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The hope for the future is conditional on decisive political action now to begin managing environmental resources to ensure both sustainable human progress and human survival. We are not forecasting a future; we are serving a notice - an urgent notice based on the latest and best scientific evidence that the time has come to take the decisions needed to secure the resources to sustain this and coming generations. We do not offer a detailed blueprint for action, but instead a pathway by which the peoples of the world may enlarge their spheres of cooperation.
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People can build a future that is more prosperous, more just, and more secure. Our report, Our Common Future, is not a prediction of ever increasing environmental decay, poverty, and hardship in an ever more polluted world among ever decreasing resources. We see instead the possibility for a new era of economic growth, one that must be based on policies that sustain and expand the environmental resource base. And we believe such growth to be absolutely essential to relieve the great poverty that is deepening in much of the developing world.
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Notwithstanding the best efforts of many processes, the global community is once again severely challenged by the failure of the international system to act decisively to curb one of the main consequences of ignoring limits: climate change as a consequence of an increase in greenhouse gases resulting from human activity and industrial processes.
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Report of the World Commission on Environment and Development 1987: Our Common Future, led by Norway's Prime Minister Gro Bruntland with Sir Shridat S. Ramphal representing Guyana
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Guyana has a long, proud history of forest conservation, with our indigenous peoples as the original stewards and conservators over their 7000-year-long legacy of wise use and accumulated traditional knowledge. Kaieteur National Park (est. 1929) was the first protected area in Amazonia. Sixty years later, in 1989, Guyana made a bold offer to the international community to share the responsibility to manage the pristine million-acre Iwokrama Rainforest "in a manner that will lead to lasting ecological, economic and social benefits to the people of Guyana and to the world in general". Throughout our history, successive governments have contributed to national forest policy and the sustainable management of our state forests. In spite of some challenges, the Guyana Forestry Commission (GFC) and its predecessor, the Guyana Forestry Department, have been recognized for their professional management of the nation's 13.6 million hectare commercial forest patrimony. Because of this leadership and foresight, and with the vigilance and related contributions of civil society advocates and organizations, Guyana has maintained one of the lowest deforestation rates on Earth (peaking at 0.079% in 2012 and 0.065 % in 2014).
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The Conference of the Parties (COP) that will be convened in Paris in December is one more attempt by the international system of the United Nations to convene governments, multilateral and bilateral agencies, the private sector, and NGOs and to engage citizens the world over. The goal is a binding agreement to arrest the descent into a world where the increase in global temperatures by 2.7 -3 degrees threatens the very existence of some states, importantly the small island and coastal low-lying developing states (SIDS), including Guyana. These states lack the capacity - financial and otherwise - to withstand more frequent catastrophic climate events, if there is no agreement to reduce global emissions.
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The essential question in 2015 is the same as it was in 1987: Will nations continue a pattern of development that uses and abuses the Earth's resources in a manner that will guarantee the misery and destruction of countless millions, or to commit to a new pathway that will permit future generations to live in harmony with nature and each other?
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It is in this context, and in accordance with the Warsaw COP Decision 1/CP.19 and Lima 1/CP.20 and the Guyana Constitution that Guyana submits this revised Intended Nationally Determined Contribution to the UNFCCC as our contribution to the global effort to combat climate change.
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Between 2009 and 2015, with our partner the Kingdom of Norway, Guyana embarked on the world's first national-scale, payment-for-performance forest conservation agreement which provided financing for Guyana's innovative and pioneering Low Carbon Development Strategy (LCDS). This ground-breaking agreement established a model for the important contribution of high forest cover/low deforestation rate (HFLD) countries to the international fight to mitigate climate change. The viability of this REDD+ model relies on Guyana's highly-regarded national forest Measurement, Reporting and Verification System (MRVS).
