Submitted:
03 February 2025
Posted:
04 February 2025
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Abstract
Keywords:
1. Introduction
2. The Case study
2.1. The Situation in Bolivia
2.2. Study Area

2.3. Experiences from Formal Timber Harvesting In The Study Area
2.4. Data Gathering
| Species | N | Average | |||
|---|---|---|---|---|---|
| dbh (cm) | Commercial height (m) | Volume (m3) |
Total height (m) | ||
| Cuchi (Astronium urundeuva) | 9 | 56.1 | 7.88 | 1.26 | 20.33 |
| Curupaú (Anadenanthera colubrina) | 2 | 62.5 | 8.50 | 1.27 | 16.00 |
| Sirari (Copaifera chodatiana) | 2 | 73.5 | 5.80 | 1.25 | 21.00 |
| Tajibo (Tabebuia sp) | 3 | 48.3 | 5.90 | 0.51 | 17.33 |
| Total | 16 | 57.6 | 7.33 | 1.12 | 19.31 |
| Item | Price |
|---|---|
| Chainsaw STIHL MS 661 | 1.015,00 USD |
| Attachment Big Mill Basic (Logosol) | 1506.00 USD |
| Portable Mill Bristol Guide Bar (Marco guía) | 330.00 USD |
| Cargo Bike Dayand-PUMA (Motochata) | 1250.00 USD |
| Depreciation | 15% per year |
| Materials and minor tools | 93.50 USD per person |
| Oil | 7.03 USD per liter |
| Fuel | 0.54 USD per liter |
| Maintenance (Cleaning the devices, replacing worn parts, skid trail maintenance) | 2.96 USD per m³ |
| Daily rate for a worker | 14.40 USD per day |
| Personal Protective Equipment | 109.00 USD per person |
| First aid kit | 40.00 USD per person |
| Food | 6.45 USD per person |
| Average price of boards and planks produced (as in the district capital Concepción) | 5.52 per m³ |
3. Results
3.1. Local Timber Harvesting Practices
| Product | Description | Standard dimension | Volume | Price* | ||
|---|---|---|---|---|---|---|
| m3 | USD/unit | USD/m3 | ||||
| Triangular fence posts | ![]() |
A longitudinal portion of wood triangular shape, with a base typically of 13 cm and a height of 12 cm. The length is 2.20 m used for fence posts or for dividing paddocks in livestock activities. Its is | 10 cm x 10 cm x 12 cm x 220 cm | 0.017 | 2.87 | 169 |
| Straining or corner posts | ![]() |
Rectangular or round posts range from 4“ to 8” and up to 3 m long used in cattle corrals. . | 20 cm diámetro x 250 cm de largo | 0.079 | 17.24 | 218 |
| Lintel | ![]() |
A wide solid structure, used to support the weight of a roof or concrete over doors or windows of a dwelling. The lintel is less than the length of the gables and its dimensions fit 4“ high x 8” wide x 2 m long. | 15 cm x 15 cm x 300 cm | 0.067 | 17.24 | 257 |
| Struts | ![]() |
Rectangular piece to aid in securing corrugated iron or tiles used for roofing. Dimensions vary according to need but are typically 2“ x 2” inches. | 5 cm x 5 cm x 300 cm | 0.01 | 2.16 | 216 |
| Roof beam | ![]() |
The rectangular wood is utilized for constructing roof supports, which are shaped as either triangles or rectangles. The dimensions of the wood are 4" in width and 2" in height for use with zinc roofing, or 6" in width and 2" in height for shingles. The length of the wood ranges from 2 meters to 5 meters, depending on the required roof size. | 5 cm x 15 cm x 400 cm | 0.03 | 7.33 | 244 |
| Cross beam | ![]() |
Rafters are also rectangular timbers used for roof supports, but, unlike the scissors, they are self-supporting structures. When a roof is assembled, the rafters are placed parallel and perpendicular to the battens. Their most common dimensions are between 5“-7” wide and 2” high. The longer the better, but from 15' and up are acceptable, unless for smaller constructions. | 15 cm x 10 cm x 300 cm | 0.045 | 9.63 | 214 |
| Planks | ![]() |
