CliReNER
Collection
A collection of named entity recognition (NER) datasets for climate change research. • 6 items • Updated
id string | text string | tokens list | ner_tags list |
|---|---|---|---|
0 | MONITORING BAWAKARAENG POST - LANDSLIDE USING ALOS PALSAR DINSAR AND GROUND MEASUREMENT . Indonesia is undeniably true is one of the most disastrous country in the world when it comes to incidences of natural disaster . Besides its geologic setting of being squeezed by three major tectonic plates ( Eurasian , Pacific a... | [
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1 | ASSESSMENT OF SATELLITE PRECIPITATION PRODUCTS IN THE PHILIPPINE ARCHIPELAGO . Precipitation is the most important weather parameter in the Philippines . Made up of more than 7100 islands , the Philippine archipelago is an agricultural country that depends on rain - fed crops . Located in the western rim of the North W... | [
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2 | The State of Texas has historically faced hurricane - related damage episodes , with Ike being the most recent example . It is expected that , in the future , hurricanes will intensify due to climate change causing greater surges , while the attenuating effect of wetlands on storm surges will also be modified due to se... | [
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3 | The impact of climate change on bushfires is predicted to completely transform fire regimes resulting in strong ecological disturbances in many wildlife systems , and a huge stress across many taxa . Despite being the most declining vertebrate group , amphibians are underrepresented in fire ecology research . Amongst t... | [
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4 | ASSESSMENT OF FIRE SEVERITY AND POST - FIRE REGENERATION BASED ON TOPOGRAPHICAL FEATURES USING MULTITEMPORAL LANDSAT IMAGERY : A CASE STUDY in MERSIN , TURKEY . Satellite based remote sensing technologies and Geographical Information Systems ( GIS ) present operable and cost - effective solutions for mapping fires and ... | [
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5 | Studies addressing climate variability during the last millennium generally focus on variables with a direct influence on climate variability , like the fast thermal response to varying radiative forcing , or the large - scale changes in atmospheric dynamics ( e.g. North Atlantic Oscillation ) . The ocean responds to t... | [
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6 | A global warming of 2 ° C is predicted to drive almost half the world ’s lizard populations to extinction . Urban heat island ( UHI ) effects may further exacerbate the impacts of climate change on organisms that are sensitive to small changes in temperature . Currently , the Phoenix metropolitan region in Arizona , US... | [
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7 | In several biomes , including croplands , wooded savannas , and tropical forests , many small fires occur each year that are well below the detection limit of the current generation of global burned area products derived from moderate resolution surface reflectance imagery . Here we developed a preliminary method for c... | [
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8 | The High - Altitude MMIC Sounding Radiometer for the Global Hawk Unmanned Aerial Vehicle : Instrument Description and Performance . The Jet Propulsion Laboratory 's High - Altitude Monolithic Microwave Integrated Circuit ( MMIC ) Sounding Radiometer ( HAMSR ) is a 25 - channel cross - track scanning microwave sounder w... | [
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9 | Recent increases in the Natural Gas ( NG ) production through hydraulic fracturing have called into question the climate benefit of switching from coal - fired to natural gas - fired power plants . Higher than expected levels of methane , Non - Methane Hydrocarbons ( NMHC ) , and NOx have been observed in areas close t... | [
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10 | COMPARING CITIES OF THE WORLD ACCORDING TO THEIR FOOD SECURITY RISKS AND OPPORTUNITIES . Due to the combined effect of climate change , expected population growth and increased concentration of population in cities and towns , food insecurity in urban areas is becoming of increasing concern and is regarded as one of th... | [
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11 | Current and Future Impacts of Extreme Flood Events . Inadequate timber extraction management of forests , cattle farming , abusive recreational practices , and rapid urban expansion are all factors that create significant problems in the Cantabrian area watershed for the sustainable management of the hydrological ecosy... | [
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12 | Inundation mapping using C- and X - band SAR data : From algorithms to fully - automated flood services . Since the establishment of the ZKI ( Center for Satellite - Based Crisis Information ) at the German Aerospace Center ( DLR ) , the development of EO - based methodologies for the rapid mapping of flood situations ... | [
