We crawled 90,000 app reviews from both Google Play Store and Apple App Store, including reviews from both free and paid apps. These reviews were filtered for explainability needs, and after this process, 4,495 reviews remained. Among them, 2,185 reviews indicated an explanation need, while 2,310 did not. This resulting gold standard dataset was used to train and evaluate several machine learning models and rule-based approaches for detecting explanation needs in app reviews.

The dataset includes both balanced and unbalanced evaluation sets, as well as the original crawled data from October 2023. In addition to machine learning approaches, rule-based methods optimized for F1 score, precision, and recall are also included.

We provide several pre-trained machine learning models (including BERT, SetFit, AdaBoost, K-Nearest Neighbor, Logistic Regression, Naive Bayes, Random Forest, and SVM) along with training scripts and evaluation notebooks. These models can be applied directly or retrained using the included datasets.

For further details on the structure and usage of the dataset, please refer to the README.md file within the provided ZIP archive.

Core housing need, by tenure including first-time homebuyer and social and affordable housing status, Canada, provinces and territories, populations centres, select census metropolitan areas (CMAs) and census agglomerations (CAs).

This report–part of an annual series–presents estimates of the percentage of eligible persons, by state, who participated in the U.S. Department of Agriculture's Supplemental Nutrition Assistance Program (SNAP) during an average month in fiscal year (FY) 2019 and in the two previous fiscal years. SNAP eligibility criteria include maximum income and resource thresholds, as well as certain nonfinancial criteria, such as age and disability status.

Sweden - Self-reported unmet need for medical examination and care was 2.20% in December of 2024, according to the EUROSTAT. Trading Economics provides the current actual value, an historical data chart and related indicators for Sweden - Self-reported unmet need for medical examination and care - last updated from the EUROSTAT on June of 2025. Historically, Sweden - Self-reported unmet need for medical examination and care reached a record high of 2.60% in December of 2008 and a record low of 1.30% in December of 2021.

Nearly 59 million people were in need of humanitarian assistance and protection in Southern and East Africa as of 2021. Ethiopia had the most critical situation, with 21.3 million inhabitants in vulnerable situations due to conflict, climate shocks, desert locust invasion, and the ongoing effects of the coronavirus (COVID-19) pandemic. In its turn, Sudan had 13.4 million people in need. The country has been facing an economic crisis, apart from dealing with the effects of record flooding levels and the COVID-19 outbreak.

Cohen’s d for our seven main variables as calculated by the Social Science Statistics (http://socscistatistics.com) web site.

This dataset contains the overall people in need and intersectoral severity by disaggregation level which Includes administrative divisions and population groups, depending on each country's decision. The dataset is produced by the United Nations for the Coordination of Humanitarian Affairs (OCHA) in collaboration with humanitarian partners using the Joint Intersectoral Analysis Framework(JIAF).

Number of pupils in state-funded nursery, primary, secondary and special schools, non-maintained special schools and AP schools by SEN provision, type of need, age and sex.

Number and proportion of population in core housing need, by selected economic family characteristics of persons, sex, age group and selected demographic characteristics, Canada, provinces and territories.

Performance metrics of the Dynamic Criticality Index models developed from the multi-institutional database applied to the single-site test dataset (A) and the single-site Dynamic Criticality Index models applied to the single-site test dataset (B).

