diff --git "a/data/us_femagrant_month_predLen_6/validation.jsonl" "b/data/us_femagrant_month_predLen_6/validation.jsonl"
--- "a/data/us_femagrant_month_predLen_6/validation.jsonl"
+++ "b/data/us_femagrant_month_predLen_6/validation.jsonl"
@@ -1,32 +1,32 @@
-{"batch_x": [1073836672.0, 474146048.0, 294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0], "batch_y": [562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2019-06-24: The United States is increasingly reliant on federal help to address natural disasters, which is a key source of federal fiscal exposure, particularly with extreme weather events. [Source]; Three of the 5 costliest US hurricanes ever recorded occurred in recent years, highlighting the tremendous toll that natural and human-made disasters can take on affected areas. [Source] 2019-06-17: The USDA Climate Hubs provide information on emergency preparedness for various disasters such as hurricanes, floods, earthquakes, tsunamis, and fires, with a focus on the Midwest and Puerto Rico. [Source: www.climatehubs.usda.gov]; The US EPA provides guidance on planning for natural disaster debris, including emergency response and environmental information. [Source: www.epa.gov]; The FEMA-PA provides supplemental federal disaster grant assistance for debris removal and emergency protective measures in the US Virgin Islands. [Source: www.usviodr.com]; The Federal Register updates duplication of benefits requirements for state disaster assistance programs. [Source: www.federalregister.gov] 2019-06-10: The Ashtabula County Emergency Management Agency identifies mitigation activities to lessen the effects of disaster on people and property, and develops plans to respond to emergency situations. [Source: www.ashtabulacounty.us]; The California Governor's Office of Emergency Services provides individual assistance, including a State Supplemental Grant Program, to assist with unmet needs in the absence of federal assistance. [Source: www.caloes.ca.gov]; Public Law 116-22 aims to provide assistance, including technical assistance, to maintain and improve State and local emergency preparedness and response capabilities. [Source: www.congress.gov]; FEMA publishes NFIP claims and policy data to help individuals financially protect themselves from disasters through insurance. [Source: www.fema.gov] 2019-06-03: The United States Government has designated emergency relief programs and disaster assistance grants to support individuals and businesses affected by disasters. [Source: www.congress.gov, www.fema.gov]; Flood hazard data tables are available for the state of Oklahoma, and FEMA provides these data to support disaster preparedness and response. [Source: www.fema.gov]; The State of Maryland and other states have disaster supply kits and emergency operations centers to prepare for and respond to disasters. [Source: mema.maryland.gov, www.nh.gov];\"\n \"Available facts are as follows: 2019-06-24: The United States is increasingly reliant on federal help to address natural disasters, which is a key source of federal fiscal exposure, particularly with extreme weather events. [Source]; Three of the 5 costliest US hurricanes ever recorded occurred in recent years, highlighting the tremendous toll that natural and human-made disasters can take on affected areas. [Source] 2019-06-17: The USDA Climate Hubs provide information on emergency preparedness for various disasters such as hurricanes, floods, earthquakes, tsunamis, and fires, with a focus on the Midwest and Puerto Rico. [Source: www.climatehubs.usda.gov]; The US EPA provides guidance on planning for natural disaster debris, including emergency response and environmental information. [Source: www.epa.gov]; The FEMA-PA provides supplemental federal disaster grant assistance for debris removal and emergency protective measures in the US Virgin Islands. [Source: www.usviodr.com]; The Federal Register updates duplication of benefits requirements for state disaster assistance programs. [Source: www.federalregister.gov] 2019-06-10: The Ashtabula County Emergency Management Agency identifies mitigation activities to lessen the effects of disaster on people and property, and develops plans to respond to emergency situations. [Source: www.ashtabulacounty.us]; The California Governor's Office of Emergency Services provides individual assistance, including a State Supplemental Grant Program, to assist with unmet needs in the absence of federal assistance. [Source: www.caloes.ca.gov]; Public Law 116-22 aims to provide assistance, including technical assistance, to maintain and improve State and local emergency preparedness and response capabilities. [Source: www.congress.gov]; FEMA publishes NFIP claims and policy data to help individuals financially protect themselves from disasters through insurance. [Source: www.fema.gov] 2019-06-03: The United States Government has designated emergency relief programs and disaster assistance grants to support individuals and businesses affected by disasters. [Source: www.congress.gov, www.fema.gov]; Flood hazard data tables are available for the state of Oklahoma, and FEMA provides these data to support disaster preparedness and response. [Source: www.fema.gov]; The State of Maryland and other states have disaster supply kits and emergency operations centers to prepare for and respond to disasters. [Source: mema.maryland.gov, www.nh.gov];\"]"}
-{"batch_x": [474146048.0, 294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0], "batch_y": [505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5]], "batch_text": "['Available facts are as follows: 2019-07-22: The Georgia Emergency Management and Homeland Security Agency (GEMA/HS) operates under the authority of the Emergency Management Act to prepare for, respond to, and recover from disasters. [Source: gema.georgia.gov]; The U.S. Army Corps of Engineers (Corps) has emergency permitting procedures in place for Section 404 and Section 10 permitting process for emergency situations. [Source: www.spa.usace.army.mil]; The Federal Emergency Management Agency (FEMA) is hiring Arkansas residents for recovery jobs, with 77 percent of its workforce in the field supporting 64 disasters nationwide. [Source: www.fema.gov] 2019-07-15: The United States experiences significant losses due to natural disasters, with insured losses totaling around $15 billion a year. [Source: centralusa.salvationarmy.org] 2019-07-08: Objective facts about the Climate and Disaster situation:In the United States, emergency management takes a \"bottom-up\" approach to response and recovery, and can tailor a disaster declaration to include only affected areas. [Source: www.mctx.org]In 2017, two major hurricanes, Irma and Maria, struck Puerto Rico and the U.S. Virgin Islands, with Puerto Rico estimating significant damage. [Source: www.gao.gov] 2019-07-01: The Air Force Academy is utilizing high-tech software to enhance first-responder capabilities in emergency situations. [Source: www.usafa.edu]; The Federal Emergency Management Agency (FEMA) has opened 10 disaster recovery centers in Arkansas to assist with flooding relief efforts. [Source: www.fema.gov]; Amateur radios can play a crucial role in maintaining communication during emergency situations, as highlighted by the Alexandria Radio Club in Virginia. [Source: community.fema.gov]; The European Commission has outlined Latvia\\'s Civil Protection and Disaster Management Law, which includes provisions for emergency response and disaster management. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; FEMA has provided a fact sheet on flood plain management, insurance, and rebuilding in Oklahoma, highlighting the importance of disaster preparedness and response. [Source: www.fema.gov]; The State of Connecticut has established a State Response Framework (SRF) to coordinate emergency response efforts, including in the event of a presidential disaster or emergency declaration. [Source: portal.ct.gov]; The European Commission has outlined Spain\\'s emergency response structure, which includes autonomous communities responsible for direction and coordination of emergencies in their territory. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; The Office of Emergency Management in Kansas City has identified various hazards that could result in disasters, including severe thunderstorms, tornadoes, and flooding. [Source: www.kcmo.gov]; The FDA Emergency Operations Plan Version 3.0 aims to address public health effects of emergencies or disasters using novel and expeditious approaches to product regulation. [Source: www.fda.gov];'\n 'Available facts are as follows: 2019-07-22: The Georgia Emergency Management and Homeland Security Agency (GEMA/HS) operates under the authority of the Emergency Management Act to prepare for, respond to, and recover from disasters. [Source: gema.georgia.gov]; The U.S. Army Corps of Engineers (Corps) has emergency permitting procedures in place for Section 404 and Section 10 permitting process for emergency situations. [Source: www.spa.usace.army.mil]; The Federal Emergency Management Agency (FEMA) is hiring Arkansas residents for recovery jobs, with 77 percent of its workforce in the field supporting 64 disasters nationwide. [Source: www.fema.gov] 2019-07-15: The United States experiences significant losses due to natural disasters, with insured losses totaling around $15 billion a year. [Source: centralusa.salvationarmy.org] 2019-07-08: Objective facts about the Climate and Disaster situation:In the United States, emergency management takes a \"bottom-up\" approach to response and recovery, and can tailor a disaster declaration to include only affected areas. [Source: www.mctx.org]In 2017, two major hurricanes, Irma and Maria, struck Puerto Rico and the U.S. Virgin Islands, with Puerto Rico estimating significant damage. [Source: www.gao.gov] 2019-07-01: The Air Force Academy is utilizing high-tech software to enhance first-responder capabilities in emergency situations. [Source: www.usafa.edu]; The Federal Emergency Management Agency (FEMA) has opened 10 disaster recovery centers in Arkansas to assist with flooding relief efforts. [Source: www.fema.gov]; Amateur radios can play a crucial role in maintaining communication during emergency situations, as highlighted by the Alexandria Radio Club in Virginia. [Source: community.fema.gov]; The European Commission has outlined Latvia\\'s Civil Protection and Disaster Management Law, which includes provisions for emergency response and disaster management. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; FEMA has provided a fact sheet on flood plain management, insurance, and rebuilding in Oklahoma, highlighting the importance of disaster preparedness and response. [Source: www.fema.gov]; The State of Connecticut has established a State Response Framework (SRF) to coordinate emergency response efforts, including in the event of a presidential disaster or emergency declaration. [Source: portal.ct.gov]; The European Commission has outlined Spain\\'s emergency response structure, which includes autonomous communities responsible for direction and coordination of emergencies in their territory. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; The Office of Emergency Management in Kansas City has identified various hazards that could result in disasters, including severe thunderstorms, tornadoes, and flooding. [Source: www.kcmo.gov]; The FDA Emergency Operations Plan Version 3.0 aims to address public health effects of emergencies or disasters using novel and expeditious approaches to product regulation. [Source: www.fda.gov];']"}
-{"batch_x": [294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0], "batch_y": [738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2019-08-26: The United States government has established various programs and resources to prepare for and respond to disasters and emergencies, including National Preparedness Month, FEMA grants, and emergency management programs. [Source] 2019-08-19: The Federal Emergency Management Agency (FEMA) has developed a guide for healthcare facilities to prepare for power outages. [Source]; The US General Services Administration reminds contractors to register in the Disaster Response Registry in System for Award Management (SAM) to provide services during national emergencies or disasters. [Source]; The U.S. Department of Defense has a disaster assistance program to respond to natural disasters such as flooding. [Source]; The World Food Programme (WFP) provides administrative and logistics support to its donor, the United States Forest Service, for the rollout of a Disaster Management System in Myanmar. [Source]; The United States works to raise the capacity of Pacific Island nations to respond to disasters, as emergency communication is extremely limited or non-existent in these areas. [Source]; There is a need for ambulatory surgery centers and office-based practices to respond to emergencies, natural disasters, and mass casualty events in the United States. [Source]; The Chemical Stockpile Emergency Preparedness Program is a joint venture between the United States Army and the Federal Emergency Management Agency (FEMA). [Source]; The Office of US Foreign Disaster Assistance (OFDA) supported the publication of a manual on community-based mental health and psychosocial support. [Source] 2019-08-12: The California Governor's Office of Emergency Services (Cal OES) is responsible for the State's emergency and disaster response services. [Source]; The U.S. Department of Agriculture's Farm Service Agency (FSA) provides emergency loans to help producers recover from production and physical losses due to disasters. [Source]; The President of the United States can declare a state of emergency or major disaster after a state declares a state of emergency. [Source] 2019-08-05: The primary responsibility of emergency management departments in the United States is to coordinate resources during emergencies and disasters. [Source: www.uxbridge-ma.gov]; The Federal Emergency Management Agency (FEMA) is the primary federal disaster relief agency in the United States. [Source: beverly.org]; The Emergency Coastal Resilience Fund provides funding to communities that received a federal disaster declaration in 2018 as a result of natural disasters. [Source: www.nfwf.org];\"\n \"Available facts are as follows: 2019-08-26: The United States government has established various programs and resources to prepare for and respond to disasters and emergencies, including National Preparedness Month, FEMA grants, and emergency management programs. [Source] 2019-08-19: The Federal Emergency Management Agency (FEMA) has developed a guide for healthcare facilities to prepare for power outages. [Source]; The US General Services Administration reminds contractors to register in the Disaster Response Registry in System for Award Management (SAM) to provide services during national emergencies or disasters. [Source]; The U.S. Department of Defense has a disaster assistance program to respond to natural disasters such as flooding. [Source]; The World Food Programme (WFP) provides administrative and logistics support to its donor, the United States Forest Service, for the rollout of a Disaster Management System in Myanmar. [Source]; The United States works to raise the capacity of Pacific Island nations to respond to disasters, as emergency communication is extremely limited or non-existent in these areas. [Source]; There is a need for ambulatory surgery centers and office-based practices to respond to emergencies, natural disasters, and mass casualty events in the United States. [Source]; The Chemical Stockpile Emergency Preparedness Program is a joint venture between the United States Army and the Federal Emergency Management Agency (FEMA). [Source]; The Office of US Foreign Disaster Assistance (OFDA) supported the publication of a manual on community-based mental health and psychosocial support. [Source] 2019-08-12: The California Governor's Office of Emergency Services (Cal OES) is responsible for the State's emergency and disaster response services. [Source]; The U.S. Department of Agriculture's Farm Service Agency (FSA) provides emergency loans to help producers recover from production and physical losses due to disasters. [Source]; The President of the United States can declare a state of emergency or major disaster after a state declares a state of emergency. [Source] 2019-08-05: The primary responsibility of emergency management departments in the United States is to coordinate resources during emergencies and disasters. [Source: www.uxbridge-ma.gov]; The Federal Emergency Management Agency (FEMA) is the primary federal disaster relief agency in the United States. [Source: beverly.org]; The Emergency Coastal Resilience Fund provides funding to communities that received a federal disaster declaration in 2018 as a result of natural disasters. [Source: www.nfwf.org];\"]"}
-{"batch_x": [612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0], "batch_y": [633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736]], "batch_text": "['Available facts are as follows: 2019-09-23: The U.S. Army Corps of Engineers has identified short-term natural disaster risks and is working on Flood Control and Coastal Emergencies, Operation and Maintenance. [Source: www.nwd.usace.army.mil]; The National Emergency Communications Plan was developed by DHS in coordination with other federal agencies to ensure emergency communication capabilities during disasters. [Source: www.cisa.gov]; The CDC has a Disaster Epidemiology & Response program that conducts epidemiologic studies and provides emergency response support during disasters. [Source: www.cdc.gov] 2019-09-16: The United States has experienced major disasters, including hurricanes and wildfires, which have led to emergency declarations and relief efforts by government agencies such as FEMA and the American Red Cross. [Source: www.gao.gov, gov.texas.gov] 2019-09-09: The Disaster Services Branch (DSB) of the California Department of Social Services (CDSS) provides mass care and shelter services during disasters or emergencies. [Source: www.cdss.ca.gov]; The Los Angeles County region is subject to various destructive emergencies and/or disasters including earthquakes, floods, landslides, wild fires, and more. [Source: ready.lacounty.gov]; The Emergency Financial First Aid Kit (EFFAK) is a tool provided by FEMA to help individuals prepare for financial emergencies and disasters. [Source: www.fema.gov]; The National Preparedness Month encourages individuals to build their emergency kits with essential supplies in case of an emergency or disaster. [Source: www.redcross.org] 2019-09-02: The United States government has official websites and resources dedicated to disaster preparedness and emergency response, such as FEMA.gov and transportation.gov. [Source]; There are various initiatives and programs in place to support disaster preparedness and response, including the National Household Survey, DOT Emergency Preparedness, and the Army Reserve EPLOs. [Source]; Research has been conducted on predictors of emergency preparedness among older adults in the United States, highlighting the importance of disaster preparedness. [Source];'\n 'Available facts are as follows: 2019-09-23: The U.S. Army Corps of Engineers has identified short-term natural disaster risks and is working on Flood Control and Coastal Emergencies, Operation and Maintenance. [Source: www.nwd.usace.army.mil]; The National Emergency Communications Plan was developed by DHS in coordination with other federal agencies to ensure emergency communication capabilities during disasters. [Source: www.cisa.gov]; The CDC has a Disaster Epidemiology & Response program that conducts epidemiologic studies and provides emergency response support during disasters. [Source: www.cdc.gov] 2019-09-16: The United States has experienced major disasters, including hurricanes and wildfires, which have led to emergency declarations and relief efforts by government agencies such as FEMA and the American Red Cross. [Source: www.gao.gov, gov.texas.gov] 2019-09-09: The Disaster Services Branch (DSB) of the California Department of Social Services (CDSS) provides mass care and shelter services during disasters or emergencies. [Source: www.cdss.ca.gov]; The Los Angeles County region is subject to various destructive emergencies and/or disasters including earthquakes, floods, landslides, wild fires, and more. [Source: ready.lacounty.gov]; The Emergency Financial First Aid Kit (EFFAK) is a tool provided by FEMA to help individuals prepare for financial emergencies and disasters. [Source: www.fema.gov]; The National Preparedness Month encourages individuals to build their emergency kits with essential supplies in case of an emergency or disaster. [Source: www.redcross.org] 2019-09-02: The United States government has official websites and resources dedicated to disaster preparedness and emergency response, such as FEMA.gov and transportation.gov. [Source]; There are various initiatives and programs in place to support disaster preparedness and response, including the National Household Survey, DOT Emergency Preparedness, and the Army Reserve EPLOs. [Source]; Research has been conducted on predictors of emergency preparedness among older adults in the United States, highlighting the importance of disaster preparedness. [Source];']"}
-{"batch_x": [1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0], "batch_y": [378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2019-10-21: The United States has experienced significant disaster events, with a major disaster declaration announced by FEMA in 2019 [Source: www.fema.gov].; Weather disasters in the U.S. have caused more than $1.6 trillion in damage since 1980, with federal spending on them expected to increase [Source: www.gao.gov].; Rising temperatures are fueling environmental degradation, natural disasters, weather extremes, food and water insecurity, economic disruption, conflict, and more [Source: www.un.org]. 2019-10-14: The U.S. Federal Emergency Management Agency (FEMA) plays a crucial role in disaster relief efforts, providing assistance to state and local governments. [Source: training.fema.gov]; The President of the United States has the sole discretion to make emergency and major disaster declarations under the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source: nasemso.org]; From 2007 to 2016, FEMA listed 614 major disaster declarations across the 50 states. [Source: s3.us-west-2.amazonaws.com] 2019-10-07: The State of Oklahoma has an Emergency Operations Plan in place for responding to and recovering from disasters. [Source: oklahoma.gov]; The Emergency Management Institute provided training to FEMA's disaster workforce and supported multiple major disasters across the United States in Fiscal Year 2018. [Source: training.fema.gov]; The Ready Campaign promotes disaster preparedness and has a National Business Emergency Operations Center. [Source: www.fema.gov] 2019-09-30: Turkey ranks third in the world in terms of earthquake-related casualties and losses. [Source: en.afad.gov.tr];\"\n \"Available facts are as follows: 2019-10-21: The United States has experienced significant disaster events, with a major disaster declaration announced by FEMA in 2019 [Source: www.fema.gov].; Weather disasters in the U.S. have caused more than $1.6 trillion in damage since 1980, with federal spending on them expected to increase [Source: www.gao.gov].; Rising temperatures are fueling environmental degradation, natural disasters, weather extremes, food and water insecurity, economic disruption, conflict, and more [Source: www.un.org]. 2019-10-14: The U.S. Federal Emergency Management Agency (FEMA) plays a crucial role in disaster relief efforts, providing assistance to state and local governments. [Source: training.fema.gov]; The President of the United States has the sole discretion to make emergency and major disaster declarations under the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source: nasemso.org]; From 2007 to 2016, FEMA listed 614 major disaster declarations across the 50 states. [Source: s3.us-west-2.amazonaws.com] 2019-10-07: The State of Oklahoma has an Emergency Operations Plan in place for responding to and recovering from disasters. [Source: oklahoma.gov]; The Emergency Management Institute provided training to FEMA's disaster workforce and supported multiple major disasters across the United States in Fiscal Year 2018. [Source: training.fema.gov]; The Ready Campaign promotes disaster preparedness and has a National Business Emergency Operations Center. [Source: www.fema.gov] 2019-09-30: Turkey ranks third in the world in terms of earthquake-related casualties and losses. [Source: en.afad.gov.tr];\"]"}