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13 | Improving multimodel weather forecast of monsoon rain over China using FSU superensemble . Our suite of models includes the operational suite selected by NCARs TIGGE archives for the THORPEX Program . These are : ECMWF , UKMO , JMA , NCEP , CMA , CMC , BOM , MF , KMA and the CPTEC models . For training and forecasts va... | [
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14 | Nutrient management planning is necessary for many livestock producers . Manure nutrients ( e.g. , N , P , and K ) equal the amounts in feed consumed minus the amounts in products produced ( e.g. , milk , eggs , meat , or offspring ) whereas , the amount of manure dry matter is an inverse function of the ration digesti... | [
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15 | Current and Future Impacts of Extreme Flood Events . Inadequate timber extraction management of forests , cattle farming , abusive recreational practices , and rapid urban expansion are all factors that create significant problems in the Cantabrian area watershed for the sustainable management of the hydrological ecosy... | [
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16 | A hydrologic - based forage production simulation model ( PHYGROW ) and a population mixture simulation model ( POPMIX ) were used respectively to simulate forage production and carrying capacity of a subtropical shrubland complex of over 34 habitat grazed by various ratios of cattle and goats with a population of indi... | [
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17 | Water scarcity affects large parts of the world . Despite recent studies that analyze the effect of climate change on water scarcity , e.g. using climate projections under representative concentration pathways ( RCP ) of the fifth assessment report of the IPCC ( AR5 ) , decision support for closing the water gap betwee... | [
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22 | The Qilian Mountains Scientific Expedition was launched under the framework of the Second Tibetan Plateau Scientific Expedition Program after tightening eco - environmental management in the Qilian Mountains . The expedition focused on three key areas : ( 1 ) Ecosystem diversity and security , ( 2 ) dynamic changes in ... | [
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23 | Vinecology , the integration of ecological and viticultural practices , focuses on the working landscapes of the mediterranean - climate biomes to make wine grape production compatible with species conservation . We examined how maintaining remnant native vegetation and surrounding natural areas in and around vineyards... | [
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24 | Climate change threatens global ecosystems and the maintenance of biodiversity via its impacts on the survival of individual species and the preservation of their ecological functions . The effects of climate change are particularly evident in the mountainous areas of southwestern China that support the last remaining ... | [
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25 | Global emission estimates based on new atmospheric observations are presented for the acylic high molecular weight perfluorocarbons ( PFCs ): decafluorobutane ( C4F10 ) , dodecafluoropentane ( C 5F12 ) , tetradecafluorohexane ( C6F14 ) , hexadecafluoroheptane ( C 7F16 ) and octadecafluorooctane ( C 8F18 ) . We used ran... | [
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26 | Quantifying the reliability of precipitation datasets for monitoring large‐scale East Asian precipitation variations . Early detection of extreme drought and flood events either over the whole globe or a broad geographical region , and timely dissemination of this information , is indispensable for mitigation and disas... | [
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27 | Particularly , air – surface fluxes of methane and carbon dioxide are of interest as recent observations suggest that the vast stores of soil carbon found in the Arctic tundra are becoming more available to release to the atmosphere in the form of these greenhouse gases . We present here a two - year micrometeorologica... | [
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28 | Using mathematical modelling tools , we assessed the potential for land use change ( LUC ) associated with the Intergovernmental Panel on Climate Change low- and high - end emission scenario ( RCP2.6 and RCP8.5 ) to impact malaria transmission in Africa . To drive a spatially explicit , dynamical malaria model , data f... | [
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29 | Use of exterior shading systems is important to increase energy savings in residential sector , mainly in warmer climates exposed to direct sunlight . This study employs Life Cycle Assessment ( LCA ) to compare the effects of three different shading materials on building energy consumption and their impacts to the envi... | [