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Consequently, Guyana's enormous forest carbon stocks, together with other significant ecosystems services - including abundant fresh water and biodiversity- make it the ideal country to continue to test and refine the economic viability of REDD+ payment schemes. Guyana is prepared to continue to sustainably manage, conserve, and protect this patrimony for the benefit of ourselves and all humanity. In return, we must obtain benefits to improve the wellbeing and quality of life of Guyanese. The economic and other benefits that can accrue from REDD+ and the Green Economy it supports need to be comparable with or superior to those obtainable from current extractive economic activities including artisanal gold mining, recognizing that this activity supports the livelihoods of many thousands of Guyanese.
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With the world's second highest percentage of rainforest cover (85%), Guyana commands globally important carbon stocks (19.5 GtCO₂eq). As one of only a handful of countries that are net carbon sinks, Guyana's forests sequester more carbon than the nation's human activities generate. Guyana's 18.48 million forested hectares in total hold carbon in unusually high density (up to 350 tons/hectare), and store some 5.31 gigatons of carbon. That amounts to approximately 6,638 tons/person, the second highest forest carbon stock per capita of any country on Earth.
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Recalling Principal Seven of the Rio Declaration and UNFCCC's commitment to "common but differentiated responsibility", Guyana is offering to defer the pursuit of our historic natural resource exploitation-based economy, and offer our huge carbon stocks to the world if, in return, our sustainable human development needs and the cost of deferring business as usual are met by financial support from the international community in a predictable, just and equitable manner.
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Guyana has led in the development of a nationwide MRVS and integrated Community MRV (CMRV) models. Through the Opt-in Mechanism, currently being developed, indigenous communities will have the opportunity to 'Opt-in' to Guyana's REDD+ programme through a consultative process that ensures community consensus based on FPIC principles and a benefit-sharing and governance framework,.
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Although rich in natural resources - including gold, diamonds, bauxite and timber - and with a population of less than 800,000, Guyana is classified as a lower-middle income developing country, and remains one of the poorest countries in South America and the Caribbean.
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Guyana has employed a broadly consultative process to develop its intended nationally determined contributions through an Inter-Agency Task Force established by Cabinet. This Task Force oversaw the process of developing the submission. A small technical team, led by Guyana's lead negotiator, prepared the first draft, which was reviewed by the Task Force to produce a second draft. The second draft was presented at two public meetings in September 2015 - one for civil society in general and the second targeting representatives of indigenous organizations and communities. The third draft was approved by Cabinet and was submitted to the UNFCCC prior to October 1.
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Based on a second round of civil society review and inputs, an amended document was produced and presented at a national consultative conference, jointly coordinated by Government and Civil Society, at which a finalized consensus document was agreed. This revised INDC was approved by Cabinet and submitted to the UNFCCC as Guyana's revised INDC.
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Guyana remains committed to the fight against global climate change and the success of COP21 in developing an international system that will effectively limit global temperature increase to 1.5C and make manifest the commitment of developed and developing nations to the agreed goal of common and differentiated responsibility for sustainable development. Therefore, in accordance with the Warsaw COP Decision 1/CP.19 and Lima 1/CP.20, Guyana is pleased to submit this, our revised Intended Nationally Determined Contribution (INDC) to the UNFCCC.
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Common But Differentiated Responsibility has two matrices. The first is the common responsibility, which arises from the concept of common heritage and common concern of humankind, and reflects the duty of States to equally share the burden of environmental protection for common resources; the second is the differentiated responsibility, which addresses substantive equality: unequal material, social and economic situations across States; different historical contributions to global environmental problems; and financial, technological and structural capacity to tackle those global problems. In this sense the principle establishes a conceptual framework for an equitable allocation of the costs of global environmental protection.
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In the delivery of all contributions, Guyana will be cognizant of, and respect, national and international commitments to human rights, including those of indigenous peoples and local communities and the needs and concerns of all other vulnerable groups.