-{"batch_x": [630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0], "batch_y": [812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339]], "batch_text": "[\"Available facts are as follows: 2019-11-25: The United States experiences various natural hazards, including floods, wildfires, hurricanes, and rainstorms, with flooding being the most common and costly natural hazard. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) provides resources and guidelines for emergency management and disaster preparedness, including the Technological Hazards Resource and Reference Library. [Source: www.fema.gov] 2019-11-18: The United States government and its agencies, such as FEMA, are actively involved in disaster response and emergency management, with a focus on providing aid and resources to affected areas. [Source] 2019-11-11: The United States government has various agencies and programs in place to respond to emergencies and disasters, including FEMA, OEM, and HHARP. [Source]; Natural disasters cost over US$ 100 billion annually worldwide, according to the 2016 Humanitarian Response Plan launched by the WHO. [Source] 2019-11-04: Objective facts about the Climate and Disaster situation: CAL FIRE provides emergency services in 36 of California's 58 counties via contracts with local governments. [Source: www.dca.ca.gov]The Alaska State Emergency Response Commission is established in the Department of Military and Veterans' Affairs. [Source: ready.alaska.gov]Each US state and territory has an office of emergency management. [Source: www.jcs.mil]FEMA deferred the implementation of Risk Rating 2.0. [Source: www.fema.gov]DUA is administered by state UI agencies acting as agents of the Federal government whenever a disaster declaration is made. [Source: oui.doleta.gov]FEMA awarded Virginia over $23 million to help first responders. [Source: www.fema.gov]The MINER Act requires Emergency Response Plans. [Source: www.msha.gov]The U.S. Small Business Administration has a deadline for Private NonProfit organizations to submit disaster loan applications. [Source: www.scemd.org];\"\n \"Available facts are as follows: 2019-11-25: The United States experiences various natural hazards, including floods, wildfires, hurricanes, and rainstorms, with flooding being the most common and costly natural hazard. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) provides resources and guidelines for emergency management and disaster preparedness, including the Technological Hazards Resource and Reference Library. [Source: www.fema.gov] 2019-11-18: The United States government and its agencies, such as FEMA, are actively involved in disaster response and emergency management, with a focus on providing aid and resources to affected areas. [Source] 2019-11-11: The United States government has various agencies and programs in place to respond to emergencies and disasters, including FEMA, OEM, and HHARP. [Source]; Natural disasters cost over US$ 100 billion annually worldwide, according to the 2016 Humanitarian Response Plan launched by the WHO. [Source] 2019-11-04: Objective facts about the Climate and Disaster situation: CAL FIRE provides emergency services in 36 of California's 58 counties via contracts with local governments. [Source: www.dca.ca.gov]The Alaska State Emergency Response Commission is established in the Department of Military and Veterans' Affairs. [Source: ready.alaska.gov]Each US state and territory has an office of emergency management. [Source: www.jcs.mil]FEMA deferred the implementation of Risk Rating 2.0. [Source: www.fema.gov]DUA is administered by state UI agencies acting as agents of the Federal government whenever a disaster declaration is made. [Source: oui.doleta.gov]FEMA awarded Virginia over $23 million to help first responders. [Source: www.fema.gov]The MINER Act requires Emergency Response Plans. [Source: www.msha.gov]The U.S. Small Business Administration has a deadline for Private NonProfit organizations to submit disaster loan applications. [Source: www.scemd.org];\"]"}
-{"batch_x": [695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0], "batch_y": [1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174]], "batch_text": "[\"Available facts are as follows: 2019-12-23: The New Hampshire State Emergency Operations Center (SEOC) has a plan in place to align with the operational structure and makeup of the state's emergency management efforts. [Source: www.nh.gov]; The National Disaster Mitigation Program and the Task Force on Preclearance in Canada and the United States aim to enhance disaster preparedness and response. [Source: www.publicsafety.gc.ca]; The Federal Emergency Management Agency (FEMA) recognizes the importance of state, local, and tribal governments in disaster preparedness and response. [Source: www.fema.gov]; The US Forest Service provides web-based information for wildland fire emergencies and prescribed fires, which can also be used for other natural disasters and emergency situations. [Source: www.fs.usda.gov] 2019-12-16: The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines emergencies and major disasters. [Source]; The United States Environmental Protection Agency (EPA) needs to improve its emergency planning to better address air pollution during future disaster responses. [Source]; The U.S. Department of Labor provides funding for temporary employment opportunities through Disaster Recovery and Employment Recovery grants. [Source]; The World Health Organization (WHO) has an Emergency Preparedness team that assesses and responds to emergencies and disasters. [Source] 2019-12-09: The United States government has emergency management programs and initiatives in place to prepare for and respond to natural disasters, including planning, training, equipment, evaluation, and notification. [Source: www.usafa.af.mil]; International agreements have been established to address disaster risk management, and experts in health emergencies are working to develop evaluation models for hospital disaster risk management. [Source: www.ncbi.nlm.nih.gov]; Governments and organizations are taking steps to prepare for and respond to disasters, including developing emergency operations centers, providing humanitarian relief, and decreasing flood insurance premiums. [Source: various] 2019-12-02: The Texas Animal Health Commission (TAHC) works with local, state, and federal agencies to prepare for and respond to disasters and emergencies affecting animals. [Source: www.dshs.texas.gov]; California's emergency and disaster response services are not adequately prepared to protect its most vulnerable populations. [Source: information.auditor.ca.gov]; The Hospital Preparedness Program in Ohio aims to enable rapid recovery from emergencies by providing federal and supplemental state resources. [Source: odh.ohio.gov]; The Food Safety and Inspection Service provides guidance on preparing for and recovering from disasters and emergencies. [Source: www.fsis.usda.gov]; The Office of Emergency Management in Phoenix, Arizona coordinates emergency response to natural disasters and public safety threats across the United States. [Source: www.phoenix.gov]; Hazard mitigation plans, such as the one in Delta County, Colorado, aim to reduce the impact of disasters on communities. [Source: www.deltacountyco.gov];\"\n \"Available facts are as follows: 2019-12-23: The New Hampshire State Emergency Operations Center (SEOC) has a plan in place to align with the operational structure and makeup of the state's emergency management efforts. [Source: www.nh.gov]; The National Disaster Mitigation Program and the Task Force on Preclearance in Canada and the United States aim to enhance disaster preparedness and response. [Source: www.publicsafety.gc.ca]; The Federal Emergency Management Agency (FEMA) recognizes the importance of state, local, and tribal governments in disaster preparedness and response. [Source: www.fema.gov]; The US Forest Service provides web-based information for wildland fire emergencies and prescribed fires, which can also be used for other natural disasters and emergency situations. [Source: www.fs.usda.gov] 2019-12-16: The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines emergencies and major disasters. [Source]; The United States Environmental Protection Agency (EPA) needs to improve its emergency planning to better address air pollution during future disaster responses. [Source]; The U.S. Department of Labor provides funding for temporary employment opportunities through Disaster Recovery and Employment Recovery grants. [Source]; The World Health Organization (WHO) has an Emergency Preparedness team that assesses and responds to emergencies and disasters. [Source] 2019-12-09: The United States government has emergency management programs and initiatives in place to prepare for and respond to natural disasters, including planning, training, equipment, evaluation, and notification. [Source: www.usafa.af.mil]; International agreements have been established to address disaster risk management, and experts in health emergencies are working to develop evaluation models for hospital disaster risk management. [Source: www.ncbi.nlm.nih.gov]; Governments and organizations are taking steps to prepare for and respond to disasters, including developing emergency operations centers, providing humanitarian relief, and decreasing flood insurance premiums. [Source: various] 2019-12-02: The Texas Animal Health Commission (TAHC) works with local, state, and federal agencies to prepare for and respond to disasters and emergencies affecting animals. [Source: www.dshs.texas.gov]; California's emergency and disaster response services are not adequately prepared to protect its most vulnerable populations. [Source: information.auditor.ca.gov]; The Hospital Preparedness Program in Ohio aims to enable rapid recovery from emergencies by providing federal and supplemental state resources. [Source: odh.ohio.gov]; The Food Safety and Inspection Service provides guidance on preparing for and recovering from disasters and emergencies. [Source: www.fsis.usda.gov]; The Office of Emergency Management in Phoenix, Arizona coordinates emergency response to natural disasters and public safety threats across the United States. [Source: www.phoenix.gov]; Hazard mitigation plans, such as the one in Delta County, Colorado, aim to reduce the impact of disasters on communities. [Source: www.deltacountyco.gov];\"]"}
-{"batch_x": [421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0], "batch_y": [1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484]], "batch_text": "[\"Available facts are as follows: 2020-01-20: The United Nations Office for Disaster Risk Reduction (UNDRR) provides guidelines and frameworks for disaster risk reduction, including the Sendai Framework for Disaster Risk Reduction. [Source]; Emergency management plans and procedures are in place at the state and local level, including the Washington State Comprehensive Emergency Management Plan. [Source] 2020-01-13: The Federal Emergency Management Agency (FEMA) has granted $20M to California to increase earthquake protection, highlighting the importance of disaster preparedness and mitigation. [Source]; The National Incident Management System (NIMS) is a crucial component of emergency management, emphasizing the need for a unified approach to disaster response. [Source] 2020-01-06: The United States government has declared emergency declarations for Puerto Rico and Haiti due to complex emergencies and natural disasters. [Source: www.fema.gov, 2017-2021.state.gov]; The Federal Emergency Management Agency (FEMA) provides resources and assistance for disaster relief and emergency management, including flood insurance and disaster fraud reporting. [Source: www.fema.gov]; The U.S. Department of Labor has an Emergency Management Center (EMC) responsible for implementing the Department's emergency management policies and procedures. [Source: www.dol.gov]; Various organizations and government agencies offer training and resources for emergency management and disaster response, such as the CERT Basic Training program and the Emergency Management Reservist Program. [Source: www.ready.gov, www.hamiltoncounty.in.gov] 2019-12-30: Floods are the most common and widespread of all natural disasters, except fire. Most communities in the United States can experience some kind of flooding. [Source: linncounty-ema.org]; The CERT Basic Training Course has been updated to include new topics and exercises. [Source: community.fema.gov];\"\n \"Available facts are as follows: 2020-01-20: The United Nations Office for Disaster Risk Reduction (UNDRR) provides guidelines and frameworks for disaster risk reduction, including the Sendai Framework for Disaster Risk Reduction. [Source]; Emergency management plans and procedures are in place at the state and local level, including the Washington State Comprehensive Emergency Management Plan. [Source] 2020-01-13: The Federal Emergency Management Agency (FEMA) has granted $20M to California to increase earthquake protection, highlighting the importance of disaster preparedness and mitigation. [Source]; The National Incident Management System (NIMS) is a crucial component of emergency management, emphasizing the need for a unified approach to disaster response. [Source] 2020-01-06: The United States government has declared emergency declarations for Puerto Rico and Haiti due to complex emergencies and natural disasters. [Source: www.fema.gov, 2017-2021.state.gov]; The Federal Emergency Management Agency (FEMA) provides resources and assistance for disaster relief and emergency management, including flood insurance and disaster fraud reporting. [Source: www.fema.gov]; The U.S. Department of Labor has an Emergency Management Center (EMC) responsible for implementing the Department's emergency management policies and procedures. [Source: www.dol.gov]; Various organizations and government agencies offer training and resources for emergency management and disaster response, such as the CERT Basic Training program and the Emergency Management Reservist Program. [Source: www.ready.gov, www.hamiltoncounty.in.gov] 2019-12-30: Floods are the most common and widespread of all natural disasters, except fire. Most communities in the United States can experience some kind of flooding. [Source: linncounty-ema.org]; The CERT Basic Training Course has been updated to include new topics and exercises. [Source: community.fema.gov];\"]"}
-{"batch_x": [562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0], "batch_y": [2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174]], "batch_text": "[\"Available facts are as follows: 2020-02-24: Objective facts about the Climate and Disaster situation: The Stafford Disaster Relief and Emergency Assistance Act provides assistance for disaster damages [Source: discover.pbcgov.org]. The Federal Emergency Management Agency (FEMA) issues disaster federal register notices [Source: www.fema.gov]. The HIPAA sanctions are waived in emergency areas identified in public health emergency declarations and hospitals with disaster protocols [Source: www.hhs.gov]. 2020-02-17: The United States experiences various types of disasters, including floods, which are one of the most common hazards in the country. [Source: www.co.kendall.tx.us]; The American Red Cross provides humanitarian support for urgent needs in disaster situations, with a focus on emergency/disaster preparedness for older adults. [Source: www.redcross.org]; The National Oceanic and Atmospheric Administration (NOAA) provides research and data on billion-dollar weather and climate-related disasters in the United States. [Source: www.ncei.noaa.gov] 2020-02-10: The Federal Emergency Management Agency (FEMA) is responsible for responding to all types of disasters and emergencies in the United States. [Source]; The National Response Framework (NRF) is the nation's guide to responding to all types of disasters and emergencies. [Source]; Disaster declarations are made by government agencies, such as PEMA, to provide assistance to affected areas, and may be updated as damage assessments are ongoing. [Source] 2020-02-03: The United States saw 14 billion-dollar disasters in 2019. [Source: www.nesdis.noaa.gov];\"\n \"Available facts are as follows: 2020-02-24: Objective facts about the Climate and Disaster situation: The Stafford Disaster Relief and Emergency Assistance Act provides assistance for disaster damages [Source: discover.pbcgov.org]. The Federal Emergency Management Agency (FEMA) issues disaster federal register notices [Source: www.fema.gov]. The HIPAA sanctions are waived in emergency areas identified in public health emergency declarations and hospitals with disaster protocols [Source: www.hhs.gov]. 2020-02-17: The United States experiences various types of disasters, including floods, which are one of the most common hazards in the country. [Source: www.co.kendall.tx.us]; The American Red Cross provides humanitarian support for urgent needs in disaster situations, with a focus on emergency/disaster preparedness for older adults. [Source: www.redcross.org]; The National Oceanic and Atmospheric Administration (NOAA) provides research and data on billion-dollar weather and climate-related disasters in the United States. [Source: www.ncei.noaa.gov] 2020-02-10: The Federal Emergency Management Agency (FEMA) is responsible for responding to all types of disasters and emergencies in the United States. [Source]; The National Response Framework (NRF) is the nation's guide to responding to all types of disasters and emergencies. [Source]; Disaster declarations are made by government agencies, such as PEMA, to provide assistance to affected areas, and may be updated as damage assessments are ongoing. [Source] 2020-02-03: The United States saw 14 billion-dollar disasters in 2019. [Source: www.nesdis.noaa.gov];\"]"}
-{"batch_x": [505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0], "batch_y": [2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339]], "batch_text": "['Available facts are as follows: 2020-03-23: Multiple states in the United States, including Iowa, Kansas, and Georgia, have declared a state of emergency or disaster due to the COVID-19 pandemic. [Source]; The President of the United States has also declared a national emergency. [Source]; The Federal Emergency Management Agency (FEMA) has modified the Stafford Disaster Relief and Emergency Assistance Act to allow for more flexibility in disaster response. [Source] 2020-03-16: The Governor of Iowa issued a State of Public Health Disaster Emergency on March 17, 2020, to require social distancing and limit community spread of COVID-19. [Source: governor.iowa.gov]; The United States government has declared a national emergency in response to the COVID-19 pandemic. [Source: governor.iowa.gov]; FEMA provides grants for disaster relief, including severe weather events. [Source: www.fema.gov] 2020-03-09: NA. 2020-03-02: The United States has experienced a series of disaster emergency proclamations and executive orders in March 2020, including in Pennsylvania, Hawaii, New York, California, and Indiana, in response to various disasters and emergencies. [Source];'\n 'Available facts are as follows: 2020-03-23: Multiple states in the United States, including Iowa, Kansas, and Georgia, have declared a state of emergency or disaster due to the COVID-19 pandemic. [Source]; The President of the United States has also declared a national emergency. [Source]; The Federal Emergency Management Agency (FEMA) has modified the Stafford Disaster Relief and Emergency Assistance Act to allow for more flexibility in disaster response. [Source] 2020-03-16: The Governor of Iowa issued a State of Public Health Disaster Emergency on March 17, 2020, to require social distancing and limit community spread of COVID-19. [Source: governor.iowa.gov]; The United States government has declared a national emergency in response to the COVID-19 pandemic. [Source: governor.iowa.gov]; FEMA provides grants for disaster relief, including severe weather events. [Source: www.fema.gov] 2020-03-09: NA. 2020-03-02: The United States has experienced a series of disaster emergency proclamations and executive orders in March 2020, including in Pennsylvania, Hawaii, New York, California, and Indiana, in response to various disasters and emergencies. [Source];']"}
-{"batch_x": [738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0], "batch_y": [1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114]], "batch_text": "['Available facts are as follows: 2020-04-20: Objective facts about the Climate and Disaster situation:The United States has declared a national emergency due to the COVID-19 pandemic, and individual states such as Iowa, Washington, and Hawaii have issued their own proclamations of public health disaster emergency. [Source: governor.iowa.gov, governor.wa.gov, spo.hawaii.gov] 2020-04-13: The current situation in the United States constitutes a national emergency, with a Proclamation of Public Health Disaster Emergency issued in Iowa on March 17, 2020. [Source: governor.iowa.gov] 2020-04-06: In the United States, several states have declared a state of emergency or disaster emergency due to the COVID-19 pandemic, including Iowa, Colorado, Kansas, and Minnesota. [Source] 2020-03-30: The United States has declared a national emergency concerning the Novel Coronavirus Disease Outbreak, with multiple states issuing proclamations of public health disaster emergency. [Source: governor.iowa.gov, www.governor.nh.gov]; Many states have issued executive orders and proclamations to expand emergency and disaster declarations, including Iowa, Michigan, and Hawaii. [Source: governor.iowa.gov, www.michigan.gov, www.fmcsa.dot.gov];'\n 'Available facts are as follows: 2020-04-20: Objective facts about the Climate and Disaster situation:The United States has declared a national emergency due to the COVID-19 pandemic, and individual states such as Iowa, Washington, and Hawaii have issued their own proclamations of public health disaster emergency. [Source: governor.iowa.gov, governor.wa.gov, spo.hawaii.gov] 2020-04-13: The current situation in the United States constitutes a national emergency, with a Proclamation of Public Health Disaster Emergency issued in Iowa on March 17, 2020. [Source: governor.iowa.gov] 2020-04-06: In the United States, several states have declared a state of emergency or disaster emergency due to the COVID-19 pandemic, including Iowa, Colorado, Kansas, and Minnesota. [Source] 2020-03-30: The United States has declared a national emergency concerning the Novel Coronavirus Disease Outbreak, with multiple states issuing proclamations of public health disaster emergency. [Source: governor.iowa.gov, www.governor.nh.gov]; Many states have issued executive orders and proclamations to expand emergency and disaster declarations, including Iowa, Michigan, and Hawaii. [Source: governor.iowa.gov, www.michigan.gov, www.fmcsa.dot.gov];']"}
-{"batch_x": [633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0], "batch_y": [2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736]], "batch_text": "['Available facts are as follows: 2020-05-25: Objective facts about the Climate and Disaster situation: Between May 26, 2020, and May 31, 2020, several US states, including Kansas, Illinois, Iowa, Michigan, and Georgia, declared a state of disaster emergency due to COVID-19. [Source: governor.kansas.gov, www.illinois.gov, governor.iowa.gov, www.michigan.gov, www.federalregister.gov] 2020-05-18: The United States government has declared states of disaster emergency and major disaster declarations for the COVID-19 pandemic and other natural disasters. [Source: www.fema.gov, governor.kansas.gov, www.governor.nd.gov]; There are official government websites and resources available for emergency response, disaster reporting, and crisis management, such as FEMA, CDC, and USDA. [Source: www.fema.gov, emergency.cdc.gov, www.fsa.usda.gov] 2020-05-11: The United States has been experiencing a rise in natural disaster costs, with state-spending on natural disasters expected to increase [Source: www.pewtrusts.org]. The National Emergency Management Association has reported on the costs of natural disasters in their 2020 Biennial Report [Source: www.nemaweb.org]. 2020-05-04: The United States government has declared national emergencies and public health disaster emergencies in response to the COVID-19 pandemic. [Source: governor.iowa.gov];'\n 'Available facts are as follows: 2020-05-25: Objective facts about the Climate and Disaster situation: Between May 26, 2020, and May 31, 2020, several US states, including Kansas, Illinois, Iowa, Michigan, and Georgia, declared a state of disaster emergency due to COVID-19. [Source: governor.kansas.gov, www.illinois.gov, governor.iowa.gov, www.michigan.gov, www.federalregister.gov] 2020-05-18: The United States government has declared states of disaster emergency and major disaster declarations for the COVID-19 pandemic and other natural disasters. [Source: www.fema.gov, governor.kansas.gov, www.governor.nd.gov]; There are official government websites and resources available for emergency response, disaster reporting, and crisis management, such as FEMA, CDC, and USDA. [Source: www.fema.gov, emergency.cdc.gov, www.fsa.usda.gov] 2020-05-11: The United States has been experiencing a rise in natural disaster costs, with state-spending on natural disasters expected to increase [Source: www.pewtrusts.org]. The National Emergency Management Association has reported on the costs of natural disasters in their 2020 Biennial Report [Source: www.nemaweb.org]. 2020-05-04: The United States government has declared national emergencies and public health disaster emergencies in response to the COVID-19 pandemic. [Source: governor.iowa.gov];']"}
