -d'
{
 "popular-locations" : {
   "properties" : {
      "cnt": {"type": "integer"},
      "location": {"type": "geo_point"},
      "isStart": {"type": "boolean"},
      "time": {"type": "date"}
    }
 }
}'

Kibana

install Kibana with RPM

wget https://artifacts.elastic.co/downloads/kibana/kibana-5.5.1-x86_64.rpm
sha1sum kibana-5.5.1-x86_64.rpm
sudo rpm --install kibana-5.5.1-x86_64.rpm

Kibana can be started and stopped using the service command:

sudo -i service kibana start
sudo -i service kibana stop

accessing Kibana

open web interface at localhost:5601

Apache Flink

2017-07-16T00:00:00+00:00

Docker

data artisans: Introducing Official Docker Images for Apache Flink

Integrating R

bitbucket: fastr-flink

Integrating Kafka

Kafka + Flink: A Practical, How-To Guide

Building Apache Flink from Source

git clone https://github.com/apache/flink.git
cd flink
mvn clean package -DskipTests # this will take up to 10 minutes

Tests

mvn test -rf :flink-ml_2.11

Re: flink-ml test

For running a specific test under flink-ml:

mvn test -DwildcardSuites=org.apache.flink.ml.math.BreezeMathSuite BreezeMathSuite

Machine Learning

Dataset

kaggle: Numenta Anomaly Benchmark (NAB) Dataset and scoring for detecting anomalies in streaming data

Learn

Apache Kafka

2017-06-27T00:00:00+00:00

Apache Kafka

Apache Kafka

Source Code

git clone https://git-wip-us.apache.org/repos/asf/kafka.git kafka
or
git@github.com:apache/kafka.git

Build Tools

SDKMAN! is a tool for managing parallel versions of multiple Software Development Kits on most Unix based systems

curl -s "https://get.sdkman.io" | bash

Gradle Build Tool

$ sdk install gradle 4.0

Building Kafka

First bootstrap and download the wrapper

cd kafka_source_dir
gradle

Build a jar and run it

./gradlew jar

Usage

export KAFKA_HOME="/home/xps13/src/apache/kafka/bin"
cd $KAFKA_HOME

# start zookeeper server
./bin/zookeeper-server-start.sh ./config/zookeeper.properties

# start broker
./bin/kafka-server-start.sh ./config/server.properties

# create topic "test"
./bin/kafka-topics.sh --create --topic test --zookeeper localhost:2181 --partitions 1 --replication-factor 1

# consume from the topic using the console producer
./bin/kafka-console-consumer.sh --topic test --zookeeper localhost:2181

# produce something into the topic (write something and hit enter)
./bin/kafka-console-producer.sh --topic test --broker-list localhost:9092

Akka Integration

Rstudio Dev

2017-05-13T00:00:00+00:00

Clone rstudio

cd ~/src/R
git clone git@github.com:rstudio/rstudio
cd rstudio

MIT Build Instructions

Installing RStudio from Source

from the root of the RStudio tree create a build directory and then change to it:

mkdir build
cd build

configure the build using cmake as appropriate, e.g.

cmake .. -DRSTUDIO_TARGET=Server -DCMAKE_BUILD_TYPE=Release

install

sudo make install

afterwards, make sure that folders are not looked for the user account

sudo chown -R xps13 ~/src/R/rstudio/src/gwt

Local Development Workflow

Development Workflow

dependencies:

cd dependencies/common && bash install-common

compile:

cd src/build-cpp-Desktop-Default/ 
make clean
make -j4

modify conf/rserver-dev.conf to disactivate user authentication:

# always authenticate users (defaults to no-auth if not running as root)
auth-none=1

start server:

cd src/build-cpp-Desktop-Default/ && bash rserver-dev

Vagrant Development

comment line 42 in provision-primary-user.sh

# perform overlay config
# ./provision-primary-overlay.sh

install vagrant from https://www.vagrantup.com/downloads.html

sudo rpm -i ~/Downloads/vagrant_1.9.4_x86_64.rpm 
service libvirtd restart
cd ~/src/R/rstudio
vagrant up --debug
vagrant ssh

if java 8 missing:

sudo add-apt-repository ppa:webupd8team/java
sudo apt-get update
sudo apt-get install oracle-java8-installer
sudo update-java-alternatives -s java-8-oracle

build the UI:

cd ~/rstudio/src/gwt/ && ant-draft

see https://pbil.univ-lyon1.fr/CRAN/bin/windows/base/NEWS.R-3.4.0patched.html: “The deprecated styles member of the R_CMethodDef and R_FortranMethodDef structures has been removed.”

comment line 62 in src/cpp/r/RRoutines.cpp:

void registerAll()
{
   // c methods
   R_CMethodDef* pCMethods = NULL;
   if (s_cMethods.size() > 0)
   {
      R_CMethodDef nullMethodDef ;
      nullMethodDef.name = NULL ;
      nullMethodDef.fun = NULL ;
      nullMethodDef.numArgs = 0 ;
      nullMethodDef.types = NULL;
      s_cMethods.push_back(nullMethodDef);
      pCMethods = &s_cMethods[0];
   }
   // nullMethodDef.styles = NULL;
...

link shared library libicui18n.so.55, libicuuc.so.55:

ldconfig -p | grep libicu*
sudo ln -s /usr/lib/x86_64-linux-gnu/libicui18n.so.52 /usr/lib/x86_64-linux-gnu/libicui18n.so.55
sudo ln -s /usr/lib/x86_64-linux-gnu/libicuuc.so.52 /usr/lib/x86_64-linux-gnu/libicuuc.so.55

build RStudio

cd ~/rstudio-build
make

run the server

cd ~/rstudio-build && bash rserver-dev

open RStudio server on your host by going to http://localhost:8787/

install previous / multiple versions of R (3.4 not supporting plot output of RStudio) https://support.rstudio.com/hc/en-us/articles/215488098-Installing-multiple-versions-of-R

wget https://cran.r-project.org/src/base/R-3/R-3.3.3.tar.gz
tar -xvf R-3.3.3.tar.gz
cd R-3.3.3
./configure --prefix=/home/vagrant/R/x86_64-pc-linux-gnu-library/3.3 --enable-R-shlib --with-blas --with-lapack
make
make install

modify conf/rserver-dev.conf to select R version:

# set which r from config
# rsession-which-r=/usr/bin/R
rsession-which-r=/home/vagrant/R/x86_64-pc-linux-gnu-library/3.3/bin/R

restart RStudio Server
restart session

3 May 2017 01:25:12 [rsession-vagrant] ERROR system error 37 (No locks available); OCCURRED AT: virtual rstudio::core::Error rstudio::core::LinkBasedFileLock::acquire(const rstudio::core::FilePath&) /home/vagrant/rstudio/src/cpp/core/file_lock/LinkBasedFileLock.cpp:302; LOGGED FROM: int rstudio::r::session::RReadConsole(const char*, CONSOLE_BUFFER_CHAR*, int, int) /home/vagrant/rstudio/src/cpp/r/session/RSession.cpp:718
13 May 2017 01:25:12 [rsession-vagrant] ERROR R SUICIDE: ERROR system error 37 (No locks available); OCCURRED AT: virtual rstudio::core::Error rstudio::core::LinkBasedFileLock::acquire(const rstudio::core::FilePath&) /home/vagrant/rstudio/src/cpp/core/file_lock/LinkBasedFileLock.cpp:302; LOGGED FROM: void {anonymous}::rSuicide(const string&) /home/vagrant/rstudio/src/cpp/session/SessionMain.cpp:2479

stopping vagrant:

vagrant halt

GWT

Google Web Toolkit (GWT) is a development toolkit for building and optimizing complex browser-based applications. GWT is used by many products at Google, including Google AdWords and Orkut.

GWT is open source, completely free, and used by thousands of developers around the world. It is licensed under the Apache License version 2.0.

Download

download gwt sdk

webAppCreator

gwtproject: doc: webAppCreator

GWT Hacks

Logo

src/org/rstudio/studio/client/application/ui/impl/WebApplicationHeader.java

// large logo
logoLarge_ = new Image(new ImageResource2x(ThemeResources.INSTANCE.rstudio2x()));
((ImageElement)logoLarge_.getElement().cast()).setAlt("RStudio");
logoLarge_.getElement().getStyle().setBorderWidth(0, Unit.PX);

// small logo
logoSmall_ = new Image(new ImageResource2x(ThemeResources.INSTANCE.rstudio_small2x()));
((ImageElement)logoSmall_.getElement().cast()).setAlt("RStudio");
logoSmall_.getElement().getStyle().setBorderWidth(0, Unit.PX);

src/org/rstudio/core/client/theme/res/ThemeResources.java

@Source("rstudio_2x.png")
ImageResource rstudio2x();

@Source("rstudio_small_2x.png")
ImageResource rstudio_small2x();

/client/src/org/rstudio/core/client/theme/res/rstudio_2x.png
/client/src/org/rstudio/core/client/theme/res/rstudio_small_2x.png

/client/src/org/rstudio/studio/client/workbench/commands/Commands.java

// oecd
public abstract AppCommand oecdMru0();
public abstract AppCommand oecdMru1();

/client/src/org/rstudio/studio/client/application/ui/GlobalToolbar.java

// oecd menu
ToolbarPopupMenu oecdMenu = new ToolbarPopupMenu();
oecdMenu.addItem(commands_.oecdMru0().createMenuItem(false));
oecdMenu.addItem(commands_.oecdMru1().createMenuItem(false));
addLeftSeparator();
ToolbarButton oecdButton = new ToolbarButton(
     "OECD", CoreResources.INSTANCE.iconEmpty(), oecdMenu);
addLeftWidget(oecdButton);

Mesos

2017-05-02T00:00:00+00:00

Mesos and YARN

Mesos and YARN: A tale of two clusters

DC/OS

System Requirements

System Requirements

Tutorial

Getting started with the Mesosphere DCOS

Install Fedora 25 from Source

requires libapr-1 and libsubversion-1

sudo dnf install apr-devel subversion-devel

clone master branch of mesos, configure and build using 4 cores
need to configure path of mesos to environment variable, otherwise will put downloaded path and need to modify start script ./bin/mesos-master.sh, ./bin/mesos-agent.sh, src/mesos-master and src/mesos-agent accordingly, including replacement of $PATH variable contents

git clone https://git-wip-us.apache.org/repos/asf/mesos.git
cd mesos
./bootstrap
mkdir build
cd build
../configure
make -j 4 V=0

create working dir and change permissions

sudo mkdir /var/lib/mesos
sudo chown -R xps13:xps13 /var/lib/mesos

start Mesos master (ensure work directory exists and has proper permissions).

./bin/mesos-master.sh --ip=127.0.0.1 --work_dir=/var/lib/mesos

start Mesos agent in new terminal, visit the Mesos web page 127.0.0.1:5050

./bin/mesos-agent.sh --master=127.0.0.1:5050 --work_dir=/var/lib/mesos

run Python framework (exits after successfully running some tasks).

./src/examples/python/test-framework 127.0.0.1:5050

Scala Capstone

2017-04-07T00:00:00+00:00

Week 2

Spatial interpolation

Implementation of the following method:

def predictTemperature(temperatures: Iterable[(Location, Double)], location: Location): Double

This method takes a sequence of known temperatures at the given locations, and a location where we want to guess the temperature, and returns an estimate based on the inverse distance weighting algorithm. To approximate the distance between two locations, we suggest you to use the great-circle distance formula.

Inverse Distance Weighting

wikipedia: Inverse Distance Weighting

A general form of finding an interpolated value $u$ u at a given point $x$ based on samples $u_{i}=u(x_{i})$ for $i=1,2,...,N$ using IDW is an interpolating function:

\[ u(\mathrm{x})= \begin{cases} \frac{ \sum_{i=1}^N w_i \left( \mathrm{x} \right) u_i}{\sum_{i=1}^N w_i \left( \mathrm{x} \right) }, \textrm{ if } d(\mathrm{x}, \mathrm{x}_i) \ne 0 \textrm{ for all } i ~\\ u_i, \quad\quad\quad \textrm{ if } d(\mathrm{x}, \mathrm{x}_i) = 0 \textrm{ for some } i \end{cases} \]

where

\[ w_{i}(\mathbf {x} )={\frac {1}{d(\mathbf {x} ,\mathbf {x} _{i})^{p}}} \]

is a simple IDW weighting function, as defined by Shepard¹, $x$ denotes an interpolated (arbitrary) point, $x_i$ is an interpolating (known) point, $d$ is a given distance (metric operator) from the known point $x_i$ to the unknown point $x$ , $N$ is the total number of known points used in interpolation and $p$ is a positive real number, called the power parameter.

Great Circle Distance

Let $\phi _{1} , \lambda _{1}$ and $\phi _{2} , \lambda _{2}$ be the geographical latitude and longitude of two points 1 and 2, and $\Delta \phi ,\Delta \lambda$ their absolute differences; then $\Delta \sigma$ , the central angle between them, is given by the spherical law of cosines:

\[ \Delta\sigma=\arccos\bigl(\sin\phi_1\cdot\sin\phi_2+\cos\phi_1\cdot\cos\phi_2\cdot\cos(\Delta\lambda)\bigr). \]

The distance $d$ , i.e. the arc length, for a sphere of radius $r$ and $\Delta \sigma$ given in radians

\[ d=r\,\Delta \sigma . \]

Computational formulas

On computer systems with low floating-point precision, the spherical law of cosines formula can have large rounding errors if the distance is small (if the two points are a kilometer apart on the surface of the Earth, the cosine of the central angle comes out 0.99999999). For modern 64-bit floating-point numbers, the spherical law of cosines formula, given above, does not have serious rounding errors for distances larger than a few meters on the surface of the Earth.² The haversine formula is numerically better-conditioned for small distances:³

\[ \Delta\sigma =2\arcsin \sqrt{\sin^2\left(\frac{\Delta\phi}{2}\right)+\cos{\phi_1}\cdot\cos{\phi_2}\cdot\sin^2\left(\frac{\Delta\lambda}{2}\right)} \]

Although this formula is accurate for most distances on a sphere, it too suffers from rounding errors for the special (and somewhat unusual) case of antipodal points (on opposite ends of the sphere). A more complicated formula that is accurate for all distances is the following special case of the Vincenty formula for an ellipsoid with equal major and minor axes:⁴

\[ \Delta\sigma=\arctan \frac{\sqrt{\left(\cos\phi_2\cdot\sin(\Delta\lambda)\right)^2+\left(\cos\phi_1\cdot\sin\phi_2-\sin\phi_1\cdot\cos\phi_2\cdot\cos(\Delta\lambda)\right)^2}}{\sin\phi_1\cdot\sin\phi_2+\cos\phi_1\cdot\cos\phi_2\cdot\cos(\Delta\lambda)} \]

When programming a computer, one should use the atan2() function rather than the ordinary arctangent function (atan()), so that $\Delta \sigma$ is placed in the correct quadrant.

A good choice⁵ for the radius is the mean earth radius, $R_{1}={\frac 13}(2a+b)\approx 6371\,{\mathrm {km}}$ (for the WGS84 ellipsoid); in the limit of small flattening, this choice minimizes the mean square relative error in the estimates for distance.

atan2

wikipedia: atan2

In a variety of computer languages, the function atan2 is the arctangent function with two arguments. For any real number (e.g., floating point) arguments x and y not both equal to zero, atan2(y, x) is the angle in radians between the positive x-axis of a plane and the point given by the coordinates (x, y) on it. The angle is positive for counter-clockwise angles (upper half-plane, y > 0), and negative for clockwise angles (lower half-plane, y < 0).

The purpose of using two arguments instead of one, i.e. just computing a atan(y/x), is to gather information on the signs of the inputs in order to return the appropriate quadrant of the computed angle, which is not possible for the single-argument arctangent function. It also avoids the problem of division by zero, as atan2(y, 0) will return a valid answer as long as y is non-zero.

Linear Interpolation

wikipedia: Linear Interpolation

Radian

wikipedia: Radian

An arc of a circle with the same length as the radius of that circle subtends an angle of 1 radian. The circumference subtends an angle of 2π radians.

Week 3

Web Mercator

While the Web Mercator’s formulas are for the spherical form of the Mercator, geographical coordinates are required to be in the WGS 84 ellipsoidal datum.

Formulas

Formulas for the Web Mercator are fundamentally the same as for the standard spherical Mercator, but before applying zoom, the “world coordinates” are adjusted such that the upper left corner is (0, 0) and the lower right corner is (256, 256):[5]

\[ {\begin{aligned} x&={\frac {128}{\pi }}2^{\text{zoom level}}(\lambda +\pi ){\text{ pixels}} ~\\ y&={\frac {128}{\pi }}2^{\text{zoom level}}\left(\pi -\ln \left[\tan \left({\frac {\pi }{4}}+{\frac {\varphi }{2}}\right)\right]\right){\text{ pixels}} \end{aligned} } \]

where λ is the longitude in radians and φ is geodetic latitude in radians.

Because the Mercator projects the poles at infinity, Google Maps cannot show the poles. Instead it cuts off coverage at 85.051129° north and south. This is not considered a limitation, given the purpose of the service. The value 85.051129° is the latitude at which the full map becomes a square, and is computed as φ given y = 0:

\[ {\displaystyle {\begin{aligned}\varphi _{\text{max}}=\left[2\arctan(e^{\pi })-{\frac {\pi }{2}}\right]\end{aligned}}} \]

Slippy Map

File naming conventions

Tiles are 256 × 256 pixel PNG files
Each zoom level is a directory, each column is a subdirectory, and each tile in that column is a file
Filename(url) format is /zoom/x/y.png

The slippy map expects tiles to be served up at URLs following this scheme, so all tile server URLs look pretty similar.

X and Y

X goes from 0 (left edge is 180 °W) to 2zoom − 1 (right edge is 180 °E)
Y goes from 0 (top edge is 85.0511 °N) to 2zoom − 1 (bottom edge is 85.0511 °S) in a Mercator projection

For the curious, the number 85.0511 is the result of arctan(sinh(π)). By using this bound, the entire map becomes a (very large) square.

Derivation of tile names

Reproject the coordinates to the Mercator projection (from EPSG:4326 to EPSG:3857):
- x = lon
- y = arsinh(tan(lat)) = log[tan(lat) + sec(lat)]
  (lat and lon are in radians)
Transform range of x and y to 0 – 1 and shift origin to top left corner:
- x = [1 + (x / π)] / 2
- y = [1 − (y / π)] / 2
Calculate the number of tiles across the map, n, using 2zoom
Multiply x and y by n. Round results down to give tilex and tiley.

Mathematics

Idem with mathematic signs (lat and lon in degrees):

\[ \begin{align} x &= \left\lfloor \frac{lon + 180}{360} \cdot 2^z \right\rfloor ~\\ y &= \left\lfloor\left(1 - \frac{\ln \left(\tan \left( lat \cdot \frac{\pi}{180} \right) + \frac{1}{\cos \left( lat \cdot \frac{\pi}{180} \right)} \right) }{\pi} \right) \cdot 2^{z - 1} \right\rfloor \end{align} \]

\[ \begin{align} lon &= \frac{x}{2^z} \cdot 360 - 180 ~\\ lat &= \arctan \Bigg( \sinh \bigg( \pi - \frac{y}{2^z} \cdot 2\pi \bigg) \Bigg) \cdot \frac{180}{\pi} ~\\ &= \arctan \Bigg( \sinh \bigg( \pi \cdot \left( 1 - \frac{y}{2^z} \cdot 2 \right) \bigg) \Bigg) \cdot \frac{180}{\pi} ~\\ \end{align} \]

Scala

import scala.math._

case class Tile(x: Int,y: Int, z: Short){
  def toLatLon = new LatLonPoint(
    toDegrees(atan(sinh(Pi * (1.0 - 2.0 * y.toDouble / (1<<z))))), 
    x.toDouble / (1<<z) * 360.0 - 180.0,
    z)
  def toURI = new java.net.URI("http://tile.openstreetmap.org/"+z+"/"+x+"/"+y+".png")
}

case class LatLonPoint(lat: Double, lon: Double, z: Short){
  def toTile = new Tile(
    ((lon + 180.0) / 360.0 * (1<<z)).toInt,
    ((1 - log(tan(toRadians(lat)) + 1 / cos(toRadians(lat))) / Pi) / 2.0 * (1<<z)).toInt, 
    z)
}

//Usage:
val point = LatLonPoint(51.51202,0.02435,17)
val tile = point.toTile
// ==> Tile(65544,43582,17)
val uri = tile.toURI
// ==> http://tile.openstreetmap.org/17/65544/43582.png

References

Shepard, Donald (1968). “A two-dimensional interpolation function for irregularly-spaced data”. Proceedings of the 1968 ACM National Conference. pp. 517–524. doi:10.1145/800186.810616. ↩
“Calculate distance, bearing and more between Latitude/Longitude points”. Retrieved 10 Aug 2013. ↩
Sinnott, Roger W. (August 1984). “Virtues of the Haversine”. Sky and Telescope. 68 (2): 159. ↩
Vincenty, Thaddeus (1975-04-01). “Direct and Inverse Solutions of Geodesics on the Ellipsoid with Application of Nested Equations” (PDF). Survey Review. Kingston Road, Tolworth, Surrey: Directorate of Overseas Surveys. 23 (176): 88–93. doi:10.1179/sre.1975.23.176.88. Retrieved 2008-07-21. ↩
McCaw, G. T. (1932). “Long lines on the Earth”. Empire Survey Review. 1 (6): 259–263. doi:10.1179/sre.1932.1.6.259. ↩

Intellij

2017-03-15T00:00:00+00:00

log4j

By default, the logger configuration is stored at root/src/main/resources/log4j.properties. Below is an example configuration for the logger

log4j.rootLogger=INFO, console

log4j.appender.console=org.apache.log4j.ConsoleAppender
log4j.appender.console.layout=org.apache.log4j.PatternLayout
log4j.appender.console.layout.ConversionPattern=%d{HH:mm:ss,SSS} %-5p %-60c %x - %m%n

Documentation

Update

download from Download IntelliJ IDEA
decompress using tar -xzf ideaIC-2017.1-no-jdk.tar.gz

overwrite contents of INTELLIJPATH with extracted files ``

mkdir intellij-backup
mv $INTELLIJPATH/* intellij-backup
mv idea-IC-171.3780.107/* $INTELLIJPATH

if successful: rm -r intellij-backup

Configure Scala SDK

IntelliJ IDEA Tutorial

copied from coursera course “scala-spark-big-data”

1. Download IntelliJ IDEA Community Edition

IntelliJ IDEA Community Edition is an open-source version of IntelliJ IDEA, a premier IDE for Java, Scala and other JVM-based programming languages. You can download it from the official website.

2. Install the Scala plugin

Before you create or open a Scala project, you need to install the Scala plugin. For that, use the Configure → Plugins → Browse JetBrains Plugins from the Welcome Screen, or Preferences (Settings) → Plugins.

Note that Scala plugin requires restart to complete installation.

3. Setup the JDK

From the welcome screen, go to Configure → Project defaults → Project structure and add the JDK.

4. Creating a project

The easiest way to create a project is to use the Project Wizard. To use it, Click Create New Project on the Welcome Screen, then select Scala, and finally SBT Project.

Click Next to specify project name and location. Once you’ve entered this information, IntelliJ IDEA will create an empty project containing a build.sbt file.

5. Creating a Scala worksheet

Simply use the Create New action from context menu or press Ctrl+N on a Scala source root.

To evaluate worksheets, use the corresponding toolbar icon, or press Alt+Ctrl+W (Alt+Cmd+W on OS X)

6. Creating a Scala class

Much akin to worksheets, Scala classes are created via context menu action Create New, or by using the Ctrl+N shortcut..

Once you are ready, run your application by pressing Ctrl+Shift+F10, or using the editor context menu.

After the application has finished running, you’ll see its output in the Run tool window.

7. Opening an SBT project

To open an SBT project in IntelliJ IDEA, go to the Welcome Screen, click Import Project, and select SBT build file that you wish to open. IntelliJ IDEA will then create a new project and import the selected file to it.

Also, you can open an SBT project without calling the Import Project action. Just click Open Project from the Welcome Screen and select an SBT build file.

8. Synchronizing SBT and IntelliJ IDEA projects

IntelliJ IDEA SBT support synchronizes the project with your build file, so when you change Scala version you’re going to use, or add a library, your project is updated accordingly. For the next time, you can avoid this step by checking off the option ‘‘Use auto-import” in Step 7.

Warning: the scala version shown in this screenshot is 2.10.3 and it’s outdated. The scala version that we will use for this course is 2.11.x. Also, note that the scalatest dependency has the scala version embedded in “scalatest_2.10” and that there’s no 2.0 version for 2.11.x. So, replace:

libraryDependencies += "org.scalatest" % "scalatest_2.10" % "2.0" % "test"

by:

libraryDependencies += "org.scalatest" %% "scalatest" % "2.2.6" % "test"

The double percentage symbol will force sbt to use the current scala version defined in scalaVersion (which has to be “2.11.7” or “2.11.8”).

9. Using terminal to run SBT commands

The easiest way to run SBT commands from from IntelliJ IDEA is to use the Terminal tool window via Alt+F12.

10. See also

To learn more about IntelliJ IDEA, read the IntelliJ IDEA quick start guide and Scala tutorials.

Datascience Notebooks

2017-02-10T00:00:00+00:00

Spark Notebook

Beaker

Beaker - The Data Scientist’s Laboratory

ScalaKata

Other

Databricks
Zeppelin
Jupyter

Cloud Foundry

2016-12-20T00:00:00+00:00

Cloud Fouhdry

github: cloudfoundry: cli

BOSH

AWS

Bootstrapping an AWS Environment for Cloud Foundry

Training

From Zero to Hero

Commercial

Altoros: CF Training

Hadoop

2016-11-19T00:00:00+00:00

Data Lakes

The enterprise data lake: Better integration and deeper analytics

Image Source: searchtechnologies.com

Yarn

add user group hadoop and hduser to this group: $ sudo groupadd hadoop
$ sudo adduser -G hadoop hduser
$ sudo passwd hduser assign password to hduser
modify ssh configuration: $ sudo nano /etc/ssh/sshd_config
uncomment line PubkeyAuthentication yes
$ sudo service sshd restart required after every system restart
create ssh key pair and test ssh connection: $ sudo su - hduser
$ ssh-keygen -t rsa -P ""
$ rm $HOME/.ssh/authorized_keys $ cat $HOME/.ssh/id_rsa.pub >> $HOME/.ssh/authorized_keys
$ chmod og-wx ~/.ssh/authorized_keys $ ssh localhost
download and unzip hadoop, copy contents to /opt/hadoop/ and change permissions: $ sudo mkdir /opt/hadoop
$ sudo cp -r ~/Downloads/hadoop-2.7.3/* /opt/hadoop
$ sudo chown -R hduser:hadoop /opt/hadoop
download and unzip data from stat-computing.org: $ sudo mv ~/Downloads/2008.csv /home/hduser/tmp/airlines

hdfs /user/hduser and file system /home/hduser not to be confused!

on hduser account: $ cd /opt/hadoop
$ bin/hdfs dfsadmin -safemode leave
$ bin/hdfs namenode -format $ bin/hadoop fs -mkdir /user/hduser/airline
$ bin/hdfs dfs -copyFromLocal /home/hduser/tmp/airline/delay /user/hduser/airline/
$ bin/hdfs dfs -ls /user/hduser/airline/delay
Found 1 items
-rw-r--r-- 1 hduser hduser 689413344 2017-01-13 23:31 /user/hduser/airline/delay/2008.csv
if datanode not started (check using jps): $ rm -r ~/hadoopinfra/hdfs/datanode/current
test if datanode can be created: $ bin/hdfs datanode -regular

copy wikipedia data

mkdir /home/hduser/tmp/wikipedia
wget http://alaska.epfl.ch/~dockermoocs/bigdata/wikipedia.dat /home/hduser/tmp/wikipedia
cd $HADOOP_HOME
bin/hadoop fs -mkdir /user/hduser/wikipedia
bin/hdfs dfs -copyFromLocal /home/hduser/tmp/wikipedia /user/hduser/wikipedia/
bin/hadoop fs -mkdir /user/xps13
bin/hadoop fs -chown xps13:xps13 /user/xps13

[hduser@xps13 hadoop]$ /opt/hadoop/bin/hdfs dfs -ls /user/hive/warehouse 17/01/15 13:36:50 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform… using builtin-java classes where applicable Found 2 items drwxrwxr-x - hduser supergroup 0 2017-01-15 12:17 /user/hive/warehouse/employee drwxrwxr-x - hduser supergroup 0 2017-01-15 12:48 /user/hive/warehouse/flights

run spark query on non-`hduser` account, i.e. `xps13`

- need to export `$HADOOP_CONF_DIR` containing `core-site.xml` and `hdfs-site.xml`

$SPARK_HOME/bin/spark-shell val rdd = sc.textFile(“hdfs://localhost:9000/user/hduser/airline/delay/2007.csv”) val count = rdd.flatMap(line => line.split(“ “)) .map(word => (word, 1)) .reduceByKey(_ +_) count.foreach(println)

### Ports

- there are possible configuration variations for `fs.default.name` in `$HADOOP_HOME/etc/hadoop` aka `$HADOOP_CONF`
- both ports `8020` and `9000` are common values
- e.g. Pig uses port `8020` for HDFS and `8032` for YARN Resource Manager

fs.default.name hdfs://localhost:8020

### Apache Hive

- [tutorialspoint.com: Hive Installation](https://www.tutorialspoint.com/hive/hive_installation.htm)

- download hive from [apache.org](http://www.apache.org/dyn/closer.cgi/hive/)

extract and move folder contents to `/opt/hive`
:   `$ sudo mv ~/Downloads/apache-hive-2.1.1-bin/* /opt/hive`

add permissions
:   `$ sudo chown -R hduser:hadoop /opt/hive`

add hive environment variables to `/home/hduser/.bashrc` and source

export HIVE_HOME=/opt/hive export PATH=$PATH:$HIVE_HOME/bin export CLASSPATH=$CLASSPATH:/opt/hadoop/lib/:. export CLASSPATH=$CLASSPATH:/opt/hive/lib/:.

- copy `hive-env.sh.template` and add `HADOOP_HOME=/opt/hadoop`

### Configuring Metastore of Hive

Configuring Metastore means specifying to Hive where the database is stored. You can do this by editing the hive-site.xml file, which is in the $HIVE_HOME/conf directory. First of all, copy the template file using the following command:

$ cd $HIVE_HOME $ cp conf/hive-default.xml.template conf/hive-site.xml


make following modificatios to `hive-site.xml`

hive.exec.scratchdir /tmp/hive-${user.name} hive.exec.local.scratchdir /tmp/${user.name} hive.downloaded.resources.dir /tmp/${user.name}_resources


`javax.jdo.option.ConnectionURL`

javax.jdo.option.ConnectionURL jdbc:derby:metastore_db;create=true JDBC connect string for a JDBC metastore. To use SSL to encrypt/authenticate the connection, provide database-specific SSL flag i$ For example, jdbc:postgresql://myhost/db?ssl=true for postgres database.

init the database
:   `$ cd $HIVE_HOME`  
    `$ bin/schematool -initSchema -dbType derby`

### Make configuration available to spark

edit `~/.bashrc`

export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop export YARN_CONF_DIR=$HADOOP_CONF_DIR

start `dfs` and `yarn`
:   `$ $HADOOP_HOME/sbin/start-dfs.sh`  
    check availability at `http://localhost:50070/`  
   	`$ $HADOOP_HOME/sbin/start-yarn.sh`

allow writing to HDFS
:   `$ $HADOOP_HOME/bin/hdfs dfsadmin -safemode leave`  
    `$ $HADOOP_HOME/bin/hdfs dfsadmin -safemode wait`  
    should print `Safe mode is OFF`

test query from [spark.apache.org](http://spark.apache.org/docs/latest/running-on-yarn.html)

./bin/spark-submit –class org.apache.spark.examples.SparkPi \ –master yarn \ –deploy-mode cluster \ –driver-memory 4g \ –executor-memory 2g \ –executor-cores 1 \ examples/jars/spark-examples*.jar \ 10

stop `dfs` and `yarn`
:   `$ $HADOOP_HOME/sbin/stop-dfs.sh`  
	`$ $HADOOP_HOME/sbin/stop-yarn.sh`

todo: use of `queue` flag `--queue hadoop`

- [`YarnClientSchedulerBackend` - SchedulerBackend for YARN in Client Deploy Mode](https://github.com/jaceklaskowski/mastering-apache-spark-book/blob/master/yarn/spark-yarn-client-yarnclientschedulerbackend.adoc)

using interactive `spark-shell`

./bin/spark-shell \ –master yarn \ –deploy-mode client \ –driver-memory 2g \ –executor-memory 1g \ –executor-cores 1

fix 

- `native-hadoop library for your platform... using builtin-java classes where applicable`
- `Neither spark.yarn.jars nor spark.yarn.archive is set, falling back to uploading libraries under SPARK_HOME.`

- [excessive memory allocation](http://stackoverflow.com/questions/27792839/spark-fail-when-running-pi-py-example-with-yarn-client-mode)

add to `yarn-site.xml`

yarn.nodemanager.pmem-check-enabled false yarn.nodemanager.vmem-check-enabled false


write permission to `/tmp/hive`

bin/hadoop fs -mkdir /user/xps13 bin/hadoop fs -chown xps13:xps13 /user/xps13 bin/hdfs dfs -chmod 777 /user/xps13

bin/hadoop fs -mkdir /tmp bin/hadoop fs -mkdir /tmp/hive bin/hadoop fs -chown xps13:xps13 /tmp/hive bin/hdfs dfs -chmod 777 /tmp/hive

### Test Sparklyr

set `HIVE_CONF_DIR`
:   `export HIVE_CONF_DIR=/opt/hive/conf`

### Apache Derby (not required)

- download from [db.apache.org](https://db.apache.org/derby/derby_downloads.html)

extract and move folder contents to `/opt/derby`
:   `$ sudo mv ~/Downloads/db-derby-10.13.1.1-bin/* /opt/derby`

add permissions
:   `$ sudo chown -R hduser:hadoop /opt/derby`

- [db.apache.org: Step 4: Derby Network Server](http://db.apache.org/derby/papers/DerbyTut/ns_intro.html)

$ export DERBY_INSTALL=/opt/derby $ export CLASSPATH=$DERBY_INSTALL/lib/derbytools.jar:$DERBY_INSTALL/lib/derbynet.jar $ cd $DERBY_INSTALL/bin $ . setNetworkServerCP $ startNetworkServer Sat Jan 14 16:38:00 CET 2017 : Security manager installed using the Basic server security policy. Sat Jan 14 16:38:00 CET 2017 : Apache Derby Network Server - 10.13.1.1 - (1765088) started and ready to accept connections on port 1527

- http://localhost:50070/
- http://localhost:8088/

- read in Python using `read_csv_from_hdfs`
- http://nbviewer.jupyter.org/github/ofermend/IPython-notebooks/blob/master/blog-part-1.ipynb

## Apache Hadoop

- [Native Libraries Guide](https://hadoop.apache.org/docs/r2.7.2/hadoop-project-dist/hadoop-common/NativeLibraries.html)
- [fedora: Changes/Hadoop](https://fedoraproject.org/wiki/Changes/Hadoop)

### Download

- download source from [hadoop.apache.org/releases](http://hadoop.apache.org/releases.html)
- install `libprotoc 2.5.0` lower than `libprotoc 2.6.1` error [compile hadoop from source](http://codetips.coloza.com/compile-hadoop-from-source/)

install `snappy-devel.x86_64`
:   `$ sudo dnf install -y snappy-devel.x86_64`

install `cmake`
:   `$ sudo dnf install -y cmake`

clean
:   `$ mvn clean`

build
:   `$ mvn package -Pdist,native -DskipTests -Dtar -Drequire.snappy`

### Install

uninstall `hadoop-client`
:   `$ sudo dnf remove -y hadoop-client`

### User Management

- [Install Apache Hadoop on CentOS 7](http://www.tecmint.com/install-configure-apache-hadoop-centos-7/)

remove group `hadoop`
:   `$ sudo groupdel hadoop`

remove `/opt/hadoop`
:   `$ sudo rm -r /opt/hadoop`

copy to `/opt/hadoop`
:   `$ sudo mkdir /opt/hadoop`  
    `$ sudo cp -r /home/xps13/hadoop/hadoop-2.7.3-src/hadoop-dist/target/hadoop-2.7.3/* /opt/hadoop/`

create `hadoop` user account without root powers to use for Hadoop installation path and working environment; the new account home directory will reside in `/opt/hadoop` directory

sudo useradd -d /opt/hadoop hadoop

sudo passwd hadoop

sudo chown -R hadoop:hadoop /opt/hadoop/


HADOOP env variables

export HADOOP_HOME=/opt/hadoop export HADOOP_COMMON_HOME=$HADOOP_HOME export HADOOP_HDFS_HOME=$HADOOP_HOME export HADOOP_MAPRED_HOME=$HADOOP_HOME export HADOOP_YARN_HOME=$HADOOP_HOME export HADOOP_OPTS=”-Djava.library.path=$HADOOP_HOME/lib/native” export HADOOP_COMMON_LIB_NATIVE_DIR=$HADOOP_HOME/lib/native export PATH=$PATH:$HADOOP_HOME/sbin:$HADOOP_HOME/bin ~~~

check installation: $ bin/hadoop checknative -a

Usage

start hadoop: $ start-dfs.sh

Fedora 24

Create a User: $ sudo useradd -m rstudio-user
$ sudo passwd rstudio-user
Create new directory in hdfs: $ hadoop fs -mkdir /user/rstudio-user
$ hadoop fs -chmod 777 /user/rstudio-user

Packer Io

2016-11-19T00:00:00+00:00

packer.io

packer.io

Packer is a tool for creating machine and container images for multiple platforms from a single source configuration.

Hortonworks

2016-11-19T00:00:00+00:00

Hortonworks

hortonworks.com

SAP HANA Vora

Getting started with SAP HANA and Vora + HDP

Sap Hana

2016-11-11T00:00:00+00:00

SAP Cloud

SAP Cloud Appliance Library

SAP HANA Vora

HANA Vora Hadoop leverages and extends the Apache Spark execution framework to provide enriched interactive analytics on enterprise and Hadoop data
the HANA Vora Developer Edition cluster is running on top of Hortonworks HDP and Apache Spark
github: SAP: HANAVora-Extensions Spark extensions for business contexts. SAP has recently contributed a few new features to the Apache Spark ecosystem, available as a GitHub project, including a data hierarchy capability that enables drill-down analysis on Hadoop data, and an extension to Spark’s data source API that improves distributed query efficiency from Spark to SAP HANA.
github: saphanaacademy: Vora

AMIs

SAP Spark

Integration betweeen SAP HANA and Apache Spark

With over 200,000 customers and among the largest portfolios of enterprise applications, SAP’s software serves as the gateway to one of the most valuable treasure troves of enterprise data globally, and SAP HANA is the cornerstone of SAP’s platform strategy underpinning these enterprise applications moving forward. Now, the community of Spark developers and users will have full access as well, enabling a richness of analytical possibilities that has been hard to achieve otherwise.

Spark can push down more advanced queries (e.g., complex joins, aggregates, and classification algorithms) – leveraging HANA’s horsepower and reducing expensive shuffles of data
TGFs (Table Generating Functions) and Custom UDFs (User Defined functions) provide access to the full breadth of Spark’s capabilities through the Smart Data Access functionality

Learn

SAP HANA Interactive Education hana-shine

Platform

SAP HANA Cloud Platform

SAP HANA Cloud Platform Trial
SAP HANA Platform (Core): SAP HANA Development Information - official documentation

Binary Installer

Hardware Requirements

Download Manager

SAP HANA, express edition

$ chmod +x ~/Downloads/HXEDownloadManager_linux.bin
$ ./HXEDownloadManager_linux.bin

Installation

Installing Binary: Download the binary image of SAP HANA, express edition, install the image on your Linux server, and install additional tools for express edition if desired.

VM Image

Installation

Usage

Start Using SAP HANA, express edition

hxehost login: hxeadm
initial password: HXEHana1

Amazon AWS

SAP HANA on the AWS Cloud

Functionality

PDF Reference Guides

Predictive Analysis

Sample Algorithms in the Predictive Analysis Library (PAL)

Association Analysis

Apriori
Apriori Lite
FP-growth
KORD - Top K Rule Discovery

Regression

Multiple linear regression
Polynomial regression
Exponential regression
Bivariate geometric regression
Bivariate logarithmic regression

Cluster Analysis

ABC Classification
DBSCAN
K-Means
K-Medoid Clustering
K-Medians
Kohonen self-organizing maps
Agglomerate hierarchical clustering
Affinity propagation

Classification Analysis

CART
C4.5 decision tree analysis
CHAID decision tree analysis
K-nearest neighbor
Logistic regression
Back-propagation (neural network)
Naïve Bayes
Support vector machine

Time Series Analysis

Single exponential smoothing
Double exponential smoothing
Triple exponential smoothing
Forecast smoothing
Autoregressive integrated moving average (ARIMA)
Brown exponential smoothing
Croston method
Forecast accuracy measure
Linear regression with damped trend and seasonal adjust

Probability Distribution

Distribution fit
Cumulative distribution function
Quantile function

Outlier Detection

Interquartile range test (Tukey’s test)
Variance test
Anomaly detection

Link Prediction

Common neighbors
Jaccard coefficient
Adamic/Adar
Katzß

Data Preparation

Sampling
Random distribution sampling
Binning
Scaling
Partitioning
Principal component analysis (PCA)

Statistic Functions (Univariate)

Mean, median, variance, standard deviation
Kurtosis
Skewness

Statistic Functions (Multivariate)

Covariance matrix
Pearson correlations matrix
Chi-squared tests:
- Test of quality of fit
- Test of independence
- F-test (variance equality test)

Other

Weighted scores table
Substitute missing values

Gnome Flatpack

2016-10-12T00:00:00+00:00

install flatpack: $ sudo dnf install flatpak
add repositories: $ wget https://sdk.gnome.org/keys/gnome-sdk.gpg
$ flatpak remote-add --gpg-import=gnome-sdk.gpg gnome https://sdk.gnome.org/repo/
$ flatpak remote-add --gpg-import=gnome-sdk.gpg gnome-apps https://sdk.gnome.org/repo-apps/
install stable gnome: $ flatpak install gnome org.gnome.Platform 3.20
list apps: $ flatpak remote-ls gnome-apps --app
add nightly repositories: $ wget https://sdk.gnome.org/nightly/keys/nightly.gpg
$ flatpak remote-add --gpg-import=nightly.gpg gnome-nightly-apps https://sdk.gnome.org/nightly/repo-apps/
$ flatpak remote-add --gpg-import=nightly.gpg gnome-nightly https://sdk.gnome.org/nightly/repo/
install nightly gnome: $ flatpak install gnome-nightly org.gnome.Platform master
list nightly apps: $ flatpak remote-ls gnome-nightly-apps --app
install nightly apps: $ flatpak install gnome-nightly-apps org.gnome.gedit master
update nightly apps: $ flatpak update org.gnome.gedit master
run app: $ flatpak run org.gnome.gedit

Apache Drill

2016-09-18T00:00:00+00:00

About

Install

direct file download

H2o Ml

2016-09-03T00:00:00+00:00

R API

satRday_workshop/step_09_stacking.R#L9

library(mlbench)
data("BostonHousing2")

# Start H2O
library(h2o)
h2o.init(nthreads = -1)

Flow

When starting an H2O cluster, the flow will become available at http://localhost:54321/flow/index.html

Training

github: satRday_workshop

Videos

Model stacking (ensemble)

Practical Ensemble Learning by Erin LeDell
H2O Ensemble Homepage
H2O Ensemble Tutorial
LeDell, E. (2015) Scalable Ensemble Learning and Computationally Efficient Variance Estimation (Doctoral Dissertation)
Breiman, L. (1996) Stacked Regressions

GBM

?h2o.gbm h2o.gbm package:h2o R Documentation

Gradient Boosted Machines

Description:

 Builds gradient boosted classification trees, and gradient boosted
 regression trees on a parsed data set.

Usage:

 h2o.gbm(x, y, training_frame, model_id, checkpoint, ignore_const_cols = TRUE,
   distribution = c("AUTO", "gaussian", "bernoulli", "multinomial", "poisson",
   "gamma", "tweedie", "laplace", "quantile", "huber"), quantile_alpha = 0.5,
   tweedie_power = 1.5, huber_alpha, ntrees = 50, max_depth = 5,
   min_rows = 10, learn_rate = 0.1, learn_rate_annealing = 1,
   sample_rate = 1, sample_rate_per_class, col_sample_rate = 1,
   col_sample_rate_change_per_level = 1, col_sample_rate_per_tree = 1,
   nbins = 20, nbins_top_level, nbins_cats = 1024, validation_frame = NULL,
   balance_classes = FALSE, class_sampling_factors,
   max_after_balance_size = 1, seed, build_tree_one_node = FALSE,
   nfolds = 0, fold_column = NULL, fold_assignment = c("AUTO", "Random",
   "Modulo", "Stratified"), keep_cross_validation_predictions = FALSE,
   keep_cross_validation_fold_assignment = FALSE,
   score_each_iteration = FALSE, score_tree_interval = 0,
   stopping_rounds = 0, stopping_metric = c("AUTO", "deviance", "logloss",
   "MSE", "AUC", "misclassification", "mean_per_class_error"),
   stopping_tolerance = 0.001, max_runtime_secs = 0, offset_column = NULL,
   weights_column = NULL, min_split_improvement, histogram_type = c("AUTO",
   "UniformAdaptive", "Random", "QuantilesGlobal", "RoundRobin"),
   max_abs_leafnode_pred)

Arguments:

   x: A vector containing the names or indices of the predictor
      variables to use in building the GBM model.

   y: The name or index of the response variable. If the data does
      not contain a header, this is the column index number
      starting at 0, and increasing from left to right. (The
      response must be either an integer or a categorical
      variable).

training_frame: An H2OFrame object containing the variables in the model.

model_id: (Optional) The unique id assigned to the resulting model. If none is given, an id will automatically be generated.

checkpoint: “Model checkpoint (provide the model_id) to resume training with.”

ignore_const_cols: A logical value indicating whether or not to ignore all the constant columns in the training frame.

distribution: A ‘character’ string. The distribution function of the response. Must be “AUTO”, “bernoulli”, “multinomial”, “poisson”, “gamma”, “tweedie”, “laplace”, “quantile”, “huber” or “gaussian”

quantile_alpha: Desired quantile for Quantile regression, must be between 0 and 1.

tweedie_power: Tweedie power for Tweedie regression, must be between 1 and 2.

huber_alpha: Desired quantile for Huber/M-regression (threshold between quadratic and linear loss, must be between 0 and 1).

ntrees: A nonnegative integer that determines the number of trees to grow.

max_depth: Maximum depth to grow the tree.

min_rows: Minimum number of rows to assign to teminal nodes.

learn_rate: Learning rate (from ‘0.0’ to ‘1.0’)

learn_rate_annealing: Scale the learning rate by this factor after each tree (e.g., 0.99 or 0.999)

sample_rate: Row sample rate per tree (from ‘0.0’ to ‘1.0’)

sample_rate_per_class: Row sample rate per tree per class (one per class, from ‘0.0’ to ‘1.0’)

col_sample_rate: Column sample rate per split (from ‘0.0’ to ‘1.0’)

col_sample_rate_change_per_level: Relative change of the column sampling rate for every level (from 0.0 to 2.0)

col_sample_rate_per_tree: Column sample rate per tree (from ‘0.0’ to ‘1.0’)

nbins: For numerical columns (real/int), build a histogram of (at least) this many bins, then split at the best point.

nbins_top_level: For numerical columns (real/int), build a histogram of (at most) this many bins at the root level, then decrease by factor of two per level.

nbins_cats: For categorical columns (factors), build a histogram of this many bins, then split at the best point. Higher values can lead to more overfitting.

validation_frame: An H2OFrame object indicating the validation dataset used to contruct the confusion matrix. Defaults to NULL. If left as NULL, this defaults to the training data when ‘nfolds = 0’.

balance_classes: logical, indicates whether or not to balance training data class counts via over/under-sampling (for imbalanced data).

class_sampling_factors: Desired over/under-sampling ratios per class (in lexicographic order). If not specified, sampling factors will be automatically computed to obtain class balance during training. Requires balance_classes.

max_after_balance_size: Maximum relative size of the training data after balancing class counts (can be less than 1.0). Ignored if balance_classes is FALSE, which is the default behavior.

seed: Seed for random numbers (affects sampling).

build_tree_one_node: Run on one node only; no network overhead but fewer cpus used. Suitable for small datasets.

nfolds: (Optional) Number of folds for cross-validation.

fold_column: (Optional) Column with cross-validation fold index assignment per observation

fold_assignment: Cross-validation fold assignment scheme, if fold_column is not specified, must be “AUTO”, “Random”, “Modulo”, or “Stratified”. The Stratified option will stratify the folds based on the response variable, for classification problems.

keep_cross_validation_predictions: Whether to keep the predictions of the cross-validation models

keep_cross_validation_fold_assignment: Whether to keep the cross-validation fold assignment.

score_each_iteration: Attempts to score each tree.

score_tree_interval: Score the model after every so many trees. Disabled if set to 0.

stopping_rounds: Early stopping based on convergence of stopping_metric. Stop if simple moving average of length k of the stopping_metric does not improve (by stopping_tolerance) for k=stopping_rounds scoring events. Can only trigger after at least 2k scoring events. Use 0 to disable.

stopping_metric: Metric to use for convergence checking, only for _stopping_rounds > 0 Can be one of “AUTO”, “deviance”, “logloss”, “MSE”, “AUC”, “misclassification”, or “mean_per_class_error”.

stopping_tolerance: Relative tolerance for metric-based stopping criterion (if relative improvement is not at least this much, stop)

max_runtime_secs: Maximum allowed runtime in seconds for model training. Use 0 to disable.

offset_column: Specify the offset column.

weights_column: Specify the weights column.

min_split_improvement: Minimum relative improvement in squared error reduction for a split to happen.

histogram_type: What type of histogram to use for finding optimal split points Can be one of “AUTO”, “UniformAdaptive”, “Random”, “QuantilesGlobal” or “RoundRobin”.

max_abs_leafnode_pred: Maximum absolute value of a leaf node prediction.

Details:

 The default distribution function will guess the model type based
 on the response column type. In order to run properly, the
 response column must be an numeric for "gaussian" or an enum for
 "bernoulli" or "multinomial".

Apache Flink

2016-09-03T00:00:00+00:00

Apache Flink

Books

Learning Apache Flink

Ssb Rest Flows

2016-08-16T00:00:00+00:00

Statistics Norway (SSB) REST Flows

ID	Title	Statistic
StatResNav02	07534: StatRes. The Norwegian Labour and Welfare Service. Activities and services. Members of the National Insurance Scheme, by type of benefit (closed series) 2006 - 2008	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav02
StatResNav1	07527: StatRes. The Norwegian Labour and Welfare Service (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav1
StatResNav27	08334: StatRes. The Norwegian Labour and Welfare Service. Related indicators. Population aged 15-74, by labour force status (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav27
StatResNav28	09039: StatRes. The Norwegian Labour and Welfare Service. Registered unemployment (NAV-figures) (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav28
StatResNav29	09051: StatRes. The Norwegian Labour and Welfare Service. People on unemployment measures (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav29
StatResNav30	09052: StatRes. The Norwegian Labour and Welfare Service. Recipients of unemployment measures (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav30
StonadTrygd	08367: StatRes. Transfers distributed, by various benefits and social security (NOK million) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StonadTrygd
StatResNav32	09054: StatRes. The Norwegian Labour and Welfare Service. People with reduced working capacity on unemployment measures (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav32
StatResNav33	09055: StatRes. The Norwegian Labour and Welfare Service. Recipients of work assessment allowance (C) (closed series) 2010 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav33
StatResNav34	09056: StatRes. The Norwegian Labour and Welfare Service. Recipients of disability pension (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav34
StatResNav35	09057: StatRes. The Norwegian Labour and Welfare Service. Old age pensioners (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav35
StatResNav36	09058: StatRes. The Norwegian Labour and Welfare Service. Recipients of contractual benefits (AFP) (C) (closed series) 2006 - 2012	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav36
StatResNav37	09059: StatRes. The Norwegian Labour and Welfare Service. Children with child allowance and/or advance payment of maintenance (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav37
StatResNav38	09060: StatRes. The Norwegian Labour and Welfare Service. Recipients of child benefits (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav38
StatResNav39	09062: StatRes. The Norwegian Labour and Welfare Service. Recipients of cash benefits (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav39
StatResNav40	09063: StatRes. The Norwegian Labour and Welfare Service. Recipients of basic benefits (C) (closed series) 2006 - 2012	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav40
StatResNav41	09064: StatRes. The Norwegian Labour and Welfare Service. Recipients of auxiliary benefits (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav41
StatResNav26	08333: StatRes. The Norwegian Labour and Welfare Service, results. Members of the National Insurance Scheme, by type of benefit (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav26
StatResNav25	08332: StatRes. The Norwegian Labour and Welfare Service. Activities and services. Recipients from other benefits administrated by The Norwegian Labour and Welfare Administration, by type of benefit (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav25
StatResNav24	08331: StatRes. The Norwegian Labour and Welfare Service. Activities and services. Labour markets initiatives. Persons on ordinary initiatives and persons with occupational disabilities on initiatives (closed series) 2006 - 2012	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav24
StatResNav31	09053: StatRes. The Norwegian Labour and Welfare Service. Recipients of sickness benefits (C) (closed series) 2006 - 2013	http://data.ssb.no/api/v0/en/table/al/al03/nav_statres/StatResNav31
SBMENU420	Persons by labour force status	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU420
SBMENU421	Employed persons	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU421
SBMENU422	Employees with temporary jobs	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU422
SBMENU423	Underemployed persons	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU423
SBMENU426	Unemployed persons	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU426
SBMENU424	Persons outside the labour force	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU424
SBMENU661	Young people neither in employment nor in education	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU661
SBMENU425	Working hours and man-weeks worked	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU425
SBMENU427	Occupations	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU427
SBMENU428	Course participation	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU428
SBMENU880	Lrevilkrsmonitoren	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU880
SBMENU429	Overtime	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU429
SBMENU861	Quality indicators	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU861
SBMENU1840	Immigrants	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU1840
SBMENU2860	Patterns of working time	http://data.ssb.no/api/v0/en/table/al/al03/aku/SBMENU2860
SyssArbledSes02	08931: Employment and unemployment for persons aged 15-74, seasonally adjusted and trend-cycle, 3-months moving average, by sex and age 2006M02 - 2016M06	http://data.ssb.no/api/v0/en/table/al/al03/akumnd/SyssArbledSes02
ArbledSessNY	07458: Employment and unemployment, seasonally adjusted, by age. Resident population 1997K1 - 2016K2	http://data.ssb.no/api/v0/en/table/al/al03/akumnd/ArbledSessNY
SyssArbledSes01	08930: Employment and unemployment for persons aged 15-74, seasonally adjusted, 3-months moving average 2006M02 - 2016M05	http://data.ssb.no/api/v0/en/table/al/al03/akumnd/SyssArbledSes01
FRA_GAMMEL_00160	Closed time series	http://data.ssb.no/api/v0/en/table/al/al03/akumnd/FRA_GAMMEL_00160
ArbLosInnvNye	07115: Registered unemployed immigrants and persons participating in labour market schemes 15-74 years, in per cent of the work force or persons in total, by country background and municipality/county of residence (M) 2001K1 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/ArbLosInnvNye
ForstgenArbNye	07116: Registered unemployed immigrants and persons participating in labour market schemes 15-74 years, in per cent of persons in total, by country background, time of residence in Norway and sex 2001K1 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/ForstgenArbNye
LedigInnvandNye	07117: Registered unemployed 15-74 years, by country background, world region and sex. Absolute numbers and in per cent of the labour force 2001K1 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/LedigInnvandNye
BolosLand2	11152: Registered unemployed not registered as residents, by country background and sex. Absolute numbers only 2014K4 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/BolosLand2
Bostedslos2	11151: Registred unemployed persons not registered as resident, by country background and age 2014K4 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/Bostedslos2
FRA_GAMMEL_00178	Closed time series	http://data.ssb.no/api/v0/en/table/al/al03/innvarbl/FRA_GAMMEL_00178
StillNaringAr	08836: Job vacancies, by major industry division (SIC2007) 2010 - 2015	http://data.ssb.no/api/v0/en/table/al/al03/ledstill/StillNaringAr
StillNaring	08771: Job vacancies, by major industry division (SIC2007) 2010K1 - 2016K1	http://data.ssb.no/api/v0/en/table/al/al03/ledstill/StillNaring
ArbLedKjonnReg	10594: Unemployed persons registered at the Employment Offices 15-74 years, by sex (M) 2013M01 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedKjonnReg
ArbLedKjonn	10593: Unemployed persons registered at the Employment Offices 15-74 years, by sex (per cent) (M) 2014M06 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedKjonn
ArbLedAld	10539: Unemployed persons registered at the Employment Offices 15-74 years, by age (M) 1990M01 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedAld
ArbLedAldPro	10540: Unemployed persons registered at the Employment Office 15-74 years, by age (per cent) (M) 1999M01 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedAldPro
ArbLedUtdMd	11021: Unemployed persons registered at the Employment Offices 15-74 years, by education (C) 2014M11 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedUtdMd
ArbLedUtdMdK	11095: Unemployed persons registered at the Employment Offices 15-74 years, by education (M) 2014M11 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbLedUtdMdK
ArbTiltNedsKj	10463: Participants in labour market schemes, by sex. By the end of the month (C) 2014M05 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbTiltNedsKj
ArbTiltNedsAld	10464: Participants in labour market schemes, by age. By the end of the month (C) 2014M03 - 2015M11	http://data.ssb.no/api/v0/en/table/al/al03/regledig/ArbTiltNedsAld
FRA_GAMMEL_00176	Closed time series	http://data.ssb.no/api/v0/en/table/al/al03/regledig/FRA_GAMMEL_00176

Bpmn

2016-08-03T00:00:00+00:00

bpmb.de

BPM Offensive Berlin
PDF link for image below

yEd

Makefile

2016-04-09T00:00:00+00:00

Windows 7

download PortableGit from git-scm.com
if make.exe missing, download from www.equation.com and save to PortableGit\mingw64\bin

Haskell

2016-04-09T00:00:00+00:00

Stack

install on Fedora: $ sudo dnf copr enable petersen/stack
$ sudo dnf install stack

Cabal

pandoc-citeproc: $ cabal install pandoc-citeproc

R Reporters Excel

2016-03-30T00:00:00+00:00

Telephone D. Gohel 2016-03-25

C++ driver close to powerpoint
send into xml worksheet
entry into java api of reporters
fork, cran
ggplot color numerical gradient cannot be vector -> ggtools, svg light -> png -> xml, ide update all the document, writexl, xlconnect
github.com/davidgohel/rvg: src, test, R
xml unfold
reporters low-level architecture

Problem

link DrawingML to data in a spreadsheet

DrawingML: Overview

explains differences across document types

main drawingML namespace: xmlns:a="http://schemas.openxmlformats.org/drawingml/2006/main"
<a:graphic> element: DrawingML objects such as charts and diagrams in any document type are all placed within a <a:graphic> element
<a:graphicData>: defines object types such as charts, diagrams, locked canvas, table, ole, etc.; usually undefined; uri attribute which is used to specify the type of data and/or “server” that can process the contents of the element
Spreadsheet > Charts: A chart is placed within a worksheet by a element, which merely references a separate drawing1.xml (or drawing2.xml, etc.) part. Placement or anchoring of the chart is specified with the desired anchor (e.g., element) within the drawing part using the xmlns:xdr="http://schemas.openxmlformats.org/drawingml/2006/speadsheetDrawing" namespace. The drawing part in turn contains the typical element noted above, which contains a element. That element references a separate part chart1.xml (or chart2.xml, etc) which defines the chart. The namespace (and uri attribute value of ) for the chart specification is xmlns:c="http://schemas.openxmlformats.org/drawingml/2006/chart".

Approach

create simple xlsx file containing line chart created from two numbers
write file contents to folder
modify files
put files back into new zip archive with xlsx file extension

chart objects

xl/chart/chart1.xml
- [Content_Types].xml: <Override PartName="/xl/charts/chart1.xml" ContentType="application/vnd.openxmlformats-officedocument.drawingml.chart+xml"/>
  - xl/drawings/_rels/drawing1.xml.rels: <Relationship Id="rId1" Type="http://schemas.openxmlformats.org/officeDocument/2006/relationships/chart" Target="../charts/chart1.xml"/>
xl/drawing/drawing1.xml
- [Content_Types].xml: <Override PartName="/xl/drawings/drawing1.xml" ContentType="application/vnd.openxmlformats-officedocument.drawing+xml"/>
  - xl/worksheets/_rels/sheet1.xml.rels: <Relationship Id="rId1" Type="http://schemas.openxmlformats.org/officeDocument/2006/relationships/drawing" Target="../drawings/drawing1.xml"/>
rId1
- xl/drawings/drawing1.xml: <c:chart xmlns:c="http://schemas.openxmlformats.org/drawingml/2006/chart" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" r:id="rId2"/>

modifications after adding second chart using calc

new line for chart2 in [Content_Types].xml and xl/drawings/_rels/drawing1.xml.rels
updated dimension of xl/worksheets/sheet1.xml: <dimension ref="A1:B23"/>

adding a third chart without using calc

data range: $A$43:$B$44
- update dimension of xl/worksheets/sheet1.xml: <dimension ref="A1:B44"/> and add to <sheetData>...</sheetData>

  <sheetData>
    [...]
    <row r="43" customFormat="false" ht="12.8" hidden="false" customHeight="false" outlineLevel="0" collapsed="false">
      <c r="A43" s="0" t="n">
        <v>2.5</v>
      </c>
      <c r="B43" s="0" t="n">
        <v>3</v>
      </c>
    </row>
    <row r="44" customFormat="false" ht="12.8" hidden="false" customHeight="false" outlineLevel="0" collapsed="false">
      <c r="A44" s="0" t="n">
        <v>2.9</v>
      </c>
      <c r="B44" s="0" t="n">
        <v>2.2</v>
      </c>
    </row>
  </sheetData>

add to drawing1.xml: rId2

<xdr:wsDr ...>
  <xdr:twoCellAnchor editAs="oneCell">
    <xdr:from>
      <xdr:col>2</xdr:col>
      <xdr:colOff>36360</xdr:colOff>
      <xdr:row>21</xdr:row>
      <xdr:rowOff>36000</xdr:rowOff>
    </xdr:from>
    <xdr:to>
      <xdr:col>11</xdr:col>
      <xdr:colOff>395280</xdr:colOff>
      <xdr:row>41</xdr:row>
      <xdr:rowOff>24480</xdr:rowOff>
    </xdr:to>
    <xdr:graphicFrame>
      <xdr:nvGraphicFramePr>
        <xdr:cNvPr id="1" name=""/>
        <xdr:cNvGraphicFramePr/>
      </xdr:nvGraphicFramePr>
      <xdr:xfrm>
        <a:off x="1236240" y="3449520"/>
        <a:ext cx="5759640" cy="3239640"/>
      </xdr:xfrm>
      <a:graphic>
        <a:graphicData uri="http://schemas.openxmlformats.org/drawingml/2006/chart">
          <c:chart xmlns:c="http://schemas.openxmlformats.org/drawingml/2006/chart" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" r:id="rId2"/>
        </a:graphicData>
      </a:graphic>
    </xdr:graphicFrame>
    <xdr:clientData/>
  </xdr:twoCellAnchor>
</xdr:wsDr>

<a:off ...>: Bounding Box Location and Size: http://officeopenxml.com/drwSp-size.php

display file using dropbox website

alternative display

https://onedrive.live.com Excel Online
Microsoft Excel for Android
use Gnumeric for interactive navigation through chart layers

Microsoft

Reading Excel Files from Linux

R

ReporteRs

functions in R folder

addPlot.R
01_tools.R: checkHasSlide()
java_description.R: class.DrawingML
parProperties.R: .jParProperties()
format.properties.R: borderNone()
borderProperties.R
is.color.R
colorProperties.R
writeDoc.R

docx: docx(), addPlot(), writeDoc()
pptx: pptx(), addSlide(), addPlot(), writeDoc()
using R/addSlide.R and R/pptx.graphic.R
xlsx: ?

rvg

R/dml_doxc.R: write_docx(file = "my_plot.docx", code = print( gg )) does not show graphic in output (tested with LibreOffice writer, Google Drive, Android MS Office compatibility mode)
R/dml_pptx.R: write_pptx()
xlsx: ?

C++ functions

docx: sourceCpp(file = file.path(dbpath, "GitHub", "rvg", "src", "docx.cpp"))
pptx: sourceCpp(file = file.path(dbpath, "GitHub", "rvg", "src", "pptx.cpp"))

differences pptx.cpp, docx.cpp

pptx.cpp

offx, offy
obj.p_tag().c_str()
fputs(“", pptx_obj->file );
fputs(“", pptx_obj->file );
fprintf(pptx_obj->file, “%s”, body_pr::a_tag().c_str() );
fprintf( pptx_obj->file, “%s”, main_tree::a_closing_tag().c_str() );
int i; for(i = 0 ; i < x.size() ; i++ ){ x[i] += pptx_obj->offx; y[i] += pptx_obj->offy; }
fputs(“", pptx_obj->file);
for(i = 0 ; i < y__.size() ; i++ ){ x__[i] += pptx_obj->offx; y__[i] += pptx_obj->offy; }
Rcpp::NumericVector x_(4);
y_[1] = y0;
x_[2] = x1; y_[2] = y1; x_[3] = x0; y_[3] = y1;
xfrm xfrm_(pptx_obj->offx + x -r, pptx_obj->offy + y - r, r * 2, r * 2 , 0.0 );
if( fs*100 < 1.0 ) return;
double offx, double offy, int pointsize,
editable, offx72, offy72, id,

docx.cpp

obj.wps_tag().c_str()
fputs(“", docx_obj->file );
fputs(“", docx_obj->file );
fputs(“", docx_obj->file );
fprintf( docx_obj->file, “%s”, main_tree::w_closing_tag().c_str() );
fputs(“", docx_obj->file);
Rcpp::NumericVector x_(2);
y_[1] = y1;
xfrm xfrm_(x - r, y - r, r * 2, r * 2 , 0.0 );
if( fs*2 < 1.0 ) return;
int pointsize,
editable, id,

lines 680-714

pptx.cpp

fputs(“", pptx_obj->file);

fputs("<p:nvPicPr>", pptx_obj->file);
  fprintf(pptx_obj->file,
    "<p:cNvPr id=\"%d\" name=\"pic%d\"/>",
    idx, idx );
  fputs("<p:cNvPicPr/>", pptx_obj->file);
  fputs("<p:nvPr/>", pptx_obj->file);
fputs("</p:nvPicPr>", pptx_obj->file);
fputs("<p:blipFill>", pptx_obj->file);
fprintf(pptx_obj->file,
  "<a:blip r:embed=\"rId%d\" cstate=\"print\"/>",
  id_img_rel);
fputs("<a:stretch><a:fillRect/></a:stretch>", pptx_obj->file);
fputs("</p:blipFill>", pptx_obj->file);

fputs("<p:spPr>", pptx_obj->file);

fprintf(pptx_obj->file, "%s", xfrm_.xml().c_str());

fprintf(pptx_obj->file,"%s", a_prstgeom::a_tag("rect").c_str());

fputs("</p:spPr>", pptx_obj->file);

fputs(“</p:pic>”, pptx_obj->file);

docx.cpp

fputs(“", docx_obj->file); write_nv_pr_docx(dd, "rs");

fputs(“", docx_obj->file);

fprintf(docx_obj->file, “%s”, xfrm_.xml().c_str());

fprintf(docx_obj->file,”%s”, a_prstgeom::a_tag(“rect”).c_str()); fputs(“<a:blipFill rotWithShape="1">”, docx_obj->file); fprintf(docx_obj->file, “<a:blip r:embed="rId%d"/>”, id_img_rel); fputs(“”, docx_obj->file); fputs(“</a:blipFill>”, docx_obj->file); fprintf(docx_obj->file, “%s”, line_style_.a_tag().c_str());

fputs(“</wps:spPr>”, docx_obj->file); fprintf(docx_obj->file, “%s”,empty_body_text::wps_tag().c_str());

fputs(“</wps:wsp>”, docx_obj->file);

Go

2016-03-28T00:00:00+00:00

golang

Configuration

add to ~/.profile: `export GOPATH=”/home/xps13/src/gospace”
add to PATH: export PATH=$PATH:$GOPATH/bin

execute the following in shell

go get -u -v github.com/nsf/gocode
go get -u -v github.com/rogpeppe/godef
go get -u -v golang.org/x/tools/cmd/oracle
go get -u -v golang.org/x/tools/cmd/gorename

Clojure

2016-03-27T00:00:00+00:00

ClojureScript

Android

figwheel REPL

Emacs configuration

add inf-clojure to dotspacemacs-additional-packages in .spacemacs
add figwheel-repl function to layers/+lang/clojure/funcs.el
open ~/Dropbox/Programming/clojure/flappy-bird-demo/src/flappy_bird_demo/core.cljs in Emacs and hit M-x figwheel-repl, open browser at http://localhost:3449/

(defun clojure/figwheel-repl ()
  (interactive)
  (run-clojure "lein figwheel"))

alternative: Using the Figwheel REPL within NRepl

Tutorial

github: magomimmo: modern-cljs

Tutorial 1 - The Basics

suggested file layout

modern-cljs/
├── build.boot
├── html
│   └── index.html
└── src
    └── cljs
        └── modern_cljs
            └── core.cljs

Issue the following command at the terminal:

mkdir -p modern-cljs/{src/cljs/modern_cljs,html}

Let’s now create the three needed files by issuing the folowing command:

cd modern-cljs
touch html/index.html src/cljs/modern_cljs/core.cljs build.boot

Clojure

CIDER nREPL

clojars.org: cider: cider-nrepl

Boot

github: boot-clj/boot

print boot manual page to terminal: $ boot -h

create new project

Installation

using nix: $ nix-env -i boot

Configuration for CIDER

create symbolic link to file: $ mkdir ~/.boot
$ ln -s ~/Dropbox/Programming/clojure/.boot/profile.boot ~/.boot/

create file profile.boot with following content

(require 'boot.repl)

(swap! boot.repl/*default-dependencies* conj
       '[refactor-nrepl "1.2.0-SNAPSHOT"]
       '[cider/cider-nrepl "0.10.0-SNAPSHOT"])

(swap! boot.repl/*default-middleware* conj
       'refactor-nrepl.middleware/wrap-refactor)

piggieback for ClojureScript

(require 'boot.repl)

(swap! boot.repl/*default-dependencies* conj
       '[com.cemerick/piggieback "0.2.1"]
       '[org.clojure/tools.nrepl "0.2.10"])

(swap! boot.repl/*default-middleware* conj
       'cemerick.piggieback/wrap-cljs-repl)

https://github.com/boot-clj/boot/wiki/Cider-REPL

to separate regular REPL from CIDER REPL

(deftask cider "CIDER profile"
  []
  (require 'boot.repl)
  (swap! @(resolve 'boot.repl/*default-dependencies*)
         concat '[[org.clojure/tools.nrepl "0.2.12"]
                  [cider/cider-nrepl "0.10.0"]
                  [refactor-nrepl "2.0.0-SNAPSHOT"]])
  (swap! @(resolve 'boot.repl/*default-middleware*)
         concat '[cider.nrepl/cider-middleware
                  refactor-nrepl.middleware/wrap-refactor])
  identity)

In Emacs do M-x customize-variable cider-boot-parameters and set it to cider repl -s wait.

Leiningen

for automating Clojure projects without setting your hair on fire

create new project or see “Creating a project” below: $ lein new [project name]
built-in tutorial: $ lein help tutorial
install using shell script: $ cd ~/bin
$ wget https://raw.githubusercontent.com/technomancy/leiningen/stable/bin/lein
$ chmod a+x ~/bin/lein make executable
$ bash ~/bin/lein download installer

alternative install using default.nix

clojure-doc.org: Creating a project: $ cd ~/Dropbox/Programming/clojure
$ lein new command-line-args
$ cd command-line-args

Light Table

Light Table Plugins

clojure
css
html
images
javascript
lighttable-html-live
lt-markdown
node
paredit
python
rainbow

Emacs CIDER

github: clojure-emacs: cider

create file profiles.clj with following content:

{:repl {:plugins [[cider/cider-nrepl "0.10.0-SNAPSHOT"]
                  [refactor-nrepl "2.0.0-SNAPSHOT"]]
        :dependencies [[alembic "0.3.2"]
                       [org.clojure/tools.nrepl "0.2.12"]]}}

create symbolic link from file: $ rm ~/.lein/profiles.clj
$ ln -s ~/Dropbox/Programming/clojure/.lein/profiles.clj ~/.lein/

Books

Clojure Programming: written by three of the heroes of Clojure, it contains everything you need to know about Clojure and its ecosystem.
Programming Clojure: written by another legendary Clojure developer, it’s the easiest path to learning Clojure.
The Joy of Clojure: the title speaks by itself. A must read!
ClojureScript Up and Running: at the moment, it’s the only published book on ClojureScript. The book is a bit outdated since ClojureScript is evolving quickly. It’s brief and useful, especially if you want to integrate with external JavaScript libraries.
SICP - Structure and Interpretation of Computer Programs: this is the best programming book I’ve read in my very long career. It uses Scheme/Racket (a Lisp dialect) rather than Clojure and is available online, in print, or in a lecture series.
On Lisp: if you want to learn about macros, this is the place to start. It uses Common Lisp (a Lisp dialect) rather than Clojure.

Cloud Hosting

2016-03-17T00:00:00+00:00

Providers

Amazon AWS EC2 Pricing

type	vCPU	ECU	Memory (GiB)	Instance Storage (GB)	Linux/UNIX Usage (USD)
t2.nano	1	Variable	0.5	EBS Only	0.0068 per Hour
t2.micro	1	Variable	1	EBS Only	0.014 per Hour
t2.small	1	Variable	2	EBS Only	0.027 per Hour
t2.medium	2	Variable	4	EBS Only	0.054 per Hour

vultr.com

type	vCPU	Memory (GiB)	Instance Storage (SSD)	Bandwidth (TB)	Monthly Price (USD)
1	1	0.5	20 GB	0.5	2.50
2	1	1	25 GB	1	5
3	1	2	40 GB	2	10
4	2	4	60 GB	3	20

digitalocean.com

type	vCPU	Memory (GiB)	Instance Storage (SSD)	Bandwidth (TB)	Monthly Price (USD)
1	1	0.5	20 GB	1	5
2	1	1	30 GB	2	10
3	2	2	40 GB	3	20
4	2	4	60 GB	4	40

1and1.fr

type	vCPU	RAM (GiB)	Instance Storage (SSD)	Monthly Price (EUR)
Serveur Cloud M	1	1	50 GB	9.99

Typo3

2016-03-03T00:00:00+00:00

Installation

clone repository: $ git clone https://git.typo3.org/Packages/TYPO3.CMS.git

Prerequisits

Composer

Dependency Manager for PHP

getcomposer.org

install in Fedora CentOS 7: $ sudo yum install composer

PHP 7

install extensions soap, mysqli: $ sudo yum install php70w-soap php70w-mysql
set number of max_input_vars (default: 1000): $ sudo sed -i 's/; max_input_vars = 1500/max_input_vars = 1500/' /etc/php.ini
restart Apache: $ sudo systemctl restart httpd
turn off SELinux: $ sudo setenforce 0

Infographics

2016-02-16T00:00:00+00:00

Infographic Maker

Pik to Chart: Easy-to-Use Infographic Maker

Heroku

2016-02-11T00:00:00+00:00

Alternatives

boxfuse.com

Deploy Scala Play application on Heroku

enter heroku credentials: $ heroku login
create new application: $ heroku create
deploy to server: $ git push heroku master

Activate Node.js

Using Node.js to Perform JavaScript Optimization for Play and Scala Applications

Using multiple buildpacks

$ heroku buildpacks:clear
$ heroku buildpacks:add heroku/nodejs
$ heroku buildpacks:add heroku/scala

confirm the execution order: $ heroku buildpacks
add package.json with line to specify node version (or leave empty {} to pick latest version): { "engines": { "node": "4.0.0" } }
add file to git: $ git add package.json
$ git commit -m "Added package.json"
configure sbt to use the Node.js engine by setting SBT_OPTS: $ heroku config:set SBT_OPTS="-Dsbt.jse.engineType=Node"
deploy to heroku: $ git push heroku master

remote: Compressing source files... done.
remote: Building source:
remote: 
remote: -----> Using set buildpack heroku/nodejs
remote: -----> Node.js app detected
remote: 
remote: -----> Creating runtime environment
remote:        
remote:        NPM_CONFIG_LOGLEVEL=error
remote:        NPM_CONFIG_PRODUCTION=true
remote:        NODE_ENV=production
remote:        NODE_MODULES_CACHE=true
remote: 
remote: -----> Installing binaries
remote:        engines.node (package.json):  4.0.0
remote:        engines.npm (package.json):   unspecified (use default)
remote:        
remote:        Downloading and installing node 4.0.0...
remote:        Using default npm version: 2.14.2
remote: 
remote: -----> Restoring cache
remote:        Skipping cache restore (new runtime signature)
remote: 
remote: -----> Building dependencies
remote:        Pruning any extraneous modules
remote:        Installing node modules (package.json)
remote: 
remote: -----> Caching build
remote:        Clearing previous node cache
remote:        Saving 2 cacheDirectories (default):
remote:        - node_modules (nothing to cache)
remote:        - bower_components (nothing to cache)
remote: 
remote: -----> Build succeeded!
remote:        └── (empty)
remote:        
remote: -----> Using set buildpack heroku/scala
remote: -----> Play 2.x - Scala app detected
remote: -----> Installing OpenJDK 1.8... done
remote: -----> Running: sbt compile stage

Web Browser

2016-02-10T00:00:00+00:00

Mozilla Firefox

Add-ons

Poster

open window: Ctrl + Alt + P

EPUB Reader

Keyboard shortcuts

key	function
←→	Pagewise scrolling
↓↑	Linewise scrolling
Page up	Pagewise scrolling
Page down	Pagewise scrolling
←→	Chapterwise scrolling
C	Open the ePub-Catalog
S	Save a copy of the ePub
D	Set a bookmark
+/-	Increase/decrease font-size
Del	Hide/Show the Table of Contents
F11	Fullscreen on/off

Stylish

Firebug Themes

Firebug Dark Theme (Beta)

Google Chrome

Extensions

Web Developer: The Web Developer extension adds a toolbar button to the browser with various web developer tools. This is the official port of the Web Developer extension for Firefox.

Developer Tools UI themes

enable “Enable Developer Tools experiments”: navigate to chrome://flags

open developer tools (F12), settings (F1), tab “Experiments”, “Allow custom UI themes”

Thunderbird

2016-02-05T00:00:00+00:00

Import from Microsoft Outlook pst

kb.mozillazine.org: Import .pst files

install readpst: $ sudo dnf install -y libpst

convert for Thunderbird, see link

cd ~/Downloads
mkdir werth_b
readpst -o ./werth_b -M -u -w -e -b /run/media/xps13/RUGGED/OECD/werth_b.pst

External Editor

Thunderbird 52.0

globs.org Forum

Hi, I made a tweak and it seems like working.
Binary: https://github.com/snipsnipsnip/exteditor/releases/download/v1.0.1-unofficial/exteditor_tb52_v101.xpi
Patch: https://github.com/snipsnipsnip/exteditor/commit/4d0f836e4c5b8695df3d59427bd212de234de246

Google Task Sync: change background and text color

addons.mozilla.org: google-task-sync

download and extract contents to folder

go to folder: $ cd /home/xps13/Dropbox/Programming/Thunderbird/google_tasks_sync-0.5.2-tb
delete current file: $ rm ../google_tasks_sync-0.5.2-tb.xpi
zip folder contents: $ zip -r ../google_tasks_sync-0.5.2-tb.zip *
change file extension: $ mv ../google_tasks_sync-0.5.2-tb.zip ../google_tasks_sync-0.5.2-tb.xpi

install in Thunderbird

Changes from original

modify /chrome/skin/google_tasks_sync.css

set text color to “-moz-field”
remove background-color

vbox#gt_tasks_sync_taskcontainer, #gt_tasks_sync_reorderingcontainer, vbox#gt_tasks_sync_dummycontainer, vbox#gt_tasks_sync_testingcontainer
{
	overflow: auto;
	color: -moz-field;
	/*background-color: -moz-field;*/
}

Smart Data

2016-01-28T00:00:00+00:00

About

smart-data.fzi.de: Smart Data - A Big Data Memorandum

Domain Configuration

2016-01-27T00:00:00+00:00

1and1

1and1.fr: login

Define `A` address for github pages

Paramètres DNS Modifiez les paramètres DNS de votre domaine

create CNAME file in user page repository root directory (master branch of bowerth.github.io repo): $ touch CNAME
$ echo "rdata.work" > CNAME

Create subdomain `dki.rdata.work`

create CNAME file in project page repository root directory (gh-pages branch of dki repo): $ touch CNAME
$ echo "dki.rdata.work" > CNAME

different from shown in the screenshot, do not set an A record for a subdomain - instead select CNAME and point to bowerth.github.io

Webpage Tracking

2016-01-13T00:00:00+00:00

Mixpanel

https://mixpanel.com/report/848895/setup

Ocr

2015-12-19T00:00:00+00:00

Online

PPT

zamzar.com: ppt-to-html will send to email; can convert html, html4, html5

R Dplyr

2015-11-30T00:00:00+00:00

lower-case variable names: iris %>% setNames(tolower(names(.))) %>% head

stackoverflow: dplyr-or-magrittr-tolower

Inkscape

2015-11-25T00:00:00+00:00

Cropping

Guides

create square on top of selection Create rectangles and squares (F4)
use the Selection tool to select the image and rectangle by holding shift
then head up to Object > Clip > Set

Journal Of Statistical Software

2015-11-19T00:00:00+00:00

Editorial Team

Editors-in-Chief

Bettina Grün: Department of Applied Statistics
Johannes Kepler University Linz
Austria
Bettina.Gruen@jku.at
Edzer Pebesma: Institute for Geoinformatics
University of Münster
Germany
edzer.pebesma@uni-muenster.de
Achim Zeileis: Department of Statistics
Universität Innsbruck
Austria
Achim.Zeileis@R-project.org

Editor / Publisher

Katharine Mullen: Foundation for Open Access Statistics
katharine.mullen@foastat.org

Book Review Editor

Ulrike Groemping: Department of Mathematics, Physics and Chemistry
Beuth University of Applied Sciences
Berlin
groemping@bht-berlin.de

Founding Editor

Jan de Leeuw: Department of Statistics
University of California
Los Angeles
United States
deleeuw@stat.ucla.edu

Browser Security

2015-11-05T00:00:00+00:00

Browser Security Model
https protocol details
cross-browser compatibility (including mobile)
web application testing
computer security (in general)
experience with Javascript frameworks such as AngularJS or React a plus
UI/UX design
Cryptography
Semantic Web
Linked Data technologies
Development of Consensus Standards

Continuous Integration

2015-11-03T00:00:00+00:00

BuddyBuild

dashboard.buddybuild.com

CI for Android and iOS

Travis

Jenkins

jenkins-ci.org

Buddy

Buddy.works

Zeppelin

2015-10-29T00:00:00+00:00

General

Configuration

If you wish to configure Zeppelin option (like port number), configure the following files:

./conf/zeppelin-env.sh
./conf/zeppelin-site.xml

Interpreters

rinterpreter

install: mvn clean package -Pspark-1.5 -Phadoop-2.4 -Pyarn -Ppyspark -DskipTests

Zeppelin-R

install: mvn install -DskipTests
run: bin/zeppelin.sh start

Docker

registry.hub.docker.com: datalayer: zeppelin-rserve

Build Docker Image

github: zeppelin-docker

start docker daemon: $ sudo service docker start
run after building: navigate to folder zeppelin-rscala and run $ ./zeppelin-docker-start
stop container before restart: $ sudo docker rm zeppelin-rscala > /dev/null (included in zeppelin-docker-start script but not executing properly)

Pre-build Docker Image

docker pull epahomov/docker-zeppelin hub.docker.com: epahomov/docker-zeppelin
hub.docker.com: datalayer: zeppelin-rscala

start docker daemon: $ sudo service docker start
install: sudo docker pull datalayer/zeppelin-rserve
run zeppelin-rserve: sudo docker run -it -p 2222:22 -p 8080:8080 -p 4040:4040 datalayer/zeppelin-rserve
open browser at localhost:8080
run zeppelin-rscala: sudo docker run -it -p 2222:22 -p 8080:8080 -p 4040:4040 datalayer/zeppelin-rscala
run with data volume mounted: sudo docker run -it -p 2222:22 -p 8080:8080 -p 4040:4040 --privileged=true -v ~/Downloads/ML_for_Hackers:/home/dataayer/ML_for_Hackers:ro datalayer/zeppelin-rscala
need --privileged==true option to access mounted files
connect from shell: $ sshpass -p datalayer ssh root@localhost -p 2222 or use R program /Dropbox/Programming/R/programs/ML_for_Hackers/zeppelin/init.R
specify mirror to install packages: > install.packages("tm", repos = "http://cran.us.r-project.org")

Helium

%helium run

Status: Undergoing Incubation

Apache Zeppelin is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.