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While it is true that agriculture is a considerable source of other greenhouse gas (methane and nitrous oxide) emissions, and should be part of the general global mitigation agenda, for SIDS, LDCs and the African Group, domestic agriculture is critical to our food security and rural livelihoods. Agriculture in Guyana, as elsewhere, is under threat from the adverse effects of climate change, including floods and droughts. Given its small scale, and concentrated as it is along the narrow coastal strip where Guyana's most productive soils are found, our agriculture is particularly vulnerable to sea level rise and other adverse effects of climate change. Our contributions are therefore focused entirely on CO² emissions and Guyana's agriculture is treated purely as an adaptation issue in this INDC.
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While we look forward to broad-based and economically holistic emission reduction. commitments from developed countries, the contribution of Guyana and other developing countries will in the main be policy-based including measures to reduce the normative "business as usual" growth in emissions. As a developing country, a coastal low-lying SIDS state, and one of few net carbon sink countries, Guyana proposes the following policies, measures and actions, both conditional and unconditional.
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nan
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Outside our bilateral agreement with Norway, Guyana does not currently see viable opportunities in carbon trading markets; however this does not preclude participation in green consumer markets at all levels. Guyana's robust MRV system can ensure the integrity of our emission reduction efforts as we engage with carbon-neutral markets as a means of maximizing the value of our exports and providing internationally attractive, verifiable low carbon products.
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Guyana's overarching contribution goal is to achieve a Green Economy via a lowemission economic-development pathway. We intend to continue the transition of our economy to realize improved human well-being and social equity, while significantly reducing environmental risks and ecological scarcities. This includes the pursuit of a resilient, low-carbon, socially-inclusive economy that provides a better quality of life for all within the ecological limits of our planet, particularly as it pertains to our common global climate.
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Guyana's Low Carbon Development Strategy (LCDS) was first formulated in 2008. Implementation of the LCDS has been financed primarily with Guyana REDD+ Investment Fund (GRIF) resources earned under the Guyana Norway Agreement (GNA). With additional, timely, adequate and accessible resources, Guyana can build on this achievement and the lessons learned over the past five years to embark on a more inclusive and comprehensive path to a low-emission Green Economy. More specifically, with the provision of adequate resources, Guyana can increase its share of renewable energy by 100% by the year 2025.
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Guyana is willing to continue making the following contributions unconditionally:
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Forestry i) Unconditional contributions
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Our intended contributions are presented below.
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Indigenous people own and manage some 14% of Guyana's lands. The culture and traditions of Guyana's indigenous peoples are rooted in sustainable use of nature, evident in the forests and other natural ecosystems maintained through centuries on the lands they have customarily occupied and used. Guyana will strengthen its support for indigenous communities as they continue the stewardship of their lands and inter alia the benefits that accrue from any REDD+ activities from these lands. If they choose to, communities will be supported to better manage their transition to more market-based means of provisioning for their social and cultural well-being in ways that continue the tradition of wise use. Indigenous peoples themselves, through the full application of the FPIC process, in keeping with the stated policy in the LCDS, will decide whether or not to include their titled lands as part of Guyana's REDD+ programme. Policies will also be implemented to reflect equity between the extractive sector and indigenous peoples as the nation moves to genuinely ensure that the fight against climate change continues.
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Guyana's proposal for a Reference Level for REDD+ is based on the Combined Reference Level approach, in which a global forest carbon emissions loss of 0.44%, as concluded by Baccini et. al. 2012 is used, along with Guyana's historic emissions level for the period 2000 to 2009 (0.06 %) as established in the GNA. Using a total carbon stock of forests in aboveground and belowground biomass of 19,197,411,268 tCO₂e, Guyana's Proposed Reference Level for its REDD+ Programme is 48.7 MtCO₂e. Through this approach, Guyana can continue to avoid emissions in the amount of 48.7 MtCO₂e annually if adequate incentives are provided.
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We are prepared to improve added- value activities locally to assist in creating a higher potential for carbon storage in long-use wood products. This could also potentially reduce the pressure on forest resources as derivation of a higher value may result in reduced harvest levels.
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Avoided Deforestation
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Guyana is also prepared to finalize and implement the Voluntary Partnership Agreement (VPA) under EU-FLEGT. The VPA is expected to be finalized in 2016 and to provide independent accreditation of forest legality and management practices throughout Guyana's timber industry.