Planks are wider than other products and are used for different purposes, ranging from the manufacture of furniture to the production of flooring or wooden utensils. The width is variable but the thickness is generally between 1“ and 2”. The board is considered short if it is less than 8', and long, if greater than 8'. | 10 cm x 2.5 cm x 300 cm | 0.0075 | 1.58 | 211 |
3.2. Technical and Financial Assessment
3.2.1. Technical Aspects

| Category | Volume (m3) | Proportion (%) |
|---|---|---|
| Triangular fence posts | 3.182 | 57.7 |
| Roof beams | 1.584 | 28.7 |
| Straining pots | 0.418 | 7.6 |
| Beams | 0.146 | 2.6 |
| Lintel | 0.083 | 1.5 |
| Planks | 0.058 | 1.1 |
| Struts | 0.048 | 0.9 |
| Total | 5.520 | 100,0 |
| Sub category | Product category | Principle species | Log volume (m³) |
Product volume (m3) | Yield (%) |
|---|---|---|---|---|---|
| Struts, roof beams, lintels, & cross beams | Construction | Tajibo | 8.45 | 2.28 | 26.95 |
| Simple milled planks | Boards | Tajibo | 1.49 | 0.06 | 3.91 |
| Triangular fence posts & straining posts | Posts | Cuchi, Sirarí, Curupaú | 9.45 | 3.18 | 33.68 |
| Total | 17.90 | 5.52 | NA | ||
| Average | 1.12 | 0.34 | 29.34 |
3.2.2. Costs of Operations

| Item | Explanation | Cost estimates (USD) |
|---|---|---|
| Taxes | Flat-rate taxation of 8% on the final price | e.g. 13.52 USD / m³ (posts) and 19.52 USD / m³ (boards) |
| Forestry engineer (provided and charged by the responsible governmental agency | Sign and endorse both the information and documentation coming from the community | either 720 USD per month or 1-5 USD/m³ in the case of larger volumes |
| Forestry Regulation Fee | Calculated on a daily updated index (35 Housing Development Units (Unidad de Fomento de la Vivienda-UFV) per ha) | 12.95 USD/ha |
| Forestry Patent | Fixed value to be paid to the governmental forest authority to realize the yearly management plan | 1 USD/ha |
| Yearly Harvesting Plan (POAF) | Mapping of trees for traceability and monitoring purposes | 20 USD/ ha |
| Registration of the processing center | whether fixed or mobile. | ~ 120 USD per year |
| Transport permits (Certificat of Origin- CFO | To be presented to the forestry authority for transport of the harvest regardless of volume | 5.10 USD / 20m³ |
3.2.3. Financial Return
3.3. Environmental Impact
4. Options for Technical Optimization
4.1. Processing
| Log | Product Category | Yields | ||||||
|---|---|---|---|---|---|---|---|---|
| N | (m³) | short (m³) | long (m³) | Total (m³) | short (%) | long (%) | Total (%) | |
| Free hand | 46 | 15.33 | 1.45 | 4.85 | 6.30 | 9.49 | 31.62 | 41.11 |
| Guide bar | 36 | 12.72 | 3.70 | 1.84 | 5.54 | 29.07 | 14.44 | 43.88 |
| Logosol | 53 | 19.63 | 2.47 | 6.40 | 8.87 | 12.60 | 32.59 | 45.20 |
| Total | 135 | 47.68 | 7.62 | 13.09 | 20.71 | |||
4.2. Transport
| Cargo Bike | Horse | Human power | |||||||
|---|---|---|---|---|---|---|---|---|---|
| time (h) | % | h/m³ | time (h) | % | h/m³ | time (h) | % | h/m³ | |
| Loading & Dispatch | 2.70 | 16 | 0.26 | 2.50 | 19 | 0.50 | 0.50 | 1.0 | 0.10 |
| Transport | 4.60 | 27 | 0.45 | 5.90 | 44 | 1.18 | 40.50 | 81.7 | 8.32 |
| Unloading & Stacking | 2.45 | 15 | 0.24 | 1.50 | 11 | 0.30 | 1.20 | 2.4 | 0.25 |
| Cubing | 1.55 | 9 | 0.15 | 0.50 | 4 | 0.10 | 0.90 | 1.8 | 0.18 |
| Total productive time | 11.30 | 67 | 1.10 | 10.40 | 78 | 2.08 | 43.10 | 86.9 | 8.85 |
| non-productive time | 5.50 | 33 | 0.54 | 2.90 | 22 | 0.58 | 6.50 | 13.1 | 1.33 |
| Total Time | 16.80 | 100 | 1.64 | 13.30 | 100 | 2.66 | 49.60 | 100.0 | 10.18 |
4.3. Financial Assessment
5. Discussion
Acknowledgments
References
- ABT. Informe Anual de Resultados: Gestión 2022-23; ABT: Bolivia, 2023; Available online: https://abt.gob.bo/images/Revista_audiencia_o15_abril_compressed.pdf.