Material Design Lite

2015-10-27T00:00:00+00:00

[getmdl.io](http://www.getmdl.io

Examples

irkernel.github.io

Local Development

2015-10-27T00:00:00+00:00

Local CI environment

Wercker

http://devcenter.wercker.com

Others

Travis CI

Conferences

2015-10-27T00:00:00+00:00

Big Data TechCon October 27-29 2014

iPython notebooks and datasets

github: xsankar: cloaked-ironman

PAPIs.io March 14-15, 2016, Valencia

http://www.papis.io/connect

R Gis

2015-10-18T00:00:00+00:00

R Libor Tyc

2015-10-16T00:00:00+00:00

Project

Take the history of USD 3 month LIBOR https://www.quandl.com/data/FRED/USD3MTD156N-3-Month-London-Interbank-Offered-Rate-LIBOR-based-on-U-S-Dollar And history of 10 year Treasury yield curve rate from here http://www.treasury.gov/resource-center/data-chart-center/interest-rates/Pages/TextView.aspx?data=yieldYear&year=2015. 10 years of history is enough.

Based on these data, build a data visualization, which displays the beta from a linear regression between these two series, by month and by year, and makes it easy to see when the value of beta was highest.

We would like to see in your project:

The code which you used to extract the data from the above sources
The code which you used to create the visualization
The visualization itself.

You can use any programming language and data visualization method you find appropriate for this task. Any creativity is welcome.

## https://www.quandl.com/data/FRED/USD3MTD156N-3-Month-London-Interbank-Offered-Rate-LIBOR-based-on-U-S-Dollar
quandlurl2xts <- function(url) {
    data_list <-
        url %>%
            RCurl::getURL() %>%
                jsonlite::fromJSON()
    data_mat <- data_list[[1]][["data"]]
    data_df <- as.data.frame(data_mat)
    names(data_df) <- c("DATE", "LIBOR")
    data_df$LIBOR <- as.numeric(data_df$LIBOR)
    rownames(data_df) <- as.Date(as.character(data_df$DATE))
    xts <-
        data_df %>%
            select(-DATE) %>%
                as.xts()
    return(xts)
}
url_usdliborqtr <- "https://www.quandl.com/api/v3/datasets/FRED/USD3MTD156N.json"
usdliborqtr_xts <- quandlurl2xts(url_usdliborqtr)
save(usdliborqtr_xts, file = "usdliborqtr_xts.rda")

3-Month London Interbank Offered Rate (LIBOR), based on U.S. Dollar

load("usdliborqtr_xts.rda")
highchart_vignette() %>%
    hc_add_series_xts(usdliborqtr_xts, name = "USD LIBOR QTR") %>%
        hc_xAxis(list(range = dateWindow))

## http://data.treasury.gov/feed.svc/DailyTreasuryYieldCurveRateData?$filter=year(NEW_DATE)%20ge%202005
## https://github.com/mrbcuda/ustyc
getYieldCurve <- function (year = NULL, month = NULL, base = "http://data.treasury.gov/feed.svc/DailyTreasuryYieldCurveRateData",
    allowParallel = FALSE)
{
    location <- base
    yloc <- mloc <- doc <- NULL
    yloc <- if (is.null(year) == FALSE)
        paste("year(NEW_DATE)%20eq%20", year, sep = "")
    mloc <- if (is.null(month) == FALSE)
        paste("month(NEW_DATE)%20eq%20", month, sep = "")
    parameters <- ""
    if (is.null(yloc) == FALSE && is.null(mloc) == FALSE) {
        parameters = paste("?$filter=", mloc, "%20and%20", yloc,
            sep = "")
    }
    else {
        if (is.null(yloc) == FALSE)
            parameters = paste("?$filter=", yloc, sep = "")
        if (is.null(mloc) == FALSE)
            parameters = paste("?$filter=", mloc, sep = "")
    }
    ## doc <- xmlParse(paste(location, parameters, sep = ""))
    tt <- RCurl::getURL(paste(location, parameters, sep = ""))
    doc <- xmlParse(tt)
    if (is.null(doc)) {
        warning(paste("Could not parse the location", location))
        return(NULL)
    }
    message("Download and parse complete.  Converting to list...")
    x <- xmlToList(doc)
    message("List conversion complete.  Converting to frame...")
    updated = x[[3]]
    x[1:4] <- NULL
    x[[length(x)]] <- NULL
    cy <- function(t, p) {
        if ("text" %in% names(p[[t]]))
            p[[t]]$text
        else NA
    }
    y <- ldply(x, function(e) {
        p <- e$content$properties
        q = sapply(names(p), cy, p)
    }, .id = "NEW_DATE", .parallel = allowParallel)
    y$NEW_DATE <- substring(y$NEW_DATE, 1, 10)
    y <- y[with(y, order(NEW_DATE)), ]
    dates <- y$NEW_DATE
    y <- data.frame(apply(y[, 3:14], 2, function(x) as.double(x)))
    rownames(y) <- dates
    message("Frame conversion complete.")
    rv <- list(updated = updated, df = y, month = month, year = year,
        query = location)
    class(rv) <- "ustyc"
    rv
}

yc <- getYieldCurve()
yc_xts = xts(yc$df, order.by=as.Date(rownames(yc$df)))
save(yc_xts, file = "yc_xts.rda")

Daily Treasury Yield Curve Rates

load("yc_xts.rda")

x <- yc_xts %>% subset(select = "BC_10YEAR")

highchart_vignette() %>%
    hc_add_series_xts(x, name = "BC_10YEAR") %>%
        hc_xAxis(list(range = dateWindow))

usdliborqtr_xts_use <- usdliborqtr_xts["2005/2015-01-01"]
yc_xts_use <- yc_xts["2005/2015-01-01", "BC_10YEAR"]
## change time zone from "UTC" to "CET"
yc_xts_use_df <- as.data.frame(yc_xts_use)
rownames(yc_xts_use_df) <- as.Date(as.character(rownames(yc_xts_use_df)), tz = "CET")
yc_xts_use_2 <- as.xts(yc_xts_use_df)

data_xts <- merge.xts(usdliborqtr_xts_use, yc_xts_use_2)
data_xts <- data_xts[!is.na(data_xts$LIBOR) & !is.na(data_xts$BC_10YEAR)]

res_month <- apply.monthly(data_xts, function(x) coef(dyn$lm(x[,2] ~ x[,1]))[2])
names(res_month) <- "monthly_beta"
res_year <- apply.yearly(data_xts, function(x) coef(dyn$lm(x[,2] ~ x[,1]))[2])
names(res_year) <- "yearly_beta"

data_res <- merge(res_month, res_year)

highchart_vignette() %>%
    hc_yAxis(
        list(title = list(text = "LIBOR"), align = "left", opposite = FALSE),
        list(title = list(text = "BC_10YEAR"), align = "right", opposite = TRUE)) %>%
        hc_add_series_xts(data_xts[,"LIBOR"], name = "LIBOR") %>%
            hc_add_series_xts(data_xts[,"BC_10YEAR"], name = "BC_10YEAR", yAxis = 1)

data_res_df <- as.data.frame(data_res)
data_res_df$date <- rownames(data_res_df)
data_res_df$month <- format(as.Date(data_res_df$date), "%b-%y")
data_res_df$year <- format(as.Date(data_res_df$date), "%Y")

highchart_vignette() %>%
    hc_add_series_labels_values(data_res_df$year, data_res_df$yearly_beta,
                                name = "yearly beta",
                                type = "column")

highchart_vignette() %>%
    hc_add_series_labels_values(data_res_df$month, data_res_df$monthly_beta,
                                name = "monthly beta",
                                type = "column")

Apache Configuration

2015-10-09T00:00:00+00:00

Committing

Guide for new committers

Apache httpd2

Configure

location of log files: $ sudo su
$ cd /var/log/httpd
location of config file: /etc/httpd/conf/httpd.conf
re-read config file: $ sudo apachectl -k restart

Three Dimensional

2015-10-08T00:00:00+00:00

Software

Languages

three.js

tutorialize

Nosql Databases

2015-09-26T00:00:00+00:00

MongoDB

installation on Fedora 22: sudo dnf install mongodb mongodb-server
create data directory: sudo mkdir -p /data/db
change ownership of data directory: sudo chown xps13 /data/db
start service: service mongod start
start instance: mongod --dbpath /data/db

time series

Apache CouchDB

Apache Cassandra

learn.datastax.com: DataStax DBAs Guide to NoSQL

Dependencies

ant-junit

sudo dnf install -y ant-junit

Building

git clone http://git-wip-us.apache.org/repos/asf/cassandra.git
or
git@github.com:apache/cassandra.git

follow instructions at ./redhat/README.md

ant
# optional: run the unit tests:
ant test

Usage

start cassandra

bin/cassandra -f

connect to single node

$ bin/cqlsh localhost
Connected to Test Cluster at localhost:9042.
[cqlsh 5.0.1 | Cassandra 4.0-SNAPSHOT | CQL spec 3.4.5 | Native protocol v4]
Use HELP for help.
cqlsh> SELECT cluster_name, listen_address FROM system.local;

 cluster_name | listen_address
--------------|----------------
 Test Cluster |      127.0.0.1

(1 rows)
cqlsh> quit;
$ 

Model Building

2015-09-14T00:00:00+00:00

Google Optimization Tools

IBM CPLEX

location: /opt/ibm/ILOG/CPLEX_Studio125
copy: $ zip -r ~/Downloads/ibm.zip /opt/ibm
$ sudo unzip ~/Downloads/ibm.zip -d /opt

Examples

navigate to folder containing Makefile: /cplex/examples/x86-64_sles10_4.1/static_pic
C example: $ sudo make lpex1
$ sudo ./lpex1 -r
C++ example: $ sudo make ilolpex1
$ sudo ./ilolpex1 -r
Java example: $ make LPex1.class
$ sudo java -Djava.library.path=/opt/ibm/ILOG/CPLEX_Studio125/cplex/bin/x86-64_sles10_4.1 \
` -classpath /opt/ibm/ILOG/CPLEX_Studio125/cplex/lib/cplex.jar: LPex1 -r`

GLPK (GNU Linear Programming Kit)

gnu.org: glpk

R Htmlwidgets

2015-09-13T00:00:00+00:00

Developing with htmlwidgets for R

htmlwidgets.org: develop

Naming

Choose network name according to main d3.layout function, e.g. “cluster”, “chord” etc.

R

Create R script at \R containing the following functions:

...Network: this function calls htmlwidgets to create the HTML
...NetworkOutput: calls shinyWidgetOutput for shiny integration
render...Network: calls shinyRenderWidget for shiny integration
as.xxxNetwork: convert hclust or dendrogram object into networkD3 list

YAML

Create file with YAML frontmatter at \inst\htmlwidgets. If CSS is required, add a line e.g. style: chordNetwork.css

JS

Create file with JavaScript content for HTMLWidgets.widget() function at \inst\htmlwidgets

initialize

create svg using d3.layout.xxx() function
replace height and width with diameter

- add scale transformation attribute

resize

currently not working properly - should take height and width parameters to change size of existing svg

renderValue

remove existing children and add values
Datatypes
- list (JSON.parse) - matrix (JSON.parse) - table (d3.csv.parse)

CSS

Create file with css information at \inst\htmlwidgets\lib\css-0

Examples

Cluster Network

## load data
data_list_path <- file.path(system.file(file.path("data", "readme-flare-imports.json"),
                                        package = "networkD3"))
data_list <- rjson::fromJSON(file = data_list_path, simplify = FALSE)

networkD3::clusterNetwork(List = data_list,
                                    height = 700, width = 700,
                                    fontSize = 10,
                                    linkColour = "#ccc",
                                    nodeColour = "#fff",
                                    nodeStroke = "steelblue",
                                    textColour = "#111",
                                    opacity = 0.9,
                                    margin = 0)

Treemap Network

## load data
data_list_path <- file.path(system.file(file.path("data", "readme-flare-imports.json"),
                                        package = "networkD3"))
data_list <- rjson::fromJSON(file = data_list_path, simplify = FALSE)

networkD3::treemapNetwork(List = data_list,
                          height = 400,
                          width = 700,
                          fontSize = 10,
                          linkColour = "#ccc",
                          nodeColour = "#fff",
                          nodeStroke = "steelblue",
                          textColour = "#111",
                          opacity = 0.9,
                          margin = 0)

Chord Network

## load data
data.table <- read.csv(system.file(file.path("data", "cities.csv"),
                                   package = "networkD3"))
data.matrix <- JSONtoMatrix(file = system.file(file.path("data", "matrix.json"),
                                               package = "networkD3"))
rownames(data.matrix) <- NULL
colnames(data.matrix) <- NULL

networkD3::chordNetwork(matrix = data.matrix,
                        digits = 5,
                        df = data.table,
                        height = NULL,
                        width = NULL,
                        fontSize = 10,
                        linkColour = "#ccc",
                        nodeColour = "#fff",
                        nodeStroke = "steelblue",
                        textColour = "#111",
                        opacity = 0.9,
                        margin = 0)

Links

D3.js

React.js

Highcharts

jkunst.com: highcharter

Plotly

Plotly Book: Designing an htmlwidget interface

JavaScript graphing libraries usually have strong requirements about the JSON structure used to create a plot. In some cases, the R interface needs to know about these requirements in order to faithfully translate R objects to JSON. For example, in plotly.js some attributes must always be an array (e.g. x/y), even if they are length 1, while other attributes cannot be an array must be a literal constant (e.g. name). This leads to a situation where the translation rules from R to JSON cannot be simply “box all vectors of length 1 into an array (or not)”:

Sql

2015-09-08T00:00:00+00:00

periscope: Lazy Analysts Guide to faster SQL

Insee Sdmx Flows

2015-08-27T00:00:00+00:00

Institut national de la statistique et des etudes economiques (INSEE) SDMX Flows

ID	Label
ACT-TRIM-ANC	Activity by sex and age - Quarterly series
BPM6-CCAPITAL	Monthly Balance of Payments - Capital account
BPM6-CFINANCIER	Monthly Balance of Payments - Financial account
BPM6-CTRANSACTION	Monthly Balance of Payments - Current transactions account
BPM6-TOTAL	Monthly Balance of Payments - Overall total and main headings
CA-INTERNET	Turnover from electronic trade
CA-VOL-ALIM	Turnover in volume for small and large food retail stores
CESSATIONS-ENT-DOM-ENS	Quarterly business closures - In overseas departments by department (1989-1998) - Stopped series
CESSATIONS-ENT-FR-ENS	Monthly business closures - France, for all sectors by type of closure (1989-1998) - Stopped series
CESSATIONS-ENT-FR-NES16	Monthly business closures - France, by sector (NES16 classification except non-agrifood industry) (1989-1998) - Stopped series
CESSATIONS-ENT-FR-RGP	Monthly business closures - France, by main group of sectors (1989-1998) - Stopped series
CESSATIONS-ENT-REG-ENS	Quarterly business closures - For all sectors by type of closure and metropolitan region (1989-1998) - Stopped series
CESSATIONS-ENT-REG-NES16	Quarterly business closures - By sector (NES16 classification except non-agrifood industry) and by metropolitan region (1989-1998) - Stopped series
CESSATIONS-ENT-REG-RGP	Quarterly business closures - By main group of sectors and metropolitan region (1989-1998) - Stopped series
CHO-AN-AGE	Unemployment according to the ILO standard (annual average) - By gender and age
CHO-AN-CSP	Unemployment according to the ILO standard (annual average) - By socio-professional category and gender
CHO-AN-HALO	People in unemployment halo (annual average) by sex and age
CHO-TRIM-HALO	People in unemployment’s halo - Quarterly series
CHO-TRIM-NB-TX	Unemployment within the meaning of the ILO - By gender and age - Quarterly series
CHO-TRIM-PART-POP	Share of unemployed people among the population of the same age group - Quarterly series
CIRCULATION-ROUTIERE	Road traffic statistics
CIRCULATION-ROUTIERE-ANC	Road traffic statistics - Stopped series
CLIMAT-AFFAIRES	Business climate and turning-point indicators
CNA-2005-CF-BR	Annual National Accounts (base 2005) - Fixed capital stocks and consumption by branch - Stopped series
CNA-2005-CF-SI	Annual National Accounts (base 2005) - Fixed capital stocks and consumption by institutional sector - Stopped series
CNA-2005-CONSO-MEN-DURAB	Annual National Accounts (base 2005) - Actual final consumption of households detailed - By durability - Stopped series
CNA-2005-CONSO-MEN-FONCTION	Annual National Accounts (base 2005) - Actual final consumption of households detailed - By function - Stopped series
CNA-2005-CONSO-MEN-PRODUIT	Annual National Accounts (base 2005) - Actual final consumption of households detailed - By product - Stopped series
CNA-2005-CONSO-SI-A17	Annual National Accounts (base 2005) - Final consumption expenditure by institutional sectors - level A5, A10 and A17 - Stopped series
CNA-2005-CONSO-SI-A38	Annual National Accounts (base 2005) - Final consumption expenditure by institutional sectors - level A38 - Stopped series
CNA-2005-CONSO-SI-A88	Annual National Accounts (base 2005) - Final consumption expenditure by institutional sectors - level A88 - Stopped series
CNA-2005-CPEB-A17	Annual National Accounts (base 2005) - Production and operating accounts by branch - level A5, A10 and A17 - Stopped series
CNA-2005-CPEB-A38	Annual National Accounts (base 2005) - Production and operating accounts by branch - level A38 - Stopped series
CNA-2005-CPEB-A88	Annual National Accounts (base 2005) - Production and operating accounts by branch - level A88 - Stopped series
CNA-2005-CSI	Annual National Accounts (base 2005) - Institutional sectors accounts - Stopped series
CNA-2005-DEP-APU	Total consolidated General government expenditures - By COFOG function and institutional sector (base 2005) - Stopped series
CNA-2005-DEP-APU-OP	General government expenditures - By transaction, COFOG function and institutional sector (base 2005) - Stopped series
CNA-2005-DETTE-APU	Annual debt of General government within the meaning of Maastricht by sub-sector and instrument (base 2005) - Stopped series
CNA-2005-DUREE-TRAV-A17	Annual National Accounts (base 2005) - Annual effective worked duration - level A5, A10 and A17 - Stopped series
CNA-2005-DUREE-TRAV-A38	Annual National Accounts (base 2005) - Annual effective worked duration - level A38 - Stopped series
CNA-2005-EMPLOI-A17	Annual National Accounts (base 2005) - Domestic employment - level A5, A10 and A17 - Stopped series
CNA-2005-EMPLOI-A38	Annual National Accounts (base 2005) - Domestic employment - level A38 - Stopped series
CNA-2005-EMPLOI-SI	Annual National Accounts (base 2005) - Total domestic employment by institutional sector - Stopped series
CNA-2005-ERE-A17	Annual National Accounts (base 2005) - Resources-uses balance - level A5, A10 and A17 - Stopped series
CNA-2005-ERE-A38	Annual National Accounts (base 2005) - Resources-uses balance - level A38 - Stopped series
CNA-2005-ERE-A88	Annual National Accounts (base 2005) - Resources-uses balance - level A88 - Stopped series
CNA-2005-FAF	Annual National Accounts (base 2005) - Fixed assets flows - Stopped series
CNA-2005-FBCF-A17	Annual National Accounts (base 2005) - Gross fixed capital formation of branches - level A5, A10 and A17 - Stopped series
CNA-2005-FBCF-A38	Annual National Accounts (base 2005) - Gross fixed capital formation of branches - level A38 - Stopped series
CNA-2005-FBCF-SI-A17	Annual National Accounts (base 2005) - GFCF (Gross fixed capital formation) by institutional sector - level A5, A10 and A17 - Stopped series
CNA-2005-FBCF-SI-A38	Annual National Accounts (base 2005) - GFCF (Gross fixed capital formation) by institutional sector - level A38 - Stopped series
CNA-2005-FBCF-SI-A88	Annual National Accounts (base 2005) - GFCF (Gross fixed capital formation) by institutional sector - level A88 - Stopped series
CNA-2005-FINANCES-APU	Annual debt and deficit of General government within the meaning of Maastricht by sub-sector (base 2005) - Stopped series
CNA-2005-PAT-NF	Annual National Accounts (base 2005) - Stocks and change in non financial assets by institutional sector - Stopped series
CNA-2005-PIB	Annual National Accounts (base 2005) - Gross Domestic Product (GDP) - Stopped series
CNA-2005-PRODUCTIVITE-A17	Annual National Accounts (base 2005) - Hourly productivity - level A5, A10 and A17 - Stopped series
CNA-2005-PRODUCTIVITE-A38	Annual National Accounts (base 2005) - Hourly productivity - level A38 - Stopped series
CNA-2005-RDB	Annual National Accounts (base 2005) - Households’ gross disposable income and purchasing power - Stopped series
CNA-2005-TEI-A10	Annual National Accounts (base 2005) - Table of intermediate input - Level A10 - Stopped series
CNA-2005-TEI-A17	Annual National Accounts (base 2005) - Table of intermediate input - Level A17 - Stopped series
CNA-2005-TEI-A38	Annual National Accounts (base 2005) - Table of intermediate input - Level A38 - Stopped series
CNA-2005-TEI-A5	Annual National Accounts (base 2005) - Table of intermediate input - Level A5 - Stopped series
CNA-2005-TOF-FLUX	Annual National Accounts (base 2005) - Flows and stocks of assets and liabilities by institutional sector - Stopped series
CNA-2005-TOF-VAR	Annual National Accounts (base 2005) - Change in financial assets by institutional sector - Stopped series
CNA-2005-VOL-TRAV-A17	Annual National Accounts (base 2005) - Volume of hours worked - level A5, A10 and A17 - Stopped series
CNA-2005-VOL-TRAV-A38	Annual National Accounts (base 2005) - Volume of hours worked - level A38 - Stopped series
CNA-2010-CF-BR	Annual National Accounts (base 2010) - Fixed capital stocks and consumption by branch
CNA-2010-CF-SI	Annual National Accounts (base 2010) - Fixed capital stocks and consumption by institutional sector
CNA-2010-CONSO-MEN-DURAB	Annual National Accounts (base 2010) - Actual final consumption of households detailed - By durability
CNA-2010-CONSO-MEN-FONCTION	Annual National Accounts (base 2010) - Actual final consumption of households detailed - By function
CNA-2010-CONSO-MEN-PRODUIT	Annual National Accounts (base 2010) - Actual final consumption of households detailed - By product
CNA-2010-CONSO-SI-A17	Annual National Accounts (base 2010) - Final consumption expenditure by institutional sectors - level A5, A10 and A17
CNA-2010-CONSO-SI-A38	Annual National Accounts (base 2010) - Final consumption expenditure by institutional sectors - level A38
CNA-2010-CONSO-SI-A88	Annual National Accounts (base 2010) - Final consumption expenditure by institutional sectors - level A88
CNA-2010-CPEB-A17	Annual National Accounts (base 2010) - Production and operating accounts by branch - level A5, A10 and A17
CNA-2010-CPEB-A38	Annual National Accounts (base 2010) - Production and operating accounts by branch - level A38
CNA-2010-CPEB-A88	Annual National Accounts (base 2010) - Production and operating accounts by branch - level A88
CNA-2010-CSI	Annual National Accounts (base 2010) - Institutional sectors accounts
CNA-2010-DEP-APU	Total consolidated General government expenditures - By COFOG function and institutional sector (base 2010)
CNA-2010-DEP-APU-OP	General government expenditures - By transaction, COFOG function and institutional sector (base 2010)
CNA-2010-DETTE-APU	Annual debt of General government within the meaning of Maastricht by sub-sector and instrument (base 2010)
CNA-2010-DUREE-TRAV-A17	Annual National Accounts (base 2010) - Annual effective worked duration - level A5, A10 and A17
CNA-2010-DUREE-TRAV-A38	Annual National Accounts (base 2010) - Annual effective worked duration - level A38
CNA-2010-EMPLOI-A17	Annual National Accounts (base 2010) - Domestic employment - level A5, A10 and A17
CNA-2010-EMPLOI-A38	Annual National Accounts (base 2010) - Domestic employment - level A38
CNA-2010-EMPLOI-SI	Annual National Accounts (base 2010) - Total domestic employment by institutional sector
CNA-2010-ERE-A17	Annual National Accounts (base 2010) - Resources-uses balance - level A5, A10 and A17
CNA-2010-ERE-A38	Annual National Accounts (base 2010) - Resources-uses balance - level A38
CNA-2010-ERE-A88	Annual National Accounts (base 2010) - Resources-uses balance - level A88
CNA-2010-FAF	Annual National Accounts (base 2010) - Fixed assets flows
CNA-2010-FBCF-A17	Annual National Accounts (base 2010) - Gross fixed capital formation of branches - level A5, A10 and A17
CNA-2010-FBCF-A38	Annual National Accounts (base 2010) - Gross fixed capital formation of branches - level A38
CNA-2010-FBCF-A88	Annual National Accounts (base 2010) - Gross fixed capital formation by institutional sectors - level A88
CNA-2010-FBCF-SI-A17	Annual National Accounts (base 2010) - Gross fixed capital formation by institutional sectors - level A5, A10 and A17
CNA-2010-FBCF-SI-A38	Annual National Accounts (base 2010) - Gross fixed capital formation by institutional sectors - level A38
CNA-2010-FINANCES-APU	Annual debt and public deficit of General government within the meaning of Maastricht by sub-sector (base 2010)
CNA-2010-PAT-NF	Annual National Accounts (base 2010) - Stocks and change in non financial assets by institutional sector
CNA-2010-PIB	Annual National Accounts (base 2010) - Gross Domestic Product (GDP) balance
CNA-2010-PRODUCTIVITE-A17	Annual National Accounts (base 2010) - Hourly productivity - level A5, A10 and A17
CNA-2010-PRODUCTIVITE-A38	Annual National Accounts (base 2010) - Hourly productivity - level A38
CNA-2010-RDB	Annual National Accounts (base 2010) - Households’ gross disposable income and purchasing power
CNA-2010-TEI-A10	Annual National Accounts (base 2010) - Table of intermediate input - Level A10
CNA-2010-TEI-A17	Annual National Accounts (base 2010) - Table of intermediate input - Level A17
CNA-2010-TEI-A38	Annual National Accounts (base 2010) - Table of intermediate input - Level A38
CNA-2010-TEI-A5	Annual National Accounts (base 2010) - Table of intermediate input - Level A5
CNA-2010-TOF-FLUX	Annual National Accounts (base 2010) - Flows and stocks of assets and liabilities by institutional sector
CNA-2010-TOF-VAR	Annual National Accounts (base 2010) - Change in financial assets by institutional sector
CNA-2010-VOL-TRAV-A17	Annual National Accounts (base 2010) - Volume of hours worked - level A5, A10 and A17
CNA-2010-VOL-TRAV-A38	Annual National Accounts (base 2010) - Volume of hours worked - level A38
CNT-2005-CEB-A17	Quarterly National Accounts (base 2005) - Operating account of branches - Level A17 - Stopped series
CNT-2005-CEB-RGP	Quarterly National Accounts (base 2005) - Operating account of branches - Main groups - Stopped series
CNT-2005-CPB-A17	Quarterly National Accounts (base 2005) - Production account of branches - Level A17 - Stopped series
CNT-2005-CPB-RGP	Quarterly National Accounts (base 2005) - Production account of branches - Main groups - Stopped series
CNT-2005-CSI-EMP	Quarterly National Accounts (base 2005) - Domestic employment by institutional sectors - Stopped series
CNT-2005-CSI-OP	Quarterly National Accounts (base 2005) - Operations by institutional sectors - Stopped series
CNT-2005-CSI-SC	Quarterly National Accounts (base 2005) - Balancing items of institutional sectors - Stopped series
CNT-2005-DUREE-TRAV-A17	Quarterly National Accounts (base 2005) - Weekly duration and volume of work by branch - Level A17 - Stopped series
CNT-2005-DUREE-TRAV-RGP	Quarterly National Accounts (base 2005) - Weekly duration and volume of work by branch - Main groups - Stopped series
CNT-2005-EMPLOI-A17	Quarterly National Accounts (base 2005) - Domestic employment by branch - Level A17 - Stopped series
CNT-2005-EMPLOI-RGP	Quarterly National Accounts (base 2005) - Domestic employment by branch - Main groups - Stopped series
CNT-2005-OPERATIONS-A17	Quarterly National Accounts (base 2005) - Operations on goods and services by product (level 16) and operation - Stopped series
CNT-2005-OPERATIONS-RGP	Quarterly National Accounts (base 2005) - Operations on main groups of goods and services - Stopped series
CNT-2005-PIB-EQB	Quarterly National Accounts (base 2005) - Gross Domestic Product balance - Stopped series
CNT-2005-PIB-RF	Quarterly National Accounts (base 2005) - Gross domestic product and revenues of market price factors - Stopped series
CNT-2010-CEB-A17	Quarterly National Accounts (base 2010) - Operating account of branches - Level A17
CNT-2010-CEB-RGP	Quarterly National Accounts (base 2010) - Operating account of branches - Main groups
CNT-2010-CPB-A17	Quarterly National Accounts (base 2010) - Production account of branches - Level A17
CNT-2010-CPB-RGP	Quarterly National Accounts (base 2010) - Production account of branches - Main groups
CNT-2010-CSI-EMP	Quarterly National Accounts (base 2010) - Domestic employment by institutional sectors
CNT-2010-CSI-OP	Quarterly National Accounts (base 2010) - Operations by institutional sectors
CNT-2010-CSI-SC	Quarterly National Accounts (base 2010) - Balancing items of institutional sectors
CNT-2010-DUREE-TRAV-A17	Quarterly National Accounts (base 2010) - Weekly duration and volume of work by branch - Level A17
CNT-2010-DUREE-TRAV-RGP	Quarterly National Accounts (base 2010) - Weekly duration and volume of work by branch - Main groups
CNT-2010-EMPLOI-A17	Quarterly National Accounts (base 2010) - Domestic employment by branch - Level A17
CNT-2010-EMPLOI-RGP	Quarterly National Accounts (base 2010) - Domestic employment by branch - Main groups
CNT-2010-OPERATIONS-A17	Quarterly National Accounts (base 2010) - Operations on goods and services by product (level 16) and operation
CNT-2010-OPERATIONS-RGP	Quarterly National Accounts (base 2010) - Operations on main groups of goods and services
CNT-2010-PIB-EQB	Quarterly National Accounts (base 2010) - Gross Domestic Product balance
CNT-2010-PIB-RF	Quarterly National Accounts (base 2010) - Gross domestic product and revenues of market price factors
CNT-DETTE-INSTRUMENTS	Quarterly debt of General government within the meaning of Maastricht by instrument
CNT-DETTE-SI	Quarterly debt of General government within the meaning of Maastricht by sub-sector
COM-EXT-A17	Foreign trade of France in value (incl. overseas departments) - Products level A17 - NAF rev. 2
COM-EXT-A38	Foreign trade of France in value (incl. overseas departments) - Products level A38 - NAF rev. 2
COM-EXT-AFRIQUE	Foreign trade of France in value (incl. overseas departments) - By country of Africa - NAF rev. 2
COM-EXT-AMERIQUE	Foreign trade of France in value (incl. overseas departments) - By country of America - NAF rev. 2
COM-EXT-ASIE	Foreign trade of France in value (incl. overseas departments) - By country of Asia and Oceania - NAF rev. 2
COM-EXT-AUTRES	Foreign trade of France in value (incl. overseas departments) - By overseas territorial authorities and other countries - NAF rev. 2
COM-EXT-EUROPE	Foreign trade of France in value (incl. overseas departments) - By country of Europe - NAF rev. 2
COM-EXT-MOYENORIENT	Foreign trade of France in value (incl. overseas departments) - By country of Middle East - NAF rev. 2
COM-EXT-RGP	Foreign trade of France in value (incl. overseas departments) - Main groups of products - NAF rev. 2
COM-EXT-ZONE	Foreign trade of France in value (incl. overseas departments) - By geographic or economic zone - NAF rev. 2
COMPTES-ETAT	Central Government Operations
CONSO-MENAGES-2005	Monthly household consumption expenditure on goods in volume (base 2005) - Stopped series
CONSO-MENAGES-2010	Monthly household consumption expenditure on goods in volume (base 2010)
COURS-DEVISES-MAT-PREM	Exchange rates for foreign currencies used to measure the prices of imported raw materials
COURS-INT-MAT-PREM	International prices for raw materials
CRA-2000-PIB	Regional GDP - Base year 2000 - Stopped series
CRA-2000-VA	Regional value added - Base year 2000 - Stopped series
CRA-2005-PIB	Regional GDP - Base year 2005
CRA-2005-VA	Regional value added - Base year 2005
CREATIONS-ENT-DEP-TYPE	Enterprises births - Departments by type of enterprise - Monthly raw series
CREATIONS-ENT-FR-ACT	Enterprises births - France by economic activity - Quarterly series
CREATIONS-ENT-FR-ACT-TYPE	Enterprises births - France by economic activity and type of enterprise - Monthly series
CREATIONS-ENT-FR-TYPE	Enterprises births - France by type of enterprise - Raw series
CREATIONS-ENT-HISTO	Enterprises births - France - Annual series since 1987
CREATIONS-ENT-NAF1-DEP-RGP	Quarterly creations - In overseas departments by main group of sectors and department - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NAF1-DOM-ENS	Quarterly creations - In overseas departments for all sectors according to department - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NAF1-DOM-ENS-ANC	Enterprises births - Quarterly creations - In overseas departments for all sectors according to department and type of start-up - Stopped series
CREATIONS-ENT-NAF1-DOM-RGP-ANC	Enterprises births - Quarterly creations - In overseas departments by main group of sectors and department - Stopped series
CREATIONS-ENT-NAF1-FR-ENS	Monthly and quarterly creations - Whole of France (incl. overseas departments) for all sectors - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NAF1-FR-ENS-ANC	Enterprises births - Monthly and quarterly creations - Whole of France (incl. overseas departments) and for all sectors according to the type of creation - Stopped series
CREATIONS-ENT-NAF1-FR-RGP	Monthly creations - France - Industry - NAF rev. 1 - Stopped series
CREATIONS-ENT-NAF1-FR-RGP-ANC	Enterprises births - Monthly and quarterly creations - In the whole of France (incl. overseas departments) by main group of sectors - Stopped series
CREATIONS-ENT-NAF1-REG-ENS	Quarterly creations - In metropolitan France for all sectors according to region - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NAF1-REG-ENS-ANC	Enterprises births - Quarterly creations - In metropolitan France for all sectors according to region and type of start-up - Stopped series
CREATIONS-ENT-NAF1-REG-RGP	Quarterly creations - In metropolitan France by main group of sectors and region - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NAF1-REG-RGP-ANC	Enterprises births - Quarterly creations - In metropolitan France by main group of sectors and region - Stopped series
CREATIONS-ENT-NES16-DOM	Quarterly creations) - In overseas departments according to sector (NES 16 classification) by department - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NES16-DOM-ANC	Enterprises births - Quarterly creations - In overseas departments according to the sector (NES 16 classification) by department - Stopped series
CREATIONS-ENT-NES16-REG	Monthly and quarterly creations - According to sector (NES 16 classification), by metropolitan region and for the whole of France - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NES16-REG-ANC	Enterprises births - Monthly and quarterly creations - According to the sector (NES 16 classification), by metropolitan region and for the whole of France - Stopped series
CREATIONS-ENT-NES36-REG-P1	Quarterly creations - In the Hotels, restaurants & cafes sector (NES 36: P1 classification) by metropolitan region and for the whole of France - Series in NAF Rev, 1 stopped at the end of 2008
CREATIONS-ENT-NES36-REG-P1-ANC	Enterprises births - Quarterly creations - In the Hotels, Cafs, Restaurants sector (NES 36 classification: P1) by metropolitan region and for the whole of France - Stopped series
CREATIONS-ENT-REG-ACT	Enterprises births - Regions by economic activity - Quarterly SA series
CREATIONS-ENT-REG-ACT-TYPE	Enterprises births - Regions by economic activity and type of enterprise - Quarterly raw series
CREATIONS-ENT-REG-CVS-ANC	Enterprises creations - NAF rev. 2 - Regional SA stopped series
CULTURE-COM-EXT	Imports and exports of main cultural goods and services
CULTURE-CONSO	Household consumption in cultural goods and services
CULTURE-EMPLOI	Cultural employment
CULTURE-PATRIMOINE	Cultural heritage and museums
CULTURE-PRATIQUES	French cultural activities
CULTURE-PRIX	Consumer price index of cultural goods and services
DECES	Death and mortality
DEFAILLANCES-ENT-DEP	Business failures - Departments for all economic activities
DEFAILLANCES-ENT-DEP-NAF2-ANC	Department-level business failures - In NAF rev. 2 for all sectors - Stopped series
DEFAILLANCES-ENT-DEP-NES-ANC	Department-level business bankruptcy statistics - In NES for all sectors - Stopped series
DEFAILLANCES-ENT-FR-A21-ANC	National business failures - By sector - Stopped series
DEFAILLANCES-ENT-FR-ACT	Business failures - France by economic activity
DEFAILLANCES-ENT-FR-E16-ANC	National business bankruptcy statistics - By grouped sectors: NES16 classification - Stopped series
DEFAILLANCES-ENT-FR-E36-ANC	National business bankruptcy statistics - By trade and service sector - Stopped series
DEFAILLANCES-ENT-FR-NAF1-ANC	National business bankruptcy statistics - By grouped sectors (NAF classification) and date of consideration - Stopped series
DEFAILLANCES-ENT-FR-RGP-ANC	National business bankruptcy statistics - By sector: main groups - Stopped series
DEFAILLANCES-ENT-HISTO	Business failures - France - Annual series since 1974
DEFAILLANCES-ENT-REG-A21-JUG-ANC	Regional business failures - By judgement date - Stopped series
DEFAILLANCES-ENT-REG-A21-PUB-ANC	Regional business failures - By publication date - Stopped series
DEFAILLANCES-ENT-REG-ACT	Business failures - Regions by economic activity
DEFAILLANCES-ENT-REG-E16-ANC	Regional business bankruptcy statistics - By grouped sectors: NES16 classification - Stopped series
DEFAILLANCES-ENT-REG-E36-ANC	Regional business bankruptcy statistics - By trade and service sector - Stopped series
DEFAILLANCES-ENT-REG-ENS-ANC	Regional business failures - All activity sectors - Stopped series
DEFAILLANCES-ENT-REG-RGP-ANC	Regional business bankruptcy statistics - By sector: main groups - Stopped series
DEFM-ANCIENNETE	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - By seniority of registration
DEFM-CAT	Job seekers registered at the end of the month at Ple emploi - By category
DEFM-CAT-REG	Job seekers registered at the end of the month at Ple emploi - By French region and category
DEFM-DEP	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - By French department
DEFM-FLUX	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - Input and output by qualification and gender
DEFM-JEUNES	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - Young people under 30 by training level and age
DEFM-REG-AGE	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - By French region and age
DEFM-REG-SEXE	Job seekers registered at the end of the month at Ple emploi in categories A, B, C - By French region and gender
DEFM-SEXE-AGE	Job seekers registered at the end of the month at Ple emploi - By gender and age
DETTE-ETAT	Central Government Debt
EMAGSA-2005	Large food stores turnover indices (EMAGSA) - Base year 2005 - Stopped series
EMAGSA-2010	Large food stores turnover indices (EMAGSA) - Base year 2010
EMB-2005-BZ	Branch survey of industrial production (base 2005, NAF rev. 2) - Detailed products in extractive industries - Stopped series
EMB-2005-CZ	Branch survey of industrial production (base 2005, NAF rev. 2) - Detailed products in manufacturing industries - Stopped series
EMB-2010-BZ	Branch survey of industrial production (base 2010, NAF rev. 2) - Detailed products in extractive industries
EMB-2010-CZ	Branch survey of industrial production (base 2010, NAF rev. 2) - Detailed products in manufacturing industries
EMP-AN-DEP-A5	Total employment on December 31 - By French department, economic activity and status
EMP-AN-FORME	Employment (annual average) - By form of employment, gender and age
EMP-AN-FR-A4	Total employment on December 31 - By economic activity, status and gender
EMP-AN-QUOTITE	Employment (annual average) - By amount of working time, gender and age
EMP-AN-REG-A5	Total employment on December 31 - By French region, economic activity and status
EMP-SAL-NAF2-A17	Quarterly payroll employment by sector - NAF level A17
EMP-SAL-NAF2-A38	Quarterly payroll employment by sector - NAF level A38
EMP-SAL-NAF2-A88	Quarterly payroll employment by sector - NAF level A88
EMP-SAL-NAF2-RGP	Quarterly payroll employment by sector - Main groups
EMP-SENIORS	Seniors employment - Quarterly series
EMP-TRIM	Employment by amount of working time, sex and age - Quarterly series
ENQ-CONJ-ACT-IND-MENS-A17	Economic outlook survey in industry - Monthly questions by sector (level A17) - NAF rev. 2
ENQ-CONJ-ACT-IND-MENS-A38	Economic outlook survey in industry - Monthly questions by sector (level A38) - NAF rev. 2
ENQ-CONJ-ACT-IND-MENS-PERSP	Economic outlook survey in industry - Monthly questions on general perspectives - NAF rev. 2
ENQ-CONJ-ACT-IND-MENS-RGP	Economic outlook survey in industry - Monthly questions by group of sectors - NAF rev. 2
ENQ-CONJ-ACT-IND-SYNTH	Economic outlook survey in industry - Synthetic indicators - NAF rev. 2
ENQ-CONJ-ACT-IND-TRIM-ENT-A17	Economic outlook survey in industry - Quarterly questions on enterprises by sector(level A17) - NAF rev. 2
ENQ-CONJ-ACT-IND-TRIM-ENT-RGP	Economic outlook survey in industry - Quarterly questions on enterprises by group of sectors - NAF rev. 2
ENQ-CONJ-ACT-IND-TRIM-PERSP	Economic outlook survey in industry - Quarterly questions on general perspectives - NAF rev. 2
ENQ-CONJ-ACT-IND-TRIM-PRODUIT-A17	Economic outlook survey in industry - Quarterly questions on products by sector (level A17) - NAF rev. 2
ENQ-CONJ-ACT-IND-TRIM-PRODUIT-RGP	Economic outlook survey in industry - Quarterly questions on products by group of sectors - NAF rev. 2
ENQ-CONJ-ART-BAT-CLIENTS	Economic outlook survey in building crafts - Results by type of clientele - NAF rev. 2
ENQ-CONJ-ART-BAT-CORPS	Economic outlook survey in building crafts - Results by building trade - NAF rev. 2
ENQ-CONJ-ART-BAT-ENS	Economic outlook survey in building crafts - Results for the whole sector - NAF rev. 2
ENQ-CONJ-ART-BAT-TRAVAUX	Economic outlook survey in building crafts - Results by type of work - NAF rev. 2
ENQ-CONJ-COM-DET-ACT12	Monthly economic outlook survey in retail trade and in automobile trade and repairs - Activity broken down into 12 sectors - NAF rev. 2
ENQ-CONJ-COM-DET-ACT7	Monthly economic outlook survey in retail trade and in automobile trade and repairs - Activity broken down into 7 sectors - NAF rev. 2
ENQ-CONJ-COM-DET-PROD10	Monthly economic outlook survey in retail trade and in automobile trade and repairs - Products broken down into 10 items - CPF rev. 2
ENQ-CONJ-COM-DET-PROD8	Monthly economic outlook survey in retail trade and in automobile trade and repairs - Products broken down into 8 items - CPF rev. 2
ENQ-CONJ-COM-GROS-ACT36	Economic outlook survey on wholesaling - Activity broken down into 36 sectors - NAF rev. 2
ENQ-CONJ-COM-GROS-ACT6	Economic outlook survey on wholesaling - Activity broken down into 6 sectors - NAF rev. 2
ENQ-CONJ-COM-GROS-ENS	Economic outlook survey on wholesaling - Overall wholesale trade - NAF rev. 2
ENQ-CONJ-COM-GROS-SYNTH	Economic outlook survey on wholesaling - Summary indicators - NAF rev. 2
ENQ-CONJ-IND-BAT-CLIENTS	Economic outlook survey in building industry - Results by type of clientele - NAF rev. 2
ENQ-CONJ-IND-BAT-CORPS	Economic outlook survey in building industry - Results by building trade - NAF rev. 2
ENQ-CONJ-IND-BAT-ENS	Economic outlook survey in building industry - Overall results - NAF rev. 2
ENQ-CONJ-IND-BAT-SYNTH	Economic outlook survey in building industry - Synthetic and turning-point indicators - NAF rev. 2
ENQ-CONJ-IND-BAT-TRAVAUX	Economic outlook survey in building industry - Results by type of work - NAF rev. 2
ENQ-CONJ-INV-IND-EQUIP	Economic outlook survey on industrial investment - Forecast and observation in equipment scrapping - NAF rev.2
ENQ-CONJ-INV-IND-EVO-CAPA	Economic outlook survey on industrial investment - Changes in productive capacity - NAF rev. 2
ENQ-CONJ-INV-IND-EVO-INV	Economic outlook survey on industrial investment - Forecast and actual changes in investment - NAF rev. 2
ENQ-CONJ-INV-IND-EVO-VAL	Economic outlook survey on industrial investment - Nominal change - NAF rev. 2
ENQ-CONJ-INV-IND-INFLUENCE	Economic outlook survey on industrial investment - Balances of influence - NAF rev. 2
ENQ-CONJ-INV-IND-MOTIV	Economic outlook survey on industrial investment - Economic motivation - NAF rev. 2
ENQ-CONJ-INV-IND-REVISION	Economic outlook survey on industrial investment - Revision indicator - NAF rev.2
ENQ-CONJ-MENAGES	Monthly economic outlook survey on households
ENQ-CONJ-PROMO-IMMO-LOCATION	Quarterly business survey in the real-estate development - Results for housing rental - NAF rev. 2
ENQ-CONJ-PROMO-IMMO-TOT	Quarterly business survey in the real-estate development - Results for the whole sector - NAF rev. 2
ENQ-CONJ-PROMO-IMMO-VENTE	Quarterly business survey in the real-estate development - Results for housing selling - NAF rev. 2
ENQ-CONJ-SERV-ACT4	Economic outlook survey in services - Results broken down into 4 economic sectors - NAF rev. 2
ENQ-CONJ-SERV-ACT9	Economic outlook survey in services - Results broken down into 9 economic sectors - NAF rev. 2
ENQ-CONJ-SERV-ENS	Economic outlook survey in services - Overall results - NAF rev. 2
ENQ-CONJ-SERV-HZ	Economic outlook survey in services - Specific questions to transports sector - NAF rev. 2
ENQ-CONJ-SERV-SYNTH	Economic outlook survey in services - Summary indicators - NAF rev. 2
ENQ-CONJ-TP	Quarterly economic outlook survey in public works - Results by type of clientele - NAF rev. 2
ENQ-CONJ-TRES-IND-FINANCEMENT	Economic outlook survey on the cash-flow situation in industry - Conditions of funding - NAF rev. 2
ENQ-CONJ-TRES-IND-INFLUENCE-BILAN	Economic outlook survey on the cash-flow situation in industry - Balances of influence to balance sheet - NAF rev. 2
ENQ-CONJ-TRES-IND-INFLUENCE-CR	Economic outlook survey on the cash-flow situation in industry - Operating results and balances of influence to income statement - NAF rev. 2
ENQ-CONJ-TRES-IND-PERSP	Economic outlook survey on the cash-flow situation in industry - Development perspectives - NAF rev. 2
ENQ-CONJ-TRES-IND-SITUATION	Economic outlook survey on the cash-flow situation in industry - Current cash-flow situation - NAF rev. 2
ETAT-CIVIL-DEP	Births, deaths and marriages by department of residence and department of registration
ETAT-CIVIL-REG	Births, deaths and marriages by region of residence and region of registration
GGD-FMI	General government gross debt within the meaning of IMF
ICA-CS-1990-NAF4	Turnover indices (base 1990) - Trade and services - Main groups - Stopped series
ICA-CS-1990-NAF5	Turnover indices (base 1990) - Trade and services - Level A700 (classes) - Stopped series
ICA-CS-1995-COMDET-NAF4	Turnover indices (base 1995) - Retail trade and personal services - Main groups - Stopped series
ICA-CS-1995-COMDET-NAF5	Turnover indices (base 1995) - Retail trade and personal services - Level A700 (classes) - Stopped series
ICA-CS-1995-COMGROS-NAF4	Turnover indices (base 1995) - Wholesale and services to businesses - Main groups - Stopped series
ICA-CS-1995-COMGROS-NAF5	Turnover indices (base 1995) - Wholesale and services to businesses - Level A700 (classes) - Stopped series
ICA-CS-1995-SERV-NAF4	Turnover indices (base 1995) - Real-estate services and transport services - Main groups - Stopped series
ICA-CS-1995-SERV-NAF5	Turnover indices (base 1995) - Real-estate services, excluding rentals - Level A700 (classes) - Stopped series
ICA-CS-2000-COMDET-NAF4	Turnover indices (base 2000, NAF rev. 1) - Retail trade and personal services - Main groups - Stopped series
ICA-CS-2000-COMDET-NAF5	Turnover indices (base 2000, NAF rev. 1) - Retail trade and personal services - Level A700 (classes) - Stopped series
ICA-CS-2000-COMGROS-NAF4	Turnover indices (base 2000, NAF rev. 1) - Wholesale and services to businesses - Main groups - Stopped series
ICA-CS-2000-COMGROS-NAF5	Turnover indices (base 2000, NAF rev. 1) - Wholesale and services to businesses - Level A700 (classes) - Stopped series
ICA-CS-2000-SERV-NAF4	Turnover indices (base 2000, NAF rev. 1) - Real estate services and transport services - Main groups - Stopped series
ICA-CS-2000-SERV-NAF5	Turnover indices (base 2000, NAF rev. 1) - Real estate services (excluding rentals) and sanitation services - Level A700 (classes) - Stopped series
ICA-CS-2005-D45	Turnover indices (base 2005, NAF rev. 2) - Trade and automobile repair - Stopped series
ICA-CS-2005-D46	Turnover indices (base 2005, NAF rev. 2) - Wholesale trade - Stopped series
ICA-CS-2005-D47	Turnover indices (base 2005, NAF rev. 2) - Retail trade - Stopped series
ICA-CS-2005-HZ	Turnover indices (base 2005, NAF rev. 2) - Transport and storage - Stopped series
ICA-CS-2005-IZ	Turnover indices (base 2005, NAF rev. 2) - Accomodation and food - Stopped series
ICA-CS-2005-JZ	Turnover indices (base 2005, NAF rev. 2) - Information and communication - Stopped series
ICA-CS-2005-LZ	Turnover indices (base 2005, NAF rev. 2) - Real-estate activities - Stopped series
ICA-CS-2005-MN	Turnover indices (base 2005, NAF rev. 2) - Business support - Stopped series
ICA-CS-2005-RS	Turnover indices (base 2005, NAF rev. 2) - Service activities to households - Stopped series
ICA-CS-2010-D45	Turnover indices (base 2010, NAF rev. 2) - Trade and repair of automobiles and motorcycles
ICA-CS-2010-D46	Turnover indices (base 2010, NAF rev. 2) - Wholesale trade
ICA-CS-2010-D47	Turnover indices (base 2010, NAF rev. 2) - Retail trade
ICA-CS-2010-HZ	Turnover indices (base 2010, NAF rev. 2) - Transport and storage
ICA-CS-2010-IZ	Turnover indices (base 2010, NAF rev. 2) - Accomodation and food
ICA-CS-2010-JZ	Turnover indices (base 2010, NAF rev. 2) - Information and communication
ICA-CS-2010-LZ	Turnover indices (base 2010, NAF rev. 2) - Real-estate activities
ICA-CS-2010-MN	Turnover indices (base 2010, NAF rev. 2) - Business support
ICA-CS-2010-RS	Turnover indices (base 2010, NAF rev. 2) - Service activities to households
ICA-IC-1990-BTP	Turnover indices (base 1990) - Special groups relating to building and public works - Stopped series
ICA-IC-1990-ENS	Turnover indices (base 1990) - Overall in NAF - Stopped series
ICA-IC-1990-NAF3	Turnover indices (base 1990) - NAF 3 level 220 (groups) - Stopped series
ICA-IC-1990-NES16	Turnover indices (base 1990) - NES 16 classification - Stopped series
ICA-IC-1990-NES36	Turnover indices (base 1990) - NES 36 classification - Stopped series
ICA-IC-1995-BTP	Turnover indices (base 1995) - Special groups relating to building and public works - Stopped series
ICA-IC-1995-ENS	Turnover indices (base 1995) - Overall - Stopped series
ICA-IC-1995-NAF3	Turnover indices (base 1995) - NAF 3 level 220 (groups) - Stopped series
ICA-IC-1995-NAF4	Turnover indices (base 1995) - NAF 4 level 700 (classes) - Stopped series
ICA-IC-1995-NES114	Turnover indices (base 1995) - NES 114 classification - Stopped series
ICA-IC-1995-NES16	Turnover indices (base 1995) - NES 16 classification - Stopped series
ICA-IC-1995-NES36	Turnover indices (base 1995) - NES 36 classification - Stopped series
ICA-IC-2000-ENS	Turnover indices (base 2000, NAF rev. 1) - Overall indices - Stopped series
ICA-IC-2000-NAF3	Turnover indices (base 2000, NAF rev. 1) - NAF 3 level 220 (groups) - Stopped series
ICA-IC-2000-NES114	Turnover indices (base 2000, NAF rev. 1) - NES 114 classification - Stopped series
ICA-IC-2000-NES16	Turnover indices (base 2000, NAF rev. 1) - NES 16 classification - Stopped series
ICA-IC-2000-NES36	Turnover indices (base 2000, NAF rev. 1) - NES 36 classification - Stopped series
ICA-IC-2000-ZONE	Turnover indices (base 2000, NAF rev. 1) - By geographic zone of execution - Stopped series
ICA-IC-2005-A10	Turnover indices (base 2005) - Level A10 of NAF - Stopped series
ICA-IC-2005-A17	Turnover indices (base 2005) - Level A17 of NAF - Stopped series
ICA-IC-2005-A272	Turnover indices (base 2005) - Level A272 (groups) of NAF - Stopped series
ICA-IC-2005-A38	Turnover indices (base 2005) - Level A38 of NAF - Stopped series
ICA-IC-2005-A88	Turnover indices (base 2005) - Level A88 (divisions) of NAF - Stopped series
ICA-IC-2010-A10	Turnover indices (base 2010) - Level A10 of NAF
ICA-IC-2010-A17	Turnover indices (base 2010) - Level A17 of NAF
ICA-IC-2010-A272	Turnover indices (base 2010) - Level A272 (groups) of NAF
ICA-IC-2010-A38	Turnover indices (base 2010) - Level A38 of NAF
ICA-IC-2010-A732	Turnover indices (base 2010) - Level A732 (sub-classes) of NAF
ICA-IC-2010-A88	Turnover indices (base 2010) - Level A88 (divisions) of NAF
ICC	Construction cost index
ICC-EVO-ANC	Annual changes to construction prices - Stopped series
ICE-1980-10	Monthly terms of trade indices - Base 1980 - Breakdown according to 4 economic zones - Stopped series
ICE-1980-7	Foreign trade indices - Base 1980 - Breakdown according to 4 economic zones and 9 products (NAP 16) - Stopped series
ICE-1980-9	Foreign trade indices - Base 1980 - Breakdown according to 4 economic zones and groups of products - Stopped series
ICE-1995-NES16-19ZONES	Foreign trade indices - Base 1995 - Breakdown according to 19 geographical areas and 7 products (NES16) - Stopped series
ICE-1995-NES16-5ZONES	Foreign trade indices - Base 1995 - Breakdown according to 5 economic zones and 7 products (NES16) - Stopped series
ICE-1995-RGP-19ZONES	Foreign trade indices - Base 1995 - Breakdown according to 19 geographical areas and 4 main groups of products - Stopped series
ICE-1995-RGP-5ZONES	Foreign trade indices - Base 1995 - Breakdown according to 5 economic zones and 4 main groups of products - Stopped series
ICE-2005-CPF	Foreign trade indices in CPA 2008 - Base year 2005 - Divisions and groups
ICE-2005-CTCI	Foreign trade indices in CPA 2008 - Base year 2005 - SITC sections
ICE-2005-RGP	Foreign trade indices in CPA 2008 - Base year 2005 - Main aggregates
ICHT-1973	Labour cost indices (base 1973) - Stopped series
ICHT-1997	Labour cost indices (base 1997) - Stopped series
ICHT-2008-A21	Revised hourly labour cost index - By sector level A21 (base 2008)
ICHT-2008-IME	Revised hourly labour cost index - For mechanical and electrical industry (base 2008)
ICPC-2010	Producer cost indices for construction (macroeconomic indicators)
ICT-2000-A17	Labour cost index in industry, construction and services - By detailed sector (base 2000) - Stopped series
ICT-2000-RGP	Labour cost index in industry, construction and services - By main groups of sectors (base 2000) - Stopped series
ICT-2012-A21	Labour cost index in industry, construction and services - By sector level A21 (base 2012)
ICT-2012-RGP	Labour cost index in industry, construction and services - By main groups of sectors (base 2012)
ILAT	Tertiary activities rent index (TARI)
ILC	Commercial rent index (CRI)
IM-2010	Index for updating material assets in construction (IM) - Base 2010
IMMAT-NEUVES	New cars registrations - First results
IND-EUR-MAT-PREM-1990	International price indices for imported materials - Base 1990 - Stopped series
IND-EUR-MAT-PREM-2000	International euro indices of raw materials - Base 2000 - Stopped series
IND-EUR-MAT-PREM-2005	International euro indices of raw materials - Base 2005 - Stopped series
IND-EUR-MAT-PREM-2010	International price indices in Euros for raw materials - Base 2010
INDEX-BT-2010	Producer cost indices for construction (contract escalation) - Building (BT) indices - Base 2010
INDEX-BT-ANC	Producer cost indices for construction (contract escalation) - Building indices (BT) - Stopped series
INDEX-DIVERS-2010	Producer cost indices for construction (contract escalation) - Various indices for Construction - Base 2010
INDEX-DIVERS-ANC	Producer cost indices for construction (contract escalation) - Various indices for construction - Stopped series
INDEX-TP-2010	Producer cost indices for construction (contract escalation) - Civil engineering (TP) indices - Base 2010
INDEX-TP-ANC	Producer cost indices for construction (contract escalation) - Civil engineering indices (TP) - Stopped series
INDICES-ENS-MR	Overall MOODY’S and REUTER international price indices for raw materials
INDICES-PRIX-MAT-PREM	International price indices for imported raw materials - Base 2000
IPAMPA-2000	Agricultural means of production purchasing price index (IPAMPA) - Base 2000 - Stopped series
IPAMPA-2005	Agricultural means of production purchasing price index (IPAMPA) - base 2005 - Stopped series
IPAMPA-2010	Agricultural means of production purchasing price index (IPAMPA) - Base 2010
IPC-1970-1980-ALIM	Consumer price indices - Bases 1970 and 1980 - Food products - Stopped series
IPC-1970-1980-MANUF	Consumer price indices - Bases 1970 and 1980 - Manufactured products - Stopped series
IPC-1970-1980-SERV	Consumer price indices - Bases 1970 and 1980 - Services and Overall - Stopped series
IPC-1980-PDET	Consumer price indices - Base 1980 - Goods and services in the Paris conurbation - Stopped series
IPC-1980-RGP	Consumer price indices - Base 1980 - Aggregate specific groups - Stopped series
IPC-1980-RGP-ALIM	Consumer price indices - Base 1980 - Specific groups of food products - Stopped series
IPC-1980-RGP-MANUF	Consumer price indices - Base 1980 - Specific groups of manufactured products - Stopped series
IPC-1980-RGP-SERV	Consumer price indices - Base 1980 - Specific groups of services - Stopped series
IPC-1990-COICOP-ALIM	Consumer price indices - Base 1990 - Group of food products by type of household - Stopped series
IPC-1990-COICOP-NONALIM	Consumer price indices - Base 1990 - Group of non-food products by type of household - Stopped series
IPC-1990-ENS	Consumer price indices - Base 1990 - Overall by type of household - Stopped series
IPC-1990-ENS-ISJ	Consumer price indices - Base 1990 - Overall and underlying indices by non-natural groups of products - Seasonally and changes-in-taxes adjusted - Stopped series
IPC-1990-RGP	Consumer price indices - Base 1990 - Aggregate non-natural group of products by type of household - Stopped series
IPC-1990-RGP-ALIM	Consumer price indices - Base 1990 - Non-natural group of food products by type of household - Stopped series
IPC-1990-RGP-NONALIM	Consumer price indices - Base 1990 - Non-natural group of non-food products by type of household - Stopped series
IPC-1998-C20-HTABAC	Consumer price indices - Base 1998 - Households that belong to the lowest equivalized disposable income quintile, excluding tobacco
IPC-1998-COICOP	Consumer price indices - Base 1998 - Detailed products
IPC-1998-CVS	Consumer price indices - Base 1998 - All products - Seasonally adjusted
IPC-1998-DOM	Consumer price indices - Base 1998 - Overseas departments - Groups of products
IPC-1998-ENS	Consumer price indices - Base 1998 - All products
IPC-1998-ISJ	Consumer price indices - Base 1998 - Underlying indices by groups of products
IPC-1998-MOE-HTABAC	Consumer price indices - Base 1998 - Urban working-class households or households of employees - All products excluding tobacco
IPC-1998-MOE-PDET	Consumer price indices - Base 1998 - Urban working-class households or households of employees - Detailed products
IPC-1998-RGP	Consumer price indices - Base 1998 - Groups of products
IPC-PVR-ACHAT	Euro/French franc historical series of purchasing power
IPCH-2005-FR-COICOP	Harmonised consumer price index - Base 2005 - French series by product according to the European classification
IPCH-2005-PAYS	Harmonised consumer price index - (base 2005) - All products - Monthly indices by country or economic zone of the European Union
IPCH-ESTAT	Harmonised consumer price index - Base 2005 - European series by product - Eurostat
IPCNUH-2010	Producer price indices for construction - Construction of new residential buildings
IPEA-2010	Producer price indices for construction - Maintenance and improvement of existing dwellings - IPEA - (Contract escalation)
IPEA-2010T1-ANC	Dwellings maintenance and improvement price index published by the SOeS - Reference 100 on the 1st quarter 2010 - AS - Stopped series
IPGA-1995	Food wholesale price indices (contract escalation) - Reference 100 in 1995 or 2000 - Stopped series
IPGA-2000	Food wholesale price indices (contract escalation) - Reference 100 in 2000 - Stopped series
IPGA-2005	Food wholesale price indices (contract escalation) - Reference 100 in 2005
IPGD-1998	Consumer price indices - Base 1998 - Large and predominantly-food stores
IPGD-1998-ANC	Consumer price indices - Base 1998 - Large and predominantly-food stores - Stopped series
IPI-1970-DET	Industrial production index (base 1970) - Main branches - Stopped series
IPI-1970-RGP	Industrial production index (base 1970) - Specific groups - Stopped series
IPI-1985-CITI2	Industrial production index (base 1985) - ISIC rev, 2 - Stopped series
IPI-1985-CITI2-RGP	Industrial production index (base 1985) - ISIC groups - Stopped series
IPI-1985-NACE70	Industrial production index (base 1985) - NACE 70 - Stopped series
IPI-1985-NACE70-RGP	Industrial production index (base 1985) - NACE 70 groups - Stopped series
IPI-1985-NAP100	Industrial production index (base 1985) - By NAP 100 - Stopped series
IPI-1985-NAP16	Industrial production index (base 1985) - By level 16 branches - Stopped series
IPI-1985-NAP16-RGP	Industrial production index (base 1985) - By groups - NAP 16 - Stopped series
IPI-1985-NAP40	Industrial production index (base 1985) - By level 40 branches - Stopped series
IPI-1985-NAP40-RGP	Industrial production index (base 1985) - By groups - NAP40 - Stopped series
IPI-1985-NAP600	Industrial production index (base 1985) - NAP 600 - Stopped series
IPI-1985-NAP600-RGP	Industrial production index (base 1985) - By level 600 groups - Stopped series
IPI-1985-S90	Industrial production index (base 1985) - By level 90 branches - Stopped series
IPI-1985-S90-RGP	Industrial production index (base 1985) - By level 90 groups - Stopped series
IPI-1990-CITI3	Industrial production index (base 1990) - By (ISIC) rev. 3 - Stopped series
IPI-1990-CPF17	Industrial production index (base 1990) - By CPF (1 letter) - Stopped series
IPI-1990-CPF2	Industrial production index (base 1990) - By CPF (2 figures) - Stopped series
IPI-1990-CPF3	Industrial production index (base 1990) - By CPF (3 figures) - Stopped series
IPI-1990-CPF31	Industrial production index (base 1990) - By CPF (2 letters) - Stopped series
IPI-1990-CPF4	Industrial production index (base 1990) - By CPF (4 figures) - Stopped series
IPI-1990-NAF4	Industrial production index (base 1990) - By NAF 4 - Stopped series
IPI-1990-NES114	Industrial production index (base 1990) - By NES 114 - Stopped series
IPI-1990-NES16	Industrial production index (base 1990) - By NES 16 - Stopped series
IPI-1990-NES36	Industrial production index (base 1990) - By NES 36 - Stopped series
IPI-1990-SPEC	Industrial production index (base 1990) - By specific IPI classification - Stopped series
IPI-1995-NAF700	Industrial production index (base 1995) - NAF level A700 (classes) - Stopped series
IPI-1995-NES-RGP	Industrial production index (base 1995) - Main groups NES - Stopped series
IPI-1995-NES114	Industrial production index (base 1995) - Level NES 114 - Stopped series
IPI-1995-NES16	Industrial production index (base 1995) - Level NES 16 - Stopped series
IPI-1995-NES36	Industrial production index (base 1995) - Level NES 36 - Stopped series
IPI-2000-NAF700-10-16	Industrial production index (base 2000) - Extractive industries and agrifood industries - Stopped series
IPI-2000-NAF700-17-22	Industrial production index (base 2000) - Textile, clothing, leather, wood, paper, publishing industries - Stopped series
IPI-2000-NAF700-23-26	Industrial production index (base 2000) - Refinery, nuclear, chemical, rubber and non-metal minerals industries - Stopped series
IPI-2000-NAF700-27-28	Industrial production index (base 2000) - Metallurgy and metalworking - Stopped series
IPI-2000-NAF700-29-33	Industrial production index (base 2000) - Manufacture of machines, equipment and apparatus - Stopped series
IPI-2000-NAF700-34-41	Industrial production index (base 2000) - Car industry, transport equipment, furniture, production and distribution of energy and water - Stopped series
IPI-2000-NES-RGP	Industrial production index (base 2000) - Main groups NES - Stopped series
IPI-2000-NES114	Industrial production index (base 2000) - Level NES 114 - Stopped series
IPI-2000-NES16	Industrial production index (base 2000) - Level NES 16 - Stopped series
IPI-2000-NES36	Industrial production index (base 2000) - Level NES 36 - Stopped series
IPI-2005-A10	Industrial production index (base 2005) - NAF level A10 - Stopped series
IPI-2005-A17	Industrial production index (base 2005) - NAF level A17 - Stopped series
IPI-2005-A21	Industrial production index (base 2005) - NAF level A21 - Stopped series
IPI-2005-A272	Industrial production index (base 2005) - NAF level A272 (groups) - Stopped series
IPI-2005-A38	Industrial production index (base 2005) - NAF level A38 - Stopped series
IPI-2005-A615	Industrial production index (base 2005) - NAF level A615 (classes) - Stopped series
IPI-2005-A64	Industrial production index (base 2005) - NAF level A64 - Stopped series
IPI-2005-A88	Industrial production index (base 2005) - NAF level A88 (divisions) - Stopped series
IPI-2005-MIG	Industrial production index (base 2005) - MIG groups - Stopped series
IPI-2010-A10	Industrial production index (base 2010) - NAF level A10
IPI-2010-A17	Industrial production index (base 2010) - NAF level A17
IPI-2010-A21	Industrial production index (base 2010) - NAF level A21
IPI-2010-A272	Industrial production index (base 2010) - NAF Level A272 (groups)
IPI-2010-A38	Industrial production index (base 2010) - NAF level A38
IPI-2010-A615	Industrial production index (base 2010) - NAF Level A615 (classes)
IPI-2010-A64	Industrial production index (base 2010) - NAF level A64
IPI-2010-A88	Industrial production index (base 2010) - NAF level A88 (divisions)
IPI-2010-MIG	Industrial production index (base 2010) - According to MIG groups
IPLA-2000T4	Prices index of old dwellings - Base 100 in 4th quarter 2000 - Stopped series
IPLA-2010	Second-hand housing prices indices - Base 100 in the 1st quarter of 2010
IPLNA-2010	New and second-hand housing price indices - Base 100 = annual average of year 2010
IPPAP-2000	Agricultural producer price indices (IPPAP) - Base 2000 - Stopped series
IPPAP-2005	Agricultural producer price indices (IPPAP) - Base 2005 - Stopped series
IPPAP-2010	Agricultural producer price indices (IPPAP) - Base 2010
IPPI-2000-CPF4	Sale price indices in industry (incl. agrifood industries) - Base 2000 - according to subsections, groups and divisions of the CPF classification of products and type of price - Stopped series
IPPI-2000-EB-CPF5	Producer price indices in the agrifood industries (NES EB) - Base 2000 - according to classes in the CPF - Stopped series
IPPI-2000-EC-CPF5	Sale price indices in industry, for consumer goods (NES EC) - Base 2000 - according to classes in the CPF classification of products and type of price - Stopped series
IPPI-2000-ED-CPF5	Sale price indices in motor vehicles industry (NES ED) - Base 2000 - according to classes in the CPF classification of products and type of price (production, import, domestic offering) - Stopped series
IPPI-2000-EE-CPF5	Sale price indices in industry, for capital goods (NES EE) - Base 2000 - according to classes in the CPF classification of products and type of price - Stopped series
IPPI-2000-EF-CPF5	Sale price indices in industry, for intermediate goods (NES EF) - Base 2000 - according to classes in the CPF classification of products and type of price - Stopped series
IPPI-2000-EG-CPF5	Sale price indices in industry, for energy products (NES EG) - Base 2000 - according to classes in the CPF classification of products and type of price - Stopped series
IPPI-2000-MARCHE-INT-CITI3	Producer price indices, for the domestic market - Base 2000 - according to ISIC Rev. 3 classification of products - Stopped series
IPPI-2000-NES114	Sale price indices in industry (incl. agrifood industries) - Base 2000 - according to NES114 Summary economic classification and type of price (production, import, domestic offering) - Stopped series
IPPI-2000-NES16	Producer price indices in industry (incl. agrifood industries) - Base 2000 - according to NES16 Summary economic classification and type of price (production, import, etc.) - Stopped series
IPPI-2000-NES36	Producer price indices, on the domestic market in industry - Base 2000 - according to NES36 Summary economic classification - Stopped series
IPPI-2000-RGP	Producer price indices for main groups of products in industry - Base 2000 - according to group and type of price (production, import, etc.) - Stopped series
IPPI-2005-ENS-A129	Producer price indices in whole industrial production - Base 2005 - Level A129 - Stopped series
IPPI-2005-ENS-CPF	Producer price indices in whole industrial production - Base 2005 - Divisions, groups and classes levels of CPF rev. 2 - Stopped series
IPPI-2005-ENS-RGP	Producer price indices in whole industrial production - Base 2005 - Main aggregates - Stopped series
IPPI-2005-EXT-A129	Producer price indices in exported industrial production - Base 2005 - Level A129 - Stopped series
IPPI-2005-EXT-CPF	Producer price indices in exported industrial production - Base 2005 - evel divisions, groups and classes of CPF rev. 2 - Stopped series
IPPI-2005-EXT-RGP	Producer price indices in exported industrial production - Base 2005 - Main aggregates - Stopped series
IPPI-2005-FR-A129	Producer price indices in industrial production sold in France - Base 2005 - Level A129 - Stopped series
IPPI-2005-FR-CPF	Producer price indices in industrial production sold in France - Base 2005 - Divisions, groups and classes levels of CPF rev. 2 - Stopped series
IPPI-2005-FR-RGP	Producer price indices in industrial production sold in France - Base 2005 - Main aggregates - Stopped series
IPPI-2005-IMP-A129	Price indices for purchases of imported industrial products - Base 2005 - Level A129 - Stopped series
IPPI-2005-IMP-CPF	Price indices for purchases of imported industrial products - Base 2005 - Divisions, groups and classes levels of CPF rev. 2 - Stopped series
IPPI-2005-IMP-REVENTE-CPF	Price indices of resale on the French market of imported industrial products - Base 2005 - Level classes in CPF rev, 2 classification - Stopped series
IPPI-2005-IMP-RGP	Price indices for purchases of imported industrial products - Base 2005 - Main aggregates - Stopped series
IPPI-2005-OI-CPF	Total supply of industrial products price indices - Base 2005 - Classes level of CPF rev. 2 - Stopped series
IPPI-2010-ENS-A129	Producer price indices of French industry for all markets (base 2010) - Level A129
IPPI-2010-ENS-CPF	Producer price indices of French industry for all markets (base 2010) - Divisions, groups and classes levels of CPF rev. 2
IPPI-2010-ENS-RGP	Producer price indices of French industry for all markets (base 2010) - Main aggregates
IPPI-2010-EXT-A129	Producer price indices of French industry for foreign markets (base 2010) - Level A129 - All areas
IPPI-2010-EXT-CPF	Producer price indices of French industry for foreign markets (base 2010) - Divisions, groups and classes levels of CPF rev. 2
IPPI-2010-EXT-RGP	Producer price indices of French industry for foreign markets (base 2010) - Main aggregates
IPPI-2010-FR-PXB-A129	Producer price indices of French industry for the French market (base 2010) - Basic price - Level A129
IPPI-2010-FR-PXB-CPF	Producer price indices of French industry for the French market (base 2010) - Basic price - Divisions, groups and classes levels of CPF rev. 2
IPPI-2010-FR-PXB-RGP	Producer price indices of French industry for the French market (base 2010) - Basic price - Main aggregates
IPPI-2010-FR-PXM-A129	Producer price indices of French industry for the French market (base 2010) - Purchaser’s price for contract escalation - Level A129
IPPI-2010-FR-PXM-CPF	Producer price indices of French industry for the French market (base 2010) - Purchaser’s price for contract escalation - Divisions, groups and classes levels of CPF rev. 2
IPPI-2010-FR-PXM-RGP	Producer price indices of French industry for the French market (base 2010) - Purchaser’s price for contract escalation - Main aggregates
IPPI-2010-IMP-A129	Import price indices of industrial products (base 2010) - Level A129 - All areas
IPPI-2010-IMP-CPF	Import price indices of industrial products (base 2010) - Divisions, groups and classes levels of CPF rev. 2
IPPI-2010-IMP-RGP	Import price indices of industrial products (base 2010) - Main aggregates
IPPI-2010-OI-CPF	Total supply of industrial products price indices (base 2010) - (contract escalation) - Classes level of CPF rev. 2
IPPI-2010-OI-RGP	Total supply of industrial products price indices (base 2010) - (contract escalation) - Main aggregates
IPPS-2000	Services producer prices for French market - Businesses (BtoB) - Base 2000 - Stopped series
IPPS-2005	Services producer prices for French market - Businesses (BtoB) - Base 2005 - Stopped series
IPPS-2010-B2A-A129	French services producer price indices for all markets (BtoAll) - Level A129
IPPS-2010-B2A-NAF	French services producer price indices for all markets (BtoAll) - Level divisions, groups and classes of NAF rev. 2
IPPS-2010-B2A-RGP	French services producer price indices for all markets (BtoAll) - Main aggregates
IPPS-2010-B2B-PXB-A129	French services producer price indices sold to French businesses (BtoB) - Basic price - Level A129
IPPS-2010-B2B-PXB-NAF	French services producer price indices sold to French businesses (BtoB) - Basic price - Level divisions, groups and classes of NAF rev. 2
IPPS-2010-B2B-PXB-RGP	French services producer price indices sold to French businesses (BtoB) - Basic price - Main aggregates
IPPS-2010-B2B-PXM-A129	French services sell price indices to French businesses (BtoB) - Purchaser’s price for contract escalation - Level A129
IPPS-2010-B2B-PXM-NAF	French services sell price indices to French businesses (BtoB) - Purchaser’s price for contract escalation - Divisions, groups and classes levels of CPF rev. 2
IPPS-2010-B2B-PXM-RGP	French services sell price indices to French businesses (BtoB) - Purchaser’s price for contract escalation - Main aggregates
IPPS-2010-B2C-CPF	French services producer price indices sold to households in France (BtoC) - Divisions, groups and classes levels of CPF rev. 2
IPPS-2010-B2C-RGP	French services producer price indices sold to households in France (BtoC) - Main aggregates
IPPS-2010-B2E-A129	French services producer price indices for foreign markets (BtoE) - Level A129
IPPS-2010-B2E-NAF	French services producer price indices for foreign markets (BtoE) - Divisions, groups and classes levels of CPF rev. 2
IPPS-2010-B2E-RGP	French services producer price indices for foreign markets (BtoE) - Main aggregates
IRL	Rent reference index (RRI) - Base 1998
IRL-2005	Rent reference index - Stopped series
LIVRAISON-CARBURANTS	Fuel deliveries
LOGEMENT-CARAC	Characteristics of main residences
LOGEMENT-PARC	Dwelling stock by type
LOGEMENT-RESPRINC-STATUT	Main residences by tenure status
LOGEMENT-RESPRINC-TUU	Number of main residences by type of urban unit
MONNAIE-COURS-EUR	Rates of the main currencies against the euro
NAISSANCES	Births and fertility
NIVEAU-VIE-DISTRIB	Distribution of annual individuals’ living standards
NIVEAU-VIE-REPART	Distribution of the total living standards
NUPTIALITE	Weddings, nuptiality and Civil solidarity pacts (Pacs)
OE-DEP	Job offers collected at Ple Emploi - By French department
OE-QUALIF	Job offers collected at Ple Emploi - By qualification and type of job advertisements
OE-REG	Job offers collected at Ple Emploi - By French region
OE-TYPE-STATUT	Job offers collected at Ple Emploi - Overall
PAUVRETE-NB-PERS-TYPE-MEN	Number of poor individuals by type of household
PAUVRETE-TAUX-TYPE-MEN	At-risk-of-poverty rate by type of household
PGA-DIVERS	Wholesale food price (in level) - Miscellaneous - Stopped series
PGA-LAIT-FRUIT-LEGUME	Wholesale food price (in level) - Wholesale dairy products and fruit and vegetables prices taken from the Rungis market - Stopped series
PGA-PROD-ANIMAUX	Wholesale food price (in level) - Wholesale animal feed prices - Stopped series
PGA-VIANDE-POISSON	Wholesale food price (in level) - Wholesale meat and sea products prices taken from the Rungis market - Stopped series
POP-EVO	Population
POP-RP-DEP	Census population in metropolitan France - Departments
POP-RP-DOM	Census population - Overseas Departments and Authorities
POP-RP-REG	Census population in metropolitan France - Regions
POP-RP-VILLES	Census population in metropolitan France - Cities of more than 100,000 inhabitants
POP-SEXE-AGE	Population structure
POPACT-AN	Labour force (annual average) by gender and age
PRESSE	Statistical results on press
PRIX-CONSO-BOISSON	Average consumer prices in metropolitan France - Drinks
PRIX-CONSO-CEREALE	Average consumer prices in metropolitan France - Bread, cereals and other food products
PRIX-CONSO-FLEUR	Average consumer prices in metropolitan France - Flowers
PRIX-CONSO-FRANCS	Average consumer prices in metropolitan France - Products in French francs - Stopped series
PRIX-CONSO-FRUIT	Average consumer prices in metropolitan France - Fruits
PRIX-CONSO-LAIT	Average consumer prices in metropolitan France - Milk, cheeses, eggs, fatty substances
PRIX-CONSO-LEGUME	Average consumer prices in metropolitan France - Vegetables
PRIX-CONSO-LOGEMENT	Average consumer prices in metropolitan France - Housing, heating, lighting and home maintenance
PRIX-CONSO-MER	Average consumer prices in metropolitan France - Sea products
PRIX-CONSO-REST-HOT	Average consumer prices in metropolitan France - Restaurants, cafs, hotels
PRIX-CONSO-SERVICE	Average consumer prices in metropolitan France - Use of leisure vehicles, goods, and services
PRIX-CONSO-SOIN	Average consumer prices in metropolitan France - Care products and personal products
PRIX-CONSO-VIANDE	Average consumer prices in metropolitan France - Meat
PROD-AUTO	Statistics relating to motor vehicles
RP-COUPLE-AGE	Proportion of men and women living as partners by age group
RP-IMMIG-AGE	Distribution of the immigrants by age group according to their country of origin
RP-IMMIG-NAISSANCE	Distribution of the immigrants according to their country of birth
RP-IMMIG-NATIONALITE	Distribution of the population according to nationality and immigration status
RP-MINEUR-TYPE-FAM	Distribution of children under 18 by family type
RP-SEUL-AGE	People living alone in their homes by age group
RP-STRUCTURE-FAM18	Structure of families with children under 18
RP-STRUCTURE-MEN	Households according to family structure
RP-TAILLE-MEN	Size of household
SAL-ACEMO-NAF2-A17	Quarterly wage indices in the private sector - By sector level A17
SAL-ACEMO-NAF2-A38	Quarterly wage indices in the private sector - By sector level A38
SAL-ACEMO-NAF2-RGP	Quarterly wage indices in the private sector - By main groups of sectors
SAL-AN-EQTP-CSP	Full-time equivalent salaries (average annual net) by gender and socio-professional category
SAL-AN-EQTP-DISTRIB	Distribution of annual net full-time equivalent salaries by gender
SAL-AN-IND	Wages and social security cap indices (35-hour working week)
SAL-AN-TC-CSP	Salaries for full-time jobs (average annual net) by gender and socio-professional category
SAL-AN-TC-CSP-ANC	Salaries for full-time jobs (average annual net) by gender and socio-professional category (1950 - 1982) - Stopped series
SAL-AN-TC-DISTRIB	Distribution of annual net salaries for full-time jobs by gender
SAL-AN-TC-EVO	Percentage change in average annual net salary for full-time jobs by gender
SAL-COTIS-SOC	Employer’s and wage social contributions rates
SAL-FPE-ITGI-2000	Net pay indice in the civil service (base 2000)
SAL-MIN-35H	Guaranteed minimum wages
SAL-MIN-39H	Guaranteed minimum wages - Stopped series
SERIES_BDM	BDM time series
SITADEL2-LOCAUX-REG	Non-residential buildings - Monthly results by French region
SITADEL2-LOGEMENTS-REG	Residential buildings - Monthly series by French region
SSEMP	Underemployment - Quarterly series
TOURISME-CAMPING	Number of monthly nights spent and arrivals at outdoor accommodation by region
TOURISME-HOTEL	Number of monthly nights spent and arrivals at hotels by region
TRANSPORT-IPST	Road transport cost index
TRANSPORT-MARCH-RESEAU	Transport of goods according to network and location
TRANSPORT-MARCH-TYPE	Inland transport of goods according to network and type of goods
TRANSPORT-VOYAGEURS	Passengers transport according to the network
TXCHO-DEP	Unemployment rate - By French department - Quarterly series
TXCHO-REG	Unemployment rate - By French region - Quarterly series
TXEMP-AN-FR	Employment rate (annual average) by gender and age

Android Sdk

2015-08-25T00:00:00+00:00

LineageOS

Download 14.1 ROM

Builds for Z00D
eg. lineage-14.1-20171013-nightly-Z00D-signed.zip

Download GApps

opengapps.org
Zenfone 2 (ZE500CL) ZOOD
Platform: x86
Android: 7.1
Variant: nano
Date: 22 October 2017
Size: 122.12 MiB

Download su add-on

LineageOS Downloads - Extras
Name: su (x86)
Version: 14.1
File: addonsu-14.1-x86-signed.zip
Date: 2017-06-21

enable USB debugging

Settings > About > Firmware > tap “Version” 7 times
go back to settings, scroll to “Developer Options”
enable “USB Debugging”
connect USB cable
allow connections on phone from PC
test access using adb devices
copy lineage, open_gapps and addonsu to phone internal memory

adb push lineage-14.1-20171013-nightly-Z00D-signed.zip /sdcard/
adb push open_gapps-x86-7.1-nano-20171022.zip /sdcard/
adb push addonsu-14.1-x86-signed.zip /sdcard/

Unlock Device App

Driver & Tools: ZenFone_2_ZE500CL
Utilities
Unlock Device App: Unlock boot loader
Version: V1.0
Date: 2016/02/25
Size: 747.17 KBytes
direct link ZE500CL_UnlockTool_0909.apk

adb install ZE500CL_UnlockTool_0909.apk

Download TWRP Zenfone 2 Z00D

adb devices
adb reboot bootloader
fastboot devices
fastboot flash recovery TRWP-recovery-Z00D-3.0.2-2.img
adb reboot bootloader

follow TWRP instructions

`android`

update Android SDK: $ android sdk update
update project to create local.properties: $ android update project -p /path/to/project -t android-23

`ant`

Error, Reference Project.libraries.jar not found #2

debug: $ ant debug
release: $ ant release

Connect device

got to “Settings” - “About” and tap build number 7 times
developer options appear in main settings
activate “debugging over USB”

check connect status of device: $ cd $ANDROID_HOME/platform-tools/
$ adb devices
if device unauthorized, restart adb-server: $ adb kill-server
$ adb start-server
install without remove: $ adb install -r "bin/FileStorage-debug.apk"
copy a file to SD card: $ adb push lineage-14.1-20171013-nightly-Z00D-signed.zip /sdcard/

Create from HTML, CSS, and JavaScript

Apache Cordova

Cordova wraps your HTML/JavaScript app into a native container which can access the device functions of several platforms. These functions are exposed via a unified JavaScript API, allowing you to easily write one set of code to target nearly every phone or tablet on the market today and publish to their app stores.