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ii) Conditional Contributions
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hue and improve ongoing management will ensure compliance with the various Codes of Practice that govern the timber industry using local resources. Forest monitoring will maintain a high level of timber legality, with the GFC committing 50% of its staff to field monitoring from its 54 forest monitoring stations countrywide. These efforts will maintain a low rate of illegal logging (at less than 2% of production).
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To contribute to avoided deforestation and achieve an effective REDD+ programme, Guyana will implement policies measures, and incentive programmes, to engender broader participation of civil society and the private sector in actions to avoid deforestation and forest degradation. The Guyana Government is cognizant of the need for comprehensive land use planning in order to efficiently management and rationally exploit our national resources.
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- the conservation of an additional 2 million hectares through Guyana's National Protected Area System and other effective area-based conservation measures as per Guyana's commitment under the UNCBD, including the protection of conservancies and reservoirs and their watersheds and the watersheds upstream of new hydro-power sites. Existing mangrove forests will be counted in this target and the mangrove restoration programme along the vulnerable coast will be expanded.
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Given that the bulk of Guyana's emissions emanate from mining and logging activities, our Emissions Reductions Programme (ERP) will therefore focus on making these industries more efficient and compliant with our targets. With adequate resources, Guyana will develop a suite of ERP measures that will include:
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In summary, avoided emissions contributions resulting from reforms in the timber and mining industries can contribute up to 48.7 MtCO₂e to the global mitigation effort through the implementation of the Emission Reduction Programme described in greater detail below.
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This will result in a reduction of the annual emissions from the timber industry from 3.5M tCO₂ to 2.3M tCO2, a 20% reduction from historic levels for this driver, and an 11% reduction in the overall historic level.
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Timber harvesting contributed 40% of Guyana's emissions from land use between 2001 and 2012. In the timber industry the ERP will:
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Emission Reduction Programme for Forests
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Use of Reduced Impact Logging (RIL). Reducing the incidental and collateral damage during tree felling by about 10% and the damage from skid trails by about 35% (avoiding mid-size trees during skidding), could reduce the annual emissions by 13-5%. This translates to a reduction of about 430,000 tCO2 per year.
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• Guyana is in the process of reviewing compliance of significant timber concession agreements with a view to determining if they meet agreed targets.
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Our MRVS has verified that small scale gold mining resulted in 89% of the deforestation recorded in Guyana over the past three years. To address this, the ERP will include actions by the Guyana Geology and Mines Commission (GGMC) to implement policy reforms, education, and incentives for integrated planning and management of the mining sector. This will support the transformation of the mining sector by 2020 and include actions to:
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Implement awareness and incentive programmes to improve the efficiency of technologies and practices in the mining industry. This will include replacing inefficient mercury-based technology with more efficient technologies, such as shaker-tables and centrifuge systems that can increase gold recovery rates from 30% to 80%. Currently, low recovery rates cause miners to often return to previously mined areas when technology or economic circumstances favour them doing so. Improved recovery efficiency would make reprocessing of sites unnecessary and better facilitate costeffective reforestation and recovery of mined sites.
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A wider review to determine the most optimal use of these lands will be undertaken. If, in fact, REDD+ can provide adequate incentives, Guyana would be prepared to reduce the area to be logged in favour of conservation concessions and to further the development of non-timber forest products and other forest-based services while recognizing the need for livelihoods.
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Guyana has made significant progress in complying with EU-FLEGT for our timber exports to the European Union. Additional resources are required to build institutional and private sector capacity to meet other trade and supply conditions such as the Lacey Act, FSC certification and other procurement requirements.
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A comprehensive and robust MRV system, one of the most advanced of its kind, has been developed under Guyana's REDD+ programme. The development of this system has contributed considerably to the global understanding of how small forested tropical countries can reliably and cost-effectively measure and report on its forest carbon
