removed redundant parameters

README.md

@@ -86,8 +86,7 @@ Check out `demo.ipynb` for a complete pipeline and more detailed instructions. W
                     config['refinement']['output'],
                     verbose=config['verbose'],
                     remove=config['refinement']['remove'], 
-                    mapping_file=config['refinement']['mapping_file'],
-                    refined_again=False,)       #TODO: change to True if you want to refine the topics again
+                    mapping_file=config['refinement']['mapping_file'])       #TODO: change to True if you want to refine the topics again
     ```
 5. Assign and correct the topics, usually with a weaker model if using paid APIs to save cost:
     ```python

assets/styles/main.css

@@ -213,5 +213,4 @@ pre {
   font-size: 14px;
   padding: 0;
   margin: 0;
-  color: #d63333;
 }

data/output/sample/generation_1.jsonl

@@ -1,5 +1,5 @@
-{"id":"111-HR-3692","text":"National Forest Roadless Area Conservation Act - Identifies roadless areas within the National Forest System set forth in specified maps as National Forest Inventoried Roadless Areas, and directs the Secretary of Agriculture to manage such Areas to maintain their roadless character. Authorizes the Forest Service to modify such maps for the sole purpose of improving their accuracy or inclusiveness. Requires any substantial modification of those maps to be made through the national forest management planning process and documented in an environmental impact statement.","label":"Public Lands","responses":"[1] Environment: Involves the management and conservation of natural resources and ecosystems."}
+{"id":"111-HR-3692","text":"National Forest Roadless Area Conservation Act - Identifies roadless areas within the National Forest System set forth in specified maps as National Forest Inventoried Roadless Areas, and directs the Secretary of Agriculture to manage such Areas to maintain their roadless character. Authorizes the Forest Service to modify such maps for the sole purpose of improving their accuracy or inclusiveness. Requires any substantial modification of those maps to be made through the national forest management planning process and documented in an environmental impact statement.","label":"Public Lands","responses":"[1] Environment: Involves the conservation and management of natural resources and ecosystems."}
 {"id":"111-S-1388","text":"Spokane Tribe of Indians of the Spokane Reservation Grand Coulee Dam Equitable Compensation Settlement Act - (Sec. 3) States that the purpose of this Act is to compensate the Spokane Tribe of Indians of the Spokane Reservation, Washington State for the use of its land for hydropower generation by the Grand Coulee Dam. (Sec. 5) Establishes in the Treasury the Spokane Tribe of Indians Settlement Fund. Authorizes the Spokane Business Council, upon a Fund deposit, to notify the Secretary requesting that the Secretary pay all or a portion of the Fund amounts to the Council. Obligates Fund amounts for: (1) a Cultural Resource Repository and Interpretive Center concerning the culture and history of the Tribe; (2) tribal member benefits; and (3) resource development, credit, scholarship, or educational programs. (Sec. 6) Directs the Administrator of the Bonneville Power Administration (or the head of a successor entity that markets power produced at the Grand Coulee Dam) to pay to the Tribe: (1) on March 1, 2010, 29% of the computed annual payment for FY2009; and (2) on March 1 of each subsequent year, 29% of the computed annual payment for the preceding fiscal year. (Sec. 7) Allows payments made to the Council or Tribe to be used or invested by the Council in the same manner and for the same purposes as other Tribe governmental funds. Provides that: (1) neither the Secretary of the Interior nor the Administrator shall have trust responsibility for the investment, administration, or expenditure of any funds after the date on which the funds are paid to the Council or Tribe; (2) the payments of all funds to the Council and Tribe and the interest and income generated by the funds, shall be treated in the same manner as specified payments under the Saginaw Chippewa Indian Tribe of Michigan Distribution of Judgment Funds Act; and (3) after the date of fund transfer to the Council or Tribe the funds shall be Tribe governmental funds and subject to annual tribal government audit. (Sec. 8) Sets forth repayment credit provisions. (Sec. 9) Directs the Secretary to transfer administrative jurisdiction from the Bureau of Reclamation to the Bureau of Indian Affairs (BIA) over certain land located within the exterior boundaries of the Spokane Indian Reservation. Provides, with regard to land transferred under this section that: (1) such land shall be held in trust for the Tribe and shall remain part of the Spokane Indian Reservation; (2) the federal trust responsibility shall be the same as for other tribal land held in trust within the Spokane Indian Reservation; (3) the United States reserves a perpetual right over such land to carry out the Columbia Basin Project; and (4) land that was included in the Lake Roosevelt National Recreation Area shall remain part of the Recreation Area. States that nothing in this section establishes or affects the boundary between the Spokane Indian Reservation and the Colville Reservation along the Columbia River and Lake Roosevelt or the agreements and rights provided for in the Act of June 29, 1940. (Sec. 10) Provides that payments by the Secretary and the Administrator and restoration of ownership of land in trust constitute full satisfaction of the claim of the Tribe to a fair share of the annual hydropower revenues generated by the Grand Coulee Dam project for the past and continued use of land of the Tribe for the production of hydropower at Grand Coulee Dam. (Sec. 11) Authorizes appropriations to carry out this Act. (Sec. 12) States that nothing in this Act establishes any precedent or is binding on the Southwestern Power Administration, Western Area Power Administration, or Southeastern Power Administration.","label":"Public Lands","responses":"[1] Environment: Mentions the use of land and natural resources, including hydropower generation and land management."}