PhoneGap

PhoneGap is the original and most popular distribution of Apache Cordova.

Android SDK

Android SDK setup

after download and extract SDK tools (approx 17 GB): bash tools/android
install 32bit libraries: sudo dnf install zlib.i686 libstdc++.i686 libstdc++-devel.i686
set SDK dir environment variable: edit ANDROID_HOME in ~/.profile

AVDs

developer.android.com: Managing AVDs from the Command Line

to generate a list of system image targets, use this command: $ android list targets
create AVD, supplying the target ID as the -t argument name “my_android6.0” and target ID (from list targets: 1 or “android-23”): $ android create avd -n my_android6.0 -t 1 --abi "default/armeabi-v7a"
list avds: $ android list avd
start AVD (takes 100% of one of four cores): $ emulator -avd my_android6.0

Debug using real device and JDB

list processes: $ cd $ANDROID_HOME/platform-tools/ $ adb jdwp
forward last process in list to tcp port: $ adb forward tcp:8700 jdwp:13358
start debugging using jdb (e.g. in Emacs M-x jdb): $ jdb -attach localhost:8700 -sourcepath /tmp/android
stop port forwarding: $ adb forward --remove tcp:8700 or $ adb forward --remove-all
use bash script to connect: $ cd ~/Dropbox/Programming/Android/
$ bash jdb-connect.sh
list and select threads: > threads
> thread 0xc142056538
> suspend 0xc142056538 > cont
list breakpoints: > stop
load class: > class com.example.macroid.starter.GreetingActivity
list methods in class: > methods com.example.macroid.starter.GreetingActivity
set breakpoint: > stop in com.example.macroid.starter.GreetingActivity.save_button()
clear breakpoint: > clear com.example.macroid.starter.GreetingActivity.save_button()

ADB shell operations

connect to interactive shell: adb shell
navigate and list files: shell@android:/ $ cd /storage/sdcard0/Download/
shell@android:/ $ ls
batch command: $ adb shell "ls /storage/sdcard0/Download/"

Emulator

developer.android.com: Emulator

Create new project

create ant build file in project directory (name and target are optional): android create project --name test_project --target 1 --path /home/xps13/Dropbox/GitHub/android-project --package home.xps13.HelloAndroid --activity HelloAndroid
run if build.xml file missing (e.g. created from Eclipse) or local.properties file missing: android update project --path . --target android-23 --subprojects

Contents of new project

– res

—- main.xml

…

– src

—- home/xps13/HelloAndroid/HelloAndroid.java

`HelloAndroid.java`

setContentView(R.layout.main);

`main.xml`

<LinearLayout ...>  
  <TextView ... android:text="Hello World, HelloAndroid"  
  />  
</LinearLayout>

Example applications

Flashlight

location: ~/android-sdk-linux/samples/android-23/wearable/Flashlight

Drupal

2015-08-21T00:00:00+00:00

drupal.org: Open Source content management platform

Gradle

2015-08-20T00:00:00+00:00

gradle.org: Open Source build automation

Statat Csv Flows

2015-08-18T00:00:00+00:00

Statistics Austria (STATAT) CSV Flows

ID	Title
OGD_f1197_Bev_Jahresdurchschn_1	Bevölkerung im Jahresdurchschnitt
OGD_f1585_Stud_Abschl_1	Studienabschlüsse ordentlich Studierender
OGD_umwoekosteu_Oekosteuern_1	Ökosteuern ab 1995
OGD_vpi10_VPI_2010_1	Verbraucherpreisindex Basis 2010
OGD_konjidxhan10_Konjunktur_Handel_1	Konjunkturindizes Handel Basis 2010
OGD_touextsai_Tour_HKL_1	Nächtigungsstatistik ab November 1973 - Nächtigungen nach Herkunftsländern und Bundesländern
OGD_touextsai_Tour_UA_1	Nächtigungsstatistik ab November 1973 - Nächtigungen nach Unterkunftsarten und Bundesländern
OGD_f1531neu_Aussenhandel_1	Außenhandelsdaten Jährlich
OGD_reg_udemo_Unternehmensdemografie_1	Unternehmensdemografie
OGD_vgr001_VGRJahresR_1	VGR-Jahresrechnung

Scala

2015-08-16T00:00:00+00:00

Parallel Programming

Lagom Framework

1.3.6

create project

alternatively, use g8 template to start new project

cd ~/src/scala/lagom/lagom-scala-1.4
sbt -Dsbt.version=0.13.15 new https://github.com/lagom/lagom-scala.g8
# start services
sbt runAll

navigate to localhost:9000/api/hello/World

CURL examples

curl http://localhost:9000/api/hello/Alice
curl -H "Content-Type: application/json" -X POST -d '{"message":"Hi"}' http://localhost:9000/api/hello/Alice

sbt

sbt new command

create new project: sbt new sbt/scala-seed.g8

sbt can search your local Maven repository if you add it as a repository:

resolvers += "Local Maven Repository" at "file://"+Path.userHome.absolutePath+"/.m2/repository"

or, for convenience:

resolvers += Resolver.mavenLocal

Dependency Management

Coursier

github: coursier/coursier

command-line

curl -L -o coursier https://git.io/vgvpD && chmod +x coursier && ./coursier --help

Ammonite

Ammonite-Shell

install

mkdir -p ~/.ammonite && curl -L -o ~/.ammonite/predef.sc https://git.io/vH4ju
sudo curl -L -o /usr/local/bin/amm https://git.io/vHz16 && sudo chmod +x /usr/local/bin/amm
amm
ls!

create script, e.g. ~/Downloads/MyScript.sc
execute script cd ~/Downloads && amm MyScript.sc

// MyScript.sc
// print banner
println("Hello World!!")

// common imports
import sys.process._
import collection.mutable

// common initialization code
val x = 123
println("x is " + 123)

Notebook

github: alexarchambault/jupyter-scala
github: alexarchambault/ammonium
download from jupyter-scala/releases
modify ~/.ipython/kernels/scala211/kernel.json

{
  "language" : "scala211",
  "display_name" : "Scala 2.11",
  "argv" : [
    "/home/xps13/Downloads/jupyter-scala-0.4.2/jupyter-scala",
    "--quiet",
    "--connection-file",
    "{connection_file}"
  ]
}

change file permissions

chmod -R 777 $HOME/.local/share/jupyter

run ./jupyter-scala inside the directory

Plotting

plotly-scala

Mark Lewis

Author of the Introduction to Scala series of books for CS1, CS2 and Data Structures:

Introduction to the Art of Programming Using Scala (2013)
Introduction to Programming and Problem Solving Using Scala (2017)
Object-Orientation, Abstract, and Data Structures Using Scala (2017)

GitHub

github: MarkCLewis: ProblemSolvingUsingScala
github: MarkCLewis: OOAbstractDataStructScala => cloned to ooadsus-book
github: MarkCLewis: OOAbstractDataStructScalaVideos => cloned to ooadsus and ooadsus_gh

YouTube

Docker

hub.docker.com: hseeberger: scala-sbt

EC2 Spot Request

AWS profiles defined at ~/.aws/config. Additional information at aws cli: config-vars and aws cli: request-spot-instances

aws ec2 request-spot-instances --cli-input-json file:///home/xps13/src/scala/observatory/ec2-config.json --profile admin

Contents of ec2-config.json

{
  "SpotPrice": "2.064",
  "LaunchSpecification": {
    "ImageId": "ami-af0fc0c0",
    "InstanceType": "c3.8xlarge",
    "KeyName": "ami-ca46b6a5-rstudio",
    "SecurityGroupIds": [
      "sg-91cd7cfa"
    ]
  },
  "InstanceCount": 1,
  "BlockDurationMinutes": 120
}

edit security group, add SSH (port 22) from My IP or Anywhere
navigate to folder containing keypair: $ cd ~/Dropbox/Logins/Amazon/EC2
remove connection from /home/xps13/.ssh/known_hosts
connect to instance

ssh -i "ami-ca46b6a5-rstudio.pem" ec2-user@ec2-35-158-91-229.eu-central-1.compute.amazonaws.com

Installing Docker on Amazon Linux
The respository cannot be made public for legal reasons. The ec2 main method is available at observatory-ec2.scala

sudo yum update -y                                           # get latest updates
sudo yum install -y docker                                   # install docker (Amazon Linux)
sudo service docker start                                    # start the Docker service
sudo docker pull hseeberger/scala-sbt                        # install docker image
sudo docker run -it --rm hseeberger/scala-sbt                # run image

git clone https://bowerth@gitlab.com/bowerth/observatory.git # clone repo
gpg --passphrase "" observatory/aws-credentials.sh.gpg                   # decrypt

source observatory/aws-credentials.sh                                    # set S3 credentials
mkdir observatory/src/main/resources                         # create data folder
wget http://alaska.epfl.ch/files/scala-capstone-data.zip     # download data
unzip scala-capstone-data.zip -d observatory/src/main/       # extract data
cd observatory && sbt "run-main observatory.ec2 1975-2015 epfl-observatory stations.csv .csv target/temperatures"

Performace of `c3.4xlarge` instance running Amazon Linux

CPU Utilization (max): 77.43%

Year	Zoom	Time (sec)	Tiles	Time per tile (sec)
1975	0	22	4	5.5
1975	1	60	9	6.6
1975	2	180	25	7.2
1975	3	600	81	7.41

Item	Value
Tiles per year	4+9+25+81=119
Years	2016-1975=41
Total number of tiles	119*41=4879
Average time per tile (sec)	7.2
Est. Total time (sec)	4879*7.2=35128.8
Est. Total time (hrs)	9.8

It is possible to process approx. 10 years in 3 hours.

Packaging

Learn for Master: How to package a Scala project to a Jar file with SBT

`sbt assembly`: Standalone jar with all dependencies

If you want to build a standalone executable jar with dependencies, you may use the sbt-assembly plugin (e.g. include in ~/.sbt/0.13/plugins/plugins.sbt). And then build it by

sbt assembly

The standalone will be in target/project_name-assembly-x.y.jar.

You can run it by

java -jar project_name-assembly-x.y.jar [class.with.main.function]

`sbt package`

create /target/scala-2.11/capstone-observatory_2.11-0.1-SNAPSHOT.jar for distribution

sbt package

Include/exclude files in the resource directory

When sbt traverses unmanagedResourceDirectories for resources, it only includes directories and files that match includeFilter and do not match excludeFilter. includeFilter and excludeFilter have type java.io.FileFilter and sbt provides some useful combinators for constructing a FileFilter. For example, in addition to the default hidden files exclusion, the following also ignores files containing impl in their name,

excludeFilter in unmanagedSources := HiddenFileFilter || "*impl*"

To have different filters for main and test libraries, configure Compile and Test separately:

includeFilter in (Compile, unmanagedSources) := "*.txt"
includeFilter in (Test, unmanagedSources) := "*.html"

Note: By default, sbt includes all files that are not hidden.

`jar` Commands

check contents of .jar: jar tvf ./target/scala-2.11/capstone-observatory_2.11-0.1-SNAPSHOT.jar

Amazon Web Services

AWScala

github: seratch: AWScala Using AWS SDK on the Scala REPL

How to use

libraryDependencies += "com.github.seratch" %% "awscala" % "0.6.+"

Configure credentials in the AWS Java SDK way: docs.aws.amazon.com: credentials

add to ~/.profile:

export AWS_ACCESS_KEY_ID="..."
export AWS_SECRET_ACCESS_KEY="..."

check value of environment variables using sys.env("AWS_ACCESS_KEY_ID")

S3 example

import awscala._, s3._

implicit val s3 = S3.at(Region.Frankfurt)

val buckets: Seq[Bucket] = s3.buckets
// val bucket: Bucket = s3.createBucket("unique-name-xxx")
val bucket = buckets(0)
val summaries: Seq[S3ObjectSummary] = bucket.objectSummaries

// bucket.put("sample.txt", new java.io.File("sample.txt"))
bucket.put("0-0.png", new java.io.File("target/temperatures/1976/0/0-0.png"))

// val s3obj: Option[S3Object] = bucket.getObject("sample.txt")
val s3obj: Option[S3Object] = bucket.getObject("index.html")
val s3url: String = bucket.getObject("index.html").get.publicUrl.toURI.toString

s3obj.foreach { obj =>
  val url = obj.publicUrl.toURI.toString // http://unique-name-xxx.s3.amazonaws.com/sample.txt
  // obj.generatePresignedUrl(DateTime.now.plusMinutes(10)) // ?Expires=....
  // bucket.delete(obj) // or obj.destroy()
  println(url)
}

Problem Solving

CafeSat

github: regb: cafesat: The CafeSat SMT solver for Scala

This is the official repository for the CafeSat source code. CafeSat is a SAT/SMT solver written entirely in Scala. CafeSat attempts provides an efficient command-line tool to solve SMT problems, as well as a library for Scala programs that need the capabilities of SAT/SMT solvers.

Streaming

codecentric: Verteilte Stream Processing Frameworks für Fast Data & Big Data – Ein Meer an Möglichkeiten

Tägliche Intervalle reichen aber häufig nicht mehr aus. Gefragt ist Geschwindigkeit: Analysen und Auswertungen werden zeitnah erwartet und nicht Minuten oder gar Stunden später. An dieser Stelle kommt das Stream Processing ins Spiel: Daten werden verarbeitet, sobald sie dem System bekannt sind. Begonnen hat dies mit der Lambda Architektur (vgl. [1]), bei der die Stream- und Batch-Verarbeitung parallel erfolgen, da die Stream-Verarbeitung keine konsistenten Ergebnisse garantieren konnte. Mit den heutigen Systemen ist es auch möglich, nur mit Streaming-Verarbeitung konsistente Ergebnisse nahezu in Echtzeit zu erreichen. (vgl. [2])

Spark

Monix

monix.io Asynchronous Programming for Scala and Scala.js

Monix is a high-performance Scala / Scala.js library for composing asynchronous and event-based programs, exposing high-level types, such as observable sequences that are exposed as asynchronous streams, expanding on the observer pattern, strongly inspired by ReactiveX and by Scalaz, but designed from the ground up for back-pressure and made to cleanly interact with Scala’s standard library, compatible out-of-the-box with the Reactive Streams protocol.

FS2: Functional Streams for Scala (previously ‘Scalaz-Stream’)

github fs2

FS2 is a streaming I/O library. The design goals are compositionality, expressiveness, resource safety, and speed. The example below is explained at ReadmeExample.md.

object Converter {
  import fs2.{io, text, Task}
  import java.nio.file.Paths

  def fahrenheitToCelsius(f: Double): Double =
    (f - 32.0) * (5.0/9.0)

  val converter: Task[Unit] =
    io.file.readAll[Task](Paths.get("testdata/fahrenheit.txt"), 4096)
      .through(text.utf8Decode)
      .through(text.lines)
      .filter(s => !s.trim.isEmpty && !s.startsWith("//"))
      .map(line => fahrenheitToCelsius(line.toDouble).toString)
      .intersperse("\n")
      .through(text.utf8Encode)
      .through(io.file.writeAll(Paths.get("testdata/celsius.txt")))
      .run

  // at the end of the universe...
  val u: Unit = converter.unsafeRun()
}
// defined object Converter

Converter.converter.unsafeRun()

Handling Resources

Handling data files that are part of a scala project, e.g. for testing functionality.

| /project
|-- /src
|-- -- /main
|-- -- -- /scala/timeusage/TimeUsage.scala
|-- -- -- /resources/timeusage/atussum.csv
|-- /target
|-- -- /scala-2.11
|-- -- /classes
|-- -- -- /timeusage/atussum.csv

The compiler will store /src/main/resources/timeusage/atussum.csv at /target/scala-2.11/classes/timeusage/atussum.csv where it can be found using Paths.get(getClass.getResource("/timeusage/atussum.csv").toURI).toString

Scala API Reference

Scala Standard Library

Continuous Integration

Links

Twitter

Libraries

better-files

scala-csv

scala-scraper: A Scala library for scraping content from HTML pages

abandon

select gui project: $ sbt abandon
> project gui
run with accounts.conf: > run -c /home/xps13/Public/abandon/personal/accounts.conf
assemble jar in /target/scala-2.11/: > project abandon
> assembly

Testing

Specs2

ScalaTest

Install ScalaTest
save scalatest_2.11-2.2.6.jar in lib folder to use import org.scalatest._

import collection.mutable.Stack
import org.scalatest._

class ExampleSpec extends FlatSpec with Matchers {

  "A Stack" should "pop values in last-in-first-out order" in {
    val stack = new Stack[Int]
    stack.push(1)
    stack.push(2)
    stack.pop() should be (2)
    stack.pop() should be (1)
  }

  it should "throw NoSuchElementException if an empty stack is popped" in {
    val emptyStack = new Stack[Int]
    a [NoSuchElementException] should be thrownBy {
      emptyStack.pop()
    } 
  }
}

ScalaCheck

If you use sbt add the following dependency to your build file

libraryDependencies += "org.scalacheck" %% "scalacheck" % "1.13.0" % "test"

Put your ScalaCheck properties in src/test/scala, then use the test task to check them

$ sbt test
+ String.startsWith: OK, passed 100 tests.
! String.concat: Falsified after 0 passed tests.
> ARG_0: ""
> ARG_1: ""
+ String.substring: OK, passed 100 tests.

Specify some of the methods of java.lang.String like this:

import org.scalacheck.Properties
import org.scalacheck.Prop.forAll

object StringSpecification extends Properties("String") {

  property("startsWith") = forAll { (a: String, b: String) =>
    (a+b).startsWith(a)
  }

  property("concatenate") = forAll { (a: String, b: String) =>
    (a+b).length > a.length && (a+b).length > b.length
  }

  property("substring") = forAll { (a: String, b: String, c: String) =>
    (a+b+c).substring(a.length, a.length+b.length) == b
  }

}

Concepts

XML

Stack size

run jar with increased JVM stack size: $ scala -J-Xss200m LoopTesterApp

Tail Recursion

Implementation Consideration

If a function calls itself as its last action, the function’s stack frame can be reused. This is called tail recursion. Tail recursive functions are iterative processes.

In general, if the last action of a function consists of calling a function (which may be the same), one stack frame would be sufficient for both functions. Such calls are called tail-calls.

Tail Recursion in Scala

In Scala, only directly recursive calls to the current function are optimized. One can require that a function is tail-recursive using a @tailrec annotation:

@tailrec
def gcd(a: Int, b: Int): Int = ...

If the annotation is given, and the implementation of gcd were not tail recursive, an error would be issued.

Usage

IDEs

Sublime

bitbucket.org: inkytonik: scalaworksheet

run on .scala file: Ctrl + Shift + P then Show Scala Worksheet (bound to Alt + W)

Web Frameworks

Spring

Scalatra

Scalatra is a simple, accessible and free web micro-framework. It combines the power of the JVM with the beauty and brevity of Scala, helping you quickly build high-performance web sites and APIs.

Android

Macroid

install dependencies: $ android sdk update and select in category “Extras” Android Support Repository and Google Repository

Advantages

scalability: seamless operability with Java: call Java methods, access Java fields, inherit from Java classes, and implement Java interfaces
compatibility
brevity
high-level abstractions
advanced static typing: static type system classifies variables and expressions according to the kinds of values they hold and compute
functional: more elegant programs, parallel, concurrent,
functions can be defined anywhere, including inside other functions; functions are like any other value, they can be passed as parameters to functions and returned as results; as for other values, there exists a set operators to compose functions

In Java, you say everything three times, in Scala you say everything one time. Closures (function values) arrived in Java 8 - in Scala existing from the beginning.

val people: Array[Persons]
val (minors, adults) = people partition (_.age < 18)

to make it parallel: val (minors, adults) = people.par partition (_.age < 18) (collection)

Akka framework

Akka Streams

Akka-HTTP

doc.akka.io: Akka HTTP

Typesafe Activator

Slick for database access

slick.typesafe.com Functional Relational Mapping for Scala
typesafe: hello-slick 3.0
H2 Database
playframework: documentation: H2 database

Play Slick Module

Tutorials

modify conf/application.conf to use a file-based database: db.default.url="jdbc:h2:/path/to/file e.g. jdbc:h2:data/test will generate /data/test.h2.db in application root

browse file-based database using activator (starting Web Console server at http://192.168.1.38:8082): $ activator -> h2-browser

edit table simultaneously from h2-browser Web Server console and play application running at localhost:9000: query table SELECT * FROM CAT name
edit table @edit SELECT * FROM CAT name

Play Framework

reactivemanifesto.org Responsive, Resilient, Elastic and Message Driven Systems
Play framework
Play Scala documentation
github: playframework: playframework
Build from source
Download link offline version typesafe-activator-1.3.7.zip (477M / 502M)
Download link minimal version typesafe-activator-1.3.7-minimal.zip (1M)

creating an application: $ activator new
starting an application: $ cd play-scalajs-showcase
$ activator run
launch activator desktop: $ activator ui

Play libraries

Deployment General

playframework.com: Production

jQuery

mongoDB

Templates

github: lashford: modern-web-template

Activator template for a Play, MongoDB and knockout.js application

Starting with ReactJS, Play 2.4.x, Scala and Anorm

Reactive-Maps

typesafe.com: reactive-maps

Geographic data processing

ARG

GeoTrellis

GeoTrellis Transit

GeoTrellis Chattanooga Model Demo

Spray-based web application that uses GeoTrellis to do a weighted overlay and zonal summary over land raster data for a project that was completed for the University of Chattanooga at Tennessee

usage: $ cd ~/scala/geotrellis/geotrellis-chatta-demo/geotrellis
$ sbt run

Tutorial

geotrellis.io: spray webservice tutorial
[github: geotrellis: geotrellis-spray-tutorial]https://github.com/geotrellis/geotrellis-spray-tutorial)

change port in src/main/scala/Main.scala: IO(Http) ! Http.Bind(service, interface = "localhost", port = 9000)
start application: $ cd ~/scala/geotrellis/geotrellis-spray-tutorial
$ sbt
$ run

demo REST queries in `src/main/scala/GeoTrellisService.scala`

http://localhost:9000/ping
http://localhost:9000/raster/SBN_inc_percap/draw

http://localhost:9000/raster/SBN_inc_percap/stats

{mean: 26.62950322073986, histogram: [[2,34170],[4,43733],[6,17490],[8,47435],[10,53341],[12,122251],[14,82596],[16,96651],[18,183408],[20,95711],[22,98655],[24,89779],[26,78115],[28,101714],[30,102065],[32,41440],[34,72890],[36,42396],[38,33185],[40,11975],[42,26356],[44,36012],[46,18198],[48,20421],[50,28087],[52,27513],[54,6932],[56,9250],[58,17249],[60,6554],[62,17552],[64,19696],[66,1598],[68,3993],[70,8216],[72,2563],[76,13021],[78,2813],[80,550],[82,7726],[86,3025],[88,317],[92,2843],[94,1385],[96,2860],[98,556],[100,2582]] }

http://localhost:9000/raster/SBN_farm_mkt/draw

http://localhost:9000/raster/SBN_farm_mkt/mask?cutoff=1

http://localhost:9000/analyze/draw?cutoff=1

http://localhost:9000/analyze/stats?cutoff=1

{mean: 22.955766888898363, histogram: [[2,10576],[4,22930],[6,7207],[8,8310],[10,10010],[12,13177],[14,12758],[16,9399],[18,18027],[20,4039],[22,5779],[24,9623],[26,4040],[28,10650],[30,9280],[32,5161],[34,6067],[36,3497],[38,4232],[40,1171],[42,6380],[44,5903],[46,2785],[48,1917],[50,1504],[52,5465],[54,892],[56,468],[58,1336],[60,1220],[62,803],[64,1342],[66,467],[68,620],[70,956],[72,135],[76,373],[78,57],[80,59],[82,140],[86,22],[88,31],[92,1095],[96,223],[100,915]] }

Scalaz

An extension to the core Scala library for functional programming.

It provides purely functional data structures to complement those from the Scala standard library. It defines a set of foundational type classes (e.g. Functor, Monad) and corresponding instances for a large number of data structures.

github: scalaz: scalaz

Resources

Let the types speak for themselves via the Scalaz Scaladocs!

The examples module contains some snippets of Scalaz usage.

The wiki contains release and migration information.

The typelevel blog has some great posts such as Towards Scalaz by Adelbert Chang.

Learning Scalaz is a great series of blog posts by Eugene Yokota. Thanks, Eugene!

Scala.js

to run code with Node.js (instead of Rhino): $ sbt
> set scalaJSStage in Global := FastOptStage
> last
get stack traces resolved on Node.js: $ npm install source-map-support
create single JavaScript file from sbt: > fastOptJS or recompile as needed > ~fastOptJS
after changes to build.sbt reload the sbt configuration: Hit enter to abort the ~fastOptJS command
Type reload
Start ~fastOptJS again
enable testing with uTest (depends on phantomJS): install phantomJS $ npm install -g phantomjs
$ sbt
> run

|.
|
|- project/
|
|-- build.sbt
|
|-- src
|
|--- main
|
|---- scala
|
|----- program.scala
|
|--- test
|
|---- scala
|
|----- test.scala

D3

spaced/scala-js-d3

React

Scala.js Single Page Application (SPA)

Scala.js Tutorial

wootjs

WOOT model for Scala and JavaScript via Scala.js

github.com: d6y: wootjs

usage: $ cd ~/scala/wootjs
$ sbt "project server" run or $ sbt server/run

SBT

Use Scala to define your tasks. Then run them in parallel from the shell.

Customizing paths

unmanaged source directories: scalaSource and javaSource

Organizing Build

project/Dependencies.scala to track dependencies in one place

Cross-build projects

Multi-build projects

list projects from sbt: > projects
select specific project: > project [project name]

Project structure

|.
|
|- project/
|
|-- build.sbt
|
|-- program.scala

build.sbt: make sure scala version is the same as installed (version printed when running $ scala from Linux shell)

giter8

install conscript: $ curl https://raw.githubusercontent.com/n8han/conscript/master/setup.sh | sh
install giter8 templating system: $ cs n8han/giter8
fetch template: execute in new project folder $ g8 typesafehub/scala-sbt

ensime template github: tnoda: sbt-ensime.g8
Scala project with release configuration, cross-builds and stuff lunaryorn/scala-seed.g8

ENSIME

create project/EnsimeProjectSettings.scala

import sbt._
import org.ensime.Imports.EnsimeKeys

object EnsimeProjectSettings extends AutoPlugin {
  override def requires = org.ensime.EnsimePlugin
  override def trigger = allRequirements
  override def projectSettings = Seq(
    // your settings here
  )
}

run sbt $ sbt or from Emacs M-x sbt-start
compile project > compile
generate .ensime for the project
generate project/.ensime for the project definition
add .ensime, project/.ensime and project/EnsimeProjectSettings.scala to .gitignore

SBT Commands

The commands become available after adding ensime to the global SBT plugins (Windows: C:\Users\[username]\.sbt\0.13\plugins.sbt, Linux: ~/.sbt/0.13/plugins.sbt)

Generate a .ensime for the project (takes space-separated parameters to restrict to subprojects): ensimeConfig (previously gen-ensime)
Generate a project/.ensime for the project definition.: ensimeConfigProject (previously gen-ensime-project)
Add debugging flags to all forked JVM processes.: > debugging
Remove debugging flags from all forked JVM processes.: > debugging-off

Examples

Spark

github: apache: spark: scala examples

MLlib

We show a simple Scala code example for ML dataset import/export and simple operations. More complete dataset examples in Scala and Python can be found under the examples/ folder of the Spark repository. We refer users to Spark SQL’s user guide to learn more about SchemaRDD and the operations it supports.

github.com: DatasetExample.scala

Events

Scala Days

Videos

2016 Video Replays

Learn

Creative Scala

github: underscoreio: creative-scala

setup: $ cd ~/Dropbox/GitHub/creative-scala
$ npm install
usage: $ grunt watch and navigate to http://localhost:4000

Books

Scala for data science, Pascal Bugnion PACKT Publishing
github: pbugnion: s4ds
Programming in Scala: A Comprehensive Step-by-Step Guide, 2nd Edition, by Martin Odersky, Lex Spoon, and Bill Venners Artima Press, HTLM version
github: elephantscale: learning-scala
Scala for the Impatient
Joshua D. Suereth - Scala in Depth
Dean Wampler, Alex Payne - Programming Scala

Coursera

Martin Odersky, “Working Hard to Keep It Simple” - OSCON Java 2011

Functional Programming Principles in Scala

by Martin Odersky, École Polytechnique Fédérale de Lausanne

coursera.org: Functional Programming Principles in Scala

Principles of Reactive Programming

by Martin Odersky, Erik Meijer, Roland Kuhn, École Polytechnique Fédérale de Lausanne

coursera.org: Principles of Reactive Programming

Installation Windows

set JAVA_HOME
create .bat script

set SCRIPT_DIR=%~dp0
rem java -Xms512M -Xmx1536M -Xss1M -XX:+CMSClassUnloadingEnabled -XX:MaxPermSize=256M -jar "%SCRIPT_DIR%sbt-launch.jar" %*
%JAVA_HOME%\bin\java -Xms512M -Xmx1536M -Xss1M -XX:+CMSClassUnloadingEnabled -XX:MaxPermSize=256M -jar "%SCRIPT_DIR%sbt-launch.jar" %*

Installation Fedora 22

install sbt: curl https://bintray.com/sbt/rpm/rpm | sudo tee /etc/yum.repos.d/bintray-sbt-rpm.repo
sudo dnf install sbt

this will create a link in /usr/bin/sbt

in order to call sbt from the command line, add the following to ~/.profile:

export SCALA_HOME="/usr/share/scala"
export SBT_HOME="/usr/share/sbt-launcher-packaging"
export PATH="$PATH:$SBT_HOME/bin:$SCALA_HOME/bin

Usage

go to test project folder: cd /home/xps13/Dropbox/Programming/Scala/hello2

create hw.scala if it doesn’t exist already

object Hi {
  def main(args: Array[String]) {
  	println("Hi!")
  }
}

generate directory for classes: mkdir classes
generate class files in output directory (classpath): scalac -d classes hw.scala
execute bytecode with classpath: scala -cp classes Hi returns Hi!

generate shell script hw_script.sh

#!/bin/sh
exec scala "$0" "$@"
!#
object Hi extends App {
  println("Hi!")
}
Hi.main(args)

make executable and run: chmod +x hw_script.sh
./hw_script.sh

Debugging

if sbt cannot find all dependencies, check build.properties files in project subfolders for sbt.version=0.13.x and update with installed sbt version
installed sbt version can be checked by running sbt sbtVersion from within a non-project directory

Compiling

navigate to directory: $ cd ~/Dropbox/Programming/Scala/prog-in-scala/ch4/
compile source code to class files: $ scalac ChecksumAccumulator.scala Summer.scala
using Scala compiler daemon called fsc: $ fsc ChecksumAccumulator.scala Summer.scala
stop the fsc daemon: $ fsc -shutdown

Conferences

Scala Days
BeeScala
Scala.io
w-jax Die Konferenz für Java, Architektur- und Software-Innovation
topconf
Scala Italy

Coursera Cloud Computing

2015-08-14T00:00:00+00:00

Cloud Computing Specialisation

University of Illinois at Urbana-Champaign

Understand core distributed systems concepts underlying cloud computing systems.
Use these concepts to analyze, design, and implement new cloud computing systems.
Write new cloud applications.
Understand the basics of networking inside cloud computing systems.

Cloud Computing Concepts

by Indranil Gupta

Orientation, Intro to Clouds, MapReduce
Gossip, Membership, Grids
P2P Systems
Key-Value Stores, Time and Ordering
Snapshots, Multicast, Paxos

Cloud Computing Concepts: Part 2

by Indranil Gupta

Leader Election, Mutual Exclusion
Concurrency Control, Replication Control
Stream Processing, Graph Processing, Structure of Networks, Scheduling
Distributed File Systems, Distributed Shared Memory, Sensor Networks
Security, Datacenter Outage Studies, Wrap-up

Cloud Computing Applications

by Roy H. Campbell and Reza Farivar

Cloud computing, Distributed services, Cloud services
Web middleware
MapReduce, Hadoop, PIG, HDFS
Tez, Streaming
Advanced storm, Storm internals
CAP theorem & eventual consistency
Hbase, Cassandra, HIVE, Spark
Graph processing
Machine learning

Cloud Networking

Physical data center network topology and fault-tolerance
Network virtualization
Software defined networking
Congestion control and traffic engineering
Inter-data center networks

Amazon Web Services

2015-08-14T00:00:00+00:00

Private Cloud

Apache CloudStack

Amazon Linux

hub.docker.com: Amazon Linux

EC2 Spot Instance

Example prices 2017-04-17

Instance type	vCPUs	Memory (GiB)	Storage (GB)	Network	Spot price	Spot savings
c3.large	2	3.75	2 x 16	Moderate	$0.0222	83%
c3.xlarge	4	7.5	2 x 40	Moderate	$0.0431	83%
c3.2xlarge	8	15	2 x 80	High	$0.1164	77%
c3.4xlarge	16	30	2 x 160	High	$0.2436	76%
c3.8xlarge	32	60	2 x 320	10 Gigabit	$0.3842	81%

Docker

docs.aws.amazon.com: Docker Basics

Rocker Rstudio: Initial Setup and Connect

Using-the-RStudio-image

DNS

set DNS configuration for rstudio.rdata.work to A record IPv4 address with assigned EC2 Elastic IP
set back to CNAME after terminating the EC2 instance

Server

launch new instance using existing keypair
add TCP port 8787 using ‘Security groups’, ‘launch-wizard-[x]’
- edit Inbound
  
  Type: Custom TCP Rule
  Protocol: TCP
  Port Range: 8787 Source:anywhere -> 0.0.0.0/0`
go to ‘Elastic IP’, associate IP 35.157.60.165 with new cloud instance

Client Terminal

navigate to folder containing keypair: $ cd ~/Dropbox/Logins/Amazon/EC2
remove connection from /home/xps13/.ssh/known_hosts
connect to instance using $ ssh -i "ami-ca46b6a5-rstudio.pem" ubuntu@ec2-35-156-206-85.eu-central-1.compute.amazonaws.com
install docker $ curl -sSL https://get.docker.com/ | sudo sh
install docker image $ sudo docker run -d -p 8787:8787 rocker/hadleyverse
get container id: sudo docker ps
sudo docker exec -it <container-id> bash

install missing packages

cd /tmp
wget https://dl.dropboxusercontent.com/u/1807228/install-packages.R?dl=1 -O install-packages.R
R CMD BATCH install-packages.R

download bootcamp.zip to /tmp folder

cd /tmp &&\
wget https://dl.dropboxusercontent.com/u/1807228/bootcamp.zip?dl=1 -O bootcamp.zip && \
unzip bootcamp.zip -d ../home/rstudio/ && \
chown -R rstudio: /home/rstudio

create user accounts, unzip course material to /home/$USER folders and allow users writing to location bash createuser.sh, e.g. chown -R training01:training01 /home/training01

cd /tmp && \
wget https://dl.dropboxusercontent.com/u/1807228/createuser.sh -O createuser.sh && \
bash createuser.sh

Client Browser

navigate to URL http://:8787/auth-sign-in, e.g. http://35.157.60.165:8787/
main user: rstudio, password: rstudio
training user: training01, password: train01

Management Console

AWS Management Console (Europe)

Create an Amazon EC2 Key Pair and PEM File

Amazon EMR uses an Amazon Elastic Compute Cloud (Amazon EC2) key pair to ensure that you alone have access to the instances that you launch. The PEM file associated with this key pair is required to ssh directly to the master node of the cluster.

To create an Amazon EC2 key pair:

Go to the Amazon EC2 console
In the Navigation pane, click Key Pairs
On the Key Pairs page, click Create Key Pair
In the Create Key Pair dialog box, enter a name for your key pair, such as, mykeypair
Click Create
Save the resulting PEM file in a safe location

Modify Your PEM File

Amazon Elastic MapReduce (Amazon EMR) enables you to work interactively with your cluster, allowing you to test cluster steps or troubleshoot your cluster environment. You use your PEM file to authenticate to the master node. The PEM file requires a modification based on the tool you use that supports your operating system.

AMI

RStudio_AMI: url: http://www.louisaslett.com/RStudio_AMI/
EU Central, Frankfurt: ami-ca46b6a5 RStudio 0.99.903
R 3.3.1
Ubuntu 16.04
Username: rstudio
Password: rstudio

After the instance has been started successfully, inbound http access must be enabled. Click on Security groups launch-wizard-1 in the instance description

Select the Inbound tab in the Security Group and edit the table.

Add HTTP to the table and accept the default configuration.

AWS CLI

install using pip: $ sudo pip install awscli
create ec2 skeleton and save to a file: $ aws ec2 run-instances --generate-cli-skeleton > ~/src/scala/sparkDemo/ec2runinst.json
run instance using JSON configuration: $ aws ec2 run-instances --cli-input-json file:///home/xps13/src/scala/sparkDemo/ec2runinst.json

{
    "DryRun": true,
    "ImageId": "ami-dfc39aef",
    "KeyName": "awscli-ec2key",
    "SecurityGroups": [
        "my-sg"
    ],
    "SecurityGroupIds": [
        "sg-28c21351"
    ],
    "InstanceType": "t2.micro",
    "Monitoring": {
        "Enabled": true
    }
}

create key pair (EC2 Dashboard: Network & Security: Key Pairs): $ aws ec2 create-key-pair --key-name awscli-ec2key --profile root
create security group (EC2 Dashboard: Network & Security: Security Groups): $ aws ec2 create-security-group --group-name my-sg --description "My security group" --profile root
run instance: $ aws ec2 run-instances --cli-input-json file:///home/xps13/src/scala/sparkDemo/ec2runinst.json --profile root
create emr skeleton: $ aws emr create-cluster --generate-cli-skeleton

create spark cluster

$ aws emr create-cluster \ 
    --name "Spark cluster" \
    --release-label emr-5.0.0 \
    --applications Name=Spark \
    --ec2-attributes KeyName=awscli-ec2key \
    --instance-type m3.xlarge \
    --instance-count 3 \
    --use-default-roles`

stop cluster: $ aws emr terminate-clusters --cluster-ids j-91BR4ANV6I1J

docs.aws.amazon.com: create-cluster

S3

Static Websites

To host your static website, you configure an Amazon S3 bucket for website hosting and then upload your website content to the bucket. The website is then available at the region-specific website endpoint of the bucket:

<bucket-name>.s3-website-<AWS-region>.amazonaws.com

For a list of region specific website endpoints for Amazon S3, see Website Endpoints. For example, suppose you create a bucket called examplebucket in the US East (N. Virginia) Region and configure it as a website. The following example URLs provide access to your website content:

This URL returns a default index document that you configured for the website

http://examplebucket.s3-website-us-east-1.amazonaws.com/

Example: epfl-observatory

http://epfl-observatory.s3-website.eu-central-1.amazonaws.com

s3a Storage

add to libraryDepends in build.sbt file mvnrepository.com: org.apache.hadoop: hadoop-aws
see also github: Aloisius: hadoop-s3a

    val hadoopConf = sc.hadoopConfiguration
    hadoopConf.set("fs.s3a.impl", "org.apache.hadoop.fs.s3a.S3AFileSystem")

Alternatively, one could set spark.hadoop.fs.s3a.impl=org.apache.hadoop.fs.s3a.S3AFileSystem in the spark.properties configuration file.

Hadoop-AWS module: Integration with Amazon Web Services

The hadoop-aws module provides support for AWS integration. The generated JAR file, hadoop-aws.jar also declares a transitive dependency on all external artifacts which are needed for this support —enabling downstream applications to easily use this support.

Features:

The “classic” s3: filesystem for storing objects in Amazon S3 Storage
The second-generation, s3n: filesystem, making it easy to share data between hadoop and other applications via the S3 object store
The third generation, s3a: filesystem. Designed to be a switch in replacement for s3n:, this filesystem binding supports larger files and promises higher performance.

Manage S3 access using IAM Policy Variables

Policy to access buckets and objects in buckets

{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Sid": "ListAllBuckets",
            "Action": "s3:ListAllMyBuckets",
            "Effect": "Allow",
            "Resource": "*"
        },
        {
            "Sid": "TradeBucket",
            "Action": [
                "s3:*"
            ],
            "Effect": "Allow",
            "Resource": [
                "arn:aws:s3:::ir-comext-1",
                "arn:aws:s3:::ir-comtrade-1",
                "arn:aws:s3:::ir-faosws-1"
            ]
        },
        {
            "Sid": "TradeBucketObjects",
            "Action": [
                "s3:*"
            ],
            "Effect": "Allow",
            "Resource": [
                "arn:aws:s3:::ir-comext-1/*",
                "arn:aws:s3:::ir-comtrade-1/*",
                "arn:aws:s3:::ir-faosws-1/*"
            ]
        }
    ]
}

test access in databricks platform

val logFile = "s3n://[AWS_ACCESS_KEY_ID]:[AWS_SECRET_ACCESS_KEY]@ir-faosws-1/fcl_2_cpc.csv"
val logData = sc.textFile(logFile.toString, 2).cache()
logData.first()

Upload data

choose location for data storage in the same region as the account, e.g. the Databricks Community Edition is being hosted in AWS in the US-West-2 (Oregon) region

|  `Clusters / My Cluster`
|--  Spark Cluster UI - Master
|----  Hostname: ec2-50-112-21-230.us-west-2.compute.amazonaws.com
|----  Spark Version: 1.6.1-ubuntu15.10-hadoop1

AWS CLI

AWS Command Line Interface
Databricks: Data Import: How-To Guide
configure user and profiles at ~/.s3cfg and ~/.aws/config

S4cmd

Super S3 command line tool

github: bloomreach/s4cmd

move multiple files: $ s4cmd mv s3://us-west-2-databricks/ct_tariffline_unlogged_* s3://us-west-2-original/
sync remote folder contents with current dir: $ s4cmd dsync s3://us-west-2-databricks ./

S3cmd

Upload, retrieve and manage data in Amazon S3

github: s3tools: s3cmd

list buckets: s3cmd ls
list bucket contents: s3cmd ls s3://us-west-2-databricks
retrieve file: s3cmd get s3://us-west-2-databricks/faosws/fcl_2_cpc.csv
continue downloading after timeout: s3cmd get --continue s3://us-west-2-databricks/ct_tariffline_unlogged_2008.csv
retrieve whole folder content: s3cmd get --recursive --skip-existing s3://us-west-2-databricks/faosws
remove everything under: s3cmd del --recursive s3://us-west-2-databricks/faosws/fcl_2_cpc.parquet

Manual upload

download files from Eurostat: nc200852.7z
nc200952.7z
nc201052.7z

s3n://us-west-2-databricks/nc200852.dat
s3n://us-west-2-databricks/nc200952.dat
s3n://us-west-2-databricks/nc201052.dat

Concepts

Elastic Map Reduce (EMR)

aws: EMR: Getting Started

EMR Management Guide

Plan an Amazon EMR Cluster

This section explains configuration options for launching Amazon Elastic MapReduce (Amazon EMR) clusters. Before you launch a cluster, review this information and make choices about the cluster options based on your data processing needs. The options that you choose depend on factors such as the following:

the type of source data that you want to process
the amount of source data and how you want to store it
the acceptable duration and frequency of processing source data
the network configuration and access control requirements for cluster connectivity
the metrics for monitoring cluster activities, performance, and health
the software that you choose to install in your cluster to process and analyze data
the cost to run clusters based on the options that you choose

Topics

choose an AWS Region

choose the Number and Type of Instances

configure the Software

file Systems Compatible with Amazon EMR

choose the Cluster Lifecycle: Long-Running or Transient

prepare Input Data (Optional)

prepare an Output Location (Optional)

configure Access to the Cluster

configure Logging and Debugging (Optional)

select an Amazon VPC Subnet for the Cluster (Optional)

tagging Amazon EMR Clusters

use Third Party Applications With Amazon EMR (Optional)

Training

youtube: AWSwebinars

Big Data on AWS

Developing on AWS

Description

The Developing on AWS course is designed to help individuals design and build secure, reliable and scalable AWS-based applications. In this course, we cover fundamental concepts and baseline programming for developing applications on AWS. We also show you how to work with AWS code libraries, SDKs, and IDE toolkits so that you can effectively develop and deploy code on the AWS platform.

Course Objectives

This course is designed to teach you how to:

Install and configure SDKs and IDE toolkits
Automate basic service operations using C# or Java
Use security models to manage access to AWS
Understand deployment models and usage with AWS

Intended Audience

This course is intended for:

Developers

Prerequisites

We recommend that attendees of this course have:

Working knowledge of software development
Familiarity with cloud computing concepts
Basic familiarity with .NET (C#) or Java
Prior experience with AWS is not required

Delivery Method

This course will be delivered through a blend of:

Instructor-Led Training
Hands-on Labs

Duration

3 Days

Course Outline

Note: course outline may vary slightly based on the regional location and/or language in which the class is delivered.

This course will cover the following concepts on each day:

Day 1: Getting Started

Working with the AWS code library, SDKs, and IDE toolkits
Introduction to AWS security features
Service object models and baseline concepts for working with Amazon Simple Storage Service (S3) and Amazon DynamoDB

Day 2: Working with AWS Services

Service object models and baseline concepts for working with the Amazon Simple Queue Service (SQS) and the Amazon Simple Notification Service (SNS)
Applying AWS security features

Day 3: Application Development and Deployment Best Practices

Application deployment using AWS Elastic Beanstalk
Best practices for working with AWS services

Certificates

AWS Certified Developer - Associate

The AWS Certified Developer – Associate exam validates technical expertise in developing and maintaining applications on the AWS platform. Exam concepts you should understand for this exam include:

Picking the right AWS services for the application
Leveraging AWS SDKs to interact with AWS services from your application
Writing code that optimizes performance of AWS services used by your application
Code-level application security (IAM roles, credentials, encryption, etc.)

Candidate Overview

Eligible candidates for this exam have:

One or more years of hands-on experience designing and maintaining an AWS-based application
In-depth knowledge of at least one high-level programming language
Understanding of core AWS services, uses, and basic architecture best practices
Proficiency in designing, developing, and deploying cloud-based solutions using AWS
Experience with developing and maintaining applications written for Amazon Simple Storage Service, Amazon DynamoDB, Amazon Simple Queue Service, Amazon Simple Notification Service, Amazon Simple Workflow Service, AWS Elastic Beanstalk, and AWS CloudFormation.

Exam Overview

Multiple choice and multiple answer questions
80 minutes to complete the exam
Available in English, Simplified Chinese, and Japanese
Practice Exam Registration fee is USD 20
Exam Registration fee is USD 150
No prerequisites; recommend taking Developing on AWS
Click here to review full details in the exam blueprint
Click here to preview sample questions for the exam

Chain Linking

2015-08-13T00:00:00+00:00

General

Chain-linking is obtained by multiplying each annual link as an index by the chain accumulated up until the previous year. The chain obtained using this method is obviously an index number. Therefore, its conversion to monetary terms is performed by multiplying it by the value at current prices for a specific year, called “reference year”.

Source: INE

Objective

Calculate previous year price VKPY and chained volume VALK series from current prices VALU and chained index VKOT series

Data Examples

Chained Laspeyres example: Sweden

data source: SWE Eurostat, Manufacturing Industries (C) Value-added (at basic prices)
reference year 2010 (for comparison with Eurostat data)

data_csv_xts <- 
    data_csv_init %>% df2xts()

highchart_vignette() %>%
    hc_title(text = "Initial Data") %>%
        hc_add_series_xts(data_csv_xts[,"VALU"], name = "VALU") %>%
            hc_add_series_xts(data_csv_xts[,"VKOT"], name = "VKOT", yAxis = 1)

data_csv_valk <- data_csv_init %>%
    mutate(VALK=stan::cpIdxCl(data=data_csv_init, var.cp="VALU", var.idx="VKOT", id.vars="ind", refyear=2010))

data_csv_valk_xts <- data_csv_valk %>% df2xts()

highchart_vignette() %>%
    hc_title(text = "Intermediate Data (including VALK)") %>%
    hc_add_series_xts(data_csv_valk_xts[,"VALU"], name = "VALU") %>%
        hc_add_series_xts(data_csv_valk_xts[,"VALK"], name = "VALK") %>%
            hc_add_series_xts(data_csv_valk_xts[,"VKOT"], name = "VKOT", yAxis = 1)

data_csv_valk_vkpy <- 
    data_csv_valk %>%
        mutate(VKPY=stan::cpVolPyp(data=data_csv_valk, var.cp="VALU", var.cl="VALK", id.vars="ind"))

data_csv_valk_vkpy_xts <- data_csv_valk_vkpy %>% df2xts()

highchart_vignette() %>%
    hc_title(text = "Final Data (including VKPY)") %>%
    hc_add_series_xts(data_csv_valk_vkpy_xts[,"VALU"], name = "VALU") %>%
        hc_add_series_xts(data_csv_valk_vkpy_xts[,"VALK"], name = "VALK") %>%
            hc_add_series_xts(data_csv_valk_vkpy_xts[,"VKPY"], name = "VKPY") %>%
            hc_add_series_xts(data_csv_valk_vkpy_xts[,"VKOT"], name = "VKOT", yAxis = 1)

Additional Explanation and Formulas

How do I use chain-type indexes (or chained-dollar) measures of economic activity, such as real GDP?

Use real (chain-type indexes or chain-dollar) estimates when you want to show how output or spending has changed over time. The percent changes in quantity indexes exactly match the percent changes in chained dollars, so they can be used interchangeably for making comparisons. Real estimates remove the effects of price changes, which can obscure changes in output or spending in current dollars. Examples of the use of real estimates include:

Source: www.bea.gov

Laspeyres Formula: \[ \frac{ \sum_{i} p_{it}q_{i0}}{ \sum_{i} p_{i0}q_{i0}} \]
Paasche Formula: \[ \frac{ \sum_{i} p_{it}q_{it}}{ \sum_{i} p_{i0}q_{it}} \]
Fisher formula: \[ \sqrt{\frac{ \sum_{i} p_{it}q_{i0}}{ \sum_{i} p_{i0}q_{i0}} * \frac{ \sum_{i} p_{it}q_{it}}{ \sum_{i} p_{i0}q_{it}}} \]

Geometric average, combination of Paasche and Laspeyres

$p_{i0}$: price at base period
$p_{it}$: price at observation period
$q_{i0}$: quantity at base period
$q_{it}$: quantity at observation period

Source: www.stat.go.jp

Text Mining

2015-08-12T00:00:00+00:00

Tools

xpdfbin

download

Node.js

pdf-fill-form

PDF Fill Form (pdf-fill-form) is Node.js native C++ library for filling PDF forms. Created PDF file is returned back as Node.js Buffer object for further processing or saving - whole process is done in memory. Library offers methods to return filled PDF also as PDF file where pages are converted to images.

npmjs.com: pdf-fill-form

Docker

2015-08-08T00:00:00+00:00

Docker

Container Orchestration

kubernetes.io

Manage Images

Size on disk

volumes: /var/lib/docker# du -sh volumes/
containers: /var/lib/docker# du -sh containers/
images: sudo du -sh /var/lib/docker/image/
devicemapper: sudo cd /var/lib/docker && sudo du -sh devicemapper/
sudo cd /var/lib/docker && sudo du -sh devicemapper/mnt
sudo cd /var/lib/docker && sudo du -sh devicemapper/devicemapper

Starting and stopping

start docker service: $ sudo service docker start or $ /bin/systemctl start docker.service
list images: $ sudo docker images
remove image: $ sudo docker rmi [image]
remove all images: $ sudo docker rmi -f $(sudo docker images -aq)

before images can be removed, containers based on the image have to be deleted

list containers

only running containers: $ sudo docker ps
all containers: $ sudo docker ps -a

stop containers

stop container: $ sudo docker stop CONTAINER_IMAGE

remove containers

remove all containers: $ sudo docker rm $(sudo docker ps -aq)

Docker Engine

Training

training.docker.com

Installation

Debian

docs.docker.com: Install Docker on Debian

Fedora

Red Hat Enterprise Linux

docs.docker.com: Red Hat Enterprise Linux

Requirements

Red Hat Enterprise Linux 6.5 Installation You will need 64 bit RHEL 6.5 or later, with a RHEL 6 kernel version 2.6.32-431 or higher as this has specific kernel fixes to allow Docker to work.

check kernel version: $ uname -r

Docker is available for RHEL6.5 on EPEL. Please note that this package is part of Extra Packages for Enterprise Linux (EPEL), a community effort to create and maintain additional packages for the RHEL distribution.

Installation

To proceed with docker-io installation, you may need to remove the docker package first.: $ sudo yum -y remove docker
Next, let’s install the docker-io package which will install Docker on our host.: $ sudo yum install docker-io
To update the docker-io package: $ sudo yum -y update docker-io
Now that it’s installed, let’s start the Docker daemon.: $ sudo service docker start (or $ sudo systemctl start docker)
If we want Docker to start at boot, we should also:: $ sudo chkconfig docker on
Now let’s verify that Docker is working.: $ sudo docker run -i -t fedora /bin/bash

Note: If you get a Cannot start container error mentioning SELinux or permission denied, you may need to update the SELinux policies. This can be done using sudo yum upgrade selinux-policy and then rebooting. Done!

Transfer Image

save: docker save -o <save image to path> <image name>
load: docker load -i <path to image tar file>

R (Rocker)

Data Sources

2015-08-05T00:00:00+00:00

Aviation

ICAO Data

Marklogic

2015-08-04T00:00:00+00:00

MarkMail

Application Developer Guides

Groovy

Java

docs.marklogic.com: guide: java

Writing an XML document to the database

Note that no changes you make to a document or its metadata persist until you write the document out to the database. Within your application, you are only manipulating it within system memory, and those changes will vanish when the application ends. The database content is constant until and unless a write or delete operation changes it.

The basic steps needed to write a document are:

If you have not already done so, connect to the database, storing the connection in a com.marklogic.client.DatabaseClient object.

DatabaseClient client = DatabaseClientFactory.newClient(
  host, port, user, password, authType);

If you have not already done so, use the DatabaseClient object to create a com.marklogic.client.document.DocumentManager object of the appropriate subclass for the document content you want to access (XML, text, JSON, binary, generic). In this example code, an XMLDocumentManager.

XMLDocumentManager docMgr = client.newXMLDocumentManager();

Get the document’s content. For example, by using an InputStream.

FileInputStream docStream = new FileInputStream(
                                "data"+File.separator+filename);

Create a handle associated with the input stream to receive the document’s content. How you get content determines which handle you use. Use the handle’s set() method to associate it with the desired stream.

InputStreamHandle handle = new InputStreamHandle(docStream);

Write the document’s content by calling a write() method on the DocumentManager, with arguments of the document’s URI and the handle.

docMgr.write(docId, handle);

When finished with the database, release the connection resources by calling the DatabaseClient object’s release() method.

client.release();

ml-gradle

github: rjrudin: ml-gradle

execute gradle tasks in subfolder `sample-project`

deploy (can run twice - different things happen, check details using gradle -i mlDeploy): gradle mlDeploy
undeploy: gradle mlUndeploy
open in browser: localhost:8100 with credentials ‘mlUsername’ = “sample-project-rest-admin” and mlPassword = “password”
sample query: curl --anyauth --user admin:admin -X GET -i http://localhost:8100/v1/config/query

data manipulation using `curl`

put JSON document: curl -v --digest --user admin:admin -H "Content-Type: application/json" -X PUT -d '{"person":{"first":"John", "last":"Doe"}}' "http://localhost:8100/v1/documents?uri=/docs/person.json"
retrieve JSON document: curl --anyauth --user admin:admin -X GET -i http://localhost:8100/v1/documents?uri=/docs/person.json
remove JSON document: curl -v --digest --user admin:admin -H "Content-Type: application/json" -X DELETE "http://localhost:8100/v1/documents?uri=/docs/person.json"
put XML document: curl -v --digest --user admin:admin -H "Content-Type: application/xml" -X PUT -d '<person><first>John</first><last>Doe</last></person>' "http://localhost:8100/v1/documents?uri=/docs/person.xml"
retrieve XML document: curl --anyauth --user admin:admin -X GET -i http://localhost:8100/v1/documents?uri=/docs/person.xml
remove XML document: curl -v --digest --user admin:admin -H "Content-Type: application/json" -X DELETE "http://localhost:8100/v1/documents?uri=/docs/person.xml"
remove all documents in sample-project-content: gradle mlClearContentDatabase -PdeleteAll=true

data manipulation using `mlcp`

github: ml-gradle wiki: Content Pump and Gradle

build.gradle mlcp task: import sample data from sample-project/data/import: gradle importSampleData

the application UI lives at localhost:8000. in order to view the contents of the loaded document, go to the Query Console, select Content Source: sample-project-content (sample-project-modules: /, server: sample-project)

using curl: curl --anyauth --user admin:admin -X GET -i http://localhost:8100/v1/documents?uri=/import/sample-doc.xml

data manipulation using JavaScript

JavaScript Reference Guide

using JavaScript from query console: cts.doc("/import/eids-from-920001-to-930000/2-s2.0-56549121017/2-s2.0-56549121017.xml");

load example SCOPUS files

unzip and copy to sample-project/data/import
run gradle importSampleData
adds to collection “sample-import”
check content using “Admin” UI at localhost:8001 (user: admin, password: admin)
splits content into 4 “forests” (Configure > Databases > sample-project-content)

loading example 1

2009 eids-from-920001-to-930000: 10000 subfolders, each containing 2 files
compressed size: 75.3 MB (75,299,386 bytes)
decompressed size on disk: 422.6 MB
time used for loading: 1 mins 23.012 secs
size in database after loading: 791 MB

loading example 1

2009 eids-from-920001-to-1000000: 8 times 10000 files
compressed size: 613.2 MB
decompressed size on disk: 3.5 GB
time used for loading: 990 sec
size in database after loading: 6529 MB

developer.marklogic.com: Requirements 8.0

Configuration

`ml-modules`

rest-properties.json file in the root of this directory is used to configure the properties of the REST API server

Sample Stack

github: marklogic: marklogic-samplestack

Replacing Data

seed-data is downloaded from http://developer.marklogic.com/media/gh/seed-data1.8.2.tgz and stored at appserver/java-spring/build/seed-data/seed-data

data is loaded by: appserver/java-spring/buildSrc/src/main/groovy/MarkLogicSlurpTask.groovy

the MarkLogicSlurpTask.groovy is sourced in appserver/java-spring/build.gradle

Gradle Operations

navigate to folder: cd appserver/java-spring
show list of possible tasks: ./gradlew tasks

Application tasks
-----------------
bootRun - Run the project with support for auto-detecting main class and reloading static resources
installApp - Installs the project as a JVM application along with libs and OS specific scripts.
run - Runs this project as a JVM application
...

Installation

MarkLogic version 8.0-1,1, 8.0-2 or 8.0-3 download from developer.marklogic.com: products: http://developer.marklogic.com/download/binaries/8.0/MarkLogic-8.0-3.x86_64.rpm?t=piQY4WloiXZ29qQwSGHhZ0&email=bo.werth%40gmail.com
start ML server (will autostart after reboot): sudo /etc/init.d/MarkLogic start
compared to RHEL, Fedora provides libsasl2.so.3 instead of libsas2.so.2: sudo ln -s /lib64/libsasl2.so.3.0.0 /lib64/libsasl2.so.2

Removing

Removing MarkLogic Server

stop marklogic: $ sudo /etc/init.d/marklogic stop
uninstall MarkLogic package: $ sudo rpm -e MarkLogic

Using this procedure to remove MarkLogic from your system will not remove user data (configuration information, XQuery files used by HTTP or XDBC servers, or forest content). This data is left in place to simplify the software upgrade process. If you wish to remove the user data, you must do so manually using standard operating system commands.

JavaScript setup

github: marklogic: README-JavaScript.md

resolve gulp version conflict: sudo npm uninstall -g gulp, sudo npm install -g https://registry.npmjs.org/gulp/-/gulp-3.8.11.tgz
default global gulp installation (latest): sudo npm install -g gulp
install JavaScript dependencies: cd marklogic-samplestack, npm install
update dependencies: npm update
first-time setup and initial test (requires running marklogic server): gulp once --browser=<browsername> supply one of “chrome”, “firefox” or “ie”
build, unit-test, run: gulp run
run in watch mode: gulp watch

Ingestion

docs.marklogic.com: guide: ingestion (PDF)

MarkLogic Content Pump (MLCP)

$ ./ml local mlcp import -input_file_path sample-data -document_type json

docs.marklogic.com: guide: content-pump

Slush

Slush generator for a MarkLogic/node project

github: marklogic: slush-marklogic-node

The application assumes that you’re storing JSON data. This shows up in the default format request for the MLRest service’s searchContext, the detailController’s (detail-ctrl.js) request to get a document, and in the out-of-the-box detail view.

Roxy

Roxy is a utility for configuring and deploying MarkLogic applications. Using Roxy you can define your app servers, databases, forests, groups, tasks, etc in local configuration files. Roxy can then remotely create, update, and remove those settings from the command line.

github: marklogic: roxy

Open Data

2015-08-04T00:00:00+00:00

rOpenGov

Reproducible posters with R, LaTeX, tikz and Sweave

datahub

datahub.io

Statistics Open For All (SOFA)

www.sofastatistics.com

Apache Spark

2015-08-04T00:00:00+00:00

SQL DBs

databricks: Connecting to SQL Databases using JDBC

Logs

Spark produces a lot of logs by default. Often, this makes it impossible to read the whole grader feedback. Consequently, we suggest you to tune the log level of Spark like so:

import org.apache.log4j.{Level, Logger}
Logger.getLogger("org.apache.spark").setLevel(Level.WARN)

Apache Bittop

bigtop.apache.org Bigtop is an Apache Foundation project for Infrastructure Engineers and Data Scientists looking for comprehensive packaging, testing, and configuration of the leading open source big data components.

Building Spark

spark.apache.org: Building Spark

SBT

launch included sbt and package: $ ./build/sbt (wait for sbt to load) > package
Note: Maven profiles and variables can be set to control the SBT build, e.g. ./build/sbt -Pyarn -Phadoop-2.3 package

Maven

configure Maven: export MAVEN_OPTS="-Xmx2g -XX:MaxPermSize=512M -XX:ReservedCodeCacheSize=512m"
Note: For Java 8 and above this step is not required. If using build/mvn with no MAVEN_OPTS set, the script will automate this for you
make runnable distribution: ./dev/make-distribution.sh in the project root directory

Deploy Environments

Apache Mesos

Running Spark on Mesos

Hadoop NextGen (YARN)

Running Spark on YARN

Amazon AWS EMR and EC2 for Spark and Zeppelin

Configuration

Create Cluster - Quick Options

General Configuration

Cluster name: spark-cluster-1
Launch mode: Cluster

Software configuration

Vendor: Amazon
Log URI: s3://aws-logs-058644585154-eu-central-1/elasticmapreduce/
Release: emr-5.0.0
Applications: Spark: Spark 2.0.0 on Hadoop 2.7.2 YARN with Ganglia 3.7.2 and Zeppelin 0.6.1

Hardware configuration

Instance type: m3.xlarge
Number of instances: 3 (1 master and 2 core nodes)

Security and access

EC2 key pair: ec2-eu-central-1
Permissions: Default
EMR role: EMR_DefaultRole
EC2 instance profile: EMR_EC2_DefaultRole

Cluster Information

Subnet ID: subnet-eb9e5783
After successful start, log in to cluster: ssh -i [path-to-keypair-file]/ec2-eu-central-1.pem hadoop@ec2-52-59-141-166.eu-central-1.compute.amazonaws.com

Data Sources

Apache Avro is a data serialization system

XML

hadoopist.wordpress.com: Parsing a Basic XML using Hadoop and Spark Core APIs

Apache Hive

Apache Hive

The Apache Hive data warehouse software facilitates reading, writing, and managing large datasets residing in distributed storage using SQL. Structure can be projected onto data already in storage. A command line tool and JDBC driver are provided to connect users to Hive.

Apache HBase

Apache HBase

Use Apache HBase™ when you need random, realtime read/write access to your Big Data. This project’s goal is the hosting of very large tables – billions of rows X millions of columns – atop clusters of commodity hardware. Apache HBase is an open-source, distributed, versioned, non-relational database modeled after Google’s Bigtable: A Distributed Storage System for Structured Data by Chang et al. Just as Bigtable leverages the distributed data storage provided by the Google File System, Apache HBase provides Bigtable-like capabilities on top of Hadoop and HDFS.

JSON

flattening

xinhstechblog: Reading JSON Nested Array in Spark DataFrames

Kafka

kafka.apache.org: documentation

Cassandra

cassandra.apache.org

The Apache Cassandra database is the right choice when you need scalability and high availability without compromising performance. Linear scalability and proven fault-tolerance on commodity hardware or cloud infrastructure make it the perfect platform for mission-critical data.Cassandra’s support for replicating across multiple datacenters is best-in-class, providing lower latency for your users and the peace of mind of knowing that you can survive regional outages.

Amazon S3

Amazon Redshift

Tachyon

Tachyon is a memory-centric distributed storage system enabling reliable data sharing at memory-speed across cluster frameworks.

tachyon-project.org: Running Spark on Tachyon

Applications

Flintrock

A command-line tool for launching Apache Spark clusters

github: nchammas: flintrock

Livy

An Open Source REST Service for Apache Spark

livy.io

Sparkling Water

use Spark 1.6; will be coming out for Spark 2.0
use spark-shell or sparkling-shell, start with --class water.SparklingWaterDriver

import org.apache.spark.h2o._
val hc = H2OContext.getOrCreate(sc)

Elasticsearch

elastic: Elasticsearch

Apache Lucene is a high performance, full-featured Information Retrieval library, written in Java. Elasticsearch uses Lucene internally to build its state of the art distributed search and analytics capabilities.

Apache Lucene

APIs

SparkR

R interface to Apache Spark

Hossein Falaki: Unifying Data Sources and Data Processing with Apache Spark

Examples

Many data scientists love R

Open source
highly dynamic
interactive environment
rich ecosystem of packages
powerful visualization infrasturcture
data frames make data manipulation convenient
taught by many schools to stats and computing students

Performance Limitations of R

R language: R’s dynamic design imposes restriction on optimization
R runtime: single threaded, everything has to fit in memory

What is SparkR?

convenient interoperability betwen R and Spark DataFrames
Spark: distributed robust processing

SQL Context

interface to Spark functionality in R

sparkR DataFrames are implemented on top of SparkSQL tables
all DataFrame operations go through a SQL optimizer (catalyst)

sc <- sparkR.init()
sqlContext <- sparkRSQL.init(sc)

from now on, no “Spark Context (sc)” needed any more

IO

Reading and writing to storage (JVM <> Storage)

sparkDF <- read.df(sqlContext, path = "...", source = "csv") # json, parquet
write.df(sparkDF, source = "json") # parquet

no operation between R and the JVM (materialization)

moving data betweeen R and JVM

collect(): transports data
createDataFrame(): ships to all the drivers, ending up with distributed object

Caching

persist(sparkDF, storageLevel)
cache(sparkDF) equivalent to persist(sparkDF, "MEMORY_ONLY")
cacheTable(sqlContext, "table_name")

subsequent actions will be executed on the representation of data in memory

DataFrame API

similar behaviour of SparkR DataFrames and R data.frames

sparkDF$newCol <- sparkDF$col +1
subsetDF <- sparkDF[, c(“date”, “type”)]
recentData <- subset(sparkDF$date == “2015-100-24”)
firstRow <- sparkDF[[1, ]]
names(subsetDF) <- c(“Date”, “Type”)
dim(recentData)
head(collect(count(group_by(subsetDF, “Date”))))

Community

IBM

Configuration

add $SPARK_HOME to environment variables in ~/.profile: export SPARK_HOME="/home/xps13/spark/spark-1.4.1-bin-hadoop2.6"

Folder contents

README.md: Contains short instructions for getting started with Spark.
bin: Contains executable files that can be used to interact with Spark in various ways (e.g., the Spark shell, which we will cover later in this chapter).
core, streaming, python, …: Contains the source code of major components of the Spark project.
examples: Contains some helpful Spark standalone jobs that you can look at and run to learn about the Spark API.

Databricks

Databricks documentation docs.databricks.com

Learning Resources

Quick Start

navigate to folder: $ cd /home/xps13/Dropbox/Programming/Scala/Spark/quick-start

use spark-submit to run your application

sbt clean package

$SPARK_HOME/bin/spark-submit \
--class "SimpleApp" \
--master local[4] \
target/scala-2.10/simple-project_2.10-1.0.jar

Learning Spark: Lightning-Fast Big Data Analysis

using spark shell (p.9f.)

start scala shell: $ cd /home/xps13/spark/spark-1.4.1-bin-hadoop2.6 or $ cd $SPARK_HOME $ bin/spark-shell

to exit the shell, press Ctrl-D
to shut down Spark, you can either call the stop() method on your Spark‐Context
or simply exit the application (e.g., with System.exit(0) or sys.exit())

Example 2-2. Scala line count

val lines = sc.textFile("README.md") // Create an RDD called lines
// lines: spark.RDD[String] = MappedRDD[...]

lines.count() // Count the number of items in this RDD
// Long = 127

lines.first() // First item in this RDD, i.e. first line of README.md
// String = # Apache Spark

Example 2-5. Scala filtering example

val lines = sc.textFile("README.md") // textFile() method creates an RDD called lines
// lines: spark.RDD[String] = MappedRDD[...]

val pythonLines = lines.filter(line => line.contains("Python"))
// pythonLines: spark.RDD[String] = FilteredRDD[...]

pythonLines.first()
//  String = ## Interactive Python Shell

Example 2-8. Initializing Spark in Scala

import org.apache.spark.SparkConf
import org.apache.spark.SparkContext
import org.apache.spark.SparkContext._

val conf = new SparkConf().setMaster("local").setAppName("My App")
val sc = new SparkContext(conf)

2-11 to 2-14. Building Stand-alone applications

2-11. Word count Scala application

// Create a Scala Spark Context.
val conf = new SparkConf().setAppName("wordCount")
val sc = new SparkContext(conf)

// Load our input data.
val input = sc.textFile(inputFile)

// Split it up into words.
val words = input.flatMap(line => line.split(" "))

// Transform into pairs and count.
val counts = words.map(word => (word, 1)).reduceByKey{case (x, y) => x + y}

// Save the word count back out to a text file, causing evaluation.
counts.saveAsTextFile(outputFile)

2-12. sbt build file

name := "learning-spark-mini-example"

version := "0.0.1"

scalaVersion := "2.10.4"

// additional libraries
libraryDependencies ++= Seq(
"org.apache.spark" %% "spark-core" % "1.2.0" % "provided"
)

2-14. Scala build and run

navigate to folder and remove “wordcounts” (results of application launched using spark-submit): $ cd /home/xps13/Dropbox/Programming/Scala/Spark/learning-spark/mini-complete-example
$ rm -r wordcounts

sbt clean package
$SPARK_HOME/bin/spark-submit \
--class com.oreilly.learningsparkexamples.mini.scala.WordCount \
./target/scala-2.10/learning-spark-mini-example_2.10-0.0.1.jar \
./README.md ./wordcounts

RDDs

transformed RDDs are computed lazily, i.e. only when used in an action

Example 3-4. Persisting an RDD in memory

// copied from example 2-5.
val lines = sc.textFile("README.md") // textFile() method creates an RDD called lines
// lines: spark.RDD[String] = MappedRDD[...]

val pythonLines = lines.filter(line => line.contains("Python"))
// pythonLines: spark.RDD[String] = FilteredRDD[...]

pythonLines.persist
// pythonLines.type = MapPartitionsRDD[2] at filter at <console>:23

pythonLines.count()
// Long = 3

pythonLines.first()
// String = high-level APIs in Scala, Java, and Python, and an optimized engine that

Example 3-6. `parallelize()` method in Scala

val lines = sc.parallelize(List("pandas", "i like pandas"))

Example 3-14. `union()` transformation

// val inputRDD = sc.textFile("log.txt")
val inputRDD = sc.textFile("/home/xps13/Dropbox/Programming/Scala/Spark/learning-spark/files/fake_logs/log1.log")
val errorsRDD = inputRDD.filter(line => line.contains("error"))
val warningsRDD = inputRDD.filter(line => line.contains("warning"))
val badLinesRDD = errorsRDD.union(warningsRDD)
//  badLinesRDD: org.apache.spark.rdd.RDD[String] = UnionRDD[8] at union at <console>:27

Example 3-16. Scala error count using actions

println("Input had " + badLinesRDD.count() + " concerning lines")
//  Input had 1 concerning lines

println("Here are 10 examples:")
badLinesRDD.take(10).foreach(println)
//  71.19.157.174 - - [24/Sep/2014:22:26:12 +0000] "GET /error HTTP/1.1" 404 505 "-" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36"

Example Scala `collect()` to retrieve the entire RDD

val getRDD = inputRDD.filter(line => line.contains("GET"))
getRDD.collect()
// Array[String] = Array(66.249.69.97 - - [24/Sep/2014:22:25:44 +0000] "GET /071300/242153 HTTP/1.1" 404 514 "-" "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)", 71.19.157.174 - - [24/Sep/2014:22:26:12 +0000] "GET /error HTTP/1.1" 404 505 "-" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36", 71.19.157.174 - - [24/Sep/2014:22:26:12 +0000] "GET /favicon.ico HTTP/1.1" 200 1713 "-" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36", 71.19.157.174 - - [24/Sep/2014:22:26:37 +0000] "GET / HTTP/1.1" 200 18785 "-" "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36", 71.19.157.174 - - [24/Sep/2014:22...

Although transformations are lazy, you can force Spark to execute them at any time by running an action, such as count(). This is an easy way to test out just part of your program.

Example 3-21. Scala function passing

// As the RDD class is not automatically imported therefore we have to import it explicitly
import org.apache.spark.rdd.RDD 

class SearchFunctions(val query: String) {
  def isMatch(s: String): Boolean = {
    s.contains(query)
  }
  def getMatchesNoReference(rdd: RDD[String]): RDD[Array[String]] = {
  // Safe: extract just the field we need into a local variable
    val query_ = this.query
    rdd.map(x => x.split(query_))
  }
}
// defined class SearchFunctions
// val test1 = new SearchFunctions("a test").isMatch("a test")
// val lines = sc.parallelize(List("pandas", "i like pandas"))
// val test2 = new SearchFunctions("pandas").getMatchesNoReference(lines)
// test2.collect()

Example 3-27. Scala squaring the values in an RDD

val input = sc.parallelize(List(1, 2, 3, 4))
val result = input.map(x => x * x)
println(result.collect().mkString(","))

Example 3-30. flatMap() in Scala, splitting lines into multiple words

val lines = sc.parallelize(List("hello world", "hi"))
val words = lines.flatMap(line => line.split(" "))
words.first() // returns "hello"

Basic RDD transformations (see table p41f.)

map()
flatmap()
filter()
distinct()
sample()
reduce(): return new element from two existing elements, e.g. perform aggregations
fold(): requires initial zero value of the type to be returned
aggregate(): return can be of different type as RDD working on; requires initial zero value
collect(): return whole RDD
take(n): return n elements from RDD (minimizing number of accessed partitions, therefore biased)
top(n): extract top n elements (if order is important)
takeSample(withReplacement, num, seed): take a sample of data either with or without replacement
foreach(): perform computations on each element in the RDD without bringing it back locally

Two-RDD transformations

distinct()
union(): may contain duplicates
intersection(): performance worse than union because checks for uniqueness
substract(): same as intersection() performs a shuffle over the network
cartesian(other): very expensive for large RDDs

Example 3-33. `reduce()` in Scala

val rdd = sc.parallelize(List(1, 2, 3, 3))
val sum = rdd.reduce((x, y) => x + y)
// println(sum)
// sum: Int = 9

Example 3-36. aggregate() in Scala

val input = sc.parallelize(List(1, 2, 3, 4))
val result = input.aggregate((0, 0))( // set sum and counter to zero
  (acc, value) => (acc._1 + value, acc._2 + 1), // add value to sum, add one to counter
  (acc1, acc2) => (acc1._1 + acc2._1, acc1._2 + acc2._2)) // combine results (sum, counter) from two processes (?)
val avg = result._1 / result._2.toDouble // calculate average as sum over numeric count

Implicit Conversions

Scaladocs for the RDD class http://bit.ly/1KiC7uO
SparkContext object’s ScalaDoc http://bit.ly/1Bc4fNt

These implicits turn an RDD into various wrapper classes, such as DoubleRDDFunctions (for RDDs of numeric data) and PairRDDFunctions (for key/value pairs), to expose additional functions such as mean() and variance().