- Albornoz, M.; Cronkleton, P.; Toro, M. Estudio Regional Guarayos: Historia de la Configuración de un Territorio en Conflicto; Center for Labor and Agrarian Development, Center for International Forestry Research (CIFOR): Santa Cruz, Bolivia, 2008. [Google Scholar]
- Almeida, F. Evaluating Formal Recognition of Forest Rights of Indigenous Peoples and Local Communities. In Tropical Forestry Handbook; Pancel, L., Köhl, M., Eds.; Springer: Berlin, Heidelberg, Germany, 2015. [Google Scholar] [CrossRef]
- Almeida, F. Legal Recognition of Forest Rights of Indigenous Peoples and Local Communities. In Tropical Forestry Handbook; Pancel, L., Köhl, M., Eds.; Springer: Berlin, Heidelberg, Germany, 2016. [Google Scholar] [CrossRef]
- American Forests. Principles for Sustainable Management of Global Forests. In United Nations Conference on Environment and Development (UNCED), Rio de Janeiro, Brazil, 14 June 1992.
- Angelsen, A.; Jagger, P.; Babigumira, R.; Belcher, B.; Hogarth, N.J.; Bauch, S.; Börner, J.; Smith-Hall, C.; Wunder, S. Environmental Income and Rural Livelihoods: A Global-Comparative Analysis. World Development 2014, 64, S12–S28. [Google Scholar] [CrossRef] [PubMed]
- Benneker, C. Dealing with the State, the Market and NGOs: The Impact of Institutions on the Constitution and Performance of Community Forest Enterprises (CFE) in the Lowlands of Bolivia; Ph.D. Thesis, Wageningen University and Research, the Netherlands, Wageningen, 2008. [Google Scholar]
- Bolivia. Ley 1700 Nueva Ley Forestal de Bolivia; Bolivia, 1996a.
- Bolivia. Ley No. 1715 del Servicio Nacional de Reforma Agraria; Bolivia, 1996b. Available online: https://www.inra.gob.bo/wp-content/uploads/2023/08/LEY_1715.pdf.
- Borrini-Feyerabend, G.; Kothari, A.; Oviedo, G. Indigenous and Local Communities and Protected Area: Towards Equity and Enhanced Conservation. Guidance on Policy and Practice for Co-Managed Protected Areas and Community Conserved Areas; IUCN:,Switzerland and Cambridge, UK. Xviii, 111pp. ISBN 2-8317-0675-0.
- Cano, W.; Van de Rijt, A.; De Jong, W.; Pacheco, P. Public Innovation and Changes in Communal Access to Timber in the Northern Bolivian Amazon. Int. For. Rev. 2019, 21, 4. [Google Scholar] [CrossRef]
- CEJIS. Incendios en Territorios Indígenas de las Tierras Bajas de Bolivia: Análisis del Periodo 2010–2020; CEJIS: Santa Cruz, Bolivia, 2021. [Google Scholar]
- CNF. En Bolivia el 80% de la Producción de Madera es de Operaciones Comunitarias; CNF, 2024. Available online: https://www.cfb.org.bo/noticias/comercial/en-bolivia-el-80-de-la-produccion-de-madera-es-de-operaciones-comunitarias.
- Contreras-Hermosilla, A.; Vargas Ríos, M.T. Social, Environmental and Economic Dimensions of Forest Policy Reforms in Bolivia; Forest Trends: Washington, DC, USA, Ed.; CIFOR: Bogor, Indonesia, 2002. [Google Scholar]
- Convention on Biological Diversity (CBD); United Nations Convention to Combat Desertification (UNCCD); United Nations Framework Convention on Climate Change (UNFCCC). The Rio Conventions: Action on Forests; 2012.