-{"batch_x": [378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0], "batch_y": [2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975]], "batch_text": "['Available facts are as follows: 2020-06-22: The Federal Emergency Management Agency (FEMA) is responsible for disaster relief and emergency assistance in the United States. [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to states and local governments during disasters and emergencies. [Source]; The Incident Command System is used for disaster preparedness and emergency response in the United States. [Source] 2020-06-15: The Stafford Act provides Federal Emergency Assistance for disasters and emergencies, and Section 406 of the Act focuses on repair and restoration of damaged facilities. [Source]; The Bureau for Humanitarian Assistance (BHA) provides emergency healthcare, sanitation, and hygiene assistance in response to disasters. [Source]; The U.S. Department of State is responsible for repatriating U.S. citizens in emergency situations, including natural disasters. [Source]; The Disaster Debris Recovery Tool provides training resources for debris management sponsored by FEMA and offered locally through state emergency management agencies. [Source] 2020-06-08: The United States government has declared a national emergency and public health disaster emergency due to the COVID-19 pandemic. [Source: governor.iowa.gov]; The U.S. Department of Health and Human Services (HHS) Secretary has declared a public health emergency under Section 319 of the Public Health Service Act. [Source: asprtracie.hhs.gov]; The Federal Emergency Management Agency (FEMA) has provided disaster relief and emergency assistance to states affected by the pandemic. [Source: www.fema.gov] 2020-06-01: The United States has experienced severe disasters such as Hurricanes Maria, Harvey, and Irma in 2017, affecting thousands of older adults. [Source: pubmed.ncbi.nlm.nih.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and emergency assistance. [Source: www.justice.gov]; The Community Emergency Response Team (CERT) Program educates people about disaster preparedness and response. [Source: portal.ct.gov]; Climate change can affect natural disasters by increasing the possibility of droughts and intense storms. [Source: www.usgs.gov];'\n 'Available facts are as follows: 2020-06-22: The Federal Emergency Management Agency (FEMA) is responsible for disaster relief and emergency assistance in the United States. [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to states and local governments during disasters and emergencies. [Source]; The Incident Command System is used for disaster preparedness and emergency response in the United States. [Source] 2020-06-15: The Stafford Act provides Federal Emergency Assistance for disasters and emergencies, and Section 406 of the Act focuses on repair and restoration of damaged facilities. [Source]; The Bureau for Humanitarian Assistance (BHA) provides emergency healthcare, sanitation, and hygiene assistance in response to disasters. [Source]; The U.S. Department of State is responsible for repatriating U.S. citizens in emergency situations, including natural disasters. [Source]; The Disaster Debris Recovery Tool provides training resources for debris management sponsored by FEMA and offered locally through state emergency management agencies. [Source] 2020-06-08: The United States government has declared a national emergency and public health disaster emergency due to the COVID-19 pandemic. [Source: governor.iowa.gov]; The U.S. Department of Health and Human Services (HHS) Secretary has declared a public health emergency under Section 319 of the Public Health Service Act. [Source: asprtracie.hhs.gov]; The Federal Emergency Management Agency (FEMA) has provided disaster relief and emergency assistance to states affected by the pandemic. [Source: www.fema.gov] 2020-06-01: The United States has experienced severe disasters such as Hurricanes Maria, Harvey, and Irma in 2017, affecting thousands of older adults. [Source: pubmed.ncbi.nlm.nih.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and emergency assistance. [Source: www.justice.gov]; The Community Emergency Response Team (CERT) Program educates people about disaster preparedness and response. [Source: portal.ct.gov]; Climate change can affect natural disasters by increasing the possibility of droughts and intense storms. [Source: www.usgs.gov];']"}
-{"batch_x": [812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0], "batch_y": [990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2020-07-20: The United States government has official agencies and websites dedicated to emergency management and disaster response, such as FEMA.gov and state-specific agencies like the Hawai'i Emergency Management Agency. [Source]; These agencies provide frameworks and resources for disaster recovery, emergency operations, and hazard identification, including the National Disaster Recovery Framework (NDRF) and the Emergency Assistance Compact. [Source] 2020-07-13: Objective facts about the Climate and Disaster situation:The United States government has declared public health emergencies and major disasters, resulting in the activation of emergency authorities and disaster relief efforts. [Source: crsreports.congress.gov, www.fema.gov, www.ncbi.nlm.nih.gov] 2020-07-06: The Federal Emergency Management Agency (FEMA) provides resources and information on disaster preparedness, response, and recovery, including flood zones, special flood hazard areas, and disaster declarations. [Source]; The United States Department of Agriculture (USDA) provides emergency assistance to farmers and ranchers affected by natural disasters. [Source]; Emergency management in the United States involves preparation, response, and recovery from disasters, including mitigation measures to prevent repeat disasters. [Source] 2020-06-29: The Strategic National Stockpile is established to provide for the emergency health security of the United States in the event of a bioterrorist attack, pandemic, or other public health emergency. [Source]; The President of the United States can declare an event to be either a major disaster or an emergency, triggering supervisory guidance for banks to help customers and communities respond. [Source];\"\n \"Available facts are as follows: 2020-07-20: The United States government has official agencies and websites dedicated to emergency management and disaster response, such as FEMA.gov and state-specific agencies like the Hawai'i Emergency Management Agency. [Source]; These agencies provide frameworks and resources for disaster recovery, emergency operations, and hazard identification, including the National Disaster Recovery Framework (NDRF) and the Emergency Assistance Compact. [Source] 2020-07-13: Objective facts about the Climate and Disaster situation:The United States government has declared public health emergencies and major disasters, resulting in the activation of emergency authorities and disaster relief efforts. [Source: crsreports.congress.gov, www.fema.gov, www.ncbi.nlm.nih.gov] 2020-07-06: The Federal Emergency Management Agency (FEMA) provides resources and information on disaster preparedness, response, and recovery, including flood zones, special flood hazard areas, and disaster declarations. [Source]; The United States Department of Agriculture (USDA) provides emergency assistance to farmers and ranchers affected by natural disasters. [Source]; Emergency management in the United States involves preparation, response, and recovery from disasters, including mitigation measures to prevent repeat disasters. [Source] 2020-06-29: The Strategic National Stockpile is established to provide for the emergency health security of the United States in the event of a bioterrorist attack, pandemic, or other public health emergency. [Source]; The President of the United States can declare an event to be either a major disaster or an emergency, triggering supervisory guidance for banks to help customers and communities respond. [Source];\"]"}
-{"batch_x": [1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0], "batch_y": [20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_text": "['Available facts are as follows: 2020-08-24: Flooding is the most common natural disaster in the United States. [Source: community.fema.gov] 2020-08-17: The average annual cost of flood damage in the United States is $8.2 billion, with 89 fatalities per year. [Source: community.fema.gov]; In the first half of 2020, there were 10 weather and climate-related disasters in the U.S., each exceeding $1 billion in losses. [Source: www.ucf.edu] 2020-08-10: The Community Emergency Response Team (CERT) program is a volunteer-based program that provides disaster response and community training. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) is an agency within the U.S. Department of Homeland Security charged with responding to Presidentially-declared disasters. [Source: www.fema.gov]; The American Red Cross provides disaster mental health services to those affected by disasters. [Source: www.redcross.org]; The USDA provides assistance to farmers, ranchers, and communities affected by natural disasters. [Source: www.usda.gov] 2020-08-03: The United States government has established various programs and resources to prepare for and respond to disasters, including the Federal Emergency Management Agency (FEMA) and the Emergency Conservation Program (ECP) administered by the U.S. Department of Agriculture (USDA). [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act (Stafford Act) is a federal law that provides assistance to states and local governments affected by disasters. [Source]; The U.S. Drought Monitor is used to trigger Livestock Forage Disaster Program (LFP) payments for counties affected by drought. [Source];'\n 'Available facts are as follows: 2020-08-24: Flooding is the most common natural disaster in the United States. [Source: community.fema.gov] 2020-08-17: The average annual cost of flood damage in the United States is $8.2 billion, with 89 fatalities per year. [Source: community.fema.gov]; In the first half of 2020, there were 10 weather and climate-related disasters in the U.S., each exceeding $1 billion in losses. [Source: www.ucf.edu] 2020-08-10: The Community Emergency Response Team (CERT) program is a volunteer-based program that provides disaster response and community training. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) is an agency within the U.S. Department of Homeland Security charged with responding to Presidentially-declared disasters. [Source: www.fema.gov]; The American Red Cross provides disaster mental health services to those affected by disasters. [Source: www.redcross.org]; The USDA provides assistance to farmers, ranchers, and communities affected by natural disasters. [Source: www.usda.gov] 2020-08-03: The United States government has established various programs and resources to prepare for and respond to disasters, including the Federal Emergency Management Agency (FEMA) and the Emergency Conservation Program (ECP) administered by the U.S. Department of Agriculture (USDA). [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act (Stafford Act) is a federal law that provides assistance to states and local governments affected by disasters. [Source]; The U.S. Drought Monitor is used to trigger Livestock Forage Disaster Program (LFP) payments for counties affected by drought. [Source];']"}
-{"batch_x": [1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0], "batch_y": [1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2020-09-21: The Federal Emergency Management Agency (FEMA) has awarded $5.3 million for Hurricane Dorian recovery in Florida, with $2,013,620 allocated for management costs. [Source]; FEMA's Public Assistance program provides grants to state, local, and tribal governments to support disaster recovery efforts. [Source]; The Stafford Act defines an emergency as any occasion or instance for which Federal assistance is needed to supplement State, tribal, and local efforts. [Source]; Disaster Unemployment Assistance is available for individuals who are unemployed as a direct result of a disaster and are not eligible for regular state unemployment benefits. [Source] 2020-09-14: The United States has mechanisms in place to respond to natural disasters, including the Robert T. Stafford Disaster Relief and Emergency Assistance Act, which allows for federal major disaster declarations. [Source: www.pewtrusts.org]; The American Rescue Plan Act and Stewardship of the Disaster Emergency Fund Code (DEFC) are also part of the federal response to disasters. [Source: www.usaspending.gov]; FEMA provides guidance documents to help understand its role in emergency and disaster response. [Source: www.fema.gov]; State-specific resources, such as NY EDEN, provide education and support for disaster response and recovery. [Source: eden.cce.cornell.edu]; The U.S. government has provided significant funding for disaster relief, including $2 billion for Hurricane Florence recovery efforts. [Source: www.fema.gov] 2020-09-07: The State of Kansas is seeking a 30-day extension of the State of Disaster Emergency related to COVID-19, indicating ongoing concerns about the pandemic. [Source: governor.kansas.gov]; The U.S. Postal Service has a history of supporting the American public during crises, including natural disasters. [Source: www.uspsoig.gov]; The Governor of California has certified a major disaster due to devastating fires, and FEMA has authorized federal funds to help fight the Almeda fire. [Source: www.gov.ca.gov, www.fema.gov]; Hurricanes Katrina, Sandy, Harvey, and Irma caused damage totaling trillions of dollars, highlighting the significant economic effects of natural disasters. [Source: www.gao.gov]; The City of Midlothian, Texas, has an emergency preparedness plan in place, which includes disaster response and evacuation procedures. [Source: www.midlothian.tx.us] 2020-08-31: In FY 2014, USAID/OFDA responded to 47 humanitarian emergencies in 42 countries. [Source: www.usaid.gov]; In 2020, FEMA and the Ad Council urged Americans to prepare for disasters, as 10% of Americans still see no need to prepare. [Source: www.fema.gov]; The US Department of Energy has responsibilities during energy-related emergencies, including providing situational awareness. [Source: www.iea.org]; FEMA warns against disaster fraud and scams, and provides tips on how to avoid them. [Source: www.fema.gov]; The CDC provides emergency kit checklists for children in disasters. [Source: www.cdc.gov]; The majority of the US population invests time in disaster preparation activities. [Source: community.fema.gov]; The US Department of Homeland Security and the American Red Cross support resources for families' emergency planning. [Source: www.dhs.pa.gov]; The Disaster Relief Fund is used to provide initial emergency response services. [Source: www.pgpf.org]; Long-term care facilities face risks during facility evacuation, and the CMS Emergency Preparedness Rule aims to mitigate these risks. [Source: asprtracie.hhs.gov]; The Oregon Department of Education provides resources for developing high-quality emergency operations plans. [Source: www.oregon.gov];\"\n \"Available facts are as follows: 2020-09-21: The Federal Emergency Management Agency (FEMA) has awarded $5.3 million for Hurricane Dorian recovery in Florida, with $2,013,620 allocated for management costs. [Source]; FEMA's Public Assistance program provides grants to state, local, and tribal governments to support disaster recovery efforts. [Source]; The Stafford Act defines an emergency as any occasion or instance for which Federal assistance is needed to supplement State, tribal, and local efforts. [Source]; Disaster Unemployment Assistance is available for individuals who are unemployed as a direct result of a disaster and are not eligible for regular state unemployment benefits. [Source] 2020-09-14: The United States has mechanisms in place to respond to natural disasters, including the Robert T. Stafford Disaster Relief and Emergency Assistance Act, which allows for federal major disaster declarations. [Source: www.pewtrusts.org]; The American Rescue Plan Act and Stewardship of the Disaster Emergency Fund Code (DEFC) are also part of the federal response to disasters. [Source: www.usaspending.gov]; FEMA provides guidance documents to help understand its role in emergency and disaster response. [Source: www.fema.gov]; State-specific resources, such as NY EDEN, provide education and support for disaster response and recovery. [Source: eden.cce.cornell.edu]; The U.S. government has provided significant funding for disaster relief, including $2 billion for Hurricane Florence recovery efforts. [Source: www.fema.gov] 2020-09-07: The State of Kansas is seeking a 30-day extension of the State of Disaster Emergency related to COVID-19, indicating ongoing concerns about the pandemic. [Source: governor.kansas.gov]; The U.S. Postal Service has a history of supporting the American public during crises, including natural disasters. [Source: www.uspsoig.gov]; The Governor of California has certified a major disaster due to devastating fires, and FEMA has authorized federal funds to help fight the Almeda fire. [Source: www.gov.ca.gov, www.fema.gov]; Hurricanes Katrina, Sandy, Harvey, and Irma caused damage totaling trillions of dollars, highlighting the significant economic effects of natural disasters. [Source: www.gao.gov]; The City of Midlothian, Texas, has an emergency preparedness plan in place, which includes disaster response and evacuation procedures. [Source: www.midlothian.tx.us] 2020-08-31: In FY 2014, USAID/OFDA responded to 47 humanitarian emergencies in 42 countries. [Source: www.usaid.gov]; In 2020, FEMA and the Ad Council urged Americans to prepare for disasters, as 10% of Americans still see no need to prepare. [Source: www.fema.gov]; The US Department of Energy has responsibilities during energy-related emergencies, including providing situational awareness. [Source: www.iea.org]; FEMA warns against disaster fraud and scams, and provides tips on how to avoid them. [Source: www.fema.gov]; The CDC provides emergency kit checklists for children in disasters. [Source: www.cdc.gov]; The majority of the US population invests time in disaster preparation activities. [Source: community.fema.gov]; The US Department of Homeland Security and the American Red Cross support resources for families' emergency planning. [Source: www.dhs.pa.gov]; The Disaster Relief Fund is used to provide initial emergency response services. [Source: www.pgpf.org]; Long-term care facilities face risks during facility evacuation, and the CMS Emergency Preparedness Rule aims to mitigate these risks. [Source: asprtracie.hhs.gov]; The Oregon Department of Education provides resources for developing high-quality emergency operations plans. [Source: www.oregon.gov];\"]"}
-{"batch_x": [2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0], "batch_y": [4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2020-10-26: The USDA is encouraging agricultural producers and residents to prepare for natural disasters and emergencies, and has designated several counties as primary natural disaster areas. [Source: www.usda.gov, fsa.usda.gov] 2020-10-19: The Disaster Mitigation Act of 2000 is a federal law that aims to reduce the risk of disaster losses by promoting mitigation planning and activities. [Source: www.fema.gov]; FEMA provides federal disaster assistance, including grants for emergency home repairs, to individuals who are not fully covered by insurance. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to individuals affected by disasters. [Source: www.fema.gov]; The National Business Emergency Operations Center is a federal agency that provides emergency operations center and disaster relief warehouse to the National Disaster Management Agency. [Source: bb.usembassy.gov] 2020-10-12: Between 2000 and 2019, there were 7,348 major recorded disaster events claiming 1.23 million lives. [Source: www.undrr.org] 2020-10-05: The United States government has official websites and centers dedicated to disaster management, such as FEMA.gov and the National Business Emergency Operations Center. [Source]; Recent natural disasters in the United States, including hurricanes, floods, and wildfires, have disrupted and shut down essential services during times of surging demand. [Source]; FEMA provides financial assistance for home repairs, child care, and other expenses to individuals affected by major disasters. [Source]; Inmates in some US states, such as Georgia, serve as all-hazard or all-risk firefighters during emergency and disaster management. [Source]; The US government offers low-interest federal disaster loans to small businesses affected by disasters. [Source];'\n 'Available facts are as follows: 2020-10-26: The USDA is encouraging agricultural producers and residents to prepare for natural disasters and emergencies, and has designated several counties as primary natural disaster areas. [Source: www.usda.gov, fsa.usda.gov] 2020-10-19: The Disaster Mitigation Act of 2000 is a federal law that aims to reduce the risk of disaster losses by promoting mitigation planning and activities. [Source: www.fema.gov]; FEMA provides federal disaster assistance, including grants for emergency home repairs, to individuals who are not fully covered by insurance. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to individuals affected by disasters. [Source: www.fema.gov]; The National Business Emergency Operations Center is a federal agency that provides emergency operations center and disaster relief warehouse to the National Disaster Management Agency. [Source: bb.usembassy.gov] 2020-10-12: Between 2000 and 2019, there were 7,348 major recorded disaster events claiming 1.23 million lives. [Source: www.undrr.org] 2020-10-05: The United States government has official websites and centers dedicated to disaster management, such as FEMA.gov and the National Business Emergency Operations Center. [Source]; Recent natural disasters in the United States, including hurricanes, floods, and wildfires, have disrupted and shut down essential services during times of surging demand. [Source]; FEMA provides financial assistance for home repairs, child care, and other expenses to individuals affected by major disasters. [Source]; Inmates in some US states, such as Georgia, serve as all-hazard or all-risk firefighters during emergency and disaster management. [Source]; The US government offers low-interest federal disaster loans to small businesses affected by disasters. [Source];']"}
-{"batch_x": [2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0], "batch_y": [1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2020-11-23: The United States government has official websites and resources dedicated to disaster preparedness and response, such as FEMA.gov and Ready.gov. [Source]; There are various organizations and agencies that provide disaster assistance and emergency response services, such as the National Business Emergency Operations Center and Catholic Charities of Eastern Oklahoma. [Source]; Hurricanes and floods are common natural disasters in the United States, and severe hurricanes can strike portions of the country, leading to injury-related emergency department visits. [Source]; The Colorado Disaster Emergency Act and the Robert T. Stafford Disaster Relief and Emergency Assistance Act are laws that provide guidance and resources for disaster response and recovery. [Source] 2020-11-16: The United States government has official websites and agencies dedicated to disaster management and emergency preparedness, such as FEMA, USAID, and the USDA. [Source]; There are various disaster-related resources available, including emergency loans, disaster-assistance response teams, and emergency preparedness curricula in nursing schools. [Source] 2020-11-09: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, such as the Disaster Relief Fund, Farm Service Agency, and Federal Emergency Management Agency (FEMA). [Source: crsreports.congress.gov, fsa.usda.gov, fema.gov]; There are existing emergency operations plans and protocols in place at the state and local levels, such as the Commonwealth of Kentucky Emergency Operations Plan. [Source: eec.ky.gov] 2020-11-02: The United States experiences an average of 151 federally recognized disasters and emergencies each year. [Source: www.acf.hhs.gov]; There is a need for emergency preparedness and disaster response training, with approximately 60,000 emergency responders trained annually. [Source: cdp.dhs.gov];'\n 'Available facts are as follows: 2020-11-23: The United States government has official websites and resources dedicated to disaster preparedness and response, such as FEMA.gov and Ready.gov. [Source]; There are various organizations and agencies that provide disaster assistance and emergency response services, such as the National Business Emergency Operations Center and Catholic Charities of Eastern Oklahoma. [Source]; Hurricanes and floods are common natural disasters in the United States, and severe hurricanes can strike portions of the country, leading to injury-related emergency department visits. [Source]; The Colorado Disaster Emergency Act and the Robert T. Stafford Disaster Relief and Emergency Assistance Act are laws that provide guidance and resources for disaster response and recovery. [Source] 2020-11-16: The United States government has official websites and agencies dedicated to disaster management and emergency preparedness, such as FEMA, USAID, and the USDA. [Source]; There are various disaster-related resources available, including emergency loans, disaster-assistance response teams, and emergency preparedness curricula in nursing schools. [Source] 2020-11-09: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, such as the Disaster Relief Fund, Farm Service Agency, and Federal Emergency Management Agency (FEMA). [Source: crsreports.congress.gov, fsa.usda.gov, fema.gov]; There are existing emergency operations plans and protocols in place at the state and local levels, such as the Commonwealth of Kentucky Emergency Operations Plan. [Source: eec.ky.gov] 2020-11-02: The United States experiences an average of 151 federally recognized disasters and emergencies each year. [Source: www.acf.hhs.gov]; There is a need for emergency preparedness and disaster response training, with approximately 60,000 emergency responders trained annually. [Source: cdp.dhs.gov];']"}