Persistence (Caching)

Example 3-39. Double execution in Scala

import org.apache.spark.storage.StorageLevel
val input = sc.parallelize(List(1, 2, 3, 4))
val result = input.map(x => x*x)
result.persist(StorageLevel.DISK_ONLY)
println(result.count())
println(result.collect().mkString(","))

unpersist() manually remove RDD from the cache

Key/value RDDs

Example 4-2. Creating a pair RDD using the first word as the key in Scala

val lines = sc.textFile("README.md")
val pairs = lines.map(x => (x.split(" ")(0), x))
// val rdd = sc.parallelize(List((1, 2), (3, 4), (5, 6)))

Spark Packages

spark-packages.org
github: drubbo: SparkGIS: adds GIS functionalities to SparkSQL
github: databricks: spark-redshift: Spark and Redshift integration
github: databricks: spark-sbt-package: SBT plugin that simplifies the development process of Spark Packages and their use in applications
github: zinniasystems: spark-ml-class
github: harsha2010: magellan: Geospatial Analytics Using Spark

Apache

Spark Summit

Conference Location: Beurs Van Berlage
Damrak 243
Beursplein 1-3
1012 ZJ Amsterdam
Wifi: SSID: SparkSummit
Password: europe15

Tutorial: Data Science

Wikipedia: ETL
Wikipedia: EDA (Scala)
Wikipedia: EDA (Python)
pyspark.sql module
Data Science with Spark offline copy at ~/Dropbox/GitHub/revel.js/ml-slides/index.html

Talks

Michael Armbrust (Databricks): Spark DataFrames: Simple and Fast Analysis of Structured Data: Wednesday, October 28
11:00 - 11:30
Effectenbeurszaal
Ram Sriharsha (Hortonworks): Magellan: Geospatial Analytics on Spark: Wednesday, October 28
11:35 - 12:05
Effectenbeurszaal
Joseph Bradley (Databricks): Combining the Strengths of MLlib, scikit-learn, and R: Wednesday, October 28
12:10 - 12:40
Graanbeurszaal
Hossein Falaki (Databricks): Enabling exploratory data science with Spark and R: Thursday, October 29
11:35 - 12:05
Graanbeurszaal
Gene Pang (Tachyon Nexus, Inc): Production Spark and Tachyon Use Cases: Thursday, October 29
16:35 - 17:05
Effectenbeurszaal

Networking Events

Spark Meetup: Tuesday, October 27th, 6pm at the Beurs
Attendee Reception: Wednesday, October 28th, from 6-8pm
Spark R Meetup: Wednesday, October 28th 6:30pm at the Beurs

databricks

databricks.com

Libraries

Official

Spark SQL: module for working with structured data

Spark Streaming: makes it easy to build scalable fault-tolerant streaming applications

MLlib: scalable machine learning library

GraphX: API for graphs and graph-parallel computation

Parquet files

parquet.apache.org: documentation

Hadoop Installation

download from apache.org: hadoop

NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable

[xps13@xps13 sparkDemo]$ hadoop
bash: hadoop: command not found...
Install package 'hadoop-common' to provide command 'hadoop'? [N/y] y
...

Documentation

spark.apache.org: Spark Standalone Mode

Tutorials

Local

dattamsha.com: Apache Spark cluster on a single machine

Amazon AWS

edX

Books

Certification

Statbank Rest Flows

2015-08-03T00:00:00+00:00

Statistics Denmark (STATBANK) REST Flows

ID	Title
FOLK1	Population at the first day of the quarter
FOLK2	Population 1. January
FOLK3	Population 1. January
FT	Population figures from the censuses
BEF5F	People born in Faroe Islands and living in Denmark 1. January
BEF5G	People born in Greenland and living in Denmark 1. January
BEF5	Population 1. January
KM1	Population at the first day of the quarter
KM5	Population 1. January
BY1	Population 1. January
BEF4	Population 1. January
HISB3	Summary vital statistics
BEV21	Summary vital statistics
BEV107	Summary vital statistics
BEV22	Summary vital statistics
GALDER	Average age
FRDK115	Population projections 2015 for the country
FRLD115	Population projections 2015
FRKM115	Population projections 2015
FRDK215	Key figures 2015: Summary components of changes according to population projecti
FRLD215	Key figures 2015: Summary components of changes according to population projecti
FRKM215	Ngletal 2015: Fremskrivning af befolkningens bevgelser
FRDK315	Assumptions of fertility for the population projection 2015
FRDK415	Assumptions of mortality for the population projection 2015
FRDK515	Assumptions of migrations for the population projection 2015
DKSTAT	People, who changes into Danish citizenship
VAN5	Asylum seekers
VAN66	Residence permits (year)
VAN77	Residence permits (quarter)
VAN8	Immigrations
FODDAG	Live births
FOD	Live births
FODIE	Live births
BEV3A	Live births and deaths
KM3	Live births and deaths
FODP	Live births
FODL	Live births and stillbirths
FODV	Live births and stillbirths
FOD8	Single and multiple deliveries
FOD9	Multiple deliveries
FOD11	Average age of women given birth and new fathers
FOD111	Average age of women given birth
ABORT	Abortions
FOD33	Fertility rates
FERT1	Total fertility rates
FOD407	Fertility rates
DODDAG	Deaths
DOD	Deaths
FOD207	Deaths
DOD1	Deaths
FOD507	Deaths
DOD2	Deaths during first five years of life
HISB7	Life expectancy for new born babies
HISBK	Life expectancy for new born babies
HISB77	Life expectancy for new born babies
HISBR	Life expectancy for new born babies
HISB8	Life table (2 years tables)
HISB9	Life table (5 years tables)
FAM55N	Households 1. January
FAM122N	Adults 1. January
FAM44N	Families 1. January
FAM44B	Families with children 1. January
FAM100N	Adults 1. January
FAM133N	Children 1. January
FAM111N	Children 1. January
BRN10	Children and young persons who has lost their parents
BRN9	Children
BRN15	Children
BRN16	Children
BRN13	Children
BRN11	Children with change in family
BRN12	Childrens’ families
VIEDAG	Marriages
VIE7	Marriages and entered registered partnerships
VIE207	Marriages between two of different sex
VIE6	Marriages between two of the same sex
VIE307	Marriages between two of different sex
VIE4	Marriages between two of different sex
VIE5	Marriages between two of different sex
BEV3C	Marriages and divorces
VIE1	Average age of males and females getting married
SKI6	Divorces and dissolved partnerships
SKI107	Divorces between two of different sex
SKI207	Divorces between two of different sex
SKI3	Divorces between two of different sex
SKI4	Divorces between two of different sex
SKI5	Divorce rate tabel
FLY	Total internal migration
FLY66	Internal migration between municipalities
FLY33	Internal migration within municipalities
FLY55	Internal migration between regions
UNGFLYT1	Young people moving
INDVAN	Immigration
VAN1AAR	Immigration
VAN1KVT	Immigration
UDVAN	Emigration
VAN2AAR	Emigration
VAN2KVT	Emigration
BEV3B	Immigration and emigration
FV15TOT	Election to the Parliament 2015
FV15S01	Election to the Parliament 2015 in Kbenhavns Storkreds
FV15S02	Election to the Parliament 2015 in Kbenhavns Omegns Storkreds
FV15S03	Election to the Parliament 2015 in Nordsjllands Storkreds
FV15S04	Election to the Parliament 2015 in Bornholms Storkreds
FV15S05	Election to the Parliament 2015 in Sjllands Storkreds
FV15S06	Election to the Parliament 2015 in Fyns Storkreds
FV15S07	Election to the Parliament 2015 in Sydjyllands Storkreds
FV15S08	Election to the Parliament 2015 in stjyllands Storkreds
FV15S09	Election to the Parliament 2015 in Vestjyllands Storkreds
FV15S10	Election to the Parliament 2015 in Nordjyllands Storkreds
FV15KAND	Personal votes of the candidates
VALGK3	Elections to municipality councils
AKVA3	Elections to region councils
EV14TOT	European Parliament Election 2014
EV14S01	European Parliament Election 2014
EV14S02	European Parliament Election 2014
EV14S03	European Parliament Election 2014
EV14S04	European Parliament Election 2014
EV14S05	European Parliament Election 2014
EV14S06	European Parliament Election 2014
EV14S07	European Parliament Election 2014
EV14S08	European Parliament Election 2014
EV14S09	European Parliament Election 2014
EV14S10	European Parliament Election 2014
FA14TOT	Referendum on joining the Unified Patent Court 2014
FA14S01	Referendum on joining the Unified Patent Court 2014
FA14S02	Referendum on joining the Unified Patent Court 2014
FA14S03	Referendum on joining the Unified Patent Court 2014
FA14S04	Referendum on joining the Unified Patent Court 2014
FA14S05	Referendum on joining the Unified Patent Court 2014
FA14S06	Referendum on joining the Unified Patent Court 2014
FA14S07	Referendum on joining the Unified Patent Court 2014
FA14S08	Referendum on joining the Unified Patent Court 2014
FA14S09	Referendum on joining the Unified Patent Court 2014
FA14S10	Referendum on joining the Unified Patent Court 2014
IFV1	Household members
IFV3	Household members
IFV4	Household members
IFV5	Household members
IFV6	Household members
IFV7	Household members
HAND02	Handicapservices
HAND01	Handicapservices (Number)
HAND06	Handicapservices (Number per 1.000 inhabitants)
HAND05	Handicapservices
HAND03	Handicapservices
BOL101	Dwellings
BOL102	Dwellings
BOL103	ENGELSK
BOL104	ENGELSK
BOL105	ENGELSK
BOLRD	Occupied dwellings
BOL201	Residents
BOL202	ENGELSK
BOL203	ENGELSK
BOL204	ENGELSK
INDKF41	Families
INDAMP01	Population
INDAMP02	Population
INDAMP03	Population
IND01	Admissions
IND02	Admissions
IND03	Admissions, bed-days and hospital patients
IND04	Admissions, bed-days and hospital patients
IND05	Admissions, bed-days and hospital patients
INDP01	Hospital patients
INDP02	Hospital patients
INDP03	Rates for admissions
INDP04	Rates for admissions of adults
INDP05	Rates for admissions of adults
INDP06	Rates for admissions of children
INDP07	Rates for admissions
INDP08	Rates for admissions
INDP09	Rates for admissions
INDP10	Rates for admissions of children
AMB01	Out-patient treatments
AMB02	Out-patient treatments
AMB03	Out-patient treatments and out-patients
AMB04	Out-patient treatments and out-patients
AMB05	Out-patient treatments and out-patients
AMBP01	Out-patients
AMBP02	Out-patients
AMBP03	Rates for out-patient treatments
AMBP04	Rates for out-patient treatments of adults
AMBP05	Rates for out-patient treatments of adults
AMBP06	Rates for out-patient treatments of children
AMBP07	Rates for out-patient treatments
AMBP08	Rates for out-patient treatments
AMBP09	Rates for out-patient treatments
AMBP10	Rates for out-patient treatments of children
SYGFAM	Population
SYGSIK	Population
SYGHER	Population
SYGSOC	Population
SYGIND	Population
SYGK	Contacts covered by the public health insurance
SYGKS	Contacts covered by the public health insurance
SYGP	Number of persons with contacts covered by public health insurance
SYGPS	Recievers og public health insurance
SYGU	Public health insurance expenses
SYGUS	Public health insurance expenses
RES11	Staff in municipal dental care and health care, full-time employees
AUKS02	Seasonally adjusted figures
AUKS01	Seasonally adjusted figures
AUK01	Persons receiving public benefits
AUK02	Persons receiving public benefits
AUK03	Persons receiving public benefits
AUK04	Persons receiving public benefits
AUK05	Persons receiving public benefits
AUH01	Persons who are not in ordinary employment
AUH02	Persons who are not in ordinary employment
AUH03	Persons who are not in ordinary employment
AUH04	Persons who are not in ordinary employment
AUH05	Persons receiving public benefits
KY01	Receivers of cash benefits
KY02	Receivers of cash benefits
KY03	Cash benefits
KY04	Cash benefits
KY05	Cash benefits
KY021	Receivers of cash benefits
KY022	Receivers of cash benefits
KY023	Cash benefits
KY024	Cash benefits
KY025	Cash benefits
KY026	Cash benefits
KY027	Cash benefits
KY028	Cash benefits
SOCDAG99	Concluded benefit cases
SOCDAG88	Concluded benefit cases (amounts)
SOCDAG66	Concluded benefit cases (amounts)
SOCDAG55	Concluded benefit cases
SOCDAG77	Concluded benefit cases
SOCDAG2	Share of employed with longer time illness
SOCDAG1	Sickness and maternity benefits
SOCDAG00	Sickness and maternity benefits, all cases
SOCDAG33	Concluded benefit cases
SOCDAG10	Total leave after birth - all parents
PEN11	Recipients of old age- and early retirement pension, etc. (pr. January)
PEN22	Old age- and early retirement pension payment in January
PEN33	Recipients of old age- and early retirement pension
BU01	Children and young persons with preventive measures per 31st December
BU02A	Children and young persons placed outside of own home (31st December)
BU02B	Children and young persons placed outside of own home (31st December)
BU03A	Children and young persons placed outside of own home per 31st December
BU03B	Children and young persons placed outside of own home per 31st December
BU04	Assistance to exposed children and young people (31st December)
RESSBU	Special institutions for children and juveniles
PAS11	Clients in child care
PAS22	Child care
PAS33	Personnel
RES88	Yearly rates of child-care
BTS44	Families with child subsidy and family allowance in the 4th quarter of the year
BTS55	Children with child subsidy and family allowance in the 4th quarter of the year
BTS66	Paid amounts for child subsidy (1000 DKK) in the 4th quarter of the year
AED14	Recipients referral to home care, free choice,
AED17	Home visits implemented as planned
AED022	Home care, free choice (referral hours per week)
AED021	Home care, free choice (referral hours average per week)
AED01	Home care, free choice (provided hours per week)
AED02	Home care, free choice (provided hours average per week)
AED023	Recipients of home care, free choice,
AED06	Recipients referral to home care, free choice,
AED012	Recipients of home care, free choice, who use private contractor
AED12	Recipients referral to home care, free choice, who use private contractor
AED13	First-time referred recipients, free choice, who use private contractor,
VH33	Private suppliers of home help
AED10	Recipients of preventative home visits
MH11	Recipients of temporary home help (DISCONTINUED)
AED07	Recipients referral to home care, nursing homes/nursing dwellings)
AED16	Free choice of dwelling and average waiting time for nursing homes
AED08	Recipients of rehabilitation and maintenance rehabilitation
AED20	Clinical pathways and readmissions for persons aged 67,
AED19	Discharges and length of stay (days) for persons aged 67,
RES10	Staff working with nursing and care, full-time employees
RESI01	Clients in nursing dwellings and dwellings for the elderly
RESP01	Places in social measures
BOST11	Households with rent subsidy in December
BOST22	Rent subsidy paid to non-pensioners (1000 DKK) in December
BOST33	Households with rent subsidy for pensioners in December
BOST44	Rent subsidy for pensioners (1000 DKK) in December
BOST61	Rent subsidy in December
BOST62	Rent subsidy in december
BOST55	Rent subsidy paid to new early retirement pensioners
VH44	Persons, who are embraced by free choice/users of permanent home help done by pr
UHELD3	Road traffic accidents
UHELD4	Road traffic accidents
UHELD5	Road traffic accidents
UHELD6	Road traffic accidents
UHELDK7	Road traffic accidents
UHELD8	Injured and killed in road traffic accidents
UHELD9	Injured and killed in road traffic accidents
UHELD10	Injured and killed in road traffic accidents
UHELD11	Injured and killed in road traffic accidents
UHELDK1	Injured and killed in road traffic accidents
UHELDK2	Injured and killed in alcohol accidents
UHELD12	Drivers and pedestrians
MOERKE	Injured in road traffic accidents reported by the police and casualty wards
BANE91	Fatalities and injuries in railway traffic accidents
BANE92	Fatalities and injuries in railway traffic accidents
SKIB92	Accidents at sea involving Danish vessels
SKIB93	Accidents and fatalities onboard Danish vessels Danish ships
SKIB94	Accidents at sea in Danish sea territory
STRAF10	Reported criminal offences
STRAF11	Reported criminal offences
STRAF20	Reported criminal offences and charges
STRAF22	Reported criminal offences and charges
STRAF5	Victims of reported criminal offences
STRAF40	Decisions
STRAF44	Decisions, total
STRAF46	Suspended sentence
STRAF47	Unsuspended sentence
STRAF48	Average length of suspended sentences
STRAF49	Average length of unsuspended sentences
STRAFNA1	Persons guilty in crimes
STRAFNA2	Persons guilty in crimes
RECIDIV1	Persons
RECIDIV2	Persons
RECIDIV3	Persons
RECIDIV4	Persons
RECIDIV5	Persons
RECIDIV6	Persons
RECIDIV7	Persons
RECIDIV8	Persons
RECIDIV9	Persons
RECIDV10	Persons
RECIDV12	Persons
RECIDV11	Persons
HFUDD10	Educational attainment (15-69 years)
HFUDD15	Educational attainment (15-69 years)
HFUDD20	Educational attainment (15-29 years)
STATUS10	18 -25 year-olds, upper secondary school or vocational education
STATUS12	18-25 year-olds
STATUS14	18-25 year-olds
STATUS16	18-25 year-olds
STATUS18	18-25 year-olds
STATUS20	18-25 year-olds
STATUS22	18-25 year-olds
STATUS40	25 - 45 year-olds, higher education
STATUS42	25-45 year-olds,
STATUS44	25-45 year-olds, higher education
STATUS46	25-45 year-olds
STATUS48	25-45 year-olds
STATUS50	25-45 year-olds
UDDAKT10	Educational activity
UDDAKT11	Educational activity
UDDAKT12	Educational activity
UDDAKT20	Educational activity in basic school
UDDAKT23	Enrolled, basic school
UDDAKT22	Enrolled, basic school
KVOTIEN	Class quotients in primary schools
UDDAKT30	Educational activity in upper secondary school
UDDAKT35	Educational activity at upper secondary vocational educations
UDDAKT40	Educational activity at short cycle higher educations
UDDAKT50	Educational activity at medium cycle higher educations
UDDAKT60	Educational activity at bachelor educations
UDDAKT70	Educational activity at long cycle higher educations
PHD2	Graduate, doctorate students
PHD1	Entrants, doctorate students
UDVSTD01	Exchange students
INST10	Basic schools
INST11	General upper secondary school
INST12	Vocational upper secondary school
INST15	Vocational institutions
INST16	Business academy
INST17	Medium-cycle higher educational institutions
INST20	Universities
INST25	Cultural educational institutions
VEU10	Participation in supplementary courses
VEU23	Participation in supplementary courses
VEU22	Participation in supplementary courses
VEU24	Participation in supplementary courses
VEUHOJ10	Participation in long supplementary courses
VEUHOJ20	Participation in supplementary courses in short courses at folk high schools
VEUVUC10	Participation in supplementary courses
VEU32	Participation in supplementary courses
VEU33	Participation in supplementary courses
VEU34	Participation in supplementary courses
VEUVID10	Participants in supplementary courses
VEUHEL10	Persons who have completed a full program in adult education
VEUHEL20	Persons who have completed a full program in adult education
AES1	Participation in adult education (AES)
AES2	Adult education
CVTS1	Supplementary education in enterprises (CVTS)
CVTS4	Persons attending continuing education
FORLOB10	From primary and lower secondary school to further education
FORLOB15	From upper secondary education to further education
FORLOB50	From vocational education to labour
FORLOB51	From vocational education to labour
FORLOB30	From bachelor to master education (status 2014)
FORLOB31	From bacheloreducation to master education (status 2014)
FORSK01	Enterprises expenses for own R&D
FORSK02	Enterprise expenses for own R&D
FOUOFF01	R&D personel in public sector
FOUOFF02	R&D man-year in public sector
FOUOFF03	R&D full-time employees in public sector
FOUOFF04	R&D full-time employees (per cent)
FOUOFF05	R&D expenses in public sector
FOUOFF06	R&D-employees by personnel at institutes in higher education sector
FOUOFF07	R&D-expenses in public sector
FOUOFF08	Number of R&D-employees in public sector
FOUOFF09	External funding of R&D
CFABNP	Research and Development costs in per cent of GDP
FOUIT01	Expenses for R&D in ICT
FOUIT02	Head count and full time equivalence in R&D in ICT
FOUBUD	Government Budget for Appropriations or Outlays for R&D
FOUBUD1	Central Government appropriations for R&D
FOUUDL01	Enterprises
FOUUDL02	Employed persons with R&D-tasks
FOUUDL03	R&D full-time employees
IPR1	Enterprises, who have traded in IPR
IPR2	Enterprises, who have traded in IPR
INN01	Enterprises expenses for own R&D
INN02	Innovative enterprises
INN04	Product innovative enterprises
INN05	Productinnovative enterprises turnover from goods and services
INN06	Procesinnovative enterprises
INN09	Innovative enterprises with innovation cooperation
OIN01DK	Innovative workplaces in the public sector
OIN02DK	Innovative workplaces in the public sector
OIN03DK	Innovative workplaces in the public sector
OIN04DK	Innovative workplaces in the public sector
BEBRIT02	Latest use of internet
BEBRIT03	Mobile access to internet (away from home)
BEBRIT04	Use of internet for communication activities
BEBRIT07	Purchase via internet
BEBRIT08	E-commerce during the past year
BEBRIT09	Use of internet for private purposes
FABRIT01	Access to computer and internet in by household type - (2008)
BEBRIT11	E-commerce by type of sellers
BEBRIT15	Use of internet via mobile phone (16-74 years)
BEBRIT16	Use of streaming services - per cent of internet users (16-89 years)
BEBRIT17	Frequency in use of streaming services (16-89 years)
FABRIT1	Access to the Internet in the families
ITF	e-skills
VITA1	IT usage in Danish enterprises
VITA	IT usage in Danish enterprises
MUS	Activity on Danish museums
MUS1	Activity
MUS2	Activity at Danish museums (departments)
ZOO1	Zoos, Aquariums and Botanical Gardens
KFRED1	Protected buildings
KFRED2	Protected ancient monuments
KFRED3	New protections and de-protections
ARKIV01	Activity and staffing of the Danish National State Archives
ARKIV03	Activity and staffing of the National Danish Archives (State Archives)
BIB1	Public libraries key figures
BIB2	Public libraries
BIB3	Public libraries physical materials
BIB3B	Public libraries physical materials
BIB4B	Public libraries stock and use of electronic resources
BIB5	Public libraries interlibrary loans
BIB6	Public Libraries economy
BIB7	Activities at libraries
BIB8	Full time employees at public libraries
SBS1	Comparative statistics of public libraries
FORSK1	Research libraries with special obligations
FORSK2	Economy at research libraries with special obligations
FORSK3	Loans and renewals at research libraries with special obligations
FORSK4	Stock, accession and discarding at research libraries with special obligations
FORSK5B	Stock and use of electronic resources at research libraries with special obl.
FORSK6	Interlibrary loans at research libraries with special obligations
FORSK11	Other research libraries
FORSK12	Loans and renewals at other research libraries
FORSK13	Stock, accession and discarding at other research libraries
FORSK14B	Stock and use of electronical ressources at other research libraries
SBS2	Comparative statistic of research libraries
BIO1	Danish cinemas, cinema screens and seating capacity
BIO2	Activity in Danish cinemas
BIO3	Cinemas
BIO4	Biograffilm/premierefilm
BIO5	Biograffilm
BIO6	Cinema movies
BOG02	Book releases
BOG03	Book production
BOG04	School books and children’s books
BOG05	Booktitles
BOG06	Book releases, commercial
DAGBLAD	Circulation
DAGBLAD1	Daily newspaper
MAGASIN	Consumer-paid magazines
APP212	Share of conversion and viewing devices
DIS111	Communal aerial systems
DIS122	Broadband subscriptions
DIS123	Broadband subscriptions
DIS124	Market shares of broadband subscriptions
DIS129	Active internet subscriptions
DIS131	Reception of TV-channels
DIS132	Aerial solutions
DIS133	Aerial combinations
DIS134	Internet access
DIS135	Households that can receive national and international TV channels (penetration)
FOR4210	TV-stations’ share of viewing time
FOR4211	Airtime (in minutes)
FOR4212	Share of airtime
FOR4213	Viewing time (minutes)
FOR4214	Viewing time (share in percent)
FOR4215	Average daily TV consumption in minutes (aged 3 and up)
FOR4216	Number, duration and coverage of TV-spots by channel
FOR422	Average weekly TV viewing
FOR424	Average daily TV coverage (no. of viewers in 1.000)
FOR425	Average daily TV coverage (share of population aged 3 and up)
FOR426	Average weekly TV-coverage (number of viewers in 1000)
FOR427	Average weekly TV-coverage (share of population aged 3 and up)
FOR441C	Listeners
VIR316	Advertising turnover
VIR317	Turnover from TV-spots (in 1.000 DKK)
VIR331	Turnover from internet advertising
TEAT1	Productions staged on state-subsidized theatres
TEAT2	Performances on state-subsidized theatres
TEAT3	Audience on state-subsidized theatres
TEAT4	Activities on Danish theatres
TEAT5	Theatres
TEAT6	Theatre activity
TEAT7	Theatre activity
TEAT8	Theatre activity
TEAT9	Theatre activity
TEAT10	Theatre activity
TEAT11	Activity at Danish state subsidised theatres
TEAT13	Activity from guest appearances from abroad in Denmark
TEAT12	Danish guest performances abroad
TEAT14	Economic performance of state-subsidised theatres
TEAT15	Theatre activity
MUSKOL01	Music schools by key figures
MUSKOL02	Pupils at music schools
MUSKOL03	Maintaining music school students
MUSKOL04	Music school staff
MUSKOL05	Senior staff with teaching
MUSKOL06	Music schools economy
MUSIK1	Revenue from the sale of recorded music
MUSIK2	Purchase of rights for recording music
MUSIK3	Income by sale of music
MUSIK4	Income from music rights
KVU1201	Adult participation in selected cultural activities
KVU1202	Adult participation in selected cultural activities
KVU1203	Causes of adult rejection of cultural activities
KVU1204	Visits to theaters
KVU1205	Museum visits
KVU1206	Persons who goes on visit or having guests on visit
KVU1207	Adults reading habits (newspaper)
KVU1208	Adults reading habits (books and magasins)
KVU1209	Adults who plays instrument or sings
KVU1210	Adults use of library
KVU1211	Adults activities at the library
KVU1212	Adults use of tv, radio and music
KVU1213	Adults visits at cinema, concerts and museums
KVU1214	Adults sport activities within the past year
KVU11	Adults reading habits
KVU14	Adults reading habits
KVU15	Adults reading habits
KVU16	Adults use of library
KVU17	Adults use of library
KVU18	Adults use of library
KVU31	Adults participation in outgoing cultural activities
KVU32	Adults participation in outgoing cultural activities
KVU41	Adults participation in outgoing cultural activities
KVU51	Adults participation in selected cultural activities
KVU52	Adults participation in selected cultural activities
KVU54	Adults participation in selected cultural activities
KVU53	Adults participation in selected cultural activities
KVU61	Adults sports and exercise activities
KVU71	Adults time usage on selected cultural activities
KVU81	Adults sports and exercise habits
KVU82	Adults sports and exercise habits
KVUB1201	Childrens participation in selected culture activities
KVUB1202	Childrens participation in culture activities
KVUB1203	Causes of children rejection of cultural activities
KVUB1204	Children who play computer games
KVUB1205	Childrens use of tv
KVUB1206	Childrens share of music listening
KVUB1207	Childrens library visits
KVUB1208	Children who reads books
KVUB1209	Children who reads newspaper
KVUB1210	Childrens use of movies
KVUB1211	Children with friends on visit
KVUB1212	Children who visit their friends
KVUB2	Childrens music activities
KVUB3	Childrens participation in outgoing cultural activities
KVUB4	Childrens time usage on selected cultural activities
KVUB5	Childrens participation in selected cultural activities
KVUB6	Frequency of childrens reading and use of electronic medias
KVUB7	Frequency of childrens reading and use of electronic medias
KVUB8	Frequency of childrens reading and use of electronic medias
KVUB1	Childrens sports and exercise activities
SPORT1	Attendance at selected sporting events
MEDLEM1	Sports federations and youth and outdoor activities organizations
BEVIL01	Public funding for cultural purposes
BEVIL02	Public funding for cultural purposes
BEVIL05	Public funding for cultural purposes related to research
BEVIL04	Public funding for cultural purposes related to tertiary education
KUBS01	Payments by the Ministry of Culture
KUBS02	Payments by the Ministry of Culture
KUBS02A	Payments by the Ministry of Culture
KUBS03	Payments by the Ministry of Culture
KUBS04	Payments by the Ministry of Culture
KUBS05	Personal recipients of payments by the Ministry of Culture
KUBS06	Personal recipients of payments by the Ministry of Culture
KUBS07	Companies receiving payments by the Ministry of Culture
KUBS08	Payments by the Ministry of Culture to companies
KUBS09	Payments by the Ministry of Culture targeted research
KUBS10	Payments by the Ministry of Culture targeted education
BIA01	Personal recipients of Biblioteksafgiftsfondens funds
BIA02	Payments from Biblioteksafgiftsfondens
KUBESK1	Unemployment rates
KUBESK2	Activity rates (end November)
KUBESK3	Employed persons (end November)
KUBESK4	Average income
KUBESK5	Employment (end November)
KUIV1	Cultural Business Demography
KUIV2	Cultural Business Demography
KUERH1	Cultural business structure
KUERH2	Cultural business structure
KUERH3	Cultural workplace (ultimo November)
KUARB1	Employees in cultural sector
KUARB2	Employees in cultural sector
KUARB3	Employees in cultural sector
FOUKUL02	Full-time equivalents and personnel for R&D
FOUKUL01	Expenses for R&D in culture
KM11	Population at the first day of the quarter
KM55	Population 1. January
KM6	Population 1. January
KM2	Registration and resignation from the national church
KM22	Registration and resignation from the national church
KM33	Live births and deaths
KM4	Religious ceremonies
KM44	Religious ceremonies
AKU105	Labour force status (number of persons 1.000)
AKU125	Labour force status (per cent)
AKU100	Labour force status (number of persons 1.000)
AKU120	Labour force status in percentage
AKU101	Labour force status (number of persons 1.000)
AKU121	Labour force status in percentage
AKU102	Labour force status (number of persons 1.000)
AKU122	Labour force status in percentage
AKU103	Seasonally adjusted labour force status (number of persons 1.000)
AKU123	Seasonally adjusted labour force status in percentage
AKU104	Labour force status (number of persons 1.000)
AKU124	Labour force status in percentage
RAS200	Activity and employment rates (end November)
RAS201	Population (end November)
RAS202	Population (end November)
RAS203	Population (end November)
RAS204	Immigrants (end November)
RAS205	Immigrants (end November)
AMR1	The population’s attachment to the labour market
AMR2	The populations’s attachment to the labour market
LS01	Job vacancies
LS02	Job vacancies
LSK01	Job vacancies
LSK02	Job vacancies
LONMED1	Members per 31.12
AKU202	Employed
AKU203	Employed
AKU200	Employed (in thousands)
AKU201	Employed (in thousands)
AKU400	Full-time equivalents
AKU500	Employed (in thousands)
AKU501	Employed (in thousands)
AKU502	Average weekly hours of work in main job
AKU503	Average weekly hours of work in main job
AKU504	Overtime for employees
AKU600	Employed
AKU601	Employees
AKU602	Employed
AKU603	Employed with work at home
AKU604	Employees
AKU605	Employees
RAS300	Employed (end November)
RAS301	Employed (end November)
RAS302	Employed (end November)
RAS303	Employed (end November)
RAS305	Employed salary earners (end November)
RAS307	Employed salary earners (end November)
RAS308	Immigrants (end November)
ATR	Indexs for Working Time Account
ATR26	Working Time Accounts (seasonal adjustment)
ATR30	Working Time Account
ATR20	Quarterly Working Time Accounts
ATR32	Working Time Account on national accounts industrial classification
ATR24	Working Time Accounts (seasonal adjustment)
LBESK01	Employees
LBESK02	Employees
LBESK03	Employees (seasonally adjusted)
LBESK04	Employees (seasonally adjusted)
LBESK20	Employees
LBESK21	Employees
LBESK22	Employees (seasonally adjusted)
LBESK23	Employees (seasonally adjusted)
LBESK31	Employees
LBESK32	Employees
LBESK33	Employees
BYG1	Number of persons employed in the construction industry
OBESK3	Public full-time employees (seasonally adjusted)
OBESK2	Public full-time employees
OBESK1	Public full-time employees
OBESK4	Public full-time employees (seasonally adjusted)
AKU300	ILO-unemployment composition
AKU301	Gross unemployment
AUS07	Seasonally adjusted figures
AUS08	Seasonally adjusted figures
AUF01	Unemployed persons
AUF02	Unemployed persons (final)
AUP01	Unemployment in per cent of the labour force
AUP02	Unemployed in per cent of the labour force
AUP03	Unemployed insured persons in per cent of the total number of insur.
AUS05	Social benefit (not prepared for employment) and hollyday allowance
AUA01	Insured persons
AULK01	Full-time unemployed persons
AULK02	Full-time uenmployed persons/uemployed persons
AULK03	Full-time unemployed persons
AULK04	Long-term unemployed persons
AULK05	Long-term unemployed persons
AULK06	Long-term unemployed persons
AULKP01	Full-time unemployed persons in per cent of the labour force
AUL01	Full-time unemployed persons
AUL02	Full-time unemployed persons/unemployed persons
AUL03	Full-time unemployed persons
AULP01	Full-time unemployed persons in per cent of the labour force
AULP03	Full-time unemployed persons in per cent of the labour force
AUL07	Net full-time unemployed persons
AULAAR	Net unemployed
RASIE22	Labour force, age group 16-64 years
RASIE11	Labour force, age group 16-64 years
RAS400	Labour force (end November) to calculating unemployment
AFSTB1	Employed persons
AFSTB11	Employed persons (end November)
AFSTB2	Average commuting distance
AFSTB22	Average commuting distance (end November)
PEND100	Employed (end November)
AFSTA1	Employed persons
AFSTA11	Employed persons (end November)
AFSTA2	Average commuting distance (end November)
AFSTA22	Average commuting distance (end November)
PEND101	Employed (end November)
FRA020	Absence
FRA021	Absence
FRA022	Absence
FRA023	Absence
FRA024	Absence
FRA025	Absence in governmental sector
FRA026	Absence in the governmental sector
FRA027	Absence in the municipality sector
FRA028	Absence in the regional sector
FRA029	Absence in the private sector
FRA030	Absence in the private sector
FRA011	Absence
FRA02	Absence
FRA033	Absence
FRA044	Absence
FRA05	Absence
FRA10	Absence in governmental sector
FRA12	Absence in the municipality sector
FRA13	Absence in the regional sector
FRA14	Absence in the private sector
FRA15	Absence in the private sector
ABST1	Work stoppages
ILON12	Indices of average earnings in Corporations and Organizations
ILON15	Annual pct. change of average earnings in Corporations and Organizations
ILON22	Indices of average earnings in the public sector, central government
ILON25	Annual pct. change of average earnings in the public sector, central government
ILON32	Indices of average earnings in the public sector, local government
ILON35	Annual pct. change of average earnings in the public sector, local government
ILON42	Indices and annual pct change of average earnings
ILON52	Indices and annual pct change of average earnings
LONS20	Earnings
LONS30	Earnings
LONS40	Earnings
LONS50	Earnings
LONS10	Earnings
SLON21	Earnings
SLON30	Earnings
SLON40	Earnings
SLON50	Earnings
SLON10	Earnings
SAO12	Total labour costs in the private sector
SAO21	Other labour costs in the private sector
SAO32	Total labour costs in the private sector
SAO42	Other labour costs in the private sector
INDKP101	People
INDKP102	Income, total
INDKP104	Income, persons
INDKP105	Income, total
INDKP106	Disposable income
INDKP107	Income, persons
INDKP111	Income
INDKFRF2	Percentiles of the value of interest rate deductions for borrowers
INDKFRF1	Median value of interest rate deductions for borrowers
FORM1	Property
FORM2	Property
AINDK1	A-income
AINDK2	A-income, total
AINDK3	Payout after deduction of tax etc
INDKF104	Income
INDKF107	Level of education of the family
INDKF111	Income for families
INDKF122	Income
INDKF132	Disposable family income
INDKF101	Income
INDKF11A	Number of families
INDKF102	Income
INDKF9	Families
EJDFOE1	Market value for households real estate
EJERFOF1	Wealth in real estate and selected components of financial wealth and loans
EJERFOF2	Wealth in real estate and selected components of financial wealth and loans
EJERFOF3	Wealth in real estate and selected components of financial wealth and loans
EJERFOF4	Wealth in real estate and selected components of financial wealth and loans
TJEN01	Accrued civil servant pension for active civil servants
TJEN02	Accrued civil servant pension for retired civil servant
PENS1	Value of pensions schemes for families
PENS2	Value of pension schemes by families
PENS3	Value of pension schemes for persons
PENS4	Value of pensionsschemes of families
PRIS6	Consumer price index
PRIS61	Consumer price index
PRIS8	Consumer price index, annual average
PRIS9	Consumer price index, annual rate of change
PRIS12	Consumer price index
PRIS14	Rate of change from the same month last year
PRIS7	Net price index
PRIS71	Net prise index
PRIS13	Net price index
PPP	Purchasing power parities and international volume and price comparision
PPP11	Purchasing power parities and international volume and price comparison
PPP1	Price level indices for food EU27=100
PRIS5	EU-harmonized consumer price index
PRIS51	EU-harmonized consumer price index (HICP-CT)with constant taxes
PRIS52	EU-harmonized consumer price index
PRIS40	Producer price index for commodities
PRIS42	Producer price index for commodities
PRIS41	Import price index for commodities
PRIS11	Price index for Domestic Supply
PRIS15	Producer price Index for Services
LPRIS10	Prices on selected agricultural output
LPRIS15	Sales prices at pot plants
LPRIS20	Price indices for agricultural sale and purchase
LPRIS25	Price indices for agricultural sale and purchase
LPRIS30	Prices at agricultural output
LPRIS35	Prices at agricultural input
FU5	Household yearly consumption
FU6	Coherence between income and consumption
FU7	The economic of households
FU10	Household Budget Survey priceextrapolated
ALKO2	Consumption and sales of alcohol and tobacco, subject to excises duties, by pop.
ALKO3	Consumption and sales of alcohol, subject to excises duties
ALKO4	Consumption and sales of alcohol and tobacco, subject to excises duties
VARFORBR	The families possession of home appliances
FORV1	Consumer confidence indicator
EJEN14	Price index for sales of property
EJEN5	Price index for sales of property
EJEN55	Price index for sales of property
EJEN6	Price index for sales property
EJEN66	Price index for sales property
EJEN13	Sales of real property
EJEN77	Sales of real property
EJEN88	Sales of real property
EJEN11	One family houses and owner-occupied flats
TVANG1	Announcements of forced sales of real property
TVANG2	Announcements of forced sales of real property
BIL5	New registration of motor vehicles
BIL55	New registrated passenger cars
BIL6	New registrations, sale of second hand vehicles and stock etc.
EE1	New registrated private cars
EE2	New registrations of petrol powered passenger cars
EE3	New registrations of diesel powered passenger cars
BIL600	Families purchase of vehicles
BIL62	Families purchase of vehicles
BIL63	Families purchase of vehicles
BIL64	Families purchase of vehicles
BIL65	Families purchase of vehicles
BIL66	Families purchase of vehicles
BIL67	Families purchase of vehicles
BIL68	Families purchase of vehicles
BIL69	Families purchase of vehicles
BIL70	Families purchase of vehicles
BIL71	Families purchase of vehicles
BIL800	Families disposal of vehicles
BIL811	Families disposal of vehicles
BIL82	Families disposal of vehicles
BIL83	Families disposal of vehicles
BIL84	Families disposal of vehicles
BIL85	Families disposal of vehicles
BIL86	Families disposal of vehicles
BIL87	Families disposal of vehicles
BIL88	Families disposal of vehicles
BIL89	Families’ disposal of vehicles
BIL90	Families disposal of vehicles
BIL91	Families disposal of vehicles
BIL707	Stock of vehicles per 1 January
BIL8	Stock of vehicles per 1. January
BIL907	Stock on trailers per 1 January
BIL10	Stock om passenger cars per 1 January
BIL11	Stock on cars per 1 January
BYG4	Construction cost index for residential buildings
BYG5	Construction cost index for residential buildings
BYG6	Construction cost indices for civil engineering projects
BYG7	Construction cost indices for civil engineering projects
BYG9	Cost indices for refuse collection and slurry pump
NAN1	Demand and supply
NAN2	Real gross national disposable income etc.
NAN3	Consumption, disposable income and saving for households and NPISH
NAH1	0 Goods and services (full sequence)
NAHL2	1-2.1.1 Production, GDP and generation of income (main table)
NAHO2	1-2.1.1 Production, GDP and generation of income (summary table)
NAHD21	1 Production (full sequence)
NAHD22	2.1.1 Generation of income (full sequence)
NAHO3	2.1.2 Allocation and use of income (summary table)
NAHD31	2.1.2 Allocation of primary income (full sequence)
NAHD32	2.2 Secondary distribution of income (full sequence)
NAHD33	2.4.1 Use of disposable income (full sequence)
NAHD34	3.1 Capital (full sequence)
NAHL4	5 Rest of the world (ROW) (main table)
NAHO4	5 Rest of the world (ROW) (summary table)
NAHD4	5 Rest of the world (full sequence)
NAHF	Financial accounts, total economy, full sequence detailed
NAHK	Accumulation account and balance sheets, fixed assets
NAHC1	Consumption
NAHC11	Individual consumption
NAHC12	Collective consumption
NAHC21	Final consumption of households on the economic territory (11 grp)
NAHC22	Final consumption of households on the economic territory (41 grp)
NAHC23	Final consumption of households on the economic territory (72 grp)
NAHC3	Final consumption of households on the economic territory
NAHI	Gross capital formation
NAHB	Employment and population
NABP10	1-2.1.1 Production
and generation of income (10a3-grouping)
NABK10	Accumulation account and balance sheets, fixed assets (10a3-grouping)
NABB10	Employment (10a3-grouping)
NABP19	1-2.1.1 Production
and generation of income (19a2-grouping)
NABK19	Accumulation account and balance sheets, fixed assets (19a2-grouping)
NABB19	Employment (19a2-grouping)
NABP36	1-2.1.1 Production
and generation of income (36a2-grouping)
NABK36	Accumulation account and balance sheets, fixed assets (36a2-grouping)
NABB36	Employment (36a2-grouping)
NABP69	1-2.1.1 Production
and generation of income (69-grouping)
NABK69	Accumulation account and balance sheets, fixed assets (69-grouping)
NABB69	Employment (69-grouping)
NABP117	1-2.1.1 Production
and generation of income (117-grouping)
NABB117	Employment (117-grouping)
NASL1	1-2.1.1 Production and generation
of income (main table)
NASO1	1-2.1.1 Production and generation
of income (summary table)
NASD11	1 Production (full sequence)
NASD12	2.1.1 Generation of income (full sequence)
NASL2	2.1.2-3.1 Allocation and
use of income (main table)
NASO2	2.1.2-3.1 Allocation and
use of income (summary table)
NASD21	2.1.2 Allocation of primary income (full sequence)
NASD22	2.2 Secondary distribution of income (full sequence)
NASD23	2.4.1 Use of disposable income (full sequence)
NASD24	3.1 Capital (full sequence)
NAS3	2.3 + 2.4.2 Adjusted disposable
income (supplementary table)
NASK	Accumulation account and balance sheets, fixed assets
NASF	Financial accounts and balance sheet
NKN1	Demand and supply
NKN2	Real gross national disposable income etc.
NKN3	Consumption, disposable income and saving for households and NPISH,seasonal adj.
NKH1	0 Goods and services
NKHO2	1-2.1.1 Production, GDP and generation of income (summary table)
NKHO3	2.1.2 Allocation and use of income (summary table)
NKHL4	5 Rest of the world (ROW)
NKHC1	Consumption
NKHC21	Final consumption of households on the economic territory (11 grp)
NKHC3	Final consumption of households on the economic territory
NKHI	Gross capital formation
NKHB	Employment and population
NKBP10	1-2.1.1 Production
and generation of income (10a3-grouping)
NKBB10	Employment (10a3-grouping)
NKSO1	1-2.1.1 Production and generation
of income (summary table)
NKSO2	2.1.2-3.1 Allocation and
use of income (summary table)
NKS3	2.3 + 2.4.2 Adjusted disposable income (supplementary table)
DNFIK	Quarterly financial accounts
NRHP	1-2.1.1 Production, GDP and generation of income
NRHB	Population
NRBP10	1-2.1.1 Production
and generation of income (10a3-grouping)
NRBI10	Gross fixed capital formation (10a3-grouping)
NRBB10	Employment (10a3-grouping)
NRS	Households’ income
NOF1	Real expenditure by general government
NP23	Labour productivity
NP25V	Growth Accounts
NP25	Productivity
NATP28	Productivity, KLEMS
NATP28V	Growth Accounts, KLEMS
NIO1	Input-output table. Supply by industries, by use and price unit.
NIO2	Input-output table. Unallocated imports by use and price unit.
NIO3	Input-output table. Primary inputs by use and price unit.
NIO4	Input-output table. Totals of supply by use and price unit.
NIO5	Employment
OFF14	Public finances
OFF3	General government, expenditure and income
OFF26	General government, final consumption expenditures
OFF29	General government, COFOG
OFF24	Expenditure of general government
OFF10	Gereral government, income transfers (to households)
OFF17	General government, subsidies (to corporations)
OFF18	Specification of interest payments and interest receivables etc.
OFF12	General government, taxes
OFF25	General government, expenditures by function and type of transaction
FOUBUD4	Central Government appropriations for R&D
FOUBUD5	Central Government appropriations for R&D
OFF14X	Public finances
OFF3K	General government, expenditure and income
OFF26K	General government, final consumption expenditures
OFF10K	Gereral government, income transfers (to households)
OFF12K	General government, taxes
OFF3B	General government (budget)
OFF26B	General government (budget)
OFF29B	General government (budget), COFOG
OFF10B	General government, income transfers (to households)
OFF13	Financial accounts
OFF22	Financial accounts
DNSOSB	Central government finance and debt
DNSOST	Central government finance and debt, transactions
UDG11	Social expenditure
UDG12	Social expenditure
EDP1	EU-countries, public finances
EDP2	EU-countries, public finances
EDP3	Denmark’s EMU-debt and EMU-deficit
EDP4	Denmark’s EMU-debt and EMU-deficit
EDP5	Quarterly Danish EMU-debt
REGK63	Municipalities financial assets and liabilities
REGK64	Municipalities liquidity (DKK 1.000)
REGK65	Municipalities long-term borrowing (DKK 1.000)
REGK73	Movement in liquid assets for the municipalities (DKK 1.000)
REGK74	Movements in long-term borrowing for the municipalities (DKK 1.000)
REGK1E	Municipality provisional accounts (DKK 1,000)
REGK3E	Accounts provisional municipalities (1.000 kr.)
REGK2	The financial part of the municipality accounts (DKK 1.000)
REGK4	Balance of municipalities (DKK 1.000)
REGK11	Municipality accounts (DKK 1.000)
REGK31	Accounts of municipalities ( DKK 1.000)
REGK41	None
REGK53	None
REGK54	None
BUDK1	Municipality budgets (DKK 1.000)
BUDK2	The financial part of the municipality budgets (DKK 1.000)
BUDK32	Budgets of municipalities (DKK 1000)
BUDK53	None
REGR41	None
REGR55	Region accounts
REGR63	Regions financial assets and liabilities
REGR64	Regions liquidity (DKK 1.000)
REGR65	Regions long-term borrowing (DKK 1.000)
REGR1E	Regions provisional accounts
REGR3E	Regions provisional accounts
REGR11	Regionernes regnskaber
REGR31	Regionernes regnskaber
REGR4	Balance of regions (DKK 1.000)
BUDR32	County budgets (DKK 1.000)
BUDR1	County budgets (DKK 1.000)
SKAT	Taxation total, divided into rates and dues
SKRES1	Taxes and duties in arrears
SKRES2	Taxes not paid in, periodicity
SKTRYK	Tax level
SKATX	Taxation total, divided into rates and dues
SKTRYKX	Tax level
PSKAT	Local government personal taxation
PSKAT1	Taxpayers incomes and taxes
PSKAT2	Income and deduction at assessment
PSKAT3	Number of taxpayers
EJDSK1	Taxes on real property
ESKAT	Valuation and taxation of real property
EJDSK2	Taxes on real property
SELSK1	Corporations etc.
SELSK2	Taxpaying corporations, etc.
SELSK3	Corporation tax levied - DB07
DNVPDKR	VP-registered securities
DNVPDKS	VP-registered securities
DNVPDKU	VP-registered securities
DNVPDKF	VP-registered securities by ISIN codes
DNVPDKBR	Type of security
DNVPEJER	Investor concentration in Danish mortgage-credit bonds
DNVPSTRS	Structured bonds by characteristics
DNVPSTRH	Structured bonds by underlying asset types and investor sector
DNRENTD	Interest rates
DNRENTM	Interest rates
DNRENTA	Interest rates
MPK3	Danmarks Nationalbank’s official interest rates,
MPK13	Share index (at end of period)
MPK18	The bank’s average deposit and lending interest rates (p.c. per annum)
MPK22	Effective rate on bonds (at end of period)
MPK100	Government bond yields
DNRUUM	Outstanding domestic loans from the MFI sector excl. Danmarks Nationalbank
DNRUUPI	Outstanding domestic loans from banks
DNRUURI	Outstanding domestic mortgage loans from mortgage banks
DNRUIPI	Outstanding domestic deposits in banks
DNRNUM	New dom. loans excl. revolving loans, etc. from MFI sector excl. Danm. Nat.bank
DNRNUPI	New domestic loans excl. revolving loans, etc. from banks
DNRNURI	New domestic mortgage loans excl. revolving loans etc. from mortgage banks
DNRNIM	New domestic deposits in the MFI sector excl. Danmarks Nationalbank
DNRNIPI	New domestic deposits in banks
DNRUPPPI	Banks outstanding domestic amounts by 10 per cent percentiles
DNRURPI	Banks outstanding domestic amounts - Interest rate margins
DNRUGPI	Banks domestic new business and outstanding amounts by bank size
DNRIURQ	Mortgage banks outstanding domestic mortgage loans - Quarterly payments
DNVALD	Daily exchange rates
DNVALM	Monthly exchange rates
DNVALQ	Quarterly exchange rates
DNVALA	Yearly exchange rates
DNPNOGL	Key figures for banks
DNPM	Banks’ lending and deposits in the overnight money market
MPK39	Profit and loss account of Danish banks
DNRUDDKB	Domestics mortgage loans from mortgage banks
MPK41	Danish electronic payment card system
MPK43	Long-term savings schemes with deposit accounts
MPK60	Danish electronic payment cards issued
DNPINDK	Domestic deposits in banks
DNPIN	Deposits in total in banks
DNPUDDK3	Domestic loans from banks to households and businesses
DNPUDDK2	Domestic loans from banks to households and businesses
DNPUDDK1	Domestic loans from banks to households and businesses
DNPUDDK	Domestics loans from banks
DNPUD	Loans in total from banks
DNPINDKB	Domestic deposits in banks
DNRNOGL	Key figures for mortgage banks
MPK47	Profit and loss account of mortgage credit institutions
DNRUDDKI	Domestic mortgage loans from mortgage banks
DNRUDDKS	Domestic mortgage loans from mortgage banks
DNPUDDKB	Domestics loans from banks
DNMNOGL	Key figures for MFI-sector
DNMIN	Deposits in total in the consolidated MFI sector excl. Danmarks Nationalbank
DNBALD	Balance sheet items of the MFI sector, excl. Danmarks Nationalbank
DNBALA	Balance sheet items of the MFI sector, excl. Danmarks Nationalbank
DNMUD	Loans in total from the consolidated MFI sector, excl. Danmarks Nationalbank
DNINTVAL	International reserve assets (IMF compilation)
DNBETAL	Foreign currency liquidity (IMF compilation)
DNPRND	The banks’ and the mortgage-credit institutes’ accounts (net position) with the
DNSNB2	Specification on Danmarks Nationalbank’s balance sheet - Transactions
DNSNB1	Specification on Danmarks Nationalbank’s balance sheet - Stock
MPK38	Profit and loss account of Danmarks Nationalbank
DNUDPRIV	Credit condition survey, lending to households
DNUDERHV	Credit condition survey, Corporate Lending
MPK30	Consumer credit, end of quarter
MPK31	Major finance companies, leasing
MPK57	Finance companies
MPK58	Finance companies profit and loss account
MPK59	Finance companies balance sheets
DNIFBAL	Balance of investment funds broken down
DNIFAM	Investment fund shares/units broken down
DNIFAFD	Investment fund shares/units broken down by fund category, country and sector
DNIFIM	Investment fund shares/units broken down
DNIFRIS	Investment fund shares/units broken down
DNIFO	Investment fund statistic - selected items broken down
DNIFLOB	Investment funds holding of bonds broken down
DNIFVAL1	Investment fund statistic - selected items broken down by currency
MPK50	Profit and loss account of life assurance companies
MPK51	Balance sheet of life assurance companies
MPK53	Balance sheet of non-life insurance companies
MPK52	Result on loss account of non-life insurance companies
MPK49	Pensions funds
MPK55	Financial sector, main figures
MPK54	Non-life insurance
UHV1	Total external trade
UHV2	Total external trade
UHV3	Total external trade
UHV4	Total external trade
UHV5	Total external trade
UHV6	Total external trade
UHV7	Total external trade
KN8M	Imports and exports CN (EU Combined Nomenclature)
KN8Y	Imports and exports CN (EU Combined Nomenclature)
SITC2R4M	Value of imports
SITC2R4Y	Value of imports
SITC5R4M	Imports and exports (Rev.4 SITC)
SITC5R4Y	Imports and exports (Rev.4 SITC)
BEC2M	Value of imports
BEC2Y	Value of imports
KONJ2M	Value of exports
KONJ2Y	Value of exports
DKTEC1	Trade by enterprise characteristics
DKTEC2	Trade by enterprise characteristics
DKTEC3	Trade by enterprise characteristics
DKTEC4	Trade by enterprise characteristics
UHIX	Index on total external trade
SITCIX	Index on imports and export
BECIX	Index on imports and main BEC groups
KONJIX	Index on exports and main KONJ groups
BEC3M	Quantity index and index of unit values for imports
BEC42	Quantity index and index of unit values for imports
KONJ3M	Quantity index and index of unit values for exports
KONJ42	Quantity index and index of unit values for exports
SITC62	Quantity index and index of unit values for exports
SITC82	Quantity index and index of unit values for imports
BYT2M	Terms of trade
BYT22	Terms of trade
UHT02	International trade in services, quarterly
UHT03	International trade in services, yearly
UHT4S1	International trade in services
UHT4S2	International trade in services
OEKO4	External trade with organic products
OEKO5	External trade with organic products
OEKO6	External trade with organic products
BB1	Balance of payments main items (DKK mio.)
BB1S	Balance of payment main items
BB2	Balance of payment, quarterly
BB3	Balance of payment, yearly
DNFP	Balance of payment, financial account
DNFPK	Balance of payments, financial account compressed
DNBOPP	Foreign Portfolio investments
DNDIQ	Quarterly flow statistics on direct investment
DNKAP	Denmarks international investment position
DNKAPK	Denmarks international investment position compressed
DNDIA	Yearly stock statistics on direct investments
DNVPU	Papirer udstedt i udlandet
ERHV1	Workplaces, job, full-time employment, wage and salary cost
ERHV2	Workplaces and job
ERHV3	Workplaces and job
ERHV4	Workplaces
ERHV5	Workplaces
KONC1	Enterprise groups in Denmark
KONC2	Enterprise groups in Denmark
KONC3	Enterprises in total and enterprises in a group
KONC4	Enterprise groups in Denmark with two or more active enterprises
KONC5	Enterprise groups in Denmark with two or more active enterprises
FIKS11	Purchases and sales
FIKS22	Purchases and sales (19-grouping)
FIKS33	Purchases and sales (36 og 127-grouping)
FIKS44	Purchases and sales (detailed)
FIKS55	Purchases and sales
FIKS9	Purchases and sales historic summary
GF1	General enterprise statistics
GF2	General enterprise statistics
GF3	General enterprise statistics
GF5	General enterprise statistics
GF6	General enterprise statistics
GF7	General enterprise statistics
VIV	New high growth enterprises
ATF1	Enterprises seeking to obtain finance
ATF2	Enterprises seeking to obtain finance
ATF3	Enterprises seeking to obtain finance
DEMO1	Business Demography
DEMO2	Business Demography
DEMO3	Business Demography
DEMO4	Business Demography
DEMO5	Business Demography
DEMO6	Business Demography
KONK3	Bankruptcies
KONK4	Bankruptcies
KONK5	Bankruptcies
KONK6	Bankruptcies
KONK7	Bankruptcies
KONK8	Bankruptcies
KONK9	Bankruptcies (historical summary)
REGNLA4	Accounts statistics
REGNLA5	Key figures in per cent for accounts statistics
REGN5	Accounts statistics
REGN5A	Key figures in per cent for accounts statistics
REGN1	Accounts statistics
REGN1A	Key figures in per cent for accounts statistics
REGN2	Accounts statistics
REGN2A	Key figures in per cent for accounts statistics
REGN3	Accounts statistics
REGN3A	Key figures in per cent for accounts statistics
ITERHV	Key figures for the ICT-business in Denmark
VITU107	ICT-expenditure in enterprises (DB07)
VITU207	ICT-expenditure per full time employee in enterprises
REGN8	Accounts statistics (DB07)
IFATSF1	Foreign owned enterprises
IFATSF2	Foreign owned enterprises
OFATS1	Danish foreign affiliates
OFATS2	Danish foreign affiliates
OFATS3	Danish foreign affiliates
OFATS4	Danish foreign affiliates
ORGOUT10	International sourcing
ORGOUT20	Jobs sourced internationally
ORGOUT30	International sourcing of functions
ORGOUT40	Enterprise motivation factors for international sourcing
ORGOUT50	Employment in foreign affiliates
ORGOUT51	Employment in foreign affiliates
ORGOUT52	Employment in foreign affiliates of Danish manufacturing enterprises
BARO1	Industrial trends
BARO2	Assessments at the end of period (preceding quarter)
BARO3	Limits to production (end of preceding quarter)
BARO4	Capacity utilisation (end of preceding quarter)
BARO6	Industrial trends
BARO7	Assessments at the end of period (preceding month)
BARO8	Confidence indicator (coming 3 months). Manufacturing
BARO9	Duration of production, in number of months, ensured by current order-book
KBYG11	Course of development in the construction industry
KBYG22	New orders (at the end of the previous month)
KBYG33	Limits to productions (at the end of the previous month)
KBYG44	The confidence indicator (next 3 months)
KBYG55	Course of development in the construction industry (next 3 months, balance)
KBYG66	Duration of work, in number of months, ensured by current order-book
KBD1	Developments in the Retail sector
KBD2	Assessments at the end of period (preceding month)
KBD3	Composite indicator in Retail sector
KBS1	Developments in the service sector
KBS2	Limits to production (end of preceding month)
KBS3	Capacity utilisation (end of preceding month)
KBS4	Composite short-term economic trend in the service sector
INVEST1	Investment survey in manufacturing industries
INVEST2	Investment survey in manufacturing industries
KONCYK1	Bysiness Cycle Tracer
BDF11	Farms
BDF107	Farms
BDF207	Farms with area in tenancy
BDF51	Farms
MASK	Machines and farms with machines
BDF307	Employment in agriculture
BDF6	Farm workers
BDF7	Farm workers
BDF807	Holdings
BDF907	Holdings with non-agricultural activities
AFG07	Cultivated area
AFG1	Crops
AFG207	Farms and area with selected crops
AFG3	Farms and area with selected crops
AFG4	Farms with cereals
FRUGT4	Net area and density of trees for apples and pears
VHUS	Crops in green house
HDYR07	Livestock
HDYR1	Livestock
KOMB07	Livestock combination
KVAEG5	Number of cattle
PELS11	Farms with furred animals
PELS22	Farms with furred animals
PELS33	Farms with furred animals
PELS44	Farms with foxes and chinchillas
PELS55	Farms with furred animals
SVIN	Number of pigs
ANI1	Livestock products ex producer
ANI2	Livestock products ex producer (year)
ANI4	Slaughterings and production of cattle
ANI41	Slaughterings and production of cattle
ANI5	Slaughterings and production of pigs
ANI51	Slaughterings and production of pigs
ANI6	Slaughterings and production of poultry
ANI61	Slaughterings and production of poultry
ANI7	Production and use of milk
ANI71	Production and use of milk
ANI8	Production of eggs and types of production
ANI81	Production of eggs and types of production
PELS1	Production of furred animals
FRO	Grass seed production
GARTN1	Production of fruit and vegetables
HALM1	Straw yield and use
HST5	Forecast on winter crop products for harvest
HST6	Harvest
HST77	Harvest
KORN	The utilization of cereals
KORN2	Stock and turnover of cereals
VHUS1	Greenhouses
VHUS2	The greenhouse sectors use
FODER1	Feed Stuffs in Agriculture
FODER2	Fodder use in Agriculture
FODER3	Production of compound feed
FODER5	Fodder balance by type of fodder, time and use
KVAEL2	Total supply of mineral fertilizers/content of pure nutrients
KVAEL3	Total supply of manure/content of pure nutrients
PEST1	Sales of pesticides used in the agriculture and treatment frequency
PEST2	Total pesticides sale
ANI3	Livestock products ex producer (DKK mio./ndices: 1995=100)
ANI31	Livestock products ex producer (DKK mio./ndices: 1995=100)
ANI32	Livestock products ex producer (DKK mio./ndices: 1995=100)
JB1	Fixed gross investments in agriculture by
JB2	Depreciation and net investments in agriculture
JB3	Interest and debt in acgriculture
LBFPRIS	Price- and quantity indices for agricultural sales and intermediate consumption
LBF3	Direct taxes and duties in farming
LBFI1	Gross domestic product at factor cost for agriculture
LBFI2	Gross domestic product at factor cost for agriculture
TILSKUD	Directly subsidies in agriculture
KAPIT1	Farm gate prices on barley and wheat
FODER6	Value of feeding stuffs
JORD1	Financial results for all holdings
JORD2	Financial results for full-time holdings
JORD3	Financial results for part-time holdings
JORD4	Family income for fulltime holdings
JORD5	Family income for parttime holdings
JORD6	Key indicators for all holdings
JORD7	Key indicators for all full time holdings
JORD8	Key indicators for part time holdings
JORD9	Energy consumption
REGNPRO1	Contribution margin and land return
REGNPRO2	Contribution margin and net profit
OEKO1	Organic areas
OEKO2	Organic livestock
OEKO3	Turnover of organic foods in retail shops
OEKO7	Sales of organic products to food service
OEKO8	Sales of organic product to food service
SKOV107	Forestry area
SKOV10	Sale of beech and conifer
SKOV11	Forestry area
SKOV55	Felling in forest and plantation in Denmark
SKOV6	Felling in forests and plantation in Denmark
SKOV9	Economic Accounts for Forestry
SKOV33	Forestry farms
FISK1	Danish vessels
FISK2	Landings by Danish vessels
FISK3	Landings in Denmark
AKV1	Aquaculture
AKFIREGN	Accounts statistics for fishery and aquaculture
AKREGN	Accounts statistics for aquaculture
FIREGN1	Accounts statistics for fishery (total)
FIREGN2	Accounts statistics for fishery (average per unit)
NAK	Key indicators for aquaculture
NFISK	Key indicators for fishery
IPOO1	Industrial turnover (non-seasonally adjusted)
IPOO2	Industrial turnover (seasonally adjusted)
PROD01	Industrial production index
VARER	Industrial commodity statistics (quarterly)
VARER1	Industrial commodity statistics (annual)
VARER2S	Manufacturers’ sales, SITC (quarter)
VARER3	Manufacturers’ sales, SITC (annual)
OMS5	Manufacturers’ sales (quarters)
OMS6	Manufacturers’ sales (annual)
RAAV	Manufacturers’ purchase of raw materials
RAAV1	Manufacturing industry’s purchase of commodities
RAAV2	Manufacturing industry’s purchase of packaging
RAAV3	Manufacturing industry’s purchase of services
LAG6	Stocks of manufacturers and wholesale
LAG5S	Stocks of manufacturers and wholesale
BYGV11	Total Construction (not adjusted for delays)
BYGV22	New Buildings completed (not adjusted for delays)
BYGV33	Residential Construction (not adjusted for delays)
BYGV04	Total Construction
BYGV05A	Residential Construction
BYGV05B	Residential Construction
BYGV06	Average floor area in new-constructed dwellings
BYGVFORS	Change of reports from the first to the latest report
BYGV01	Total Construction (not adjusted for delays)
BYGV02	New Buildings completed
BYGV03	Residential Construction
BYGV80	Total floor area (adjusted for delays)
BYGV88	Total floor area (adjusted for delays)
BYGV90	Residential Construction (adjusted for delays)
BYGV99	Residential Construction (adjusted for delays)
BYGR1	Purchase of commodities in the construction industry
BYGT1	Purchase of services in the construction industry
BYGB12	Buildings
BYGB34	Areas of the building stock
BYGB44	Areas of the building stock
BYGB55	Areas of the building stock
BYGB66	Areas of the building stock
BIL12	Stock on buses per 1 January
BIL13	Stock on buses per 1 January
BIL14	Stock on buses per 1 January
BIL15	Stock on vans per 1 January
BIL16	Stock on vans per 1 January
BIL17	Stock on vans per 1 January
BIL18	Stock on lorries
BIL40	Estimation of stock of private cars
BANE51	Railways’ rolling stock 1st January
BANE52	Seats and load capacity in railway vehicles 1st January
BANE53	Investments in railways’ rolling stock
SKIB11	Danish ships 1st January
SKIB12	Danish ships 1st January
SKIB13	Danish ships 1st January
SKIB14	Danish merchant ships 1st January
FLYV11	Danish registered aircraft 1st January
VEJ20	Road traffic of Dannish vehicles on Danish roads
VEJ22	Average daily motor vehicle traffic
VEJ23	Road traffic of Dannish vehicles on Danish roads
BANE31	Rail traffic
BANE32	Train traffic on a work day
SKIB21	Call of cargo vessels on major ports
SKIB221	Call of vessels on Danish ports
SKIB23	Call of cargo ships and cruiser ships on major Danish ports
SKIB25	Ship passages through the Sound and the Belts
FLYV21	Flight operations on bigger, manned Danish airport
PKM1	Passenger transport performance
BANE21	Rail transport of passengers
BANE22	International rail transport of passengers to and from Denmark
BANE25	Rail transport of passengers
SKIB31	Domestic transport by ferry
SKIB32	International transport by ferry
SKIB33	Domestic ferry transport
SKIB34	International ferry transport
SKIB35	Cruiser ships in Danish ports
FLYV31	Passengers on bigger public, manned Danish airports
FLYV32	Departing passengers from bigger, public, manned airports
FLYV33	Passenger transport by air with commercial flights between Danish airports
FLYV34	Commercial air journeys between bigger public, manned Danish airports and abroad
FLYV35	Passengers in international fligths
FLYV36	Passenger transport performance by air
FLYV91	Departing passengers from major airports
FLYV92	Departing passengers from major, manned, public airports
FLYV93	Departing passengers from major, manned, public airports (seasonally adjusted)
VG2	Goods road transport (factual data)
UVG1	Goods road transport by foreign road vehicle
NVG41	National transport of goods by road
NVG1	National transport of goods by road
NVG5	Use of capacity of Danish goods road vehicles in national transport
NVG23	National transport of goods by road between regions
NVG33	National transport of dangerous goods by road
NVG11	National goods road transport
NVG121	National goods road transport
NVG13	Use of capacity of Danish goods road vehicles in national transport
IVG41	International transport of goods by road
IVG6	Use of capacity of Danish goods road vehicles in international transport
IVG5	International transport of goods by road
IVG23	International transport of goods by road between countries
IVG1	International transport of goods by road
IVG3	International transport of dangerous goods by road
IVG11	International goods road transport by Danish vehicles
IVG121	International goods transport by Danish road vehicles
IVG13	International goods road transport by Danish vehicles
IVG14	Capacity use of Danish goods road vehicles in international transport
BANE1	Rail transport of goods
BANE201	Rail transport of goods
BANE401	National rail transport of goods
BANE5	Rail transport of dangerous goods
BANE6	Railway transport of intermodal transport units
BANE3	International rail transport of goods
BANE9A	Rail transport of goods
SKIB72	Throughput of goods in major Danish seaport
SKIB73	Throughput of containers and ro-ro units in major Danish seaports
SKIB74	Throughput of goods in major Danish seaports
SKIB41	Transport of goods over Danish ports
SKIB421	Throughput of goods in Danish ports
SKIB431	Throughput of goods in Danish ports in international traffic
SKIB44	Throughput of goods in international traffic in major Danish ports
SKIB451	Throughput of goods in Danish ports in national traffic
SKIB461	Throughput of goods in national traffic in Danish ports
SKIB47	Throughput og goods from cargo ships in major Danish ports
SKIB481	Maritime transport of goods between Danish regions
SKIB49	Throughput of containers and ro-ro units in major Danish ports
SKIB50	Throughput of goods in major Danish ports
SKIB61	Danish and foreign fishery vessels landing of fish in Danish ports
FLYV41	Air transport of goods via manned Danish airports
ROR11	Transport in pipelines
DETA11	Retail Trade Index
DETA21	Retail Trade Index
DETA2012	Retail trade
ENGR2008	Wholesale trade
TURIST	Overnight stay
TURIST1	Overnight stay
HOTEL1	Nights spent at hotels and holiday resorts
HOTEL2	Nights spent at hotels and holiday resorts
HOTEL3	Hotels and holiday resorts
HOTEL4	Hotels and holiday resorts
HOTEL5	Hotels and holiday resorts
HOTEL6	Hotels and holiday resorts
HOTEL7	Nights spent at hotels and holiday resorts
HOTEL8	Nights spent at hotels and holiday resorts
VANDRER	Nights spent in Youth Hostels by region and citizenship
FERIEH1	Letting of holiday houses, monthly
FERIEH2	Future house weeks booked at holiday houses
FERIEH4	Weeks of rental in holiday houses
FERIEH5	Holiday houses for rent
FERIEH3	Letting of holiday houses
CAMP1	Nights spend on camping sites
CAMP2	Camping sites
CAMP3	Camping sites
LYST1	Nights spent at marinas with overnight accommodations
LYST2	Nights spent at marinas with overnight accommodations
FF1	Holidays abroad
FF2	Holidays
SERV1403	Computer Services
SERV1405	Advertising services
SERV1415	Advertising services
SERV1404	Temporary employment agencies and other human provision services
SERV1414	Number of hours sold in permanent placement
SERV1418	Engineering activities and related technical consultancy
SERV1417	Technical testing and analysis
SERV1416	Architecture
SERV1420	Market research and public opinion polling
SERV1408	Legal activities
SERV1406	Accounting, book-keeping and auditing activities
SERV1407	Other business and management consultancy activities
ARE207	Area
VEJ11	Road network
VEJ2	Investments in the road network
BANE41	Railway network 1st January
BANE42	Investments in railway network
SKIB101	Call of vessels, passengers and throughput of goods in traffic ports
SKIB2	Investment in seaports
FLYV1	Public manned airports
FLYV2	Fixed investments in airports
FLYV3	Activities on public manned airports
ROR1	Pipeline network
ROR2	Investments in the pipeline network
MRU1	Air Emission Accounts
MRO1	Bridge table
MRM2	Economy-wide material flow accounts
MREG21	Environmentaly related taxes
MRS1	Environmental taxes etc.
MREG2	Environmental protection expenditure
GRON1	Environmental goods and services
GRON2	Environmental goods and services
RP01	Resource productivity
RP02	Resource productivity
RP03	Manufacturers purchase of goods (per cent of turnover)
RP04	Ressource productivity
RP05	Costs
RP06	Energy and waste intensities
RP07	Treatment of waste
RST01	Extraction of raw materials in Denmark.
RST3	Extraction of raw materials in Denmark.
RST04	Unloading of raw materials from the bottom of the sea
ENE3H	Gross energy consumption in common units
ENE1HO	Energy Account in specific units (summary table)
ENE1HT	Energy Account in specific units (detailed table)
ENE1HA	Energy Account in specific units (detailed table)
ENE2HO	Energy Account in common units (summary table)
ENE2HT	Energy Account in common units (detailed table)
ENE2HA	Energy Account in common units (detailed table)
ENE4HO	Energy Account in monetary values. Supply and use of energy, summary table
ENE4HT	Energy Account in monetary values. Supply of energy, detailed table
ENE4HA	Energy Account in monetary values. Use of energy, detailed table
ENEGEO	Energy consumption of industry
BU20	Decisions on placement where the decisive cause relates to the child
BU21	Decisions on placement where the decisive cause relates to the parents
BU22	Crime commited by current or former exposed children and young people
BU23	Level of education at current or former exposed children and young people
BU24	Alcohol- and substance abuse among isadvantaged
BU25	Changed circumstances in care placement
BU32	Breakdown in placement
BU27	Suicide commited by current or former exposed children and young people
BU26	Education on age-appropriate grade levels
BU28	Public net expenditures for exposed children and young people
BU29	Illegal absence among children and young people
BU30	Level of education for 25 years
BU31	Test result
HAND04	Handicap service

Ssb Rest Flows

2015-08-03T00:00:00+00:00

Statistics Norway (SSB) REST Flows

ID	Title	Statistic
1104	Population change. Whole country, latest quarter	folkendrkv
1106	Population changes. Municipalities, latest 9 quarters	folkendrkv
1108	Population changes. Municipalities, latest quarter	folkendrkv
1110	Enterprises by industry (NACE) and number of employees. Whole country, latest year	foretak
1112	Enterprises by organisational structure and number of employees. Whole country, latest year	foretak
1114	Credit indicator C2, debt by sector, transctions, 12-month growth. Latest 3 years	k2
1116	Credit indicator C2. Transactions, by borrower and gross domestic debt, seasonally adjusted, whole dataset. 1987M12 - latest month	k2
1118	Consumer Price index, CPI-AT and CPI-ATE, index and change i %. 1995M01 - latest month	kpi
1120	Export of salmon, fresh and frozen, fish-farm bred. Latest 2 weeks	laks
1122	Export of salmon, fresh and frozen, fish-farm bred. 2000W01 - latest week	laks
1124	Wage index, average monthly earnings, by industry. 2000Q1 - latest quarter	lonnkvart
1126	Wage index, average monthly basic salary, by industry. 2000K1 - latest quarter	lonnkvart
1128	Wage index, by industry. Latest 5 quarters	lonnkvart
1130	Export of goods, value by country. Latest 2 years	muh
1132	Import of goods, value by country. Latest 2 years	muh
1134	Export of goods, by commodity group (SITC), value and quantity. Latest 13 months	muh
1136	Export of goods, value by country. Latest 13 months	muh
1138	Import of goods value, by country. Latest 13 months	muh
1140	Import of goods, by commodity group (SITC), value and quantity. Latest 13 months	muh
1142	Import of goods, HS 00-05 Live animals and animal products. Value and Quantity, latest 13 months	muh
1144	Import of goods, HS 06-07 Plants and vegetables. Value and Quantity, latest 13 months	muh
1146	Import of goods, HS 08-14 Fruit, coffee, cereals and other vegetable products. Value and Quantity, latest 13 months	muh
1148	Import of goods, HS 15 Animal or vegetable fats and oils or their cleavage products. Value and Quantity, latest 13 months	muh
1150	Import of goods, 16-24 Prepared foodstuff, beverage etc. Value and Quantity, latest 13 months	muh
1152	Import of goods, HS 25-27 Mineral products. Value and Quantity, latest 13 months	muh
1154	Import of goods, HS 28-29 Products of the chemical or allied industries. Value and Quantity, latest 13 months	muh
1200	Export of goods HS 08-14 Fruit, coffee, cereals and other vegetable products. Value and Quantity, latest 13 months	muh
1202	Export of goods, HS 00-05 Live animals and animal products. Value and Quantity, latest 13 months	muh
1204	Export of goods, HS 06-07 Plants and vegetables. Value and Quantity, latest 13 months	muh
1206	Export of goods, HS 15 Animal or vegetable fats and oils or their cleavage products. Value and Quantity, latest 13 months	muh
1208	Export of goods, HS 16-24 Prepared foodstuff, beverage etc. Value and Quantity, latest 13 months	muh
1210	Export of goods, HS 25-27 Mineral products. Value and Quantity, latest 13 months	muh
1212	Export of goods, HS 28-29 Products of the chemical or allied industies. Value and Quantity, latest 13 months	muh
1214	Export of goods, HS 30-38 Chemical products, others. Value and Quantity, latest 13 months	muh
1216	Export of goods, HS 39-43 Plastic, rubber, raw hides and skins, leather etc. Value and Quantity, latest 13 months	muh
1218	Export of goods, HS 44-49 Wood and articles of wood and and pulp of wood etc. Value and Quantity, latest 13 months	muh
1220	Export of goods, HS 50-60 Textiles and textile articles. Value and Quantity, latest 13 months	muh
1222	Export of goods, HS 61-67 Clothes, shoes, headwear. Value and Quantity, latest 13 months	muh
1225	Export of goods, HS 68-71 Articles of stone, plaster, cement, mica or similar materials. Value and Quantity, latest 13 months	muh
1227	Export of goods, HS 72-83 Base metals and articles of base metal. Value and Quantity, latest 13 months	muh
1229	Export of goods, HS 84 Non-electric machines. Value and Quantity, latest 13 months	muh
1231	Export of goods, HS 85 Electric motors and generators etc. Value and Quantity, latest 13 months	muh
1233	Export of goods, HS 86-89 Vehicles, aircraft, vessels and associated transport equipment. Value and Quantity, latest 13 months	muh
1235	Export of goods, HS 90-92 Optical, photographic, cinematographic and instruments. Value and Quantity, latest 13 months	muh
1237	Export of goods, HS 93-99 Arms and ammunition and div. products. Value and Quantity, latest 13 months	muh
1156	Import of goods, HS 30-38 Chemical products, others. Value and Quantity, latest 13 months	muh
1158	Import of goods, HS 39-43 Plastic, rubber, raw hides and skins, leather etc. Value and Quantity, latest 13 months	muh
1160	Import of goods, HS 44-49 Wood and articles of wood and and pulp of wood etc. Value and Quantity, latest 13 months	muh
1162	Import of goods, HS 50-60 Textiles and textile articles. Value and Quantity, latest 13 months	muh
1164	Import of goods, HS 61-67 Clothes, shoes, headwear. Value and Quantity, latest 13 months	muh
1166	Import of goods, HS 68-71 Articles of stone, plaster, cement, mica or similar materials. Value and Quantity, latest 13 months	muh
1168	Import of goods, HS 72-83 Base metals and articles of base metal. Value and Quantity, latest 13 months	muh
1170	Import of goods, HS 84 Non-electric machines. Value and Quantity, latest 13 months	muh
1172	Import of goods, HS 85 Electric motors and generators etc. Value and Quantity, latest 13 months	muh
1174	Import of goods, HS 86-89 Vehicles, aircraft, vessels and associated transport equipment. Value and Quantity, latest 13 months	muh
1176	Import of goods, HS 90-92 Optical, photographic, cinematographic and instruments. Value and Quantity, latest 13 months	muh
1178	Import of goods, HS 93-99 Arms and ammunition and div. products. Value and Quantity, latest 13 months	muh
1002	Population, by basic statistical unit - 01 stfold	folkemengde
1006	Population, by basic statistical unit - 02 Akershus	folkemengde
1010	Population, by basic statistical unit - 03 Oslo	folkemengde
1012	Population, by basic statistical unit - 04 Hedmark	folkemengde
1014	Population, by basic statistical unit - 05 Oppland	folkemengde
1016	Population, by basic statistical unit - 06 Buskerud	folkemengde
1018	Population, by basic statistical unit - 07 Vestfold	folkemengde
1020	Population, by basic statistical unit - 08 Telemark	folkemengde
1022	Population, by basic statistical unit - 09 Aust-Agder	folkemengde
1024	Population, by basic statistical unit - 10 Vest-Agder	folkemengde
1026	Population, by basic statistical unit - 11 Rogaland	folkemengde
1030	Population, by basic statistical unit - 12 Hordaland	folkemengde
1034	Population, by basic statistical unit - 14 Sogn og fjordane	folkemengde
1036	Population, by basic statistical unit - 15 Mre og Romsdal	folkemengde
1040	Population, by basic statistical unit - 16 Sr-Trndelag	folkemengde
1042	Population, by basic statistical unit - 17 Nord-Trndelag	folkemengde
1044	Population, by basic statistical unit - 18 Nordland	folkemengde
1048	Population, by basic statistical unit - 19 Troms	folkemengde
1050	Population, by basic statistical unit - 20 Finnmark	folkemengde
1052	Unemployment, seasonal adjusted (LFS). Latest 13 months	akumnd
1054	Empolyment and unemployment (LFS), by sex and age. 2006M02 - latest month	akumnd
1056	Construction cost index for detached houses of wood, by type of employment. 1978M01 - latest month	bkibol
1058	Construction cost index for multi dwelling houses, by type of employment. 1978M01 - latest month	bkibol
1060	House price index, by type of building and region. 1992Q1 - latest quarter	bpi
1062	House price index, by type of building and region. Latest 5 quarters	bpi
1064	Index of retail sales, by industry (NACE). 2000M01 - latest month	doi
1066	Index of retail sales, by industry (NACE), seasonal adjusted volume. Latest 5 quarters	doi
1068	Households, by type. Whole country, 2005 - latest year	familie
1070	Households, by type. Municipalities, latest 2 years	familie
1072	Households by type. Urban districts, latest 2 years	familie
1074	Population, by one-year age groups. Whole country, pr 1.1. latest year	folkemengde
1076	Population, by one-year age groups. Counties, pr 1.1. latest year	folkemengde
1078	Population, by sex and 5-year age groups. Municipalites, pr 1.1. latest year	folkemengde
1080	Population, by one-year age groups. Municipalites, pr 1.1. latest year	folkemengde
1082	Population, by sex and one-year age groups. Whole country, pr 1.1., 1986 - latest year	folkemengde
1084	Consumer Price Index - coicop divisions. 1979M01 - latest month	kpi
1086	Consumer Price Index - All-item-index. 1979M01 - latest month	kpi
1088	Consumer Price Index - All-item-index, monthly and 12 month change. Latest 2 months	kpi
1090	Consumer Price Index - sub-groups 1. 1979M01 - latest month	kpi
1092	Consumer Price Index - coicop groups. 1979M01 - latest month	kpi
1094	Consumer Price Index - sub-groups2. 1979M01 - latest month	kpi
1096	Consumer Price Index - items and itemgroups, index. 1979M01 - latest month	kpi
1098	Consumer Price Index, weights sub-group 1. 1979M01 - latest month	kpi
1100	Consumer Price Index for goods and services by delivery sector, 1979M01 - latest month	kpi
1102	Population changes. Counties, latest quarter	folkendrkv
56957	Households, by size of after tax income. Municipalities, 2006 - latest year	inntgeo
65962	Transfers of holiday properties, by number and purchase price. Municipalities, 1992 - latest year	eiendomsoms
65965	Transfers of holiday properties, by number and purchase price. Counties, 1992 - latest year	eiendomsoms
85430	Area of land and fresh water (km). Municipalities, latest year	arealdekke
85432	Education level. Persons 16 years and older, by sex. Percent. Municipalities, 1970 - latest year	utniv
85434	Education level. Persons 16 years and older, by sex. Municipalities, 1970 - latest year	utniv
85436	Population projections, by sex and 5-years groups, Variant MMMM. Counties, 2014-2040	folkfram
85438	Population projections, by sex and 5-years groups, in 9 variants. The whole country, 2014 - 2040	folkfram
85440	Persons 18 years and over, by cohabiting arrangements. Percentage living/not living as couples. Municipalities, 2005 - latest year	familie
65587	Transfers of dwelling properties, by number and purchase price. Counties, 2008Q1 - latest quarter	eiendomsoms
85771	Population projections, by sex and functional age groups, variant MMMM. Municipalities 2014 - 2040	folkfram
85773	Population projections, by sex and functional age groups, alternative MMMM. Urban districts in oslo	folkfram
95177	Utility floor space other than in dwellings, by industry. Whole country, preliminary figures, 2012M01 - latest month	byggeareal
95272	Hotels and similar establishments. Open establishments, beds and rooms. Whole country, 1985M01 - latest month	overnatting
95274	Hotels and similar establishments. Utilisation and sales per room. Counties, 1985M01 - latest month	overnatting
95276	Hotels and similar establishments. Utilisation and sales per room. Whole country, 1985M01 - latest month	overnatting
95279	Hotels and similar establishments. Guest nights, by nationality of the guests. Whole country, 1985 - latest month	overnatting
95281	Hotels and similar establishments. Guest nights, by purpose of the accommodation. Counties, 1986M01 - latest month	overnatting
97445	Offences reported to the police, by category of offence. Total, 2007 - latest year	lovbrudda
27002	Index of production. Totals, 1990M01 - latest month	pii
34640	Import of goods, by commodity group (two-digit SITC), value and quantity. 1988 - latest year	muh
34642	Export of goods, by commodity group (two- digit SITC), value and quantity. 1988 - latest year	muh
48657	Immigrants and Norwegian-born to immigrant parents, by sex and country background. Municipalities, 1970 - latest year	innvbef
49656	Main entries from the tax assessment. Residents, by age. Average (NOK). Whole country, 1999 - latest year	selvangivelse
95175	Utility floor space other than in dwellings, by industry. Counties, preliminary figures, 2012M01 - latest month	byggeareal
112175	General government. Total expenditure, by sector and function, 1996 - latest year	offinnut
25138	Prices per square meter for used and new detached houses. Counties, 1999 - latest year	kvadenebol
25151	Prices per square meter for used and new detached houses. Whole country, 1999 - latest year	kvadenebol
34254	Import of goods, by commodity group (one-digit SITC), value and quantity. 1988 - latest year	muh
34256	Export of goods, by commodity group (one-digit SITC), value and quantity. 1988 - latest year	muh
49678	Income after taxes, by type of household. Number of households and median. Municipalities, 2005 - latest year	inntgeo
59012	National accounts. Final expenditure and gross domestic product. 1978Q1 - latest quarter	knr
59322	Population, by sex and age. 1846 - latest year	folkemengde
61819	R&D personnel, R&D man-years and R&D expenditure. Current and fixed prices. 1970 - latest year	foun
85699	Population, by sex and functional age groups. Municipalities, per 1.1.1986 - latest year	folkemengde
44624	Employed persons, by place of residence, place of work, industry division, sex and age. Counties, per 4th quarter, 2008 - latest year	regsys
44631	Employed persons, by place of residence, place of work, industry division, sex and age. Whole country, per 4th quarter, 2008 - latest year	regsys
48648	Immigrants, by country background (world region) and sex. Counties, 1970 - latest year	innvbef
48651	Immigrants, by country background (world region) and sex. Whole country, 1970 - latest year	innvbef
86813	Persons 18 years and over, by cohabiting arrangements. Percentage living/not living as couples. Whole country, 2005 - latest year	familie
95146	Dwellings and utility floor space in dwellings. Whole country, preliminary figures, 1993M01 - latest month	byggeareal
26426	Producer price index for oil and gas, manufacturing, mining and electricity. Totals, 2000M01 - lastest month	ppi
26433	Producer price index for oil and gas, manufacturing, mining and electricity, by commodity type. 2000M01 - latest month	ppi
27263	Producer price index. Oil and gas extraction, manufacturing, mining and quarrying and electricity, gas and steam supply. Manufacturing, 2000M1 - latest month	ppi
29843	Index of production, by industry. 1990M01 - latest month	pii
44574	Employed persons, by plase of residence, place of work, industry division, sex and age. Municipalities, per 4th quarter latest year	regsys
45590	Consumer price index - CPI and CPI-ATE seasonally-adjusted. 1985M01 - latest month	kpi
49619	Main entries from the tax assessment. Residents, by age. Average (NOK). Urban districts, 2005 - latest year	selvangivelse
58962	External trade in goods, main figures. 1980M01 - latest month	muh
62264	Credit indicator C2. Gross domestic debt, by credit source and borrower and broken down by NOK and foreign exchange. 1987M12 - latest month	k2
74676	Transfers of dwelling properties, by number and purchase price. Counties, 1992 - latest year	eiendomsoms
82677	Price index of first-hand domestic sales, by market. Totals, 2001M01 - latest month	pif
82679	Price index of first-hand domestic sales, by market. SITC Divisions, 2001M01 - latest month	pif
95265	Bankruptcies, forced sales and registered execution proceedings. 1995M01 - latest month	konkurs
96304	Immigrants by immigration background/foreign background, by sex. Counties 1970 - latest year	innvbef
96307	Immigrants, by sex. Municipalities, 1970 - latest year	innvbef
104857	07459: Population, by sex. Municipalities pr 1.1. 1986 latest year	folkemengde
130297	Consumer Price Index, CPI-AT and CPI-ATE for goods and services, by delivery sectors. 2002M12 - latest month	kpi
18703	General government - Norway. Total expenditure, by function	offinnut
26025	Dwellings and utility floor space in dwellings. Counties, preliminary figures, 1993M01 - latest month	byggeareal
26158	Price index for new detached houses, whole country. 1989Q1 - latest quarter	enebolig
26940	Average monthly rents and annual rents per sqm, by price zone and type of landlord. 2012 - latest year	lmu
26944	Construction cost index for residential buildings, by type of employment. 1978M01 - latest month	bkibol
26975	Population. Municipalities, pr. 1.1., 1986 - latest year	folkemengde
26952	Index of production, by main industrial grouping. 1990M01 - latest month	pii
49577	Population 1 January and population changes during the calendar year. Municipalities, 1951 - latest year	folkendrhist
49623	Population 1 January and population changes during the calendar year. Counties, 1951 - siste r	folkendrhist
49626	Population 1 January and population changes during the calendar year. Whole country, 1951 - latest year	folkendrhist
59022	National accounts. Final expenditure and gross domestic product. Constant prices 1978Q1 - latest quarter	knr
65195	Population, by sex and age. 1846 - latest year	folkemengde
82647	Price index of first-hand domestic sales, by market. Sub-groups, 2001M01 - latest month	pif
95134	Consumer Price Index for goods and services, by delivery sectors. 1979 - latest year	kpi
96328	Immigrants and Norwegian - born to immigrant parents, by sex. Municipalities, 1970 - latest year	innvbef
131613	Population projections, by sex, age, immigration category and country background, variant MMMM, 2014 - 2100	folkfram
25156	Prices per square meter for used and new detached houses. Larger cities, 1999 - latest year	kvadenebol
48639	Immigrants and Norwegian-born to immigrant parents, by sex and country background. Counties, 1970 - latest year	innvbef
62266	Credit indicator C3. General public total gross debt, by credit source and industry. 1985M12 - latest month	k3
49607	Main entries from the tax assessment. Residents, by age. Average (NOK). Municipalities, 1999 - latest year	selvangivelse
62495	Bankruptcies, by industry and legal form. 2006K1 - latest quarter	konkurs
48670	Immigrants and Norwegian-born to immigrant parents, by sex and country background. Whole country, 1970 - latest year	innvbef
49613	Main entries from the tax assessment. Residents, by age. Average (NOK). Counties, 1999 - latest year	selvangivelse
66000	Bankruptcies, by industry and legal form. Municipalities, latest five quarters	konkurs
85450	Persons 18 years and over, by cohabiting arrangements. Percentage living/not living as couples. Urban districts, 2005 - latest year	familie
85452	Education level. Persons 16 years and older, by sex. Counties, 1970 - latest year	utniv
85454	Education level. Persons 16 years and older, by sex. The whole country, 1970 - latest year	utniv
85456	Population projections, by sex and 1-year age groups, in 9 variants. The whole country, 2014 - 2040	folkfram
97611	Households, by size of after tax income. Counties, 2006 - latest year	inntgeo
97614	Offences reported to the police, by type of offence. Total, 2007 - latest year	lovbrudda
100145	Employed persons per q4 by sex and age (per cent). Municipalities, 2005 - latest year	regsys
48644	Immigrants, by country background (world region) and sex. Municipalities, 1970 - latest year	innvbef
56900	Income after taxes, by type of household. Number of households and median. Whole country, 2005 - latest year	inntgeo
56928	Income after taxes, by type of household. Number of households and median. Urban districts, 2005 - latest year	inntgeo
62249	Credit indicator C2. General public gross domestic debt, by selected currencies. 1985M12 - latest month	k2
65604	Transfers of dwelling properties, by number and purchase price. Municipalities, 1992 - latest year	eiendomsoms
81190	Offences reported to the police, selected groups of offence and scene of crime. Counties, 2007 - latest year	lovbrudda
65608	Transfers of holiday properties, by number and purchase price. Counties, 2001Q1 - latest quarter	eiendomsoms
81192	Offences reported to the police, by category of offence and scene of crime. Counties, 2007 - latest year	lovbrudda
81194	Offences reported to the police, by selected groups of offence and scene of crime. Municipalities, 2007 - latest year	lovbrudda
81196	Offences reported to the police, by category of offence and scene of crime. Municipalities, 2007 - latest year	lovbrudda
95268	Hotels and similar establishments. Open establishments, beds and rooms. Counties, 1985M01 - latest month	overnatting
95293	Hotels and similar establishments. Guest nights, by purpose of the accommodation. Whole country, 1986M01 - latest month	overnatting
97435	Households, by size of after tax income. Whole country, 2006 - latest year	inntgeo
102811	Life tables, by sex and age. Whole country, 1966 - latest year	dode