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Forest Governance
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• Implement mineral mapping in the mining districts to identify economically exploitable deposits. This will significantly reduce deforestation by avoiding clearing of forest cover from lands which contain only marginal mineral deposits. A significant portion of Guyana's deforestation results from forest clearing for mining that does not generate a profit.
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• Implement policies to institute mandatory, nation-wide land reclamation and reforestation of mined areas.
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Legislation has been enacted to remove import duty and tax barriers for the importation of renewable energy equipment, compact fluorescent lamps and LED lamps to incentivize and motivate energy efficient behavior. Guyana will continue to conduct energy audits and replace inefficient lighting at public, residential and commercial buildings to reduce energy consumption. Public education and awareness programmes will continue to play a major role in providing consumers with information and tools to reduce energy consumption and expenditure. Guyana will implement other policies to encourage energy efficiency and the use of renewable energy, including building codes and net-metering of residential renewable power.
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Guyana will seek to construct and/or promote the construction of small hydro systems at suitable locations such as Moco Moco, Kato and Tumatumari. Guyana will power all of the six newly established townships, starting with Bartica, using renewable energy sources. Currently, Guyana has installed cogeneration from bagasse to power sugar mills. Independent power producers and suppliers are being encouraged to construct energy farms and sell energy to the national grid. Preliminary approvals have been given for a 26MW wind farm.
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GUY
Guyana First NDC
nan
0.991813
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Guyana is in the process of reviewing our options toward the rapid expansion of a renewable energy supply. Our goal is to develop a mix of wind, solar, biomass and hydropower to supply both the demand of the national grid and the energy requirements for towns and villages in Guyana's hinterland.
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The Government of Guyana will continue to work closely with farmers in agricultural areas across Guyana to encourage the use of bio-digesters to reduce waste, produce biogas and provide affordable, healthy and efficient cooking means at the household level.
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Implementation cost
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GUY
Guyana First NDC
nan
0.962156
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[ "Guyana" ]
Guyana First NDC
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UNFCCC.collection.397.0
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emissions. Guyana is willing to build on the lessons learnt thus far to complete and maintain its MRVS if adequate financial resources are provided to do so.
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UNFCCC.party.589.0
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application/pdf
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76
"2016-05-20"
GUY
Guyana First NDC
nan
0.952188
[ "en" ]
p_9_b_6
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Text
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[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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Guyana is committed to eliminating our near complete dependence on fossil fuels. Given our solar, wind and hydropower potential and relatively small national demand,
true
UNFCCC.party.589.0
false
application/pdf
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[ "Nationally Determined Contribution" ]
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"2016-05-20"
GUY
Guyana First NDC
nan
0.936969
[ "en" ]
p_9_b_7
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Text
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[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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The cost of implementation of these forest-conservation initiatives in total is estimated to be determined annually.
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
78
"2016-05-20"
GUY
Guyana First NDC
nan
0.934772
[ "en" ]
p_9_b_8
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 56.294517517089844, 233.89501953125 ], [ 238.8213348388672, 233.89501953125 ], [ 238.8213348388672, 254.27513122558594 ], [ 56.294517517089844, 254.27513122558594 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
9
Unconditional Contributions
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
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"2016-05-20"
GUY
Guyana First NDC
nan
0.924932
[ "en" ]
p_9_b_9
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 56.78208923339844, 665.8286743164062 ], [ 225.2255401611328, 665.8286743164062 ], [ 225.2255401611328, 686.6390380859375 ], [ 56.78208923339844, 686.6390380859375 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
9
Conditional Contributions
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
80
"2016-05-20"
GUY
Guyana First NDC
nan