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30 | This paper presents SAT ( the Spanish acronym for Early Warning System ) , a decision support system ( DSS ) , for assessing the risk of desertification in Spain , where 20 % of the land has already been desertified and 1 % is in active degradation . SAT relies on three versions of a Generic Desertification Model ( GDM... | [
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31 | Meknes has an agrarian economy and wheat production is of paramount importance . Rainfall variability is assessed utilizing the precipitation concentration index and the variation coefficient . Yields fluctuated from 210 to 4500 Kg / ha with 52 % of coefficient of variation . Addressing this challenge involves the reco... | [
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32 | ABSTRACT Achieving long - term climate mitigation goals in Japan faces several challenges , starting with the uncertain nuclear power policy after the 2011 earthquake , the uncertain availability and progress of energy technologies , as well as energy security concerns in light of a high dependency on fuel imports . We... | [
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33 | This report gives a summary of the results of the research project “ Future of Finnish energy business – scenarios and strategies ” ( SALKKU ) . The SALKKU research was carried out as a joint research project of VTT Technical Research Centre of Finland ( VTT ) and MTT Agrifood Research Finland ( MTT ) . The demand for ... | [
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36 | Objectives Many studies have explored the relationship between short - term weather and its health effects ( including pneumonia ) based on mortality , although both morbidity and mortality pose a substantial burden . Methods Daily records of ER visits for pneumonia over a 6 - year period ( 2009 - 2014 ) were collected... | [
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37 | Energy efficiency of a building has become a major requirement since the building sector produces 40%–50 % of the global greenhouse gas emissions . This can be achieved by improving building ’s performance through energy savings , by adopting energy - efficient technologies and by reducing CO2 emissions . Earth pipe co... | [
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38 | In this study , we measure pH levels in a transect of the Kuroshio Extension , a turbulent ocean region that is known for high CO2 drawdown in late winter , and therefore a potential site for intense spatial and temporal pH changes . We provide baseline pH levels down to 2000 m across the transect using the spectrophot... | [
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39 | Transport infrastructure networks are increasingly vulnerable to disruption from extreme rainfall events due to increasing surface water runoff from urbanization and changes in climate . Impacts from such disruptions typically extend far beyond the flood footprint , because of the interconnection and spatial extent of ... | [
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40 | Aim Ixodes scapularis is the most important vector of human tick - borne pathogens in the United States , which include the agents of Lyme disease , human babesiosis and human anaplasmosis , among others . The density of host - seeking I. scapularis nymphs is an important component of human risk for acquiring Borrelia ... | [
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41 | Over recent decades it has become clear that the middle atmosphere has a significant impact on surface and tropospheric climate . A better understanding of the middle atmosphere and how it reacts to the current increase in the concentration of carbon dioxide ( CO2 ) is therefore necessary . In this study , we investiga... | [
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42 | The effective density ( ρeff ) of refractory black carbon ( rBC ) is a key parameter relevant to their mixing state that imposes great uncertainty when evaluating the direct radiation forcing effect . In this study , a novel tandem DMA - CPMA - SP2 system was used to investigate the relationship between the effective d... | [
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43 | Thus , this study tries to identify the in - built crop production technology related adaptation and/or risk management strategies with smallholder farmers ’ perception in moisture - stressed areas of the central rift valley of Ethiopia . Results of descriptive analysis showed that high temperature , short rain and pes... | [
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44 | Landscape - level processes such as fire regimes , increasing disease prevalence and a drying climate are emerging threats affecting plant groups such as the Proteaceae . We found the persistence of B. verticillata on granite inselbergs is strongly influenced by fire frequency and extent , as well as the prevalence of ... | [