Scb Rest Flows

2015-08-03T00:00:00+00:00

Statistics Sweden (SCB) REST Flows

ID	Title	Path
LonArb07Privat	Average hourly earnings of manual workers in the private sector (KLP) by industrial classification SNI2007 and overtime pay. Month 2008M01 - 2015M05	AM/AM0101/AM0101A
LonTjanst07Privat	Average monthly salary of non-manual workers in the private sector (KLP) by industrial classification SNI2007 and variable supplements. Month 2008M01 - 2015M05	AM/AM0101/AM0101B
LonTjanstPrivat	Average monthly salary of non-manual workers in the private sector (KLP) by industrial classification SNI2002 and variable supplements (no update). Month 1996M01 - 2008M12	AM/AM0101/AM0101C
LonArbPrivat	Average hourly earnings of manual workers in the private sector (KLP) by industrial classification SNI2002 and overtime pay (no update). Month 1996M01 - 2008M12	AM/AM0101/AM0101C
KLStabell14LpMan	Average monthly salary for monthly paid and number of employees in the governmental sector (KLS) by authority, sex and full-/ part-time. Month 2010M01 - 2015M05	AM/AM0102/AM0102A
KLStab352007LpMan	Average monthly salary for monthly paid and number of employees in the governmental sector (KLS) by industry sector (SNI2007), sex and full-/part-time. Month 2010M01 - 2015M05	AM/AM0102/AM0102A
KLStab352007	Average monthly salary and number of employees in the governmental sector (KLS) by industry sector (SNI2007), sex and full-/part-time. Month 2009M01 - 2011M12	AM/AM0102/AM0102B
KLStab35	Average monthly salary and number of employees in the governmental sector (KLS) by industry sector (SNI92), sex and full-/part-time. Month 2000M01 - 2008M12	AM/AM0102/AM0102B
KLStabell14	Average monthly salary and number of employees in the governmental sector (KLS) by authority, sex and full-/part-time. Month 2000M01 - 2011M12	AM/AM0102/AM0102B
SLP9a07	Average hourly pay, manual workers private sector (SLP) by pay element by industry SNI 2007, type of working time and sex. Year 2008 - 2014	AM/AM0103/AM0103A
SLP9aKI07	Average hourly pay and confidence interval, manual workers private sector (SLP) by region, occupational group (SSYK) and sex. Year 2008 - 2014	AM/AM0103/AM0103A
SLP7a2	Average hourly pay, pay dispersion etc., manual workers private sector (SLP) by educational orientation SUN 2000 and sex. Year 2001 - 2014	AM/AM0103/AM0103B
SLP8a07	Average hourly pay, pay dispersion etc., manual workers private sector (SLP) by industry SNI 2007, educational level (SUN96) and sex. Year 2008 - 2014	AM/AM0103/AM0103B
SLP11a	Average hourly pay and real pay development in the mining and manufacturing industries, manual workers private sector (SLP) by sex. Year 1952 - 2013	AM/AM0103/AM0103D
SLP1a	Average hourly pay, manual workers private sector (SLP) by region, occupational group (SSYK) and sex. Year 2000 - 2013	AM/AM0103/AM0103E
SLP2a	Average hourly pay, pay dispersion etc., Average hourly pay, manual workers private sector (SLP) by, occupational group (SSYK) and sex. Year 2000 - 2013	AM/AM0103/AM0103E
SLP3a	Average hourly pay, manual workers private sector (SLP) by, occupational group (SSYK) age and sex. Year 2000 - 2013	AM/AM0103/AM0103E
SLP2aSSYK4	Average hourly pay, pay dispersion etc., manual workers private sector (SLP) by region, occupational group (SSYK) and sex. Year 2007 - 2013	AM/AM0103/AM0103E
SLP1aSSYK4	Average hourly pay, manual workers private sector (SLP) by region, occupation (4-digit SSYK) and sex. Year 2007 - 2013	AM/AM0103/AM0103E
SLP3aSSYK4	Average hourly pay, manual workers private sector (SLP) by occupation (4-digit SSYK) and sex. Year 2007 - 2013	AM/AM0103/AM0103E
SLP7t2	Average monthly pay, pay dispersion etc., non-manual workers private sector (SLP) by educational orientation SUN 2000 and sex. Year 2001 - 2014	AM/AM0103/AM0103G
SLP8t07	Average monthly pay, pay dispersion etc., non-manual workers private sector (SLP) by industry SNI 2007, educational level (SUN96) and sex. Year 2008 - 2014	AM/AM0103/AM0103G
SLP11t	Average monthly pay, (total pay) and real pay development in the mining and manufacturing industries, full-time employees, non-manual workers private sector (SLP) by sex. Year 1947 - 2013	AM/AM0103/AM0103I
SLP1t	Average monthly pay, non-manual workers private sector (SLP) by region, occupational group (SSYK) and sex. Year 2000 - 2013	AM/AM0103/AM0103J
SLP2t	Average monthly pay, pay dispersion etc., non-manual workers private sector (SLP) by occupational group (SSYK) and sex. Year 2000 - 2013	AM/AM0103/AM0103J
SLP3t	Average monthly pay, non-manual workers private sector (SLP) by occupational group (SSYK) age and sex. Year 2000 - 2013	AM/AM0103/AM0103J
SLP2tSSYK4	Average monthly pay, pay dispersion etc., non-manual workers private sector (SLP) by occupation (4-digit SSYK) and sex. Year 2007 - 2013	AM/AM0103/AM0103J
SLP1tSSYK4	Average monthly pay, non-manual workers private sector (SLP) by region, occupation (4-digit SSYK) and sex. Year 2007 - 2013	AM/AM0103/AM0103J
SLP3tSSYK4	Average monthly pay, non-manual workers private sector (SLP) by occupation (4-digit SSYK), age and sex. Year 2007 - 2013	AM/AM0103/AM0103J
SLP9t07	Average monthly pay, non-manual workers private sector (SLP) by industry SNI 2007, type of employment form, occupational area (SSYK) and sex. Year 2008 - 2013	AM/AM0103/AM0103J
StatligUtbildning	Average monthly salary, salary dispersion etc. in the central government sector by field of education, level of education and sex. Year 2001 - 2014	AM/AM0104/AM0104A
Statlig16gA	Employees in the governmental-, municipal-, county council sector and the Church of Sweden by sector and sex. Year 1995 - 2014	AM/AM0104/AM0104C
Statlig13g	Number of employees, new appointments and resignations/retirements in the central government sector by extent of employment, age and sex. Year 2000 - 2013	AM/AM0104/AM0104D
Statlig1g	Average monthly salary in the central government sector by county, occupation and sex. Old table, not updated. Year 2000 - 2003	AM/AM0104/AM0104D
Statlig2g	Average monthly salary, salary dispersion etc. in the central government sector by occupation and sex. Old table, not updated. Year 2000 - 2003	AM/AM0104/AM0104D
Statlig3g	Average monthly salary and basic salary in the central government sector by occupation, age and sex. Old table, not updated. Year 2000 - 2003	AM/AM0104/AM0104D
Statlig4g	Average monthly salary and basic salary in the central government sector by region (NUTS2), occupation and sex. Old table, not updated. Year 2000 - 2003	AM/AM0104/AM0104D
Statlig10g	Employees in the central government sector by region, extent of employment and sex. Year 2000 - 2013	AM/AM0104/AM0104D
Statlig6g	Employees in the central government sector by monthly salary interval in SEK, sex and age. Year 2000 - 2011	AM/AM0104/AM0104D
Statlig1gSSYK4	Average monthly salary in the central government sector by county, occupation and sex. Year 2004 - 2013	AM/AM0104/AM0104D
Statlig12g	Employees in the public sector (governmental, county council-, municipal-, other public sectors and the Church of Sweden) by sector and sex. Year 1992 - 2013	AM/AM0104/AM0104D
Statlig2gSSYK4	Average monthly salary, salary dispersion etc. in the central government sector by occupation and sex. Year 2004 - 2013	AM/AM0104/AM0104D
Statlig3gSSYK4	Average monthly salary and basic salary in the central government sector by occupation, age and sex. Year 2004 - 2013	AM/AM0104/AM0104D
Statlig4gSSYK4	Average monthly salary and basic salary in the central government sector by region (NUTS2), occupation and sex. Year 2004 - 2013	AM/AM0104/AM0104D
Landsting9g	Average monthly salary in the county councils by activity, agreed rate of employment and sex. Year 2000 - 2014	AM/AM0105/AM0105A
Landsting10g	Average monthly salary in th county councils by activity, extent of employment and sex. Year 2000 - 2014	AM/AM0105/AM0105A
Landsting16gA	Employees in the governmental-, municipal-, county council sector and the Church of Sweden by sector and sex. Year 1995 - 2014	AM/AM0105/AM0105C
Landsting1g	Average monthly salary in the county councils by county council, occupation and sex. Year 2000 - 2008	AM/AM0105/AM0105D
Landsting2g	Average monthly salary and salary dispersion in SEK in the county councils by occupation and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting4n	Average monthly salary and basic salary in the county councils by region (NUTS1, 2008), occupation and sex. Year 2009 - 2013	AM/AM0105/AM0105D
Landsting3g	Average monthly salary and basic salary in the county councils by occupation, age and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting4g	Average monthly salary and basic salary in the county councils by region (NUTS2), occupation and sex. Year 2000 - 2008	AM/AM0105/AM0105D
LandstingsKommunal1	Average monthly salary in the county councils by occupation and sex. Year 1999 - 1999	AM/AM0105/AM0105D
Landsting6g	Employees in the county councils by monthly salary interval in SEK, sex and age. Year 2000 - 2010	AM/AM0105/AM0105D
Landsting7g	Employees in the county councils by montly salar interval, occupation and sex. Year 2000 - 2010	AM/AM0105/AM0105D
LandstingsKommunal10	Average basic salary in the county councils by occupation, sex and age. Year 1999 - 1999	AM/AM0105/AM0105D
Landsting16g	Employees in the county council-, municipal- , governmental, - other public sectors and the Church of Sweden by sector and sex. Year 1992 - 2013	AM/AM0105/AM0105D
Landsting15g	Employees, new appointments and resignations/retirements in the county councils by agreed rate of employment, age and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting11g	Employees in the county councils by activity, agreed rate of employment and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting12g	Employees in the county councils by activity, extent of employment and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting13g	Employees in the county councils by county council, activity and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Landsting14g	Employees in the county councils by county council, extent of employment and sex. Year 2000 - 2013	AM/AM0105/AM0105D
Kommun17g	Average monthly salary in the primary municipalities by municipality and sex. Year 2007 - 2014	AM/AM0106/AM0106A
Kommunutb	Average monthly salary, salary dispersion etc. in the primary municipalities by field of education, level of education and sex. Year 2001 - 2014	AM/AM0106/AM0106A
Kommun10g	Average monthly salary in the primary municipalities by activity, extent of employment and sex. Year 2000 - 2014	AM/AM0106/AM0106A
Kommun9gNy	Average monthly salary in the primary municipalities by activity, agreed rate of employment and sex. Year 2012 - 2014	AM/AM0106/AM0106A
Kommun16gA	Employees in the governmental-, municipal-, county council sector and the Church of Sweden by sector and sex. Year 1995 - 2014	AM/AM0106/AM0106C
Kommun11gNy	Employees in the primary municipalities by activity, agreed rate of employment and sex. Year 2012 - 2013	AM/AM0106/AM0106D
Kommun13g	Employees in the primary municipalities by region, extent of employment and sex. Year 2000 - 2003	AM/AM0106/AM0106D
Kommun15g	Number of employees, new appointments and resignations/retirements in the primary municipalities by extent of employment, age and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun6g	Employees in the primary municipalities by monthly salary interval, sex and age. Year 2000 - 2010	AM/AM0106/AM0106D
Kommun11g	Employees in the primary municipalities by activity, type of appointment and sex. Year 2000 - 2011	AM/AM0106/AM0106D
Kommun12g	Employees in the primary municipalities by activity, extent of employment and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun14g	Employees in the primary municipalities by region, activity and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun16g	Employees in the governmental-, municipal-, county council-, other public sector and the Church of Sweden by sector and sex. Year 1992 - 2013	AM/AM0106/AM0106D
Kommun7g	Employees in the primary municipalities by monthly salary interval, occupation (major group) and sex. Year 2000 - 2010	AM/AM0106/AM0106D
Kommun1g	Average monthly salary in the primary municipalities by county, occupation and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun4g	Average monthly salary and basic salary in the primary municipalities by region (NUTS2), occupation and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun3g	Average monthly salary and basic salary in the primary municipalities by occupation, age and sex. Year 2000 - 2013	AM/AM0106/AM0106D
Kommun2g	Average monthly salary, salary dispersion etc. in the primary municipalities by occupation and sex. Year 2000 - 2013	AM/AM0106/AM0106D
PrimKommunal1	Average monthly salary in the primary municipalities by occupation and sex. Year 1999 - 1999	AM/AM0106/AM0106D
Kommun9g	Average monthly salary in the primary municipalities by activity, type of appointment and sex. Year 2000 - 2011	AM/AM0106/AM0106D
KLKtabell4	Average monthly salary in the municipalities (KLK). Month 1999M01 - 2015M05	AM/AM0108
KLLtabell4	Average monthly salary in the county councils (KLL). Month 1999M01 - 2015M05	AM/AM0109
LonStandVagdYrk4	Womens salary as a percentage of mens salary, standard weighted and unweighted, by occupation (SSYK). Year 2005 - 2013	AM/AM0110/AM0110A
LonYrkeRegion4	Average basic salary, monthly salary and womens salary as a percentage of mens salary by region, sector, occupation (SSYK) and sex. Year 2005 - 2013	AM/AM0110/AM0110A
LoneSpridSektorYrk4	Average salary and salary dispersion by sector, occupation (SSYK) and sex. Year 2005 - 2013	AM/AM0110/AM0110A
LonYrkeAlder4	Average basic salary, monthly salary and womens salary as a percentage of mens salary by sector, occupation (SSYK) , sex and age. Year 2005 - 2013	AM/AM0110/AM0110A
LonYrkeUtbildning4	Average basic salary, monthly salary and womens salary as a percentage of mens salary by sector, occupation (SSYK), sex and educational level (SUN). Year 2005 - 2013	AM/AM0110/AM0110A
LonStandVagdYrk	Womens salary as a percentage of mens salary, standard weighted and unweighted, by occupational group (SSYK). Year 2004 - 2013	AM/AM0110/AM0110B
LonYrkeRegion	Average basic salary, monthly salary and womens salary as a percentage of mens salary by region, sector, occupational group (SSYK) and sex. Year 2003 - 2013	AM/AM0110/AM0110B
LoneSpridSektorYrk	Average salary and salary dispersion by sector, occupational group (SSYK) and sex. Year 2004 - 2013	AM/AM0110/AM0110B
LonYrkeAlder	Average basic salary, monthly salary and womens salary as a percentage of mens salary by sector, occupational group (SSYK) , sex and age. Year 2004 - 2013	AM/AM0110/AM0110B
LonYrkeUtbildning	Average basic salary, monthly salary and womens salary as a percentage of mens salary by sector, occupational group (SSYK), sex and educational level (SUN). Year 2003 - 2013	AM/AM0110/AM0110B
LCIArbKv	Labour Cost Index, manual workers, private sector (LCI man), NACE Rev. 2. Quarterly 2008K1 - 2015K1	AM/AM0114
LCItjmKv	Labour Cost Index , non-manual workers, private sector (LCI non-man), NACE Rev. 2. Quarterly 2008K1 - 2015K1	AM/AM0114
WAGArbKv	Labour Cost Index, manual workers, private sector (WAG man), NACE Rev. 2. Quarterly 2008k1 - 2015K1	AM/AM0114
WAGtjmKv	Labour Cost Index , non-manual workers, private sector (WAG non-man), NACE Rev. 2. Quarterly 2008K1 - 2015K1	AM/AM0114
KSPAnstallda	Number of employees, private sector by industry. Quarter 1993K1 - 2008K4	AM/AM0201/AM0201A
KSAnstSNI2007Kv	Number of employees, private sector, index 2000Q1=100, by industry SNI2007. Quarter 2000K1 - 2015K1	AM/AM0201/AM0201A
LAPSKvSNI2007	Gross pay, payroll taxes and preliminary tax withheld by employers, by industry NACE Rev. 2, for the private sector. Quarter 2013K1 - 2015K1	AM/AM0206/AM0206A
LAPSKvGr07	Gross pay, payroll taxes and preliminary tax withheld by employers, by industry (aggr. level), for the private sector. Quarter 2009K1 - 2015K1	AM/AM0206/AM0206A
LAPSSektorKv	Gross pay, payroll taxes and preliminary tax from employers monthly tax returns, by sector. Quarter 2005K1 - 2015K1	AM/AM0206/AM0206A
LAPSKv	Gross pay, payroll taxes and preliminary tax from employers monthly tax returns, by industry for the private sector. Quarter 2000K1 - 2008K4	AM/AM0206/AM0206C
AMPAK2	Population 16+ years (RAMS) by region, employment, age and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207A
RAMSBefSyssFOIaAldR	Population 16+ years (RAMS) at national level, employment, country of birth, latest year of immigration, age and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207A
RAMSBefSyssMbAldR	Population 16+ years (RAMS) at national level, employment, country of citizenship, age and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207A
AMPAK4	Gainfully employed 16+ years by region of residence (RAMS), by region, industry SNI92 and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207B
RAMSNSektAldK	Gainfully employed 16+ years by region of residence (RAMS), by region, sector, age and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207B
RAMSNSNIFoR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI92, country of birth and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207B
RAMSNSNIMbR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI92, country of citizenship and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207B
RAMSNSNIYrkstAldR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI92, status in employment and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207B
AMPAK3	Gainfully employed 16+ years by region of work (RAMS), by region, industry SNI92 and sex. 1993-2003 1990 - 2003	AM/AM0207/AM0207C
RAMSDSektAldK	Gainfully employed 16+ years by region of work (RAMS), by region, sector, age and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207C
RAMSDSNIUtbnStorlkR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI92, level of education, size class of the local unit and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207C
RAMSDSNIYrkstAldR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI92 (43 study domains), status in employment, age and sex. Year 1993 - 2003	AM/AM0207/AM0207C
RAMSDSNIYrkstUtbnR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI92 ,status in employment, level of education and sex. 1993-2003 1993 - 2003	AM/AM0207/AM0207C
AMPAK1	Population 16+ years (RSYS) by region, employment, age and sex. 1985-1993 1985 - 1993	AM/AM0207/AM0207E
BefSyssAldKonK	Population 16+ years (RAMS) by region, employment, age and sex. Year 2004 - 2013	AM/AM0207/AM0207H
BefSyssMbAldR	Population 16+ yeras (RAMS) at national level, employment, country of citizenship, age and sex. Year 2004 - 2013	AM/AM0207/AM0207H
BefSyssFoIaAldR	Population 16+ years (RAMS) at national level, employment, country of birth, latest year of immigration, age and sex. Year 2004 - 2013	AM/AM0207/AM0207H
NattSNIKonK	Gainfully employed 16+ years by region of residence (RAMS), by region, industry SNI2002 and sex. Year 2004 - 2007	AM/AM0207/AM0207J
NattSektAldK	Gainfully employed 16+ years by region of residence (RAMS), by region, sector, age and sex. Year 2004 - 2013	AM/AM0207/AM0207J
NattSniFoR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2002, country of birth and sex. Year 2004 - 2007	AM/AM0207/AM0207J
NattSniMbR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2002, country of citizenship and sex. Year 2004 - 2007	AM/AM0207/AM0207J
NattSNI07FoR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2007, country of birth and sex. Year 2008 - 2013	AM/AM0207/AM0207J
NattSniYrkstAldR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2002, status in employment, age and sex. Year 2004 - 2007	AM/AM0207/AM0207J
NattSNI07KonK	Gainfully employed 16+ years by region of residence (RAMS), by region, industry SNI2007 and sex. Year 2008 - 2013	AM/AM0207/AM0207J
NattSNI07MbR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2007, country of citizenship and sex. Year 2008 - 2013	AM/AM0207/AM0207J
NattSNI07YrkstAldR	Gainfully employed 16+ years by region of residence (RAMS), at national level, industry SNI2007, status in employment, age and sex. Year 2008 - 2013	AM/AM0207/AM0207J
DagSNIKonK	Gainfully employed 16+ years by region of work (RAMS), by region, industry SNI 2002 and sex. Year 2004 - 2007	AM/AM0207/AM0207K
DagSektAldK	Gainfully employed 16+ years by region of work (RAMS), by region, sector, age and sex. Year 2004 - 2013	AM/AM0207/AM0207K
DagSniUtbnStorlkR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2002, level of education, size class of the local unit and sex. Year 2004 - 2007	AM/AM0207/AM0207K
DagSniYrkstAldR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2002, status in employment, age and sex. Year 2004 - 2007	AM/AM0207/AM0207K
DagSNI07KonK	Gainfully employed 16+ years by region of work (RAMS), by region, industry SNI 2007 and sex. Year 2008 - 2013	AM/AM0207/AM0207K
DagSniYrkstUtbnR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2002 , status in employment, level of education and sex. Year 2004 - 2007	AM/AM0207/AM0207K
DagSNI07UtbnStorlkR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2007, level of education, size class of the local unit and sex. Year 2008 - 2013	AM/AM0207/AM0207K
DagSNI07YrkstAldR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2007, status in employment, age and sex. Year 2008 - 2013	AM/AM0207/AM0207K
DagSNI07YrkstUtbnR	Gainfully employed 16+ years by region of work (RAMS), at national level, industry SNI 2007, status in employment, level of education and sex. Year 2008 - 2013	AM/AM0207/AM0207K
AM0207PendlKomA9303	Gainfully employed commuters by municipality 16+ years by municipality of residence, municipality of work and sex. Year 1993-2003 1993 - 2003	AM/AM0207/AM0207L
AM0207PendlLanA9303	Gainfully employed commuters by county 16+ years by county of residence, county of work and sex. Year 1993-2003 1993 - 2003	AM/AM0207/AM0207L
PendlingK9303	Gainfully employed commuters, 16+ years , leaving or coming into the municipality, by municipality and sex. Year 1993-2003 1993 - 2003	AM/AM0207/AM0207L
PendlingL9303	Gainfully employed commuters, 16+ years , leaving or coming into the county, by county and sex. Year 1993-2003 1993 - 2003	AM/AM0207/AM0207L
AM0207PendlKomA04	Gainfully employed commuters by municipality 16+ years by municipality of residence, municipality of work and sex. Year 2004 - 2013	AM/AM0207/AM0207L
AM0207PendlLanA04	Gainfully employed commuters by county 16+ years by county of residence, county of work and sex. Year 2004 - 2013	AM/AM0207/AM0207L
PendlingK	Gainfully employed commuters, 16+ years , leaving or coming into the municipality, by municipality and sex 2004 - 2013	AM/AM0207/AM0207L
PendlingL	Gainfully employed commuters, 16+ years , leaving or coming into the county, by county and sex 2004 - 2013	AM/AM0207/AM0207L
YREG1	The population 16+ years by region, employment status, age and sex. Year 2001 - 2013	AM/AM0208/AM0208A
YREG2007	Employees 16-64 years at national level by occupation (3-digit SSYK 96), industry SNI2007 (aggr. level), age and sex. Year 2008 - 2013	AM/AM0208/AM0208B
YREG18	Employees 16-64 years at national level by occupation (3-digit SSYK 96), sector, age and sex. Year 2001 - 2013	AM/AM0208/AM0208B
YREG26	Employees 16-64 years at national level by occupation (3-digit SSYK 96), level of education SUN 2000, age and sex. Year 2001 - 2013	AM/AM0208/AM0208B
YREG27	Employees 16-64 years at national level by occupation (3-digit SSYK 96), orientation of education (SUN 2000), age and sex. Year 2001 - 2013	AM/AM0208/AM0208B
YREG41	Employees 16-64 years at national level by occupation (3-digit SSYK 96), size class of the local unit, industry SNI 2002 (aggr. level), and sex. Year 2007 - 2010	AM/AM0208/AM0208B
YREG4107	Employees 16-64 years at national level by occupation (3-digit SSYK 96), size class of the local unit, industry SNI2007 (aggr. level), and sex. Year 2008 - 2013	AM/AM0208/AM0208B
YREG20	Employees 16-64 years at national level by occupation (3-digit SSYK 96), industry SNI 2002 (aggr. level), age and sex. Year 2001 - 2010	AM/AM0208/AM0208B
YREG14	Employees 16-64 years by region of residence, occupation (3-digit SSYK 96), age and sex. Year 2001 - 2013	AM/AM0208/AM0208C
YREG16	Employees 16-64 years by region of work, occupation (3-digit SSYK 96), age and sex. Year 2001 - 2013	AM/AM0208/AM0208D
YREG33	Employees 16-64 years at national level by occupation (4-digit SSYK 96), sector and sex. Year 2005 - 2013	AM/AM0208/AM0208E
Yreg34	Employees 16-64 years at national level by occupation (4-digit SSYK 96), level of education SUN 2000, age and sex. Year 2005 - 2013	AM/AM0208/AM0208E
YREG35	Employees 16-64 years at national level by occupation (4-digit SSYK 96), orientation of education (SUN 2000), age and sex. Year 2005 - 2013	AM/AM0208/AM0208E
YREG40	Employees 16-64 years at national level by occupation (4-digit SSYK 96), industry SNI 2002 (aggr. level), age and sex. Year 2005 - 2010	AM/AM0208/AM0208E
YREG4007	Employees 16-64 years at national level by occupation (4-digit SSYK 96), industry SNI2007 (aggr. level), age and sex. Year 2008 - 2013	AM/AM0208/AM0208E
SjukloneperiodSekt	Number of sickperiods and sickdays per employee distributed by sex and sector. Quaterly 2006K1 - 2015K1	AM/AM0209
KSjuSNI2002	Number of sickdays and sickperiods distributed by sex and industrial classification SNI2002 (production-and service industry). Quaterly 2006K1 - 2009K1	AM/AM0209
AKITM07	Labour cost index for salaried employees in private sector (AKI), NACE rev. 2. Month 2008M01 - 2015M05	AM/AM0301/AM0301A
AKIAM07	Labour cost index for wage-earners in private sector (AKI), NACE rev. 2. Month 2008M01 - 2015M05	AM/AM0301/AM0301A
LOITK07	Index for direct salaries for salaried employees in private sector (LI), NACE rev. 2. Month 2008M01 - 2015M05	AM/AM0301/AM0301B
LOIAK07	Index for direct wages for wage-earners in private sector (LI), NACE rev. 2. Month 2008M01 - 2015M05	AM/AM0301/AM0301B
AKIIM	Labour cost index for wage-earners in mining, quarrying and manufacturing, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
LOIAK	Index for direct wages for wage-earners in private sector, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
LOITK	Index for direct salaries for salaried employees in private sector, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
AKIAM	Labour cost index for wage-earners in private sector, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
AKITM	Labour cost index for salaried employees in private sector, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
LOIIM	Index for direct wages for wage-earners in mining, quarrying and manufacturing, NACE rev. 1.1 1996M01 - 2008M12	AM/AM0301/AM0301C
SnabbStatAM0301	Labour cost index (AKI), percentage change from corresponding month last year. Month 2009M01 - 2015M05	AM/AM0301/AM0301S
NAKUBefolkningK	Population aged 15-74 (LFS) by sex, age and labour status. Quarter 2005K2 - 2015K2	AM/AM0401/AM0401A
NAKUBefolkningAr	Population aged 15-74 (LFS) by sex, age and labour status. Year 2005 - 2014	AM/AM0401/AM0401A
NAKUBefolkningM	Population aged 15-74 (LFS) by sex, age and labour status. Month 2005M04 - 2015M06	AM/AM0401/AM0401A
NAKUSysselAnkK	Employed persons aged 15-74 (LFS) by degree of attachment to the labour marke, sex and age. Quarter 2005K2 - 2015K2	AM/AM0401/AM0401I
NAKUSysselAnkAr	Employed persons aged 15-74 (LFS) by degree of attachment to the labour market, sex and age. Year 2005 - 2014	AM/AM0401/AM0401I
NAKUSysselAnkM	Employed persons aged 15-74 (LFS) by degree of attachment to the labour market, sex and age. Month 2005M04 - 2015M06	AM/AM0401/AM0401I
NAKUAnkSektTimK	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, by sector and sex. Quarter 2005K2 - 2015K2	AM/AM0401/AM0401S
NAKUAnkSNI07TimAr	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, industrial classification NACE Rev. 2 and sex. Year 2009 - 2014	AM/AM0401/AM0401S
NAKUAnkSNI07TimM	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, industrial classification NACE Rev. 2 and sex. Month 2009M01 - 2015M06	AM/AM0401/AM0401S
NAKUAnkSektTimAr	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, by sector and sex. Year 2005 - 2014	AM/AM0401/AM0401S
NAKUAnkSektTimM	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, sector and sex. Month 2005M04 - 2015M06	AM/AM0401/AM0401S
NAKUAnkSNI07TimK	Number of hours actually worked per week for persons aged 15-74 (LFS) by degree of attachment to the labour market, industrial classification NACE Rev. 2 and sex. Quarter 2009K1 - 2015K2	AM/AM0401/AM0401S
SnabbStatAM0401	Labour Force Surveys (LFS), population aged 15-74, by economic indicator. Non seasonally adjusted estimates. Month 2013M01 - 2015M06	AM/AM0401/AM0401T
SnabbStatAM0401S	Labour Force Surveys (LFS), population aged 15-74, by economic indicator. Smoothed and seasonally adjusted estimates. Month 2013M01 - 2015M06	AM/AM0401/AM0401T
SnabbStatAM0401D	Labour Force Surveys (LFS), population aged 15-74, by economic indicator. Seasonally adjusted estimates. Month 2013M01 - 2015M06	AM/AM0401/AM0401T
NAKUNEETBefolkningAr	Young people aged 15-34 (LFS) not in employment and not in any education and training (NEET) by sex and age. Year 2007 - 2014	AM/AM0401/AM0401U
NAKUNEETBefolkningK	Young people aged 15-34 (LFS) not in employment and not in any education and training (NEET) by sex and age. Quarter 2007K1 - 2015K2	AM/AM0401/AM0401U
NAKUNEETFoddaAr	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and Swedish/foreign born. Year 2007 - 2014	AM/AM0401/AM0401U
NAKUNEETFoddaK	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and Swedish/foreign born. Quarter 2007K1 - 2015K2	AM/AM0401/AM0401U
NAKUNEETErfarenhAr	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and previous experience of work, Year 2007 - 2014	AM/AM0401/AM0401U
NAKUNEETErfarenhK	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and previous experience of work, Quarter 2007K1 - 2015K2	AM/AM0401/AM0401U
NAKUNEETStatusAr	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and labour status. Year 2007 - 2014	AM/AM0401/AM0401U
NAKUNEETStatusK	Young people aged 15-24 (LFS) not in employment and not in any education and training (NEET) by sex and labour status. Quarter 2007K1 - 2015K2	AM/AM0401/AM0401U
KVLedVakRegBr07	Job openings and vacancies, private sector by region and industry Nace Rev 2, Quarter 2009K1 - 2015K1	AM/AM0701/AM0701A
KVLJVAKreg	Job openings and vacancies, private sector by region NUTS2, Quarter 2001K1 - 2015K1	AM/AM0701/AM0701A
KVLedigajobbVakans07	Job openings and vacancies, private sector by industry Nace Rev 2, Quarter 2009K1 - 2015K1	AM/AM0701/AM0701A
KVLedVakStor	Job openings and vacancies, private sector by number of employees, Quarter 2001K1 - 2015K1	AM/AM0701/AM0701A
KVRekochVakansgrad07	Recruitment and vacancy rate, private sector by industry Nace rev 2, Quarter 2009K1 - 2015K1	AM/AM0701/AM0701B
KVRekVakStor	Recruitment and vacancy rate, private sector by number of employees, Quarter 2002K2 - 2015K1	AM/AM0701/AM0701B
KVLJVAKgrreg	Recruitment and vacancy rate, private sector by region NUTS2, Quarter 2002K2 - 2015K1	AM/AM0701/AM0701B
KVRekVakgrRegBr07	Recruitment and vacancy rate, private sector by region and industry Nace rev 2, Quarter 2009K1 - 2015K1	AM/AM0701/AM0701B
KVRekTid07	Average recruitment time, in months, private sector by Nace rev 2, Quarter 2009K1 - 2015K1	AM/AM0701/AM0701C
KVRekReg	Average recruitment time, in months, private sector by region NUTS 2, Quarter 2003K3 - 2015K1	AM/AM0701/AM0701C
KVLedVakRegBr	Job openings and vacancies, private sector by region NUTS2 and industry Nace Rev 1.1, Quarter 2001K1 - 2008K4	AM/AM0701/AM0701D
KVRekTid	Average recruitment time, in months, private sector by Nace rev 1.1, Quarter 2003K3 - 2008K4	AM/AM0701/AM0701D
KVLedigajobbVakanser	Job openings and vacancies, private sector by industry Nace Rev 1.1, Quarter 2001K2 - 2008K4	AM/AM0701/AM0701D
KVRekochVakansgrad	Recruitment and vacancy rate, private sector by industry Nace rev 1.1, Quarter 2001K2 - 2008K4	AM/AM0701/AM0701D
KVRekVakgrRegBr	Recruitment and vacancy rate, private sector by region and industry Nace rev 1.1, Quarter 2003K1 - 2008K4	AM/AM0701/AM0701D
BE0001T04Ar	Newborns, first names normally used with at least 10 newborns with the same name, by year. Year 1998 - 2014	BE/BE0001
BE0001T04BAr	Newborns, first names normally used with at least 2 newborns with the same name. Year 2004 - 2014	BE/BE0001
BE0001T05AR	Newborns, the 10 and 100 most common first names normally used, by year. Year 1998 - 2014	BE/BE0001
BE0001T06AR	First names normally used, the 10 and 100 most common among persons registered on 31 December of each year. Year 1999 - 2014	BE/BE0001
BE0001T03Ar	Last names, the 10 and 100 most common last names among persons registered on 31 December of each year. Year 1980 - 2014	BE/BE0001
BE0001T07AR	First names, the 10 and 100 most common among persons registered on 31 December of each year. Year 1980 - 2014	BE/BE0001
BE0001T08AR	First names normally used by average age among persons registered on 31 December of each year. Year 2005 - 2014	BE/BE0001
BE0001F100	First names, the 100 most common for women and men 31 December 2014. Year of birth 1915 - 2014	BE/BE0001
BE0001T100	First names normally used, the 100 most common for women and men 31 December 2014. Year of birth 1915 - 2014	BE/BE0001
BE0001ENamn10	Last names with at least 10 bearers among persons registered on 31 December of each year. Year 1999 - 2014	BE/BE0001
BE0001TNamn10	First names normally used with at least 10 bearers among persons registered on 31 December of each year. Year 1999 - 2014	BE/BE0001
BE0001FNamn10	First names with at least 10 bearers among persons registered on 31 December of each year. Year 1999 - 2014	BE/BE0001
BefolkningNy	Population by region, marital status, age and sex. Year 1968 - 2014	BE/BE0101/BE0101A
FolkmangdNov	Population 1 November by region, age and sex. Year 2002 - 2014	BE/BE0101/BE0101A
FolkmangdSmaort	Population by smaller localities (places with 50-199 inhabitants). Every fifth year 1995 - 2010	BE/BE0101/BE0101A
FolkmangdTatort	Population by localities. Every fifth year 1990 - 2010	BE/BE0101/BE0101A
FolkmangdTatortH	Population by localities with older/changed names. Every fifth year 1960 - 1980	BE/BE0101/BE0101A
BefolkningMedelAlder	Average age of the population by region and sex. Year 1998 - 2014	BE/BE0101/BE0101B
BeftathetkvkmS	Population density per sq. km by smaller localities. Every fifth year 1995 - 2010	BE/BE0101/BE0101C
BeftathetkvkmT	Population density per sq. km by localities. Every fifth year 1990 - 2010	BE/BE0101/BE0101C
BefArealTathetKon	Population density per sq. km, population and land area by region and sex. Year 1991 - 2014	BE/BE0101/BE0101C
MedelfolkFodelsear	Mean population (by year of birth) by region, age and sex. Year 2006 - 2014	BE/BE0101/BE0101D
MedelfolkHandelse	Mean population by region, marital status, age and sex. Year 2006 - 2014	BE/BE0101/BE0101D
UtrikesFoddaTotNK	Foreign born persons by region, age in ten year groups and sex. Year 2001 - 2014	BE/BE0101/BE0101E
UtrikesFoddaR	Foreign-born persons in Sweden by country of birth, age and sex. Year 2000 - 2014	BE/BE0101/BE0101E
UtlmedbTotNK	Foreign citizens by region, age in ten year groups and sex. Year 1973 - 2014	BE/BE0101/BE0101F
UtlmedbR	Foreign citizens by country of citizenship, age and sex. Year 1973 - 2014	BE/BE0101/BE0101F
BefUtv1749	Population and population changes in Sweden. Year 1749 - 2014	BE/BE0101/BE0101G
FoddaK	Live births by region, sex and age of mother. Year 1968 - 2014	BE/BE0101/BE0101H
DodaFodelsearK	Deaths by region, age (the year of birth) and sex. Year 1968 - 2014	BE/BE0101/BE0101I
DodaHandelseK	Deaths by region, age (during the year) and sex. Year 1968 - 2014	BE/BE0101/BE0101I
MedellivslangdL	Life expectancy by county and sex 1966-1970 - 2010-2014	BE/BE0101/BE0101I
LivslangdEttariga	Life table by sex and age. Year 2002 - 2014	BE/BE0101/BE0101I
Flyttningar	Migration by region, age and sex. Year 1968-1996 1968 - 1996	BE/BE0101/BE0101J
Flyttningar97	Migration by region, age and sex. Year 1997- 1997 - 2014	BE/BE0101/BE0101J
ImmiEmiFod	Immigrations and emigrations by country of birth and sex. Year 2000 - 2014	BE/BE0101/BE0101J
ImmiEmiMedb	Immigrations and emigrations by country of citizenship and sex. Year 2000 - 2014	BE/BE0101/BE0101J
ImmiEmiFlytt	Immigrations and emigrations by country of emi-/immigration and sex. Year 2000 - 2014	BE/BE0101/BE0101J
CivilstandAndring	Newly married, divorced and widowed by region, marital status, age and sex. Year 2000 - 2014	BE/BE0101/BE0101L
MedborgarByteLandR	Number of persons in Sweden who have acquired Swedish citizenship by country of citizenship and sex. Year 2000 - 2014	BE/BE0101/BE0101N
MedborgarByteTotK	Number of persons who have acquired Swedish citizenship by region, country of citizenship and sex. Year 2000 - 2014	BE/BE0101/BE0101N
Partnerskap	Partnership by region, marital status and sex, Year 1998 - 2014	BE/BE0101/BE0101O
PartnerskapAndring	Changing in partnership by region, marital status and sex, Year 1995 - 2014	BE/BE0101/BE0101O
Asylsokande	Asylum-seekers in Sweden by country of citizenship and sex. Year 2002 - 2014	BE/BE0101/BE0101P
UtlSvBakgTotNK	Number of persons with foreign or Swedish background (rough division) by region, age in ten year groups and sex. Year 2002 - 2014	BE/BE0101/BE0101Q
UtlSvBakgTot	Number of persons with foreign or Swedish background (detailed division) by region, age in ten year groups and sex. Year 2002 - 2014	BE/BE0101/BE0101Q
HushallT06	Number of persons by household status, background and sex. Year 2011 - 2014	BE/BE0101/BE0101S
HushallT03	Number and percentage of persons and households by region and household size. Year 2011 - 2014	BE/BE0101/BE0101S
HushallT04kon	Number of persons by region, age, type of household, number of children and sex. Year 2011 - 2014	BE/BE0101/BE0101S
BefolkprognRev2015	Population by age and sex. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401A
BefProgOsiktDetalj15	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401A
BefPrognosOversikt15	Number of births, deaths, immigrants, emigrants and population size. Year 2015- 2110 2015 - 2110	BE/BE0401/BE0401A
BefProgFoddaMedel15	Number of births by mothers country of birth and age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401A
BefProgLivslangd2015	Life expectancy by sex and age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401A
BefolkprognRev2014	Population by age and sex. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj14	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401B
BefProgLivslangd2014	Life expectancy by sex and age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt14	Number of births, deaths, immigrants, emigrants and population size. Year 2014- 2110 2014 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel14	Number of births by mothers country of birth and age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401B
BefolkprognRev2013	Population by age and sex. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj13	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401B
BefProgLivslangd2013	Life expectancy by sex and age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt13	Number of births, deaths, immigrants, emigrants and population size. Year 2013- 2110 2013 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel13	Number of births by mothers country of birth and age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401B
BefolkprognRev2012	Population by age and sex. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj12	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401B
BefProgLivslangd2012	Life expectancy by sex and age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt12	Number of births, deaths, immigrants, emigrants and population size. Year 2012- 2110 2012 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel12	Number of births by mothers country of birth and age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401B
BefolkprognRev2010	Population by age and sex. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj10	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401B
BefProgLivslangd2010	Life expectancy by sex and age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt10	Number of births, deaths, immigrants, emigrants and population size. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel10	Number of births by mothers country of birth and age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401B
BefolkprognRev2009	Population by age and sex. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj09	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401B
BefPrognosLivslang09	Life expectancy by sex and age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt09	Number of births, deaths, immigrants, emigrants and population size. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel09	Number of births by mothers country of birth and age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401B
BefolkprognRev2008	Population by age and sex. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401B
BefProgOsiktDetalj	Population size, number of deaths, immigrants, emigrants and average population size by country of birth, sex and age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401B
BefPrognosOversikt	Number of births, deaths, immigrants, emigrants and population size. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401B
BefPrognosLivslangd	Life expectancy by sex and age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401B
BefProgFoddaMedel	Births and average population size (by year of birth) by country of birth and mothers age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401B
BefolkprognRev2007	Population size by age and sex. Year 2007-2050 2007 - 2050	BE/BE0401/BE0401B
PrognosLivslangd04	Life expectancy by sex and age based on the mortality assumption. Year 2007-2050 2007 - 2050	BE/BE0401/BE0401B
PrognosMigration04	Migration assumption by country of birth. Year 2007-2050 2007 - 2050	BE/BE0401/BE0401B
PrognosForandr04	Number of births, deaths, immigrants, emigrants and population size. Year 2007-2050 2007 - 2050	BE/BE0401/BE0401B
BefolkprognRev2006	Population size by age and sex. Year 2006-2050 2006 - 2050	BE/BE0401/BE0401B
BefolkprognRev4	Population size by age and sex. Year 2005-2050 2004 - 2050	BE/BE0401/BE0401B
BefolkprognRev3	Population size by age and sex. Year 2004-2050 2003 - 2050	BE/BE0401/BE0401B
BefolkprognRev2	Population size by age and sex. Year 2003-2050 2002 - 2050	BE/BE0401/BE0401B
Befolkprogn2002	Population size by age and sex. Year 2002-2050 2001 - 2050	BE/BE0401/BE0401B
BefolkprognRev1	Population size by age and sex. Year 2001-2050 2000 - 2050	BE/BE0401/BE0401B
Befolkprogn	Population size by age and sex. Year 2000-2050 1999 - 2050	BE/BE0401/BE0401B
BefPrognRev2009Alt	Population size by age, sex, country of birth and alternative assumptions. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401C
PrognForandr2006Alt	Number of births, deaths, migration, population and fertility under different alternatives. Year 2006-2050 2006 - 2050	BE/BE0401/BE0401C
PrognForandr2012Alt	Number of births, deaths, migration, population and fertility under different alternatives. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401C
PrognLivsl2009Alt	Life expectancy by sex and alternative assumption. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401C
PrognForandr2009Alt	Number of births, deaths, migration, population and fertility under different alternatives. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401C
PrognLivsl2006Alt	Life expectancy by sex and alternative assumption. Year 2006 - 2050	BE/BE0401/BE0401C
PrognLivsl2012Alt	Life expectancy by sex and alternative assumption. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401C
BefPrognRev2006Alt	Population size by age, sex, country of birth (born in Sweden or abroad) and alternative assumptions. Year 2006 - 2050	BE/BE0401/BE0401C
BefPrognRev2012Alt	Population size by age, sex, country of birth and alternative assumptions. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401C
BefProgDodstal15	Death rate by sex and age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401D
BefProgFruktTot15	Fertility assumption. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401D
BefProgFruktFodLGr15	Fertility assumption by mothers country of birth (grouped). Year 2015-2110 2015 - 2110	BE/BE0401/BE0401D
BefProgFruktSvUAld15	Age specific fertility rate by mothers country of birth and mothers age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401D
BefProgUtflytt15	Emigration rate by country of birth, sex and age. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401D
PrognForandr2015Alt	Number of births, deaths, migration, population and fertility under different alternatives. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401E
PrognLivsl2015Alt	Life expectancy by sex and alternative assumption. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401E
BefPrognRev2015Alt	Population size by age, sex, country of birth and alternative assumptions. Year 2015-2110 2015 - 2110	BE/BE0401/BE0401E
BefProgDodstal14	Death rate by sex and age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401F
BefProgFruktTot14	Fertility assumption. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr14	Fertility assumption by mothers country of birth (grouped). Year 2014-2110 2014 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld14	Age specific fertility rate by mothers country of birth and mothers age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401F
BefProgUtflytt14	Emigration rate by country of birth, sex and age. Year 2014-2110 2014 - 2110	BE/BE0401/BE0401F
BefProgDodstal13	Death rate by sex and age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401F
BefProgFruktTot13	Fertility assumption. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr13	Fertility assumption by mothers country of birth (grouped). Year 2013-2110 2013 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld13	Age specific fertility rate by mothers country of birth and mothers age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401F
BefProgUtflytt13	Emigration rate by country of birth, sex and age. Year 2013-2110 2013 - 2110	BE/BE0401/BE0401F
BefProgDodstal12	Death rate by sex and age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401F
BefProgFruktTot12	Fertility assumption. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr12	Fertility assumption by mothers country of birth (grouped). Year 2012-2110 2012 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld12	Age specific fertility rate by mothers country of birth and mothers age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401F
BefProgUtflytt12	Emigration rate by country of birth, sex and age. Year 2012-2110 2012 - 2110	BE/BE0401/BE0401F
BefProgDodstal10	Death rate by sex and age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr10	Fertility assumption by mothers country of birth (grouped). Year 2010-2110 2010 - 2110	BE/BE0401/BE0401F
BefProgFruktTot10	Fertility assumption. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld10	Age specific fertility rate by mothers country of birth and mothers age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401F
BefProgUtflytt10	Emigration rate by country of birth, sex and age. Year 2010-2110 2010 - 2110	BE/BE0401/BE0401F
BefProgFruktTot09	Fertility assumption. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr09	Fertility assumption by mothers country of birth (grouped). Year 2009-2110 2009 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld09	Age specific fertility rate by mothers country of birth and mothers age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401F
BefProgUtflytt09	Emigration rate by country of birth, sex and age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401F
BefProgDodstal09	Death rate by sex and age. Year 2009-2110 2009 - 2110	BE/BE0401/BE0401F
BefProgFruktTot	Fertility assumption. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
BefProgFruktSveUtl	Fertility assumption by mothers country of birth. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
BefProgFruktSvUAld	Age specific fertility rate by mothers country of birth and mothers age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
BefProgFruktFodLGr	Fertility assumption by mothers country of birth (grouped). Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
BefPrognosAndelPojk	Assumption on share of boys among newborn children. Year 2008-2110 2008-2110 - 2008-2110	BE/BE0401/BE0401F
BefProgUtflytt	Emigration rate by country of birth, sex and age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
BefProgDodstal	Death rate by sex and age. Year 2008-2110 2008 - 2110	BE/BE0401/BE0401F
PrognosFruktsamhet04	Fertility assumption. Year 2007-2050 2007 - 2050	BE/BE0401/BE0401F
LagenhetNyKv	Dwellings in newly constructed buildings by region and type of building. Quarterly 1975K1 - 2015K1	BO/BO0101/BO0101A
LghReHustypAr	Completed dwellings and number of rooms including kitchen in newly constructed buildings by region and type of building. Year 1975 - 2014	BO/BO0101/BO0101A
LagenhetNyAr	Completed dwellings in newly constructed buildings by region, size of dwelling and type of building. Year 1975 - 2014	BO/BO0101/BO0101A
LghHust2LghtUpplatAr	Completed dwellings in newly constructed buildings by type of building (one- or two dwelling buildings rendered by type of building) , tenure and size of dwelling. Year 1991 - 2013	BO/BO0101/BO0101E
LghHustLghtUpplatAr	Completed dwellings in newly constructed buildings by type of building, tenure and size of dwelling. Year 1991 - 2013	BO/BO0101/BO0101E
LghHustypUpplatAr	Completed dwellings in newly constructed buildings by region, type of building, tenure and type of ownership. Year 1991 - 2013	BO/BO0101/BO0101E
REHustUpplatAr	Completed, newly constructed buildings, number of rooms including kitchen by type of building and tenure. Year 1991 - 2013	BO/BO0101/BO0101E
LagenhetOmbKv	Dwellings in converted multi-dwelling buildings by region. Preliminary data. Quarter 1989K1 - 2015K1	BO/BO0102/BO0102A
LagenhetOmbAkBpLtAr	Converted dwellings in multi-dwelling buildings by region, type of ownership, period of construction and size of dwelling. Year 1989 - 2014	BO/BO0102/BO0102B
LghTillOmbUpplatAr	Dwellings added in converted multi-dwelling buildings by region and tenure. Year 2009 - 2014	BO/BO0102/BO0102B
LagenhetOmbAkBpAr	Converted floor space area in multi-dwelling buildings by region, type of ownership and period of construction 1989 - 2014	BO/BO0102/BO0102B
LagenhetOmbAtgardAr	Converted multi-dwelling buildings, dwellings added, in the whole country by measure taken, type of ownership, period of construction, size of dwelling and with/without government subsidies. Year 1989 - 2014	BO/BO0102/BO0102B
LghRivRegUppAr	Demolition of dwellings in multi-dwelling buildings by region and tenure. Year 2012 - 2014	BO/BO0102/BO0102C
LagenhetRivAkBpLtRAr	Demolition of dwellings in multi-dwelling buildings by region, type of ownership, period of construction, size of dwelling and reason for demolition. Year 1989 - 2014	BO/BO0102/BO0102C
LagenhetOmbStodtypAr	Converted dwellings in multi-dwelling buildings by type of ownership, period of construction and size of dwelling and with/without government subsidies. Old table, not updated. Year 1989 - 2008	BO/BO0102/BO0102D
LagenhetRivKvalAr	Demolition of dwellings in multi-dwelling buildings by region and quality group. Old table, not updated. Year 1989 - 2011	BO/BO0102/BO0102D
LagenhetOmbAkBpAtAr	Converted dwellings in multi-dwelling buildings with government subsidies in the whole country by measure taken, period of construction and type of ownership. Old table, not updated. Year 1989 - 2008	BO/BO0102/BO0102D
LagenhetOmbUpplatAr	Converted dwellings in multi-dwelling buildings with government subsidies by region and tenure. Old table, not updated. Year 1989 - 2008	BO/BO0102/BO0102D
BostadsbestandK	The dwelling stock, projections by region and type of building. Old table, not updated. Year 1990 - 2012	BO/BO0104
BO0104T01	Number of dwellings by region and type of building (including special housing). Year 2013 - 2014	BO/BO0104
BO0104T02	Number of dwellings by region, type of building and period of construction. Year 2013 - 2014	BO/BO0104
BO0104T03	Number of dwellings by region, type of building and type of ownership (including special housing). Year 2013 - 2014	BO/BO0104
BO0104T04	Number of dwellings by region, type of building and tenure (including special housing). Year 2013 - 2014	BO/BO0104
BO0104T5	Number of dwellings by region, type of building and useful floor space. Year 2013 - 2014	BO/BO0104
BO0104T7	Number of dwellings in special housing by region, type of special housing and useful floor space. Year 2013 - 2014	BO/BO0104
BO0104T08	Number of buildings for seasonal and secondary use owned by private persons or estates of deceased persons by region. Year 2007 - 2014	BO/BO0104
KostnaderPerAreorFH2	Cost per square metre for newly constructed conventional multi-dwelling buildings by region and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201A
KostnaderPerAreorFH4	Cost per square metre for newly constructed conventional multi-dwelling buildings by region, type of tenure and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201A
KostnaderPerAreorFH3	Cost per square metre for newly constructed conventional multi-dwelling buildings by region, type of investor and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201A
KostnaderPerLghFH2	Cost per dwelling for newly constructed conventional multi-dwelling buildings by region and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201B
KostnaderPerLghFH4	Cost per dwelling for newly constructed conventional multi-dwelling buildings by region, type of tenure and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201B
KostnaderPerLghFH3	Cost per dwelling for newly constructed conventional multi-dwelling buildings by region, type of investor and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201B
KostnaderPerAreorSM2	Cost per square metre for newly constructed conventional collectively built one- or two-dwelling buildings by region and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201C
KostnaderPerAreorSM4	Cost per square metre for newly constructed conventional collectively built one- or two-dwelling buildings by region, type of tenure and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201C
KostnaderPerAreorSM3	Cost per square metre for newly constructed conventional collectively built one- or two-dwelling buildings by region, type of investor and gross-/net cost. Year 1994 - 2013	BO/BO0201/BO0201C
KostnaderPerLghSM2	Cost per dwelling for newly constructed conventional collectively built one- or two-dwelling buildings by region and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201D
KostnaderPerLghSM4	Cost per dwelling for newly constructed conventional collectively built one- or two-dwelling buildings by region, type of tenure and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201D
KostnaderPerLghSM3	Cost per dwelling for newly constructed conventional collectively built one- or two-dwelling buildings by region, type of investor and gross-/net cost. Year 1998 - 2013	BO/BO0201/BO0201D
AreorPerLghRegFH	Floor spaces per dwelling in newly constructed conventional multi-dwelling buildings by region. Year 1995 - 2013	BO/BO0201/BO0201E
AreorPerLghUpplFH	Floor spaces per dwelling in newly constructed conventional multi-dwelling buildings by region and type of tenure. Year 1995 - 2013	BO/BO0201/BO0201E
AreorPerLghBygghFH	Floor spaces per dwelling in newly constructed conventional multi-dwelling buildings by region and type of investor. Year 1995 - 2013	BO/BO0201/BO0201E
Upphandlingsform	Dwellings in newly constructed conventional residential buildings by type of building and purchasing form. Year 1998 - 2013	BO/BO0201/BO0201F
Entreprenadform	Dwellings in newly constructed conventional residential buildings purchased with contract by type of building and type of contract. Year 1998 - 2013	BO/BO0201/BO0201F
Anbudsinfordran	Dwellings in newly constructed conventional residential buildings purchased with contract by type of building and invitation of tenders. Year 1998 - 2008	BO/BO0201/BO0201F
KostnaderPerAreorFH1	Cost per square metre for newly constructed conventional multi-dwelling buildings by region, development/reconstruction area and gross-/net cost. Year 1994 - 2006	BO/BO0201/BO0201H
KostnaderPerLghFH1	Cost per dwelling for newly constructed conventional multi-dwelling buildings by region, development/reconstruction area and gross-/net cost. Year 1998 - 2006	BO/BO0201/BO0201I
AreorPerLghExplSanFH	Floor spaces per dwelling in newly constructed conventional multi-dwelling buildings by region and development/reconstruction area. Year 1995 - 2006	BO/BO0201/BO0201J
Prisbestamning	Dwellings in newly constructed conventional residential buildings purchased with contract by type of building and price determination. Year 1998 - 2006	BO/BO0201/BO0201K
Kostnadsreglering	Dwellings in newly constructed conventional residential buildings purchased with contract with regulation of cost by type of building and type of regulation of cost. Year 1998 - 2006	BO/BO0201/BO0201K
MedelAreaREOrdFH	Number of rooms (including kitchens) and floor spaces in newly constructed conventional multi-dwelling buildings by region. Year 1998 - 2006	BO/BO0201/BO0201K
AntVaningar	Dwellings in newly constructed conventional multi-dwelling buildings by region and number of storeys in the building. Year 1998 - 2006	BO/BO0201/BO0201K
HusformFH	Dwellings in newly constructed conventional multi-dwelling buildings by region and type of building. Year 1998 - 2006	BO/BO0201/BO0201K
Upplatform	Dwellings in newly constructed buildings by region, type of building and type of tenure. Year 1998 - 2006	BO/BO0201/BO0201L
BygghkatLgh	Dwellings in newly constructed buildings by region, type of building and type of investor. Year 1998 - 2006	BO/BO0201/BO0201L
AntalObjLgh	Projects and dwellings in newly constructed conventional/non-conventional residential buildings by region and type of building. Year 1998 - 2006	BO/BO0201/BO0201L
BygghkatObjekt	Projects with newly constructed residential buildings by region, type of building and type of investor. Year 1998 - 2006	BO/BO0201/BO0201L
Lagenhetstyp	Dwellings in newly constructed buildings and average useful floor space of dwellings by region, type of building and size of dwelling (according to number of rooms). Year 1998 - 2006	BO/BO0201/BO0201L
AntLghIProj	Projects with newly constructed multi-dwelling buildings by region and number of dwellings. Year 1998 - 2006	BO/BO0201/BO0201L
MedelAreaRE	Number of rooms (including kitchens) and floor spaces in newly constructed residential buildings by region and type of building. Year 1998 - 2006	BO/BO0201/BO0201L
Varme	Dwellings in newly constructed buildings by region, type of building and type of heating. Year 1998 - 2006	BO/BO0201/BO0201L
BygghkatMedelLgh	Average number of dwellings per project in newly constructed multi-dwelling buildings by region and type of investor. Year 1998 - 2006	BO/BO0201/BO0201L
AntPlan	Dwellings in newly constructed collectively built one- or two-dwelling buildings by region and number of storeys. Year 1998 - 2006	BO/BO0201/BO0201L
HusformSM	Dwellings in newly constructed collectively built one- or two-dwelling buildings by region and type of building. Year 1998 - 2006	BO/BO0201/BO0201L
FastpiFritidshusKv	Real estate price index for buildings for seasonal and secondary use. Quarter 1986K1 - 2015K1	BO/BO0501/BO0501A
FastpiPSLanAr	Real estate price index for one- and two-dwelling buildings (1990=100) by county. Year 1990 - 2014	BO/BO0501/BO0501A
FastpiPSRegKv	Real estate price index for one- and two-dwelling buildings for permanent living by region. Quarter 1986K1 - 2015K1	BO/BO0501/BO0501A
FastpiFritidRegAr	Real estate price index for buildings for seasonal and secondary use (1981=100) by region. Year 1975 - 2014	BO/BO0501/BO0501A
FastpiLantbrukRegAr	Real estate price index for agricultural real estate (1992=100) by region. Year 1988 - 2014	BO/BO0501/BO0501A
FastpiPSRegAr	Real estate price index for one- or two-dwelling buildings for permanent living (1981=100) by region. Year 1975 - 2014	BO/BO0501/BO0501A
FastprisManadAr	Sold real estate by month of acquisition and type of real estate. Year 1992 - 2014	BO/BO0501/BO0501B
FastprisFHRegKv	Sold buildings for seasonal and secondary use by region. Quarter 1998K1 - 2015K1	BO/BO0501/BO0501B
FastprisFHRegAr	Sold buildings for seasonal and secondary use by region. Year 2000 - 2014	BO/BO0501/BO0501B
FastprisHHRegionAr	Sold multi-dwelling and commercial buildings by region and type of real estate. Year 1989 - 2014	BO/BO0501/BO0501B
FastprisHHKv	Sold multi-dwelling and commercial buildings. Quarter 1994K1 - 2015K1	BO/BO0501/BO0501B
FastprisIFKv	Sold manufacturers industries. Quarter 1994K1 - 2015K1	BO/BO0501/BO0501B
FastprisIFRegionAr	Sold industrial real estate by region and type of real estate. Year 1994 - 2014	BO/BO0501/BO0501B
FastprisLBRegJordAr	Sold agricultural real estate by region and share of value of farms. Year 1999 - 2014	BO/BO0501/BO0501B
FastprisLBRegSkogAr	Sold agricultural real estate by region and share of value of standing forest and forest land. Year 1999 - 2014	BO/BO0501/BO0501B
FastprisLBBebyggAr	Sold agricultural real estate by region and buildings condition. Year 1999 - 2014	BO/BO0501/BO0501B
FastprisLBKv	Sold agricultural real estate. Quarter 1999K1 - 2015K1	BO/BO0501/BO0501B
FastprisPSRegKv	Sold one- and two-dwelling buildings for permanent living by region. Quarter 1998K1 - 2015K1	BO/BO0501/BO0501B
FastprisPSRegAr	Sold one- and two-dwelling buildings for permanent living by region. Year 2000 - 2014	BO/BO0501/BO0501B
FastprisSHRegionAr	Sold one- and two-dwelling buildings by region and type of real estate. Year 1981 - 2014	BO/BO0501/BO0501B
FastprisBRFRegionAr	Sold tenant-owned flats by region. Year 2000 - 2014	BO/BO0501/BO0501C
LagfartAllaRegionAr	Granted registrations of title of real estate by region and type of acquisition. Year 1999 - 2014	BO/BO0501/BO0501D
TaxvForandringHH04	Change of assessed value for multi-dwelling and commercial buildings at the simplified assessment of real estate in 2004 by region and type of real estate. Year 2004 - 2004	BO/BO0501/BO0501E
TaxvForandringHH94	Change of assessed value for multi-dwelling and commercial buildings at the general assessment of real estate in 1994 by region and type of real estate. Year 1994 - 1994	BO/BO0501/BO0501E
TaxvForandringSH06	Change of assessed value for one- and two-dwelling buildings at the simplified assessment of real estate in 2006 by region and type of real estate. Year 2006 - 2006	BO/BO0501/BO0501E
TaxvForandringSH96	Change of assessed value for one- and two-dwelling buildings at the general assessment of real estate in 1996 by region and type of real estate. Year 1996 - 1996	BO/BO0501/BO0501E
TaxvForandringHH00	Change of assessed value for multi-dwelling and commercial buildings at the general assessment of real estate in 2000 by region and type of real estate. Year 2000 - 2000	BO/BO0501/BO0501E
TaxvForandringHH07	Change of assessed value for multi-dwelling and commercial buildings at the general assessment of real estate in 2007 by region and type of real estate. Year 2007 - 2007	BO/BO0501/BO0501E
TaxvForandringLB05	Change of assessed value for agricultural real estate at the general assessment of real estate in 2005 by region. Year 2005 - 2005	BO/BO0501/BO0501E
TaxvForandringSH03	Change of assessed value for one- and two-dwelling buildings at the general assessment of real estate in 2003 by region and type of real estate. Year 2003 - 2003	BO/BO0501/BO0501E
TaxvForandringLB08	Change of assessed value for agricultural real estate at the simplified assessment of real estate in 2008 by region. Year 2008 - 2008	BO/BO0501/BO0501E
TaxvForandringSH09	Change of assessed value for one- and two-dwelling buildings at the simplified assessment of real estate in 2009 by region and type of real estate. Year 2009 - 2009	BO/BO0501/BO0501E
SnabbStatBO0501	Real estate price statistics, change compared to the previous three-month period and the corresponding period last year. Month 2013M10 - 2015M06	BO/BO0501/BO0501S
HyresBostLokVarde	Assessment of real estate for multi-dwelling buildings and commercial buildings. Assessed units and assessed value for residential and non-residential parts by region and type code. Year 2006 - 2014	BO/BO0601/BO0601A
TaxeringsvardeOvriga	Assessment of real estate excluding units for agriculture and forestry by region and type coding 1998 - 2014	BO/BO0601/BO0601A
TaxeringsvardeLantbr	Assessment of real estate for units for agriculture and forestry by region and type coding. Year 1998 - 2014	BO/BO0601/BO0601A
GenomsnTaxvSma	Assessment of real estate for one- or two- dwelling buildings (type coding 220, 221). Assessed values and average assessed values by region and type coding. Year 1998 - 2014	BO/BO0601/BO0601A
TaxeringsvardeHist	Assessment of Real Estate for one- or two- dwelling buildings, multi-dwelling and commercial buildings and industrial units by region, type coding and year 1975 - 1997	BO/BO0601/BO0601B
TaxvardeLantHist7580	Assessment of real estate for units for agriculture and forestry. Assessed units, valuation units and value of buildings by region and use of buildings. Year 1975 - 1980	BO/BO0601/BO0601B
DelvardeLantHist7580	Assessment of real estate for units for agriculture and forestry. Assessed units and assessed value for types of land and buildings by region. Year 1975 - 1980	BO/BO0601/BO0601B
TaxvardeLantHist8187	Assessment of real estate for units for agriculture and forestry. Assessed units, valuation units and value of buildings by region and use of buildings. Year 1981-1987 1981 - 1987	BO/BO0601/BO0601B
DelvardeLantHist8187	Assessment of real estate for units for agriculture and forestry. Assessed units and assessed value for types of land and buildings by region. Year 1981-1987 1981 - 1987	BO/BO0601/BO0601B
TaxvardeLantHist8897	Assessment of real estate for units for agriculture and forestry. Assessed units and total assessed value by region and type codes. Year 1988 - 1997	BO/BO0601/BO0601B
DelvardeLantHist8897	Assessment of real estate for units for agriculture and forestry. Assessed units and partial values by region. Year 1988 - 1997	BO/BO0601/BO0601B
ArealAntSma	General assessment of real estate. Assessed units with data on land area (type codes 200-299) by region and type code. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvArealSma	General assessment of real estate. Assessed units (type codes 200-299), total assessed value and land area by region, type code and type of ownership. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvKlSmaM	General assessment of real estate. Assessed units (type codes 200-212) by region, type code and assessed value category. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
ArealAntSma220	General assessment of real estate. Assessed units with data on land area (type code 220) by region and type of building. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvKlSmaB	General assessment of real estate. Assessed units (type codes 213-223) by region, type code and assessed value category. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AlderKlByggvYtaSma	General assessment of real estate. Valuation units (type codes 220-223), average floor space and value of buildings by region, type code and year of value category. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvStrandM	General assessment of real estate. Assessed units (type codes 210-212) and average value of land by region, type code and coastal zone. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvStrandB	General assessment of real estate. Assessed units (type codes 220, 221) , average assessed value and land area by region, type code and coastal zone. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvAndrMark	General assessment of real estate. Assessed units (type codes 210-212), total assessed value in 2002, total assessed value in 2003, weighted and un-weighted change by region and type code. Year 2003 2003 - 2003	BO/BO0601/BO0601C
AntTaxvAndrBygg	General assessment of real estate. Assessed units (type codes 220-223), total assessed value in 2002, total assessed value in 2003, weighted and un-weighted change by region and type code. Year 2003 2003 - 2003	BO/BO0601/BO0601C
AntTaxvAndrMark06	General assessment of real estate. Assessed units (type codes 210-212), total assessed value in 2005, total assessed value in 2006, weighted and un-weighted change by region and type code. Year 2006 2006 - 2006	BO/BO0601/BO0601C
AntTaxvAndrBygg06	General assessment of real estate. Assessed units (type codes 220-223), total assessed value in 2005, total assessed value in 2006, weighted and un-weighted change by region and type code. Year 2006 2006 - 2006	BO/BO0601/BO0601C
AntTaxvBasvAndrBygg	General assessment of real estate. Assessed units (type codes 220-223), total 1996 base value, total assessed value in 2003, weighted and un-weighted change by region and type code. Year 2003 2003 - 2003	BO/BO0601/BO0601C
AgarAndProKonAld	Owners of assessed units (type codes 220, 221) owned by private persons and total assessed value for owned share by region, type code, sex and age of owner and owned share in percent. 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
AntTaxvKonAlderSma2	Owners of assessed units (type codes 200-299) owned by private persons and total assessed value for share owned by type code, assessed value category, sex and age of owner. Year 2003, 2006, 2009 2003 - 2012	BO/BO0601/BO0601C
Taxv06Taxv07AndrHyr	Assessed units (type code 320, 321, 325) total assessed value 2006, total assessed value 2007 and weighted and unweighted change by county and type code. 2007 2007 - 2007	BO/BO0601/BO0601D
Taxv06Taxv07AndrInd	Assessed units (type code 420-433), total assessed value 2006, total assessed value 2007 and weighted and unweighted change by county. 2007 2007 - 2007	BO/BO0601/BO0601D
ArealAnt	General and simplified assessment of real estate. Assessed units with data on land area (type code 300-799) by county and type coding. 2000, 2004, 2007, 2010, 2013 2000 - 2013	BO/BO0601/BO0601D
AntTaxvAreal	General and simplified assessment of real estate. Assessed units (type code 300-799), total assessed/base value and land area by county, type coding and type of ownership. 2000, 2004, 2007, 2010, 2013 2000 - 2013	BO/BO0601/BO0601D
AntBasvKl	General and simplified assessment of real estate. Assessed units (type code 300-799) by county, type coding and assessed/base value. 2000, 2004, 2007, 2010, 2013 2000 - 2013	BO/BO0601/BO0601D
AlderBasvYta	General and simplified assessment of real estate. Valuation units (type code 320, 321, 325, 420-433) average area and assessed/base value by county, type of unit and year of value. 2000, 2004, 2007, 2010, 2013 2000 - 2013	BO/BO0601/BO0601D
Basv94Basv00AndrHyr	General and simplified assessment of real estate. Assessed units (type code 320, 321, 325) total base value 1994, total base value 2000 and weighted and unweighted change by county and type code. 2000 2000 - 2000	BO/BO0601/BO0601D
Basv00Taxv04AndrHyr	General and simplified assessment of real estate. Assessed units (type code 320, 321, 325) total base value 2000, total assessed value 2004 and weighted and unweighted change by county and type code. 2004 2004 - 2004	BO/BO0601/BO0601D
ArealAntLant	Assessed units with data on land area (type codes 100-199 ) and land area by region and type code. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
ArealAntSkatteFLant	Assessed units with data on land area for non-taxable units (type codes 180, 181) in the whole country by category of owner. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
ArealAgoslagLant	Land area for different types of land (type codes 110, 113, 120,122) by region and category of owner. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
DelArealAntLant	Assessed value and partial values (type codes 110, 113, 120, 122) by region and category of owner. Year 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntTaxvKLLant	Assessed units (type codes 100-122, 199) by region, type code and assessed value category. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
GenomsnJordbVAndLant	Assessed units and average total assessed value (type codes 110, 113, 120,122) by region and share of value of farms compared with total assessed value. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
GenomsnSkogsVAndLant	Assessed units and average total assessed value (type codes 110, 113, 120,122) by region and share of value of standing forest and forest land compared with total assessed value. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgareAgKatTaxvKLLant	Owners of assessed units (type codes 110, 113, 120,122) by region, category of owner and assessed value category for owned share. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgarAndTKLKonAldLant	Owners of assessed units (type codes 110, 113, 120, 122) owned by private persons and total assessed value for owned share by sex and age of owner. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgarAndProKonAldLant	Owners of assessed units (type codes 110, 113, 120, 122) owned by private persons by owned share in percent, sex and age of owner. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgarSkogKLKonAldLant	Owners of assessed units with forest land (type codes 110, 113, 120, 122) owned by private persons by (region), forest land size category, sex and age of owner. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgareUtboKonAldLant	Owners of assessed units with forest land (type codes 110, 113, 120, 122) owned by private persons by region and sex of owner. Year 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AgarAkerKLKonAldLant	Owners of assessed units with arable land (type codes 110, 113, 120, 122) owned by private persons by arable land size category, sex and age of owner. Year 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntTESkogsAUtboLant	Assessed units with forest land (type codes 110, 113, 120,122) owned by private persons and area for forest land by region and present and absentee owner. 2005, 2008, 2011, 2014 2005 - 2014	BO/BO0601/BO0601E
AntVESkogsAKLVirLant	Area of forest land (type codes 110, 113, 120,122), average value of forest land per hectare forest land and per cubic metre of standing volume by group of standing volume and site productivity class. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntVESkArealVirLant	Valuation units (type codes 110, 113, 120,122), area of forest land, ……. average value of forest land per hectare forest land and per cubic metre of standing volume by region and site productivity class. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntVESkogKLVirkeLant	Valuation units (type codes 110, 113, 120,122) by group of standing volume and forest land size category. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
ArealAntSkogAgLant	Assessed units, area of forest land and average value of forest land per hectare forest land (type codes 110, 113, 120,122) by region, category of owner and forest land size category. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
ArealAntAkerAgLant	Assessed units, area of arable land and average value of arable land per hectare arable land (type codes 110, 113, 120,122) by region, category of owner and arable land size category. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
GenomsnAkerBeteVLant	Average value of arable land and value of cultivated pastures in SEK per hectare (type codes 110, 113, 120,122) by region, type of land and quality group. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntVardeEkbyggLant	Farm buildings and value of farm buildings (type codes 113, 120, 121,122) by category of building and groups of value. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntVEkbyggRegLant	Farm buildings and value of farm buildings (type codes 113, 120, 121,122) by region and groups of value. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntGenomsnVardYtLant	Valuation units residential buildings (type code 120), average useful floorspace and average value of building by region and period of construction. 1998, 2005, 2008, 2011, 2014 1998 - 2014	BO/BO0601/BO0601E
AntTaxvAndrLant	Assessed units (type codes 113, 120, 121), total assessed value in 2004, total assessed value in 2005, weighted and un-weighted change by region and type code. Year 2005 2005 - 2005	BO/BO0601/BO0601E
AntTaxvBasvAndrLant	Assessed units (type codes 113, 120, 121), total 1998 base value, total assessed value in 2005, weighted and un-weighted change by region and type code. Year 2005 2005 - 2005	BO/BO0601/BO0601E
AntTaxvAndrLant08	Assessed units (type codes 113, 120, 121), total assessed value in 2007, total assessed value in 2008, weighted and un-weighted change by region and type code. Year 2008 2008 - 2008	BO/BO0601/BO0601E
AntTaxvAndrLant14	Assessed units (type codes 113, 120, 121, 122), total assessed value in 2013, total assessed value in 2014, weighted and un-weighted change by region and type code. Year 2014 2014 - 2014	BO/BO0601/BO0601E
BlovAreaHustypKv	Building permits for new construction, number and gross floor area by region and type of building. Quarterly 1996K1 - 2015K1	BO/BO0701
AreaHustypKv	Building permits for new construction, gross floor area by type of building. Quarterly 1996K1 - 2015K1	BO/BO0701
LghHustypKv	Building permits for new construction, dwellings in residential buildings and buildings for seasonal and secondary use by region and type of building. Quarterly 1996K1 - 2015K1	BO/BO0701
FM0001BetBalKv	Balance of Payments. Transactions by item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001BetSasRKv	Balance of payments. Seasonally adjusted current account and capital account. Transactions by item (net). Quarter 2012K1 - 2015K1	FM/FM0001/FM0001A
FM0001BytBKv	Balance of Payments. Current account. Exports and imports by country groups intra/extra EU and by item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001FinansBKv	Balance of Payments. Financial account. Transactions by type of investment and item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001SInkomstKv	Balance of Payments. Secondary income and capital account. Transactions by item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001BetBalAr	Balance of Payments. Transactions by item. Year 1982 - 2014	FM/FM0001/FM0001A
FM0001BetBalRevKv	Balance of payments. Revisions by item. Quarter 2011K1 - 2014K4	FM/FM0001/FM0001A
FM0001BytBAr	Balance of Payments. Current account. Exports and imports by country groups intra/extra EU and by item. Year 1982 - 2014	FM/FM0001/FM0001A
FM0001FinansBAr	Balance of Payments. Financial account. Transactions by type of investment and item. Year 1982 - 2014	FM/FM0001/FM0001A
FM0001PInkomstKv	Balance of Payments. Primary income. Exports and imports by item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001TjanstHKv	Balance of Payments. Trade in services. Exports and imports by item. Quarter 1982K1 - 2015K1	FM/FM0001/FM0001A
FM0001UtlSektorAr	International investment position. Assets and liabilities by sector and item. Year 1997 - 2014	FM/FM0001/FM0001B
FM0001UtlStMVAr	International investment position. Assets and liabilities with direct investments at market value, by currency and item. Year 1997 - 2014	FM/FM0001/FM0001B
FM0001UtlTSVKKv	International investment position. Assets and liabilities by currency and item. Quarter 2006K1 - 2015K1	FM/FM0001/FM0001B
FM0001RSkuldKv	International investment position. Gross external debt by item (sector and maturity). Quarter 1997K4 - 2015K1	FM/FM0001/FM0001B
FM0001UtlSektorKv	International investment position. Assets and liabilities by sector and item. Quarter 2006K1 - 2015K1	FM/FM0001/FM0001B
FM0001UtlTSVKAr	International investment position. Assets and liabilities by currency and item. Year 1997 - 2014	FM/FM0001/FM0001B
FM0001PIAr	Portfolio investments. Net flows broken down into currency and holding. Year 1998 - 2014	FM/FM0001/FM0001C
FM0001PIM	Foreign trade in Swedish shares, broken down into export and import. Month 2006M11 - 2015M05	FM/FM0001/FM0001C
FM0001DepM	Portfolio investments. Non-resident holdings of Swedish SEK-denominated interest-bearing securities in Swedish custody. Broken down into sector and maturity. Month 2006M11 - 2015M05	FM/FM0001/FM0001C
FM0001PIKv	Portfolio investments. Net flows broken down into currency and holding. Quarter 1998K1 - 2015K1	FM/FM0001/FM0001C
FM0001SNI07T03	Direct investment, net by economic activity NACE 2007, Annual data 2008 - 2014	FM/FM0001/FM0001D
FM0001T04	Direct investment by country, net, Annual data 1998 - 2014	FM/FM0001/FM0001D
FM0001SNI02T03	Direct investment, net by economic activity NACE 2002, Annual data 1998 - 2007	FM/FM0001/FM0001D
FM0001T01	Direct investment, net by investment item, Quarterly data 1998K1 - 2015K1	FM/FM0001/FM0001D
FM0001T04Kv	Direct investment by country, net, Quarterly data 1998K1 - 2015K1	FM/FM0001/FM0001D
SnabbStatFM0001	Balance of Payments net, Quarterly data 2014K1 - 2015K1	FM/FM0001/FM0001S
FirENS2010ofAr	Financial accounts by sector, item and counterpart-sector (ESA2010). Annually 1995 - 2014	FM/FM0103/FM0103A
FirENS2010ofKv	Financial accounts by sector, item and counterpart-sector (ESA2010). Quarterly 1996K1 - 2015K1	FM/FM0103/FM0103A
GGDQ	General government debt by IMF. Quarter 2010K1 - 2015K1	FM/FM0103/FM0103A
FirArD	Financial accounts by sector and item. Annually 1970 - 1997	FM/FM0103/FM0103B
FirArB	Financial accounts by sector, item and counterpart-sector (ENS95) . Annually 1995 - 2013	FM/FM0103/FM0103B
FirKvB	Financial accounts by sector, item and counterpart-sector (ESA95). Quarterly 1996k1 - 2014k1	FM/FM0103/FM0103B
AktieAgarAr	Ownership of shares in companies quoted on Swedish marketplaces by sector. Twice a year 1983M12 - 2014M12	FM/FM0201
AktieAgarSerie	Ownership of shares in companies quoted on Swedish marketplaces by sector and class. Twice a year 1999M12 - 2014M12	FM/FM0201
AktieAgarMarknad	Ownership of shares in companies quoted on Swedish marketplaces by sector and marketplace (up to 2006M06). Twice a year 1999M12 - 2006M06	FM/FM0201
AktieAgarMarknad2	Ownership of shares in companies quoted on Swedish marketplaces by sector and marketplace (from 2006M12). Twice a year 2006M12 - 2014M12	FM/FM0201
AktieAgarUtland	Foreign ownership of shares in companies quoted on Swedish marketplaces, by country. Twice a year 1999M12 - 2014M12	FM/FM0201
MFIM1	Monetary Financial Institutions (MFI), assets and liabilities by MFI, item and currency. Monthly 1998M01 - 2015M06	FM/FM0401
FinResAr	Income statements for financial enterprises by kind of financial institute and item. Year 1996 - 2014	FM/FM0402
FinBalAr	Balance sheet for financial enterprises by kind of financial institute and item. Year 1996 - 2014	FM/FM0402
VPfondKv	Ownership of investment fund shares by type of fund and sector. Quarter 1998K2 - 2015K1	FM/FM0403
FM5001SDDSMFI	Monetary financial institutions (MFI) assets and liabilities (incl. the Central Bank and excl. swedish foreign branches) 2004M01 - 2015M06	FM/FM5001/FM5001A
FM5001SDDSFSI	Financial Soundness Indicators by IMF. Quarter 2011k4 - 2015k1	FM/FM5001/FM5001A
FM5001SDDSPM	Money supply. Month 2004M01 - 2015M06	FM/FM5001/FM5001A
SnabbStatFM5001	Financial Market Statistics, growth rate. Month 2013M12 - 2015M06	FM/FM5001/FM5001S
FM9998T02	Maturitystructure, amount outstanding by sector, maturity and currency. Month 2013M03 - 2015M06	FM/FM9998
FM9998T01	Outstanding and issued amount, gross, net and yield during the month after sector, item and currency. Month 2013M03 - 2015M06	FM/FM9998
SnabbStatHA0101	Retail trade sales, comparison to previous period. Monthly 2001M01 - 2015M06	HA/HA0101/HA0101A
DivtjansterAr	Turnover index for motor trade, hotels and restaurants and other services by industry (SIC 2002). Yearly index 1990 - 2008	HA/HA0101/HA0101B
PartihFtgtj	Turnover index for wholesale trade and other services by industry (SIC 2002). Quarterly index 1990K1 - 2008K4	HA/HA0101/HA0101B
Detoms	Retail sale index by industry (Sic 2002). Monthly index 1990M01 - 2008M12	HA/HA0101/HA0101B
DetOmsAr	Retail sale index by industry (Sic 2002). Yearly index 1990 - 2007	HA/HA0101/HA0101B
Divtjanster	Turnover index for motor trade, hotels and restaurants and other services by industry (SIC 2002). Quarterly index 1990K1 - 2008K4	HA/HA0101/HA0101B
PartihFtgtjAr	Turnover index for wholesale trade and other services by industry (SIC 2002). Yearly index 1990 - 2008	HA/HA0101/HA0101B
Detoms07	Retail sale index by industry (Sic 2007). Monthly index 1991M01 - 2015M06	HA/HA0101/HA0101B
DetOmsAr07	Retail sale index by industry (Sic 2007). Yearly index 1991 - 2014	HA/HA0101/HA0101B
DivtjansterAr07X	Turnover index for the service sector by industry (Sic 2007). Yearly index 2000 - 2014	HA/HA0101/HA0101B
DivtjansterKv07X	Turnover index for the service sector by industry (Sic 2007). Quarterly index 2000K1 - 2015K1	HA/HA0101/HA0101B
DivtjansterM07X	Turnover index for the service sector by industry (Sic 2007). Monthly index 2000M01 - 2015M03	HA/HA0101/HA0101B
Livs	Turnover (incl V.A.T) of food and drinks for the Retail trade and the Retail sale of automotive fuel, by COICOP. Year 2000 - 2013	HA/HA0103
SnabbStatHA0104	Service production index, change from the previous period. Month 2001M01 - 2015M05	HA/HA0104/HA0104S
ImportExportSnabbAr	Imports of goods, Exports of goods and Net Trade of goods. Year 1975 - 2014	HA/HA0201/HA0201A
ImportExportSnabbM	Imports of goods, Exports of goods and Net Trade of goods. Month 1975M01 - 2015M06	HA/HA0201/HA0201A
OImpExpLandTotAr	Imports and exports of goods. Total values by trading partner, adjusted for non response. Year 1998 - 2014	HA/HA0201/HA0201A
OImpExpLandTotMan	Imports and exports of goods. Total values by trading partner, adjusted for non response. Month 1998M01 - 2015M05	HA/HA0201/HA0201A
ImportExportSnabbSRM	Imports of goods, Exports of goods and Net Trade of goods, trend. Month 1990M01 - 2015M06	HA/HA0201/HA0201A
ImpExpKNTotAr	Imports and exports of goods by commodity group CN 2,4,6 level, adjusted for non response, confidential data excluded. Year 2000 - 2014	HA/HA0201/HA0201B
ImpExpKNTotMan	Imports and exports of goods by commodity group CN 2,4,6 level, adjusted for non response, confidential data excluded,. Month 2000M01 - 2015M05	HA/HA0201/HA0201B
ExpTotalKNAr	Exports of goods to all countries by commodity group CN 2,4,6,8-level and trading partner, confidential data excluded, not adjusted for non response. Year 1995 - 2014	HA/HA0201/HA0201B
ExpTotalKNMan	Exports of goods to all countries by commodity group CN 2,4,6,8-level and trading partner, confidential data excluded, not adjusted for non response. Month 1995M01 - 2015M05	HA/HA0201/HA0201B
ImpTotalKNAr	Imports of goods from all countries by commodity group CN 2,4,6,8 level and trading partner, confidential data excluded, not adjusted for non response. Year 1995 - 2014	HA/HA0201/HA0201B
ImpTotalKNMan	Imports of goods from all countries by commodity group CN 2,4,6,8-level and trading partner, confidential data excluded, not adjusted for non response. Month 1995M01 - 2015M05	HA/HA0201/HA0201B
ImpExpSITCTotAr	Imports and exports of goods by commodity groups according to SITC, adjusted for non response, confidential data excluded. Year 1998 - 2014	HA/HA0201/HA0201D
ImpExpSITCTotMan	Imports and exports of goods by commodity groups according to SITC, adjusted for non response, confidential data excluded. Month 1998M01 - 2015M05	HA/HA0201/HA0201D
ImpExpIndexTotAr	Imports and exports of goods by commodity groups SITC. Volume index 2000=100. Year 1995 - 2014	HA/HA0201/HA0201D
ImpExpIndexTotKv	Imports and exports of goods by commodity groups SITC. Volume index 2000=100. Quarter 1995K1 - 2015K1	HA/HA0201/HA0201D
OImpExpSITC4Ar	Imports and exports of goods by trading partner and commodity groups according to SITC rev3/rev4, Not adjusted for non response, confidential data excluded. Year 1995 - 2014	HA/HA0201/HA0201D
OImpExpSITC4M	Imports and exports of goods by trading partner and commodity groups according to SITC rev3/rev4, Not adjusted for non response, confidential data excluded. Month 1995M01 - 2015M05	HA/HA0201/HA0201D
ImpExpSPIN2007TotAr	Imports and exports of goods by commodity group SPIN 2007, adjusted for non response, confidential data excluded. Year 2000 - 2014	HA/HA0201/HA0201E
ImpExpSPIN2007TotM	Imports and exports of goods by commodity group SPIN 2007, adjusted for non response, confidential data excluded. Month 2000M01 - 2015M05	HA/HA0201/HA0201E
ImpExpSPIN2007Ar	Imports and exports of goods by commodity group SPIN 2007 and trading partner, not adjusted for non response, confidential data excluded. Year 2000 - 2014	HA/HA0201/HA0201E
ImpExpSPIN2007M	Imports and exports of goods by commodity group SPIN 2007 and trading partner, not adjusted for non response, confidential data excluded. Month 2000M01 - 2015M05	HA/HA0201/HA0201E
ImpExpIndSPIN2007TAr	Imports and exports of goods by commodity groups SPIN 2007. Volume index 2000=100. Year 2001 - 2014	HA/HA0201/HA0201E
ImpExpIndSPIN2007TKv	Imports and exports of goods by commodity groups SPIN2007. Volume index 2000=100. Quarter 2001K1 - 2015K1	HA/HA0201/HA0201E
ImpExpOldIndexTotAr	Imports and exports of goods by commodity groups SITCRev3. Volume index 1980=100. Year 1980 - 1993	HA/HA0201/HA0201G
ImpExpSITC94Ar	Imports and exports of goods by commodity groups SITC rev3 and trading partner, totals. Year 1977-1994 1977 - 1994	HA/HA0201/HA0201G
ImpExpOldIndexTotKv	Imports and exports of goods by commodity groups SITCRev3. Volume index 1980=100. Quarter 1988K1 - 1994K2	HA/HA0201/HA0201G
ImpExpPSNITotAr	Imports and exports of goods by commodity groups SPIN 2002, adjusted for non response. Year 1998 - 2008	HA/HA0201/HA0201H
ImpExpPSNITotMan	Imports and exports of goods by commodity groups SPIN 2002, adjusted for non response. Month 1998M01 - 2008M12	HA/HA0201/HA0201H
ImpExpPSNI99Ar	Imports and exports of goods by commodity groups SPIN 2002 and trading partner, not adjusted for non response. Year 1998- 1998 - 2008	HA/HA0201/HA0201H
ImpExpPSNI99Man	Imports and exports of goods by commodity groups SPIN 2002 and trading partner, not adjusted for non response. Month 1999M01- 1999M01 - 2008M12	HA/HA0201/HA0201H
ImpExpPSNIAr	Imports and exports of goods by commodity groups Prod-SNI97 and trading partner, not adjusted for non response. Year 1995- 1995 - 1998	HA/HA0201/HA0201H
ImpExpPSNIMan	Imports and exports of goods by commodity groups Prod-SNI97 and trading partner, not adjusted for non response. Month 1995M01-1999M08 1995M01 - 1999M08	HA/HA0201/HA0201H
ImpExpIndexSPINTotAr	Imports and exports of goods by commodity groups SPIN 2002. Volume index 2000=100. Year 1995 - 2008	HA/HA0201/HA0201H
ImpExpIndexSPINTotKv	Imports and exports of goods by commodity groups SPIN2002. Volume index 2000=100. Quarter 1995K1 - 2008K4	HA/HA0201/HA0201H
ImpExpHSAr	Imports and exports of goods by HS code and trading partner, totals. Year 1988-1994 1988 - 1994	HA/HA0201/HA0201I
ImpExpIndexMIGTotAr	Imports and exports of goods by Main Industrial Groupings. Volume index 2000=100. Year 1995 - 2008	HA/HA0201/HA0201I
ImpExpIndexMIGTotKv	Imports and exports of goods by Main Industrial Groupings. Volume index 2000=100. Quarter 1995K1 - 2008K4	HA/HA0201/HA0201I
SnabbStatHA0201V	Trends in volume of exports and imports of goods, change in percent against corresponding period last year. Quarter 2013K3 - 2015K1	HA/HA0201/HA0201S
SnabbStatHA0201H	Exports of goods, imports of goods and net trade of goods. Month 2014M03 - 2015M06	HA/HA0201/HA0201S
HUTutgift6	Expenditures per household (0-79 years)(HBS) - aggregated municipalities and type of expenditure. (Survey) Year 2006 - 2009	HE/HE0201/HE0201A
HUTutgift5	Expenditures per household (0-79 years)(HBS) - disposable income and type of expenditure. (Survey) Year 2006 - 2009	HE/HE0201/HE0201A
HusdjurK	Livestock by municipality and type of animal. Year 1981, 1985, 1989-1995, 1999, 2003 1981 - 2007	JO/JO0103
HusdjurL	Livestock by county/country and type of animal. Year 1981 - 2007	JO/JO0103
AkerArealGrodaK	Use of arable land by municipality and crop. Year 1981, 1985, 1989-1995, 1999- 1981 - 2007	JO/JO0104
AkerArealGrodaL	Use of arable land by county/country and crop. Year 1981 - 2007	JO/JO0104
AgoslagArealK	Type of land area by municipality. Year 1981, 1985, 1989-1999 1981 - 1999	JO/JO0104
AgoslagArealL	Type of land area by county/country. Year 1981-1999, 2003- 1981 - 2007	JO/JO0104
ForetagStorlekK	Agricultural enterprises by municipality and size class. Year 1981, 1985, 1989-2000, 2003 1981 - 2007	JO/JO0106
ForetagStorlekL	Agricultural enterprises by county/country and size class. Year 1981 -2000, 2003, 2005, 2007 1981 - 2007	JO/JO0106
ForetagFormL	Agricultural enterprises by county/country and juridical form. Year 1981-2000, 2003, 2005 1981 - 2007	JO/JO0106
ForetagareAlder8195	Agricultural enterprise farmers by county/country and age. Year 1981-1995 1981 - 1995	JO/JO0106
ForetagareAlder96	Agricultural enterprise farmers by county/country and age. Year 1996-2003 1996 - 2007	JO/JO0106
SkordarL	Yield per hectar and total production in regions/country for different crops. Yearly data 1965 - 2014	JO/JO0601
LE01012013A02	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A03	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A04	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A05	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A06B	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101A
LE01012013A06	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101A
LE01012013A07	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, occupation (SSYK96) and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A08	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, sector and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A09	Physical and psychosocial work environment factors for gainfully employed persons aged 16-64 by indicator, industrial classification NACE Rev. 2 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A10	Lack of influence for employees aged 16-64 by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A11	Lack of influence for employees aged 16-64 by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A12	Lack of influence for employees aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A13	Lack of influence for employees aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A14	Lack of influence for employees aged 16-64 by indicator, socio-economic groupe and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A15B	Lack of influence for employees aged 16-64 by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101A
LE01012013A15	Lack of influence for employees aged 16-64 by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101A
LE01012013A16	Lack of influence for employees aged 16-64 by indicator, occupation (SSYK96) and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A17	Lack of influence for employees aged 16-64 by indicator, sector and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE01012013A18	Lack of influence for employees aged 16-64 by indicator, industrial classification NACE Rev. 2 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101A
LE0101B01	Housing by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101B
LE0101B02	Housing by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101B
LE0101B03	Housing by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101B
LE0101B04	Housing by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101B
LE0101B05	Housing by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101B
LE0101B06B	Housing by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101B
LE0101B06	Housing by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101B
LE0101SILCB01	SILC Housing by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101B
LE0101SILCB02	SILC Housing by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101B
LE0101SILCB03	SILC Housing by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101B
LE0101SILCB04	SILC Housing by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101B
LE0101SILCB05	SILC Housing by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008 - 2012	LE/LE0101/LE0101B
LE0101SILCB06	SILC Housing by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101B
LE0101SILCE01	SILC Economy and material assets by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE02	SILC Economy and material assets by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE03	SILC Economy and material assets by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE04	SILC Economy and material assets by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE05	SILC Economy and material assets by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008 - 2012	LE/LE0101/LE0101E
LE0101SILCE06	SILC Economy and material assets by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE08	SILC Distribution of Income. Gini Coefficient. Year 2008 - 2013	LE/LE0101/LE0101E
LE0101SILCE10	SILC Distribution of Income. Income quintile share ratio (S80/S20). Year 2008 - 2013	LE/LE0101/LE0101E
LE0101F01	Holiday travel and holiday homes by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F02	Holiday travel and holiday homes by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F03	Holiday travel and holiday homes by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F04	Holiday travel and holiday homes by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F05	Holiday travel and holiday homes by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F06B	Holiday travel and holiday homes by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101F
LE0101F06	Holiday travel and holiday homes by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101F30	Outdoor activities, exercise and cultural activities by type of activity, how often, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F31	Outdoor activities, exercise and cultural activities by type of activity, how often, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F32	Outdoor activities, exercise and cultural activities by type of activity, how often, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F33	Outdoor activities, exercise and cultural activities by type of activity, how often, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F34	Outdoor activities, exercise and cultural activities by type of activity, how often, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F35	Outdoor activities, exercise and cultural activities by type of activity, how often, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101F
LE0101F35A	Outdoor activities, exercise and cultural activities by type of activity, how often, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101F40	Exercise by how often, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F41	Exercise by how often, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F42	Exercise by how often, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F43	Exercise by how often, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F44	Exercise by how often, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F45	Exercise by how often, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101F
LE0101F45A	Exercise by how often, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101F50	Reading books in leisure time by how often, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F51	Reading books in leisure time by how often, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F52	Reading books in leisure time by how often, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F53	Reading books in leisure time by how often, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101F
LE0101F54	Reading books in leisure time by how often, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F55	Reading books in leisure time by how often, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101F
LE0101F55A	Reading books in leisure time by how often, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101F60	Computer use in leisure time by how often, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F61	Computer use in leisure time by how often, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F62	Computer use in leisure time by how often, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F63	Computer use in leisure time by how often, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F64	Computer use in leisure time by how often, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F65	Computer use in leisure time by how often, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101F
LE0101F65A	Computer use in leisure time by how often, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101F70	Internet use in leisure time by how often, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F71	Internet use in leisure time by how often, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F72	Internet use in leisure time by how often, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F73	Internet use in leisure time by how often,level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F74	Internet use in leisure time by how often, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101F
LE0101F75	Internet use in spare time by how often, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101F
LE0101F75A	Internet use in leisure time by how often, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101F
LE0101H01	Physical and mental health by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H02	Physical and mental health by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H03	Physical and mental health by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H04	Physical and mental health by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H05	Physical and mental health by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101H
LE0101H06B	Physical and mental health by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101H
LE0101H06	Physical and mental health by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H07	Long-term illness by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H08	Long-term illness by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H09	Long-term illness by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H10	Long-term illness by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H11	Long-term illness by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H12B	Long-term illness by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year -	LE/LE0101/LE0101H
LE0101H12	Long-term illness by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H13	Disabilities by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H14	Disabilities by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H15	Disabilities by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H16	Disabilities by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H17	Disabilities by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101H
LE0101H18B	Disabilities by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101H
LE0101H18	Disabilities by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H19	Doctor and dentist appointments by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H20	Doctor and dentist appointments by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H21	Doctor and dentist appointments by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H22	Doctor and dentist appointments by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H23	Doctor and dentist appointments by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101H
LE0101H24B	Doctor and dentist appointments by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101H
LE0101H24	Doctor and dentist appointments by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H25	Tobacco habits by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H26	Tobacco habits by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H27	Tobacco habits by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H28	Tobacco habits by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101H
LE0101H29	Tobacco habits by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101H
LE0101H30B	Tobacco habits by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101H
LE0101H30	Tobacco habits by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101H
LE0101H40	Health, illness and medical care by region, indicator and sex. Percentage and estimated numbers in thousands. 3 year 2008-2010 - 2008-2010	LE/LE0101/LE0101H
LE0101M01	Civic activities, politics by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101M
LE0101M02	Civic activities, politics by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101M
LE0101M03	Civic activities, politics by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101M
LE0101M04	Civic activities, politics by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101M
LE0101M05	Civic activities, politics by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101M
LE0101M06	Civic activities, politics by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101M
LE0101M06B	Civic activities, politics by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE01012013M07	Civic activities, trade unions, employees aged 16-64 by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE01012013M08	Civic activities, trade unions, employees aged 16-64 by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE01012013M09	Civic activities, trade unions, employees aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE01012013M10	Civic activities, trade unions, employees aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE01012013M11	Civic activities, trade unions, employees aged 16-64 by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101M
LE01012013M12	Civic activities, trade unions, employees aged 16-64 by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M13	Civic activities, associations by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M14	Civic activities, associations by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M15	Civic activities, associations by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M16	Civic activities, associations by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M17	Civic activities, associations by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101M
LE0101M18	Civic activities, associations by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M19	Civic activities, retirement associations by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M20	Civic activities, retirement associations by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M21	Civic activities, retirement associations by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M22	Civic activities, retirement associations by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101M23	Civic activities, retirement associations by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101M