- Cronkleton, P.; Pacheco, P.; Ibargüen, R.; Albornoz, M.A. Reformas en la Tenencia Forestal en Bolivia: La Gestión Comunal en las Tierras Bajas; CIFOR; CEDLA: La Paz, Bolivia, 2009. [Google Scholar]
- Davis, S.H.; Wali, A. Indigenous Territories and Tropical Forest Management in Latin America. World Bank Working Paper Series 1993, WPS1100. Available online: https://documentos.bancomundial.org/es/publication/documents-reports/documentdetail/965511468770479500/indigenous-territories-and-tropical-forest-management-in-latin-america.
- Dawson, N.M.; Coolsaet, B.; Sterling, E.J.; Loveridge, R.; Gross-Camp, N.D.; Wongbusarakum, S.; Sangha, K.K.; Scherl, L.M.; Phan, H.P.; Zafra-Calvo, N.; et al. The Role of Indigenous Peoples and Local Communities in Effective and Equitable Conservation. Ecology and Society 2021, 26, 19. [Google Scholar] [CrossRef]
- De Jong, W.; Cano, W.; Zenteno, M.; Soriano, M. The Legally Allowable versus the Informally Practicable in Bolivia’s Domestic Timber Market. Forest Policy Econ. 2014, 48, 46–54. [Google Scholar] [CrossRef]
- de la Vega-Leinert, A.C. Too Small to Count? Making Land Use Transformations in Chiquitano Communities of San Ignacio de Velasco, East Bolivia, Visible. J. Land Use Sci. 2020, 15, 172–202. [Google Scholar] [CrossRef]
- Ford, J.D.; King, N.; Galappaththi, E.K.; Pearce, T.; McDowell, G.; Harper, S.L. The Resilience of Indigenous Peoples to Environmental Change. One Earth 2020, 2, 532–543. [Google Scholar] [CrossRef]
- Fundación Tierra. Reflexión y Evaluación sobre Derechos y Territorios Indígenas en Bolivia: Memoria del Panel de Expertos; Fundación Tierra: La Paz, Bolivia, 2015. [Google Scholar]
- Gobierno de Bolivia. Ley No. 1715 del Servicio Nacional de Reforma Agraria; 1996. Available online: https://www.inra.gob.bo/wp-content/uploads/2023/08/LEY_1715.pdf.
- Griffiths, T. Indigenous Peoples, Land Tenure, and Land Policy in Latin America. Land Reform, Land Settlement Cooper. 2004, 46–47.
- Guzmán, R.; Quevedo, L.; El Sistema de Concesiones Forestales en Bolivia. Documento Científico Proyecto FOMABO; UMSS, UAGRM, KU: 2009. Available online: https://www.scribd.com/document/80469161 (accessed on 25 January 2025).
- Ibarnegaray, V.; Rodriguez Montellano, A.; Pinto, C.; Quintanilla, M. Quemas e Incendios Forestales en Bolivia 2019; Fundación Amigos de la Naturaleza: Santa Cruz, Bolivia, 2015. [Google Scholar]
- Kusters, K.; Benneker, C.; Danga, S.; de Graaf, M.; Faure, N.; Greijmans, M.; Livingstone, J.; Louman, B.; Maindo, A.; Mpoyi, C.; Nziavake, S.; Pasiecznik, N.; Quetula, R.J.; Rocas, N.M.; Rodríguez, C.; Shibeshi, A. NGOs Facilitating Internal Governance Processes in Community Forestry Initiatives. Trop. Conserv. Sci. 2022, 15, 1–4. [Google Scholar] [CrossRef]
- Kusters, K.; de Graaf, M. Formalizing Community Rights to Forests: Expectations, Outcomes and Conditions for Success; Tropenbos International: Wageningen, the Netherlands, 2019. [Google Scholar]
- Larson, A.M.; Barry, D.; Dahal, G.R.; Colfer, C.J.P. Bosques y Derechos Comunitarios: Las Reformas en la Tenencia Forestal; CIFOR: Bogor, Indonesia, 2010. [Google Scholar]
- Leroy, M.; Derroire, G.; Vende, J.; Lemenager, T. Sustainable Management of Tropical Forests—From a Critical Analysis of the Concept to an Environmental Evaluation of Its Management Arrangements. À Savoir 2014, 237. [Google Scholar]
- Mamo, D., Ed. The Indigenous World 2020; The International Work Group for Indigenous Affairs (IWGIA): 2020; 784 p.