0.874525
[ "en" ]
p_9_b_10
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 57.39836120605469, 194.78883361816406 ], [ 130.74053955078125, 194.78883361816406 ], [ 130.74053955078125, 212.5848388671875 ], [ 57.39836120605469, 212.5848388671875 ] ]
[ "Guyana" ]
Guyana First NDC
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UNFCCC.family.589.0
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Energy
true
UNFCCC.party.589.0
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application/pdf
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[ "Nationally Determined Contribution" ]
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"2016-05-20"
GUY
Guyana First NDC
nan
0.813557
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[ "Guyana" ]
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We expect that these unconditional contributions will significantly reduce Guyana's energy consumption.
true
UNFCCC.party.589.0
false
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[ "Nationally Determined Contribution" ]
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"2016-05-20"
GUY
Guyana First NDC
nan
0.998403
[ "en" ]
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https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 71, 395 ], [ 540, 395 ], [ 540, 503 ], [ 71, 503 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
Guyana is a highly vulnerable developing country within SIDS. Guyana's aggregate emissions in 2004 were 0.004617GtCO2eq, representing one hundredth of one per cent of the world total emissions for that year. This, paired with the carbon sequestration of our 18.48 million hectares of natural forests and our extremely low historic deforestation rates (0.06 %) makes Guyana one of the world's few net carbon sink countries. Given our status as a net carbon sink, and a lower-middle-income developing state our proposed contributions to the fight against climate change is fair, equitable, and ambitious.
true
UNFCCC.party.589.0
false
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[ "Nationally Determined Contribution" ]
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"2016-05-20"
GUY
Guyana First NDC
nan
0.995228
[ "en" ]
p_10_b_1
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
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Text
[ [ 71, 72 ], [ 540, 72 ], [ 540, 139 ], [ 71, 139 ] ]
[ "Guyana" ]
Guyana First NDC
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UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
we believe that with adequate and timely financial support, Guyana can develop a 100% renewable power supply by 2025. Assessment of the potential of the renewable power sources will be undertaken to determine the most cost effective and efficient means of developing this potential; to this end an independent review of the Amaila Falls Project is to be undertaken with the assistance of the Kingdom of Norway.
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
84
"2016-05-20"
GUY
Guyana First NDC
nan
0.958706
[ "en" ]
p_10_b_2
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
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[ "Guyana" ]
Guyana First NDC
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UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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Fairness, Equity and Ambition
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UNFCCC.party.589.0
false
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
85
"2016-05-20"
GUY
Guyana First NDC
nan
0.933096
[ "en" ]
p_10_b_3
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 57.262489318847656, 583.8240966796875 ], [ 247.23287963867188, 583.8240966796875 ], [ 247.23287963867188, 603.5119018554688 ], [ 57.262489318847656, 603.5119018554688 ] ]
[ "Guyana" ]
Guyana First NDC
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UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
Means of Implementation
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
86
"2016-05-20"
GUY
Guyana First NDC
nan
0.930636
[ "en" ]
p_10_b_4
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 57.15550231933594, 170.07423400878906 ], [ 230.80821228027344, 170.07423400878906 ], [ 230.80821228027344, 189.3838653564453 ], [ 57.15550231933594, 189.3838653564453 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
Assumptions and Risks
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
87
"2016-05-20"
GUY
Guyana First NDC
nan
0.926426
[ "en" ]
p_10_b_5
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 72, 271 ], [ 539, 271 ], [ 539, 297 ], [ 72, 297 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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It is also assumed that SIDS, and in particular coastal low-lying countries such as Guyana, will receive preferential access and special consideration in access to financing.
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
88
"2016-05-20"
GUY
Guyana First NDC
nan
0.922364
[ "en" ]
p_10_b_6
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 72, 311 ], [ 539, 311 ], [ 539, 339 ], [ 72, 339 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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It is also assumed that REDD+ and renewable energy programmes and projects will be resourced in a predictable, adequate and timely manner.
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
89
"2016-05-20"
GUY
Guyana First NDC
nan
0.904081
[ "en" ]
p_10_b_7
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
[ [ 56.980796813964844, 527.5679321289062 ], [ 156.7828369140625, 527.5679321289062 ], [ 156.7828369140625, 548.9617919921875 ], [ 56.980796813964844, 548.9617919921875 ] ]