LE0101M24	Civic activities, retirement associations by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101M
LE0101R01	Family by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R02	Family by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R03	Family by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R04	Family by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R05	Family by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R06B	Family by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101R
LE0101R06	Family by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101R
LE0101R07	Socialising with family and friends by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R08	Socialising with family and friends by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R09	Socialising with family and friends by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R10	Socialising with family and friends by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R11	Socialising with family and friends by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101R
LE0101R12B	Socialising with family and friends by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101R
LE0101R12	Socialising with family and friends by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101R
LE01012013S01	Population aged 16-64 by main activity, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S02	Population aged 16-64 by main activity, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S03	Population aged 16-64 by main activity, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S04	Population aged 16-64 by main activity, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S05	Population aged 16-64 by main activity, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE01012013S06B	Population aged 16-64 by main activity, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101S
LE01012013S06	Population aged 16-64 by main activity, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101S
LE01012013S07	Gainfully employed persons aged 16-64 by full-time/part-time, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S08	Gainfully employed persons aged 16-64 by full-time/part-time, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S09	Gainfully employed persons aged 16-64 by full-time/part-time, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S10	Gainfully employed persons aged 16-64 by full-time/part-time, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S11	Gainfully employed persons aged 16-64 by full-time/part-time, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE01012013S12	Gainfully employed persons aged 16-64 by full-time/part-time, municipality group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101S
LE01012013S13	Gainfully employed persons aged 16-64 by status in employment, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S14	Gainfully employed persons aged 16-64 by status in employment, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S15	Gainfully employed persons aged 16-64 by status in employment, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S16	Gainfully employed persons aged 16-64 by status in employment, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S17	Gainfully employed persons aged 16-64 by status in employment, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE01012013S18B	Gainfully employed persons aged 16-64 by status in employment, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101S
LE01012013S18	Gainfully employed persons aged 16-64 by status in employment, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101S
LE01012013S19	Employees aged 16-64 by type of employment, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013A19	Distribution of working hours for employees aged 16-64 by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S20	Employees aged 16-64 by type of employment, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013A20	Distribution of working hours for employees aged 16-64 by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013A21	Distribution of working hours for employees aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S21	Employees aged 16-64 by type of employment, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013A22	Distribution of working hours for employees aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S22	Employees aged 16-64 by type of employment, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2014-2014	LE/LE0101/LE0101S
LE01012013S23	Employees aged 16-64 by type of employment, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE01012013A23	Distribution of working hours for employees aged 16-64 by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE01012013A24B	Distribution of working hours for employees aged 16-64 by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101S
LE01012013S24B	Employees aged 16-64 by type of employment, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2014-2014	LE/LE0101/LE0101S
LE01012013S24	Employees aged 16-64 by type of employment, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101S
LE01012013A24	Distribution of working hours for employees aged 16-64 by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101S
LE01012013A25	Distribution of working hours for employees aged 16-64 by indicator, occupation (SSYK96) and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE0101SILCA01	SILC Employment by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101S
LE0101SILCA02	SILC Employment by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101S
LE01012013A26	Distribution of working hours for employees aged 16-64 by indicator, sector and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE0101SILCA03	SILC Employment by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101S
LE01012013A27	Distribution of working hours for employees aged 16-64 by indicator, industrial classification NACE Rev. 2 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101S
LE0101SILCA04	SILC Employment by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101S
LE0101SILCA05	SILC Employment by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008 - 2012	LE/LE0101/LE0101S
LE0101SILCA06	SILC Employment by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008 - 2013	LE/LE0101/LE0101S
LE0101T01	Security and safety by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T02	Security by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T03	Security by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T04	Security by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T05	Security by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T06B	Security by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101T
LE0101T06	Security by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101T
LE0101T07	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T08	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T09	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T10	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T11	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2013	LE/LE0101/LE0101T
LE0101T12B	Subjected to threats or violence at the workplace for working aged 16-64 by indicator, municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2013 - 2012-2013	LE/LE0101/LE0101T
LE0101T12	Subjected to threats or violence at the workplace for employees aged 16-64 by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101T
LE0101E01	Economy, below the social assistance norm by age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2012	LE/LE0101/LE0101X
LE0101E02	Economy, below the social assistance norm by type of household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2012	LE/LE0101/LE0101X
LE0101E03	Economy, below the social assistance norm by foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2012	LE/LE0101/LE0101X
LE0101E04	Economy, below the social assistance norm by level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2012	LE/LE0101/LE0101X
LE0101E05	Economy, below the social assistance norm by socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2012-2012	LE/LE0101/LE0101X
LE0101E06B	Economy, below the social assistance norm by municipality group according to classification of 2011 and sex. Percentage and estimated numbers in thousands. Year 2012-2012 - 2012-2012	LE/LE0101/LE0101X
LE0101E06	Economy, below the social assistance norm by municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M07	Trade unions, employees aged 16-64 by indicator, age and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M08	Trade unions, employees aged 16-64 by indicator, household and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M09	Trade unions, employees aged 16-64 by indicator, foreign/Swedish background and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M10	Trade unions, employees aged 16-64 by indicator, level of education and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M11	Trade unions, employees aged 16-64 by indicator, socio-economic group and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
LE0101M12	Trade unions, employees aged 16-64 by indicator, municipality group according to classification of 2005 and sex. Percentage and estimated numbers in thousands. Year 2008-2009 - 2010-2011	LE/LE0101/LE0101X
BarnOversikt	Children and young persons aged 0-21 by sex, age and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102A
BarnBefFodland	Children and young persons aged 0-21 by sex, the childs age, the childs country of birth (Sweden/abroad) and the mothers country of birth. Year 2000 - 2013	LE/LE0102/LE0102A
BarnBefFodlandF	Children and young persons aged 0-21 by sex, the childs age, the childs country of birth and the fathers country of birth. Year 2000 - 2013	LE/LE0102/LE0102A
SamboformForalder	Children and young persons aged 0-21 by sex, age, type of family (married/cohabiting or single parents) and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102B
SamboformForalder2	Children and young persons aged 0-21 living with biological parents and step parents by sex, age, type of family (married/cohabiting or single parents) and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102B
BarnFamilj2	Children and young persons aged 0-21 in nuclear families and other families by sex, age and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102B
SamboformForalder5K	Children and young persons aged 0-21 by region, sex, age, type of family (cohabiting or single parents) and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102B
SamboformForalder4K	Children and young persons aged 0-21 by region, sex, age, type of family (lives with biological parents and step parents) and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102B
Syskon7	Children and young persons aged 0-21 by sex, age, siblings and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102C
Syskon3	Children and young persons aged 0-21 by sex, age, type of family (married/cohabiting or single parents), siblings and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102C
Vardnad	Joint and sole custody of children and young persons 1-17 years by sex, age, caregiver, type of family (parents civil status/parenthood) and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102D
SamboUngdom	Young persons 16-21 years that have left home by sex, age, type of family (married/cohabiting), with/without children and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102E
SamboUngdom	Young persons 16-21 years that have left home by sex, age, type of family (married/cohabiting), with/without children and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102E
SamboUngdom	Young persons 16-21 years that have left home by sex, age, type of family (married/cohabiting), with/without children and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102E
SamboUngdom	Young persons 16-21 years that have left home by sex, age, type of family (married/cohabiting), with/without children and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102E
Separation	Children and young persons aged 0-21 whose parents have separated by sex, age, type of family (nuclear families/reconstructed families) and parents form of cohabitation. Year 2000 - 2013	LE/LE0102/LE0102F
SeparationSvUtl	Children and young persons aged 0-21 whose parents have separated by sex, age, type of family (nuclear families /reconstructed families), parents form of cohabitation and Swedish/foreign background. Year 2000 - 2013	LE/LE0102/LE0102F
SeparationK	Children and young persons aged 0-21 whose parents have separated by region, sex, age and parents form of cohabitation. Year 2000 - 2013	LE/LE0102/LE0102F
SeparationAvstand	Children and young persons aged 1-17 and lives apart from one of its biological parents by sex, age, distance, type of family, and Swedish/foreign background of the biological parent living apart from the child. Year 2000 - 2013	LE/LE0102/LE0102G
BarnAdoption2	Number of adoptions of children by sex and country of birth. Year 2000 - 2013	LE/LE0102/LE0102I
BarnAdoption	Adopted children and young persons aged 0-21 by sex, age and country of birth. Year 2000 - 2013	LE/LE0102/LE0102I
BarnFam	Families with children and young persons aged 0-21 and average number of children per family by the childs age, type of family and the mother/fathers country of birth (Sweden/abroad). Years 2000 - 2013	LE/LE0102/LE0102J
BarnFamAlder	Families with children and young persons aged 0-21 by the childs age, type of family and parents age. Year 2000 - 2013	LE/LE0102/LE0102J
Familj1K	Families with children and young persons aged 0-21 by region, the childs age, type of family (married/cohabiting or single parents) and number of children in the family. Year 2000 - 2013	LE/LE0102/LE0102J
Familj2K	Families with children and young persons aged 0-21 by region, the childs age, type family (married/cohabiting or single parents) and number of children in the family. Year 2000 - 2013	LE/LE0102/LE0102J
SysellsattFamtyp	Number and share of children and young persons aged 0-17 by parents occupation, the childs age and type of family. Year 1999 - 2013	LE/LE0102/LE0102K
SysellsattAntalBarn	Number and share of children and young persons aged 0-17 by parents occupation, number of children and type of family. Year 1999 - 2013	LE/LE0102/LE0102K
InkStd	Income standard of families with children, number and percentage of children aged 0-17 living at home, by income standard. Year 1995 - 2012	LE/LE0102/LE0102L
InkStdMedian	Income standard (median) for families with children aged 0-17 living at home, by population groups. Year 1995 - 2012	LE/LE0102/LE0102L
InkStdMedianSKL	Income standard (median) for families with children aged 0-17, by municipality group. Year 1995 - 2012	LE/LE0102/LE0102L
DispInk	Familys disposable income per consumption unit in SEK thousands. Children in families living at home aged 0-17, by population groups. Year 1995 - 2012	LE/LE0102/LE0102L
DispInkSKL	Familys disposable income per consumption unit in SEK thousands. Children in families living at home aged 0-17, by municipality group. Year 1995 - 2012	LE/LE0102/LE0102L
DispInkB	Family support as share/percentage of disposable income. Families with children living at home aged 0-17, by type of support and population groups. Year 1995 - 2012	LE/LE0102/LE0102L
DispInkBSKL	Family support as share/percentage of disposable income. Families with children living at home aged 0-17, by type of support and municipality group. Year 1995 - 2012	LE/LE0102/LE0102L
SocB	Families that have received economic support at some time during the year, share of families with children living at home aged 0-17.Year 1995 - 2012	LE/LE0102/LE0102L
ArbInk	Children living at home aged 13-17 with their own income from employment by region, sex, age and income bracket. Year 1995 - 2012	LE/LE0102/LE0102L
ArbInkMd	Children living at home aged 13-17 with their own income from employment. Median value in SEK by region, sex and age. Year 1995 - 2012	LE/LE0102/LE0102L
LE0106A01	Childrens leisure time and cultural activities by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A02	Childrens working environment and influence in school by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A03	Childrens finances and material resources by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A04	Childrens health by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A05	Childrens relationships with parents and friends by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A06	Childrens activities to bring about changes by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A07	Children about homework and relationships in school by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A08	Childrens psychosomatic disorders by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A09	Childrens security in the neighbourhood and in school by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A10	Childrens household chores by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
LE0106A11	Childrens media habits by indicator, study domain and sex. Percent. Year 2009-2010 - 2013-2014	LE/LE0106
LE0106A12	Childrens stress in school by indicator, study domain and sex. Percent. Year 2009-2010 - 2013-2014	LE/LE0106
LE0106A13	Children on smoking, alcohol, work etc. by indicator, study domain and sex. Percent. Year 2008-2009 - 2013-2014	LE/LE0106
Kommunmed	Elections to the Municipal Councils - those entitled to vote by region and citizenship. Year of election 1973 - 2014	ME/ME0104/ME0104A
Kfmandat	Elections to the Municipal Councils - seats won by region and party. Year of election 1973 - 2014	ME/ME0104/ME0104A
ME0104T1	Elections to the Municipal Councils - results by region and party etc. Number and percent. Year of election 1973 - 2014	ME/ME0104/ME0104A
ME0104T9	Elections to the Municipal Councils - those entitled to vote by sex and country of citizenship. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
ME0104T6	Elections to the Municipal Councils - those entitled to vote by municipality, Swedish/foreign citizenship and sex. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
ME0104T7OLD	Elections to the Municipal Councils - those entitled to vote by municipality, Swedish/foreign citizenship, sex and age. Number and percent. Year of election 2002 - 2010	ME/ME0104/ME0104A
ME0104T8	Elections to the Municipal Councils - those entitled to vote by municipality, Swedish/foreign citizenship, sex and born in Sweden/foreign born. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
ME0104T10	Elections to the Municipal Councils - those entitled to vote by Swedish/foreign citizenship, sex and region of birth. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
ME0104T11	Elections to the Municipal Councils - those entitled to vote by Swedish/foreign citizenship, sex and foreign/Swedish background. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
ME0104T12	Elections to the Municipal Councils - those entitled to vote by Swedish/foreign citizenship, sex and level of education. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104A
Ltmandat	Elections to the County Councils - seats won by region and party. Year of election 1973 - 2014	ME/ME0104/ME0104B
Landstingsmed	Elections to the County Councils - those entitled to vote by region and citizenship. Year of election 1973 - 2014	ME/ME0104/ME0104B
ME0104T2	Elections to the County Councils - results by region and party etc. Number and percent. Year of election 1973 - 2014	ME/ME0104/ME0104B
ME0104T16	Elections to the County Councils - those entitled to vote by sex and country of citizenship. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
ME0104T13	Elections to the County Councils - those entitled to vote by county council, Swedish/foreign citizenship and sex. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
ME0104T14OLD	Elections to the County Councils - those entitled to vote by county council, Swedish/foreign citizenship, sex and age. Number and percent. Year of election 2002 - 2010	ME/ME0104/ME0104B
ME0104T15	Elections to the County Councils - those entitled to vote by county council, Swedish/foreign citizenship, sex and born in Sweden/foreign born. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
ME0104T17	Elections to the County Councils - those entitled to vote by Swedish/foreign citizenship, sex and region of birth. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
ME0104T18	Elections to the County Councils - those entitled to vote by Swedish/foreign citizenship, sex and foreign/Swedish background. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
ME0104T19	Elections to the County Councils - those entitled to vote by Swedish/foreign citizenship, sex and level of education. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104B
Riksdagsmandat	Election to the Riksdag - seats won by region and party. Year of election 1973 - 2014	ME/ME0104/ME0104C
RiksdagsvalRostb7698	Election to the Riksdag - those entitled to vote by region. Year of election 1973 - 2014	ME/ME0104/ME0104C
ME0104T3	Election to the Riksdag - results by region and party etc. Number and percent. Year of election 1973 - 2014	ME/ME0104/ME0104C
ME0104T20	Election to the Riksdag - those entitled to vote among Swedish citizens registered in Sweden and Swedish citizens residing abroad by sex. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104C
ME0104T21OLD	Election to the Riksdag - those entitled to vote among Swedish citizens registered in Sweden and Swedish citizens residing abroad by sex and age. Number and percent. Year of election 2002 - 2010	ME/ME0104/ME0104C
ME0104T22	Election to the Riksdag - those entitled to vote among Swedish citizens registered in Sweden by sex and region of birth. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104C
ME0104T23	Election to the Riksdag - those entitled to vote among Swedish citizens registered in Sweden by sex and foreign/Swedish background. Number and percent. Year of election 2002 - 2014	ME/ME0104/ME0104C
ME0104T5	Voting rates in County Council elections by County Council. Year of election 1973 - 2014	ME/ME0104/ME0104D
ME0104T4	Voting rates in elections to the Riksdag, County Councils and Municipal Councils by region. Year of election 1973 - 2014	ME/ME0104/ME0104D
ME0105T23	Elections to the Municipal Councils. Voting rates by county, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T25	Elections to the Municipal Councils. Voting rates by country of citizenship and sex (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T27	Elections to the Municipal Councils. Voting rates by Swedish/foreign citizens, income, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T22	Elections to the Municipal Councils. Voting rates by Swedish/foreign citizens, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T24	Elections to the Municipal Councils. Voting rates by Swedish/foreign citizens, county and sex (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T26	Elections to the Municipal Councils. Voting rates by Swedish/foreign citizens, civil status, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105A
ME0105T17	Elections to the County Councils. Voting rates by county council, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T19	Elections to the County Councils. Voting rates by country of citizenship and sex (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T21	Elections to the County Councils. Voting rates by Swedish/foreign citizens, income, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T16	Elections to the County Councils. Voting rates by Swedish/foreign citizens, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T18	Elections to the County Councils. Voting rates by Swedish/foreign citizens, county council and sex (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T20	Elections to the County Councils. Voting rates by Swedish/foreign citizens, civil status, sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105B
ME0105T01	Election to the Riksdag. Voting rates among all those entitled to vote by sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T02	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by sex and age (Survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T03	Election to the Riksdag. Voting rates among Swedish citizens residing abroad by sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T04	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by region, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T05	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by country of birth, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T06	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by region of birth and sex (Survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T07	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by foreign/Swedish background and sex (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T08	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by civil status, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T09	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden by income, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T10	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden, 18-74 years by level of educational attainment, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T11	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden, 18-64 years by civil status, labour force status and sex(survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T12	Election to the Riksdag. Voting rates among employed Swedish citizens registered in Sweden, 18-64 years by occupation and sex (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T13	Election to the Riksdag. Voting rates among employed Swedish citizens registered in Sweden, 18-64 years by socio economic group, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T14	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden, 18-64 years, employees by sector of employment, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
ME0105T15	Election to the Riksdag. Voting rates among Swedish citizens registered in Sweden, 18-64 years, employees and unemployed by trade union, sex and age (survey). Election year 2002 - 2014	ME/ME0105/ME0105C
Kfledamoter	Elected candidates in the elections to the Municipal Councils by region, party and sex. Year of election 1982 - 2014	ME/ME0107/ME0107A
ME0107T01	Nominated, elected and not elected candidates in the elections to the Municipal Councils by municipality by sex and born in Sweden/foreign born. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T02	Nominated, elected and not elected candidates in the elections to the Municipal Councils by municipality, sex and party. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T03	Nominated, elected and not elected candidates in the elections to the Municipal Councils by municipality, sex and age. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T04	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and region of birth. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T05	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and income by percentiles. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T06	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and country of citizenship. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T07	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and level of educational attainment. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T08	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and foreign/Swedish background. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T09	Nominated, elected and not elected candidates in the elections to the Municipal Councils by sex, party and age. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T10	Nominated, elected and not elected candidates in the elections to the Municipal Councils by municipality and sex. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107A
ME0107T28	Elected candidates in the elections to the Municipal Councils by municipality, sex, age and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
ME0107T29	Elected candidates in the elections to the Municipal Councils by municipality, sex, party and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
ME0107T31	Elected candidates in the elections to the Municipal Councils by sex, foreign/Swedish background and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
ME0107T30	Elected candidates in the elections to the Municipal Councils by sex, party, age and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
ME0107T33	Elected candidates in the elections to the Municipal Councils by sex, level of educational attainment and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
ME0107T32	Elected candidates in the elections to the Municipal Councils by sex, income by percentiles and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107A
Ltledamoter	Elected candidates in the elections to the County Councils by region, party and sex. Year of election 1982 - 2014	ME/ME0107/ME0107B
ME0107T11	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and region of birth. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T12	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and income by percentiles. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T13	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and country of citizenship. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T14	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and level of educational attainment. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T15	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and foreign/Swedish background. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T16	Nominated, elected and not elected candidates in the elections to the County Councils by sex, party and age. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T17	Nominated, elected and not elected candidates in the elections to the County Councils by County Council, sex and born in Sweden/foreign born. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T18	Nominated, elected and not elected candidates in the elections to the County Councils by County Council, sex and party. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T19	Nominated, elected and not elected candidates in the elections to the County Councils by County Council, sex and age. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T20	Nominated, elected and not elected candidates in the elections to the County Councils by County Council and sex. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107B
ME0107T34	Elected candidates in the elections to the County Councils by County Council, sex, age and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
ME0107T35	Elected candidates in the elections to the County Councils by County Council, sex, party and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
ME0107T37	Elected candidates in the elections to the County Councils by sex, foreign/Swedish background and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
ME0107T36	Elected candidates in the elections to the County Councils by sex, party, age and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
ME0107T39	Elected candidates in the elections to the County Councils by sex, level of educational attainment and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
ME0107T38	Elected candidates in the elections to the County Councils by sex, income by percentiles and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107B
Riksdagsledamoter	Elected candidates in the election to the Riksdag by region, party and sex. Year of election 1973 - 2014	ME/ME0107/ME0107C
ME0107T22	Nominated, elected and not elected candidates in the election to the Riksdag by sex. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107C
ME0107T23	Nominated, elected and not elected candidates in the election to the Riksdag by sex, party and region of birth. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107C
ME0107T24	Nominated, elected and not elected candidates in the election to the Riksdag by sex, party and income by percentiles. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107C
ME0107T25	Nominated, elected and not elected candidates in the election to the Riksdag by sex, party and level of educational attainment. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107C
ME0107T26	Nominated, elected and not elected candidates in the election to the Riksdag by sex, party and foreign/Swedish background. Number and percent. Year of election 1991 - 2014	ME/ME0107/ME0107C
ME0107T27	Nominated, elected and not elected candidates in the election to the Riksdag by sex, party and age. Number and percent. Year of electionElection to the Riksdag 1991 - 2014	ME/ME0107/ME0107C
ME0107T40	Elected candidates in the election to the Riksdag by sex, age and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107C
ME0107T41	Elected candidates in the election to the Riksdag by sex, party and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107C
ME0107T42	Elected candidates in the election to the Riksdag by sex, foreign/Swedish background and those who left office. Number and percent. Term of office 2002-2006 - 2010-2014	ME/ME0107/ME0107C
ME0109T01	European Parliament election - seats won by party. Year of election 1995 - 2014	ME/ME0109/ME0109A
EUvalA	European Parliament election - results by municipality and party etc. Number and share of votes. Year of election 1995 - 2014	ME/ME0109/ME0109A
EUmed	European Parliament election - those entitled to vote by region and citizenship. Year of election 1995 - 2014	ME/ME0109/ME0109B
ME0109T02	European Parliament election - those entitled to vote by category of those entitled to vote and sex. Year of election 2004 - 2014	ME/ME0109/ME0109B
ME0109T03OLD	European Parliament election - those entitled to vote by category of those entitled to vote, sex and age. Year of election 2004 - 2009	ME/ME0109/ME0109B
ME0109T04	European Parliament election - those entitled to vote among Swedish citizens registered in Sweden by sex and region of birth. Year of election 2004 - 2014	ME/ME0109/ME0109B
ME0109T05	European Parliament election - those entitled to vote among Swedish citizens registered in Sweden by sex and born in Sweden/foreign born. Year of election 2004 - 2014	ME/ME0109/ME0109B
ME0109T06	European Parliament election - those entitled to vote among Swedish citizens registered in Sweden by sex and level of educational attainment. Election year 2004 - 2014	ME/ME0109/ME0109B
ME0110T01	European Parliament election. Voting rates among all those entitled to vote by sex and age (Survey). Election year 2004 - 2014	ME/ME0110
ME0110T04	European Parliament election. Voting rates among Swedish citizens registered in Sweden by sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T03	European Parliament election. Voting rates among Swedish citizens residing abroad by sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T02	European Parliament election. Voting rates among foreign citizens registered in Sweden by sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T05	European Parliament election. Voting rates among Swedish citizens registered in Sweden by region, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T15	European Parliament election. Voting rates among Swedish citizens registered in Sweden by country of birth, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T16	European Parliament election. Voting rates among Swedish citizens registered in Sweden by foreign/Swedish background and sex (survey). Election year 2004 - 2014	ME/ME0110
ME0110T06	European Parliament election. Voting rates among Swedish citizens registered in Sweden by civil status, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T07	European Parliament election. Voting rates among Swedish citizens registered in Sweden by income, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T08	European Parliament election. Voting rates among Swedish citizens registered in Sweden, 18-74 years by level of educational attainment, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T09	European Parliament election. Voting rates among Swedish citizens registered in Sweden, 18-64 years by civil status, labour force status and sex(survey). Election year 2004 - 2014	ME/ME0110
ME0110T10	European Parliament election. Voting rates among employed Swedish citizens registered in Sweden, 18-64 years by occupation and sex (survey). Election year 2004 - 2014	ME/ME0110
ME0110T12	European Parliament election. Voting rates among employed Swedish citizens registered in Sweden, 18-64 years by socio economic group, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T11	European Parliament election. Voting rates among Swedish citizens registered in Sweden, 18-64 years, employees by sector of employment, sex and age (survey). Election year 2004 - 2014	ME/ME0110
ME0110T13	European Parliament election. Voting rates among Swedish citizens registered in Sweden, 18-64 years, employees and unemployed by trade union, sex and age (survey). Election year 2004 - 2014	ME/ME0110
C1EUvalNom	Nominated, elected and not elected candidates in the elections to the European Parliament by sex. In numbers and percent. Election year 1995 - 2014	ME/ME0116
C2EUvalNomAlder	Nominated, elected and not elected candidates in elections to the European Parliament by sex and age. In numbers and percentage. Election year 1995 - 2014	ME/ME0116
C3EUvalNomLand	Nominated, elected and not elected candidates in the elections to the European Parliament by sex and born in Sweden/born abroad. In numbers and percent. Election year 1995 - 2014	ME/ME0116
C4EUvalNomUtb	Nominated, elected and not elected candidates in the elections to the European Parliament by sex and level of educational attainment. In numbers and percentage. Election year 1995 - 2014	ME/ME0116
C5EUvalNomInk	Nominated, elected and not elected candidates in the elections to the European Parliament by sex and income by percentile. In numbers and percent. Election year 1995 - 2014	ME/ME0116
C6EUvalNomParti	Nominated, elected and not elected candidates in the elections to the European Parliament by sex and party. In numbers and percent. Election year 1995 - 2014	ME/ME0116
UtslappAmmoniak	Emissions to air of ammonia from agriculture by production area, type of animal, emission source, manure management system and handling. Year 2011 - 2013	MI/MI0108
SkyddadnaturTatort	Protected nature within and around localities with more than 10 000 inhabitants. Year 2012 - 2014	MI/MI0603
Skyddadnatur	Protected nature by region and protection type. Year 1998 - 2014	MI/MI0603
Areal2012	Land and water area 1 January by region and type of area. Year 2012 - 2015	MI/MI0802
Areal	Land and water area 1 January by region and type of area (no update after 2011). Year 2000 - 2011	MI/MI0802
MarkanvKn	Land use in Sweden by municipality and land use category. Every fifth year 2010 - 2010	MI/MI0803/MI0803A
MarkanvLan	Land use in Sweden by county and land use category. Every fifth year 2010 - 2010	MI/MI0803/MI0803A
MarkanvBebyggdLnKn	Built up land by region and land use category. Every fifth year 2010 - 2010	MI/MI0803/MI0803A
MarkanvJbSk	Arable land and forest land by region and land use category. Year 1951 - 2010	MI/MI0803/MI0803A
MarkanvByggnadLnKn	Buildings, number and ground space area by region and type of building. Every fifth year 2010 - 2010	MI/MI0803/MI0803B
MarkanvFornl	Ancient sites and monuments, number and area by region. Every fifth year 2010 - 2010	MI/MI0803/MI0803C
LandarealTatort	Land area by localities, population and population density per sq. km. Every fifth year 1990 - 2010	MI/MI0810/MI0810A
BefLandInvKvmTO	Population, land area and population density per sq. km. in localities, by region and type of area. Every fifth year 2005 - 2010	MI/MI0810/MI0810A
TatortGrad	Number of localities (urban areas) and population density by region. Every fifth year 2005 - 2010	MI/MI0810/MI0810A
TatortBostLokalArea	Residential and non-residential floor space by locality and type code. Year 2005 - 2010	MI/MI0810/MI0810B
TatortBostad	Population in localities by locality and type of dwelling. Year 2005 - 2010	MI/MI0810/MI0810B
TatortByggByggReg	Number of buildings by locality and type of building. Year 2010 - 2010	MI/MI0810/MI0810B
DagbefTatort	Gainfully employed 16+ years ( by region of work) by localities and sex. Every fith years 2000 - 2010	MI/MI0810/MI0810C
DagbefArbStTatort	Workplaces, gainfully employed 16+ years ( by region of work), inhabitants and diversity of industry by localities. Every fith years 2000 - 2010	MI/MI0810/MI0810C
ForvArbPerTO	Gainfully employed 16+ years, by region of work and type of area. Every fith years 2005 - 2010	MI/MI0810/MI0810C
LandarealSmaort	Land area in smaller localities (places with 50-199 inhabitants), population and population density per sq. km. Every fifth year 1995 - 2010	MI/MI0811
BefStrandnara	Shoreline population by region and type of shoreline. Year 2013 - 2013	MI/MI0812
OarBebodda	Populated islands by region. Year 2000 - 2013	MI/MI0812
OarSv	Islands Sweden by region. Year 2013 - 2013	MI/MI0812
BebyggelseOar	Buildings on islands by region. Year 2013 - 2013	MI/MI0812
OarArealOmk	Islands in Sweden. Number, area and perimeter by region. Year 2013 - 2013	MI/MI0812
OarBefolkning	Population on islands by region. Year 2013 - 2013	MI/MI0812
OarStorleksklass	Number of islands in Sweden by region and size class. Year 2013 - 2013	MI/MI0812
TransportInfAreal	Transport infrastructure area in hectares after region. Year 2010 - 2010	MI/MI0816
VaglangdHallare	Road length in km by region and road owner. Year 2010 - 2010	MI/MI0816
JarnVagLangdAreai	Railways, area in hectares by region. Year 2010 - 2010	MI/MI0816
VagArealKategori	Road area in hectares per road category by region and type of area. Year 2010 - 2010	MI/MI0816
VaglangdKategori	Road length in km after region and road category. Year 2010 - 2010	MI/MI0816
VattenUttag	Water withdrawal by region and type of water new. Every fifth year 1990 - 2010	MI/MI0902/MI0902A
VattenAnvGrupp	Water use by region and and user category. Every fifth year 1990 - 2010	MI/MI0902/MI0902A
VattenanvandK	Water use by municipality and user category 1995 - 1995	MI/MI0902/MI0902B
MiljoEnergiSNIb	Combustion of fuels (excluding process fuels) by industry SNI 2007 (NACE). Year 2008 - 2011	MI/MI1301
MiljoEnergiSNI	Combustion of fuels (excluding process fuels) by industry SNI92 (NACE). Year 1993 - 2008	MI/MI1301
MI1301MFTA01	Material flows by material categories. Year 2000 - 2013	MI/MI1301
MiljoSkattSNIb	Taxes by industry SNI 2007 (NACE). Year 2008 - 2012	MI/MI1301
MiljoSkattSNI	Energy related taxes by industry SNI92 (NACE). Year 1993 - 2008	MI/MI1301
MiljoUtslappAmneSNIb	Air emissions by industry SNI 2007 (NACE) and subject. Year 2008 - 2012	MI/MI1301
MiljoUtslappAmneSNI	Air emissions by industry SNI92 (NACE) and subject. Year 1993 - 2008	MI/MI1301
MiljoEnergiSNIbrslag	Combustion of fuels by industry SNI 2007 (NACE) and type of fuel. Year 2008 - 2012	MI/MI1301
BNPprodENS95KorrKv	GDP: production approach (ESA95), working-day and seasonally adjusted by industrial classification SNI 2002. Quarter 1993K1 - 2011K2	NR/NR0101/NR0101D
BNPprodENS95kv	GDP: production approach (ESA95) by industrial classification SNI 2002. Quarter 1993K1 - 2011K2	NR/NR0101/NR0101D
ArbTimENS95KorrKv	Hours worked (ESA95), working-day and seasonally adjusted by industrial classification SNI 2002. Quarter 1993K1 - 2011K2	NR/NR0101/NR0101D
SysENS95Kv	Labour input (ESA95) by industrial classification SNI 2002. Quarter 1993K1 - 2011K2	NR/NR0101/NR0101D
ArbKostnENS95Kv	Labour costs (ESA95) by industrial classification SNI 2002. Quarter 1993K1 - 2011K1	NR/NR0101/NR0101D
BInvBrENS95Kv	Gross fixed capital formation (ESA95) by industrial classification SNI 2002. Quarter 1993K1 - 2011K2	NR/NR0101/NR0101D
ForsorjbalENS95Ar	GDP: expenditure approach (ESA95) by type of use, older series. Year 1993 - 2006	NR/NR0101/NR0101D
BNPprodENS95Ar	GDP: production approach (ESA95) by industrial classification SNI 2002, older series. Year 1993 - 2006	NR/NR0101/NR0101D
BNPproducentLPAr	GDP and value added (ESA95) by producer and transaction item, current prices, older series. Year 1993 - 2006	NR/NR0101/NR0101D
BNPproducentFPAr	GDP and value added (ESA95) by producer and transaction item,older series. Year 1993 - 2006	NR/NR0101/NR0101D
BNPprodSNILPAr	Value added, detail components (ESA95) by industrial classification SNI 2002 and transaction item, current prises, older series. Year 1993 - 2006	NR/NR0101/NR0101D
BNPprodSNIAr	Output, intermediate consumption and value added (ESA95) by industrial classification SNI 2002 and transaction item,older series, older series. Year 1993 - 2006	NR/NR0101/NR0101D
SysENS95Ar	Labour input (ESA95) by industrial classification SNI 2002, older series. Year 1993 - 2006	NR/NR0101/NR0101D
HusKonsAndENS95Ar	Household consumption expenditure (ESA95) by purpose COICOP ,older series. Year 1993 - 2006	NR/NR0101/NR0101D
HusKonsVarENS95Ar	Household consumption expenditure (ESA95) by durability, older series. Year 1993 - 2006	NR/NR0101/NR0101D
OFMKonsUtgiftAr	Government final consumption expenditure (ESA95) by function COFOG. Year 1993 - 2006	NR/NR0101/NR0101D
BInvBrENS95Ar	Gross fixed capital formation (ESA95) by industrial classification SNI 2002,older series. Year 1993 - 2006	NR/NR0101/NR0101D
BInvTypENS95Ar	Gross fixed capital formation (ESA95) by type of asset ,older series. Year 1993 - 2008	NR/NR0101/NR0101D
NR0102T02A	GDP: production approach (ESA95) by industrial classification SNI 2002. Year 1993 - 2008	NR/NR0101/NR0101D
NR0102T04A	Value added, detail components (ESA95) by industrial classification SNI 2002 and transaction item, current prises. Year 1993 - 2008	NR/NR0101/NR0101D
NR0102T04B	Output, intermediate consumption and value added (ESA95) by industrial classification SNI 2002 and transaction item. Year 1993 - 2008	NR/NR0101/NR0101D
NR0102T05A	Labour input (ESA95) by industrial classification SNI 2002. Year 1993 - 2008	NR/NR0101/NR0101D
NR0102T09A	Gross fixed capital formation (ESA95) by industrial classification SNI 2002. Year 1993 - 2008	NR/NR0101/NR0101D
ForsorjbalENS95Kv	GDP: expenditure approach (ESA95) by type of use. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
HusKonsAndENS95Kv	Household consumption expenditure (ESA95) by purpose COICOP. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
HusKonsVarENS95Kv	Household consumption expenditure (ESA95) by durability. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
BInvTypENS95Kv	Gross fixed capital formation (ESA95) by type of asset. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT14Kv	Hours worked (ESA95) by industrial classifcation SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT11Kv	GDP production approach (ESA95) by industrial classfication SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT15Kv	Gross fixed capital formation (ESA95) by industrial classification SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT12Kv	Labour costs (ESA95), current prices, SEK million by industrial classifcation SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
ForsorjbalENS95SKv	GDP: expenditure approach (ESA95) by type of use, seasonally adjusted constant prices. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
ForsorjbalENS95SLKv	GDP: expenditure approach (ESA95) by type of use, seasonally adjusted current prices. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT17Kv	Hours worked (ESA95), working-day and seasonally adjusted by industrial classification SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103SNIT16Kv	GDP: production approach (ESA95), working day and seasonally adjusted by industrial classification SNI 2007. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0103ArbProdT18Kv	Labour productivity by industrial classification SNI 2007, seasonally adjusted. Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
HusDispInkKv	Disposable income of households (ENS95) by transaction item. Quarter 1993K1 - 2014K1	NR/NR0101/NR0101E
SektorNRKv	Incomes, outlays and capital accounts (ESA95), current prices, by institutional sector and transaction item. Quarter 1993K1 - 2014K1	NR/NR0101/NR0101E
SektorNRutlandKv	Incomes, outlays and capital accounts (ESA95), current prices, Rest of the World, by transaction item. Quarter 1993K1 - 2014K1	NR/NR0101/NR0101E
SnabbStatNR0103	National Accounts (GDP), change in volume, Quarter 1993K1 - 2014K2	NR/NR0101/NR0101E
NR0102T01A	GDP: expenditure approach (ESA95) by type of use. Year 1950 - 2013	NR/NR0101/NR0101E
NR0102T03A	GDP and value added (ESA95) by producer and transaction item. Year 1993 - 2011	NR/NR0101/NR0101E
NR0102T06A	Household consumption expenditure (ESA95) by purpose COICOP. Year 1980 - 2013	NR/NR0101/NR0101E
NR0102T07A	Household consumption expenditure (ESA95) by durability. Year 1993 - 2013	NR/NR0101/NR0101E
NR0102T08A	Government final consumption expenditure (ESA95) by function COFOG. Year 1993 - 2011	NR/NR0101/NR0101E
NR0102T10A	Gross fixed capital formation (ESA95) by type of asset. Year 1993 - 2013	NR/NR0101/NR0101E
NR0103SNIT11A	GDP: production approach (ESA95), by industrial classification SNI 2007 1993 - 2013	NR/NR0101/NR0101E
NR0103SNIT14A	Hours worked (ESA95) by industrial classification SNI 2007. Year 1993 - 2013	NR/NR0101/NR0101E
NR0103SNIT15A	Gross fixed capital formation (ESA95) by industrial classification SNI 2007. Year 1993 - 2013	NR/NR0101/NR0101E
NR0103SNIT12A	Value added, detail components (ESA95) by industrial classification SNI 2007 and transaction item, current prices. Year 1993 - 2011	NR/NR0101/NR0101E
NR0103SNIT13A	Output, intermediate consumption and value added (ESA95) by industrial classification SNI 2007 and transaction item. Year 1993 - 2011	NR/NR0101/NR0101E
HushSparkvot	Household saving ratio (ESA95). 4 quarter aggregated. Year 1993 - 2013	NR/NR0101/NR0101E
SektorNRkontoTotAr	Incomes, outlays and capital accounts (ESA95), account form, total economy, by transaction item, current prices. Year 1980 - 2013	NR/NR0101/NR0101E
SektorNRkontoAr	Incomes, outlays and capital accounts (ESA95), account form, by institutional sector and transaction item, current prices. Year 1980 - 2013	NR/NR0101/NR0101E
SektorNRAr	Incomes, outlays and capital accounts (ESA95), current prices, by institutional sector and transaction item. Year 1980 - 2013	NR/NR0101/NR0101E
SektorNRutlandAr	Incomes, outlays and capital accounts (ESA95), current prices, Rest of the World, by transaction item. Year 1980 - 2013	NR/NR0101/NR0101E
NR0103ENS2010T01Kv	GDP: expenditure approach (ESA2010) by type of use. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T02Kv	Household consumption expenditure (ESA2010) by purpose COICOP. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T03Kv	Household consumption expenditure (ESA2010) by durability. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T04Kv	Gross fixed capital formation (ESA2010) by type of asset. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T06Kv	GDP production approach (ESA2010) by industrial classfication SNI 2007. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T07Kv	Gross fixed capital formation (ESA2010) by industrial classification SNI 2007. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T05Kv	Labour input (ESA2010) by industrial classifcation SNI 2007. Quarter 1980K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T08Kv	Labour costs (ESA2010), current prices, SEK million by industrial classifcation SNI 2007. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103A
NR0103ENS2010T09Kv	GDP: expenditure approach (ESA2010) by type of use, seasonally adjusted constant prices. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T10Kv	GDP: expenditure approach (ESA2010) by type of use, seasonally adjusted current prices. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T12Kv	GDP: production approach (ESA2010), working day and seasonally adjusted by industrial classification SNI 2007. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T11Kv	Hours worked (ESA2010), working-day and seasonally adjusted by industrial classification SNI 2007. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T13Kv	Labour productivity by industrial classification (ESA2010) SNI 2007, seasonally adjusted. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T16Kv	Household consumption expenditure (ESA2010) by durability seasonally adjusted current prices. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T18Kv	Fixed capital formation (ESA2010) by type of asset seasonally adjusted current prices. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T14Kv	Household consumption expenditure (ESA2010), seasonally adjusted constant prices by purpose COICOP. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
NR0103ENS2010T17Kv	Fixed capital formation (ESA2010) seasonally adjusted constant prices by type of asset. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103B
HusDispInkENS2010Kv	Disposable income of households (ESA2010) by transaction item. Quarter 1980K1 - 2015K1	NR/NR0103/NR0103C
SektorENS2010Kv	Institutional non-financial sector accounts (ESA2010), current prices, SEK million. Quarter 1980K1 - 2015K1	NR/NR0103/NR0103C
SektorENS2010KvSA	Institutional non-financial sector accounts (ESA2010), seasonally adjusted current prices, SEK million. Quarter 1993K1 - 2015K1	NR/NR0103/NR0103C
NR0103ENS2010T01A	GDP: expenditure approach (ESA2010) by type of use. Year 1980 - 2014	NR/NR0103/NR0103E
NR0103ENS2010T02A	GDP and value added (ESA2010) by producer and transaction item. Year 1993 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T03A	Household consumption expenditure (ESA2010) by purpose COICOP. Year 1993 - 2014	NR/NR0103/NR0103E
NR0103ENS2010T04A	Household consumption expenditure (ESA2010) by durability. Year 1993 - 2014	NR/NR0103/NR0103E
NR0103ENS2010T05A	Government final consumption expenditure (ESA2010) by function COFOG. Year 1993 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T12A	Government gross fixed capital formation (ESA2010) by function COFOG. Year 1993 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T06A	GDP: production approach (ESA2010), by industrial classification SNI 2007 1980 - 2014	NR/NR0103/NR0103E
NR0103ENS2010T08A	Value added, detail components (ESA2010) by industrial classification SNI 2007 and transaction item, current prices. Year 1993 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T09A	Output, intermediate consumption and value added (ESA2010) by industrial classification SNI 2007 and transaction item. Year 1980 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T13A	Supply and use (ESA2010) by product group SPIN 2007. Year 2008 - 2012	NR/NR0103/NR0103E
NR0103ENS2010T07A	Labour input (ESA2010) by industrial classification SNI 2007. Year 1980 - 2014	NR/NR0103/NR0103E
NR0103ENS2010T11A	Stocks of fixed assets, net, January 1st each year (ESA2010) by industrial classification SNI 2007 and type of asset. Year 1993 - 2014	NR/NR0103/NR0103E
HushSparkvotENS2010	Household saving ratio (ESA2010). 4 quarter aggregated. Year 1980 - 2014	NR/NR0103/NR0103F
SektorENS2010Ar	Institutional non-financial sector accounts (ESA2010), current prices, SEK million. Year 1980 - 2014	NR/NR0103/NR0103F
NR0103ENS10SnabbStat	National accounts, GDP (ESA2010), change in volume. Quarter 1993K1 - 2015K2	NR/NR0103/NR0103S
NR0105ENS2010T01A	Regional Gross Domestic Product (GDPR), number of employed and wages and salaries (ESA2010) by region (NUTS1-3). Year 2000 - 2013	NR/NR0105/NR0105A
NR0105ENS2010T03A	Regional Gross Domestic Product (GDPR), number of employed and wages and salaries (ESA2010) by region (NUTS1-3) and activity SNI2007. Year 2000 - 2013	NR/NR0105/NR0105A
NR0105ENS2010T04A	Regional Gross Domestic Product (GDPR), number of employed and wages and salaries (ESA2010) by region (NUTS2) and activity SNI2007. Year 2000 - 2013	NR/NR0105/NR0105A
NR0105ENS2010T06A	Regional Gross Domestic Product (GDPR), (ESA2010) by region (LAU2). Year 2012 - 2012	NR/NR0105/NR0105A
NR0105ENS2010T05A	Gross fixed capital formation (ESA2010) by region (NUTS2) and activity SNI2007. Year 2000 - 2012	NR/NR0105/NR0105A
NR0105ENS2010T02A	Disposable income of households (ESA2010) by region (NUTS1-3) and transaction item. Year 2000 - 2012	NR/NR0105/NR0105A
DispInkRegTransAr	Disposable income of households (ENS95) by region (NUTS1-3) and transaction item. Year 1995 - 2011	NR/NR0105/NR0105B
BRPSysLonSNI1Ar	Regional Gross Domestic Product (GDPR), number of employed and compensation of employees (ENS95) by region (NUTS1-3) and activity SNI2007. Year 2000 - 2011	NR/NR0105/NR0105B
BRPSysLonSNI2Ar	Regional Gross Domestic Product (GDPR), number of employed and compensation of employees (ENS95) by region (NUTS2) and activity SNI2007. Year 2000 - 2011	NR/NR0105/NR0105B
BruttoinvRegSNIAr	Gross fixed capital formation (ESA95) by region (NUTS2) and activity SNI2007. Year 2000 - 2011	NR/NR0105/NR0105B
BRPSysLonAr	Regional Gross Domestic Product (GDPR), number of employed and compensation of employees (ENS95) by region (NUTS1-3). Year 1993 - 2011	NR/NR0105/NR0105B
BRPSysLonSNI1ArOLD	Regional Gross Domestic Product (GDPR), number of employed and compensation of employees (ENS95) by region (NUTS1-3) and activity SNI2002. Year 1993 - 2008	NR/NR0105/NR0105B
BRPSysLonSNI2ArOLD	Regional Gross Domestic Product (GDPR), number of employed and compensation of employees (ENS95) by region (NUTS2) and activity SNI2002. Year 1993 - 2008	NR/NR0105/NR0105B
BruttoinvRegSNIArOLD	Gross fixed capital formation (ESA95) by region (NUTS2) and activity SNI2002. Year 1995 - 2008	NR/NR0105/NR0105B
MFPtillvx1	Multifactor productivity, MFP (ESA2010). Yearly growth in percent units by industrial classification SNI 2007 and base variables. Year 1993 - 2014	NR/NR9999/NR9999A
MFPvikt1	Multifactor productivity, MFP (ESA2010). Weights for production factors by industrial classification SNI 2007. Year 1993 - 2014	NR/NR9999/NR9999A
MFPdelkomp1	Multifactor productivity, MFP (ESA2010). Subcomponents contribution to the yearly growth in Gross production/Value added by industrial classification SNI 2007. Year 1993 - 2014	NR/NR9999/NR9999A
NV0004T1	Business Production Index by industry (Sic 2007). Monthly index, 2010=100 2000M01 - 2015M05	NV/NV0004
FDBR07	Enterprises and employees (FDB) by industrial classification SNI 2007 and size class. Year 2008 - 2014	NV/NV0101
FDBR	Enterprises and employees (FDB) by industrial classification SNI 2002 and size class. Year 2003 - 2007	NV/NV0101
FtgBalK	Corporations Financial Assets and Liabilities by item. Quarterly 1998K2 - 2015K1	NV/NV0103
BasfaktaFEngs	Basic Data Enterprises according to Structural Business Statistics by NACE Rev.1.1 Year 2003 - 2008	NV/NV0109/NV0109A
BasfaktaStorlekFEK	Basic Data Enterprises according to Structural Business Statistics by NACE Rev.1.1 and by company size. Year 2003 - 2008	NV/NV0109/NV0109A
ResultatFEngs	Income Statement according to Structural Business Statistics by NACE Rev.1.1 Year 2003 - 2008	NV/NV0109/NV0109A
PersonalFEngs	Spec a. Personnel costs according to Structural Business Statistics by NAce Rev.1.1 and income statement. Year 2003 - 2008	NV/NV0109/NV0109A
FinansiellFEngs	Spec b. Profit/loss from financial investment according to Structural Business Statistics by NACE Rev.1.1 and Income statement. Year 2003 - 2006	NV/NV0109/NV0109A
BokslutFEngs	Spec c. Appropriations according to Structural Business Statistics by NACE Rev.1.1 and Income statement. Year 2003 - 2006	NV/NV0109/NV0109A
BalansFEngs	Balance Sheet according to Structural Business Statistics by NACE Rev. 1.1 Year 2003 - 2008	NV/NV0109/NV0109A
BasfVEindngs	Basic Data by kind-of-activity unit within manufactoring sektor according to Structural Business Statistics by NACE rev. 1.1 Year 2003 - 2008	NV/NV0109/NV0109A
IntVEngs	Income by kind-of-activity unit according to Structural Business Statistics by NACE rev. 1.1 and type of income. Year 2003 - 2008	NV/NV0109/NV0109A
KostVEngs	Costs by kind-of-activity unit according to Structual Business Statistics by NACE rev.1 and type of cost. Year 2003 - 2008	NV/NV0109/NV0109A
RegionalBasf	Regional basic data for kind-of-activity unit according to Structural Business Statistics by region (county) and NACE Rev 1.1. Year 2003 - 2008	NV/NV0109/NV0109A
Regionalinv	Regional investments by kind-of -activity according to Structural Business Statistics by region(county) and NACE Rev 1.1. Year 2003 - 2008	NV/NV0109/NV0109A
BasfaktaForetag	Basic Data Enterprises according to Structural Business Statistics by NACE Rev.1. Year 1997 - 2002	NV/NV0109/NV0109B
BasfaktaStorlek	Basic Data Enterprises according to Structural Business Statistics by NACE Rev.1. and by company size. Year 1997 - 2002	NV/NV0109/NV0109B
Resultatrakning	Income Statement according to Structural Business Statistics by NACE Rev.1. Year 1997 - 2002	NV/NV0109/NV0109B
SpecPersonalkostnad	Spec a. Personnel costs according to Structural Business Statistics by NAce Rev.1 and income statement. Year 1997 - 2002	NV/NV0109/NV0109B
SpecFinansnetto	Spec b. Profit/loss from financial investment according to Structural Business Statistics by NACE Rev.1 and Income statement. Year 1997 - 2002	NV/NV0109/NV0109B
SpecBokslutsdisp	Spec c. Appropriations according to Structural Business Statistics by NACE Rev.1 and Income statement. Year 1997 - 2002	NV/NV0109/NV0109B
SpecJamfstor	Spec d. Items affecting comparability/extraordinary items according to Structural Business Statistics by NACE Rev.1 and Income statement. Year 1997 - 2002	NV/NV0109/NV0109B
Balansrakning	Balance Sheet according to Structural Business Statistics by NACE Rev. 1. Year 1997 - 2002	NV/NV0109/NV0109B
BasfaktaVerksEnhTot	Basic Data by kind-of-activity unit according to Structural Business Statistics by NACE Rev.1. Year 1997 - 2002	NV/NV0109/NV0109B
BasfaktaVerksEnh	Basic Data by kind-of-activity unit within manufactoring sektor according to Structural Business Statistics by NACE rev. 1. Year 1997 - 2002	NV/NV0109/NV0109B
BasfaktaRegion	Basic Data by kind-of-activity unit according to Structural Business Statistics by region and NACE rev. 1. Year 1997 - 2002	NV/NV0109/NV0109B
IntakterIndustri	Income by kind-of-activity unit according to Structural Business Statistics by NACE rev. 1. and type of income. Year 1997 - 2002	NV/NV0109/NV0109B
KostnaderIndustri	Costs by kind-of-activity unit according to Structual Business Statistics by NACE rev.1 and type of cost. Year 1997 - 2002	NV/NV0109/NV0109B
MotorhandelKundkat	Motor trade, net turnover by type of income and type of customer. Year 2000 - 2000	NV/NV0109/NV0109C
MotorhandelSNI	Motor trade, net turnover by type of income and by NACE rev.1. Year 2000 - 2000	NV/NV0109/NV0109C
MotorhandelStorlek	Motor trade, net turnover by type of income and by company size. Year 2000 - 2000	NV/NV0109/NV0109C
HotellRestKundkat	Hotels and restaurants, net turnover by type of income and type of customer. Year 2000 - 2000	NV/NV0109/NV0109C
HotellRestStorlek	Hotels and restaurants, net turnover by type of income and by company size. Year 2000 - 2000	NV/NV0109/NV0109C
ResebranschKundkat	Travel agencies and tour operators, net turnover by type of income and type of customer. Year 1999 - 2002	NV/NV0109/NV0109D
ResebranschSNI	Travel agencies and tour operators, net turnover by type of income and by NACE rev.1. Year 1999 - 2002	NV/NV0109/NV0109D
ResebranschStorlek	Travel agencies and tour operators, net turnover by type of income and by company size. Year 1999 - 2002	NV/NV0109/NV0109D
UthyrningKundkat	Rental enterprises, net turnover by type of income and type of customer. Year 1999 - 1999	NV/NV0109/NV0109E
UthyrningSNI	Rental enterprises, net turnover by type of income and by NACE rev.1. Year 1999 - 1999	NV/NV0109/NV0109E
ArkitekterKundkat	Architectural and engineering activities and related technical consultancy, net turnover by type of income and by type of customer. Year 2001 - 2001	NV/NV0109/NV0109E
ArkitekterStorlek	Architectural and engineering activities and related technical consultancy by type of income and by enterprise size. Year 2001 - 2001	NV/NV0109/NV0109E
RedoOrgkonsKundkat	Accounting & business and management consultancy, net turnover by type of income and type of customer. Year 2001 - 2001	NV/NV0109/NV0109E
RedoOrKonsultStorlek	Accounting & business management consultancy, net turnover by type of income and by enterprise size. Year 2001 - 2001	NV/NV0109/NV0109E
ReklamKundkat	Advertising enterprises, net turnover by type of income and by type of customer. Year 2001 - 2001	NV/NV0109/NV0109E
ReklamStorlek	Advertising enterprises, net turnover by type of income and by enterpise size. Year 2001 - 2001	NV/NV0109/NV0109E
MarknadsKundkat	Market research and public opinion polling enterprises, net turnover by type of income and type of customer. Year 2001 - 2001	NV/NV0109/NV0109E
MarknadStorlek	Market research and public opinion polling enterprises, net turnover by type of income and by enterprise size. Year 2001 - 2001	NV/NV0109/NV0109E
UtbildningKundkat	Education enterprises, net turnover by type of income and type of customer. Year 1999 - 1999	NV/NV0109/NV0109F
UtbildningSNI	Education enterprises, net turnover by type of income and by NACE rev.1. Year 1999 - 1999	NV/NV0109/NV0109F
UtbildningStorlek	Education enterprises, net turnover by type of income and by company size. Year 1999 - 1999	NV/NV0109/NV0109F
KulturRekKundkat	Culture and rekreation, net turnover by type of income and type of customer. Year 2000 - 2000	NV/NV0109/NV0109G
KulturRekreationSNI	Culture and rekreation, net turnover by type of income and by NACE rev.1. Year 2000 - 2000	NV/NV0109/NV0109G
BasfaktaFEngs07	Basic data enterprises according to Structural Business Statistics by NACE Rev. 2. Year 2000 - 2013	NV/NV0109/NV0109L
BasfaktaStorlekFEK07	Basic data enterprises according to Structural Business Statistics by NACE Rev. 2 and company size. Year 2007 - 2013	NV/NV0109/NV0109L
ResultatFEngs07	Income statement according to Structural Business Statistics by NACE Rev. 2 Year 2000 - 2013	NV/NV0109/NV0109L
PersonalFEngs07	Spec a. Personnel costs according to Structural Business Statistics by NACE Rev. 2 and income statement. Year 2007 - 2013	NV/NV0109/NV0109L
BalansFEngs07	Balance sheet according to Structural Business Statistics by NACE Rev. 2. Year 2000 - 2013	NV/NV0109/NV0109L
BasfVEindngs07	Basic data by kind-of-activity unit according to Structural Business Statistics by NACE Rev. 2. Year 2000 - 2013	NV/NV0109/NV0109L
IntVEngs07	Income by kind-of-activity unit according to Structural Business Statistics by NACE Rev. 2 and type of income. Year 2000 - 2013	NV/NV0109/NV0109L
KostVEngs07	Costs by kind-of-activity unit according to Structual Business Statistics by NACE Rev. 2 and type of cost. Year 2000 - 2013	NV/NV0109/NV0109L
RegionalBasf07	Regional basic data for kind-of-activity unit according to Structural Business Statistics by region (county) and NACE Rev. 2. Year 2007 - 2013	NV/NV0109/NV0109L
Regionalinv07	Regional investments by kind-of-activity according to Structural Business Statistics by region (county) and NACE Rev. 2. Year 2007 - 2013	NV/NV0109/NV0109L
FtgHkuK	Corporations Foreign Trade Credits by item. Quarterly 1997K1 - 2015K1	NV/NV0118
IPI2000kedjKv	Industrial production index, chain index, 2000=100. Quarterly 1990K1 - 2008K4	NV/NV0402/NV0402A
IPI2000kedjAr	Industrial production index, Chain index, 2000=100. Annual 1990 - 2008	NV/NV0402/NV0402A
IPI2000kedjM	Industrial production index. Chain index, 2000=100. Monthly 1990M01 - 2008M12	NV/NV0402/NV0402A
IPI2010kedjAr	Industrial production index, Chain index, 2010=100, by industrial classification SNI 2007. Annual 2000 - 2014	NV/NV0402/NV0402A
IPI2010KedjKv	Industrial production index, chain index, 2010=100, by industrial classification SNI 2007. Quarterly 2000K1 - 2015K1	NV/NV0402/NV0402A
IPI2010KedjM	Industrial production index. Chain index, 2010=100, by industrial classification SNI 2007. Monthly 2000M01 - 2015M05	NV/NV0402/NV0402A
SnabbStatNV0402	Industrial Production Index for total industry (B+C). Month 2014M01 - 2015M05	NV/NV0402/NV0402S
IndLev2010Ar	Turnover in industry, 2010=100, by industrial classification SNI 2007. Annual 2000 - 2014	NV/NV0501/NV0501A
IndLev2010M	Turnover in industry, 2010=100, by market and industrial classification SNI 2007. Monthly 2000M01 - 2015M05	NV/NV0501/NV0501A
IndOrd2010Ar	Orders in industry, 2010=100, by industrial classification SNI2007. Annual 2000 - 2014	NV/NV0501/NV0501A
IndOrd2010M	Orders in industry, 2010=100, by market and industrial classification SNI2007. Monthly 2000M01 - 2015M05	NV/NV0501/NV0501A
IndLev2005Ar	Turnover in industry, 2005=100, by industrial classification SNI 2007. Annual 2000 - 2012	NV/NV0501/NV0501A
IndLev2005M	Turnover in industry, 2005=100, by market and industrial classification SNI 2007. Monthly 2000M01 - 2012M12	NV/NV0501/NV0501A
IndOrd2005Ar	Orders in industry, 2005=100, by industrial classification SNI2007. Annual 2000 - 2012	NV/NV0501/NV0501A
IndOrd2005M	Orders in industry, 2005=100, by market and industrial classification SNI2007. Monthly 2000M01 - 2012M12	NV/NV0501/NV0501A
IndLev2000Ar	Turnover in industry, 2000=100. Annual 1990 - 2008	NV/NV0501/NV0501A
IndLev2000M	Turnover in industry, 2000=100. Monthly 1990M01 - 2008M12	NV/NV0501/NV0501A
IndOrd2000Ar	Orders in industry, 2000=100. Annual 1990 - 2008	NV/NV0501/NV0501A
IndOrd2000M	Orders in industry, 2000=100. Monthly 1990M01 - 2008M12	NV/NV0501/NV0501A
SnabbStatNV0501	Orders and turnover in industry for total industry (B+C). Month 2014M01 - 2015M05	NV/NV0501/NV0501S
IndLagerSNI07Kv	Changes in industrial inventories (constant prices) by inventory type and NACE Rev 2. Quarter 2008K1 - 2015K1	NV/NV0602/NV0602A
SnabbStatNV0602	Total inventories in total industry (B+C), change from previous quarter, percent. Quarter 2013K4 - 2015K1	NV/NV0602/NV0602S
IndKaputnSNI07Kv	Industrial capacity utilisation, actual utilisation by industrial classification SNI2007 (aggregates). Quarterly 1990K1 - 2015K1	NV/NV0701/NV0701A
IndKaputnFaktKv	Industrial capacity utilization, actual utilization by industrial classification SNI92 (aggregates).Quarterly 1990K1 - 2008K4	NV/NV0701/NV0701A
IndKaputnSNI07KvHis	Industrial capacity utilisation, actual utilisation by industrial classification SNI 2007 (aggregate). Historical time series. Quarter 1980K1 - 1989K4	NV/NV0701/NV0701A
SnabbStatSNV0701	Capacity utilisation in total industry (B+C), percent, quarter 2013K4 - 2015K1	NV/NV0701/NV0701S
InvArProgUtf	Investment per year by industry SNI 2007 and kind of investment. Year 2007 - 2015	NV/NV0801/NV0801A
InvKvProgUtf	Investment per quarter, by industry SNI 2007 and kind of investment. Quarter 2008K1 - 2015K4	NV/NV0801/NV0801A
InvArFP	Investment, yearly, by industry SNI 2007 and kind of investment. Price level of 2008. Year 2008 - 2014	NV/NV0801/NV0801A
IndInvLopAr	Investments by industry and kind of investment, current prices. Year 1990 - 2008	NV/NV0801/NV0801B
IndInvKv	Investments by industry and kind of investment. Quarter 1990K1 - 2008K4	NV/NV0801/NV0801B
IndInvKv5	Investments by enquiry, industry and kind of investment. Quarter and year coming 1990K1 - 2008K5	NV/NV0801/NV0801B
IndInvFastAr2000	Investments by industry and kind of investment, year 2000 prices. Year 1993 - 2008	NV/NV0801/NV0801B
IndInvFastAr	Investments by industry and kind of investment, year 1991 prices. Year 1990 - 1999	NV/NV0801/NV0801C
SnabbStatNV0801	Investment survey, plans and outcomes. Year 2009 - 2015	NV/NV0801/NV0801S
ITInvFtgUtgifterSNI	Expenditures on IT (hard- and software) by commodity and industry. Year 2007 - 2007	NV/NV0802/NV0802A
ITInvFtgLeasSNI	Expenditures on rental and leasing of hardware, including service by type of hardware and industry 2007 - 2007	NV/NV0802/NV0802A
NV0802T01SNI	Expenses (excl. leasing) on IT by commodity and industry. Year 2009 - 2013	NV/NV0802/NV0802A
NV0802T02SNI	Expenditure on rental and leas of computer and telecommunication equipment by type of rental/leas and industry. Year 2009 - 2013	NV/NV0802/NV0802A
ITInvFtgUtgifterStrl	Expenditures on IT (hard- and software) by commodity and company size. year 2007 - 2007	NV/NV0802/NV0802B
ITInvFtgLeasStrl	Expenditures on rental and leasing of hardware incl. any service by type of hardware and company size. Year 2007 - 2007	NV/NV0802/NV0802B
NV0802T01Strl	Expenses (excl. leasing) on IT by commodity and company size. Year 2009 - 2013	NV/NV0802/NV0802B
NV0802T02Strl	Expenditure on rental and leas of computer and telecommunication equipment by type of rental/leas and company size. Year 2009 - 2013	NV/NV0802/NV0802B
NV1701T12TotAr	Number of hotels, holiday villages and hostels (including establishments that are closed) by region/county and type of establishment. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T12Ar	Capacity for hotels, holiday villages and youth hostels (including establishments that are closed) by region/county and type of establishment. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T4Ar	Occupancy rate for hotels, holiday villages and youth hostels by type of establishment and region/county. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T6Ar	Number of occupied rooms/cottages and beds by type of establishment and county. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T8Ar	Nights spent by country of residence and type of establishment. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T910Ar	Nights spent. All hotels, holiday villages, hostels, camping sites, commercially arranged private cottages and apartments by region/county Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T14Ar	Occupancy rate by type of establishment and region/county 2008 - 2014	NV/NV1701/NV1701A
NV1701T6BAr	Occupied hotel rooms and cottages in holiday villages by region/county. Year 2008 - 2014	NV/NV1701/NV1701A
NV1701T15Ar	Accomodation revenue for hotels, holiday villages, youth hostels and commercially arranged private cottage and apartment rentals by county and year 2008 - 2014	NV/NV1701/NV1701A
NV1701T3M	Total capacity by type of establishment for hotels, holiday villages and youth hostels. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T3BM	Total capacity by type of establishment camping. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T5BM	Available beds, number of nights spent and occupancy rate in per cent, by region/county. All hotels, holiday villages and youth hostels. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T7M	Number of available rooms and occupancy rate, revenue per occupied room for hotels, by region/county. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T10M	Nights spent by type of establishment and region/county. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T9M	Number of nights spent by country of residence and by type of establishment. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T4M	Nights spent of all hotels, holiday villages, youth hostels, camping sites and commercially arranged private cottages and apartments by region/county. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T5M	Occupancy and occupancy rates in percent. All hotels, holiday villages and youth hostels. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T6M	Occupied rooms and category of guest in per cent for hotels, by region/county. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T8M	Revenue of occupied rooms for hotels. Preliminary statistics. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
NV1701T910M	Nights spent of all hotels, holiday villages, youth hostels, camping sites and commercially arranged private cottages and apartments by region/county and by country of residence. Month 2008M01 - 2015M05	NV/NV1701/NV1701B
Kommunalskatter2000	Local tax rates by region. Year 2000 - 2015	OE/OE0101
Kommunalskatt	Local tax rates by region. Year 1993-1999 1993 - 1999	OE/OE0101
Kommunalskatt80	Local tax rates by region. Year 1974-1992 1974 - 1992	OE/OE0101
KTS	Financial assets and liabilities for municipalities and county councils account by item. Quarterly 2002k1 - 2015k1	OE/OE0106
ResultKn	Income statement for municipalities by region and income statement item. Year 1998 - 2014	OE/OE0107/OE0107A
ResultKcr	Income statement for municipal groups by region and income statement item. Year 1998 - 2014	OE/OE0107/OE0107A
BalansKn	Balance sheet for municipalities by region and items in balance sheet 1998 - 2014	OE/OE0107/OE0107A
BalansKcr	Balance sheet for municipal groups by region and items in the balance sheet. Year 1998 - 2014	OE/OE0107/OE0107A
BorgensforbKn	Guarantees and other contingent liabilities for municipalities by region and type of guarantees 1998 - 2014	OE/OE0107/OE0107A
VerksInt	Local government revenues by region and account record. Year 2014 - 2014	OE/OE0107/OE0107A
VerksKostn	Municipalities costs by region and account record. Year 2014 - 2014	OE/OE0107/OE0107A
KostnDR	Expenses and revenues for municipalities, SEK thousands, current prices by region and activity. Year 2014 - 2014	OE/OE0107/OE0107B
KopDr	Municipalities purchase of main activities in SEK thousands, current prices by region and activity. Year 2014 - 2014	OE/OE0107/OE0107B
FskolKlassny	Data for local preschool class, compulsory school and special schools by region. Year 2000 - 2014	OE/OE0107/OE0107B
GymnSkolsny	Data for upper secondary school and individuals with learning disabilities by region. Year 2000 - 2014	OE/OE0107/OE0107B
Komvuxny	Data for municipal adult education, education for adults with intellectual impairment and Swedish tuition for immigrants by region. Year 2000 - 2014	OE/OE0107/OE0107B
FSkolVerkny	Data for municipal preschool and other pedagogical activities by region. Year 2000 - 2014	OE/OE0107/OE0107B
VerksIntLT	The county councilsrevenue by region and account record. Year 2014 - 2014	OE/OE0107/OE0107C
VerksKostnLT	The county councils costs by region and account record. Year 2014 - 2014	OE/OE0107/OE0107C
ResultLTing	Income statement for county councils by region and income statement items. Year 1999 - 2014	OE/OE0107/OE0107C
ResultKcrLTing	Income statement for county council groups by region and balance sheet items. Year 1999 - 2014	OE/OE0107/OE0107C
BalansKnLTing	Balance sheet for county councils by region and items in balance sheet. Year 1999 - 2014	OE/OE0107/OE0107C
BalansKcrLTing	Balance sheet for county council groups by region and balance sheet items. Year 1999 - 2014	OE/OE0107/OE0107C
KopDrLT	County councils purchase of main activities in SEK thousands, current prices by region and activity. Year 2014 - 2014	OE/OE0107/OE0107D
KostnDRLT	Expenses and revenues for county councils, SEK thousands, current prices by region and activity. Year 2014 - 2014	OE/OE0107/OE0107D
FinansLT	Net costs excl. pharmaceuticals in the benefit for the county in SEK thousands, current prices by region and activity. Year 2014 - 2014	OE/OE0107/OE0107D
KostnKomverksKrinv	Gross and net costs, SEK per capita, for operations in municipalities by region and fields of operation. Year 1998 - 2013	OE/OE0107/OE0107G
FinNyckeltalKcr	Financial key ratios for municipality groups by region and key ratios. Year 1998 - 2013	OE/OE0107/OE0107G
VerksKoep	Purchase of services in municipalities as share of the total costs for operations by region and field of operation. Year 1998 - 2013	OE/OE0107/OE0107G
KomFtg	Municipality-owned enterprises with some economic facts by activity. Year 1994 - 2007	OE/OE0108
Statbidkom	Government grants and intramunicipal equalisation by region. Year 1996 - 2004	OE/OE0115
KomEkUtj	Economic equalisation by region, Year 2005 - 2015	OE/OE0115
KostutkomNy	Outcome, cost equalisation for municipalities. Year 1996 - 2015	OE/OE0115
KostutLT	Cost equalisation for county councils by model. Year 1996 - 2015	OE/OE0115
UtjLSSKom	Equalisation of municipal costs for persons with certain functional impairments by region 2004 - 2015	OE/OE0115
Statsskuld	The Swedish central government debt by item. Month 1970M01 - 2015M06	OE/OE0202
ForvInkomsterA	Assessed and taxable earned income, individuals, by region. Assessment year 1992 - 2014	OE/OE0701
ForvInkomsterB	Assessed and taxable earned income and number of individuals and legal entities, all taxpayers, by region. Assessment year 1992 - 2014	OE/OE0701
KapInkomsterA	Assessment for national capital income tax, individuals, by region. Assessment year 1992 - 2014	OE/OE0701
DebSkatterAvgifterC	Debited taxes and fees as well as tax credits, individuals, all of Sweden. SEK millions, assessment years 2000 - 2014	OE/OE0701
SkatteredukSpec	Specification of tax credits, individuals, all of Sweden. SEK millions, assessment years 2000 - 2014	OE/OE0701
DebSkatterA	Income, wealth and real estate taxes and individual general pension contributions, individuals, by region. Assessment year 1992 - 2014	OE/OE0701
DebSkatterB	Income, wealth and real estate taxes and individual general pension contributions, all taxpayers, by region. Assessment year 1992 - 2014	OE/OE0701
KPIFastM	Consumer Price Index (CPI), total, Fixed Index numbers, 1980=100. Month 1980M01 - 2005M12	PR/PR0101/PR0101A
KPISkuggM	Consumer Price Index (CPI), total, Shadow Index numbers, 1980=100. Month 1980M01 - 2015M06	PR/PR0101/PR0101A
KPISkuggAr	Consumer Price Index (CPI), total annual averages, Shadow Index numbers, 1980=100. Year 1980 - 2014	PR/PR0101/PR0101A
KPICOI80M	Consumer Price Index (CPI) by product group (COICOP), 1980=100. Month 1980M01 - 2015M06	PR/PR0101/PR0101A
KPICOI80Ar	Consumer Price Index (CPI), annual averages by product group (COICOP), 1980=100. Year 1980 - 2014	PR/PR0101/PR0101A
KPILevindexM	Consumer Price Index (CPI)/Living Cost Index, excluding taxes and social benefits, July 1914=100. Month 1914M01 - 2015M06	PR/PR0101/PR0101A
KPILevindexAr	Consumer Price Index (CPI)/Living Cost Index, excluding taxes and social benefits, July 1914=100. Year 1914 - 2014	PR/PR0101/PR0101A
KPI12MNy	Consumer Price Index (CPI), annual changes (Inflation Rate), 1980=100. Month 1980M01 - 2015M06	PR/PR0101/PR0101A
KPIFFMP	Consumer Price Index (CPI), monthly changes. Month 1980M01 - 2015M06	PR/PR0101/PR0101A
KPIFastM2	Consumer Price Index (CPI), total, Fixed Index numbers (two decimals), 1980=100. Month 2006M01 - 2015M06	PR/PR0101/PR0101A
HIKPF12MP	Harmonized Index of Consumer Prices, annual changes, 2005=100. Month 1995M01 - 2015M06	PR/PR0101/PR0101C
HIKPFFMP	Harmonized Index of Consumer Prices, monthly changes, 2005=100. Month 1995M01 - 2015M06	PR/PR0101/PR0101C
HIKPAR2	Harmonized Index of Consumer Prices, 2005=100. Year 1995 - 2014	PR/PR0101/PR0101C
HIKPIND2	Harmonized Index of Consumer Prices, 2005=100. Month 1995M01 - 2015M06	PR/PR0101/PR0101C
HIKPCTIND2	Harmonized Index of Consumer Prices - CT, 2005=100 2004M01 - 2015M06	PR/PR0101/PR0101C
HIKPCTF12MP	Harmonized Index of Consumer Prices - CT, annual changes, 2005=100. Month 2004M01 - 2015M06	PR/PR0101/PR0101C
HIKPCTFFMP	Harmonized Index of Consumer Prices, monthly changes - CT, 2005=100. Month 2007M05 - 2015M06	PR/PR0101/PR0101C
HIKPCTAR2	Harmonized Index of Consumer Prices - CT, 2005=100. Year 2007 - 2014	PR/PR0101/PR0101C
KPIX12M	Underlying Inflation, annual changes according to KPIX. Month 1980M01 - 2015M06	PR/PR0101/PR0101D
KPIXFM	Underlying Inflation, monthly changes according to KPIX. Month 1980M01 - 2015M06	PR/PR0101/PR0101D
Basbeloppet	Price Basic Amount. Year 1960 - 2016	PR/PR0101/PR0101E
Basbelopp	Increased Price Basic Amount. Year 1996 - 2016	PR/PR0101/PR0101E
KPI12M	Consumer Price Index (CPI), annual changes (Inflation Rate, according to old method, no update after 2004M12), 1980=100. Month 1980M01 - 2004M12	PR/PR0101/PR0101F
NPIM	Net Price Index (NPI), 1980=100. Month 1980M01 - 2013M12	PR/PR0101/PR0101F
NPIAr	Net Price Index (NPI), annual averages, 1980=100. Year 1980 - 2013	PR/PR0101/PR0101F
NPI12MNy	Net Price index (NPI), annual changes, 1980=100. Month 1980M01 - 2013M12	PR/PR0101/PR0101F
NPIFFMP	Net Price Index (NPI), monthly changes. Month 1980M01 - 2013M12	PR/PR0101/PR0101F
NPI12M	Net Price index (NPI), annual changes (according to old method, no update after 2004M12), 1980=100. Month 1980M01 - 2004M12	PR/PR0101/PR0101F
UNDINHXFM	Underlying Inflation, monthly changes according to UNDINHX. Month 1980M01 - 2007M09	PR/PR0101/PR0101F
UND1X12M	Underlying Inflation, annual changes according to UND1X (according to old method, no update after 2004M12). Month 1980M01 - 2004M12	PR/PR0101/PR0101F
UNDINHX12M	Underlying Inflation, annual changes according to UNDINHX (according to old method, no update after 2004M12). Month 1980M01 - 2004M12	PR/PR0101/PR0101F
KPIF12M	Underlying Inflation, annual changes according to KPIF. Month 1988M01 - 2015M06	PR/PR0101/PR0101G
KPIFFM	Underlying Inflation, monthly changes according to KPIF. Month 1988M01 - 2015M06	PR/PR0101/PR0101G
KPIKSMan	Consumer Price Index at constant taxes (CPI-CT), 1980=100. Month 1980M01 - 2015M06	PR/PR0101/PR0101H
KPIKSAr	Consumer Price Index at constant taxes (CPI-CT), annual averages, 1980=100. Year 1980 - 2014	PR/PR0101/PR0101H
KPIKS12M	Consumer Price Index at constant taxes (CPI-CT), annual changes, 1980=100. Month 1980M01 - 2015M06	PR/PR0101/PR0101H
KPIKSFFMP	Consumer Price Index at constant taxes (CPI-CT), monthly changes. Month 1980M01 - 2015M06	PR/PR0101/PR0101H
KPIKSF12M	Consumer Price Index with fixed interest rate and at constant taxes (CPIF-CT), annual changes according to CPIF-CT. Month 1987M01 - 2015M06	PR/PR0101/PR0101I
KPIKSFM	Consumer Price Index with fixed interest rate and at constant taxes (CPIF-CT), monthly changes according to CPIF-CT. Month 1987M01 - 2015M06	PR/PR0101/PR0101I
SnabbStatPR0101	Consumer Price Index (CPI), monthly and annual changes. Month 2014M01 - 2015M06	PR/PR0101/PR0101S
SnabbStatPR0301	Price indices in Producer and Import stages (PPI), change from previous period. Month 2014M01 - 2015M06	PR/PR0301/PR0301A
EXPIM07	Export Price Index (EXPI) by products SPIN 2007. Month 1990M01 - 2015M06	PR/PR0301/PR0301B
IMPIM07	Import Price Index (IMPI) by products SPIN 2007. Month 1990M01 - 2015M06	PR/PR0301/PR0301B
HMPIM07	Producer Price Index, home sales (HMPI) by products SPIN 2007. Month 1990M01 - 2015M06	PR/PR0301/PR0301B
PPIM07	Producer Price Index (PPI) by products SPIN 2007. Month 1990M01 - 2015M06	PR/PR0301/PR0301B
ITPIM07	Price Index for Domestic Supply (ITPI) by Products SPIN 2007. Month 1990M01 - 2015M06	PR/PR0301/PR0301B
PPIM	Producer Price Index (PPI) by products SPIN 2002. Month 1990M01 - 2009M12	PR/PR0301/PR0301C
ITPIM	Price Index for Domestic Supply (ITPI) by Products SPIN 2002. Month 1990M01 - 2009M12	PR/PR0301/PR0301C
EXPIM	Export Price Index (EXPI) by products SPIN 2002. Month 1990M01 - 2009M12	PR/PR0301/PR0301C
IMPIM	Import Price Index (IMPI) by products SPIN 2002. Month 1990M01 - 2009M12	PR/PR0301/PR0301C
HMPIM	Producer Price Index, home sales (HMPI) by products SPIN 2002. Month 1990M01 - 2009M12	PR/PR0301/PR0301C
EXPIAr07	Export Price Index (EXPI) by products SPIN 2007. Year 1990 - 2014	PR/PR0301/PR0301E
HMPIAr07	Producer Price Index, home sales (HMPI) by products SPIN 2007. Year 1990 - 2014	PR/PR0301/PR0301E
IMPIAr07	Import Price Index (IMPI) by products SPIN 2007. Year 1990 - 2014	PR/PR0301/PR0301E
PPIAr07	Producer Price Index (PPI) by products SPIN 2007. Year 1990 - 2014	PR/PR0301/PR0301E
ITPIAr07	Price Index for Domestic Supply (ITPI) by Products SPIN 2007. Year 1990 - 2014	PR/PR0301/PR0301E
PPIAr	Producer Price Index (PPI) by products SPIN 2002. Year 1990 - 2009	PR/PR0301/PR0301F
ITPIAr	Price Index for Domestic Supply (ITPI) by Products SPIN 2002. Year 1990 - 2009	PR/PR0301/PR0301F
EXPIAr	Export Price Index (EXPI) by products SPIN 2002. Year 1990 - 2009	PR/PR0301/PR0301F
IMPIAr	Import Price Index (IMPI) by products SPIN 2002. Year 1990 - 2009	PR/PR0301/PR0301F
HMPIAr	Producer Price Index, home sales (HMPI) by products SPIN 2002. Year 1990 - 2009	PR/PR0301/PR0301F
PR0401T01Ar	Extrapolated PLIs for households actual individual consumption after country/country group. Year 2004 - 2012	PR/PR0401
ByggIndexKv	Building price index for dwellings (BPI), including VAT by type of building and type of index. Quarter 1968K1 - 2013K4	PR/PR0501
ByggIndexAr	Building price index for dwellings (BPI), including VAT by type of building and type of index. Year 1968 - 2013	PR/PR0501
FPIBOAr	Factor price index (FPI) for buildings (excluding wage drift and VAT), 1968=100, by type of building and type of expenditure. Year 1975 - 2014	PR/PR0502
FPIBOM2004	Factor price index (FPI) for buildings, excluding wage drift and VAT, 2004=100, by type of building and type of expenditure. Month 2004M01 - 2015M05	PR/PR0502
FPIInLg04Ar	Factor price index (FPI) for buildings (including wage drift), 2004=100, by type of building and type of expenditure. Year 2004 - 2014	PR/PR0502
FPIInLgAr	Factor price index (FPI) for buildings (including wage drift), 1968=100, by type of building and type of expenditure. Year 1975 - 2014	PR/PR0502
FPIJBM	Factor price index (FPI) for agricultural buildings (excluding wage drift and VAT) by type of expenditure. Month 1980M01 - 2015M05	PR/PR0502
FPIBO04Ar	Factor price index (FPI) for buildings (excluding wage drift and VAT), 2004=100, by type of building and type of expenditure. Year 2004 - 2014	PR/PR0502
FPIBOM	Factor price index (FPI) for buildings, excluding wage drift and VAT, 1968=100, by type of building and type of expenditure. Month 1975M01 - 2015M05	PR/PR0502
FPIEUKvNy	Factor price index for new residential buildings (including wage drift, excluding VAT), 2010=100, by type of expenditure (Eurostat). Quarter 1990K1 - 2015K1	PR/PR0502
FPIInLg04Kv	Factor price index (FPI) for buildings (including wage drift), 2004=100, by type of building and type of expenditure. Quarter 2004K1 - 2015K1	PR/PR0502
FPIInLgKv	Factor price index (FPI) for buildings (including wage drift), 1968=100, by type of building and type of expenditure. Quarter 1975K1 - 2015K1	PR/PR0502
TPI2005Ar	Producer price index for services (TPI) by products SPIN 2002. Year 1995 - 2009	PR/PR0801
TPI2005Kv	Producer price index for services (TPI) by products SPIN 2002. Quarter 1995K1 - 2009K4	PR/PR0801
TPI2005Ar07	Producer price index for services (TPI) by products SPIN 2007. Year 1995 - 2014	PR/PR0801
TPI2005Kv07	Producer price index for services (TPI) by products SPIN 2007. Quarter 1995K1 - 2015K1	PR/PR0801
SnabbStatTK1001	New registrations of passenger cars, month 2013M12 - 2015M07	TK/TK1001/TK1001S
UF0302SNI07T01	Enterprises intramural R&D expenditures, extramural R&D expenditures, R&D personnel and R&D full-time equivalent by industry. Every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T02	Enterprises extramural R&D expenditures. Distribution by recipient and industry. SEK million, every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T03	Enterprises intramural R&D expenditures by type of cost and industry. SEK million, every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T04	Enterprises sources of finance for intramural R&D by source and industry. SEK million, every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T05	Enterprises expenditures for intramural R&D by objectives and industry. SEK million, every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T07	Enterprises expenditures for intramural R&D by product group and industry. SEK million, every other year 2009 - 2013	UF/UF0302/UF0302A
UF0302SNI07T08	Regional distribution of enterprises R&D. Every other year 2007 - 2013	UF/UF0302/UF0302A
UF0302SNI07T09	Number of persons engaged full-time or part-time in R&D activities and full-time equivalents for R&D by occupation, gender and industry. Every other year 2007-2009 2007 - 2013	UF/UF0302/UF0302A
UoHIndArsvTjkatLaroA	Total R&D person years performed by employees of a higher education by sex, type of higher education institution, employee category and field of science. Every second year 2013 - 2013	UF/UF0304/UF0304B
UoHIndArsvTjkLaroUN	Total R&D person years performed by employees of a higher education by sex, type of higher education institution, employee category and employee level of education. Every second year 2005 - 2013	UF/UF0304/UF0304B
UoHIndArsvRegAmne	Total R&D person years performed by employees of a higher education institution by region, sex and field of science. Every second year 2013 - 2013	UF/UF0304/UF0304B
UoHIndArsvRelLaroTjk	Relative distribution of work hours and person years for employees of higher education institutions by sex, higher education institution, employee category, field of science and work duties 2013 - 2013	UF/UF0304/UF0304B
UoHIndArbTjkat	Average work hours per week by employees of higher education institutions by sex, employee category and type of employment. Every second year 2005 - 2013	UF/UF0304/UF0304B
UoHIndAnstHelArsv	Number of persons full time person years and person years with R&D activity at higher education institutions by sex and higher education institution. Every second year 2005 - 2013	UF/UF0304/UF0304B
UoHDriftLaroAmneFina	Current costs for R&D in higher education institutions (according to the Swedish standard classification of fields of research), higher education institution and funding source. Every second year 2011 - 2013	UF/UF0304/UF0304C
UoHDriftLaroNatAmFi	Current costs for R&D in higher education sector by field of science (using national classification), higher education institution and funding source. Every second year 1995 - 2011	UF/UF0304/UF0304C
UoHUtgLaroAmne	R&D expenditure in higher education sector by type of cost, higher education institution and field of science. Every second year 2011 - 2013	UF/UF0304/UF0304C
FoUfinansK	Intramural R&D expenditure in the private non-profit sector by source of funds. Every second year 2011 - 2013	UF/UF0314
FoUtypUtgift	Intramural R&D expenditure in the private non-profit sector by type of cost. Every second year 2011 - 2013	UF/UF0314
ACISAntalSNIStrl	Number of innovative enterprises by industrial classification NACE Rev. 2 and size. Year 2006-2008 - 2010-2012	UF/UF0315/UF0315A
DCISAntalsamSNIStrl	Number of innovative enterprises with innovation co-operation with various types of partners by industrial classification NACE Rev. 2 and size. Year 2006-2008 - 2010-2012	UF/UF0315/UF0315C
ECISsamInternSNIStrl	Number of innovative enterprises with innovation co-operation by location of partner, industrial classification NACE Rev. 2 and size. Year 2006-2008 - 2010-2012	UF/UF0315/UF0315C
ElevpanelR10	Participation in remedial education, home language education and Swedish as 2nd language in years 3-9 by national background and year. Range of years 2002-2008 - 2014-2020	UF/UF0501
ElevpanelR12	Participation in remedial education in years 3-9 by national background, existence of action programme and year. Range of years 2002-2008 - 2014-2020	UF/UF0501
ElevpanelR2	Participation in remedial education and Swedish as 2nd language in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR4	Participation in remedial education and mixed level education in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR6	Participation in Swedish as 2nd language and mixed level education in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR8	Participation in home language education in years 3-9 by gender, national background and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR1	Participation in home language education and Swedish as 2nd language in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR11	Participation in remedial education in years 3-9 by gender, action programme for special pedagogical assistance and year. Range of years 2002-2008 - 2014-2020	UF/UF0501
ElevpanelR13	Participation in remedial education in years 3-9 by sex, type of ownership of the educational institution and year. Range of years 2008-2014 - 2014-2020	UF/UF0501
ElevpanelR3	Participation in home language education and remedial education in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR5	Participation in home language education and mixed level education in years 3-9 by gender and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR7	Participation in Swedish as 2nd language in years 3-9 by gender, national background and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
ElevpanelR9	Participation in remedial education in years 3-9 by gender, national background and year. Range of years 1992-1998 - 2014-2020	UF/UF0501
Personalutb1	Gainfully employed by length of training period, sex and age. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb2	Gainfully employed by length of training period, marital status and sex. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb4	Gainfully employed by length of training period and labour market sector. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb5	Gainfully employed by length of training period and economic branch. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb6	Gainfully employed by length of training period and earlier education level. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb7	Gainfully employed by length of training period, weekly working hours and sex. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb8	Gainfully employed by length of training period, main union organisation and sex. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb9	Gainfully employed by length of training period and size of company. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb10	Course participants by length of training period and provider. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb11	Gainfully employed by course participation, sex and economic branch. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb12	Course participants by age and subject. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb13	Course participants by labour market sector and subject. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb14	Course participants by main union organisation and subject. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb15	Course participants by sex and subject. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb16	Educated respectively course participants by subject. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb17	Length of training period and number of education days by sex and economic branch. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb18	Length of training period and number of training days by sex, labour market sector and main union organisation. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb19	Length of training period and training days by sex and size of company. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb21	Length of training period and training days by sex, labour market sector and employment time. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb22	Length of training period and training days by sex, labour market sector and time with present assignments. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb23	Gainfully employed by type of training, size of company and sex. Two times per year 2001M06 - 2006M06	UF/UF0502/UF0502A
Personalutb24a	Course participants by labour market sector and disposition of training hours. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb24b	Course participants by labour market sector and mode of deliverance of training. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb24c	Course participants by labour market sector and type of training. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb25a	Course participants by main union organisation and disposition of training hours. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb25b	Course particiapnts by main union organisation and mode of deliverance of training. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb25c	Course participants by main union organisation and type of training. Two times per year 2001M06 - 2003M12	UF/UF0502/UF0502A
Personalutb1AR	Gainfully employed by length of training period, sex and age. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb2AR	Gainfully employed by length of training period, marital status and sex. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb4AR	Gainfully employed by length of training period and labour market sector. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb5AR	Gainfully employed by length of training period and economic branch. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb6AR	Gainfully employed by length of training period and earlier education level. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb7AR	Gainfully employed by length of training period, weekly working hours and sex. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb8AR	Gainfully employed by length of training period, main union organisation and sex. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb9AR	Gainfully employed by length of training period and size of company. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb10AR	Course participants by length of training period and provider. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb11AR	Gainfully employed by course participation, sex and economic branch. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb12AR	Course participants by age and subject. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb13AR	Course participants by labour market sector and subject. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb14AR	Course participants by main union organisation and subject. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb15AR	Course participants by sex and subject. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb16AR	Educated respectively course participants by subject. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb17AR	Length of training period and number of education days by sex and economic branch. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb18AR	Length of training period and number of training days by sex, labour market sector and main union organisation. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb19AR	Length of training period and training days by sex and size of company. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb21AR	Length of training period and training days by sex, labour market sector and employment time. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb22AR	Length of training period and training days by sex, labour market sector and time with present assignments. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb23AR	Gainfully employed by type of training, size of company and sex. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb24aAR	Course participants by labour market sector and disposition of training hours. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb24bAR	Course participants by labour market sector and mode of deliverance of training. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb24cAR	Course participants by labour market sector and type of training. Year 2000 - 2003	UF/UF0502/UF0502B
Personalutb25aAR	Course participants by main union organisation and disposition of training hours. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb25bAR	Course particiapnts by main union organisation and mode of deliverance of training. Year 1999 - 2003	UF/UF0502/UF0502B
Personalutb25cAR	Course participants by main union organisation and type of training. Year 2000 - 2003	UF/UF0502/UF0502B
UtbMigUtvLand	Emigrants 16-74 years of age by sex, national background, level of educational attainment, field of education and new country of residence. Year of emigration 1990 - 2014	UF/UF0506
UtbSUNMig	Immigrants and emigrants 16-74 years of age by sex, age, national background, level of educational attainment and field of education (ISCED97, first digit). Year 1990 - 2014	UF/UF0506
UtbSUNMigUTIN	Emigrants 16-74 years of age by sex, age, national background, type of migration, level of educational attainment and field of education. Year of emigration 1990 - 2014	UF/UF0506
UtbMigInvLand	Immigrants 16-74 years of age by sex, national background, level of educational attainment, field of education and country of emigration. Year of immigration 1987 - 2014	UF/UF0506
UtbSUNBef	Population 16-74 years of age by sex, age, national background, level of educational attainment and field of education (ISCED97 first digit). Year 2000 - 2014	UF/UF0506
UtbSUNMIGINUT	Immigrants 16-74 years of age by sex, age, national background, type of migration, level of educational attainment and field of education. Year of immigration 1990 - 2014	UF/UF0506
Utbildning	Population 16-74 years of age by region, highest level of education, age and sex. Year 1985 - 2014	UF/UF0506
UtbBefRegion	Population 16-95+ years of age by region, level of education, age and sex. Year 2008 - 2014	UF/UF0506
StudiedeltagandeG	Population 16-74 years of age by sex, age, type of studies the autumn term, level of educational attainment, employment status and age of the youngest child. Year 1999 - 2013	UF/UF0507
StudiedeltagandeR	Population 16-64 years of age by sex, age, type of studies the autumn term, level of educational attainment and use of student grants during the autumn term. Year 1993 - 2013	UF/UF0507
StudiedeltagandeF	Population 16-74 years of age by sex, age, types studies the autumn term, level of educational attainment of the parent(s) and national background. Year 1999 - 2013	UF/UF0507
StudiedeltagandeK	Population 16-64 years of age by residencial region, sex, age, type of studies the autumn term. Year 1993 - 2013	UF/UF0507
StudiedeltagandeSK	Number of students 16-64 years o age by regio of the of educational institution, sex, type of studies the autumn term and the location of the educational institution in relation to the municipality of residence. Year 1999 - 2013	UF/UF0507
Fullfoljt	Pupils who have completed/not completed upper secondary school studies started the year 2000 in form one by study result, sex, foreign/swedish background and study programme. Year 2007 - 2007	UF/UF0536
Etablering	Establishment (employment, studies etc) among beginners at upper secondary school the year 2000 by main activity, completed/not completed upper secondary school, sex and foreign/swedish background. Year 2005 - 2005	UF/UF0536
Studiedelt	Enrolment in post upper secondary studies among beginners at upper secondary school the year 2000 by type of studies, completed/not completed upper secondary school studies, sex and foreign/swedish background. Year 2001 - 2005	UF/UF0536
UF0542T02	Students having completed upper secondary school education by programme, enrolment in higher education within three years and sex. Academic year 2003/04 - 2010/11	UF/UF0542
UF0542T01	Students having completed upper secondary school education by municipality, enrolment in higher education within three years and sex. Academic year 2003/04 - 2010/11	UF/UF0542