- Markopoulos, M.D. The Impacts of Certification on Community Forest Enterprises: A Case Study of the Lomerío Community Forest Management Project, Bolivia; Oxford Forestry Institute: Oxford, UK, 1998; Available online: https://assets.publishing.service.gov.uk/media/57a08da1e5274a27b200195d (accessed on 25 January 2025).
- Masaquiza, M. Challenges and Opportunities for Indigenous Peoples’ Sustainability. United Nations, Department of Economic and Social Affairs; Policy Brief 2021, 101. [CrossRef]
- Medina, G.; Pokorny, B.; Campbell, B. Favoreciendo el Desarrollo Local en la Amazonia: Lecciones de las Iniciativas de Manejo Forestal Comunitario. CIFOR, Forest Livelihood Briefs 2008, 8.
- Montero, J.C.; Mendoza, K.; Pokorny, B.; Ascarrunz, N.; Johnson, J. Factibilidad Técnica y Financiera del Aserrío Móvil por Productores Forestales Indígenas Chiquitanos: En Búsqueda de Nuevas Alternativas para Reactivar el Sector Forestal en Bolivia; Instituto Boliviano de Investigación Forestal (IBIF): Santa Cruz de la Sierra, Bolivia, 2021; ISBN 978-99974-848-1-9. [Google Scholar]
- Mostacedo, B.; Peña Claros, M.; Alarcón, A.; Licona, J.C.; Ohlson-Kiehn, C.; Jackson, S.; Fredericksen, T.S.; Putz, F.E.; Blate, G. Daños al Bosque Bajo Diferentes Sistemas Silviculturales e Intensidades de Aprovechamiento Forestal. Documento Técnico No. 1; Instituto Boliviano de Investigación Forestal (IBIF): Santa Cruz, Bolivia, 2006. [Google Scholar]
- Müller, R.; Montero, J.C.; Mariaca, G. Causas, Actores y Dinámicas de la Deforestación en Bolivia 2010–2022; CEDLA: La Paz, Bolivia, 2024. [Google Scholar]
- National Supreme Decree 4359/2020; Ministerial Resolution 178/2023; Technical National Guideline ABT 001/2024; Administrative Resolution ABT 006/2024.
- Navarro, G. Clasificación de la Vegetación de Bolivia; Centro de Ecología Difusión Simón I. Patiño: Santa Cruz de la Sierra, Bolivia, 2011. [Google Scholar]
- Nerfa, L.; Rhemtulla, J.M.; Zerriffi, H. Forest Dependence Is More Than Forest Income: Development of a New Index of Forest Product Collection and Livelihood Resources. World Development 2020, 125, 104689. [Google Scholar] [CrossRef]
- Ng’andwe, P.; Mwitwa, J.; Muimba-Kankolongo, A.; Ratnasingam, J. An Overview of the Forestry Sector in Zambia. In Forest Policy, Economics, and Markets in Zambia; 2015; pp. 1–26. [CrossRef]
- Pacheco, P. Decentralization of Forest Management in Bolivia: Who Benefits and Why. In The politics of decentralization: forests, Power and People; Carol J. Pierce Colfer and Doris, Capistrano, Ed.; Earthscan: London, UK, 2005; pp. 166–183. [Google Scholar]
- Pacheco, P. Los Dilemas de las Políticas y el Manejo Forestal Comunitario: Algunas Reflexiones Desde el Caso Boliviano. In Proceedings of the IV Reunión sobre Investigación Forestal “Hacia un Modelo de Manejo Forestal Comunitario”, Cobija, Bolivia, 3–5 September 2008. Available online: https://www2.cifor.org/tenure-reform/data/files/bolivia/conference_papers/cp_bolivia2.pdf. [Google Scholar]
- Pacheco, P. Smallholders and Communities in Timber Markets: Conditions Shaping Diverse Forms of Engagement in Tropical Latin America. Conserv. Soc. 2012, 10, 114–123. [Google Scholar] [CrossRef]
- Pacheco, P. What Lies Behind Decentralization? Forest, Powers, and Actors in Lowland Bolivia. Eur. J. Dev. Res. 2004, 16, 1. [Google Scholar] [CrossRef]
- Pokorny, B.; Sabogal, C.; de Jong, W.; Stoian, D.; Louman, B.; Pacheco, P.; Porro, N. Experiencias y Retos del Manejo Forestal Comunitario en América Tropical. CATIE. 2008, 54, 81–98. [Google Scholar]
- Prado Córdova, J.P.; Wunder, S.; Smith-Hall, C.; Börner, J. Rural Income and Forest Reliance in Highland Guatemala. Environ. Manag. 2013, 51, 1034–1043. [Google Scholar] [CrossRef] [PubMed]
- Putz, F.; Romero, C.; Sist, P.; Schwartz, G.; Thompson, I.; Roopsind, A.; Ruslandi. ; Medjibe, V.; Ellis, P. Sustained Timber Yield Claims, Considerations, and Tradeoffs for Selectively Logged Forests. PNAS Nexus. 2022, 1, 1–7. [Google Scholar] [CrossRef] [PubMed]
- RAISG (Red Amazónica de Información Socioambiental Georreferenciada). Amazon Under Pressure; RAISG, 2020a. ISBN 978-65-88037-07-2. Available online: https://www.raisg.org/en/publication/amazonia-under-pressure-2020/.