[ "Guyana" ]
Guyana First NDC
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UNFCCC.collection.397.0
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en
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Adaptation
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
90
"2016-05-20"
GUY
Guyana First NDC
nan
0.875395
[ "en" ]
p_10_b_8
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 59.33995819091797, 225.8291473388672 ], [ 554.167236328125, 225.8291473388672 ], [ 554.167236328125, 259.3511657714844 ], [ 59.33995819091797, 259.3511657714844 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
It is further assumed the Green Climate Fund will be fully operationalized and begin disbursing from 2016.
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
91
"2016-05-20"
GUY
Guyana First NDC
nan
0.855463
[ "en" ]
p_10_b_9
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 70.90457153320312, 545.2120971679688 ], [ 164.9099578857422, 545.2120971679688 ], [ 164.9099578857422, 562.4423828125 ], [ 70.90457153320312, 562.4423828125 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
See Annex 1
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
92
"2016-05-20"
GUY
Guyana First NDC
nan
0.988453
[ "en" ]
p_10_b_10
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Ambiguous
[ [ 72, 188 ], [ 540, 188 ], [ 540, 214 ], [ 72, 214 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
It is assumed that Guyana and Norway will agree to renew and extend our bilateral agreement.
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
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"2016-05-20"
GUY
Guyana First NDC
nan
0.987117
[ "en" ]
p_10_b_11
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Ambiguous
[ [ 71, 602 ], [ 509, 602 ], [ 509, 629 ], [ 71, 629 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
10
Implementation of Guyana's iNDC is estimated at US$ (to be determined) divided between the forestry, energy, and adaptation activities (shown in the Annex).
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
94
"2016-05-20"
GUY
Guyana First NDC
nan
0.997595
[ "en" ]
p_11_b_0
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
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Text
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[ "Guyana" ]
Guyana First NDC
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en
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With its limited resources, Guyana will continue basic work on integrated water management infrastructure, which includes the construction, rehabilitation and maintenance of conservancies and canals, and sea defenses, water supply and sanitation, as well as the introduction of new agricultural techniques such as hydroponics and fertigation. Climate change considerations will be mainstreamed in all sectors of national development.
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
95
"2016-05-20"
GUY
Guyana First NDC
nan
0.993533
[ "en" ]
p_11_b_1
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Text
[ [ 56.903465270996094, 304.8443603515625 ], [ 552.6969604492188, 304.8443603515625 ], [ 552.6969604492188, 366.942138671875 ], [ 56.903465270996094, 366.942138671875 ] ]
[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
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The GoG is currently in the process of preparing a Climate Resilience Strategy and Action Plan (CRSAP) which is expected to provide a comprehensive framework for adaptation and resilience building in Guyana. Guyana will continue and finalize its work on the CRSAP, but will require significant resources to implement it.
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
96
"2016-05-20"
GUY
Guyana First NDC
nan
0.955521
[ "en" ]
p_11_b_2
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
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[ "Guyana" ]
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en
11
Contributions
true
UNFCCC.party.589.0
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application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
97
"2016-05-20"
GUY
Guyana First NDC
nan
0.702043
[ "en" ]
p_11_b_3
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
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Text
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[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
11
Unconditional contributions
true
UNFCCC.party.589.0
false
application/pdf
b28e637a9218a83451cdc7c4da287176
guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
98
"2016-05-20"
GUY
Guyana First NDC
nan
0.671437
[ "en" ]
p_11_b_4
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
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Text
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[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
UNFCCC.family.589.0
en
11
Given the requisite support, Guyana will undertake actions in the following areas:
true
UNFCCC.party.589.0
false
application/pdf
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guyana-first-ndc_5955
[ "Nationally Determined Contribution" ]
MAIN
99
"2016-05-20"
GUY
Guyana First NDC
nan
0.457868
[ "en" ]
p_11_b_5
https://unfccc.int/sites/default/files/NDC/2022-06/Guyana%27s%20revised%20NDC%20-%20Final.pdf
true
Title
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[ "Guyana" ]
Guyana First NDC
PUBLISHED
UNFCCC.collection.397.0
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en
11
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application/pdf
b28e637a9218a83451cdc7c4da287176