 {"id":"113-S-96","text":"Rigs to Reefs Habitat Protection Act - Directs the Secretary of the Interior to assess each offshore oil and gas platform in the Gulf of Mexico that is no longer useful for operations, and has become critical for a marine fisheries habitat, to: (1) determine whether there are coral populations or other protected species in the platform's vicinity, and (2) identify any species in the vicinity that have recreational or commercial value.\n\nProhibits the removal of any such platforms until the Secretary has completed each assessment.\n\nRequires suspension of the decommissioning of a platform if a substantial reef ecosystem is in the vicinity until the Secretary determines that decommissioning would not harm the ecosystem.\n\nExempts from certain platform removal deadlines any lessees who: (1) commit to entering a particular platform in the artificial reef program under the National Fishing Enhancement Act of 1984, and (2) initiate discussions with applicable states regarding potential artificial reef sites.\n\nAllows a lessee to provide for reefing in place under the artificial reef program.\n\nPermits states with a state rig-to-reef program to enter agreements with any appropriate entities to assume liability in federal water for a structure covered by the state program.\n\nEstablishes a Reef Maintenance Fund. Requires the owner of a rig enrolled in the artificial reef program to: (1) maintain a rig anode system; and (2) pay into the Fund 50% of the estimated platform removal costs for which the owner would have been responsible if it had not participated in the program.","label":"Energy","responses":"[1] Environment: Mentions the protection and management of natural habitats and ecosystems."}
-{"id":"112-HR-1395","text":"Leading and Expediting Aerotropolis Development Act of 2011 - Directs the Secretary of Transportation to establish an aerotropolis grant program to assist in the development of aerotropolis transportation systems (i.e., planned and coordinated multimodal freight and passenger transportation networks that provide efficient, sustainable, and intermodal connectivity to a defined region of economic significance centered around a major airport). Authorizes the Secretary to make grants to eligible entities to assist in planning, design, environmental review, or land acquisition activities for one or more specified kinds of projects to benefit such systems.","label":"Transportation","responses":"[1] Environment: Mentions sustainable development and environmental review processes."}
-{"id":"110-S-2356","text":"Prevention of Unsafe Licensing Act - Amends the REAL ID Act of 2005 to prohibit a state from issuing a driver's license or identification document to a person unless the state has complied with certain citizenship or lawful immigration status verification requirements.","label":"Immigration","responses":"[1] Trade: Mentions the exchange of capital, goods, and services."}
+{"id":"112-HR-1395","text":"Leading and Expediting Aerotropolis Development Act of 2011 - Directs the Secretary of Transportation to establish an aerotropolis grant program to assist in the development of aerotropolis transportation systems (i.e., planned and coordinated multimodal freight and passenger transportation networks that provide efficient, sustainable, and intermodal connectivity to a defined region of economic significance centered around a major airport). Authorizes the Secretary to make grants to eligible entities to assist in planning, design, environmental review, or land acquisition activities for one or more specified kinds of projects to benefit such systems.","label":"Transportation","responses":"[1] Transportation: Involves the development and management of systems and infrastructure for the movement of people and goods."}
+{"id":"110-S-2356","text":"Prevention of Unsafe Licensing Act - Amends the REAL ID Act of 2005 to prohibit a state from issuing a driver's license or identification document to a person unless the state has complied with certain citizenship or lawful immigration status verification requirements.","label":"Immigration","responses":"[1] Transportation: Relates to the systems and methods for moving people or goods from one place to another, including regulations and licensing."}

data/output/sample/generation_1.md

@@ -1,2 +1,2 @@
-[1] Environment (Count: 4): Involves the management and conservation of natural resources and ecosystems.
-[1] Trade (Count: 1): Mentions the exchange of capital, goods, and services.
+[1] Environment (Count: 3): Involves the conservation and management of natural resources and ecosystems.
+[1] Transportation (Count: 2): Involves the development and management of systems and infrastructure for the movement of people and goods.