Note: Irreparable; Layer has been removed from HIFLDSource Item: https://www.arcgis.com/home/item.html?id=1b6e231f88814aceb30fb6ad3ff86014This dataset represents the locations of buildings or properties that are owned or leased by state level governments. It includes buildings occupied by the headquarters of cabinet level state government executive departments, legislative office buildings outside of the capitol building, offices and court rooms associated with the highest level of the judicial branch of the state government, and large multi-agency state office buildings. Because the research to create this dataset was primarily keyed off of the headquarters of cabinet level state government agencies, some state office buildings that don't house a headquarters for such an agency may have been excluded. Intentionally excluded from this dataset are government run institutions (e.g., schools, colleges, prisons, and libraries). Also excluded are state capitol buildings, as these entities are represented in other HSIP layers. State owned or leased buildings whose primary purpose is not to house state offices have also been intentionally excluded from this dataset. Examples of these include "Salt Domes", "Park Shelters", and "Highway Garages". All entities that have been verified to have no building name have had their [NAME] value set to "NO NAME". If the record in the original source data had no building name and TGS was unable to verify the building name, the [NAME] value was set to "UNKNOWN". All phone numbers in this dataset have been verified by TGS to be the main phone for the building. If the building was verified not to have a main phone number, the [TELEPHONE] field has been left blank. At the request of NGA, text fields in this dataset have been set to all upper case to facilitate consistent database engine search results. At the request of NGA, all diacritics (e.g., the German umlaut or the Spanish tilde) have been replaced with their closest equivalent English character to facilitate use with database systems that may not support diacritics. The currentness of this dataset is indicated by the [CONTDATE] field. Based upon this field, the oldest record dates from 11/27/2007 and the newest record dates from 05/28/2008. Homeland Security

Use Cases: Use cases describe how the data may be used and help to define and clarify requirements. 1) There has been a natural or manmade disaster, such as a hurricane or earthquake. An assessment of what State property may be affected, and what State services may be impacted needs to be made. 2) There is a predicted natural disaster, such as a hurricane. An assessment of what State property, personnel and services might be in the disaster's predicted footprint or path needs to be made. Preparations need to be made to evacuate personnel, secure property, and arrange for alternate methods of delivering the critical services that may be affected. 3) There has been a terrorist threat against State property and/or personnel. Steps need to be taken to identify what is being threatened, counter the threat, and protect threatened personnel and property. Additional property may be impacted due to its proximity to the threatened property, or the threat may contain only a general spatial reference, and the spatial component of this dataset may need to be used to identify the threatened property

In 2025, the United Nations identified six million people in need in Haiti. The largest increase occurred between 2019 and 2020, when the number of people in need nearly doubled from 2.6 million to 5.1 million.

According to a survey conducted in South Korea on energy awareness, around ** percent of respondents answered that nuclear power was a necessity as of the first quarter of 2025. Figures have seen a clear increase from the previous year.

Honduras HN: Unmet Need for Contraception: % of Married Women Aged 15-49 data was reported at 10.700 % in 2012. This records a decrease from the previous number of 16.800 % for 2006. Honduras HN: Unmet Need for Contraception: % of Married Women Aged 15-49 data is updated yearly, averaging 15.800 % from Dec 1987 (Median) to 2012, with 5 observations. The data reached an all-time high of 18.000 % in 1996 and a record low of 10.700 % in 2012. Honduras HN: Unmet Need for Contraception: % of Married Women Aged 15-49 data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Honduras – Table HN.World Bank: Health Statistics. Unmet need for contraception is the percentage of fertile, married women of reproductive age who do not want to become pregnant and are not using contraception.; ; Household surveys, including Demographic and Health Surveys and Multiple Indicator Cluster Surveys. Largely compiled by United Nations Population Division.; Weighted Average; Unmet need for contraception measures the capacity women have in achieving their desired family size and birth spacing. Many couples in developing countries want to limit or postpone childbearing but are not using effective contraception. These couples have an unmet need for contraception. Common reasons are lack of knowledge about contraceptive methods and concerns about possible side effects.

Door And Window Seals Market Outlook

The global door and window seals market size is projected to experience a robust growth trajectory, rising from USD 8.5 billion in 2023 to an estimated USD 12.4 billion by 2032, reflecting a Compound Annual Growth Rate (CAGR) of 4.2%. This growth is driven by increasing demand for energy-efficient building solutions, the rising construction activities worldwide, and the need for enhanced insulation and noise reduction in residential and commercial spaces.