-{"batch_x": [1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0], "batch_y": [8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2020-12-21: The United States has laws and programs in place to respond to disasters and emergencies, such as the U.S. Repatriation Program, disaster human service emergency management, and the Individual Assistance Program. [Source: www.acf.hhs.gov, recovery.pr.gov, homelandsecurity.iowa.gov] 2020-12-14: The United States has a national preparedness guidance outlined in Presidential Policy for responding to emergencies and disasters. [Source: files.nc.gov]; A declaration of a major disaster or emergency by the Governor is required to obtain assistance from the federal government. [Source: www.federalregister.gov]; The North Carolina Emergency Operations Plan incorporates national preparedness guidance for responding to emergencies and disasters. [Source: files.nc.gov]; The Disaster Recovery Reform Act aims to improve the nation's readiness for catastrophic events. [Source: www.fema.gov]; The Pediatric Disaster Care Centers of Excellence aim to optimize outcomes for children in disaster response. [Source: emscimprovement.center] 2020-12-07: The United States government provides disaster-related information to foreign governments and relief organizations on humanitarian grounds. [Source: uscode.house.gov]; The U.S. Department of Education announced an additional $21.2 billion is now available to higher education institutions to ensure learning continues during the COVID-19 pandemic. [Source: www2.ed.gov]; FEMA provides information on winter weather preparedness and emergency operations. [Source: www.fema.gov]; The CDC provides information on disaster and social vulnerability, including emergency information integration and exchange. [Source: www.atsdr.cdc.gov]; The State of California has been declared a major disaster area by the Presidential declaration. [Source: www.federalregister.gov] 2020-11-30: The President approved a Major Disaster declaration on August 25, 2017. [Source: www.fema.gov]; The National Household Survey on Disaster Preparedness outlines actions to be taken before a disaster strikes. [Source: community.fema.gov]; The goal of FEMA's National Advisory Council is to empower all levels of emergency management to handle threats and hazards through improved preparation and coordination. [Source: www.fema.gov]; The ERDC researcher invented emergency responder software to aid in disaster response. [Source: www.erdc.usace.army.mil];\"\n \"Available facts are as follows: 2020-12-21: The United States has laws and programs in place to respond to disasters and emergencies, such as the U.S. Repatriation Program, disaster human service emergency management, and the Individual Assistance Program. [Source: www.acf.hhs.gov, recovery.pr.gov, homelandsecurity.iowa.gov] 2020-12-14: The United States has a national preparedness guidance outlined in Presidential Policy for responding to emergencies and disasters. [Source: files.nc.gov]; A declaration of a major disaster or emergency by the Governor is required to obtain assistance from the federal government. [Source: www.federalregister.gov]; The North Carolina Emergency Operations Plan incorporates national preparedness guidance for responding to emergencies and disasters. [Source: files.nc.gov]; The Disaster Recovery Reform Act aims to improve the nation's readiness for catastrophic events. [Source: www.fema.gov]; The Pediatric Disaster Care Centers of Excellence aim to optimize outcomes for children in disaster response. [Source: emscimprovement.center] 2020-12-07: The United States government provides disaster-related information to foreign governments and relief organizations on humanitarian grounds. [Source: uscode.house.gov]; The U.S. Department of Education announced an additional $21.2 billion is now available to higher education institutions to ensure learning continues during the COVID-19 pandemic. [Source: www2.ed.gov]; FEMA provides information on winter weather preparedness and emergency operations. [Source: www.fema.gov]; The CDC provides information on disaster and social vulnerability, including emergency information integration and exchange. [Source: www.atsdr.cdc.gov]; The State of California has been declared a major disaster area by the Presidential declaration. [Source: www.federalregister.gov] 2020-11-30: The President approved a Major Disaster declaration on August 25, 2017. [Source: www.fema.gov]; The National Household Survey on Disaster Preparedness outlines actions to be taken before a disaster strikes. [Source: community.fema.gov]; The goal of FEMA's National Advisory Council is to empower all levels of emergency management to handle threats and hazards through improved preparation and coordination. [Source: www.fema.gov]; The ERDC researcher invented emergency responder software to aid in disaster response. [Source: www.erdc.usace.army.mil];\"]"}
-{"batch_x": [2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0], "batch_y": [2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2021-01-25: The United States government has declared a national emergency and a public health emergency declaration for the COVID-19 pandemic, and FEMA is supporting vaccine distribution and providing funding for COVID-19 vaccination efforts. [Source: www.fema.gov, www.in.gov] 2021-01-18: The Stafford Disaster Relief and Emergency Assistance Act (42 U.S.C. 5121–5207) provides federal support to governors in response to disasters and emergencies. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) provides funding and support for disaster relief and emergency management, including the Emergency Management Institute (EMI) and the National Business Emergency Operations Center. [Source: www.fema.gov]; The United States Department of Agriculture (USDA) works with FEMA to provide assistance and coordination for disasters and emergencies related to pests and animal disease. [Source: www.usda.gov]; The Ready.gov website provides information and resources for emergency preparedness and response, including life-saving skills graphics and disaster and emergency planning. [Source: www.ready.gov] 2021-01-11: Federal Emergency Management Agency (FEMA) played a crucial role in disaster response during the COVID-19 pandemic, leading a historic response and supporting a record number of disasters. [Source: www.fema.gov]; The United States experienced a high number of billion-dollar weather and climate disasters, including extreme drought, tracked by NOAA's National Centers for Environmental Information (NCEI). [Source: www.drought.gov]; All 50 states were declared federal disaster areas due to COVID-19, leading to a redesign of the Census Bureau's OnTheMap for Emergency Management data. [Source: www.census.gov] 2021-01-04: The United States has a history of emergency management, with the Federal Emergency Management Agency (FEMA) playing a key role in disaster relief and emergency assistance. [Source: www.fema.gov]; Nearly 1 out of every 5 children in the United States has a special healthcare need, and children and youth with special healthcare needs (CYSHCN) require special consideration in emergency planning. [Source: www.cdc.gov]; The Common Alerting Protocol (CAP) is a standardized messaging format used to send emergency alerts and warnings in the United States, and FEMA has formally adopted CAP as the national standard. [Source: www.fema.gov]; An estimated 69 million children in the United States are in school or child care on any given weekday, and emergencies increase the possibility for children to become separated from their families. [Source: www.cdc.gov]; Proclamations of disaster emergency have been issued in the United States, such as the Proclamation of Public Health Disaster Emergency issued on March 17, 2020. [Source: homelandsecurity.iowa.gov];\"\n \"Available facts are as follows: 2021-01-25: The United States government has declared a national emergency and a public health emergency declaration for the COVID-19 pandemic, and FEMA is supporting vaccine distribution and providing funding for COVID-19 vaccination efforts. [Source: www.fema.gov, www.in.gov] 2021-01-18: The Stafford Disaster Relief and Emergency Assistance Act (42 U.S.C. 5121–5207) provides federal support to governors in response to disasters and emergencies. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) provides funding and support for disaster relief and emergency management, including the Emergency Management Institute (EMI) and the National Business Emergency Operations Center. [Source: www.fema.gov]; The United States Department of Agriculture (USDA) works with FEMA to provide assistance and coordination for disasters and emergencies related to pests and animal disease. [Source: www.usda.gov]; The Ready.gov website provides information and resources for emergency preparedness and response, including life-saving skills graphics and disaster and emergency planning. [Source: www.ready.gov] 2021-01-11: Federal Emergency Management Agency (FEMA) played a crucial role in disaster response during the COVID-19 pandemic, leading a historic response and supporting a record number of disasters. [Source: www.fema.gov]; The United States experienced a high number of billion-dollar weather and climate disasters, including extreme drought, tracked by NOAA's National Centers for Environmental Information (NCEI). [Source: www.drought.gov]; All 50 states were declared federal disaster areas due to COVID-19, leading to a redesign of the Census Bureau's OnTheMap for Emergency Management data. [Source: www.census.gov] 2021-01-04: The United States has a history of emergency management, with the Federal Emergency Management Agency (FEMA) playing a key role in disaster relief and emergency assistance. [Source: www.fema.gov]; Nearly 1 out of every 5 children in the United States has a special healthcare need, and children and youth with special healthcare needs (CYSHCN) require special consideration in emergency planning. [Source: www.cdc.gov]; The Common Alerting Protocol (CAP) is a standardized messaging format used to send emergency alerts and warnings in the United States, and FEMA has formally adopted CAP as the national standard. [Source: www.fema.gov]; An estimated 69 million children in the United States are in school or child care on any given weekday, and emergencies increase the possibility for children to become separated from their families. [Source: www.cdc.gov]; Proclamations of disaster emergency have been issued in the United States, such as the Proclamation of Public Health Disaster Emergency issued on March 17, 2020. [Source: homelandsecurity.iowa.gov];\"]"}
-{"batch_x": [2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0], "batch_y": [2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909]], "batch_text": "['Available facts are as follows: 2021-02-22: The U.S. Small Business Administration has approved nearly $76.2 million in low-interest disaster loans to businesses, private nonprofit organizations, and homeowners affected by California wildfires. [Source]; The Stafford Disaster Relief and Emergency Assistance Act authorizes the President to provide assistance to individuals and families affected by disasters. [Source] 2021-02-15: The United States government has responded to severe winter weather in the Southeast, with FEMA declaring major disaster declarations and authorizing federal emergency aid to affected states. [Source: www.fema.gov]; Only 56% of adults in the US can cover a $400 emergency, highlighting the importance of disaster preparedness and savings. [Source: www.ready.gov] 2021-02-08: The United States government has declared states of emergency and disasters in various regions, including Texas, in response to recent crises. [Source: www.whitehouse.gov, gov.texas.gov]; FEMA (Federal Emergency Management Agency) is providing disaster relief efforts, including cash assistance programs, and supporting vaccine distribution during the COVID-19 pandemic. [Source: www.fema.gov]; The University of Central Florida offers a program in Emergency and Crisis Management, which explores the world of crises, disasters, and emergencies. [Source: www.ucf.edu]; The Administration for Children and Families (ACF) has an Emergency Response Readiness Force that provides training and assistance during disasters and emergencies. [Source: www.acf.hhs.gov]; The United States Agency for International Development (USAID) provides emergency disaster assistance to countries in need, such as Niger, which experienced flooding. [Source: ne.usembassy.gov] 2021-02-01: The United States government has been actively responding to disasters and emergencies, with FEMA providing support for vaccine distribution, disaster relief, and emergency assistance. [Source: www.fema.gov, www.whitehouse.gov];'\n 'Available facts are as follows: 2021-02-22: The U.S. Small Business Administration has approved nearly $76.2 million in low-interest disaster loans to businesses, private nonprofit organizations, and homeowners affected by California wildfires. [Source]; The Stafford Disaster Relief and Emergency Assistance Act authorizes the President to provide assistance to individuals and families affected by disasters. [Source] 2021-02-15: The United States government has responded to severe winter weather in the Southeast, with FEMA declaring major disaster declarations and authorizing federal emergency aid to affected states. [Source: www.fema.gov]; Only 56% of adults in the US can cover a $400 emergency, highlighting the importance of disaster preparedness and savings. [Source: www.ready.gov] 2021-02-08: The United States government has declared states of emergency and disasters in various regions, including Texas, in response to recent crises. [Source: www.whitehouse.gov, gov.texas.gov]; FEMA (Federal Emergency Management Agency) is providing disaster relief efforts, including cash assistance programs, and supporting vaccine distribution during the COVID-19 pandemic. [Source: www.fema.gov]; The University of Central Florida offers a program in Emergency and Crisis Management, which explores the world of crises, disasters, and emergencies. [Source: www.ucf.edu]; The Administration for Children and Families (ACF) has an Emergency Response Readiness Force that provides training and assistance during disasters and emergencies. [Source: www.acf.hhs.gov]; The United States Agency for International Development (USAID) provides emergency disaster assistance to countries in need, such as Niger, which experienced flooding. [Source: ne.usembassy.gov] 2021-02-01: The United States government has been actively responding to disasters and emergencies, with FEMA providing support for vaccine distribution, disaster relief, and emergency assistance. [Source: www.fema.gov, www.whitehouse.gov];']"}
-{"batch_x": [990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0], "batch_y": [3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306]], "batch_text": "['Available facts are as follows: 2021-03-22: The United States Federal Government has taken various measures to prepare for and respond to disasters, including providing additional disaster assistance to Guam and the Commonwealth of the Northern Mariana Islands, and extending the State of Disaster Emergency in Kansas. [Source] 2021-03-15: Floods cause 90 percent of disaster damage every year in the United States. [Source]; A disaster supplies kit is a collection of basic items a household may need in the event of an emergency. [Source]; The survey is the only disaster preparedness survey that captures data at the local level. [Source] 2021-03-08: The United States government provides financial assistance to individuals and households to respond to disaster-related housing needs through the Federal Emergency Management Agency (FEMA). [Source: www.law.cornell.edu]; FEMA provides funds for emergency food and shelter programs to help people with economic, not disaster-related, emergencies. [Source: www.fema.gov]; The President of the United States can declare disasters and provide federal assistance to affected areas. [Source: www.whitehouse.gov] 2021-03-01: The United States Federal Emergency Management Agency (FEMA) has declared emergency aid available to states affected by disasters, under the Stafford Disaster Relief and Emergency Assistance Act. [Source]; The U.S. Department of Health and Human Services (HHS) provides waivers and flexibilities to grantees in response to emergency and disaster declarations. [Source]; States have their own emergency management offices, which coordinate response efforts and provide resources during natural disasters. [Source];'\n 'Available facts are as follows: 2021-03-22: The United States Federal Government has taken various measures to prepare for and respond to disasters, including providing additional disaster assistance to Guam and the Commonwealth of the Northern Mariana Islands, and extending the State of Disaster Emergency in Kansas. [Source] 2021-03-15: Floods cause 90 percent of disaster damage every year in the United States. [Source]; A disaster supplies kit is a collection of basic items a household may need in the event of an emergency. [Source]; The survey is the only disaster preparedness survey that captures data at the local level. [Source] 2021-03-08: The United States government provides financial assistance to individuals and households to respond to disaster-related housing needs through the Federal Emergency Management Agency (FEMA). [Source: www.law.cornell.edu]; FEMA provides funds for emergency food and shelter programs to help people with economic, not disaster-related, emergencies. [Source: www.fema.gov]; The President of the United States can declare disasters and provide federal assistance to affected areas. [Source: www.whitehouse.gov] 2021-03-01: The United States Federal Emergency Management Agency (FEMA) has declared emergency aid available to states affected by disasters, under the Stafford Disaster Relief and Emergency Assistance Act. [Source]; The U.S. Department of Health and Human Services (HHS) provides waivers and flexibilities to grantees in response to emergency and disaster declarations. [Source]; States have their own emergency management offices, which coordinate response efforts and provide resources during natural disasters. [Source];']"}
-{"batch_x": [20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0], "batch_y": [1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438]], "batch_text": "[\"Available facts are as follows: 2021-04-19: The United States government has been actively responding to health emergencies and disasters, including the COVID-19 pandemic, with various agencies such as FEMA and HHS playing key roles. [Source] 2021-04-12: The United States government has awarded $3.78 million to Florida for Hurricane Dorian expenses [Source: www.fema.gov].; The US Army Corps of Engineers collaborated with FEMA during the COVID-19 pandemic [Source: www.usace.army.mil].; The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines major disasters and emergencies [Source: childcareta.acf.hhs.gov].; The USDA requires states to submit a Disaster/Emergency Situational Report after a disaster or mass emergency [Source: www.fsa.usda.gov].; A local emergency can be declared by a governor, assigning employees, property, or equipment to respond to the disaster [Source: www.gtcountymi.gov].; The Emergency Management Agency (EMA) uses the Incident Command System to respond to disasters [Source: www.lakecountyohio.gov].; Disaster Service Workers may be required to perform duties outside their normal scope during a declared emergency or disaster [Source: sonomacounty.ca.gov].; The United States provided $200,000 to support disaster management authorities in St. Vincent [Source: bb.usembassy.gov].; Executive orders can be issued to extend emergency declarations, such as the COVID-19 pandemic [Source: mn.gov].; Emergency Operations Plans define major disasters and outline response procedures [Source: www.spotsylvania.va.us]. 2021-04-05: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, including the Federal Emergency Management Agency (FEMA), the Department of Homeland Security, and the Centers for Disease Control and Prevention (CDC). [Source] 2021-03-29: The United States government has updated its flood insurance rating methodology to deliver more accurate rates. [Source: www.fema.gov]; Executive orders have been issued in Kansas to temporarily allow notaries and extend professional and occupational licenses during the State of Disaster Emergency. [Source: governor.kansas.gov]; The South Carolina Emergency Operations Plan Basic Plan has been updated to authorize the SCEMD Director to take action in the event of a disaster. [Source: scemd.org]; The US Department of Veterans Affairs has published a study on community behavioral health support during disasters. [Source: pubmed.ncbi.nlm.nih.gov]; The Chinese hospital nursing disaster response scale has been adapted and evaluated for use in the US. [Source: www.ncbi.nlm.nih.gov]; The Emergency Management Agency in Haralson County, Georgia has been established to work on disaster planning, mitigation, and response. [Source: www.haralsoncountyga.gov]; The SBA has announced additional deferments for disaster home and business loans. [Source: www.sba.gov]; FEMA's Public Assistance Program is a central part of US federal emergency and disaster relief. [Source: crsreports.congress.gov];\"\n \"Available facts are as follows: 2021-04-19: The United States government has been actively responding to health emergencies and disasters, including the COVID-19 pandemic, with various agencies such as FEMA and HHS playing key roles. [Source] 2021-04-12: The United States government has awarded $3.78 million to Florida for Hurricane Dorian expenses [Source: www.fema.gov].; The US Army Corps of Engineers collaborated with FEMA during the COVID-19 pandemic [Source: www.usace.army.mil].; The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines major disasters and emergencies [Source: childcareta.acf.hhs.gov].; The USDA requires states to submit a Disaster/Emergency Situational Report after a disaster or mass emergency [Source: www.fsa.usda.gov].; A local emergency can be declared by a governor, assigning employees, property, or equipment to respond to the disaster [Source: www.gtcountymi.gov].; The Emergency Management Agency (EMA) uses the Incident Command System to respond to disasters [Source: www.lakecountyohio.gov].; Disaster Service Workers may be required to perform duties outside their normal scope during a declared emergency or disaster [Source: sonomacounty.ca.gov].; The United States provided $200,000 to support disaster management authorities in St. Vincent [Source: bb.usembassy.gov].; Executive orders can be issued to extend emergency declarations, such as the COVID-19 pandemic [Source: mn.gov].; Emergency Operations Plans define major disasters and outline response procedures [Source: www.spotsylvania.va.us]. 2021-04-05: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, including the Federal Emergency Management Agency (FEMA), the Department of Homeland Security, and the Centers for Disease Control and Prevention (CDC). [Source] 2021-03-29: The United States government has updated its flood insurance rating methodology to deliver more accurate rates. [Source: www.fema.gov]; Executive orders have been issued in Kansas to temporarily allow notaries and extend professional and occupational licenses during the State of Disaster Emergency. [Source: governor.kansas.gov]; The South Carolina Emergency Operations Plan Basic Plan has been updated to authorize the SCEMD Director to take action in the event of a disaster. [Source: scemd.org]; The US Department of Veterans Affairs has published a study on community behavioral health support during disasters. [Source: pubmed.ncbi.nlm.nih.gov]; The Chinese hospital nursing disaster response scale has been adapted and evaluated for use in the US. [Source: www.ncbi.nlm.nih.gov]; The Emergency Management Agency in Haralson County, Georgia has been established to work on disaster planning, mitigation, and response. [Source: www.haralsoncountyga.gov]; The SBA has announced additional deferments for disaster home and business loans. [Source: www.sba.gov]; FEMA's Public Assistance Program is a central part of US federal emergency and disaster relief. [Source: crsreports.congress.gov];\"]"}
