we create a dataset named SCVIC-APT-2021

This dataset is a subset of the European Repository of Cyber Incidents (EuRepoC) database. It contains 198 cyber incidents that occurred between 2002 and 2021 attributed to 19 Advanced Persistent Threats (APTs). APTs are potent, persistent, and state-affiliated, if not state-integrated, cyber actors responsible for various cyber-attacks. Within the context of the EuRepoC project, we have designed a Threat Level Index for assessing the relative level of threat posed by some of the most active APTs in cyberspace. The index is made up of five indicators to assess: (1) the intensity of the attacks attributed to the APT groups; (2) the sectorial scope of their attacks; (3) the geographical scope; (4) the frequency of attacks and (5) the sophistication of their attacks. This dataset contains the specific incidents along with the different calculations used for reaching the Threat Level scores for 19 APTs.

About EuRepoC: EuRepoC gathers, codes, and analyses publicly available information from over 200 sources and 600 Twitter accounts on a daily basis to report on dynamic trends in the global, and particularly the European, cyber threat environment. For more information on the scope and data collection methodology for the primary database from which this dataset is derived see: https://eurepoc.eu/methodology. The APT profiles in which the Threat Level scores are used can be found here: https://eurepoc.eu/apts.

The number of office-to-apartment conversions in the United States has increased year-on-year between 2021 and 2024. In 2024, 55,300 projects were in progress, planned and in prospective redevelopment. Washington, D.C. is the city with the most office-to-apartment conversions in the U.S. in 2024.

According to a survey among nearly 10,700 renters in the United States who are moving between apartments in 2021, the main reasons for moving was because they found a better deal or because they needed a change of scenery. Contrary to many early predictions in the wake of the coronavirus (COVID-19) pandemic, more people are looking to stay in the same city or move to a bigger one than move to a smaller city.

In recent years, more and more Gen Zers and Millennials are entering the housing market as home buyers or renters. In 2021, almost half of rent applications in the United States were submitted by Millennial apartment seekers. In comparison, Baby Boomers and older were responsible for only ten percent of applications. According to a survey conducted in 2021, a large percentage of Millennials and Gen Zers are not currently saving for a house.

Guide values are factors representing the average price situation of similar apartment buildings and owner-occupied properties within a geographical area (value area).

Thematic map of housing and construction activities. Apartments in residential buildings per 1,000 inhabitants, in one-, two- and multi-family houses as a share of all apartments, the living area in square meters per apartment and per inhabitant, as well as the living area per apartment in single, two- and multi-family houses in square meters per apartment: living area, square meters per apartment, association community level

Nearly one in three renters who were not satisfied with their apartment amenities in the United States in 2021 wish they had more storage space. Nevertheless, when asked which is the most important apartment amenity, one third of renters chose heat and air conditioning.

For nearly every second person looking to rent an apartment in Poland, having a separate kitchen was important in 2021. More than 80 percent of respondents also opted to rent furnished apartments, with 43 percent looking for fully furnished and equipped ones.

Average Apartment Price: PS: Standard Apartments: NW: Leningrad Region data was reported at 108,979.100 RUB/sq m in Sep 2021. This records a decrease from the previous number of 109,570.270 RUB/sq m for Jun 2021. Average Apartment Price: PS: Standard Apartments: NW: Leningrad Region data is updated quarterly, averaging 45,866.940 RUB/sq m from Mar 2000 to Sep 2021, with 75 observations. The data reached an all-time high of 109,570.270 RUB/sq m in Jun 2021 and a record low of 3,080.400 RUB/sq m in Mar 2000. Average Apartment Price: PS: Standard Apartments: NW: Leningrad Region data remains active status in CEIC and is reported by Federal State Statistics Service. The data is categorized under Global Database’s Russian Federation – Table RU.EF005: Average Apartment Price: by Region: Primary Sale.

Average Apartment Price Index: per 1 Square Metre: 1 Room data was reported at 97.500 Same Qtr PY=100 in Dec 2021. This records an increase from the previous number of 96.900 Same Qtr PY=100 for Sep 2021. Average Apartment Price Index: per 1 Square Metre: 1 Room data is updated quarterly, averaging 115.550 Same Qtr PY=100 from Mar 2010 (Median) to Dec 2021, with 48 observations. The data reached an all-time high of 259.700 Same Qtr PY=100 in Mar 2012 and a record low of 89.600 Same Qtr PY=100 in Mar 2017. Average Apartment Price Index: per 1 Square Metre: 1 Room data remains active status in CEIC and is reported by National Statistical Committee of the Republic of Belarus. The data is categorized under Global Database’s Belarus – Table BY.EB007: Average Apartment Price Index.