- RAISG (Red Amazónica de Información Socioambiental Georreferenciada). Atlas 2020: Indigenous Territories; 2020b. Available online: https://atlas2020.amazoniasocioambiental.org/en/posts/indigenous-territories.
- Riester, J. Aspectos Fundamentales de la Cultura Intangible y Social de la Nación Chiquitana en la Obra; Biblioteca del Bicentenario de Bolivia-BBB, 2021.
- Riester, J.; Fischermann, B. En Busca de la Loma Santa; Los Amigos del Libro: Santa Cruz de la Sierra, Bolivia, 1976. [Google Scholar]
- Rodríguez Montellano, A.M. Incendios y Quemas en Bolivia: Análisis Histórico desde 2000 a 2013; Fundación Amigos de la Naturaleza, Editorial FAN: Santa Cruz de la Sierra, Bolivia, 2014. [Google Scholar]
- Rosenfeld, T.; Pokorny, B.; Marcovitch, J.; Poschen, P. BIOECONOMY Based on Non-Timber Forest Products for Development and Forest Conservation - Untapped Potential or False Hope? A Systematic Review for the BRAZILIAN Amazon.
- Sist, P.; Peña-Claros, M.C.; Baldiviezo, J.P.; Derroire, G.; Kanashiro, M.; Mendoza, K.; Piponiot, C.; Roopsind, A.; Veríssimo, A.; Vidal, E.; et al. Forest Management for Timber Production and Forest Landscape Restoration in the Amazon: The Way Towards Sustainability. Science Panel for the Amazon Policy Brief 2023. [Google Scholar] [CrossRef]
- The Rights and Resources (RRI). Who Owns the World’s Land? Global State of Indigenous, Afro-Descendant, and Local Community Land Rights Recognition from 2015–2020; Rights and Resources Initiative: Washington, DC, USA, 2023. [Google Scholar]
- The Rights and Resources Initiative (RRI). Securing Community Land Rights: Priorities and Opportunities to Advance Climate and Sustainable Development Goals; Rights and Resources Initiative: Washington, DC, USA, 2017. [Google Scholar]
- UNCED. Forest Principles—Report of the United Nations Conference on Environment and Development (UNCED). 14 June 1992, Rio de Janeiro. Available online: https://digitallibrary.un.org/record/170821?ln=en.
- USAID. Community Land and Natural Resource Tenure Recognition: Review of Country Experiences; USAID: 2016.
- van Dam, C. Indigenous Territories and REDD in Latin America: Opportunity or Threat? Forests 2011, 2, 394–414. [Google Scholar] [CrossRef]
- van Dam, C. La Tenencia de la Tierra en América Latina: El Estado del Arte de la Discusión en la Región; 1999.
| Initial Investment* (USD) |
Internal Rate of Return (%) | Net Present Value | Benefits/Cost | Net Financial Result (USD/m³) | |
|---|---|---|---|---|---|
| Logosol equipment | 3771 | 74.59 | 322.291 | 2.81 | 28.02 |
| Guide Bar | 2595 | 118.62 | 404.623 | 4.28 | 30.32 |
| Freehand | 2265 | 188.31 | 667.348 | 6.68 | 37.93 |
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