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Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 1. Promote sustainable exploitation of irrigation potential by increasing the area under irrigation by 40,000ha per year in line with Kenya Vision 2030. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | incoherent | -2 Counteracting | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 2. Increase available water for irrigation through innovative technologies including water harvesting and flood control, use of wastewater, and sustainable exploitation of groundwater. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | incoherent | -3 Cancelling | null | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | neutral | 0 Consistent | test | user2 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +1 Enabling | null | user3 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | neutral | 0 Consistent | null | user3 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 6. Promote participation of stakeholders in irrigation development and management. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +1 Enabling | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 7. Adopt an integrated approach to sustainable commercial irrigation farming including crop, livestock and aquaculture production. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 8. Formulate an appropriate legal, institutional and regulatory framework for the irrigation sub-sector. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +1 Enabling | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | 9. Guide the implementation process of the policies and strategies for irrigation development and management in the country. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Energy | Energy | Bioenergy Strategy 2020-2027 | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | • To promote sustainable production and consumption of bioenergy; | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • SHORT-TERM (2020-2022)
• a.) The National Bioenergy Committee (NBC) strengthened, relaunched and gazetted;
• b.) Organisational mandates in bioenergy development as well as coordination and leadership in implementing policy and regulatory requirements are harmonised at national and county levels;
• c.) Clear Deliv... | coherent | +1 Enabling | n | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Energy | Energy | Bioenergy Strategy 2020-2027 | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | • To accelerate transition to clean cooking technologies and fuels; | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • SHORT-TERM (2020-2022)
• a.) The National Bioenergy Committee (NBC) strengthened, relaunched and gazetted;
• b.) Organisational mandates in bioenergy development as well as coordination and leadership in implementing policy and regulatory requirements are harmonised at national and county levels;
• c.) Clear Deliv... | coherent | +2 Reinforcing | j | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Energy | Energy | Bioenergy Strategy 2020-2027 | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | • To provide potential investors with requisite information on viable opportunities for bioenergy development in Kenya; | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • SHORT-TERM (2020-2022)
• a.) The National Bioenergy Committee (NBC) strengthened, relaunched and gazetted;
• b.) Organisational mandates in bioenergy development as well as coordination and leadership in implementing policy and regulatory requirements are harmonised at national and county levels;
• c.) Clear Deliv... | coherent | +1 Enabling | j | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Energy | Energy | Bioenergy Strategy 2020-2027 | Strategic objectives / directions | i. Land use planning, resource allocation and resource management for sustainable development to promote public good and general welfare; | • To serve as a framework for regional and international cooperation and trade in bioenergy and related feedstocks. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • SHORT-TERM (2020-2022)
• a.) The National Bioenergy Committee (NBC) strengthened, relaunched and gazetted;
• b.) Organisational mandates in bioenergy development as well as coordination and leadership in implementing policy and regulatory requirements are harmonised at national and county levels;
• c.) Clear Deliv... | coherent | +3 Indivisible | n | user1 | null | null | null | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 1. Promote sustainable exploitation of irrigation potential by increasing the area under irrigation by 40,000ha per year in line with Kenya Vision 2030. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 6.34, "coherent": 91.99, "incoherent": 1.68} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 2. Increase available water for irrigation through innovative technologies including water harvesting and flood control, use of wastewater, and sustainable exploitation of groundwater. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +1 Enabling | test | user1 | coherent | +1 Enabling | {"neutral": 0.03, "coherent": 58.82, "incoherent": 41.15} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | coherent | +2 Reinforcing | {"neutral": 0.15, "coherent": 74.66, "incoherent": 25.2} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 98.72, "incoherent": 1.21} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.86, "incoherent": 0.1} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 6. Promote participation of stakeholders in irrigation development and management. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.05, "coherent": 99.88, "incoherent": 0.07} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 7. Adopt an integrated approach to sustainable commercial irrigation farming including crop, livestock and aquaculture production. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | test | user1 | coherent | +2 Reinforcing | {"neutral": 2.96, "coherent": 71.16, "incoherent": 25.88} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 8. Formulate an appropriate legal, institutional and regulatory framework for the irrigation sub-sector. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.05, "coherent": 99.87, "incoherent": 0.08} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | ii. Environmental management and sustainable production in the utilization of land resources; | 9. Guide the implementation process of the policies and strategies for irrigation development and management in the country. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.08, "coherent": 99.87, "incoherent": 0.05} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 1. Promote sustainable exploitation of irrigation potential by increasing the area under irrigation by 40,000ha per year in line with Kenya Vision 2030. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 11.27, "coherent": 88.27, "incoherent": 0.45} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 2. Increase available water for irrigation through innovative technologies including water harvesting and flood control, use of wastewater, and sustainable exploitation of groundwater. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.68, "coherent": 93.17, "incoherent": 6.15} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.34, "incoherent": 0.62} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.03, "coherent": 99.8, "incoherent": 0.16} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.05, "coherent": 99.88, "incoherent": 0.07} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 6. Promote participation of stakeholders in irrigation development and management. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 99.88, "incoherent": 0.06} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 7. Adopt an integrated approach to sustainable commercial irrigation farming including crop, livestock and aquaculture production. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 19.17, "coherent": 76.44, "incoherent": 4.38} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 8. Formulate an appropriate legal, institutional and regulatory framework for the irrigation sub-sector. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.05, "coherent": 99.87, "incoherent": 0.08} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iv. Equitable utilization of land resources to meet governance, socialeconomic and cultural obligations of the people of Kenya; | 9. Guide the implementation process of the policies and strategies for irrigation development and management in the country. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | test | user1 | coherent | +3 Indivisible | {"neutral": 0.07, "coherent": 99.88, "incoherent": 0.05} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 1. Promote sustainable exploitation of irrigation potential by increasing the area under irrigation by 40,000ha per year in line with Kenya Vision 2030. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping themes of **planning** (0.198) and **collaboration** (0.112) in Policy A, which align with Policy B's focus on **increasing irrigation area** (0.288) and **sustainable exploitation** (0.188). These shared terms emphasize structured, goa... | user1 | coherent | +3 Indivisible | {"neutral": 0.05, "coherent": 99.87, "incoherent": 0.08} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 2. Increase available water for irrigation through innovative technologies including water harvesting and flood control, use of wastewater, and sustainable exploitation of groundwater. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | incoherent | -3 Cancelling | The model classified the policies as **INCOHERENT** due to conflicting priorities and thematic misalignment. Policy A emphasizes **"integration"** (0.234) and **"collaboration"** (0.086) among **"land users"** (0.230), focusing on institutional coordination. Policy B prioritizes **"available water"** (0.410) and **"sus... | user1 | incoherent | -3 Cancelling | {"neutral": 0.04, "coherent": 11.09, "incoherent": 88.87} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping thematic elements, with **'increase' (0.250)** and **'national' (0.270)** in Policy B emphasizing financial allocation and budgetary focus, which align with Policy A's **'sectoral' (0.103)** and **'cross-sectoral' (0.103)** planning. Co... | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.77, "incoherent": 0.2} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping thematic elements and shared terminology. Policy A's high positive token scores for **"planning"** (0.114), **"collaboration"** (0.086), and **"decision making"** (0.139) align with Policy B's emphasis on **"research"** (0.479) and **"d... | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.85, "incoherent": 0.11} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping themes of collaboration and institutional planning, with high positive scores for tokens like **"sector" (0.175)**, **"cross" (0.107)**, **"planning" (0.121)**, **"collaboration" (0.110)**, and **"decision making" (0.105)** in Policy A,... | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 99.86, "incoherent": 0.07} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 6. Promote participation of stakeholders in irrigation development and management. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as COHERENT is driven by overlapping themes of **planning** (0.324) and **collaboration** (0.094) in Policy A, which align with **irrigation** (0.583) and **stakeholder participation** (0.234) in Policy B. However, the model flags **negative scores** for **"users"** (-0.222) a... | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.63, "incoherent": 0.33} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 7. Adopt an integrated approach to sustainable commercial irrigation farming including crop, livestock and aquaculture production. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** hinges on shared thematic elements, particularly the emphasis on **"approach" (0.471)** and **"including" (0.435)** in Policy B, which align with Policy A's focus on **"foster collaboration" (0.126)** and **"collaboration" (0.117)**. These tokens suggest a mutu... | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 97.49, "incoherent": 2.47} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 8. Formulate an appropriate legal, institutional and regulatory framework for the irrigation sub-sector. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping thematic elements and shared terminology. Policy A's high positive scores for **"planning" (0.220)**, **"cross" (0.251)**, and **"collaboration" (0.176)** align with Policy B's emphasis on **"legal" (0.450)** and **"regulatory" (0.573)*... | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 99.87, "incoherent": 0.07} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | iii. Coordination and integration of institutional linkages in planning at sectoral and cross-sectoral levels to foster collaboration and decision making among different land users; | 9. Guide the implementation process of the policies and strategies for irrigation development and management in the country. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping thematic elements, particularly the emphasis on **"cross-sectoral"** collaboration (Policy A's "cross" [0.224] and "sector" [0.101]) and **"implementation"** of strategies (Policy B's "implementation" [0.443] and "strategies" [0.339]). ... | user1 | coherent | +3 Indivisible | {"neutral": 0.07, "coherent": 99.85, "incoherent": 0.08} | null | null |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 1. Promote sustainable exploitation of irrigation potential by increasing the area under irrigation by 40,000ha per year in line with Kenya Vision 2030. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** hinges on shared thematic elements and alignment with national development goals. The highest positive token scores include **"Vision" (0.565)** and **"2030" (0.372)** in Policy B, which directly reference Kenya Vision 2030, a key national framework. Policy A's... | user1 | coherent | +3 Indivisible | {"neutral": 0.03, "coherent": 99.33, "incoherent": 0.64} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI model's reasoning for classifying the two policies as coherent. They provided token scores, so I need to analyze those.
First, I should look for the highest positive and negative scores. For Policy A, "Vision" has a high score of 0.565, wh... | {"<s>": 0.0, "An": 0.00644699577242136, "ch": 0.0023428683634847403, "oring": -0.07350777834653854, "land": -0.17928268015384674, "development": 0.07419533282518387, "initiatives": 0.11551681160926819, "that": 0.0380709283053875, "will": 0.04661130905151367, "respond": -0.0022120445501059294, "positively": 0.0582993030... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 2. Increase available water for irrigation through innovative technologies including water harvesting and flood control, use of wastewater, and sustainable exploitation of groundwater. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | incoherent | -3 Cancelling | The model's classification of the policies as **INCOHERENT** stems from conflicting thematic priorities and structural inconsistencies. Policy A emphasizes **"market demands"** (0.232) and **"development"** (0.106), focusing on land-based economic initiatives, while Policy B prioritizes **"Increase"** (0.424) and **"th... | user1 | incoherent | -3 Cancelling | {"neutral": 0.03, "coherent": 15.01, "incoherent": 84.96} | <think>
Okay, let's tackle this. The user wants an explanation of why the XAI model classified the two policies as INCOHERENT. They provided token scores, so I need to look at those.
First, I should identify the highest positive and negative scores. For Policy A, the highest positive is 'market' (0.232) and 'demands' ... | {"<s>": 0.0, "An": -0.12499857693910599, "ch": 0.019713101908564568, "oring": 0.25484177470207214, "land": 0.0023803841322660446, "development": 0.10635052621364594, "initiatives": -0.06138256937265396, "that": 0.053138308227062225, "will": -0.02076375111937523, "respond": -0.04386496916413307, "positively": 0.01525135... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 3. Mobilize resources for investments from various stakeholders and increase Government financial allocation to irrigation to at least 5% of the annual national budget. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +2 Reinforcing | The model's classification of the policies as **COHERENT** hinges on overlapping thematic elements and shared goals, despite localized discrepancies. The highest positive token scores in Policy A include **"the" (0.140)** and **"market" (0.041)**, suggesting a focus on market-driven land development, while Policy B's *... | user1 | coherent | +2 Reinforcing | {"neutral": 0.04, "coherent": 80.16, "incoherent": 19.8} | <think>
Okay, let's tackle this. The user wants an explanation of the XAI model's reasoning for classifying the two policies as coherent. They provided token scores, so I need to look at the highest positive and negative scores.