Pxnet2 Rest Flows

2015-08-03T00:00:00+00:00

Statistics Finland (PXNET2) REST Flows

ID	Title	Path
010_asas_tau_101.px	Household-dwelling units by number of persons and type of building 1985-2014	asu/asas
020_asas_tau_102.px	Household-dwelling units and dwelling population by number of persons, by number of rooms and type of building 2005-2014	asu/asas
022_asas_tau_106.px	Household-dwelling units and housing population by housing density 1989-2014	asu/asas
030_asas_tau_103.px	Household-dwelling units by number of persons and type of building and age and sex of the oldest person 2005-2014	asu/asas
040_asas_tau_104.px	Household-dwelling units by number of persons and tenure status 2005-2013	asu/asas
050_asas_tau_105.px	Dwellings by type of building, occupansy and year of construction 31.12.2014	asu/asas
010_ashi_tau_101.px	Indices of prices of existing dwellings 2010=100, quarterly	asu/ashi
020_ashi_tau_102.px	Distributions of prices per square meter of existing dwellings since 2010	asu/ashi
030_ashi_tau_103.px	Indices of prices of dwellings, 1970=100, 1983=100, 2000=100 and 2005=100	asu/ashi
040_ashi_tau_104.px	Prices of existing dwellings by postal code and year of construction	asu/ashi
050_ashi_tau_105.px	Prices and indices of new dwellings from 2010	asu/ashi
060_ashi_tau_106.px	Distributions and numbers of new dwellings from 2005	asu/ashi
070_ashi_tau_107.px	Price index of old dwellings in housing companies 2010=100, monthly	asu/ashi
080_ashi_tau_108.px	Numbers of transactions of dwellings in housing companies by the municipal classification of 2009	asu/ashi
252_ashi_tau_202.px	Indices of prices of existing dwellings 2005=100	asu/ashi
254_ashi_tau_204.px	Distributions of prices per square metre of old dwellings from 2005	asu/ashi
256_ashi_tau_206.px	Prices and indices of new dwellings from 2005	asu/ashi
258_ashi_tau_208.px	Price index of old dwellings in housing companies 2010=100	asu/ashi
270_ashi_tau_217.px	Numbers of transactions of dwellings in housing companies by the municipal classification of 2009	asu/ashi
ashi_2015_03_2015-04-29_tau_103.px	Indices of prices of dwellings, 1970=100, 1983=100, 2000=100 and 2005=100	asu/ashi
ashi_2015_03_2015-04-29_tau_104.px	Prices of existing dwellings by postal code and year of construction	asu/ashi
010_asvu_2015_01_2015-05-08_tau_110.px	Statistics on quarterly rents since 2010	asu/asvu
010_asvu_tau_110.px	Statistics on quarterly rents since 2010	asu/asvu
040_asvu_tau_140_fi.px	Statistics on quarterly rents since 2010	asu/asvu
010_kihi_tau_103.px	Single-family houses index 2005=100	asu/kihi
020_kihi_tau_105.px	Single-family house plots index 2005=100	asu/kihi
001_oahi_tau_001.px	Indices of owner-occupied housing prices 2010=100, revised time series	asu/oahi
020_oahi_tau_102.px	Indices of owner-occupied housing prices 2010=100	asu/oahi
010_rakke_tau_101.px	Number of buildings by intended use and year of construction on 31 Dec.2014	asu/rakke
020_rakke_tau_102.px	Number of buildings by intended use and heating fuel on 31 Dec. 2014	asu/rakke
030_rakke_tau_103.px	Number of free-time residences by region 1970-2014	asu/rakke
010_akay_tau_101.px	Time Use (26 categories) in autumn 1979, 1987 1999 and 2009	eli/akay
020_akay_tau_102.px	Time Use (26 categories) by labour market position in 1987-1988, 1999-2000 and 2009-2010	eli/akay
023_akay_tau_107.px	Time use (26 categories) of employed men by socio-economic group in 1999-2000 and 2009-2010	eli/akay
030_akay_tau_103.px	Time Use (26 categories) by stage in family cycle in 1987-1988, 1999-2000 and 2009-2010	eli/akay
040_akay_tau_104.px	Time Use (82 categories) by sex in 1987-1988, 1999-2000 and 2009-2010	eli/akay
050_akay_tau_105.px	Time Use (82 categories) by age in 1987-1988, 1999-2000 and 2009-2010	eli/akay
060_akay_tau_106.px	Time Use (132 categories) by sex in 1999-2000 and 2009-2010	eli/akay
065_akay_tau_106.px	Visiting the library during the past 12 months by sex and age	eli/akay
070_akay_tau_107.px	Visiting the library during the past 12 months by sex, municipality group and major region, those aged 15 or over	eli/akay
080_akay_tau_108.px	Visiting the library during the past 12 months by sex, education and socio-economic group, those aged 15 or over	eli/akay
090_akay_tau_109.px	Time used for reading by sex and age	eli/akay
095_akay_tau_105.px	Attendance to cultural events	eli/akay
100_akay_tau_101.px	Creative art as a hobby	eli/akay
010_asen_tau_101.px	Consumption of heating energy in residential buildings	ene/asen
020_ehi_tau_102_en.px	Consumer Prices of Domestic Fuels in Energy Production (VAT not included)	ene/ehi
030_ehi_tau_103_en.px	Consumer Prices of Hard Coal and Natural Gas in Heat Production (VAT not included)	ene/ehi
040_ehi_tau_104_en.px	Consumer Prices of Liquid Fuels (includes VAT)	ene/ehi
050_ehi_tau_105_en.px	Price of Electricity by Type of Consumer, c/kWh (Prices include electrical energy, distribution of electricity, and taxes.)	ene/ehi
060_ehi_tau_106_en.px	Price of Natural Gas by Type of Consumer, /MWh (excl. Excise taxes, VAT 0%)	ene/ehi
070_ehi_tau_107_en.px	Price of Natural Gas by Type of Consumer, /MWh (incl. Excise taxes, VAT 0%	ene/ehi
080_ehi_tau_108_en.px	Price of District Heating by Type of Consumer	ene/ehi
090_ehi_tau_109_en.px	Consumer Prices of Wood pellet in Heat Production and Index (VAT included)	ene/ehi
100_ehi_tau_110_en.px	Excise Taxes, Value Added Taxes and Fiscal Charges and Fees Included in Consumer Prices of Some Energy Sources	ene/ehi
101_ehi_tau_111_en.px	Spot prices of the Nordic power exchange, NordPool by price area	ene/ehi
010_ehk_tau_101_en.px	Total Energy Consumption by Source and CO2 Emissions	ene/ehk
015_ehk_tau_103.px	Total energy consumption by source (detailed)	ene/ehk
020_ehk_tau_102_en.px	Supplies and total consumption of electricity, GWh	ene/ehk
030_ehk_tau_103_en.px	Energy import and export by country	ene/ehk
040_ehk_tau_104_en.px	Energy import and export by country, %	ene/ehk
050_ehk_tau_105_en.px	Hard coal and Peat Stocks, month-end	ene/ehk
060_ehk_tau_106_en.px	Energy import and export by country, proportion %	ene/ehk
070_ehk_tau_107.px	Fossil fuels and renewables	ene/ehk
075_ehk_tau_108.px	Consumption of renewable energy sources	ene/ehk
080_ehk_tau_118.px	Final energy consumption by sector	ene/ehk
090_ehk_tau_109_en.px	Production and consumption of district heat	ene/ehk
100_ehk_tau_110_en.px	Electricity consumption	ene/ehk
110_ehk_tau_111_en.px	Electricity generation capacities in peak load period	ene/ehk
114_ehk_tau_114_en.px	Consumption of energy sources in electricity generation by mode of production	ene/ehk
120_ehk_tau_112_en.px	Capacity of Electricity Generation, Nominal Capacity of Production Engines at Beginning of Year	ene/ehk
130_ehk_tau_113_en.px	Heat and power production and energy sources	ene/ehk
160_ehk_tau_116_en.px	Share of renewable energy in gross final energy consumption	ene/ehk
180_ehk_tau_118_en.px	Electricity supply and total consumption in Nordic countries	ene/ehk
190_ehk_tau_119_en.px	Exchange of electricity between the Nordic countries and other countries	ene/ehk
210_ehk_tau_121_en.px	Energy sources in electricity generation	ene/ehk
220_ehk_tau_220_en.px	Supply of electricity by energy source	ene/ehk
010_kivih_tau_101_en.px	Consumption of hard coal	ene/kivih
020_kivih_tau_102_en.px	Hard coal stocks, month-end	ene/kivih
010_salatuo_tau_101.px	Electricity supply and production	ene/salatuo
020_salatuo_tau_102_en.px	Fuel use in electricity and heat production, TJ	ene/salatuo
030_salatuo_tau_103_en.px	Production and total consumption of electricity, GWh	ene/salatuo
040_salatuo_tau_104_en.px	District heat production, GWh	ene/salatuo
050_salatuo_tau_105_en.px	Industrial heat production, GWh	ene/salatuo
008_khi_tau_109.px	Consumer Price Index 2010=100	hin/khi
010_khi_tau_101_en.px	Consumer Price Index 2005=100	hin/khi
020_khi_tau_102.px	Consumer Price Index, main headings 2000=100, 2005=100, 2010=100	hin/khi
020_khi_tau_102_en.px	Consumer Price Index 2000=100	hin/khi
030_khi_tau_103.px	Consumer Price Indices, overall index	hin/khi
040_khi_tau_104.px	Annual changes of Consumer Price Index	hin/khi
050_khi_tau_105.px	Cost-of-living index 1951:10=100	hin/khi
055_khi_tau_108.px	Cost-of-living index 1938:8-1939:7=100	hin/khi
060_khi_tau_106.px	Harmonised Index of Consumer Prices (HICP) and Harmonised Index of Consumer Prices at Constant Taxes (HICP-CT) 2005=100	hin/khi
070_khi_tau_107.px	Average prices of commodities	hin/khi
090_khi_tau_110.px	Special Aggregates	hin/khi
020_kvhv_tau_101.px	Monthly comparative price levels (Finland=100) 1998-2015M05	hin/kvhv
009_maku_tau_104.px	Cost index of civil engineering works 2010=100, Indices by structure	hin/maku
010_maku_tau_101.px	Cost index of civil engineering works 2005=100, Indices by structure	hin/maku
020_maku_tau_102.px	Cost index of civil engineering works, baseyear 2000=100 and 1990=100	hin/maku
030_maku_tau_103.px	Cost index of civil engineering works, M-, K- S- and H-index	hin/maku
040_maku_tau_105.px	Cost index of civil engineering works 2010=100, Indices by cost factor, total index	hin/maku
050_maku_tau_106.px	Cost index of civil engineering works 2010=100, indices according to input items	hin/maku
017_mthi_tau_106.px	Index of producer prices of agricultural products 2010=100	hin/mthi
018_mthi_tau_105.px	Index of producer prices of agricultural products 2005=100	hin/mthi
020_mthi_tau_101.px	Index of producer prices of agricultural products 2000=100	hin/mthi
040_mthi_tau_102_en.px	Index of producer prices of agricultural products 1995=100	hin/mthi
060_mthi_tau_103_en.px	Index of producer prices of agricultural products 1990=100	hin/mthi
080_mthi_tau_104_en.px	Index of producer prices of agricultural products 1990=100, subsidy free	hin/mthi
004_pthi_tau_004.px	Producer Price Indices for Services 2010=100 (TOL 2008)	hin/pthi
005_pthi_tau_102.px	Producer Price Indices for Services 2005=100 (TOL 2008)	hin/pthi
010_pthi_tau_101_en.px	Producer Price Index for Services 2005=100 (TOL 2002)	hin/pthi
009_thi_tau_009.px	Producer Price Indices 2010=100 (TOL2008)	hin/thi
010_thi_tau_101.px	Producer Price Indices 2005=100 (TOL2008)	hin/thi
020_thi_tau_102_en.px	Producer Price Indices 2000=100 (TOL 2002)	hin/thi
030_thi_tau_103.px	Producer Price Indices 1949=100	hin/thi
017_ttohi_tau_105.px	Index of purchase prices of the means of agricultural production 2010=100	hin/ttohi
018_ttohi_tau_104.px	Index of purchase prices of the means of agricultural production 2005=100	hin/ttohi
020_ttohi_tau_101.px	Index of purchase prices of the means of agricultural production 2000=100	hin/ttohi
040_ttohi_tau_102_en.px	Index of purchase prices of the means of agricultural production 1995=100	hin/ttohi
060_ttohi_tau_103_en.px	The index of purchase prices of the means of agricultural production 1990=100	hin/ttohi
010_jali_tau_101.px	General government deficit and debt 1975-2014*	jul/jali
110_jmete_tau_101.px	General goverment expenditures by function 1990-2013	jul/jmete
010_jtume_tau_101.px	General Governments revenue and expenditure	jul/jtume
010_jyev_tau_101_en.px	General government debt by quarter	jul/jyev
010_jyrt_tau_101_en.px	General government financial accounts	jul/jyrt
010_kehyt_tau_101.px	Finland’s Official Development Assistance Disbursements, Share of Gross National Income (GNI) 1975 - 2013	jul/kehyt
010_kehyt_tau_102.px	Finland’s Official Development Assistance Disbursements, Share of Gross National Income (GNI) 1961-2012	jul/kehyt
101_vermak_tau_110.px	Taxes and tax-like payments, totals 1975-2014	jul/vermak
102_vermak_tau_120.px	Taxes and tax-like payments, tax types 1975-2014	jul/vermak
010_vtak_tau_101_en.px	Central government guarantees by quarter starting from 2002, EUR million	jul/vtak
008_altp_tau_008.px	Output and employment by major region 2000-2012*	kan/altp
018_altp_tau_018.px	Output and employment by major region 2000-2012*, 30 industries	kan/altp
028_altp_tau_028.px	Output and employment by region 2000-2012*	kan/altp
038_altp_tau_038.px	Output and employment by region 2000-2012*, 30 industries	kan/altp
048_altp_tau_048.px	Output and employment by sub-regional unit 2000-2012*	kan/altp
058_altp_tau_058.px	Output and employment by sub-regional unit 2000-2012*, 19 industries	kan/altp
062_altp_tau_062.px	Gross domestic product per capita by major region 2000-2012*	kan/altp
064_altp_tau_064.px	Gross domestic product per capita by region 2000-2012*	kan/altp
067_altp_tau_067.px	Gross domestic product per capita by sub-regional unit 2000-2012*	kan/altp
068_altp_tau_068.px	Gross fixed capital formation by region 2000-2012*	kan/altp
078_altp_tau_078.px	Households’ transactions by major region 2000-2012*	kan/altp
088_altp_tau_088.px	Households’ transactions by region 2000-2012*	kan/altp
098_altp_tau_098.px	Households’ transactions by sub-regional unit 2000-2012*	kan/altp
010_klts_tau_050.px	Gross value added in the field of culture 2008-2012 (ESA 2010)	kan/klts
012_klts_tau_060.px	Culture output, gross value added and employed persons by industry	kan/klts
014_klts_tau_070.px	Private and public consumption expenditure of cultural industries by industry 2008-2012 (ESA 2010)	kan/klts
020_klts_tau_108.px	Gross value added in the field of culture (TOL 2008)	kan/klts
100_klts_tau_101.px	Value added in the fields of culture 19952008	kan/klts
110_ktkk_tau_101.px	Trend indicator of output 1996M01-	kan/ktkk
120_ktkk_tau_102.px	Trend Indicator of Output	kan/ktkk
010_mata_tau_110.px	Finland’s balance of payments, monthly	kan/mata
015_mata_tau_115.px	Finland’s current account, quarterly	kan/mata
020_mata_tau_120.px	Finland’s current account, monthly	kan/mata
025_mata_tau_125.px	External assets and liabilities by sector, quarterly	kan/mata
030_mata_tau_130.px	Finland’s financial account and international investment position, monthly	kan/mata
035_mata_tau_135.px	International investment position by sector, quarterly	kan/mata
045_mata_tau_145.px	International investment position by investment type, quarterly	kan/mata
050_mata_tau_150.px	Finland’s current account	kan/mata
055_mata_tau_155.px	Gross external debt, quarterly	kan/mata
060_mata_tau_160.px	External assets and liabilities by investment type and sectors, stock	kan/mata
070_mata_tau_170.px	External assets and liabilities by investment type and sectors, flow	kan/mata
080_mata_tau_180.px	Current account by country breakdown	kan/mata
010_matp_tau_101_en.px	Domestic tourism consumption	kan/matp
020_matp_tau_102_en.px	Internal tourism consumption	kan/matp
030_matp_tau_103_en.px	Domestic supply and internal tourism consumption	kan/matp
040_matp_tau_104_en.px	Tourism demand and supply	kan/matp
050_matp_tau_105_en.px	Inbound tourism consumption	kan/matp
110_ntp_tau_101.px	Value added of industries quarterly (GDP production approach) 1990Q1-	kan/ntp/ntp_1
120_ntp_tau_102.px	GDP expenditure approach and national income 1990Q1-	kan/ntp/ntp_1
130_ntp_tau_103.px	GDP income approach quarterly 1990Q1-	kan/ntp/ntp_1
150_ntp_tau_105.px	Employment quarterly 1990Q1-	kan/ntp/ntp_1
110_ntp_tau_101.px	Value added of industries quarterly (GDP production approach) 1990Q1-	kan/ntp/ntp_2
120_ntp_tau_102.px	National balance of supply and demand quarterly (GDP expenditure approach) 1990Q1-	kan/ntp/ntp_2
130_ntp_tau_103.px	GDP income approach quarterly 1990Q1-	kan/ntp/ntp_2
140_ntp_tau_104.px	National income quarterly 1990Q1-	kan/ntp/ntp_2
150_ntp_tau_105.px	Employment quarterly 1990Q1-	kan/ntp/ntp_2
160_ntp_tau_106.px	Historical time series: Quarterly national accounts 1975-1990 (Released 8.12.2006. Not updated.)	kan/ntp/ntp_2
170_ntp_tau_107.px	Historical time series: Quarterly national accounts 1960-1990 (Not updated)	kan/ntp/ntp_2
110_pt_tau_101.px	Supply table at basic prices 2012 (TOL2008/CPA2008)	kan/pt
120_pt_tau_102.px	Use table at basic prices 2012 (TOL2008/CPA2008)	kan/pt
130_pt_tau_103.px	Use table at purchasers prices 2012 (TOL2008/CPA2008)	kan/pt
140_pt_tau_104.px	Input-output table at basic prices 2012 (TOL2008/CPA2008)	kan/pt
150_pt_tau_105.px	Use table for imports at basic prices 2012 (TOL2008/CPA2008)	kan/pt
160_pt_tau_106.px	Input coefficients 2012 (TOL2008/CPA2008)	kan/pt
170_pt_tau_107.px	Labour input and labour input coefficients 2012 (TOL2008/CPA2008)	kan/pt
180_pt_tau_108.px	Components of price for output 2012 (TOL2008/CPA2008)	kan/pt
190_pt_tau_109.px	Inverse matrix 2012 (TOL2008/CPA2008)	kan/pt
191_pt_tau_101.px	Supply table at basic prices 2008-2011 (TOL2008/CPA2008)	kan/pt
192_pt_tau_102.px	Use table at basic prices 2008-2011 (TOL2008/CPA2008)	kan/pt
193_pt_tau_103.px	Use table at purchasers prices 2008-2011 (TOL2008/CPA2008)	kan/pt
194_pt_tau_104.px	Input-output table at basic prices 2008-2011 (TOL2008/CPA2008)	kan/pt
195_pt_tau_105.px	Use table for imports at basic prices 2008-2011 (TOL2008/CPA2008)	kan/pt
196_pt_tau_106.px	Input coefficients 2008-2011 (TOL2008/CPA2008)	kan/pt
197_pt_tau_107.px	Labour input and labour input coefficients 2008-2011 (TOL2008/CPA2008)	kan/pt
198_pt_tau_108.px	Components of price for output 2008-2011 (TOL2008/CPA2008)	kan/pt
199_pt_tau_109.px	Inverse matrix 2008-2011 (TOL2008/CPA2008)	kan/pt
200_pt_tau_120.px	Supply table at basic prices and in previous years prices 2011 (TOL2008/CPA2008)	kan/pt
210_pt_tau_101_en.px	Supply table at basic prices 2000-2007 (TOL2002/CPA2002)	kan/pt
210_pt_tau_121.px	Use table at purchasers prices and in previous years prices 2011 (TOL2008/CPA2008)	kan/pt
220_pt_tau_102_en.px	Use table at basic prices 2000-2007 (TOL2002/CPA2002)	kan/pt
230_pt_tau_103_en.px	Use table at purchasers 2000-2007 (TOL2002/CPA2002)	kan/pt
240_pt_tau_104_en.px	Input-output table at basic prices 2000-2007 (TOL2002/CPA2002)	kan/pt
250_pt_tau_105_en.px	Use table for imports at basic prices 2000-2007 (TOL2002/CPA2002)	kan/pt
260_pt_tau_106_en.px	Input coefficients 2000-2007 (TOL2002/CPA2002)	kan/pt
270_pt_tau_107_en.px	Labour input and labour input coefficients 2000-2007 (TOL2002/CPA2002)	kan/pt
280_pt_tau_108_en.px	Components of price for output 2000-2007 (TOL2002/CPA2002)	kan/pt
290_pt_tau_109_en.px	Inverse matrix 2000-2007 (TOL2002/CPA2002)	kan/pt
010_rtp_tau_101_en.px	Financial Accounts 1995-2014	kan/rtp
020_rtp_tau_102_en.px	Financial Accounts Stocks 1970-1994	kan/rtp
050_rtp_tau_105_en.px	Quarterly financial accounts data starting from 1997	kan/rtp
060_rtp_tau_106.px	Non-financial assets by sector 2010-2014	kan/rtp
010_sekn_tau_101.px	Quarterly sector accounts	kan/sekn
110_ttut_tau_101.px	Multi-factor productivity by industry 1976-2013, value added	kan/ttut
120_ttut_tau_102.px	Labour productivity by industry 1976-2013, value added	kan/ttut
130_ttut_tau_103.px	Multi-factor productivity by industry 1976-2013, production	kan/ttut
140_ttut_tau_104.px	Labour productivity by industry 1976-2013, production	kan/ttut
150_ttut_tau_105.px	Labour productivity by industries 1975-2014	kan/ttut
160_ttut_tau_106.px	Capital and labour compensation by industry 1975-2013	kan/ttut
170_ttut_tau_107.px	Capital stocks by industry 1975-2013	kan/ttut
180_ttut_tau_108.px	Nominal rate of return by industry 1975-2013	kan/ttut
190_ttut_tau_109.px	Depreciation rates by industry	kan/ttut
200_ttut_tau_110.px	Industries’ productivity contributions to the national economy 1975-2013	kan/ttut
010_vtp_tau_011.px	Gross domestic product and -national income at current prices 1975-2014	kan/vtp
020_vtp_tau_021.px	Key indicators of households sector 1975-2014	kan/vtp
030_vtp_tau_031.px	Key indicators per capita 1975-2014	kan/vtp
040_vtp_tau_041.px	Main aggregates, percentages 1975-2014	kan/vtp
050_vtp_tau_051.px	Main aggregates at reference year 2010 prices, volume indices and change in volume indices 1975-2014	kan/vtp
060_vtp_tau_061.px	Main aggregates, price indices and changes in prices 1975-2014	kan/vtp
070_vtp_tau_071.px	Production and generation of income accounts 1975-2014	kan/vtp
080_vtp_tau_081.px	Employment and hours worked 1975-2014	kan/vtp
110_vtp_tau_111.px	Changes in inventories and net acquisition of valuables 1975-2014	kan/vtp
120_vtp_tau_121.px	Private consumption expenditure 1975-2014	kan/vtp
130_vtp_tau_131.px	Government consumption expenditure 1975-2014	kan/vtp
140_vtp_tau_141.px	Sector accounts 1975-2014	kan/vtp
150_vtp_tau_151.px	Sector accounts (main transactions) 1975-2014	kan/vtp
160_vtp_tau_161.px	General government’s total revenue and -expenditure 1975-2014	kan/vtp
170_vtp_tau_171.px	Additional information 1975-2014	kan/vtp
180_vtp_tau_181.px	Gross fixed capital formation 1975-2014	kan/vtp
190_vtp_tau_191.px	Gross capital, Net capital, consumption and retirements of fixed capital 1975-2014	kan/vtp
195_vtp_tau_195.px	Research and development gross capital formation, gross capital stock and net capital stock 1975-2014	kan/vtp
200_vtp_tau_200.px	Historical time series: Structure of private consumption, exports and imports 1860-1970	kan/vtp
210_vtp_tau_210.px	Historical time series: National accounts 1860-2013	kan/vtp
310_vtp_tau_124_en.px	Households’ indebtedness 1980-2008	kan/vtp
009_klv_tau_103_en.px	Turnover of trade 2010=100 (TOL 2008)	kau/klv
010_klv_tau_101_en.px	Turnover of trade 2005=100 (TOL 2008)	kau/klv
010_pul_tau_101.px	International trade in services by service item and region, 1 000 euros	kau/pul
020_pul_tau_102.px	International trade in services by service item, 1 000 euros	kau/pul
030_pul_tau_103.px	International trade in services by region, 1 000 euros	kau/pul
010_taukyv_tau_101.px	Monthly import and export of goods by statistical value (million euros), 2002-2015	kau/taukyv
010_jvie_tau_101.px	Mass media market volume in Finland 1997 - 2013	klt/jvie
005_klt_tau_115.px	Employed labour force in cultural occupations in 2000 - 2009	klt/klt
006_klt_tau_116.px	Employed labour force in cultural occupations by level of education in 2009	klt/klt
007_klt_tau_117.px	Employed labour force in cultural occupations by employer sector in 2009	klt/klt
040_klt_tau_101.px	Public libraries in mainland Finland 19992014	klt/klt
060_klt_tau_102.px	Use of the Internet to culture related purposes in the past three months in the spring 2008, 2009, 2010 ja 2011, share of population aged 16-74 years	klt/klt
010_maanp_tau_101.px	Willingness to defend the country, % 1970-2014	klt/maanp
999_kou_tau_999_en.px	Empty test table	kou/1_kou_test
110_akop_tau_103.px	Total number of students in polytechnics by polytechnics, region of education field of education and type of education in 2001 to 2014	kou/akop
112_akop_tau_101.px	Completed polytechnic degrees in polytechnics by polytechnics, type of education, field of education and region of education in 2005 to 2014	kou/akop
010_aseve_tau_101.px	Conscription and international crisis management, 20002014	kou/aseve
010_khak_tau_001.px	Immediate transition to further studies by those having ended 9th grade ofcomprehensive school by location area of comprehensive school in 2010 - 2013	kou/khak
020_khak_tau_002.px	Immediate applying for further studies by completers of the 9th grade of comprehensive school by the region of location of the comprehensive school and sex in 2008 to 2013	kou/khak
030_khak_tau_003.px	Immediate transition for further studies by passers of the matriculation examination by the region of location of the educational institution and sex in 2008 to 2013	kou/khak
040_khak_tau_004.px	Immediate applying for further studies by passers of the matriculation examination by the region of location of the educational institution in 2008 to 2013	kou/khak
200_opiskt_tau_200.px	Students and qualifications in education leading to a qualification by education and sector of education in 2004 to 2013	kou/opiskt
400_opiskt_tau_400.px	Population and students and qualifications in post-comprehensive education leading to a qualification by type of education and age in 2004 to 2013	kou/opiskt
002_opku_tau_103.px	Progress of studies of entrants to university education in 2008 by the end of 2013 (lower and higher university degrees)	kou/opku
003_opku_tau_104.px	Progress of studies of entrants to polytechnic education in 2009 by the end of 2013 (youth education)	kou/opku
004_opku_tau_101.px	Progress of studies of entrants to vocational education (aimed at young people) in 2010 by the end of 2013	kou/opku
005_opku_tau_102.px	Progress of studies of entrants to upper secondary education (aimed at young people) in 2010 by the end of 2013	kou/opku
005_opku_tau_103_en.px	Progress of studies of entrants to university education in 2007 by the end of 2012 (lower and higher university degrees)	kou/opku
006_opku_tau_103.px	Progress of studies of entrants to university education in 2007 by the end of 2012 (lower and higher university degrees)	kou/opku
007_opku_tau_104.px	Progress of studies of entrants to polytechnic education in 2008 by the end of 2012 (youth education)	kou/opku
008_opku_tau_101.px	Progress of studies of entrants to vocational education (aimed at young people) in 2009 by the end of 2012	kou/opku
009_opku_tau_102.px	Progress of studies of entrants to upper secondary education (aimed at young people) in 2009 by the end of 2012	kou/opku
010_opku_tau_103_en.px	Progress of studies of entrants to university education in 2006 by the end of 2011 (lower and higher university degrees)	kou/opku
011_opku_tau_103.px	Progress of studies of entrants to university education in 2006 by the end of 2011 (lower and higher university degrees)	kou/opku
012_opku_tau_104.px	Progress of studies of entrants to polytechnic education in 2007 by the end of 2011 (youth education)	kou/opku
013_opku_tau_101.px	Progress of studies of entrants to vocational education (aimed at young people) in 2008 by the end of 2011	kou/opku
014_opku_tau_102.px	Progress of studies of entrants to upper secondary education (aimed at young people) in 2008 by the end of 2011	kou/opku
015_opku_102_en.px	Progress of studies of entrants to university education in 2005 by the end of 2010 (lower and higher university degrees)	kou/opku
016_opku_tau_103.px	Progress of studies of entrants to university education in 2005 by the end of 2010 (lower and higher university degrees) by Regions of Education, Field of Education, Gender and Data	kou/opku
010_opty_tau_101.px	Employment of students by level of education and fields of education in 2007 to 2013	kou/opty
020_opty_tau_102.px	Employment of students by level of education and region of residence in 2007 to 2013	kou/opty
010_sijk_tau_101.px	Main type of activity of completers of qualifications one year after graduation by field of education in 2007 to 2013	kou/sijk
020_sijk_tau_102.px	Main type of activity of completers of qualifications one year after graduation by region of residence in 2007 to 2013	kou/sijk
010_vkour_tau_101.px	Population aged 15 or over by level of education, municipality, gender and age 1970-2013	kou/vkour
010_yop_tau_101.px	Students and qualifications in 2001 to 2014 and new students in 2012 to 2014 in universities by university and education	kou/yop
008_kttav_tau_100.px	Volume of goods and transport performance of domestic road transport by quarter 2001-2015	lii/kttav
010_kvliik_tau_101.px	Goods volumes and transport performance in domestic waterborne traffic 2000-2015	lii/kvliik
020_kvliik_tau_102.px	Arrivals of ships in domestic goods traffic 2000-2015	lii/kvliik
030_kvliik_tau_103.px	Goods volumes by port of departure and destination in domestic shipborne traffic 2000-2015	lii/kvliik
040_kvliik_tau_104.px	Goods volumes by port and commodity group in domestic shipborne traffic 2000-2015	lii/kvliik
010_matk_tau_101_en.px	Hotel capacity and capacity utilization	lii/matk
020_matk_tau_102_en.px	Visitor arrivals and nights spend in hotels	lii/matk
030_matk_tau_103_en.px	Accommodation establishment capacity and capacity utilization	lii/matk
040_matk_tau_104_en.px	Visitor arrivals and nights spend in all accommodation establishments	lii/matk
050_matk_tau_105_en.px	Accommodation establishment capacity	lii/matk
060_matk_tau_106_en.px	Accommodation establishment capacity	lii/matk
010_merek_tau_101.px	First registrations of vehicles, monthly 1999 to 2015	lii/merek
020_merek_tau_102.px	First registrations of motor vehicles, 1960-2014	lii/merek
010_mkan_tau_101.px	Number of vehicles registered, 31.12.1922-2014	lii/mkan
020_mltm_tau_101.px	Gross income from Finnish and time-charted foreign vessels in foreign sea transport in 1985-2013, million euros	lii/mltm
040_mltm_tau_102.px	Expenditure from Finnish and time-charted foreign vessels in foreign sea transport paid abroad 1985-2013, million euros	lii/mltm
010_rajal_tau_101.px	Border Traffic (Passengers), 19992014	lii/rajal
010_saikalt_tau_101.px	Saimaa canal transport by commodity group 2000-2015	lii/saikalt
020_saikalt_tau_102.px	Arrivals in Saimaa canal traffic 2000-2015	lii/saikalt
020_smat_tau_101.px	Finnish residents’ overnight trips in 1991-2014	lii/smat
025_smat_tau_129.px	Finnish residents’ trips abroad in 2012 to 2014	lii/smat
030_smat_tau_103.px	Trips abroad by persons aged 15 to 74 in 2000-2011	lii/smat
090_ton_tau_109.px	Killed and injured in road traffic accidents 1931 - 2014	lii/ton
010_tyoma_tau_101.px	Average commuting distance, 1980-2007	lii/tyoma
010_uvliik_tau_101.px	International sea transport by port and commodity group 2000-2015	lii/uvliik
020_uvliik_tau_102.px	Carriage of vehicles and other transport equipment by sea between Finland and foreign countries 2000-2015	lii/uvliik
030_uvliik_tau_103.px	Carriage of containers by sea between Finland and foreign countries 2000-2015	lii/uvliik
040_uvliik_tau_104.px	Transit transport via finnish ports by commodity group 2000-2015	lii/uvliik
050_uvliik_tau_105.px	Transport performance in foreign sea traffic 2000-2015	lii/uvliik
060_uvliik_tau_106.px	Passenger Traffic between Finland and foreign countries by port and country 2000-2015	lii/uvliik
070_uvliik_tau_107.px	Arrivals in foreign traffic by port 2000-2015	lii/uvliik
010_akmer_tau_101.px	Fishery catch in Finland (1000 kg)	maa/akmer
010_satot_tau_101.px	Grain crop, 19202014	maa/satot
010_satot_tau_102.px	Grain crop, 19202014	maa/satot
005_koikrr_tau_102_en.px	Criminal matters decided at district courts in 2009 to 2013 Region, Data, composition of the district court, Crime and Year as variables	oik/koikrr
005_koikrs_tau_103_en.px	Civil cases concluded by District Courts 2004-2013, method of instituting proceedings and conclusions	oik/koikrs
006_koikrs_tau_104_en.px	Civil cases concluded by Distric courts in 2004-2013, position of party, position of deciding officer and deciding composition	oik/koikrs
010_koikrs_tau_101_en.px	Civil cases concluded by District Courts 1995-2009, method of instituting proceedings and conclusions	oik/koikrs
020_koikrs_tau_102_en.px	Civil cases concluded by Distric courts in 1998 - 2009, position of party, position of deciding officer and deciding composition	oik/koikrs
030_konk_tau_103.px	Bankruptcies from 1986	oik/konk
010_omulos_tau_101.px	Debtors in enforcement, status at year end / end of month, 19892012	oik/omulos
010_omulos_tau_102.px	Debtors in enforcement during the year, 20052015	oik/omulos
010_optula_tau_101.px	Homicide 1754-2013	oik/optula
020_optula_tau_102.px	Juvenile delinquency 19952012	oik/optula
030_optula_tau_103.px	Fear of crime 2012-2014	oik/optula
031_optula_tau_103.px	Fear of crime 1988-2009	oik/optula
040_optula_tau_104.px	Crime victimization in 2012-2014	oik/optula
041_optula_tau_104.px	Crime victimization 1980-2009	oik/optula
020_polrik_tau_102.px	Crimes and their clearance 1980-2013	oik/polrik
040_polrik_tau_104.px	Family violence by victim’s age 2009-2013	oik/polrik
045_polrik_tau_105.px	Victims of certain offences by age and region 2009-2013	oik/polrik
010_rpk_tau_107.px	1. Offences by month 2009-2015	oik/rpk
020_rpk_tau_102.px	2. Crimes and their clearance 1980-2014	oik/rpk
040_rpk_tau_104.px	3. Domestic violence and intimate partner violence reported as an offence 2009-2014	oik/rpk
045_rpk_tau_105.px	4. Victims of certain offences by age and region 2009-2014	oik/rpk
050_rpk_tau_105.px	5. Persons suspected of solved offences by age gruop and municipality 2006-2014	oik/rpk
053_rpk_tau_153.px	6. Persons suspected of offences by main activity and age gruop 2011-2014	oik/rpk
054_rpk_tau_154.px	7. Persons suspected of offences by level of education and age gruop 2011-2014	oik/rpk
055_rpk_tau_155.px	8. Persons suspected of offences by socio-economic group and age gruop 2011-2014	oik/rpk
056_rpk_tau_156.px	9. Persons suspected of offences by income and age gruop 2011-2014	oik/rpk
060_rpk_tau_106.px	10. Persons suspected of solved offences by age, the most aggravated crime of year and municipality 2006-2014	oik/rpk
070_rpk_tau_109.px	11. Persons suspected of solved offences by nationality, age and place of residence in 2009-2014	oik/rpk
075_rpk_tau_110.px	12. Persons suspected of offences by origin, age group and sex 2011-2014	oik/rpk
090_rpk_tau_107.px	13. Certain police tasks by municipality 1980-2014	oik/rpk
010_ati_tau_105_en.px	Index of wage and salary earnings and index of regular earnings by employer sector	pal/ati
015_ati_tau_116_en.px	Index of regular earnings 2010=100 fixed by the main category of occupations	pal/ati
020_ati_tau_102_en.px	Index of wage and salary earnings 1964=100	pal/ati
030_ati_tau_103.px	Average monthly earnings by sector and gender	pal/ati
140_ati_tau_114_en.px	Index of wage and salary earnings and index of regular earnings, percentage changes	pal/ati
009_ktps_tau_112_en.px	Wage and salary indices by industry 2010=100 (TOL 2008)	pal/ktps
010_ktps_tau_111_en.px	Wage and salary indices by industry 2005=100 (TOL 2008)	pal/ktps
004_plv_tau_103_en.px	Turnover of other services 2010=100 (TOL 2008)	pal/plv
010_tvki_tau_101.px	Labour Cost Index 2012=100 by industry (TOL 2008).	pal/tvki
020_tvki_tau_102.px	Labour cost index 2012 = 100 without one-off items by industry (TOL 2008).	pal/tvki
030_tvki_tau_103.px	Labour cost index 2012 = 100 the share of performance-based bonuses of wages and salaries sum by industry (TOL 2008), %.	pal/tvki
040_tvki_tau_104.px	Labour cost index 2012 = 100 in the private sector, the share of perfomance-based bonuses and other one-off pay components of wages and salaries sum, %.	pal/tvki
050_tvki_tau_105.px	Seasonally adjusted labour costs in the private sector by industry (TOL 2008). Labour cost index 2012 = 100	pal/tvki
060_tvki_tau_106.px	Seasonally adjusted labour costs excluding one-off items in the private sector by industry (TOL 2008). Labour cost index 2012 = 100	pal/tvki
070_tvki_tau_107.px	Labour Cost Index 2008=100 by industry (TOL 2008).	pal/tvki
080_tvki_tau_108.px	Labour cost index 2008 = 100 without one-off items by industry (TOL 2008).	pal/tvki
010_tvtutk_tau_101.px	Structure of labour costs by labour market sector in 2012 (share of labour costs, %)	pal/tvtutk
020_tvtutk_tau_102.px	Structure of labour costs by labour market sector in 1996, 2000, 2004, 2008 and 2012 (share of labour costs, %)	pal/tvtutk
004_plv_tau_103_en.px	Turnover of other services 2010=100 (TOL 2008)	pav/plv
005_plv_tau_102_en.px	Turnover of other services 2005=100 (TOL 2008)	pav/plv
001_lkan_tau_101.px	Credits by borrower sector, by quarter starting from 2014	rah/lkan
002_lkan_tau_102.px	Credits by purpose of use and by borrower sector, by quarter starting from 2014	rah/lkan
003_lkan_tau_103.px	Credits granted by other financial corporations to businesses by borrower industry (TOL2008), by quarter starting from 2014	rah/lkan
010_lkan_tau_101_en.px	Outstanding credit:Credits granted by other financial corporations by borrower sector, by quarter starting from 2001	rah/lkan
020_lkan_tau_102_en.px	Outstanding credit:Credits granted by other financial corporations by purpose of use and by borrower sector, by quarter starting from 2001	rah/lkan
030_lkan_tau_103_en.px	Outstanding credit:Credits granted by other financial corporations to businesses by borrower industry (TOL2008), by quarter starting from 2009	rah/lkan
040_lkan_tau_104_en.px	Business loans by sector and industry of borrower (TOL2002) by quarter in 2001-2008	rah/lkan
110_lkan_tau_110_en.px	Credits by lender and borrower sector by quarter since 2001	rah/lkan
120_lkan_tau_120_en.px	Credits by purpose of use and sector of lender and borrower by quarter since 2001	rah/lkan
130_lkan_tau_130_en.px	Business loans by sector and industry of borrower (TOL2008) by quarter since 2009	rah/lkan
010_llai_tau_110.px	Profit and loss accounts of credit institutions, by quarter starting from 2014	rah/llai
020_llai_tau_120.px	Balance sheets of credit institutions, by quarter starting from 2014	rah/llai
010_rato_tau_101_en.px	Outstanding credit:Credits granted by other financial corporations by borrower sector, by quarter starting from 2001	rah/rato
020_rato_tau_102_en.px	Outstanding credit:Credits granted by other financial corporations by purpose of use and by borrower sector, by quarter starting from 2001	rah/rato
030_rato_tau_103_en.px	Outstanding credit:Credits granted by other financial corporations to businesses by borrower industry (TOL2008), by quarter starting from 2009	rah/rato
010_rlea_tau_101.px	Financial leasing acquisitions and rents of lessors by lessee sector starting from 2009, EUR million	rah/rlea
010_spy_tau_110.px	Profit and loss accounts of investment firms, by quarter starting from 2014	rah/spy
020_spy_tau_120.px	Balance sheets of investment firms, by quarter starting from 2014	rah/spy
010_vato_tau_110.px	Balance sheets of employment pension, life insurance and non-life insurance companies	rah/vato
020_vato_tau_120.px	Profit and loss accounts of employment pension companies	rah/vato
030_vato_tau_130.px	Profit and loss accounts of life insurance companies	rah/vato
040_vato_tau_140.px	Profit and loss accounts of non-life insurance companies	rah/vato
008_ras_tau_108.px	Volume index of newbuilding 2010=100	rak/ras
009_ras_tau_105_en.px	Building and dwelling production	rak/ras
010_ras_tau_101_en.px	Building permits 1990-2014	rak/ras
020_ras_tau_102.px	Volume index of newbuilding 2005=100	rak/ras
030_ras_tau_103_en.px	Building and dwelling production 1990-2014	rak/ras
040_ras_tau_104_en.px	Building permits for renovation building 2000-2014	rak/ras
004_rlv_tau_108_en.px	Turnover of construction 2010=100 (TOL 2008)	rak/rlv
005_rlv_tau_107_en.px	Turnover of construction 2005=100 (TOL 2008)	rak/rlv
010_astuki_tau_100.px	General housing allowance: Recipient households by type of household 1980-2012	sos/astuki
010_elakkk_tau_100.px	Recipients of guarantee pension by age 2012-2014	sos/elakkk
010_elakkk_tau_101.px	Recipients of guarantee pension by age 31.12.2013	sos/elakkk
010_lasuo_tau_101.px	Kodin ulkopuolelle sijoitetut 0 - 17-vuotiaat, % vastaavanikisest vestst (1991-2013)	sos/lasuo
010_otuki_tau_101.px	Recipients of financial aid for higher education aged 25 years or over during the academic years 1997/1998-1998-2012/2013	sos/otuki
010_plhtuki_tau_100.px	Recipients of child home care allowance by gender 1998-2014	sos/plhtuki
010_toimtt_tau_101.px	Social assistance recipients as a proportion of the population, 19902013	sos/toimtt
010_atoi_tau_101_en.px	Industrial statistics on manufacturing, whole country 1995-2008, Classification TOL 2002	teo/atoi
004_tlv_tau_108_en.px	Index of turnover in industry 2010=100 (TOL 2008)	teo/tlv
005_tlv_tau_107_en.px	Index of turnover in industry 2005=100 (TOL 2008)	teo/tlv
005_ttvi_tau_102.px	Volume index of industrial output 2010=100 (TOL 2008)	teo/ttvi
010_ttvi_tau_101.px	Volume index of industrial output 2005=100	teo/ttvi
010_ajkul_tau_101.px	Consumption of alcoholic beverages per capita, aged 15 and over in terms of pure alcohol 1990-2014	ter/ajkul
010_avtk_tau_101.px	Obese (BMI>30) persons out of 25-64-year-olds, 1978-2014 Self-reported weight and height	ter/avtk
020_avtk_tau_102.px	The share of those engaging in no leisure-time physical exercise, of 2564-year-olds, 19982014	ter/avtk
030_avtk_tau_103.px	Daily smokers as a percentage of 2564-year-olds, 19782014	ter/avtk
010_evtk_tau_101.px	Share of elderly people with difficulties related to functional ability 19932011	ter/evtk
010_ksyyt_tau_101.px	Deaths and age-standardised death rates by cause of death and gender, whole population and persons aged 15-64 in 1971-2013	ter/ksyyt
020_ksyyt_tau_102.px	Deaths by gender, age and underlying cause of death 1969-2013	ter/ksyyt
025_ksyyt_tau_125.px	Deaths by underlying cause of death and region 1969-2013	ter/ksyyt
040_ksyyt_tau_104.px	Deaths by age, gender and underlying cause of death 2013	ter/ksyyt
050_ksyyt_tau_105.px	Deaths by underlying cause of death, age and gender 1998-2013	ter/ksyyt
060_ksyyt_tau_106.px	Accidental or violent deaths, alcohol intoxicated separately in 1998-2013	ter/ksyyt
080_ksyyt_tau_108.px	Alcohol-related deaths by age and gender in 2005-2013	ter/ksyyt
090_ksyyt_tau_109.px	Suicides by age and gender in 1921-2013	ter/ksyyt
100_ksyyt_tau_110_en.px	Assaults inflicted by other persons by age and gender 1998-2010	ter/ksyyt
101_ksyyt_tau_111.px	Infant deaths and stillbirths by underlying cause of death in 1998-2013	ter/ksyyt
102_ksyyt_tau_112.px	Autopsies and other means to determine cause of death by age of deceased in 1975-2013	ter/ksyyt
010_inn_tau_101.px	Prevalence of innovation activity by size category of personnel and industry 2000-2012, share of enterprises	ttt/inn
020_inn_tau_102.px	Prevalence of innovation activity by industry 2008-2012, share of enteprises	ttt/inn
030_inn_tau_103.px	Innovation activity relating to product and process innovations by size category of personnel 2008-2012, share of enterprises with innovation activity relating to product and process innovations	ttt/inn
040_inn_tau_104.px	Innovation activity relating to product and process innovations by industry 2008-2012, share of enterprises with innovation activity relating to product and process innovations	ttt/inn
050_inn_tau_105.px	Prevalence of innovation activity by size category of personnel 2008-2012, share of enteprises	ttt/inn
060_inn_tau_106.px	Proportions of product innovations and unchanged products of turnover by size category of personnel and industry 2000-2012	ttt/inn
010_pat_tau_101.px	Patents applied in Finland by the applicants’ country of residence in 1972-2013	ttt/pat
020_pat_tau_102.px	Domestic patent applications by region in Finland 1990-2013	ttt/pat
030_pat_tau_103.px	Patents granted in Finland by assignee country 1995-2013	ttt/pat
040_pat_tau_104.px	Domestic patent applications and domestic patents granted to enterprises and associations by industry (TOL 2008), 2008-2013	ttt/pat
050_pat_tau_105.px	Patents granted to Finnish enterprises and associations by European Patent Office and US Patent Office by industry (TOL 2008), 2009-2013	ttt/pat
055_pat_tau_105.px	Patents granted to Finnish enterprises and associations by European Patent Office and US Patent Office by industry (TOL 2008), 2009-2012	ttt/pat
060_pat_tau_106.px	Utility model applications filed in Finland by IPC section, 2008-2013	ttt/pat
070_pat_tau_107.px	Domestic utility model applications of enterprises and associations by industry (TOL 2008), 2008-2013	ttt/pat
080_pat_tau_108.px	Domestic patent applications and patents granted to enterprises and associations by industry (TOL 2002) in 2000-2008	ttt/pat
090_pat_tau_109.px	Domestic patents granted in Finland by sub-regional units 1995-2007	ttt/pat
040_tkke_tau_104.px	R&D expenditure by source of funding and sector in 1971-2013	ttt/tkke
010_tthv_tau_101_en.px	Tertiary degrees by the field of science in 1991-2012	ttt/tthv
020_tthv_tau_102_en.px	Tertiary degrees by education level and region in 1991-2012	ttt/tthv
030_tthv_tau_103_en.px	Population with a tertiary degree in 2000-2011	ttt/tthv
040_tthv_tau_104_en.px	Population with a tertiary degree by the level of education in 2000-2011	ttt/tthv
050_tthv_tau_105_en.px	Employed population with tertiary level education 2000-2008 (TOL 2002)	ttt/tthv
051_tthv_tau_105_en.px	Employed population with tertiary level education in 2008 - 2011 (TOL 2008)	ttt/tthv
060_tthv_tau_106_en.px	Employed population with tertiary level education by industry in 2000-2008 (TOL 2002)	ttt/tthv
061_tthv_tau_106_en.px	Employed population with tertiary degree 2008 -2011 (TOL 2008)	ttt/tthv
100_tthv_tau_110_en.px	Population with tertiary degree by citizenship 2000-2008	ttt/tthv
101_tthv_tau_110_en.px	Population with tertiary degree by citizenship 2009 - 2011	ttt/tthv
110_tthv_tau_111_en.px	Employed hrst-personnel by occupation and level of education in 2000, 2004, 2005, 2007 and 2008 (TOL 2002)	ttt/tthv
111_tthv_tau_111_en.px	Employed hrst-personnel by occupation and level of education in 2008 - 2009 (Standard industrial classification TOL 2008).	ttt/tthv
112_tthv_tau_111_en.px	Employed hrst-personnel by occupation and level of education in 2010-2011 (Occupation classification 2008, standard industrial classification TOL 2008).	ttt/tthv
113_tthv_tau_113_en.px	Placement of the PhD graduated in 2000 in years 2000-2011	ttt/tthv
010_vimar_tau_101.px	Telephone and broadband services 2007-2014	ttt/vimar
010_kbar_tau_101.px	Consumer Survey Time Series	tul/kbar
020_kbar_tau_102.px	Possession of appliances and connections in households, % of households	tul/kbar
030_kbar_tau_103.px	Consumer Survey Time Series Quarterly and by Region	tul/kbar
040_kbar_tau_104.px	Consumer Survey Time Series by Major Region	tul/kbar
120_ktutk_tau_102.px	Household consumption expenditure by type of household 1985-2012	tul/ktutk
130_ktutk_tau_103.px	Household consumption expenditure by socio-economic status and division 1990-2012	tul/ktutk
140_ktutk_tau_104.px	Household consumption expenditure by major region 1985-2012 (NUTS2)	tul/ktutk
150_ktutk_tau_105.px	Household consumption expenditure by statistical grouping of municipalities 1985-2012	tul/ktutk
160_ktutk_tau_106.px	Household consumption expenditure by reference person’s age 1985-2012	tul/ktutk
170_ktutk_tau_107.px	Household consumption expenditure by size and structure of household 1985-2012	tul/ktutk
180_ktutk_tau_108.px	Household consumption expenditure by income bracket 1985-2012	tul/ktutk
010_tjkt_tau_101.px	1. Numbers and income of dwelling population and household-dwelling units by municipality in 1995-2013	tul/tjkt
020_tjkt_tau_102.px	2. Numbers and income of dwelling population and household-dwelling units by sub-regional unit in 1995-2013	tul/tjkt
030_tjkt_tau_103.px	3. Numbers and income of dwelling population and household-dwelling units by region in 1995-2013	tul/tjkt
040_tjkt_tau_104.px	4. Household-dwelling units average income by type of income and municipality in 1995-2013	tul/tjkt
050_tjkt_tau_105.px	5. Household-dwelling units’ average income by type of income and by income decile in 1995-2013	tul/tjkt
060_tjkt_tau_106.px	6. Numbers and income of dwelling population and household-dwelling units by age of refence person in 1995-2013	tul/tjkt
070_tjkt_tau_107.px	7. Income differences and equalising impact of current transfers on income differences by sub-regional unit in 1995-2013	tul/tjkt
080_tjkt_tau_108.px	8. Dwelling population by income decile and by municipality in 1995-2013	tul/tjkt
090_tjkt_tau_109.px	9. Dwelling population by income decile and by sub-regional unit in 1995-2013	tul/tjkt
100_tjkt_tau_110.px	10. Prolonged low-income earning by gender and age in 1998-2013	tul/tjkt
110_tjkt_tau_111.px	11. Prolonged low-income earning by municipality in 1998-2013	tul/tjkt
120_tjkt_tau_112.px	12. Income shares (%), means, medians and maximum values of decile and percentile groups in 1995 - 2013	tul/tjkt
020_tjt_tau_101.px	1a Households income by socio-economic group 1987-2013	tul/tjt
040_tjt_tau_102.px	1b Household’s income by household’s life-cycle 1989-2013	tul/tjt
060_tjt_tau_103.px	1c Households income by age of reference person 1966-2013	tul/tjt
080_tjt_tau_104.px	1d Households income by level of education of reference person 1987-2013	tul/tjt
100_tjt_tau_105.px	1e Households income by number of adults and children 1987-2013	tul/tjt
120_tjt_tau_106.px	1f Households income by tenure status of dwelling and economical activity of reference person 1987 - 2013	tul/tjt
140_tjt_tau_107.px	2a Household income: structure by household type according to number of adults, children and economically active persons in household 1987-2013	tul/tjt
160_tjt_tau_108.px	2b Household income: structure by decile groups 1987-2013	tul/tjt
180_tjt_tau_109.px	2c Household income: structure by socio-economic group 1987-2013	tul/tjt
200_tjt_tau_110.px	2d Household income: structure by stage of life cycle 1989-2013	tul/tjt
220_tjt_tau_112.px	3a Distribution of households by income decile groups and sosioeconomic status of household head 1987 - 2013	tul/tjt
240_tjt_tau_114.px	3b Distribution of households by income decile and stage of life cycle 1989 - 2013	tul/tjt
250_tjt_tau_115.px	3c Distribution of households by income decile and age of reference person 1966 - 2013	tul/tjt
260_tjt_tau_116.px	4a Income shares (%), means, medians and maximum values of decile groups in 1966 - 2013	tul/tjt
270_tjt_tau_117.px	4b Gini coefficients in 1966 - 2013	tul/tjt
280_tjt_tau_051.px	5a At risk of poverty indicators by age of person 1987 - 2013	tul/tjt
281_tjt_tau_052.px	5b At risk of poverty indicators by persons households life-cycle 1990 - 2013	tul/tjt
282_tjt_tau_053.px	5c At risk of poverty indicators by persons socioeconomic group 1987 - 2013	tul/tjt
283_tjt_tau_054.px	5d Subjective financial well-being of households 2003 - 2013	tul/tjt
284_tjt_tau_055.px	5e At-risk-of poverty indicators with fixed at-risk-of-poverty thresholds 2005 - 2013	tul/tjt
285_tjt_tau_056.px	5f Households ability to save money and to afford to pay for an unexpected expense in 2003 to 2013	tul/tjt
286_tjt_tau_057.px	5g Households assessment of the change in their financial situation in 1990 to 2013	tul/tjt
300_tjt_tau_100.px	6a. Housing cost and housing expenditure indicators by income decile groups 2002-2013.	tul/tjt
350_tjt_tau_130.px	7 Subjective wellbeing by persons age, health, income quintile and sex in 2013	tul/tjt
010_tvt_2009_2011-02-18_tau_101_en.px	1a. Number of income recipients, incomest (1000 ), deductions and taxes by income-class 2009	tul/tvt/2009
020_tvt_2009_2011-02-18_tau_102_en.px	1b. Number of income recipients, incomes, deductions and taxes by income-class, number of income recipients 2009	tul/tvt/2009
030_tvt_2009_2011-02-18_tau_103_en.px	2a. Taxation of individuals by income subject to state taxation, 2009	tul/tvt/2009
040_tvt_2009_2011-02-18_tau_104_en.px	2b. Taxation of individuals by income subject to state taxation, 2009, taxed by state 2008	tul/tvt/2009
050_tvt_2009_2011-02-18_tau_105_en.px	2c. Taxation of individuals by income subject to state taxation, taxed by municipality 2009	tul/tvt/2009
060_tvt_2009_2011-02-18_tau_106_en.px	3a. Number, taxable incomes and taxes of individuals by major region, 2009	tul/tvt/2009
070_tvt_2009_2011-02-18_tau_107_en.px	3b. Number, taxable incomes and taxes of individuals by region, 2009	tul/tvt/2009
080_tvt_2009_2011-02-18_tau_108_en.px	4. Number, taxable incomes and taxes of individuals by sex and age, 2009	tul/tvt/2009
090_tvt_2009_2011-02-18_tau_109_en.px	5. Income recipients and taxable incomes by major region and income subject to state taxation, 2009	tul/tvt/2009
100_tvt_2009_2011-02-18_tau_110_en.px	6. Number, incomes and taxes of individuals by sex, age and income subject to state taxation, 2009	tul/tvt/2009
110_tvt_2009_2011-02-18_tau_111_en.px	7. Number of spouses and taxable incomes by husbands and wifes income-class 2009	tul/tvt/2009
120_tvt_2009_2011-02-18_tau_112_en.px	8. Number of income recipients, taxable incomes and taxes 2005-2009	tul/tvt/2009
010_tvt_tau_101_en.px	1a. Number of income recipients, incomest (1000 ), deductions and taxes by income-class 2010	tul/tvt/2010
020_tvt_tau_102_en.px	1b. Number of income recipients, incomes, deductions and taxes by income-class, number of income recipients 2010	tul/tvt/2010
030_tvt_tau_103_en.px	2a. Taxation of individuals by income subject to state taxation, 2010	tul/tvt/2010
040_tvt_tau_104_en.px	2b. Taxation of individuals by income subject to state taxation, 2010, taxed by state	tul/tvt/2010
050_tvt_tau_105_en.px	2c. Taxation of individuals by income subject to state taxation, taxed by municipality 2010	tul/tvt/2010
060_tvt_tau_106_en.px	3a. Number, taxable incomes and taxes of individuals by major region, 2010	tul/tvt/2010
070_tvt_tau_107_en.px	3b. Number, taxable incomes and taxes of individuals by region, 2010	tul/tvt/2010
080_tvt_tau_108_en.px	4. Number, taxable incomes and taxes of individuals by sex and age, 2010	tul/tvt/2010
090_tvt_tau_109_en.px	5. Income recipients and taxable incomes by major region and income subject to state taxation, 2010	tul/tvt/2010
100_tvt_tau_110_en.px	6. Number, incomes and taxes of individuals by sex, age and income subject to state taxation, 2010	tul/tvt/2010
110_tvt_tau_111_en.px	7. Number of spouses and taxable incomes by husbands and wifes income-class 2010	tul/tvt/2010
120_tvt_tau_112_en.px	8. Number of generally taxed income recipients, taxable incomes and taxes 2005-2010	tul/tvt/2010
010_tvt_tau_101_en.px	1. Number of income recipients, incomest (1000 ), deductions and taxes by income-class 2011	tul/tvt/2011
020_tvt_tau_102_en.px	1b. Number of income recipients, incomes, deductions and taxes by income-class, number of income recipients 2011	tul/tvt/2011
030_tvt_tau_103_en.px	2a. Taxation of individuals by income subject to state taxation, 2011	tul/tvt/2011
040_tvt_tau_104_en.px	2b. Taxation of individuals by income subject to state taxation, 2011, taxed by state	tul/tvt/2011
050_tvt_tau_105_en.px	2c. Taxation of individuals by income subject to state taxation, taxed by municipality 2011	tul/tvt/2011
060_tvt_tau_106_en.px	3a. Number, taxable incomes and taxes of individuals by major region, 2011	tul/tvt/2011
070_tvt_tau_107_en.px	3b. Number, taxable incomes and taxes of individuals by region, 2011	tul/tvt/2011
080_tvt_tau_108_en.px	4. Number, taxable incomes and taxes of individuals by sex and age, 2011	tul/tvt/2011
090_tvt_tau_109_en.px	5. Income recipients and taxable incomes by major region and income subject to state taxation, 2011	tul/tvt/2011
100_tvt_tau_110_en.px	6. Number, incomes and taxes of individuals by sex, age and income subject to state taxation, 2011	tul/tvt/2011
110_tvt_tau_111_en.px	7. Number of spouses and taxable incomes by husbands and wifes income-class 2011	tul/tvt/2011
120_tvt_tau_112_en.px	8. Number of income recipients, taxable incomes and taxes 2005-2011	tul/tvt/2011
010_tvt_tau_101.px	1. Number of income recipients, incomest (1000 ), deductions and taxes by income-class 2012	tul/tvt/2012
030_tvt_tau_103.px	2a. Taxation of individuals by income subject to state taxation, 2011, EUR 1000	tul/tvt/2012
040_tvt_tau_104.px	2b. Taxation of individuals by income subject to state taxation, 2012, taxed by state, EUR 1000	tul/tvt/2012
050_tvt_tau_105.px	2c. Taxation of individuals by income subject to state taxation, taxed by municipality 2012, EUR 1000	tul/tvt/2012
060_tvt_tau_106.px	3a. Number, taxable incomes and taxes of individuals by major region, 2012, EUR 1000	tul/tvt/2012
070_tvt_tau_107.px	3b. Number, taxable incomes and taxes of individuals by region, 2012, EUR 1000	tul/tvt/2012
080_tvt_tau_108.px	4. Number, taxable incomes and taxes of individuals by sex and age, 2012, EUR 1000	tul/tvt/2012
090_tvt_tau_109.px	5. Income recipients and taxable incomes by major region and income subject to state taxation, 2012, EUR 1000	tul/tvt/2012
100_tvt_tau_110.px	6. Number, incomes and taxes of individuals by sex, age and income subject to state taxation, 2012, EUR 1000	tul/tvt/2012
110_tvt_tau_111.px	7. Number of spouses and taxable incomes by husbands and wifes income-class 2012, EUR 1000	tul/tvt/2012
120_tvt_tau_112.px	8. Number of income recipients, taxable incomes and taxes 2005-2012,	tul/tvt/2012
010_tvt_tau_101.px	1. Number of income recipients, incomest (1000 ), deductions and taxes by income-class 2013	tul/tvt/2013
020_tvt_tau_102.px	1b. Number of income recipients, incomes, deductions and taxes by income-class, 2013, number of recipients, whole country	tul/tvt/2013
030_tvt_tau_103.px	2a. Taxation of individuals by income subject to state taxation, 2013, EUR 1000	tul/tvt/2013
040_tvt_tau_104.px	2b. Taxation of individuals by income subject to state taxation, 2013, taxed by state, EUR 1000	tul/tvt/2013
050_tvt_tau_105.px	2c. Taxation of individuals by income subject to state taxation, taxed by municipality 2013, EUR 1000	tul/tvt/2013
060_tvt_tau_106.px	3a. Number, taxable incomes and taxes of individuals by major region, 2013, EUR 1000	tul/tvt/2013
070_tvt_tau_107.px	3b. Number, taxable incomes and taxes of individuals by region, 2013, EUR 1000	tul/tvt/2013
080_tvt_tau_108.px	4. Number, taxable incomes and taxes of individuals by sex and age, 2013, EUR 1000	tul/tvt/2013
090_tvt_tau_109.px	5. Income recipients and taxable incomes by major region and income subject to state taxation, 2013, EUR 1000	tul/tvt/2013
100_tvt_tau_110.px	6. Number, incomes and taxes of individuals by sex, age and income subject to state taxation, 2013, EUR 1000	tul/tvt/2013
110_tvt_tau_111.px	7. Number of spouses and taxable incomes by husbands and wifes income-class 2013, EUR 1000	tul/tvt/2013
120_tvt_tau_112.px	8. Number of income recipients, taxable incomes and taxes 2005-2013,	tul/tvt/2013
010_velk_tau_101.px	1. Debts of household-dwelling units by age and region 2002-2014	tul/velk
020_velk_tau_102.px	2. Debts of household-dwelling units by structure of household and major region 2002-2014	tul/velk
020_velk_tau_102_en.px	2. Debts of household-dwelling units by structure of household and major region 2002-2011	tul/velk
030_velk_tau_103.px	3. Debts of household-dwelling units by mucipalities 2002-2014	tul/velk
040_velk_tau_104.px	4. Debts of household-dwelling units by debt class, age of reference person and major region 2002-2014	tul/velk
050_velk_tau_105.px	5. Household-dwelling units with debt by age and rate of indebtedness 2002-2013	tul/velk
060_velk_tau_106.px	6. Debts of household-dwelling units by age of reference person and number of children 2002-2014	tul/velk
070_velk_tau_107.px	7. Household-dwelling units with housing loan by age of reference person, major region and rate of indebtedness 2002-2013	tul/velk
080_velk_tau_108.px	8. Debts of persons by age, sex and major region 2002-2014	tul/velk
090_velk_tau_109.px	9. Debts of household-dwelling units by age of reference person and structure of household and debt class 2002-2014	tul/velk
100_velk_tau_110.px	10. Debts of persons with study loans by age and major region 2002-2014	tul/velk
110_velk_tau_111.px	11. Debts of household-dwelling units with debt by age of reference person, interest class and major region 2002-2014	tul/velk
120_velk_tau_112.px	12. Debts of household-dwelling units by income decile groups, mean 2002-2013	tul/velk