Global Stocktake Open Data

This repo contains the data for the first UNFCCC Global Stocktake. The data consists of document metadata from sources relevant to the Global Stocktake process, as well as full text parsed from the majority of the documents.

The files in this dataset are as follows:

  • metadata.csv: a CSV containing document metadata for each document we have collected. This metadata may not be the same as what's stored in the source databases – we have cleaned and added metadata where it's corrupted or missing.
  • full_text.parquet: a parquet file containing the full text of each document we have parsed. Each row is a text block (paragraph) with all the associated text block and document metadata.

A research tool you can use to view this data and the results of some classifiers run on it is at gst1.org.

This data is licensed according to CC BY 4.0, which is a license that represents the terms at the source repositories.

Contents


Sources and data completeness

This dataset contains documents from the following sources:

The following Global Stocktake relevant data sources are not yet in this dataset:

Data completeness

The last refresh of the data was on 2023-10-18.

We currently only parse text out of PDFs. Any non-PDF file will only be referenced in metadata.csv, and not be referenced in full_text.parquet.

We have yet to process approximately 150 documents of the 1700 documents due to formatting issues. We are working on resolving this issue as soon as possible. See the document list here.

Data model

This dataset contains individual documents that are grouped into 'document families'.

The way to think of is as follows:

  • Each row in the dataset is a physical document. A physical document is a single document, in any format.
  • All physical documents belong to document families. A document family is one or more physical documents, centred around a main document, which jointly contain all relevant information about the main document. For example, where a document has a translation, amendments or annexes, those files are stored together as a family.

License & Usage

Please read our Terms of Use, including any specific terms relevant to commercial use. Contact partners@climatepolicyradar.org with any questions.

Field descriptions

  • author: document author (str)
  • author_is_party: whether the author is a Party (national government) or not (bool)
  • block_index: the index of a text block in a document. Starts from 0 (int)
  • coords: coordinates of the text block on the page
  • date: publication date of the document
  • document_content_type: file type. We have only parsed text from PDFs.
  • document_id: unique identifier for a document
  • document_family_id: see data model section above
  • document_family_slug: see data model section above
  • document_md5_sum: md5sum of the document's content
  • document_name: document title
  • document_source_url: URL for document
  • document_variant: used to identify translations. In [nan, 'Translation', 'Original Language']
  • has_valid_text: our heuristic about whether text is valid or not in the document based on the parser
  • language: language of the text block. Either en or nan - see known issues
  • page_number: page number of text block (0-indexed)
  • text: text in text block
  • text_block_id: identifier for a text block which is unique per document
  • translated: whether we have machine-translated the document to English. Where we have translated documents, both the original and translated exist.
  • type: type of text block. In ["Text", "Title", "List", "Table", "Figure","Ambiguous"]
  • type_confidence: confidence from that the text block is of the labelled type
  • types: list of document types e.g. Nationally Determined Contribution, National Adaptation Plan (list[str])
  • version: in ['MAIN', 'ANNEX', 'SUMMARY', 'AMENDMENT', 'SUPPORTING DOCUMENTATION', 'PREVIOUS VERSION']

Known issues

  • Author names are sometimes corrupted
  • Text block languages are sometimes missing or marked as nan

Usage in Python

The easiest way to access this data via the terminal is to run git clone <this-url>.

Loading metadata CSV

metadata = pd.read_csv("metadata.csv")

Loading text block data

Once loaded into a Huggingface Dataset or Pandas DataFrame object the parquet file can be converted to other formats, e.g. Excel, CSV or JSON.

# Using huggingface (easiest)
dataset = load_dataset("ClimatePolicyRadar/global-stocktake-documents")

# Using pandas
text_blocks = pd.read_parquet("full_text.parquet")
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