-{"batch_x": [1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0], "batch_y": [1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653]], "batch_text": "[\"Available facts are as follows: 2021-05-24: The United States government has declared national emergencies and public health disaster emergencies in response to climate-related disasters. [Source: governor.iowa.gov]; The Federal Regulation outlining the USACE's emergency authority has been updated to address flood risks and disasters. [Source: www.usace.army.mil]; FEMA provides guidelines and standards for flood risk analysis and mapping, and offers grants and assistance for disaster relief. [Source: www.fema.gov]; The US government has invested $1 billion to protect communities from climate-related disasters, shifting the focus from reactive disaster response to proactive mitigation. [Source: www.whitehouse.gov] 2021-05-17: The Federal Emergency Management Agency (FEMA) provides guidance for disaster response and recovery, while adhering to public health measures during the COVID-19 pandemic. [Source: www.fema.gov] 2021-05-10: The United States government has various agencies and resources dedicated to disaster response and recovery, including the Federal Emergency Management Agency (FEMA), the Department of Health and Human Services (HHS), and the United States Department of Agriculture (USDA). [Source]; These agencies provide emergency loans, credit, and other forms of assistance to individuals and communities affected by natural disasters, acts of terrorism, and other emergencies. [Source] 2021-05-03: The United States government has issued proclamations and declarations for disasters and emergencies, including the 2023 Hawaii Wildfires, and has provided federal assistance for recovery efforts. [Source]; Various government agencies, such as FEMA, Medicaid, and the Department of Homeland Security, have resources and programs in place for emergency preparedness and response to natural disasters. [Source];\"\n \"Available facts are as follows: 2021-05-24: The United States government has declared national emergencies and public health disaster emergencies in response to climate-related disasters. [Source: governor.iowa.gov]; The Federal Regulation outlining the USACE's emergency authority has been updated to address flood risks and disasters. [Source: www.usace.army.mil]; FEMA provides guidelines and standards for flood risk analysis and mapping, and offers grants and assistance for disaster relief. [Source: www.fema.gov]; The US government has invested $1 billion to protect communities from climate-related disasters, shifting the focus from reactive disaster response to proactive mitigation. [Source: www.whitehouse.gov] 2021-05-17: The Federal Emergency Management Agency (FEMA) provides guidance for disaster response and recovery, while adhering to public health measures during the COVID-19 pandemic. [Source: www.fema.gov] 2021-05-10: The United States government has various agencies and resources dedicated to disaster response and recovery, including the Federal Emergency Management Agency (FEMA), the Department of Health and Human Services (HHS), and the United States Department of Agriculture (USDA). [Source]; These agencies provide emergency loans, credit, and other forms of assistance to individuals and communities affected by natural disasters, acts of terrorism, and other emergencies. [Source] 2021-05-03: The United States government has issued proclamations and declarations for disasters and emergencies, including the 2023 Hawaii Wildfires, and has provided federal assistance for recovery efforts. [Source]; Various government agencies, such as FEMA, Medicaid, and the Department of Homeland Security, have resources and programs in place for emergency preparedness and response to natural disasters. [Source];\"]"}
-{"batch_x": [4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0], "batch_y": [1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904]], "batch_text": "['Available facts are as follows: 2021-06-21: The COVID-19 state disaster emergency declared on March 7, 2020 in New York has been ended as of June 23, 2021. [Source: www.governor.ny.gov]; The Stafford Disaster Relief and Emergency Assistance Act allows the President to declare a major disaster exists and provides assistance to affected areas. [Source: www.fema.gov]; Texas Governor Greg Abbott used a disaster declaration to fund a border wall on June 23, 2021. [Source: www.texastribune.org]; FEMA has a National Disaster Recovery Framework and a National Business Emergency Operations Center to aid in disaster response and recovery. [Source: www.fema.gov]; Telehealth innovations have been used to respond to the COVID-19 pandemic in the United States. [Source: www.ncbi.nlm.nih.gov] 2021-06-14: Flooding is the most common and most expensive natural disaster in the United States, with just 1 inch of water causing significant damage to a home. [Source: www.fema.gov] 2021-06-07: The U.S. Army Corps of Engineers (USACE) can respond to natural disasters and emergencies in four main ways, including under its own authority and under the National Emergency Act. [Source: www.usace.army.mil]; The Federal Emergency Management Agency (FEMA) provides guidance on post-disaster building safety evaluation and has a National Business Emergency Operations Center. [Source: www.fema.gov]; Various states, including Kentucky, Texas, and Pennsylvania, have their own emergency management directors and laws related to disaster declarations and responses. [Source: apps.legislature.ky.gov, gov.texas.gov, www.legis.state.pa.us]; The U.S. government has extended COVID-19 disaster declarations and has programs in place for disaster preparedness and response, including the Child Nutrition COVID-19 Waivers. [Source: gov.texas.gov, www.fns.usda.gov] 2021-05-31: The Federal Emergency Management Agency (FEMA) is working to prepare for and respond to natural disasters in the United States. [Source: www.fema.gov]; The Governor of Texas, Greg Abbott, has issued a disaster declaration due to the ongoing surge of individuals at the border. [Source: gov.texas.gov]; The U.S. Army Corps of Engineers is working to deliver vital engineering solutions to reduce disaster risk. [Source: www.usace.army.mil]; The Kern County Fire Department has emergency plans in place to respond to emergencies and disasters. [Source: kerncountyfire.org]; The World Health Organization (WHO) emphasizes the importance of citizen engagement in health emergency and disaster risk management. [Source: www.ncbi.nlm.nih.gov];'\n 'Available facts are as follows: 2021-06-21: The COVID-19 state disaster emergency declared on March 7, 2020 in New York has been ended as of June 23, 2021. [Source: www.governor.ny.gov]; The Stafford Disaster Relief and Emergency Assistance Act allows the President to declare a major disaster exists and provides assistance to affected areas. [Source: www.fema.gov]; Texas Governor Greg Abbott used a disaster declaration to fund a border wall on June 23, 2021. [Source: www.texastribune.org]; FEMA has a National Disaster Recovery Framework and a National Business Emergency Operations Center to aid in disaster response and recovery. [Source: www.fema.gov]; Telehealth innovations have been used to respond to the COVID-19 pandemic in the United States. [Source: www.ncbi.nlm.nih.gov] 2021-06-14: Flooding is the most common and most expensive natural disaster in the United States, with just 1 inch of water causing significant damage to a home. [Source: www.fema.gov] 2021-06-07: The U.S. Army Corps of Engineers (USACE) can respond to natural disasters and emergencies in four main ways, including under its own authority and under the National Emergency Act. [Source: www.usace.army.mil]; The Federal Emergency Management Agency (FEMA) provides guidance on post-disaster building safety evaluation and has a National Business Emergency Operations Center. [Source: www.fema.gov]; Various states, including Kentucky, Texas, and Pennsylvania, have their own emergency management directors and laws related to disaster declarations and responses. [Source: apps.legislature.ky.gov, gov.texas.gov, www.legis.state.pa.us]; The U.S. government has extended COVID-19 disaster declarations and has programs in place for disaster preparedness and response, including the Child Nutrition COVID-19 Waivers. [Source: gov.texas.gov, www.fns.usda.gov] 2021-05-31: The Federal Emergency Management Agency (FEMA) is working to prepare for and respond to natural disasters in the United States. [Source: www.fema.gov]; The Governor of Texas, Greg Abbott, has issued a disaster declaration due to the ongoing surge of individuals at the border. [Source: gov.texas.gov]; The U.S. Army Corps of Engineers is working to deliver vital engineering solutions to reduce disaster risk. [Source: www.usace.army.mil]; The Kern County Fire Department has emergency plans in place to respond to emergencies and disasters. [Source: kerncountyfire.org]; The World Health Organization (WHO) emphasizes the importance of citizen engagement in health emergency and disaster risk management. [Source: www.ncbi.nlm.nih.gov];']"}
-{"batch_x": [1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0], "batch_y": [1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2021-07-26: The United States government has an official website for FEMA (Federal Emergency Management Agency) which provides information on disaster preparedness and emergency operations. [Source: www.fema.gov]; Research has been conducted on disaster preparedness in emergency medical service agencies, including a study that evaluated the preparedness of rural EMS agencies for emergencies and disasters. [Source: www.ncbi.nlm.nih.gov]; Various government agencies, such as the Hawai'i Emergency Management Agency and the USDA, provide resources and support for disaster preparedness and response. [Source: dod.hawaii.gov, fsa.usda.gov]; Emergency declarations have been made in states such as Iowa and Wisconsin, allowing for emergency credit to producers recovering from natural disasters. [Source: www.fmcsa.dot.gov, fsa.usda.gov] 2021-07-19: The United States government has various agencies and programs in place to support disaster preparedness, response, and recovery, including FEMA, the Federal Emergency Management Agency, which provides disaster benefits and assistance. [Source]; The Federal Emergency Management Agency (FEMA) has provided over $700 million in COVID-19 funeral assistance. [Source]; The USDA offers disaster assistance to farmers and ranchers in North Dakota affected by drought. [Source] 2021-07-12: The United States has various programs and resources in place to respond to disasters and emergencies, including the National Emergency Preparedness Liaison Officers (NEPLOs), the Emergency Management Assistance Compact (EMAC), and the Federal Emergency Management Agency (FEMA). [Source]; The USDA provides emergency credit to producers recovering from natural disasters through emergency loans, and has designated certain counties as primary natural disaster areas, making them eligible for assistance. [Source]; The Federal Government has approved disaster declarations for certain states, making federal funding available for disaster relief efforts. [Source] 2021-07-05: The Disaster Recovery Reform Act of 2018 aims to improve disaster preparedness and response in the United States. [Source: www.fema.gov]; The Post-Katrina Emergency Management Reform Act was established in response to Hurricane Katrina, the most devastating natural disaster in U.S. history. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides disaster relief and emergency assistance to states and local governments. [Source: www.fema.gov]; The Sandy Recovery Improvement Act of 2013 aims to improve disaster recovery efforts, particularly in response to Hurricane Sandy. [Source: www.fema.gov];\"\n \"Available facts are as follows: 2021-07-26: The United States government has an official website for FEMA (Federal Emergency Management Agency) which provides information on disaster preparedness and emergency operations. [Source: www.fema.gov]; Research has been conducted on disaster preparedness in emergency medical service agencies, including a study that evaluated the preparedness of rural EMS agencies for emergencies and disasters. [Source: www.ncbi.nlm.nih.gov]; Various government agencies, such as the Hawai'i Emergency Management Agency and the USDA, provide resources and support for disaster preparedness and response. [Source: dod.hawaii.gov, fsa.usda.gov]; Emergency declarations have been made in states such as Iowa and Wisconsin, allowing for emergency credit to producers recovering from natural disasters. [Source: www.fmcsa.dot.gov, fsa.usda.gov] 2021-07-19: The United States government has various agencies and programs in place to support disaster preparedness, response, and recovery, including FEMA, the Federal Emergency Management Agency, which provides disaster benefits and assistance. [Source]; The Federal Emergency Management Agency (FEMA) has provided over $700 million in COVID-19 funeral assistance. [Source]; The USDA offers disaster assistance to farmers and ranchers in North Dakota affected by drought. [Source] 2021-07-12: The United States has various programs and resources in place to respond to disasters and emergencies, including the National Emergency Preparedness Liaison Officers (NEPLOs), the Emergency Management Assistance Compact (EMAC), and the Federal Emergency Management Agency (FEMA). [Source]; The USDA provides emergency credit to producers recovering from natural disasters through emergency loans, and has designated certain counties as primary natural disaster areas, making them eligible for assistance. [Source]; The Federal Government has approved disaster declarations for certain states, making federal funding available for disaster relief efforts. [Source] 2021-07-05: The Disaster Recovery Reform Act of 2018 aims to improve disaster preparedness and response in the United States. [Source: www.fema.gov]; The Post-Katrina Emergency Management Reform Act was established in response to Hurricane Katrina, the most devastating natural disaster in U.S. history. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides disaster relief and emergency assistance to states and local governments. [Source: www.fema.gov]; The Sandy Recovery Improvement Act of 2013 aims to improve disaster recovery efforts, particularly in response to Hurricane Sandy. [Source: www.fema.gov];\"]"}
-{"batch_x": [8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0], "batch_y": [2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2021-08-23: FEMA is tracking Hurricane Ida, forecast to make landfall in the United States as a dangerous major hurricane. [Source: www.fema.gov]; President Joseph R. Biden, Jr. declared that a major disaster exists in the State of Louisiana and ordered Federal aid to supplement State, tribal, and local recovery efforts. [Source: www.whitehouse.gov]; The United States pays for disaster assistance through a complicated intergovernmental system that relies on funding from different agencies—from emergency management agencies to transportation and housing departments. [Source: www.pewtrusts.org] 2021-08-16: The National Risk Index is a dataset and online tool that leverages available data for natural hazard and community risk factors to help illustrate the U.S. [Source: hazards.fema.gov]; President Joseph R. Biden, Jr. declared an emergency exists in the State of Florida and ordered Federal assistance to supplement State, tribal, and local response efforts due to the emergency. [Source: www.whitehouse.gov]; A Disaster Recovery Center opened in Hamtramck, providing representatives from FEMA, U.S. Small Business Administration, Michigan State Police, Emergency Management and Homeland Security Division. [Source: www.fema.gov]; Legislation was introduced to improve disaster response, including assistance for individuals forced to relocate to another state due to disaster or emergency. [Source: www.aging.senate.gov]; OIG provides resources for emergency preparedness and response, including emerging infectious disease outbreaks and natural disasters. [Source: oig.hhs.gov]; Campus Emergency Management Resources are available, including IAEM-USA Universities & Colleges Caucus and Disaster Resilient Universities (DRU) Network. [Source: training.fema.gov]; HHS OIG responds to major disasters as part of the Government's emergency response efforts. [Source: oig.hhs.gov]; An Executive Order was issued in Rhode Island declaring a disaster emergency for new Covid-19 variants. [Source: governor.ri.gov]; The Missouri Department of Natural Resources provides environmental emergency response services, including natural disasters and hazardous materials incidents. [Source: dnr.mo.gov]; Pinellas County provides disaster assistance, including emergency needs and recovery efforts. [Source: pinellas.gov] 2021-08-09: The U.S. Southern Command has assisted Haiti in preparing for natural disasters by constructing emergency operations centers and disaster relief warehouses. [Source: www.southcom.mil]; FEMA is announcing three pre-disaster funding opportunities to help states and communities prepare for major disasters. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) is conducting system tests of the National Emergency Alert System. [Source: www.fema.gov]; The Emergency Services Sector's mission is to save lives, protect property and the environment, assist communities impacted by disasters, and aid recovery efforts. [Source: www.cisa.gov]; The Biden-Harris Administration is making up to $500 million available to support rural communities affected by disasters. [Source: www.usda.gov] 2021-08-02: In 2014, the United States experienced eight weather and climate disaster events with losses exceeding $1 billion each. [Source: toolkit.climate.gov]; The Biden Administration has committed $3.46 billion in hazard mitigation funding to help prevent future disasters. [Source: www.fema.gov]; FEMA has awarded $27 million to Lee County Electric Cooperative for disaster relief efforts. [Source: www.fema.gov];\"\n \"Available facts are as follows: 2021-08-23: FEMA is tracking Hurricane Ida, forecast to make landfall in the United States as a dangerous major hurricane. [Source: www.fema.gov]; President Joseph R. Biden, Jr. declared that a major disaster exists in the State of Louisiana and ordered Federal aid to supplement State, tribal, and local recovery efforts. [Source: www.whitehouse.gov]; The United States pays for disaster assistance through a complicated intergovernmental system that relies on funding from different agencies—from emergency management agencies to transportation and housing departments. [Source: www.pewtrusts.org] 2021-08-16: The National Risk Index is a dataset and online tool that leverages available data for natural hazard and community risk factors to help illustrate the U.S. [Source: hazards.fema.gov]; President Joseph R. Biden, Jr. declared an emergency exists in the State of Florida and ordered Federal assistance to supplement State, tribal, and local response efforts due to the emergency. [Source: www.whitehouse.gov]; A Disaster Recovery Center opened in Hamtramck, providing representatives from FEMA, U.S. Small Business Administration, Michigan State Police, Emergency Management and Homeland Security Division. [Source: www.fema.gov]; Legislation was introduced to improve disaster response, including assistance for individuals forced to relocate to another state due to disaster or emergency. [Source: www.aging.senate.gov]; OIG provides resources for emergency preparedness and response, including emerging infectious disease outbreaks and natural disasters. [Source: oig.hhs.gov]; Campus Emergency Management Resources are available, including IAEM-USA Universities & Colleges Caucus and Disaster Resilient Universities (DRU) Network. [Source: training.fema.gov]; HHS OIG responds to major disasters as part of the Government's emergency response efforts. [Source: oig.hhs.gov]; An Executive Order was issued in Rhode Island declaring a disaster emergency for new Covid-19 variants. [Source: governor.ri.gov]; The Missouri Department of Natural Resources provides environmental emergency response services, including natural disasters and hazardous materials incidents. [Source: dnr.mo.gov]; Pinellas County provides disaster assistance, including emergency needs and recovery efforts. [Source: pinellas.gov] 2021-08-09: The U.S. Southern Command has assisted Haiti in preparing for natural disasters by constructing emergency operations centers and disaster relief warehouses. [Source: www.southcom.mil]; FEMA is announcing three pre-disaster funding opportunities to help states and communities prepare for major disasters. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) is conducting system tests of the National Emergency Alert System. [Source: www.fema.gov]; The Emergency Services Sector's mission is to save lives, protect property and the environment, assist communities impacted by disasters, and aid recovery efforts. [Source: www.cisa.gov]; The Biden-Harris Administration is making up to $500 million available to support rural communities affected by disasters. [Source: www.usda.gov] 2021-08-02: In 2014, the United States experienced eight weather and climate disaster events with losses exceeding $1 billion each. [Source: toolkit.climate.gov]; The Biden Administration has committed $3.46 billion in hazard mitigation funding to help prevent future disasters. [Source: www.fema.gov]; FEMA has awarded $27 million to Lee County Electric Cooperative for disaster relief efforts. [Source: www.fema.gov];\"]"}
-{"batch_x": [2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0], "batch_y": [3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182]], "batch_text": "['Available facts are as follows: 2021-09-20: The United States government has various agencies and programs in place to respond to and prepare for disasters, including the Federal Emergency Management Agency (FEMA), the National Flood Insurance Program (NFIP), and the Department of Defense. [Source]; The USDA has designated certain counties as primary natural disaster areas, allowing farmers to access emergency loans and credit. [Source] 2021-09-13: The United States government has various resources and programs in place to assist with disaster relief and emergency management, including FEMA, USDA, and CDC. [Source: www.fema.gov, www.farmers.gov, www.rd.usda.gov, www.cdc.gov] 2021-09-06: Objective facts about the Climate and Disaster situation:The Federal Emergency Management Agency (FEMA) and state governments are operating Disaster Recovery Centers to aid in disaster response and recovery. [Source: www.fema.gov]The United States government provides emergency credit to producers recovering from natural disasters through emergency loans. [Source: fsa.usda.gov]The USDA is updating the Emergency Assistance program to cover feed transportation costs for livestock producers affected by disasters. [Source: www.usda.gov] 2021-08-30: The United States government has declared emergency disaster declarations for states impacted by Hurricane Ida, with FEMA providing low-interest federal disaster loans and emergency medical services. [Source: www.fema.gov, www.governor.ny.gov];'\n 'Available facts are as follows: 2021-09-20: The United States government has various agencies and programs in place to respond to and prepare for disasters, including the Federal Emergency Management Agency (FEMA), the National Flood Insurance Program (NFIP), and the Department of Defense. [Source]; The USDA has designated certain counties as primary natural disaster areas, allowing farmers to access emergency loans and credit. [Source] 2021-09-13: The United States government has various resources and programs in place to assist with disaster relief and emergency management, including FEMA, USDA, and CDC. [Source: www.fema.gov, www.farmers.gov, www.rd.usda.gov, www.cdc.gov] 2021-09-06: Objective facts about the Climate and Disaster situation:The Federal Emergency Management Agency (FEMA) and state governments are operating Disaster Recovery Centers to aid in disaster response and recovery. [Source: www.fema.gov]The United States government provides emergency credit to producers recovering from natural disasters through emergency loans. [Source: fsa.usda.gov]The USDA is updating the Emergency Assistance program to cover feed transportation costs for livestock producers affected by disasters. [Source: www.usda.gov] 2021-08-30: The United States government has declared emergency disaster declarations for states impacted by Hurricane Ida, with FEMA providing low-interest federal disaster loans and emergency medical services. [Source: www.fema.gov, www.governor.ny.gov];']"}