130_velk_tau_113.px	13. Household-dwelling units with housing loan by age and major region 2002-2014	tul/velk
010_vtutk_tau_101.px	1 Assets, liabilities and income of households by age of reference person in 1987 - 2013	tul/vtutk
020_vtutk_tau_102.px	2 Assets, liabilities and income of households by household type in 1987 - 2013	tul/vtutk
030_vtutk_tau_103.px	3 Assets, liabilities and income of households by income decile group in 1987 - 2013	tul/vtutk
040_vtutk_tau_104.px	4 Assets, liabilities and income of households by net wealth decile group in 1987 - 2013	tul/vtutk
050_vtutk_tau_105.px	5 Assets, liabilities and income of households by gross wealth decile group in 1987 - 2013	tul/vtutk
060_vtutk_tau_106.px	6 Assets, liabilities and income of households by socioeconomic group in 1987 - 2013	tul/vtutk
070_vtutk_tau_107.px	7 Assets, liabilities and income of households by NUTS2 region in 1987 - 2013	tul/vtutk
080_vtutk_tau_108.px	8 Assets, liabilities and income of households by housing tenure status in 1987 - 2013	tul/vtutk
090_vtutk_tau_109_en.px	Assets, liabilities and income of households by age of reference person in 1987-2009, EUR per household	tul/vtutk
100_vtutk_tau_110_en.px	Assets, liabilities and income of households by household’s stage of life in 1987-2009, EUR per household	tul/vtutk
110_vtutk_tau_111_en.px	Assets, liabilities and income of households by gross wealth decile in 1987-2009, EUR per household	tul/vtutk
120_vtutk_tau_112_en.px	Assets, liabilities and income of households by socio-economic group in 1987-2009, EUR per household	tul/vtutk
140_vtutk_tau_114_en.px	Assets, liabilities and income of households by major regions in 1987-2009, EUR per household	tul/vtutk
150_vtutk_tau_115_en.px	Assets, liabilities and income of households by main regional centres in 1987-2009, EUR per household	tul/vtutk
160_vtutk_tau_116_en.px	Assets, liabilities and income of households by tenure status of the household’s dwelling in 1987-2009, EUR per household	tul/vtutk
010_tobarom_tau_101.px	Membership in trade unions and unemployment funds, 20022013	tym/tobarom
010_tyonv_tau_100.px	Those difficult to employ (structural unemployment)	tym/tyonv
025_tyokay_2013_03_2014-12-16_tau_103.px	025 - Population by main type of activity, nationality, occupational status, sex and year 2000-2013*	tym/tyoolot
010_tyti_tau_102.px	010. Population by labour force status, sex, and age	tym/tyti
015_tyti_tau_110.px	015. Population aged 15-74 by labour force status, sex and major region	tym/tyti
017_tyti_tau_119.px	017. Population by labour force status, persons in disguised unemployment and underemployed persons by sex and age	tym/tyti
020_tyti_tau_104.px	020. Employees and self-employed persons aged 15-74	tym/tyti
030_tyti_tau_106.px	030. Employed persons and employees aged 15-74 and hours actually worked by employed persons and employees by industry (TOL 2008 version 8)	tym/tyti
040_tyti_tau_107.px	040. Employees aged 15-74 by type of employment relationship and sex	tym/tyti
050_tyti_tau_101.px	050. Population by labour force status, sex and age (5 yr)	tym/tyti
060_tyti_tau_109.px	060. Population aged 15-74 by labour force status and region (2011)	tym/tyti
061_tyti_tau_118.px	061. Participation of young people (15-29) in education and the labour market by sex and age	tym/tyti
063_tyti_tau_111.px	063. Employed persons aged 15-74 by educational level and sex	tym/tyti
065_tyti_tau_108.px	065. Employed persons and employees aged 15-74 and hours actually worked by employed persons and employees by industry (TOL 2008) and sex	tym/tyti
070_tyti_tau_112.px	070. Employed persons and employees aged 15-74 by employer sector and industry (TOL 2008)	tym/tyti
100_tyti_tau_115.px	100. Employed persons aged 15-74 by occupation (Classification of Occupations 2001) and sex	tym/tyti
110_euvaa_2004_2009-02-27_tau_103_en.px	Age distribution of candidates by sex and party in European Parliament elections in 2004	vaa/euvaa/2004_01
410_euvaa_2004_2009-06-01_tau_123_en.px	European Parliament elections 2004, candidates	vaa/euvaa/2004_01
420_euvaa_2004_2009-04-28_tau_124_en.px	Candidates and votes cast for them by party and constituency in European Parliament elections 2004	vaa/euvaa/2004_01
430_euvaa_2004_2009-02-27_tau_125_en.px	Number of votes cast for the candidates by order of magnitude and comparison figure, those indicated with * were elected	vaa/euvaa/2004_01
440_euvaa_2004_2009-02-27_tau_126_en.px	Elected members of European Parliament and number of votes cast for them by municipality in 2004	vaa/euvaa/2004_01
610_euvaa_2004_2009-06-01_tau_137_en.px	European Parliament elections 2004, data on voting	vaa/euvaa/2004_01
620_euvaa_2004_2009-03-03_tau_138_en.px	European Parliament elections 2004, support for parties	vaa/euvaa/2004_01
630_euvaa_2004_2009-04-28_tau_138_en.px	Number and percentage of votes cast for the parties by municipality, voting turnout, invalid ballots and advance voters in 2004 and change from the previous European Parliament elections	vaa/euvaa/2004_01
640_euvaa_2004_2009-04-28_tau_139_en.px	Persons entitled to vote, persons who voted and advance voters by sex and municipality in European Parliament elections in 2004 and 1999	vaa/euvaa/2004_01
410_euvaa_2009_2014-05-26_tau_123.px	2.1. European Parliament elections 2009, candidates	vaa/euvaa/2009_01
410_euvaa_tau_123_en.px	European Parliament elections 2009, candidates	vaa/euvaa/2009_01
420_euvaa_2009_2014-05-26_tau_124.px	2.2. Candidates and votes cast for them by party and constituency in European Parliament elections 2009	vaa/euvaa/2009_01
420_euvaa_tau_124_en.px	Candidates and votes cast for them by party and constituency in European Parliament elections 2009	vaa/euvaa/2009_01
430_euvaa_2009_2014-05-26_tau_125.px	2.3. Number of votes cast for the candidates by order of magnitude and comparison figure, those indicated with * were elected	vaa/euvaa/2009_01
430_euvaa_tau_125_en.px	Number of votes cast for the candidates by order of magnitude and comparison figure, those indicated with * were elected	vaa/euvaa/2009_01
440_euvaa_2009_2014-05-26_tau_126.px	2.4. Elected members of European Parliament and number of votes cast for them by municipality in 2009	vaa/euvaa/2009_01
440_euvaa_tau_126_en.px	Elected members of European Parliament and number of votes cast for them by municipality in 2009	vaa/euvaa/2009_01
610_euvaa_2009_2010-06-10_tau_137_en.px	European Parliament elections 2009, data on voting	vaa/euvaa/2009_01
610_euvaa_2009_2014-05-26_tau_137.px	2.5. European Parliament elections 2009, data on voting	vaa/euvaa/2009_01
620_euvaa_2009_2014-05-26_tau_138.px	2.6. European Parliament elections 2009, support for parties	vaa/euvaa/2009_01
620_euvaa_tau_138_en.px	European Parliament elections 2009, support for parties	vaa/euvaa/2009_01
630_euvaa_2009_2014-05-26_tau_138.px	2.7. Number and percentage of votes cast for the parties by municipality, voting turnout, invalid ballots and advance voters in 2009 and change from the previous European Parliament elections	vaa/euvaa/2009_01
630_euvaa_tau_138_en.px	Number and percentage of votes cast for the parties by municipality, voting turnout, invalid ballots and advance voters in 2009 and change from the previous European Parliament elections	vaa/euvaa/2009_01
640_euvaa_2009_2014-05-26_tau_139.px	2.8. Persons entitled to vote, persons who voted and advance voters by sex and municipality in European Parliament elections in 2009 and 2004	vaa/euvaa/2009_01
640_euvaa_2009_tau_139_en.px	Persons entitled to vote, persons who voted and advance voters by sex and municipality in European Parliament elections in 2009 and 2004	vaa/euvaa/2009_01
810_euvaa_tau_150_en.px	European Parliament elections 2009, analysis	vaa/euvaa/2009_01
910_euvaa_2009_2010-06-10_tau_160_en.px	Voters who cast their ballots at Finnish embassies and ships by sex in the European Parliament elections 2009	vaa/euvaa/2009_01
910_euvaa_2009_2014-05-26_tau_160.px	2.9. Voters who cast their ballots at Finnish embassies and ships by sex in the European Parliament elections 2009	vaa/euvaa/2009_01
920_euvaa_2009_2010-06-10_tau_161_en.px	Advance voters by polling station and constituency in the European Parliament elections 2009	vaa/euvaa/2009_01
920_euvaa_2009_2014-05-26_tau_161.px	2.10. Advance voters by polling station and constituency in the European Parliament elections 2009	vaa/euvaa/2009_01
930_euvaa_2009_2010-06-10_tau_162_en.px	Discarded ballots by cause and constituency in the European Parliament elections 2009	vaa/euvaa/2009_01
930_euvaa_2009_2014-05-26_tau_162.px	2.11. Discarded ballots by cause and constituency in the European Parliament elections 2009	vaa/euvaa/2009_01
410_euvaa_2014_2014-06-11_tau_123.px	2.1. European Parliament elections 2014, candidates	vaa/euvaa/2014_01
420_euvaa_2014_2014-06-11_tau_124.px	2.2. Candidates and votes cast for them by party and constituency in European Parliament elections 2014	vaa/euvaa/2014_01
430_euvaa_2014_2014-06-11_tau_125.px	2.3. Number of votes cast for the candidates by order of magnitude and comparison figure and election status in European Parliament elections 2014	vaa/euvaa/2014_01
440_euvaa_2014_2014-06-11_tau_126.px	2.4. Elected members of European Parliament and number of votes cast for them by municipality in 2014	vaa/euvaa/2014_01
610_euvaa_2014_2014-06-11_tau_137.px	2.5. European Parliament elections 2014, data on voting	vaa/euvaa/2014_01
620_euvaa_2014_2014-06-11_tau_138.px	2.6. European Parliament elections 2014, support for parties	vaa/euvaa/2014_01
630_euvaa_2014_2014-06-11_tau_138.px	2.7. Number and percentage of votes cast for the parties by municipality, voting turnout, invalid ballots and advance voters in 2014 and change from the previous European Parliament elections	vaa/euvaa/2014_01
640_euvaa_2014_2014-06-11_tau_139.px	2.8. Persons entitled to vote, persons who voted and advance voters by sex and municipality in European Parliament elections in 2014 and 2009	vaa/euvaa/2014_01
930_euvaa_2014_2014-06-11_tau_162.px	2.11. Discarded ballots by cause and constituency in the European Parliament elections 2014	vaa/euvaa/2014_01
010_euvaa_2014_2014-06-11_tau_101.px	1.1. European Parliament elections 1996 to 2014, voting data	vaa/euvaa/euvaa_as
020_euvaa_2014_2014-06-11_tau_102.px	1.2. European Parliament elections 1996 to 2014, support for parties	vaa/euvaa/euvaa_as
km_ku_en.px	European Parliament elections 2014 - election map data	vaa/euvaa/euvaa_kar
110_evaa_tau_101_en.px	1. Age distribution of candidates by sex, party and constituency in Parliamentary elections 2011	vaa/evaa/evaa_2011
120_evaa_tau_102_en.px	2. Data on voting in Parliamentary elections 2011	vaa/evaa/evaa_2011
120_evaa_tau_104_en.px	2.2 Persons entitled to vote, persons who voted and advance voters by sex and municipality in Parliamentary elections in 2011 and 2007	vaa/evaa/evaa_2011
120_evaa_tau_105_en.px	2.3 Discarded ballots by cause and constituency in Parliamentary elections 2011	vaa/evaa/evaa_2011
130_evaa_tau_103_en.px	3. Support for parties in Parliamentary elections 2011	vaa/evaa/evaa_2011
140_evaa_tau_104_en.px	4. Numbers of votes cast for the parties and voting turnout by municipality in Parliamentary elections 2011 and change from the previous elections	vaa/evaa/evaa_2011
150_evaa_tau_105_en.px	5. Numbers of votes cast for the candidates by order of magnitude and comparison figure, those indicated with * were elected	vaa/evaa/evaa_2011
160_evaa_tau_106_en.px	6. Age distribution of elected MPs by sex, party and constituency in Parliamentary elections 2011	vaa/evaa/evaa_2011
170_evaa_tau_170_en.px	7.1 Helsinki constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
171_evaa_tau_171_en.px	7.2 Uusimaa constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
172_evaa_tau_172_en.px	7.3 Varsinais-Suomi constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
173_evaa_tau_173_en.px	7.4 Satakunta constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
174_evaa_tau_174_en.px	7.5 Hme constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
175_evaa_tau_175_en.px	7.6 Pirkanmaa constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
176_evaa_tau_176_en.px	7.7 Kymi constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
177_evaa_tau_177_en.px	7.8 South Savo constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
178_evaa_tau_178_en.px	7.9 North Savo constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
179_evaa_tau_179_en.px	7.10 North Karelia constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
180_evaa_tau_180_en.px	7.11 Vaasa constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
181_evaa_tau_181_en.px	7.12 Central Finland constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
182_evaa_tau_182_en.px	7.13 Oulu constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
183_evaa_tau_183_en.px	7.14 Lapland constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
184_evaa_tau_184_en.px	7.15 Region of land constituency, Candidates by municipality and voting district in Parliamentary elections 2011	vaa/evaa/evaa_2011
185_evaa_tau_101_en.px	8.1 Electoral alliances and votes cast per electoral alliance by constituency in Parliamentary elections in 2011	vaa/evaa/evaa_2011
186_evaa_tau_102_en.px	8.2 The smallest number of votes and comparison figure by which a candidate was elected by party and constituency in Parliamentary elections 2011	vaa/evaa/evaa_2011
190_evaa_tau_101_en.px	9.1 Advance voters by gender, polling station and constituency in Parliamentary elections 2011	vaa/evaa/evaa_2011
190_evaa_tau_102_en.px	9.2 Voters who cast their ballots at Finnish embassies and ships by sex in Parliamentary elections 2011	vaa/evaa/evaa_2011
110_evaa_tau_101.px	1. Age distribution of candidates by sex, party and constituency in Parliamentary elections 2015	vaa/evaa/evaa_2015
120_evaa_tau_102.px	2. Data on voting in Parliamentary elections 2015	vaa/evaa/evaa_2015
120_evaa_tau_103.px	2.1 Persons entitled to vote, persons who voted and advance voters by sex and constituency in Parliamentary elections in 2015	vaa/evaa/evaa_2015
120_evaa_tau_104.px	2.2 Persons entitled to vote, persons who voted and advance voters by sex and municipality in Parliamentary elections in 2015 and 2011	vaa/evaa/evaa_2015
120_evaa_tau_105.px	2.3. Discarded ballots by cause and constituency in the Parliamentary elections 2015	vaa/evaa/evaa_2015
130_evaa_tau_103.px	3. Support for parties in Parliamentary elections 2015	vaa/evaa/evaa_2015
140_evaa_tau_104.px	4. Numbers of votes cast for the parties and voting turnout by municipality in Parliamentary elections 2015 and change from the previous elections	vaa/evaa/evaa_2015
150_evaa_tau_105.px	5. Numbers of votes cast for the candidates by order of magnitude and comparison figure	vaa/evaa/evaa_2015
160_evaa_tau_106.px	6. Age distribution of elected MPs by sex, party and constituency in Parliamentary elections 2015	vaa/evaa/evaa_2015
170_evaa_tau_170.px	7.1 Helsinki constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
171_evaa_tau_171.px	7.2 Uusimaa constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
172_evaa_tau_172.px	7.3 Varsinais-Suomi constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
173_evaa_tau_173.px	7.4 Satakunta constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
174_evaa_tau_174.px	7.5 Hme constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
175_evaa_tau_175.px	7.6 Pirkanmaa constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
176_evaa_tau_176.px	7.7 Southeast Finland constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
177_evaa_tau_177.px	7.8 Savo-Karelia constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
178_evaa_tau_178.px	7.9 Vaasa constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
179_evaa_tau_179.px	7.10 Central Finland constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
180_evaa_tau_180.px	7.11 Oulu constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
181_evaa_tau_181.px	7.12 Lapland constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
182_evaa_tau_182.px	7.13 Region of land constituency, Candidates by municipality and voting district in Parliamentary elections 2015	vaa/evaa/evaa_2015
185_evaa_tau_101.px	8.1 Electoral alliances and votes cast per electoral alliance by constituency in Parliamentary elections in 2015	vaa/evaa/evaa_2015
186_evaa_tau_102.px	8.2 The smallest number of votes and comparison figure by which a candidate was elected by party and constituency in Parliamentary elections 2015	vaa/evaa/evaa_2015
010_evaa_tau_110.px	Parliamentary elections 1983-2015, data on voting	vaa/evaa/evaa_as
020_evaa_tau_120.px	Parliamentary elections 1983-2015, support for parties	vaa/evaa/evaa_as
030_evaa_tau_103.px	Voting turnout of Finnish citizens resident in Finland in the Parliamentary Elections in 1908-2015	vaa/evaa/evaa_as
km_ku_en.px	1. Election map data by municipality - Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
km_vp_en.px	2. Election map data by constituency - Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp01_hels_en.px	3.1 Helsinki constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp02_uusi_en.px	3.2 Uusimaa constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp03_vars_en.px	3.3 Varsinais-Suomi constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp04_sata_en.px	3.4 Satakunta constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp05_ahve_en.px	3.5 Region of land constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp06_hame_en.px	3.6 Hme constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp07_pirk_en.px	3.7 Pirkanmaa constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp08_kaak_en.px	3.8 Southeast Finland constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp09_saka_en.px	3.9 Savo-Karelia constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp10_vaas_en.px	3.10 Vaasa constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp11_kesu_en.px	3.11 Central Finland constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp12_oulu_en.px	3.12 Oulu constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
Vp13_lapp_en.px	3.13 Lapland constituency, elected candidates share of voting rights by municipality in Parliamentary elections 2015	vaa/evaa/evaa_kar_2015
xx1_paak_en.px	4.1. Election map data by voting district in the Parliamentary elections 2015, Greater Helsinki region.	vaa/evaa/evaa_kar_2015
xx2_tamp_en.px	4.2. Election map data by voting district in the Parliamentary elections 2015, Tampere.	vaa/evaa/evaa_kar_2015
xx3_oulu_en.px	4.3. Election map data by voting district in the Parliamentary elections 2015, Oulu.	vaa/evaa/evaa_kar_2015
xx4_turk_en.px	4.4. Election map data by voting district in the Parliamentary elections 2015, Turku.	vaa/evaa/evaa_kar_2015
xx5_jyva_en.px	4.5. Election map data by voting district in the Parliamentary elections 2015, Jyvskyl.	vaa/evaa/evaa_kar_2015
xx6_kuop_en.px	4.6. Election map data by voting district in the Parliamentary elections 2015, Kuopio.	vaa/evaa/evaa_kar_2015
xx7_laht_en.px	4.7. Election map data by voting district in the Parliamentary elections 2015, Lahti.	vaa/evaa/evaa_kar_2015
xx8_kouv_en.px	4.8. Election map data by voting district in the Parliamentary elections 2015, Kouvola.	vaa/evaa/evaa_kar_2015
xx9_pori_en.px	4.9. Election map data by voting district in the Parliamentary elections 2015, Pori.	vaa/evaa/evaa_kar_2015
020_kvaa_2004_tau_101_en.px	Number of candidates by party, constituency and type of municipality in Municipal elections 2004	vaa/kvaa/2004_02
020_kvaa_2004_tau_102_en.px	Age and sex distribution of candidates by party in Municipal elections 2004	vaa/kvaa/2004_02
020_kvaa_2004_tau_103_en.px	Age distribution of candidates by party and sex in Municipal elections 2004	vaa/kvaa/2004_02
020_kvaa_2004_tau_104_en.px	Age distribution of candidates by constituency and sex in Municipal elections 2004	vaa/kvaa/2004_02
020_kvaa_2004_tau_105_en.px	Number and average age of candidates by party, constituency and municipality in Municipal elections 2004	vaa/kvaa/2004_02
030_kvaa_2004_tau_101_en.px	Candidates by municipality in Municipal elections 2004, Helsinki constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_102_en.px	Candidates by municipality in Municipal elections 2004, Uusimaa constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_103_en.px	Candidates by municipality in Municipal elections 2004, Varsinais-Suomi constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_104_en.px	Candidates by municipality in Municipal elections 2004, Satakunta constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_106_en.px	Candidates by municipality in Municipal elections 2004, Hme constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_107_en.px	Candidates by municipality in Municipal elections 2004, Pirkanmaa constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_108_en.px	Candidates by municipality in Municipal elections 2004, Kymi constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_109_en.px	Candidates by municipality in Municipal elections 2004, South Savo constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_110_en.px	Candidates by municipality in Municipal elections 2004, North Savo constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_111_en.px	Candidates by municipality in Municipal elections 2004, North Karelia constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_112_en.px	Candidates by municipality in Municipal elections 2004, Vaasa constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_113_en.px	Candidates by municipality in Municipal elections 2004, Central Finland constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_114_en.px	Candidates by municipality in Municipal elections 2004, Oulu constituency	vaa/kvaa/2004_03
030_kvaa_2004_tau_115_en.px	Candidates by municipality in Municipal elections 2004, Lapland constituency	vaa/kvaa/2004_03
040_kvaa_2004_tau_101_en.px	Candidates by voting district in Municipal elections 2004, Helsinki constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_102_en.px	Candidates by voting district in Municipal elections 2004, Uusimaa constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_103_en.px	Candidates by voting district in Municipal elections 2004, Varsinais-Suomi constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_104_en.px	Candidates by voting district in Municipal elections 2004, Satakunta constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_106_en.px	Candidates by voting district in Municipal elections 2004, Hme constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_107_en.px	Candidates by voting district in Municipal elections 2004, Pirkanmaa constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_108_en.px	Candidates by voting district in Municipal elections 2004, Kymi constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_109_en.px	Candidates by voting district in Municipal elections 2004, South Savo constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_110_en.px	Candidates by voting district in Municipal elections 2004, North Savo constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_111_en.px	Candidates by voting district in Municipal elections 2004, North Karelia constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_112_en.px	Candidates by voting district in Municipal elections 2004, Vaasa constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_113_en.px	Candidates by voting district in Municipal elections 2004, Central Finland constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_114_en.px	Candidates by voting district in Municipal elections 2004, Oulu constituency	vaa/kvaa/2004_04
040_kvaa_2004_tau_115_en.px	Candidates by voting district in Municipal elections 2004, Lapland constituency	vaa/kvaa/2004_04
050_kvaa_2004_tau_101_en.px	Municipal elections 2004, data on voting	vaa/kvaa/2004_05
050_kvaa_2004_tau_102_en.px	Municipal elections 2004, support for parties	vaa/kvaa/2004_05
050_kvaa_2004_tau_103_en.px	Municipal elections 2004, number of elected councillors	vaa/kvaa/2004_05
050_kvaa_2004_tau_106_en.px	Number and percentage shares of votes by party, voting turnout by constituency in Municipal elections 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_107_en.px	Number and percentage shares of elected councillors by party and constituency in Municipal elections 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_109_en.px	Age distribution of elected councillors by sex and party in Municipal elections 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_110_en.px	Age distribution of elected councillors by sex and constituency in Municipal elections 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_111_en.px	Number of votes cast for parties, voting turnout, and number of elected councillors by municipality in Municipal elections 2004 and change from the previous elections	vaa/kvaa/2004_05
050_kvaa_2004_tau_112_en.px	Number of elected councillors and percentage shares by party and constituency in Municipal elections 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_114_en.px	Number of votes cast for the parties and number of councillors by municipality (minor parties), invalid ballots and advance voters in Municipal elections in 2004	vaa/kvaa/2004_05
050_kvaa_2004_tau_116_en.px	Persons entitled to vote and persons who voted by sex, valid ballots, municipal councillors and advance votes by party and the number of voting districts and invalid ballots by municipality in the Municipal elections in 2004	vaa/kvaa/2004_05
210_kvaa_2008_2009-11-02_tau_108_en.px	Candidates by municipality in Municipal elections 2008, Helsinki constituency	vaa/kvaa/2008_03
220_kvaa_2008_2009-11-02_tau_109_en.px	Candidates by municipality in Municipal elections 2008, Uusimaa constituency	vaa/kvaa/2008_03
230_kvaa_2008_2009-11-02_tau_110_en.px	Candidates by municipality in Municipal elections 2008, Varsinais-Suomi constituency	vaa/kvaa/2008_03
240_kvaa_2008_2009-11-02_tau_111_en.px	Candidates by municipality in Municipal elections 2008, Satakunta constituency	vaa/kvaa/2008_03
260_kvaa_2008_2009-11-02_tau_113_en.px	Candidates by municipality in Municipal elections 2008, Hme constituency	vaa/kvaa/2008_03
270_kvaa_2008_2009-11-02_tau_114_en.px	Candidates by municipality in Municipal elections 2008, Pirkanmaa constituency	vaa/kvaa/2008_03
280_kvaa_2008_2009-11-02_tau_115_en.px	Candidates by municipality in Municipal elections 2008, Kymi constituency	vaa/kvaa/2008_03
290_kvaa_2008_2009-11-02_tau_116_en.px	Candidates by municipality in Municipal elections 2008, South Savo constituency	vaa/kvaa/2008_03
300_kvaa_2008_2009-11-02_tau_117_en.px	Candidates by municipality in Municipal elections 2008, North Savo constituency	vaa/kvaa/2008_03
310_kvaa_2008_2009-11-02_tau_118_en.px	Candidates by municipality in Municipal elections 2008, North Karelia constituency	vaa/kvaa/2008_03
320_kvaa_2008_2009-11-02_tau_119_en.px	Candidates by municipality in Municipal elections 2008, Vaasa constituency	vaa/kvaa/2008_03
330_kvaa_2008_2012-10-12_tau_120_en.px	Candidates by municipality in Municipal elections 2008, Central Finland constituency	vaa/kvaa/2008_03
340_kvaa_2008_2009-11-02_tau_121_en.px	Candidates by municipality in Municipal elections 2008, Oulu constituency	vaa/kvaa/2008_03
350_kvaa_2008_2009-11-02_tau_122_en.px	Candidates by municipality in Municipal elections 2008, Lapland constituency	vaa/kvaa/2008_03
410_kvaa_2008_2009-11-02_tau_123_en.px	Candidates by voting district in Municipal elections 2008, Helsinki constituency	vaa/kvaa/2008_04
420_kvaa_2008_2009-11-02_tau_124_en.px	Candidates by voting district in Municipal elections 2008, Uusimaa constituency	vaa/kvaa/2008_04
430_kvaa_2008_2009-11-02_tau_125_en.px	Candidates by voting district in Municipal elections 2008, Varsinais-Suomi constituency	vaa/kvaa/2008_04
440_kvaa_2008_2009-11-02_tau_126_en.px	Candidates by voting district in Municipal elections 2008, Satakunta constituency	vaa/kvaa/2008_04
460_kvaa_2008_2009-11-02_tau_127_en.px	Candidates by voting district in Municipal elections 2008, Hme constituency	vaa/kvaa/2008_04
470_kvaa_2008_2009-11-02_tau_128_en.px	Candidates by voting district in Municipal elections 2008, Pirkanmaa constituency	vaa/kvaa/2008_04
480_kvaa_2008_2009-11-02_tau_129_en.px	Candidates by voting district in Municipal elections 2008, Kymi constituency	vaa/kvaa/2008_04
490_kvaa_2008_2009-11-02_tau_130_en.px	Candidates by voting district in Municipal elections 2008, South Savo constituency	vaa/kvaa/2008_04
500_kvaa_2008_2009-11-02_tau_131_en.px	Candidates by voting district in Municipal elections 2008, North Savo constituency	vaa/kvaa/2008_04
510_kvaa_2008_2009-11-02_tau_132_en.px	Candidates by voting district in Municipal elections 2008, North Karelia constituency	vaa/kvaa/2008_04
520_kvaa_2008_2009-11-02_tau_133_en.px	Candidates by voting district in Municipal elections 2008, Vaasa constituency	vaa/kvaa/2008_04
530_kvaa_2008_2012-10-12_tau_134_en.px	Candidates by voting district in Municipal elections 2008, Central Finland constituency	vaa/kvaa/2008_04
540_kvaa_2008_2009-11-02_tau_135_en.px	Candidates by voting district in Municipal elections 2008, Oulu constituency	vaa/kvaa/2008_04
550_kvaa_2008_2009-11-02_tau_136_en.px	Candidates by voting district in Municipal elections 2008, Lapland constituency	vaa/kvaa/2008_04
610_kvaa_2008_2009-10-30_tau_137_en.px	Municipal elections 2008, data on voting	vaa/kvaa/2008_05
620_kvaa_2008_2009-10-30_tau_138_en.px	Municipal elections 2008, support for parties	vaa/kvaa/2008_05
630_kvaa_2008_2009-10-30_tau_139_en.px	Municipal elections 2008, number of elected councillors	vaa/kvaa/2008_05
640_kvaa_2008_2009-11-02_tau_140_en.px	Number and percentage shares of votes by party, voting turnout by constituency in Municipal elections 2008	vaa/kvaa/2008_05
650_kvaa_2008_2009-11-02_tau_141_en.px	Number and percentage shares of elected councillors by party and constituency in Municipal elections 2008	vaa/kvaa/2008_05
660_kvaa_2008_2009-11-02_tau_142_en.px	Age distribution of elected councillors by sex and party in Municipal elections 2008	vaa/kvaa/2008_05
670_kvaa_2008_2009-11-02_tau_143_en.px	Age distribution of elected councillors by sex and constituency in Municipal elections 2008	vaa/kvaa/2008_05
680_kvaa_2008_2009-11-02_tau_144_en.px	Number of votes cast for parties, voting turnout, and number of elected councillors by municipality in Municipal elections 2008 and change from the previous elections	vaa/kvaa/2008_05
700_kvaa_2008_2009-11-02_tau_146_en.px	Number of votes cast for the parties and number of councillors by municipality (minor parties), invalid ballots and advance voters in Municipal elections in 2008	vaa/kvaa/2008_05
710_kvaa_2008_2009-11-02_tau_147_en.px	Persons entitled to vote and persons who voted by sex, valid ballots, municipal councillors and advance votes by party and the number of voting districts and invalid ballots by municipality in the Municipal elections in 2008	vaa/kvaa/2008_05
720_kvaa_2008_2009-12-30_tau_148_en.px	Election statistics for female candidates by party and municipality in the Municipal elections 2008	vaa/kvaa/2008_05
730_kvaa_2008_2009-12-30_tau_149_en.px	Earlier council experience of elected municipal councillors by municipality type, sex and party in the Municipal elections 2008	vaa/kvaa/2008_05
740_kvaa_2008_2009-12-30_tau_150_en.px	Invalid ballots by reason and constituency in the Municipal elections 2008	vaa/kvaa/2008_05
750_kvaa_2008_2009-12-30_tau_151_en.px	Advance voters by polling station and constituency in the Municipal elections 2008	vaa/kvaa/2008_05
760_kvaa_2008_2009-12-30_tau_152_en.px	Voters who cast their ballots at Finnish embassies and ships by sex in the Municipal elections 2008	vaa/kvaa/2008_05
770_kvaa_2008_2009-12-30_tau_153_en.px	Foreigners entitled to vote and those who voted by constituency in the Municipal elections 2008	vaa/kvaa/2008_05
790_kvaa_2008_2013-03-14_tau_155_en.px	5.15. Names, votes, Candidates and council seats of the non-partisan voters assosations in Municipal elections 2008	vaa/kvaa/2008_05
810_kvaa_2008_2012-10-23_tau_150_en.px	6.1. Municipal elections 2008, analysis	vaa/kvaa/2008_06
110_kvaa_2008_2008-10-31_tau_103_en.px	Number of candidates by party, constituency and type of municipality in Municipal elections 2008	vaa/kvaa/2008_10
120_kvaa_2008_2008-10-31_tau_104_en.px	Age and sex distribution of candidates by party in Municipal elections 2008	vaa/kvaa/2008_10
130_kvaa_2008_2008-10-31_tau_105_en.px	Age distribution of candidates by party and sex in Municipal elections 2008	vaa/kvaa/2008_10
140_kvaa_2008_2008-10-31_tau_106_en.px	Age distribution of candidates by constituency and sex in Municipal elections 2008	vaa/kvaa/2008_10
150_kvaa_2008_2008-10-31_tau_107_en.px	Number and average age of candidates by party, constituency and municipality in Municipal elections 2008	vaa/kvaa/2008_10
210_kvaa_2012_tau_108_en.px	3.1. Candidates by municipality in Municipal elections 2012, Helsinki constituency	vaa/kvaa/2012_03
220_kvaa_2012_tau_109_en.px	3.2. Candidates by municipality in Municipal elections 2012, Uusimaa constituency	vaa/kvaa/2012_03
230_kvaa_2012_tau_110_en.px	3.3. Candidates by municipality in Municipal elections 2012, Varsinais-Suomi constituency	vaa/kvaa/2012_03
240_kvaa_2012_tau_111_en.px	3.4. Candidates by municipality in Municipal elections 2012, Satakunta constituency	vaa/kvaa/2012_03
260_kvaa_2012_tau_113_en.px	3.5. Candidates by municipality in Municipal elections 2012, Hme constituency	vaa/kvaa/2012_03
270_kvaa_2012_tau_114_en.px	3.6. Candidates by municipality in Municipal elections 2012, Pirkanmaa constituency	vaa/kvaa/2012_03
280_kvaa_2012_tau_115_en.px	3.7. Candidates by municipality in Municipal elections 2012, Kymi constituency	vaa/kvaa/2012_03
290_kvaa_2012_tau_116_en.px	3.8. Candidates by municipality in Municipal elections 2012, South Savo constituency	vaa/kvaa/2012_03
300_kvaa_2012_tau_117_en.px	3.9. Candidates by municipality in Municipal elections 2012, North Savo constituency	vaa/kvaa/2012_03
310_kvaa_2012_tau_118_en.px	3.10. Candidates by municipality in Municipal elections 2012, North Karelia constituency	vaa/kvaa/2012_03
320_kvaa_2012_tau_119_en.px	3.11. Candidates by municipality in Municipal elections 2012, Vaasa constituency	vaa/kvaa/2012_03
330_kvaa_2012_tau_120_en.px	3.12. Candidates by municipality in Municipal elections 2012, Central Finland constituency	vaa/kvaa/2012_03
340_kvaa_2012_tau_121_en.px	3.13. Candidates by municipality in Municipal elections 2012, Oulu constituency	vaa/kvaa/2012_03
350_kvaa_2012_tau_122_en.px	3.14. Candidates by municipality in Municipal elections 2012, Lapland constituency	vaa/kvaa/2012_03
410_kvaa_2012_tau_123_en.px	4.1. Candidates by voting district in Municipal elections 2012, Helsinki constituency	vaa/kvaa/2012_04
420_kvaa_2012_tau_124_en.px	4.2. Candidates by voting district in Municipal elections 2012, Uusimaa constituency	vaa/kvaa/2012_04
430_kvaa_2012_tau_125_en.px	4.3. Candidates by voting district in Municipal elections 2012, Varsinais-Suomi constituency	vaa/kvaa/2012_04
440_kvaa_2012_tau_126_en.px	4.4. Candidates by voting district in Municipal elections 2012, Satakunta constituency	vaa/kvaa/2012_04
460_kvaa_2012_tau_127_en.px	4.5. Candidates by voting district in Municipal elections 2012, Hme constituency	vaa/kvaa/2012_04
470_kvaa_2012_tau_128_en.px	4.6. Candidates by voting district in Municipal elections 2012, Pirkanmaa constituency	vaa/kvaa/2012_04
480_kvaa_2012_tau_129_en.px	4.7. Candidates by voting district in Municipal elections 2012, Kymi constituency	vaa/kvaa/2012_04
490_kvaa_2012_tau_130_en.px	4.8. Candidates by voting district in Municipal elections 2012, South Savo constituency	vaa/kvaa/2012_04
500_kvaa_2012_tau_131_en.px	4.9. Candidates by voting district in Municipal elections 2012, North Savo constituency	vaa/kvaa/2012_04
510_kvaa_2012_tau_132_en.px	4.10. Candidates by voting district in Municipal elections 2012, North Karelia constituency	vaa/kvaa/2012_04
520_kvaa_2012_tau_133_en.px	4.11. Candidates by voting district in Municipal elections 2012, Vaasa constituency	vaa/kvaa/2012_04
530_kvaa_2012_tau_134_en.px	4.12. Candidates by voting district in Municipal elections 2012, Central Finland constituency	vaa/kvaa/2012_04
540_kvaa_2012_tau_135_en.px	4.13. Candidates by voting district in Municipal elections 2012, Oulu constituency	vaa/kvaa/2012_04
550_kvaa_2012_tau_136_en.px	4.14. Candidates by voting district in Municipal elections 2012, Lapland constituency	vaa/kvaa/2012_04
610_kvaa_2012_tau_137_en.px	5.1. Municipal elections 2012, data on voting	vaa/kvaa/2012_05
620_kvaa_2012_tau_138_en.px	5.2. Municipal elections 2012, support for parties	vaa/kvaa/2012_05
630_kvaa_2012_tau_139_en.px	5.3. Numbers and percentage shares of elected councillors by party and constituency in Municipal elections 2012	vaa/kvaa/2012_05
640_kvaa_2012_tau_140_en.px	5.4. Numbers of votes cast for parties, voting turnout, and numbers of elected councillors by municipality in Municipal elections 2012 and change from previous elections	vaa/kvaa/2012_05
660_kvaa_2012_tau_142_en.px	5.5. Age distribution of elected councillors by sex and party in Municipal elections 2012	vaa/kvaa/2012_05
670_kvaa_2012_tau_143_en.px	5.6. Age distribution of elected councillors by sex and constituency in Municipal elections 2012	vaa/kvaa/2012_05
710_kvaa_2012_tau_147_en.px	5.7. Persons entitled to vote and persons who voted by sex, valid ballots, elected councillors and advance votes by party and number of invalid ballots by municipality in Municipal elections 2012	vaa/kvaa/2012_05
720_kvaa_2012_tau_148_en.px	5.8. Election statistics for candidates by party and municipality and sex in Municipal elections 2012	vaa/kvaa/2012_05
730_kvaa_2012_tau_149_en.px	5.9. Earlier council experience of elected municipal councillors by type of municipality, sex and party in Municipal elections 2012	vaa/kvaa/2012_05
740_kvaa_2012_tau_150_en.px	5.10. Discarded ballots by reason and constituency in Municipal elections 2012	vaa/kvaa/2012_05
760_kvaa_2012_tau_152_en.px	5.12. Voters who cast their ballots at Finnish embassies and ships by sex in Municipal elections 2012	vaa/kvaa/2012_05
770_kvaa_2012_tau_153_en.px	5.13. Foreigners entitled to vote and those who voted by constituency and sex in Municipal elections 2012	vaa/kvaa/2012_05
780_kvaa_2012_tau_154_en.px	5.14. Names, votes, Candidates and council seats of the non-partisan voters assosations in Municipal elections 2012	vaa/kvaa/2012_05
810_kvaa_2012_2012-11-02_tau_150_en.px	6.1. Municipal elections 2012, analysis	vaa/kvaa/2012_06
910_kvaa_2012_tau_160_en.px	7.1. Municipal elections 2012, data on voting by region	vaa/kvaa/2012_07
920_kvaa_2012_tau_161_en.px	7.2. Municipal elections 2012, support for parties by region	vaa/kvaa/2012_07
930_kvaa_2012_tau_162_en.px	7.3. Numbers and percentage shares of elected councillors by party and region in Municipal elections 2012	vaa/kvaa/2012_07
110_kvaa_2012_tau_103.px	2.1. Number of candidates by party, constituency and type of municipality in Municipal elections 2012	vaa/kvaa/2012_10
120_kvaa_2012_tau_104.px	2.2. Age and sex distribution of candidates by party in Municipal elections 2012	vaa/kvaa/2012_10
130_kvaa_2012_tau_105.px	2.3. Age distribution of candidates by party and sex in Municipal elections 2012	vaa/kvaa/2012_10
140_kvaa_2012_tau_106.px	2.4. Age distribution of candidates by constituency and sex in Municipal elections 2012	vaa/kvaa/2012_10
150_kvaa_2012_tau_107.px	2.5. Age distribution of candidates by constituency and sex in Municipal elections 2012	vaa/kvaa/2012_10
010_kvaa_2012_tau_101_en.px	1.1. Municipal elections 1976-2012, data on voting	vaa/kvaa/kvaa_as
020_kvaa_2012_tau_102_en.px	1.2. Municipal elections 1976-2012, support for parties	vaa/kvaa/kvaa_as
km_ku_en.px	1. Election map data by municipality - Municipal elections 2012	vaa/kvaa/kvaa_kar
km_va_en.px	2. Election map data by constituency - Municipal elections 2012	vaa/kvaa/kvaa_kar
km_vp_ku_en.px	3. Election map data by constituency and municipality - Municipal elections 2012	vaa/kvaa/kvaa_kar
xx1_paak_en.px	4.1. Election map data by voting district in the Municipal elections 2012, Greater Helsinki region.	vaa/kvaa/kvaa_kar
xx2_tamp_en.px	4.2. Election map data by voting district in the Municipal elections 2012, Tampere.	vaa/kvaa/kvaa_kar
xx3_turk_en.px	4.3. Election map data by voting district in the Municipal elections 2012, Turku.	vaa/kvaa/kvaa_kar
xx4_oulu_en.px	4.4. Election map data by voting district in the Municipal elections 2012, Oulu.	vaa/kvaa/kvaa_kar
xx5_jyva_en.px	4.5. Election map data by voting district in the Municipal elections 2012, Jyvskyl.	vaa/kvaa/kvaa_kar
xx6_laht_en.px	4.6. Election map data by voting district in the Municipal elections 2012, Lahti.	vaa/kvaa/kvaa_kar
xx7_kuop_en.px	4.7. Election map data by voting district in the Municipal elections 2012, Kuopio.	vaa/kvaa/kvaa_kar
xx8_kouv_en.px	4.8. Election map data by voting district in the Municipal elections 2012, Kouvola.	vaa/kvaa/kvaa_kar
xx9_pori_en.px	4.9. Election map data by voting district in the Municipal elections 2012, Pori.	vaa/kvaa/kvaa_kar
110_pvaa_tau_101_en.px	1.1. Number and proportion of votes cast for the candidates in Presidential election 2006, first round.	vaa/pvaa/pvaa_2006
110_pvaa_tau_102_en.px	1.2. Number and proportion of votes cast for the candidates in the second round in Presidential election 2006, first and second round.	vaa/pvaa/pvaa_2006
120_pvaa_tau_103_en.px	2.1. Voting data in Presidential election 2006, first round.	vaa/pvaa/pvaa_2006
120_pvaa_tau_104_en.px	2.2. Voting data in Presidential election 2006, second round.	vaa/pvaa/pvaa_2006
110_pvaa_tau_101_en.px	1.1. Number and proportion of votes cast for the candidates in Presidential election 2012, first round.	vaa/pvaa/pvaa_2012
112_pvaa_tau_102_en.px	1.2. Number and proportion of votes cast for the candidates in the second round in Presidential election 2012, first and second round.	vaa/pvaa/pvaa_2012
120_pvaa_tau_103_en.px	2.1. Voting data in Presidential election 2012, first round.	vaa/pvaa/pvaa_2012
122_pvaa_tau_104_en.px	2.2. Voting data in Presidential election 2012, second round.	vaa/pvaa/pvaa_2012
130_pvaa_tau_105_en.px	3. Number of votes cast for the candidates in the Presidential election 2012, first round, compared to the number of votes cast for the corresponding party in the Parliamentary elections 2011.	vaa/pvaa/pvaa_2012
km_ku_en.px	1. Election map data by municipality - Presidential election 2012.	vaa/pvaa/pvaa_kar
km_va_en.px	2. Election map data by constituency - Presidential election 2012.	vaa/pvaa/pvaa_kar
km_vp_ku_en.px	3. Election map data by municipality and constituency - Presidential election 2012.	vaa/pvaa/pvaa_kar
xx1_paak_en.px	4.1. Election map data by voting district in the Presidential election 2012, Greater Helsinki region.	vaa/pvaa/pvaa_kar
xx2_tamp_en.px	4.2. Election map data by voting district in the Presidential election 2012, Tampere.	vaa/pvaa/pvaa_kar
xx3_turk_en.px	4.3. Election map data by voting district in the Presidential election 2012, Turku.	vaa/pvaa/pvaa_kar
xx4_oulu_en.px	4.4. Election map data by voting district in the Presidential election 2012, Oulu.	vaa/pvaa/pvaa_kar
xx5_jyva_en.px	4.5. Election map data by voting district in the Presidential election 2012, Jyvskyl.	vaa/pvaa/pvaa_kar
xx6_laht_en.px	4.6. Election map data by voting district in the Presidential election 2012, Lahti.	vaa/pvaa/pvaa_kar
xx7_kuop_en.px	4.7. Election map data by voting district in the Presidential election 2012, Kuopio.	vaa/pvaa/pvaa_kar
xx8_kouv_en.px	4.8. Election map data by voting district in the Presidential election 2012, Kouvola.	vaa/pvaa/pvaa_kar
xx9_pori_en.px	4.9. Election map data by voting district in the Presidential election 2012, Pori.	vaa/pvaa/pvaa_kar
010_adopt_tau_101_en.px	Adoptions by country of birth, age and sex of children and type of adoption 1987 - 2014	vrm/adopt
010_kans_tau_101_en.px	Citizenships granted according to country of previous citizenship 1990 - 2014	vrm/kans
010_kuol_tau_101.px	Deaths by age, sex and area 1987 - 2014	vrm/kuol
020_kuol_tau_102.px	Deaths by age and sex 1980 - 2014	vrm/kuol
030_kuol_tau_103.px	Deaths by sex 1751 - 2014	vrm/kuol
040_kuol_tau_104.px	Infant mortality 1751 - 2014	vrm/kuol
050_kuol_tau_105.px	Life table 1986 - 2013	vrm/kuol
060_kuol_tau_106.px	Life expectancy at birth 1751 - 2013	vrm/kuol
065_kuol_tau_201.px	All vital statistics by area 1987 - 2014	vrm/kuol
070_kuol_tau_202.px	Vital statistics and population 1749 - 2014, Whole country	vrm/kuol
080_kuol_tau_203.px	Vital statistics by area 1980 - 2014	vrm/kuol
035_muutl_tau_106.px	Intermunicipal in-migration, out-migration and net migration by age and sex 1987 - 2014	vrm/muutl
040_muutl_tau_104.px	Immigration and emigration by age, sex and area 1987 - 2014	vrm/muutl
050_muutl_tau_105_en.px	Immigration and emigration by country of exit and entry and by age and sex 1987 - 2014	vrm/muutl
055_muutl_tau_107_en.px	Immigration and emigration by country of exit and entry and by age, sex and nationality 1987 - 2014	vrm/muutl
060_muutl_tau_201.px	All vital statistics by area 1987 - 2014	vrm/muutl
070_muutl_tau_202.px	Vital statistics and population 1749 - 2014, Whole country	vrm/muutl
080_muutl_tau_203.px	Vital statistics by area 1980 - 2014	vrm/muutl
010_perh_tau_101.px	Families by family type and number of children by area 1992 - 2014	vrm/perh
020_perh_tau_102.px	Population by age, sex and family status 2005 - 2014	vrm/perh
025_perh_tau_110.px	Persons with families by family type, age and sex and area 1992 - 2014	vrm/perh
030_perh_tau_111.px	Children by age group and type of family 1992 - 2014	vrm/perh
035_perh_tau_112.px	Families by type of family, number of persons in families and by area 1992 - 2014	vrm/perh
040_perh_tau_109.px	Families by type, average size and number of persons by area 2006 - 2014	vrm/perh
050_perh_tau_103.px	Families by type, age of spouses/parents and number of children aged 6 or under in family 2002 - 2013	vrm/perh
060_perh_tau_104_en.px	Citizenship of foreign spouses and cohabiting partners of Finnish men 2002 - 2013	vrm/perh
070_perh_tau_105_en.px	Citizenship of foreign spouses and cohabiting partners of Finnish women 2002 - 2013	vrm/perh
080_perh_tau_106_en.px	Country of birth of foreign-born spouses and cohabiting partners of men born in Finland 2002 - 2013	vrm/perh
090_perh_tau_107_en.px	Country of birth of foreign-born spouses and cohabiting partners of women born in Finland 2002 - 2013	vrm/perh
010_ssaaty_tau_101.px	Changes in marital status 1965 - 2014	vrm/ssaaty
020_ssaaty_tau_102_en.px	Marriages by citizenship 1987 - 2014, wife or both spouses permanently resident in Finland	vrm/ssaaty
030_ssaaty_tau_103_en.px	Marriages by citizenship 1987 - 2014, husband or both spouses permanently resident in Finland	vrm/ssaaty
035_ssaaty_tau_106.px	Marriages by age, sex and area 1987 - 2014	vrm/ssaaty
040_ssaaty_tau_104_en.px	Divorces by country of birth 1987 - 2014, wife or both spouses permanently resident in Finland	vrm/ssaaty
050_ssaaty_tau_105_en.px	Divorces by country of birth 1987 - 2014, husband or both spouses permanently resident in Finland	vrm/ssaaty
055_ssaaty_tau_107.px	Divorces by age, sex and area 1987 - 2014	vrm/ssaaty
060_ssaaty_tau_201.px	All vital statistics by area 1987 - 2014	vrm/ssaaty
070_ssaaty_tau_202.px	Vital statistics and population 1749 - 2014, Whole country	vrm/ssaaty
010_synt_tau_101.px	Total fertility rate 1776 - 2014	vrm/synt
015_synt_tau_104.px	Live births by sex 1751 - 2014	vrm/synt
020_synt_tau_102.px	Live births by sex and marital status of mother 1761 - 2014	vrm/synt
025_synt_tau_105.px	Live births by month 1900 - 2014	vrm/synt
030_synt_tau_103.px	Live births by sex, age of mother and area 1987 - 2014	vrm/synt
060_synt_tau_201.px	All vital statistics by area 1987 - 2014	vrm/synt
070_synt_tau_202.px	Vital statistics and population 1749 - 2014, Whole country	vrm/synt
080_synt_tau_203.px	Vital statistics by area 1980 - 2014	vrm/synt
010_tyokay_tau_101.px	010 - Population by area, main type of activity, sex, age and year 1987-2013	vrm/tyokay
020_tyokay_tau_102.px	020 - Population by main type of activity, sex, yearly age groups and year 1987-2013	vrm/tyokay
022_tyokay_tau_103.px	022 - Population by area, main type of activity, level of education, sex, age and year 1987-2013	vrm/tyokay
025_tyokay_tau_103.px	025 - Population by main type of activity, nationality, occupational status, sex and year 2000-2013	vrm/tyokay
027_tyokay_tau_104.px	027 - Population by main type of activity, language, occupational status, sex and year 2000-2013	vrm/tyokay
041_tyokay_tau_114.px	041 - Employed workforce in area (workplaces) by area, industry (TOL 2008) and sex 2007-2012	vrm/tyokay
042_tyokay_tau_113.px	042 - Employed labour force by area, industry (TOL 2008) and sex 2007-2012	vrm/tyokay
050_tyokay_tau_105.px	050 - Employed workforce in area (workplaces) by area, employer sector, occupational status and sex 1987-2012	vrm/tyokay
055_tyokay_tau_116.px	055 - Employed labour force by area, industry (TOL 2008), occupational status, sex and age 2007-2012	vrm/tyokay
061_tyokay_tau_161.px	061 - Employed persons by occupation group (Classification of Occupations 2010, levels 1 to 5), sex, age and year 2010-2012	vrm/tyokay
062_tyokay_tau_162.px	062 - Employed persons by occupational group (Classification of Occupations 2010, levels 1 to 3), area, sex and year 2010-2012	vrm/tyokay
063_tyokay_tau_163.px	063 - Employed labour force by area, commuting, level of education, age and year 1987-2012	vrm/tyokay
064_tyokay_tau_164.px	064 - Employed workforce in area by area, commuting, level of education, age and year 1987-2012	vrm/tyokay
071_tyokay_tau_171.px	071 - Population by socio-economic status, area, main type of activity, sex and year 2010-2012	vrm/tyokay
081_tyokay_tau_172.px	081 - Population by socio-economic status, main type of activity, sex, age and year 2010-2012	vrm/tyokay
082_tyokay_tau_173.px	082 - Employed persons by occupational group (Classification of Occupations 2010, levels 1 to 2), background country, sex and year 2010-2012	vrm/tyokay
010_vaenn_tau_101.px	Population projection 2012 according to age and sex 2012 - 2060, Whole country	vrm/vaenn
020_vaenn_tau_102.px	Population projection 2012 according to age and sex by area 2012 - 2040	vrm/vaenn
060_vaenn_tau_106.px	Population projection 2012 according to vital statistics and sex, whole country 2012 - 2060	vrm/vaenn
010_vaerak_tau_123.px	Population by sex and area 31.12.2014 and increase of population	vrm/vaerak
020_vaerak_tau_101_en.px	Nationality according to age and sex by region 1990 - 2014	vrm/vaerak
030_vaerak_tau_102_en.px	Language according to age and sex by region 1990 - 2014	vrm/vaerak
040_vaerak_tau_103_en.px	Country of birth according to age and sex by region 1990 - 2014	vrm/vaerak
045_vaerak_tau_200_en.px	Background country and origin according to age and sex by region 1990 - 2013	vrm/vaerak
046_vaerak_tau_201.px	Population according to origin and background country by area 1990 - 2013	vrm/vaerak
047_vaerak_tau_202_en.px	Origin, background country and language by age and sex 1990 - 2013, whole country	vrm/vaerak
048_vaerak_tau_203.px	Key figures on population by region in 1990 to 2013	vrm/vaerak
049_vaerak_tau_204.px	Population according to urban-rural classification in 1990 to 2013	vrm/vaerak
050_vaerak_tau_104.px	Population according to age (1-year) and sex by area 1980 - 2014	vrm/vaerak
055_vaerak_tau_124.px	Population according to age (1-year), sex, marital status and language by area 1990 - 2014	vrm/vaerak
060_vaerak_tau_107.px	Population according to language and the number of foreigners and land area km2 by area 1980 - 2014	vrm/vaerak
065_vaerak_tau_206.px	Population according to religious affiliation, age and sex 2000 - 2014	vrm/vaerak
070_vaerak_tau_122.px	Population according to age (1-year), marital status and sex 1990 - 2014	vrm/vaerak
089_vaerak_tau_132.px	Population density by area 1.1.2015	vrm/vaerak
090_vaerak_tau_131.px	Population density by area 1.1.2014	vrm/vaerak
091_vaerak_tau_130.px	Population density by area 1.1.2013	vrm/vaerak
092_vaerak_tau_129.px	Population density by area 1.1.2012	vrm/vaerak
093_vaerak_tau_128.px	Population density by area 1.1.2011	vrm/vaerak
094_vaerak_tau_127.px	Population density by area 1.1.2010	vrm/vaerak
095_vaerak_tau_126.px	Population density by area 1.1.2009	vrm/vaerak
110_vaerak_tau_121.px	Population by sex in the whole country 1750 - 2014	vrm/vaerak
120_vaerak_tau_105.px	Population according to age (5-year) and sex in the whole country 1865 - 2014	vrm/vaerak
125_vaerak_tau_106.px	Population according to age (1-year) and sex 1970 - 2014	vrm/vaerak
138_vaerak_tau_302.px	Degree of urbanisation by area, 31 Dec 2013	vrm/vaerak
139_vaerak_tau_301.px	Degree of urbanisation by area, 31 Dec 2012	vrm/vaerak
140_vaerak_tau_300.px	Degree of urbanisation by area, 31 Dec 2011	vrm/vaerak
148_vaerak_tau_322.px	Population in urban settlements and sparsely populated areas by age, sex and municipality, 31 Dec 2013	vrm/vaerak
149_vaerak_tau_321.px	Population in urban settlements and sparsely populated areas by age, sex and municipality, 31 Dec 2012	vrm/vaerak
150_vaerak_tau_320.px	Population in urban settlements and sparsely populated areas by age, sex and municipality, 31 Dec 2011	vrm/vaerak
158_vaerak_tau_342_en.px	Urban settlements by population and population density, 31 Dec 2013	vrm/vaerak
159_vaerak_tau_341_en.px	Urban settlements by population and population density, 31 Dec 2012	vrm/vaerak
160_vaerak_tau_340_en.px	Urban settlements by population and population density, 31 Dec 2011	vrm/vaerak
005_vamuu_tau_101.px	Preliminary population by area, June 2015	vrm/vamuu
010_vamuu_tau_102.px	Preliminary vital statistics by quarter and area 2010 - 2015	vrm/vamuu
020_vamuu_tau_103.px	Preliminary population by quarter and area 2010 - 2015	vrm/vamuu
040_vamuu_tau_104.px	Vital statistics by month 1987 -	vrm/vamuu
050_vamuu_tau_105.px	Vital statistics by quarter 1987 -	vrm/vamuu
020_jate_tau_102.px	Generation of waste in Finland 2004-2013	ymp/jate
030_jate_tau_103.px	Waste treatment in Finland 2004-2013	ymp/jate
010_jsys_tau_101.px	Public sector environmental protection expenditure by environmental domain and expenditure type, 19942012	ymp/jsys
010_kanma_tau_101.px	Total material requirement	ymp/kanma
010_kanma_tau_110.px	Total material requirement	ymp/kanma
020_kanma_tau_102.px	Material requirements by materialgroup	ymp/kanma
020_kanma_tau_120.px	Material requirements by materialgroup	ymp/kanma
010_khki_tau_101.px	Greenhouse gas emissions in Finland	ymp/khki
014_khki_tau_105.px	Greenhouse gas emissions from Kyoto Protocol LULUCF activities in the second commitment period in Finland	ymp/khki
015_khki_tau_103.px	Greenhouse gas emissions from Kyoto Protocol LULUCF activities in the first commitment period in Finland	ymp/khki
020_khki_tau_102.px	Regional greenhouse gas emissions, data on non-emissions trading scheme	ymp/khki
025_khki_tau_104.px	Greenhouse gas emissions by province	ymp/khki
010_lampo_tau_101.px	Seasonal mean temperatures at various stations between 1829-2015	ymp/lampo
010_levam_tau_101.px	Weekly blue-green algal situation in the Finnish marine areas 1998-2014	ymp/levam
020_levam_tau_102.px	Weekly blue-green algal situation in inland waters 1998-2014	ymp/levam
010_tilma_tau_101_en.px	Emissions into air by industry 2008-2012	ymp/tilma
010_tymm_tau_101.px	Environmental protection expenditure in industry 1992-2012	ymp/tymm
030_tymm_tau_103.px	Allocation of environmental protection investments 1992-2012	ymp/tymm
010_uhana_tau_101.px	Threatened species by habitat, 2010	ymp/uhana
010_yev_tau_101.px	Environmentally-related taxes, fees and charges in 19802013	ymp/yev
010_yev_tau_101_en.px	Environmental taxes by industry in the years 2008-2012	ymp/yev
020_yev_tau_102_en.px	Environmental taxes by industry in the years 2008-2012	ymp/yev
010_ylt_tau_110.px	Environmental goods and services sector by industry 2013	ymp/ylt
002_aly_tau_104.px	Enterprise openings and closures from 2013 - by municipality and industrial activity (TOL2008)	yri/aly
003_aly_tau_102.px	Enterprise openings and closures from 2013- by legal form	yri/aly
aly_tau_102.px	Enterprise openings and closures from 2013- by legal form	yri/aly
aly_tau_104.px	Enterprise openings and closures from 2013 - by municipality and industrial activity (TOL2008)	yri/aly
002_alyr_tau_020.px	Establishments by industry 2013	yri/alyr
003_alyr_tau_030.px	Establishments by industry and region 2013	yri/alyr
004_alyr_tau_040.px	Establishments by municipality 2013	yri/alyr
005_alyr_tau_050.px	Establishments by industry and size category of personnel 2013	yri/alyr
010_alyr_tau_101.px	Gross and added value of establishments by industry and region 2013-	yri/alyr
020_alyr_tau_102.px	Gross and added value of establishments by industry, region and size category 2013-	yri/alyr
020_alyr_tau_106.px	Establishments by industry and size category of turnover 2013	yri/alyr
075_alyr_tau_118.px	Retail trade establishments by municipality 2013	yri/alyr
010_slv_tau_101_en.px	Turnover estimate of large enterprises 2010=100 (TOL 2008)	yri/slv
010_ssij_tau_110.px	Foreign direct investments by country 2013	yri/ssij
020_ssij_tau_120.px	Foreign direct investments by industry 2013	yri/ssij
030_ssij_tau_130.px	Foreign direct investments by country 2004-2012	yri/ssij
040_ssij_tau_140.px	Foreign direct investments by industry 2004-2012	yri/ssij
010_stu_tau_101.px	Finnish affiliates abroad by country group in 2010-2013	yri/stu
040_syr_tau_104_en.px	Enterprises by industry and personnel size class in 2011-2012	yri/syr/010_yr_tol08
050_syr_tau_105_en.px	Enterprises by industry and size class in turnover 2011-2012	yri/syr/010_yr_tol08
060_syr_tau_106_en.px	Enterprises by industry in 2011-2012	yri/syr/010_yr_tol08
010_ulkoy_tau_101.px	Foreign affiliates by country 2004 - 2013	yri/ulkoy
020_ulkoy_tau_102.px	Foreing affiliates in Finland by industry 2007 - 2013	yri/ulkoy
030_ulkoy_tau_103.px	Foreign affiliates in Finland	yri/ulkoy
001_yrti_tau_101.px	Enterprises financial statements 2012-2013	yri/yrti
020_yrti_tau_102.px	Enterprises by industry, 2013-	yri/yrti
030_yrti_tau_103.px	Enterprises by industry and turnover, 2013-	yri/yrti
040_yrti_tau_104.px	Enterprises by industry and size class in personnel, 2013-	yri/yrti
050_yrti_tau_105.px	Enterprises by industry and legal form, 2013-	yri/yrti
060_yrti_tau_106.px	Enterprises by industry and type of owner, 2013-	yri/yrti
070_yrti_tau_107.px	Enterprises by industry and sector, 2013-	yri/yrti
080_yrti_tau_108.px	Enterprise group member-companies, 2013-	yri/yrti