Belarus Average Apartment Price Index: per 1 Square Metre: 3 Rooms data was reported at 99.800 Same Qtr PY=100 in Dec 2021. This records a decrease from the previous number of 105.800 Same Qtr PY=100 for Sep 2021. Belarus Average Apartment Price Index: per 1 Square Metre: 3 Rooms data is updated quarterly, averaging 113.400 Same Qtr PY=100 from Mar 2010 (Median) to Dec 2021, with 48 observations. The data reached an all-time high of 333.100 Same Qtr PY=100 in Dec 2011 and a record low of 87.500 Same Qtr PY=100 in Mar 2017. Belarus Average Apartment Price Index: per 1 Square Metre: 3 Rooms data remains active status in CEIC and is reported by National Statistical Committee of the Republic of Belarus. The data is categorized under Global Database’s Belarus – Table BY.EB007: Average Apartment Price Index.

In 2021, more than 60 percent of Poles preferred to rent an apartment from a private landlord and only 13 percent of a company with a rental housing listing.

Residents - Migrations - based on Dresden base apartment (MD4) 2021: from district, only internal migration

Occupied apartments according to the location of the apartment in the house and the type of house

The average square foot value of apartments in the United States increased dramatically in recent years, peaking at about 282 U.S. dollars per square foot in 2021. This was more than double the average value just a decade ago.

About

datasets deal with residential electric vehicle (EV) charging in apartment buildings.The data includes EV charging reports, Hourly EV charging loads, and idle capacity, for all sessions and users individually along with weather and traffic data of the location.The datasets are described in the Data In Brief article "Residential electric vehicle charging datasets from apartment buildings" (2021).

Use Case

1. Charging time/Session Duration Prediction
2. Energy consumption/EnergyLoad Prediction

Description

Data have been collected from a large housing cooperative in Norway, with 1,113 apartments and 2,321 residents. A new infrastructure for EV charging was installed from December 2018. From December 2018 to January 2020, charging sessions were registered by 97 user IDs; 82 of these IDs appeared to be still active at the end of the period. In the data provided with this article, Central European Time (CET) zone is used

Dataset 1: EV charging reports

The CSV file “Dataset 1” describes 6,878 individual charging sessions, registered by 97 user IDs from December 2018 to January 2020. The charging reports include plug-in time, plug-out time and charged energy per charging session. Each charging session is connected to a user ID, charger ID and address.

Dataset 2: Hourly EV charging loads and idle capacity, for all sessions and users individually

The CSV file “Dataset 2” describes EV charging loads and non-charging idle capacity for each user and all EV charging sessions individually. Charging power 3.6 kW or 7.2 kW is assumed, with immediate charging after plug-in. The non-charging idle time reflects the flexibility potential for the charging session. Synthetic idle capacity is the energy load that could potentially have been charged during the idle times.

Dataset 3: Hourly EV charging loads and idle capacity, aggregated for private or shared CPs

The CSV files “Dataset 3a” and “Dataset 3b” describe EV charging loads and idle capacity, aggregated for users with private (3a) or shared (3b) CPs. Charging power 3.6 kW or 7.2 kW is assumed, with immediate charging after plug-in.

Dataset 5: Hourly smart meter data from garage Bl2

The CSV file describes hourly smart meter data from garage Bl2, with aggregated electricity use each hour. The EVs were parked in 24 locations, whereof 22 locations have an AMS-meter measuring aggregated EV-charging at that location, with hourly resolution AMS-measurements from a main garage, where 33% of the charging sessions took place (2,243 charging sessions).

Dataset 6: Local traffic density

Local hourly traffic density in 5 nearby traffic locations. The data includes an hourly count of vehicles shorter than 5.6 meter, from December 2018 to January 2020.

Dataset 7: Weather Data

Local Weather Data of Trondheim, Norway.The data includes weather features like temperature, rainfall etc from December 2018 to January 2020.

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Thematic map on housing and construction activities.

Average Apartment Price: SS: Standard Apartments: SF: Republic of Adygea data was reported at 63,725.330 RUB/sq m in Sep 2021. This records an increase from the previous number of 53,755.480 RUB/sq m for Jun 2021. Average Apartment Price: SS: Standard Apartments: SF: Republic of Adygea data is updated quarterly, averaging 25,705.270 RUB/sq m from Mar 2000 to Sep 2021, with 87 observations. The data reached an all-time high of 63,725.330 RUB/sq m in Sep 2021 and a record low of 2,675.810 RUB/sq m in Mar 2000. Average Apartment Price: SS: Standard Apartments: SF: Republic of Adygea data remains active status in CEIC and is reported by Federal State Statistics Service. The data is categorized under Global Database’s Russian Federation – Table RU.EF006: Average Apartment Price: by Region: Secondary Sale.