-{"batch_x": [2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0], "batch_y": [1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2021-10-25: The United States has recently experienced a series of disasters, including healthcare staffing shortages in New York, flooding in Louisiana, and natural disasters in Illinois. [Source: www.governor.ny.gov, www.fema.gov, fsa.usda.gov] 2021-10-18: The United States government has official websites and organizations dedicated to disaster response and management, such as FEMA.gov and DHS.gov. [Source]; There have been recent natural disasters and emergencies in the United States, including hurricanes, floods, droughts, and wildfires, which have inflicted significant damages. [Source]; The USDA has designated three Iowa counties as primary natural disaster areas, allowing for emergency credit to producers recovering from natural disasters. [Source] 2021-10-11: The National Response Framework (NRF) is a guide to how the nation responds to all types of disasters and emergencies in the United States. [Source: www.fema.gov]; Drought intensity is D2 for eight consecutive weeks as indicated by the U.S. Drought Monitor. [Source: fsa.usda.gov] 2021-10-04: The United States government has established Disaster Recovery Centers, such as the one in Southfield, Michigan, to provide assistance to individuals and businesses affected by disasters. [Source: www.fema.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and may send letters to individuals indicating their eligibility for federal disaster assistance. [Source: www.fema.gov]; The U.S. Small Business Administration offers Economic Injury Disaster Loans (EIDL) to help small businesses recover from disasters. [Source: www.sba.gov];'\n 'Available facts are as follows: 2021-10-25: The United States has recently experienced a series of disasters, including healthcare staffing shortages in New York, flooding in Louisiana, and natural disasters in Illinois. [Source: www.governor.ny.gov, www.fema.gov, fsa.usda.gov] 2021-10-18: The United States government has official websites and organizations dedicated to disaster response and management, such as FEMA.gov and DHS.gov. [Source]; There have been recent natural disasters and emergencies in the United States, including hurricanes, floods, droughts, and wildfires, which have inflicted significant damages. [Source]; The USDA has designated three Iowa counties as primary natural disaster areas, allowing for emergency credit to producers recovering from natural disasters. [Source] 2021-10-11: The National Response Framework (NRF) is a guide to how the nation responds to all types of disasters and emergencies in the United States. [Source: www.fema.gov]; Drought intensity is D2 for eight consecutive weeks as indicated by the U.S. Drought Monitor. [Source: fsa.usda.gov] 2021-10-04: The United States government has established Disaster Recovery Centers, such as the one in Southfield, Michigan, to provide assistance to individuals and businesses affected by disasters. [Source: www.fema.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and may send letters to individuals indicating their eligibility for federal disaster assistance. [Source: www.fema.gov]; The U.S. Small Business Administration offers Economic Injury Disaster Loans (EIDL) to help small businesses recover from disasters. [Source: www.sba.gov];']"}
-{"batch_x": [3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0], "batch_y": [3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0], "batch_x_mark": [[-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2021-11-22: The COVID-19 pandemic has led to disaster emergency declarations in states such as New York [Source: www.governor.ny.gov]. Federal disaster assistance is available not only to homeowners but also to renters [Source: www.fema.gov]. 2021-11-15: The United States Global Change Research Program has reported recent trends in the profession of emergency and disaster management. [Source: www.csum.edu]; The Infrastructure Deal provides FEMA with $733 million for community mitigation over the next five years. [Source: www.fema.gov]; The Emergency relief program under section 125 of title 23, United States Code, incorporates economically justifiable improvements that mitigate the risk of recurring damage from extreme weather, flooding, and other natural disasters. [Source: www.law.cornell.edu] 2021-11-08: The United States has a system in place to respond to disasters and emergencies, including the Federal Priorities and Allocations System (FPAS) and the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source]; The President of the United States has the authority to invoke the War Powers Act in times of emergency, and the Secretary of Homeland Security has the authority to place rated orders for national defense and emergency preparedness. [Source] 2021-11-01: The Federal Emergency Management Agency (FEMA) has programs in place to reduce windstorm impacts and provide disaster assistance to affected areas. [Source: www.fema.gov]; The state of Texas has declared a state of disaster in all 254 counties in response to the COVID-19 pandemic. [Source: www.txcourts.gov]; The US Army Corps of Engineers (USACE) has installed over 33,600 blue roofs across 25 parishes in support of the state of Louisiana and FEMA. [Source: www.usace.army.mil];'\n 'Available facts are as follows: 2021-11-22: The COVID-19 pandemic has led to disaster emergency declarations in states such as New York [Source: www.governor.ny.gov]. Federal disaster assistance is available not only to homeowners but also to renters [Source: www.fema.gov]. 2021-11-15: The United States Global Change Research Program has reported recent trends in the profession of emergency and disaster management. [Source: www.csum.edu]; The Infrastructure Deal provides FEMA with $733 million for community mitigation over the next five years. [Source: www.fema.gov]; The Emergency relief program under section 125 of title 23, United States Code, incorporates economically justifiable improvements that mitigate the risk of recurring damage from extreme weather, flooding, and other natural disasters. [Source: www.law.cornell.edu] 2021-11-08: The United States has a system in place to respond to disasters and emergencies, including the Federal Priorities and Allocations System (FPAS) and the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source]; The President of the United States has the authority to invoke the War Powers Act in times of emergency, and the Secretary of Homeland Security has the authority to place rated orders for national defense and emergency preparedness. [Source] 2021-11-01: The Federal Emergency Management Agency (FEMA) has programs in place to reduce windstorm impacts and provide disaster assistance to affected areas. [Source: www.fema.gov]; The state of Texas has declared a state of disaster in all 254 counties in response to the COVID-19 pandemic. [Source: www.txcourts.gov]; The US Army Corps of Engineers (USACE) has installed over 33,600 blue roofs across 25 parishes in support of the state of Louisiana and FEMA. [Source: www.usace.army.mil];']"}
-{"batch_x": [1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0], "batch_y": [2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0, 4156380672.0], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2021-12-20: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The U.S. Army Corps of Engineers Louisville District is supporting state and local governments in responding to major disasters. [Source: www.lrl.usace.army.mil]; The National Disaster Medical System (NDMS) provides health and medical care in response to natural and man-made disasters. [Source: aspr.hhs.gov]; The Federal Emergency Management Agency (FEMA) has programs and resources in place to support emergency management and disaster response. [Source: www.fema.gov]; The Pennsylvania Emergency Management Agency has a recognized innovative best practice system for disaster response. [Source: www.pema.pa.gov] 2021-12-13: The Salvation Army USA provides emergency preparedness, immediate emergency response, emotional and spiritual care, long-term disaster recovery, and serves all without discrimination. [Source]; The National Preparedness Goal aims to ensure a secure and resilient nation with the capabilities required across the whole community to prevent, protect against, mitigate, respond to, and recover from the threats and hazards that pose the greatest risk. [Source]; The Hawai'i Emergency Management Agency has a Five Year Strategic Plan that identifies major natural hazards affecting the state and provides a framework for disaster or emergency response. [Source]; The National Flood Insurance Act of 1968 prohibits the Federal Emergency Management Agency (FEMA) from providing flood insurance in flood-prone areas that do not participate in the National Flood Insurance Program. [Source] 2021-12-06: The United States government has laws and policies in place to guide disaster response and recovery, such as the Stafford Act and the California Disaster Assistance Act. [Source]; FEMA plays a key role in disaster response and recovery, working with state, tribal, and local governments to identify natural disaster risks and vulnerabilities. [Source] 2021-11-29: The Federal Emergency Management Agency (FEMA) has a Public Assistance Grant Program to provide assistance to state, tribal, and local governments, as well as certain non-profit organizations, following a presidential disaster declaration. [Source]; Only 48% of households in the United States have taken steps to prepare for a disaster, according to the 2020 FEMA National Household Survey. [Source];\"\n \"Available facts are as follows: 2021-12-20: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The U.S. Army Corps of Engineers Louisville District is supporting state and local governments in responding to major disasters. [Source: www.lrl.usace.army.mil]; The National Disaster Medical System (NDMS) provides health and medical care in response to natural and man-made disasters. [Source: aspr.hhs.gov]; The Federal Emergency Management Agency (FEMA) has programs and resources in place to support emergency management and disaster response. [Source: www.fema.gov]; The Pennsylvania Emergency Management Agency has a recognized innovative best practice system for disaster response. [Source: www.pema.pa.gov] 2021-12-13: The Salvation Army USA provides emergency preparedness, immediate emergency response, emotional and spiritual care, long-term disaster recovery, and serves all without discrimination. [Source]; The National Preparedness Goal aims to ensure a secure and resilient nation with the capabilities required across the whole community to prevent, protect against, mitigate, respond to, and recover from the threats and hazards that pose the greatest risk. [Source]; The Hawai'i Emergency Management Agency has a Five Year Strategic Plan that identifies major natural hazards affecting the state and provides a framework for disaster or emergency response. [Source]; The National Flood Insurance Act of 1968 prohibits the Federal Emergency Management Agency (FEMA) from providing flood insurance in flood-prone areas that do not participate in the National Flood Insurance Program. [Source] 2021-12-06: The United States government has laws and policies in place to guide disaster response and recovery, such as the Stafford Act and the California Disaster Assistance Act. [Source]; FEMA plays a key role in disaster response and recovery, working with state, tribal, and local governments to identify natural disaster risks and vulnerabilities. [Source] 2021-11-29: The Federal Emergency Management Agency (FEMA) has a Public Assistance Grant Program to provide assistance to state, tribal, and local governments, as well as certain non-profit organizations, following a presidential disaster declaration. [Source]; Only 48% of households in the United States have taken steps to prepare for a disaster, according to the 2020 FEMA National Household Survey. [Source];\"]"}
-{"batch_x": [1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0], "batch_y": [1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0, 4156380672.0, 3121018624.0], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2022-01-24: The United States experienced billion-dollar weather and climate disasters in 2021, including flash floods that caused dozens of fatalities and damaged homes and businesses. [Source: www.climate.gov]; Disaster Recovery Centers (DRCs) are temporary offices set up by FEMA to provide information and resources to individuals affected by disasters. [Source: www.fema.gov] 2022-01-17: Objective facts about the Climate and Disaster situation:The United States government has designated several counties in Michigan and Texas as primary natural disaster areas, allowing producers to access emergency credit through emergency loans. [Source: fsa.usda.gov]The Disaster Relief Fund is used to respond to and recover from major disasters and emergencies. [Source: sgp.fas.org] 2022-01-10: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The President of the United States declared a national emergency to address COVID-19 on March 13, 2020. [Source: www.readingpa.gov] 2022-01-03: The United States government has an official website for FEMA (Federal Emergency Management Agency) that provides information on national disaster response efforts and assistance available for survivors of storms and other disasters. [Source]; The Department of Emergency Medicine at Northwestern Medicine has a program focused on disaster management and community emergency preparedness. [Source]; The Federal Emergency Management Agency (FEMA) provides various types of assistance to survivors of disasters, including those who do not qualify for federal aid. [Source]; The Chisago County government has an emergency management and homeland security department that works with the federal government to respond to disasters and emergency situations. [Source]; The Organization of American States (OAS) has a program to improve disaster risk management for ports in the Caribbean, which includes conducting table-top exercises with member states. [Source]; The Texas Health and Human Services Commission has adopted new emergency rules related to the governor's proclamation declaring a state of disaster. [Source]; Bannock County has an emergency management department that provides information on disaster plans, training, and operations, as well as useful links for preparedness. [Source]; The U.S. Department of Health & Human Services has a program called ASPR (Assistant Secretary for Preparedness and Response) that responds to public health emergencies, including COVID-19. [Source]; DeeDee Bennett Gayle is a researcher who focuses on disaster preparedness and reducing vulnerability in the United States. [Source]; The Hospital Preparedness Program (HPP) is a program of the U.S. Department of Health & Human Services that helps hospitals prepare for and respond to disasters and emergencies. [Source];\"\n \"Available facts are as follows: 2022-01-24: The United States experienced billion-dollar weather and climate disasters in 2021, including flash floods that caused dozens of fatalities and damaged homes and businesses. [Source: www.climate.gov]; Disaster Recovery Centers (DRCs) are temporary offices set up by FEMA to provide information and resources to individuals affected by disasters. [Source: www.fema.gov] 2022-01-17: Objective facts about the Climate and Disaster situation:The United States government has designated several counties in Michigan and Texas as primary natural disaster areas, allowing producers to access emergency credit through emergency loans. [Source: fsa.usda.gov]The Disaster Relief Fund is used to respond to and recover from major disasters and emergencies. [Source: sgp.fas.org] 2022-01-10: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The President of the United States declared a national emergency to address COVID-19 on March 13, 2020. [Source: www.readingpa.gov] 2022-01-03: The United States government has an official website for FEMA (Federal Emergency Management Agency) that provides information on national disaster response efforts and assistance available for survivors of storms and other disasters. [Source]; The Department of Emergency Medicine at Northwestern Medicine has a program focused on disaster management and community emergency preparedness. [Source]; The Federal Emergency Management Agency (FEMA) provides various types of assistance to survivors of disasters, including those who do not qualify for federal aid. [Source]; The Chisago County government has an emergency management and homeland security department that works with the federal government to respond to disasters and emergency situations. [Source]; The Organization of American States (OAS) has a program to improve disaster risk management for ports in the Caribbean, which includes conducting table-top exercises with member states. [Source]; The Texas Health and Human Services Commission has adopted new emergency rules related to the governor's proclamation declaring a state of disaster. [Source]; Bannock County has an emergency management department that provides information on disaster plans, training, and operations, as well as useful links for preparedness. [Source]; The U.S. Department of Health & Human Services has a program called ASPR (Assistant Secretary for Preparedness and Response) that responds to public health emergencies, including COVID-19. [Source]; DeeDee Bennett Gayle is a researcher who focuses on disaster preparedness and reducing vulnerability in the United States. [Source]; The Hospital Preparedness Program (HPP) is a program of the U.S. Department of Health & Human Services that helps hospitals prepare for and respond to disasters and emergencies. [Source];\"]"}
+{"batch_x": [1073836672.0, 474146048.0, 294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0], "batch_y": [562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0], "batch_x_timestamps_datetime64_ns": [1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2019-06-24: The United States is increasingly reliant on federal help to address natural disasters, which is a key source of federal fiscal exposure, particularly with extreme weather events. [Source]; Three of the 5 costliest US hurricanes ever recorded occurred in recent years, highlighting the tremendous toll that natural and human-made disasters can take on affected areas. [Source] 2019-06-17: The USDA Climate Hubs provide information on emergency preparedness for various disasters such as hurricanes, floods, earthquakes, tsunamis, and fires, with a focus on the Midwest and Puerto Rico. [Source: www.climatehubs.usda.gov]; The US EPA provides guidance on planning for natural disaster debris, including emergency response and environmental information. [Source: www.epa.gov]; The FEMA-PA provides supplemental federal disaster grant assistance for debris removal and emergency protective measures in the US Virgin Islands. [Source: www.usviodr.com]; The Federal Register updates duplication of benefits requirements for state disaster assistance programs. [Source: www.federalregister.gov] 2019-06-10: The Ashtabula County Emergency Management Agency identifies mitigation activities to lessen the effects of disaster on people and property, and develops plans to respond to emergency situations. [Source: www.ashtabulacounty.us]; The California Governor's Office of Emergency Services provides individual assistance, including a State Supplemental Grant Program, to assist with unmet needs in the absence of federal assistance. [Source: www.caloes.ca.gov]; Public Law 116-22 aims to provide assistance, including technical assistance, to maintain and improve State and local emergency preparedness and response capabilities. [Source: www.congress.gov]; FEMA publishes NFIP claims and policy data to help individuals financially protect themselves from disasters through insurance. [Source: www.fema.gov] 2019-06-03: The United States Government has designated emergency relief programs and disaster assistance grants to support individuals and businesses affected by disasters. [Source: www.congress.gov, www.fema.gov]; Flood hazard data tables are available for the state of Oklahoma, and FEMA provides these data to support disaster preparedness and response. [Source: www.fema.gov]; The State of Maryland and other states have disaster supply kits and emergency operations centers to prepare for and respond to disasters. [Source: mema.maryland.gov, www.nh.gov];\"\n \"Available facts are as follows: 2019-06-24: The United States is increasingly reliant on federal help to address natural disasters, which is a key source of federal fiscal exposure, particularly with extreme weather events. [Source]; Three of the 5 costliest US hurricanes ever recorded occurred in recent years, highlighting the tremendous toll that natural and human-made disasters can take on affected areas. [Source] 2019-06-17: The USDA Climate Hubs provide information on emergency preparedness for various disasters such as hurricanes, floods, earthquakes, tsunamis, and fires, with a focus on the Midwest and Puerto Rico. [Source: www.climatehubs.usda.gov]; The US EPA provides guidance on planning for natural disaster debris, including emergency response and environmental information. [Source: www.epa.gov]; The FEMA-PA provides supplemental federal disaster grant assistance for debris removal and emergency protective measures in the US Virgin Islands. [Source: www.usviodr.com]; The Federal Register updates duplication of benefits requirements for state disaster assistance programs. [Source: www.federalregister.gov] 2019-06-10: The Ashtabula County Emergency Management Agency identifies mitigation activities to lessen the effects of disaster on people and property, and develops plans to respond to emergency situations. [Source: www.ashtabulacounty.us]; The California Governor's Office of Emergency Services provides individual assistance, including a State Supplemental Grant Program, to assist with unmet needs in the absence of federal assistance. [Source: www.caloes.ca.gov]; Public Law 116-22 aims to provide assistance, including technical assistance, to maintain and improve State and local emergency preparedness and response capabilities. [Source: www.congress.gov]; FEMA publishes NFIP claims and policy data to help individuals financially protect themselves from disasters through insurance. [Source: www.fema.gov] 2019-06-03: The United States Government has designated emergency relief programs and disaster assistance grants to support individuals and businesses affected by disasters. [Source: www.congress.gov, www.fema.gov]; Flood hazard data tables are available for the state of Oklahoma, and FEMA provides these data to support disaster preparedness and response. [Source: www.fema.gov]; The State of Maryland and other states have disaster supply kits and emergency operations centers to prepare for and respond to disasters. [Source: mema.maryland.gov, www.nh.gov];\"]"}