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45 | The rich mountain - top natural forests base was a potential livelihood asset ( 93.2 % ) . Food insecurity and income poverty contributes to unsustainable livelihoods ( 94.7 % ) . | [
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46 | Climate change is increasingly being implicated in species ' range shifts throughout the world , including those of important vector and reservoir species for infectious diseases . In North America ( México , United States , and Canada ) , leishmaniasis is a vector - borne disease that is autochthonous in México and Te... | [
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47 | Here we assess the analytic utility of the well - known IPAT identity , the newly developed ImPACT identity , and their stochastic cousin , the STIRPAT model . We then refine the STIRPAT model by developing the concept of ecological elasticity ( EE ) . To illustrate the application of STIRPAT and EE , we compute the ec... | [
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48 | The costs of coastal sector impacts from sea level rise ( SLR ) are an important component of the total projected economic damages of climate change , a major input to decision - making and design of climate policy . The Coastal Impact and Adaptation Model ( CIAM ) determines the optimal strategy for adaptation at the ... | [
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49 | Alterations to indoor and outdoor environments resulting from urbanization , industrialization , and climate change have significant implications for the prevalence and management of allergic rhino - conjunctivitis . Rising temperatures , precipitation and more extreme weather enable longer pollen seasons and greater v... | [
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50 | The kinetic formalism developed includes the coupling of the rate equations of each of the different species considered ( electrons , ions , atoms and molecules ) with the Boltzmann transport equation so that , in this way , all the kinetics is self - consistent , although , in the present approach , the electrodynamic... | [
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51 | Earth 's atmospheric CO 2 level has increased beyond 400 ppm and still continuing to rise . In fact , this is the highest level in the last 2 million years . One core strategies in the mitigation mix are negative emissions technologies ( NETs ) which are also explicitly described as important options in many IPCC ( AR5... | [
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52 | [ 1 ] Alongside climate change , anthropogenic emissions of CO2 will cause ocean acidification ( OA ) , which will impact upon key biogeochemical processes in the ocean such as net primary production ( NPP ) , carbon export ( CEX ) , N2 fixation ( NFIX ) , denitrification ( DENIT ) , and ocean suboxia ( SOX ) . However... | [
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Dataset Card for Climate Change NER 50S CliReNER
Dataset Summary
This dataset is a subsampled and reannotated version of the Climate Change NER dataset:
https://huggingface.co/datasets/ibm-research/Climate-Change-NER
It was created to align with the CliReNER schema introduced in our new paper ([TODO: add paper title and link]). Original annotated spans are preserved; only entity labels are reassigned.
- Language: English
- Task: Named Entity Recognition (NER)
- Domain: Climate and environmental science
- License: ODC-BY (inherited from the original dataset)
Dataset Creation
To ensure comparability with prior work, we subsampled the original dataset using the same strategy as for CliReNERgold:
- Each entity type has at least 50 occurrences.
- Original span boundaries are kept unchanged.
- Only labels are reassigned according to the CliReNER schema.
- No new spans were introduced.
All spans were manually mapped to the new schema categories based on their semantic definitions.
Entity Schema (CliReNER)
The dataset uses the CliReNER entity taxonomy.
[TODO: Insert concise schema description or link to paper section]
Dataset Structure
The dataset follows standard BIO tagging:
- Each document starts with
-DOCSTART-and a unique identifier. - One token per line.
- BIO labels (
B-,I-,O). - At most one entity type per token.
Example:
[TODO]
Data Splits
| Split | Number of Instances |
|---|---|
| Train | 60 |
Intended Uses
- Evaluation of climate-focused NER systems
- Cross-dataset schema harmonization
- Transfer learning experiments
Limitations
- Subsampled from the original dataset.
- Span boundaries reflect the original annotation guidelines.
- Limited to scientific abstracts.
Licensing
Derived from Climate Change NER, licensed under ODC-BY:
https://opendatacommons.org/licenses/by/1-0/
Users must comply with the original license terms.
Citation
Original Dataset
Please cite the original Climate Change NER dataset (see its dataset card for full details).
New Paper
If you use this reannotated version, please cite:
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