First, I'll list the tokens with their scores. For Policy A, the highest positive tokens a... | {"<s>": 0.0, "An": 0.0749824047088623, "ch": 0.0616876594722271, "oring": 0.09524846076965332, "land": -0.28692030906677246, "development": -0.07829093188047409, "initiatives": -0.017259204760193825, "that": 0.011847413145005703, "will": -0.014064546674489975, "respond": -0.13138899207115173, "positively": 0.1062820479... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 4. Undertake irrigation research and development. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's prediction of COHERENT likely stems from the shared focus on development and collaboration, as evidenced by the highest positive token scores: **'and' (0.512)** and **'research' (0.171)** in Policy B, which align with **'development' (0.229)** and **'initiatives' (0.283)** in Policy A. These terms suggest a... | user1 | coherent | +3 Indivisible | {"neutral": 0.02, "coherent": 99.2, "incoherent": 0.78} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI output for a sequence classification model that predicted the relationship between two policies as COHERENT. The policies are Policy A and Policy B. The token scores are provided, so I need to analyze those.
First, I should recall what COH... | {"<s>": 0.0, "An": 0.027194619178771973, "ch": 0.24776677787303925, "oring": 0.19019180536270142, "land": -0.18746942281723022, "development": 0.22919915616512299, "initiatives": 0.2832954525947571, "that": 0.1346481442451477, "will": 0.10513758659362793, "respond": 0.07329987734556198, "positively": 0.0936715081334114... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 5. Build capacity of technical personnel and irrigators. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's prediction of COHERENT between Policy A and Policy B is driven by overlapping themes of development and capacity-building, with positive token scores highlighting shared goals. Policy A's highest positive tokens include **"development" (0.072)** and **"market" (0.100)**, suggesting a focus on economic align... | user1 | coherent | +3 Indivisible | {"neutral": 0.03, "coherent": 99.6, "incoherent": 0.38} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI output for a sequence classification model that predicted the relationship between two policies as COHERENT. The policies are Policy A and Policy B, and there are token scores provided.
First, I need to understand what the model is doing. ... | {"<s>": 0.0, "An": -0.06994092464447021, "ch": 0.1126079186797142, "oring": 0.1833781898021698, "land": -0.6093541979789734, "development": 0.07188698649406433, "initiatives": 0.16051560640335083, "that": 0.144595667719841, "will": 0.1380147933959961, "respond": -0.02225625514984131, "positively": 0.03781074658036232, ... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 6. Promote participation of stakeholders in irrigation development and management. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's prediction of "COHERENT" between Policy A and Policy B is supported by overlapping thematic elements and positive token scores. Policy A's highest positive tokens are **"initiatives" (0.235)** and **"demands" (0.147)**, reflecting alignment with market-driven development goals, while Policy B's strongest po... | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 99.82, "incoherent": 0.13} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI output for a sequence classification model that predicted the relationship between two policies as COHERENT. The model's token scores are provided, so I need to analyze those.