+{"batch_x": [474146048.0, 294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0], "batch_y": [505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0], "batch_x_timestamps_datetime64_ns": [1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5]], "batch_text": "['Available facts are as follows: 2019-07-22: The Georgia Emergency Management and Homeland Security Agency (GEMA/HS) operates under the authority of the Emergency Management Act to prepare for, respond to, and recover from disasters. [Source: gema.georgia.gov]; The U.S. Army Corps of Engineers (Corps) has emergency permitting procedures in place for Section 404 and Section 10 permitting process for emergency situations. [Source: www.spa.usace.army.mil]; The Federal Emergency Management Agency (FEMA) is hiring Arkansas residents for recovery jobs, with 77 percent of its workforce in the field supporting 64 disasters nationwide. [Source: www.fema.gov] 2019-07-15: The United States experiences significant losses due to natural disasters, with insured losses totaling around $15 billion a year. [Source: centralusa.salvationarmy.org] 2019-07-08: Objective facts about the Climate and Disaster situation:In the United States, emergency management takes a \"bottom-up\" approach to response and recovery, and can tailor a disaster declaration to include only affected areas. [Source: www.mctx.org]In 2017, two major hurricanes, Irma and Maria, struck Puerto Rico and the U.S. Virgin Islands, with Puerto Rico estimating significant damage. [Source: www.gao.gov] 2019-07-01: The Air Force Academy is utilizing high-tech software to enhance first-responder capabilities in emergency situations. [Source: www.usafa.edu]; The Federal Emergency Management Agency (FEMA) has opened 10 disaster recovery centers in Arkansas to assist with flooding relief efforts. [Source: www.fema.gov]; Amateur radios can play a crucial role in maintaining communication during emergency situations, as highlighted by the Alexandria Radio Club in Virginia. [Source: community.fema.gov]; The European Commission has outlined Latvia\\'s Civil Protection and Disaster Management Law, which includes provisions for emergency response and disaster management. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; FEMA has provided a fact sheet on flood plain management, insurance, and rebuilding in Oklahoma, highlighting the importance of disaster preparedness and response. [Source: www.fema.gov]; The State of Connecticut has established a State Response Framework (SRF) to coordinate emergency response efforts, including in the event of a presidential disaster or emergency declaration. [Source: portal.ct.gov]; The European Commission has outlined Spain\\'s emergency response structure, which includes autonomous communities responsible for direction and coordination of emergencies in their territory. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; The Office of Emergency Management in Kansas City has identified various hazards that could result in disasters, including severe thunderstorms, tornadoes, and flooding. [Source: www.kcmo.gov]; The FDA Emergency Operations Plan Version 3.0 aims to address public health effects of emergencies or disasters using novel and expeditious approaches to product regulation. [Source: www.fda.gov];'\n 'Available facts are as follows: 2019-07-22: The Georgia Emergency Management and Homeland Security Agency (GEMA/HS) operates under the authority of the Emergency Management Act to prepare for, respond to, and recover from disasters. [Source: gema.georgia.gov]; The U.S. Army Corps of Engineers (Corps) has emergency permitting procedures in place for Section 404 and Section 10 permitting process for emergency situations. [Source: www.spa.usace.army.mil]; The Federal Emergency Management Agency (FEMA) is hiring Arkansas residents for recovery jobs, with 77 percent of its workforce in the field supporting 64 disasters nationwide. [Source: www.fema.gov] 2019-07-15: The United States experiences significant losses due to natural disasters, with insured losses totaling around $15 billion a year. [Source: centralusa.salvationarmy.org] 2019-07-08: Objective facts about the Climate and Disaster situation:In the United States, emergency management takes a \"bottom-up\" approach to response and recovery, and can tailor a disaster declaration to include only affected areas. [Source: www.mctx.org]In 2017, two major hurricanes, Irma and Maria, struck Puerto Rico and the U.S. Virgin Islands, with Puerto Rico estimating significant damage. [Source: www.gao.gov] 2019-07-01: The Air Force Academy is utilizing high-tech software to enhance first-responder capabilities in emergency situations. [Source: www.usafa.edu]; The Federal Emergency Management Agency (FEMA) has opened 10 disaster recovery centers in Arkansas to assist with flooding relief efforts. [Source: www.fema.gov]; Amateur radios can play a crucial role in maintaining communication during emergency situations, as highlighted by the Alexandria Radio Club in Virginia. [Source: community.fema.gov]; The European Commission has outlined Latvia\\'s Civil Protection and Disaster Management Law, which includes provisions for emergency response and disaster management. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; FEMA has provided a fact sheet on flood plain management, insurance, and rebuilding in Oklahoma, highlighting the importance of disaster preparedness and response. [Source: www.fema.gov]; The State of Connecticut has established a State Response Framework (SRF) to coordinate emergency response efforts, including in the event of a presidential disaster or emergency declaration. [Source: portal.ct.gov]; The European Commission has outlined Spain\\'s emergency response structure, which includes autonomous communities responsible for direction and coordination of emergencies in their territory. [Source: civil-protection-humanitarian-aid.ec.europa.eu]; The Office of Emergency Management in Kansas City has identified various hazards that could result in disasters, including severe thunderstorms, tornadoes, and flooding. [Source: www.kcmo.gov]; The FDA Emergency Operations Plan Version 3.0 aims to address public health effects of emergencies or disasters using novel and expeditious approaches to product regulation. [Source: www.fda.gov];']"}
+{"batch_x": [294505664.0, 612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0], "batch_y": [738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0], "batch_x_timestamps_datetime64_ns": [1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.5], [-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2019-08-26: The United States government has established various programs and resources to prepare for and respond to disasters and emergencies, including National Preparedness Month, FEMA grants, and emergency management programs. [Source] 2019-08-19: The Federal Emergency Management Agency (FEMA) has developed a guide for healthcare facilities to prepare for power outages. [Source]; The US General Services Administration reminds contractors to register in the Disaster Response Registry in System for Award Management (SAM) to provide services during national emergencies or disasters. [Source]; The U.S. Department of Defense has a disaster assistance program to respond to natural disasters such as flooding. [Source]; The World Food Programme (WFP) provides administrative and logistics support to its donor, the United States Forest Service, for the rollout of a Disaster Management System in Myanmar. [Source]; The United States works to raise the capacity of Pacific Island nations to respond to disasters, as emergency communication is extremely limited or non-existent in these areas. [Source]; There is a need for ambulatory surgery centers and office-based practices to respond to emergencies, natural disasters, and mass casualty events in the United States. [Source]; The Chemical Stockpile Emergency Preparedness Program is a joint venture between the United States Army and the Federal Emergency Management Agency (FEMA). [Source]; The Office of US Foreign Disaster Assistance (OFDA) supported the publication of a manual on community-based mental health and psychosocial support. [Source] 2019-08-12: The California Governor's Office of Emergency Services (Cal OES) is responsible for the State's emergency and disaster response services. [Source]; The U.S. Department of Agriculture's Farm Service Agency (FSA) provides emergency loans to help producers recover from production and physical losses due to disasters. [Source]; The President of the United States can declare a state of emergency or major disaster after a state declares a state of emergency. [Source] 2019-08-05: The primary responsibility of emergency management departments in the United States is to coordinate resources during emergencies and disasters. [Source: www.uxbridge-ma.gov]; The Federal Emergency Management Agency (FEMA) is the primary federal disaster relief agency in the United States. [Source: beverly.org]; The Emergency Coastal Resilience Fund provides funding to communities that received a federal disaster declaration in 2018 as a result of natural disasters. [Source: www.nfwf.org];\"\n \"Available facts are as follows: 2019-08-26: The United States government has established various programs and resources to prepare for and respond to disasters and emergencies, including National Preparedness Month, FEMA grants, and emergency management programs. [Source] 2019-08-19: The Federal Emergency Management Agency (FEMA) has developed a guide for healthcare facilities to prepare for power outages. [Source]; The US General Services Administration reminds contractors to register in the Disaster Response Registry in System for Award Management (SAM) to provide services during national emergencies or disasters. [Source]; The U.S. Department of Defense has a disaster assistance program to respond to natural disasters such as flooding. [Source]; The World Food Programme (WFP) provides administrative and logistics support to its donor, the United States Forest Service, for the rollout of a Disaster Management System in Myanmar. [Source]; The United States works to raise the capacity of Pacific Island nations to respond to disasters, as emergency communication is extremely limited or non-existent in these areas. [Source]; There is a need for ambulatory surgery centers and office-based practices to respond to emergencies, natural disasters, and mass casualty events in the United States. [Source]; The Chemical Stockpile Emergency Preparedness Program is a joint venture between the United States Army and the Federal Emergency Management Agency (FEMA). [Source]; The Office of US Foreign Disaster Assistance (OFDA) supported the publication of a manual on community-based mental health and psychosocial support. [Source] 2019-08-12: The California Governor's Office of Emergency Services (Cal OES) is responsible for the State's emergency and disaster response services. [Source]; The U.S. Department of Agriculture's Farm Service Agency (FSA) provides emergency loans to help producers recover from production and physical losses due to disasters. [Source]; The President of the United States can declare a state of emergency or major disaster after a state declares a state of emergency. [Source] 2019-08-05: The primary responsibility of emergency management departments in the United States is to coordinate resources during emergencies and disasters. [Source: www.uxbridge-ma.gov]; The Federal Emergency Management Agency (FEMA) is the primary federal disaster relief agency in the United States. [Source: beverly.org]; The Emergency Coastal Resilience Fund provides funding to communities that received a federal disaster declaration in 2018 as a result of natural disasters. [Source: www.nfwf.org];\"]"}
+{"batch_x": [612180544.0, 1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0], "batch_y": [633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0], "batch_x_timestamps_datetime64_ns": [1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736]], "batch_text": "['Available facts are as follows: 2019-09-23: The U.S. Army Corps of Engineers has identified short-term natural disaster risks and is working on Flood Control and Coastal Emergencies, Operation and Maintenance. [Source: www.nwd.usace.army.mil]; The National Emergency Communications Plan was developed by DHS in coordination with other federal agencies to ensure emergency communication capabilities during disasters. [Source: www.cisa.gov]; The CDC has a Disaster Epidemiology & Response program that conducts epidemiologic studies and provides emergency response support during disasters. [Source: www.cdc.gov] 2019-09-16: The United States has experienced major disasters, including hurricanes and wildfires, which have led to emergency declarations and relief efforts by government agencies such as FEMA and the American Red Cross. [Source: www.gao.gov, gov.texas.gov] 2019-09-09: The Disaster Services Branch (DSB) of the California Department of Social Services (CDSS) provides mass care and shelter services during disasters or emergencies. [Source: www.cdss.ca.gov]; The Los Angeles County region is subject to various destructive emergencies and/or disasters including earthquakes, floods, landslides, wild fires, and more. [Source: ready.lacounty.gov]; The Emergency Financial First Aid Kit (EFFAK) is a tool provided by FEMA to help individuals prepare for financial emergencies and disasters. [Source: www.fema.gov]; The National Preparedness Month encourages individuals to build their emergency kits with essential supplies in case of an emergency or disaster. [Source: www.redcross.org] 2019-09-02: The United States government has official websites and resources dedicated to disaster preparedness and emergency response, such as FEMA.gov and transportation.gov. [Source]; There are various initiatives and programs in place to support disaster preparedness and response, including the National Household Survey, DOT Emergency Preparedness, and the Army Reserve EPLOs. [Source]; Research has been conducted on predictors of emergency preparedness among older adults in the United States, highlighting the importance of disaster preparedness. [Source];'\n 'Available facts are as follows: 2019-09-23: The U.S. Army Corps of Engineers has identified short-term natural disaster risks and is working on Flood Control and Coastal Emergencies, Operation and Maintenance. [Source: www.nwd.usace.army.mil]; The National Emergency Communications Plan was developed by DHS in coordination with other federal agencies to ensure emergency communication capabilities during disasters. [Source: www.cisa.gov]; The CDC has a Disaster Epidemiology & Response program that conducts epidemiologic studies and provides emergency response support during disasters. [Source: www.cdc.gov] 2019-09-16: The United States has experienced major disasters, including hurricanes and wildfires, which have led to emergency declarations and relief efforts by government agencies such as FEMA and the American Red Cross. [Source: www.gao.gov, gov.texas.gov] 2019-09-09: The Disaster Services Branch (DSB) of the California Department of Social Services (CDSS) provides mass care and shelter services during disasters or emergencies. [Source: www.cdss.ca.gov]; The Los Angeles County region is subject to various destructive emergencies and/or disasters including earthquakes, floods, landslides, wild fires, and more. [Source: ready.lacounty.gov]; The Emergency Financial First Aid Kit (EFFAK) is a tool provided by FEMA to help individuals prepare for financial emergencies and disasters. [Source: www.fema.gov]; The National Preparedness Month encourages individuals to build their emergency kits with essential supplies in case of an emergency or disaster. [Source: www.redcross.org] 2019-09-02: The United States government has official websites and resources dedicated to disaster preparedness and emergency response, such as FEMA.gov and transportation.gov. [Source]; There are various initiatives and programs in place to support disaster preparedness and response, including the National Household Survey, DOT Emergency Preparedness, and the Army Reserve EPLOs. [Source]; Research has been conducted on predictors of emergency preparedness among older adults in the United States, highlighting the importance of disaster preparedness. [Source];']"}
+{"batch_x": [1376247040.0, 630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0], "batch_y": [378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0], "batch_x_timestamps_datetime64_ns": [1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2019-10-21: The United States has experienced significant disaster events, with a major disaster declaration announced by FEMA in 2019 [Source: www.fema.gov].; Weather disasters in the U.S. have caused more than $1.6 trillion in damage since 1980, with federal spending on them expected to increase [Source: www.gao.gov].; Rising temperatures are fueling environmental degradation, natural disasters, weather extremes, food and water insecurity, economic disruption, conflict, and more [Source: www.un.org]. 2019-10-14: The U.S. Federal Emergency Management Agency (FEMA) plays a crucial role in disaster relief efforts, providing assistance to state and local governments. [Source: training.fema.gov]; The President of the United States has the sole discretion to make emergency and major disaster declarations under the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source: nasemso.org]; From 2007 to 2016, FEMA listed 614 major disaster declarations across the 50 states. [Source: s3.us-west-2.amazonaws.com] 2019-10-07: The State of Oklahoma has an Emergency Operations Plan in place for responding to and recovering from disasters. [Source: oklahoma.gov]; The Emergency Management Institute provided training to FEMA's disaster workforce and supported multiple major disasters across the United States in Fiscal Year 2018. [Source: training.fema.gov]; The Ready Campaign promotes disaster preparedness and has a National Business Emergency Operations Center. [Source: www.fema.gov] 2019-09-30: Turkey ranks third in the world in terms of earthquake-related casualties and losses. [Source: en.afad.gov.tr];\"\n \"Available facts are as follows: 2019-10-21: The United States has experienced significant disaster events, with a major disaster declaration announced by FEMA in 2019 [Source: www.fema.gov].; Weather disasters in the U.S. have caused more than $1.6 trillion in damage since 1980, with federal spending on them expected to increase [Source: www.gao.gov].; Rising temperatures are fueling environmental degradation, natural disasters, weather extremes, food and water insecurity, economic disruption, conflict, and more [Source: www.un.org]. 2019-10-14: The U.S. Federal Emergency Management Agency (FEMA) plays a crucial role in disaster relief efforts, providing assistance to state and local governments. [Source: training.fema.gov]; The President of the United States has the sole discretion to make emergency and major disaster declarations under the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source: nasemso.org]; From 2007 to 2016, FEMA listed 614 major disaster declarations across the 50 states. [Source: s3.us-west-2.amazonaws.com] 2019-10-07: The State of Oklahoma has an Emergency Operations Plan in place for responding to and recovering from disasters. [Source: oklahoma.gov]; The Emergency Management Institute provided training to FEMA's disaster workforce and supported multiple major disasters across the United States in Fiscal Year 2018. [Source: training.fema.gov]; The Ready Campaign promotes disaster preparedness and has a National Business Emergency Operations Center. [Source: www.fema.gov] 2019-09-30: Turkey ranks third in the world in terms of earthquake-related casualties and losses. [Source: en.afad.gov.tr];\"]"}
+{"batch_x": [630015808.0, 695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0], "batch_y": [812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0], "batch_x_timestamps_datetime64_ns": [1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.25342464447021484], [-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339]], "batch_text": "[\"Available facts are as follows: 2019-11-25: The United States experiences various natural hazards, including floods, wildfires, hurricanes, and rainstorms, with flooding being the most common and costly natural hazard. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) provides resources and guidelines for emergency management and disaster preparedness, including the Technological Hazards Resource and Reference Library. [Source: www.fema.gov] 2019-11-18: The United States government and its agencies, such as FEMA, are actively involved in disaster response and emergency management, with a focus on providing aid and resources to affected areas. [Source] 2019-11-11: The United States government has various agencies and programs in place to respond to emergencies and disasters, including FEMA, OEM, and HHARP. [Source]; Natural disasters cost over US$ 100 billion annually worldwide, according to the 2016 Humanitarian Response Plan launched by the WHO. [Source] 2019-11-04: Objective facts about the Climate and Disaster situation: CAL FIRE provides emergency services in 36 of California's 58 counties via contracts with local governments. [Source: www.dca.ca.gov]The Alaska State Emergency Response Commission is established in the Department of Military and Veterans' Affairs. [Source: ready.alaska.gov]Each US state and territory has an office of emergency management. [Source: www.jcs.mil]FEMA deferred the implementation of Risk Rating 2.0. [Source: www.fema.gov]DUA is administered by state UI agencies acting as agents of the Federal government whenever a disaster declaration is made. [Source: oui.doleta.gov]FEMA awarded Virginia over $23 million to help first responders. [Source: www.fema.gov]The MINER Act requires Emergency Response Plans. [Source: www.msha.gov]The U.S. Small Business Administration has a deadline for Private NonProfit organizations to submit disaster loan applications. [Source: www.scemd.org];\"\n \"Available facts are as follows: 2019-11-25: The United States experiences various natural hazards, including floods, wildfires, hurricanes, and rainstorms, with flooding being the most common and costly natural hazard. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) provides resources and guidelines for emergency management and disaster preparedness, including the Technological Hazards Resource and Reference Library. [Source: www.fema.gov] 2019-11-18: The United States government and its agencies, such as FEMA, are actively involved in disaster response and emergency management, with a focus on providing aid and resources to affected areas. [Source] 2019-11-11: The United States government has various agencies and programs in place to respond to emergencies and disasters, including FEMA, OEM, and HHARP. [Source]; Natural disasters cost over US$ 100 billion annually worldwide, according to the 2016 Humanitarian Response Plan launched by the WHO. [Source] 2019-11-04: Objective facts about the Climate and Disaster situation: CAL FIRE provides emergency services in 36 of California's 58 counties via contracts with local governments. [Source: www.dca.ca.gov]The Alaska State Emergency Response Commission is established in the Department of Military and Veterans' Affairs. [Source: ready.alaska.gov]Each US state and territory has an office of emergency management. [Source: www.jcs.mil]FEMA deferred the implementation of Risk Rating 2.0. [Source: www.fema.gov]DUA is administered by state UI agencies acting as agents of the Federal government whenever a disaster declaration is made. [Source: oui.doleta.gov]FEMA awarded Virginia over $23 million to help first responders. [Source: www.fema.gov]The MINER Act requires Emergency Response Plans. [Source: www.msha.gov]The U.S. Small Business Administration has a deadline for Private NonProfit organizations to submit disaster loan applications. [Source: www.scemd.org];\"]"}
+{"batch_x": [695367168.0, 421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0], "batch_y": [1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0], "batch_x_timestamps_datetime64_ns": [1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174]], "batch_text": "[\"Available facts are as follows: 2019-12-23: The New Hampshire State Emergency Operations Center (SEOC) has a plan in place to align with the operational structure and makeup of the state's emergency management efforts. [Source: www.nh.gov]; The National Disaster Mitigation Program and the Task Force on Preclearance in Canada and the United States aim to enhance disaster preparedness and response. [Source: www.publicsafety.gc.ca]; The Federal Emergency Management Agency (FEMA) recognizes the importance of state, local, and tribal governments in disaster preparedness and response. [Source: www.fema.gov]; The US Forest Service provides web-based information for wildland fire emergencies and prescribed fires, which can also be used for other natural disasters and emergency situations. [Source: www.fs.usda.gov] 2019-12-16: The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines emergencies and major disasters. [Source]; The United States Environmental Protection Agency (EPA) needs to improve its emergency planning to better address air pollution during future disaster responses. [Source]; The U.S. Department of Labor provides funding for temporary employment opportunities through Disaster Recovery and Employment Recovery grants. [Source]; The World Health Organization (WHO) has an Emergency Preparedness team that assesses and responds to emergencies and disasters. [Source] 2019-12-09: The United States government has emergency management programs and initiatives in place to prepare for and respond to natural disasters, including planning, training, equipment, evaluation, and notification. [Source: www.usafa.af.mil]; International agreements have been established to address disaster risk management, and experts in health emergencies are working to develop evaluation models for hospital disaster risk management. [Source: www.ncbi.nlm.nih.gov]; Governments and organizations are taking steps to prepare for and respond to disasters, including developing emergency operations centers, providing humanitarian relief, and decreasing flood insurance premiums. [Source: various] 2019-12-02: The Texas Animal Health Commission (TAHC) works with local, state, and federal agencies to prepare for and respond to disasters and emergencies affecting animals. [Source: www.dshs.texas.gov]; California's emergency and disaster response services are not adequately prepared to protect its most vulnerable populations. [Source: information.auditor.ca.gov]; The Hospital Preparedness Program in Ohio aims to enable rapid recovery from emergencies by providing federal and supplemental state resources. [Source: odh.ohio.gov]; The Food Safety and Inspection Service provides guidance on preparing for and recovering from disasters and emergencies. [Source: www.fsis.usda.gov]; The Office of Emergency Management in Phoenix, Arizona coordinates emergency response to natural disasters and public safety threats across the United States. [Source: www.phoenix.gov]; Hazard mitigation plans, such as the one in Delta County, Colorado, aim to reduce the impact of disasters on communities. [Source: www.deltacountyco.gov];\"\n \"Available facts are as follows: 2019-12-23: The New Hampshire State Emergency Operations Center (SEOC) has a plan in place to align with the operational structure and makeup of the state's emergency management efforts. [Source: www.nh.gov]; The National Disaster Mitigation Program and the Task Force on Preclearance in Canada and the United States aim to enhance disaster preparedness and response. [Source: www.publicsafety.gc.ca]; The Federal Emergency Management Agency (FEMA) recognizes the importance of state, local, and tribal governments in disaster preparedness and response. [Source: www.fema.gov]; The US Forest Service provides web-based information for wildland fire emergencies and prescribed fires, which can also be used for other natural disasters and emergency situations. [Source: www.fs.usda.gov] 2019-12-16: The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines emergencies and major disasters. [Source]; The United States Environmental Protection Agency (EPA) needs to improve its emergency planning to better address air pollution during future disaster responses. [Source]; The U.S. Department of Labor provides funding for temporary employment opportunities through Disaster Recovery and Employment Recovery grants. [Source]; The World Health Organization (WHO) has an Emergency Preparedness team that assesses and responds to emergencies and disasters. [Source] 2019-12-09: The United States government has emergency management programs and initiatives in place to prepare for and respond to natural disasters, including planning, training, equipment, evaluation, and notification. [Source: www.usafa.af.mil]; International agreements have been established to address disaster risk management, and experts in health emergencies are working to develop evaluation models for hospital disaster risk management. [Source: www.ncbi.nlm.nih.gov]; Governments and organizations are taking steps to prepare for and respond to disasters, including developing emergency operations centers, providing humanitarian relief, and decreasing flood insurance premiums. [Source: various] 2019-12-02: The Texas Animal Health Commission (TAHC) works with local, state, and federal agencies to prepare for and respond to disasters and emergencies affecting animals. [Source: www.dshs.texas.gov]; California's emergency and disaster response services are not adequately prepared to protect its most vulnerable populations. [Source: information.auditor.ca.gov]; The Hospital Preparedness Program in Ohio aims to enable rapid recovery from emergencies by providing federal and supplemental state resources. [Source: odh.ohio.gov]; The Food Safety and Inspection Service provides guidance on preparing for and recovering from disasters and emergencies. [Source: www.fsis.usda.gov]; The Office of Emergency Management in Phoenix, Arizona coordinates emergency response to natural disasters and public safety threats across the United States. [Source: www.phoenix.gov]; Hazard mitigation plans, such as the one in Delta County, Colorado, aim to reduce the impact of disasters on communities. [Source: www.deltacountyco.gov];\"]"}