One of the primary growth factors for the door and window seals market is the increasing focus on energy efficiency. Stringent building codes and regulations aimed at reducing energy consumption have led to a surge in the adoption of high-performance door and window seals. These seals play a crucial role in minimizing air leakage, thereby reducing the energy required for heating and cooling buildings. This trend is further bolstered by the growing awareness of environmental sustainability and the need to decrease the carbon footprint of buildings.

Technological advancements in seal materials and manufacturing processes are also contributing significantly to market growth. Innovations such as the development of more durable and flexible seal materials, like EPDM and silicone, have enhanced the performance and longevity of door and window seals. Additionally, advancements in manufacturing techniques have improved the precision and efficiency of seal production, making high-quality seals more accessible and affordable. These technological improvements are expected to continue driving market expansion.

The expansion of the construction industry, particularly in emerging economies, is another key driver for the door and window seals market. Rapid urbanization and industrialization, coupled with increasing investments in infrastructure development, are leading to a rise in the construction of residential, commercial, and industrial buildings. This construction boom necessitates the use of effective sealing solutions to ensure the longevity and efficiency of building envelopes. As a result, the demand for door and window seals is expected to grow substantially in the coming years.

From a regional perspective, the Asia Pacific region is anticipated to exhibit the highest growth rate in the door and window seals market. The region's growth can be attributed to the booming construction sector, driven by rapid urbanization and rising population. Countries like China and India are witnessing substantial investments in both residential and commercial construction projects, which is fueling the demand for door and window seals. Additionally, favorable government policies promoting energy efficiency and sustainable building practices are further propelling market growth in the Asia Pacific.

Product Type Analysis

The door and window seals market is segmented based on product type into EPDM seals, PVC seals, silicone seals, polyurethane seals, and others. Each material type offers distinct benefits and is chosen based on specific application requirements. EPDM seals, for example, are known for their excellent resistance to weathering, ozone, and UV radiation, making them suitable for harsh environmental conditions. This segment is expected to dominate the market due to its widespread use in both residential and commercial applications.

PVC seals are another significant segment, valued for their affordability and ease of installation. These seals are commonly used in residential buildings where budget constraints are a critical consideration. Despite being less durable than EPDM and silicone, PVC seals offer adequate performance for many standard applications, making them a popular choice in cost-sensitive markets.

Silicone seals, known for their superior flexibility and temperature resistance, are increasingly being adopted in applications that require high-performance sealing solutions. These seals are particularly favored in industrial and automotive sectors, where extreme temperature fluctuations and demanding conditions are common. The silicone seals segment is expected to witness substantial growth, driven by the increasing demand for high-quality, long-lasting seals.

Polyurethane seals, with their excellent abrasion resistance and mechanical strength, are also gaining traction in the market. These seals are predominantly used in industrial applications where durability and performance are paramount. The growing industrialization and the need for robust sealing solutions in machinery and equipment are

Bolivia BO: Unmet Need for Contraception: % of Married Women Aged 15-49 data was reported at 23.200 % in 2016. This records an increase from the previous number of 20.100 % for 2008. Bolivia BO: Unmet Need for Contraception: % of Married Women Aged 15-49 data is updated yearly, averaging 23.200 % from Dec 1989 (Median) to 2016, with 7 observations. The data reached an all-time high of 35.700 % in 1989 and a record low of 20.100 % in 2008. Bolivia BO: Unmet Need for Contraception: % of Married Women Aged 15-49 data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Bolivia – Table BO.World Bank.WDI: Social: Health Statistics. Unmet need for contraception is the percentage of fertile, married women of reproductive age who do not want to become pregnant and are not using contraception.;Household surveys, including Demographic and Health Surveys and Multiple Indicator Cluster Surveys. Largely compiled by United Nations Population Division.;Weighted average;Unmet need for contraception measures the capacity women have in achieving their desired family size and birth spacing. Many couples in developing countries want to limit or postpone childbearing but are not using effective contraception. These couples have an unmet need for contraception. Common reasons are lack of knowledge about contraceptive methods and concerns about possible side effects.