First, I should look at the highest positive and negative score... | {"<s>": 0.0, "An": -0.19397380948066711, "ch": 0.14897699654102325, "oring": 0.07039036601781845, "land": -0.37552791833877563, "development": 0.09272062033414841, "initiatives": 0.23536135256290436, "that": 0.1790226846933365, "will": 0.08313090354204178, "respond": 0.05894977226853371, "positively": 0.063651502132415... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 7. Adopt an integrated approach to sustainable commercial irrigation farming including crop, livestock and aquaculture production. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | incoherent | -3 Cancelling | The model's prediction of "INCOHERENT" likely stems from conflicting thematic emphasis between the policies. Policy A's highest positive tokens ("development" [0.215], "market" [0.103], "demands" [0.087]) focus on market-driven land initiatives, while Policy B's strongest positive terms ("approach" [0.318], "sustainabl... | user1 | incoherent | -3 Cancelling | {"neutral": 0.02, "coherent": 3.73, "incoherent": 96.25} | <think>
Okay, let's tackle this. The user wants an explanation of why the XAI model labeled the two policies as INCOHERENT. They provided token scores for both policies. First, I need to look at the highest positive and negative scores in each policy.
Starting with Policy A: The highest positive tokens are 'developmen... | {"<s>": 0.0, "An": 0.019397921860218048, "ch": -0.15454527735710144, "oring": 0.2040105015039444, "land": 0.1513649970293045, "development": 0.2153765857219696, "initiatives": 0.10938788950443268, "that": 0.13182680308818817, "will": 0.07720550149679184, "respond": 0.07651933282613754, "positively": 0.09780355542898178... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 8. Formulate an appropriate legal, institutional and regulatory framework for the irrigation sub-sector. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is driven by overlapping thematic emphasis on institutional and market-driven frameworks. Policy A's highest positive tokens—**"development" (0.156)**, **"initiatives" (0.209)**, and **"market" (0.197)**—highlight economic and strategic planning, while Policy B... | user1 | coherent | +3 Indivisible | {"neutral": 0.04, "coherent": 99.84, "incoherent": 0.12} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI model's reasoning for classifying the two policies as coherent. They provided token scores, so I need to analyze those.
First, I should look at the highest positive and negative scores in each policy. For Policy A, the highest positive tok... | {"<s>": 0.0, "An": -0.06241972744464874, "ch": 0.13257679343223572, "oring": 0.07815352082252502, "land": -0.08726201951503754, "development": 0.15601839125156403, "initiatives": 0.20939922332763672, "that": 0.0783899649977684, "will": 0.05048643425107002, "respond": 0.0767902061343193, "positively": 0.1136522144079208... |
Land | Environment | National Land Use Policy | Water | Water | National Irrigation Policy | Strategic objectives / directions | v. Anchoring land development initiatives that will respond positively to the market demands; | 9. Guide the implementation process of the policies and strategies for irrigation development and management in the country. | Policy Actions and Measures (PAMs) | • i. Facilitate a planning process that will: -
a) Ensure an orderly management of both urban and rural land.
• i. Facilitate a planning process that will: b) Empower land users and occupiers to make better and more productive use of their land.
• i. Facilitate a planning process that will: c) Promote efficient and e... | • Build irrigation infrastructure to increase the area under irrigation by developing new schemes, as well as rehabilitation and performance improvement of existing ones. This will ensure accelerated, sustainable exploitation of the irrigation potential by expanding the area under irrigation from the It rrent irrigated... | coherent | +3 Indivisible | The model's classification of the policies as **COHERENT** is influenced by overlapping thematic elements and positive token scores. Policy A's strong positive scores for "the" (0.304) and "development" (0.114) suggest a focus on structured, market-aligned initiatives, while Policy B's high positive scores for "in" (0.... | user1 | coherent | +3 Indivisible | {"neutral": 0.06, "coherent": 99.85, "incoherent": 0.09} | <think>
Okay, let's tackle this query. The user wants an explanation of the XAI output where the model classified two policies as coherent. I need to analyze the token scores provided.
First, I'll look for the highest positive and negative scores. For Policy A, "land" has a strong negative score (-0.155), which might ... | {"<s>": 0.0, "An": -0.006144663784652948, "ch": 0.03410692140460014, "oring": 0.009742098860442638, "land": -0.15522529184818268, "development": 0.1137903481721878, "initiatives": 0.16752175986766815, "that": 0.13005757331848145, "will": -0.030257651582360268, "respond": 0.07759111374616623, "positively": 0.02084016613... |
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