+{"batch_x": [421127104.0, 562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0], "batch_y": [1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0], "batch_x_timestamps_datetime64_ns": [1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484]], "batch_text": "[\"Available facts are as follows: 2020-01-20: The United Nations Office for Disaster Risk Reduction (UNDRR) provides guidelines and frameworks for disaster risk reduction, including the Sendai Framework for Disaster Risk Reduction. [Source]; Emergency management plans and procedures are in place at the state and local level, including the Washington State Comprehensive Emergency Management Plan. [Source] 2020-01-13: The Federal Emergency Management Agency (FEMA) has granted $20M to California to increase earthquake protection, highlighting the importance of disaster preparedness and mitigation. [Source]; The National Incident Management System (NIMS) is a crucial component of emergency management, emphasizing the need for a unified approach to disaster response. [Source] 2020-01-06: The United States government has declared emergency declarations for Puerto Rico and Haiti due to complex emergencies and natural disasters. [Source: www.fema.gov, 2017-2021.state.gov]; The Federal Emergency Management Agency (FEMA) provides resources and assistance for disaster relief and emergency management, including flood insurance and disaster fraud reporting. [Source: www.fema.gov]; The U.S. Department of Labor has an Emergency Management Center (EMC) responsible for implementing the Department's emergency management policies and procedures. [Source: www.dol.gov]; Various organizations and government agencies offer training and resources for emergency management and disaster response, such as the CERT Basic Training program and the Emergency Management Reservist Program. [Source: www.ready.gov, www.hamiltoncounty.in.gov] 2019-12-30: Floods are the most common and widespread of all natural disasters, except fire. Most communities in the United States can experience some kind of flooding. [Source: linncounty-ema.org]; The CERT Basic Training Course has been updated to include new topics and exercises. [Source: community.fema.gov];\"\n \"Available facts are as follows: 2020-01-20: The United Nations Office for Disaster Risk Reduction (UNDRR) provides guidelines and frameworks for disaster risk reduction, including the Sendai Framework for Disaster Risk Reduction. [Source]; Emergency management plans and procedures are in place at the state and local level, including the Washington State Comprehensive Emergency Management Plan. [Source] 2020-01-13: The Federal Emergency Management Agency (FEMA) has granted $20M to California to increase earthquake protection, highlighting the importance of disaster preparedness and mitigation. [Source]; The National Incident Management System (NIMS) is a crucial component of emergency management, emphasizing the need for a unified approach to disaster response. [Source] 2020-01-06: The United States government has declared emergency declarations for Puerto Rico and Haiti due to complex emergencies and natural disasters. [Source: www.fema.gov, 2017-2021.state.gov]; The Federal Emergency Management Agency (FEMA) provides resources and assistance for disaster relief and emergency management, including flood insurance and disaster fraud reporting. [Source: www.fema.gov]; The U.S. Department of Labor has an Emergency Management Center (EMC) responsible for implementing the Department's emergency management policies and procedures. [Source: www.dol.gov]; Various organizations and government agencies offer training and resources for emergency management and disaster response, such as the CERT Basic Training program and the Emergency Management Reservist Program. [Source: www.ready.gov, www.hamiltoncounty.in.gov] 2019-12-30: Floods are the most common and widespread of all natural disasters, except fire. Most communities in the United States can experience some kind of flooding. [Source: linncounty-ema.org]; The CERT Basic Training Course has been updated to include new topics and exercises. [Source: community.fema.gov];\"]"}
+{"batch_x": [562002432.0, 505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0], "batch_y": [2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0], "batch_x_timestamps_datetime64_ns": [1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174]], "batch_text": "[\"Available facts are as follows: 2020-02-24: Objective facts about the Climate and Disaster situation: The Stafford Disaster Relief and Emergency Assistance Act provides assistance for disaster damages [Source: discover.pbcgov.org]. The Federal Emergency Management Agency (FEMA) issues disaster federal register notices [Source: www.fema.gov]. The HIPAA sanctions are waived in emergency areas identified in public health emergency declarations and hospitals with disaster protocols [Source: www.hhs.gov]. 2020-02-17: The United States experiences various types of disasters, including floods, which are one of the most common hazards in the country. [Source: www.co.kendall.tx.us]; The American Red Cross provides humanitarian support for urgent needs in disaster situations, with a focus on emergency/disaster preparedness for older adults. [Source: www.redcross.org]; The National Oceanic and Atmospheric Administration (NOAA) provides research and data on billion-dollar weather and climate-related disasters in the United States. [Source: www.ncei.noaa.gov] 2020-02-10: The Federal Emergency Management Agency (FEMA) is responsible for responding to all types of disasters and emergencies in the United States. [Source]; The National Response Framework (NRF) is the nation's guide to responding to all types of disasters and emergencies. [Source]; Disaster declarations are made by government agencies, such as PEMA, to provide assistance to affected areas, and may be updated as damage assessments are ongoing. [Source] 2020-02-03: The United States saw 14 billion-dollar disasters in 2019. [Source: www.nesdis.noaa.gov];\"\n \"Available facts are as follows: 2020-02-24: Objective facts about the Climate and Disaster situation: The Stafford Disaster Relief and Emergency Assistance Act provides assistance for disaster damages [Source: discover.pbcgov.org]. The Federal Emergency Management Agency (FEMA) issues disaster federal register notices [Source: www.fema.gov]. The HIPAA sanctions are waived in emergency areas identified in public health emergency declarations and hospitals with disaster protocols [Source: www.hhs.gov]. 2020-02-17: The United States experiences various types of disasters, including floods, which are one of the most common hazards in the country. [Source: www.co.kendall.tx.us]; The American Red Cross provides humanitarian support for urgent needs in disaster situations, with a focus on emergency/disaster preparedness for older adults. [Source: www.redcross.org]; The National Oceanic and Atmospheric Administration (NOAA) provides research and data on billion-dollar weather and climate-related disasters in the United States. [Source: www.ncei.noaa.gov] 2020-02-10: The Federal Emergency Management Agency (FEMA) is responsible for responding to all types of disasters and emergencies in the United States. [Source]; The National Response Framework (NRF) is the nation's guide to responding to all types of disasters and emergencies. [Source]; Disaster declarations are made by government agencies, such as PEMA, to provide assistance to affected areas, and may be updated as damage assessments are ongoing. [Source] 2020-02-03: The United States saw 14 billion-dollar disasters in 2019. [Source: www.nesdis.noaa.gov];\"]"}
+{"batch_x": [505698208.0, 738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0], "batch_y": [2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0], "batch_x_timestamps_datetime64_ns": [1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.0808219164609909], [-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339]], "batch_text": "['Available facts are as follows: 2020-03-23: Multiple states in the United States, including Iowa, Kansas, and Georgia, have declared a state of emergency or disaster due to the COVID-19 pandemic. [Source]; The President of the United States has also declared a national emergency. [Source]; The Federal Emergency Management Agency (FEMA) has modified the Stafford Disaster Relief and Emergency Assistance Act to allow for more flexibility in disaster response. [Source] 2020-03-16: The Governor of Iowa issued a State of Public Health Disaster Emergency on March 17, 2020, to require social distancing and limit community spread of COVID-19. [Source: governor.iowa.gov]; The United States government has declared a national emergency in response to the COVID-19 pandemic. [Source: governor.iowa.gov]; FEMA provides grants for disaster relief, including severe weather events. [Source: www.fema.gov] 2020-03-09: NA. 2020-03-02: The United States has experienced a series of disaster emergency proclamations and executive orders in March 2020, including in Pennsylvania, Hawaii, New York, California, and Indiana, in response to various disasters and emergencies. [Source];'\n 'Available facts are as follows: 2020-03-23: Multiple states in the United States, including Iowa, Kansas, and Georgia, have declared a state of emergency or disaster due to the COVID-19 pandemic. [Source]; The President of the United States has also declared a national emergency. [Source]; The Federal Emergency Management Agency (FEMA) has modified the Stafford Disaster Relief and Emergency Assistance Act to allow for more flexibility in disaster response. [Source] 2020-03-16: The Governor of Iowa issued a State of Public Health Disaster Emergency on March 17, 2020, to require social distancing and limit community spread of COVID-19. [Source: governor.iowa.gov]; The United States government has declared a national emergency in response to the COVID-19 pandemic. [Source: governor.iowa.gov]; FEMA provides grants for disaster relief, including severe weather events. [Source: www.fema.gov] 2020-03-09: NA. 2020-03-02: The United States has experienced a series of disaster emergency proclamations and executive orders in March 2020, including in Pennsylvania, Hawaii, New York, California, and Indiana, in response to various disasters and emergencies. [Source];']"}
+{"batch_x": [738993152.0, 633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0], "batch_y": [1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0], "batch_x_timestamps_datetime64_ns": [1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.16575342416763306], [-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114]], "batch_text": "['Available facts are as follows: 2020-04-20: Objective facts about the Climate and Disaster situation:The United States has declared a national emergency due to the COVID-19 pandemic, and individual states such as Iowa, Washington, and Hawaii have issued their own proclamations of public health disaster emergency. [Source: governor.iowa.gov, governor.wa.gov, spo.hawaii.gov] 2020-04-13: The current situation in the United States constitutes a national emergency, with a Proclamation of Public Health Disaster Emergency issued in Iowa on March 17, 2020. [Source: governor.iowa.gov] 2020-04-06: In the United States, several states have declared a state of emergency or disaster emergency due to the COVID-19 pandemic, including Iowa, Colorado, Kansas, and Minnesota. [Source] 2020-03-30: The United States has declared a national emergency concerning the Novel Coronavirus Disease Outbreak, with multiple states issuing proclamations of public health disaster emergency. [Source: governor.iowa.gov, www.governor.nh.gov]; Many states have issued executive orders and proclamations to expand emergency and disaster declarations, including Iowa, Michigan, and Hawaii. [Source: governor.iowa.gov, www.michigan.gov, www.fmcsa.dot.gov];'\n 'Available facts are as follows: 2020-04-20: Objective facts about the Climate and Disaster situation:The United States has declared a national emergency due to the COVID-19 pandemic, and individual states such as Iowa, Washington, and Hawaii have issued their own proclamations of public health disaster emergency. [Source: governor.iowa.gov, governor.wa.gov, spo.hawaii.gov] 2020-04-13: The current situation in the United States constitutes a national emergency, with a Proclamation of Public Health Disaster Emergency issued in Iowa on March 17, 2020. [Source: governor.iowa.gov] 2020-04-06: In the United States, several states have declared a state of emergency or disaster emergency due to the COVID-19 pandemic, including Iowa, Colorado, Kansas, and Minnesota. [Source] 2020-03-30: The United States has declared a national emergency concerning the Novel Coronavirus Disease Outbreak, with multiple states issuing proclamations of public health disaster emergency. [Source: governor.iowa.gov, www.governor.nh.gov]; Many states have issued executive orders and proclamations to expand emergency and disaster declarations, including Iowa, Michigan, and Hawaii. [Source: governor.iowa.gov, www.michigan.gov, www.fmcsa.dot.gov];']"}
+{"batch_x": [633543232.0, 378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0], "batch_y": [2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0], "batch_x_timestamps_datetime64_ns": [1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736]], "batch_text": "['Available facts are as follows: 2020-05-25: Objective facts about the Climate and Disaster situation: Between May 26, 2020, and May 31, 2020, several US states, including Kansas, Illinois, Iowa, Michigan, and Georgia, declared a state of disaster emergency due to COVID-19. [Source: governor.kansas.gov, www.illinois.gov, governor.iowa.gov, www.michigan.gov, www.federalregister.gov] 2020-05-18: The United States government has declared states of disaster emergency and major disaster declarations for the COVID-19 pandemic and other natural disasters. [Source: www.fema.gov, governor.kansas.gov, www.governor.nd.gov]; There are official government websites and resources available for emergency response, disaster reporting, and crisis management, such as FEMA, CDC, and USDA. [Source: www.fema.gov, emergency.cdc.gov, www.fsa.usda.gov] 2020-05-11: The United States has been experiencing a rise in natural disaster costs, with state-spending on natural disasters expected to increase [Source: www.pewtrusts.org]. The National Emergency Management Association has reported on the costs of natural disasters in their 2020 Biennial Report [Source: www.nemaweb.org]. 2020-05-04: The United States government has declared national emergencies and public health disaster emergencies in response to the COVID-19 pandemic. [Source: governor.iowa.gov];'\n 'Available facts are as follows: 2020-05-25: Objective facts about the Climate and Disaster situation: Between May 26, 2020, and May 31, 2020, several US states, including Kansas, Illinois, Iowa, Michigan, and Georgia, declared a state of disaster emergency due to COVID-19. [Source: governor.kansas.gov, www.illinois.gov, governor.iowa.gov, www.michigan.gov, www.federalregister.gov] 2020-05-18: The United States government has declared states of disaster emergency and major disaster declarations for the COVID-19 pandemic and other natural disasters. [Source: www.fema.gov, governor.kansas.gov, www.governor.nd.gov]; There are official government websites and resources available for emergency response, disaster reporting, and crisis management, such as FEMA, CDC, and USDA. [Source: www.fema.gov, emergency.cdc.gov, www.fsa.usda.gov] 2020-05-11: The United States has been experiencing a rise in natural disaster costs, with state-spending on natural disasters expected to increase [Source: www.pewtrusts.org]. The National Emergency Management Association has reported on the costs of natural disasters in their 2020 Biennial Report [Source: www.nemaweb.org]. 2020-05-04: The United States government has declared national emergencies and public health disaster emergencies in response to the COVID-19 pandemic. [Source: governor.iowa.gov];']"}
+{"batch_x": [378426464.0, 812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0], "batch_y": [2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0], "batch_x_timestamps_datetime64_ns": [1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975]], "batch_text": "['Available facts are as follows: 2020-06-22: The Federal Emergency Management Agency (FEMA) is responsible for disaster relief and emergency assistance in the United States. [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to states and local governments during disasters and emergencies. [Source]; The Incident Command System is used for disaster preparedness and emergency response in the United States. [Source] 2020-06-15: The Stafford Act provides Federal Emergency Assistance for disasters and emergencies, and Section 406 of the Act focuses on repair and restoration of damaged facilities. [Source]; The Bureau for Humanitarian Assistance (BHA) provides emergency healthcare, sanitation, and hygiene assistance in response to disasters. [Source]; The U.S. Department of State is responsible for repatriating U.S. citizens in emergency situations, including natural disasters. [Source]; The Disaster Debris Recovery Tool provides training resources for debris management sponsored by FEMA and offered locally through state emergency management agencies. [Source] 2020-06-08: The United States government has declared a national emergency and public health disaster emergency due to the COVID-19 pandemic. [Source: governor.iowa.gov]; The U.S. Department of Health and Human Services (HHS) Secretary has declared a public health emergency under Section 319 of the Public Health Service Act. [Source: asprtracie.hhs.gov]; The Federal Emergency Management Agency (FEMA) has provided disaster relief and emergency assistance to states affected by the pandemic. [Source: www.fema.gov] 2020-06-01: The United States has experienced severe disasters such as Hurricanes Maria, Harvey, and Irma in 2017, affecting thousands of older adults. [Source: pubmed.ncbi.nlm.nih.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and emergency assistance. [Source: www.justice.gov]; The Community Emergency Response Team (CERT) Program educates people about disaster preparedness and response. [Source: portal.ct.gov]; Climate change can affect natural disasters by increasing the possibility of droughts and intense storms. [Source: www.usgs.gov];'\n 'Available facts are as follows: 2020-06-22: The Federal Emergency Management Agency (FEMA) is responsible for disaster relief and emergency assistance in the United States. [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to states and local governments during disasters and emergencies. [Source]; The Incident Command System is used for disaster preparedness and emergency response in the United States. [Source] 2020-06-15: The Stafford Act provides Federal Emergency Assistance for disasters and emergencies, and Section 406 of the Act focuses on repair and restoration of damaged facilities. [Source]; The Bureau for Humanitarian Assistance (BHA) provides emergency healthcare, sanitation, and hygiene assistance in response to disasters. [Source]; The U.S. Department of State is responsible for repatriating U.S. citizens in emergency situations, including natural disasters. [Source]; The Disaster Debris Recovery Tool provides training resources for debris management sponsored by FEMA and offered locally through state emergency management agencies. [Source] 2020-06-08: The United States government has declared a national emergency and public health disaster emergency due to the COVID-19 pandemic. [Source: governor.iowa.gov]; The U.S. Department of Health and Human Services (HHS) Secretary has declared a public health emergency under Section 319 of the Public Health Service Act. [Source: asprtracie.hhs.gov]; The Federal Emergency Management Agency (FEMA) has provided disaster relief and emergency assistance to states affected by the pandemic. [Source: www.fema.gov] 2020-06-01: The United States has experienced severe disasters such as Hurricanes Maria, Harvey, and Irma in 2017, affecting thousands of older adults. [Source: pubmed.ncbi.nlm.nih.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and emergency assistance. [Source: www.justice.gov]; The Community Emergency Response Team (CERT) Program educates people about disaster preparedness and response. [Source: portal.ct.gov]; Climate change can affect natural disasters by increasing the possibility of droughts and intense storms. [Source: www.usgs.gov];']"}
+{"batch_x": [812206016.0, 1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0], "batch_y": [990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0], "batch_x_timestamps_datetime64_ns": [1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2020-07-20: The United States government has official agencies and websites dedicated to emergency management and disaster response, such as FEMA.gov and state-specific agencies like the Hawai'i Emergency Management Agency. [Source]; These agencies provide frameworks and resources for disaster recovery, emergency operations, and hazard identification, including the National Disaster Recovery Framework (NDRF) and the Emergency Assistance Compact. [Source] 2020-07-13: Objective facts about the Climate and Disaster situation:The United States government has declared public health emergencies and major disasters, resulting in the activation of emergency authorities and disaster relief efforts. [Source: crsreports.congress.gov, www.fema.gov, www.ncbi.nlm.nih.gov] 2020-07-06: The Federal Emergency Management Agency (FEMA) provides resources and information on disaster preparedness, response, and recovery, including flood zones, special flood hazard areas, and disaster declarations. [Source]; The United States Department of Agriculture (USDA) provides emergency assistance to farmers and ranchers affected by natural disasters. [Source]; Emergency management in the United States involves preparation, response, and recovery from disasters, including mitigation measures to prevent repeat disasters. [Source] 2020-06-29: The Strategic National Stockpile is established to provide for the emergency health security of the United States in the event of a bioterrorist attack, pandemic, or other public health emergency. [Source]; The President of the United States can declare an event to be either a major disaster or an emergency, triggering supervisory guidance for banks to help customers and communities respond. [Source];\"\n \"Available facts are as follows: 2020-07-20: The United States government has official agencies and websites dedicated to emergency management and disaster response, such as FEMA.gov and state-specific agencies like the Hawai'i Emergency Management Agency. [Source]; These agencies provide frameworks and resources for disaster recovery, emergency operations, and hazard identification, including the National Disaster Recovery Framework (NDRF) and the Emergency Assistance Compact. [Source] 2020-07-13: Objective facts about the Climate and Disaster situation:The United States government has declared public health emergencies and major disasters, resulting in the activation of emergency authorities and disaster relief efforts. [Source: crsreports.congress.gov, www.fema.gov, www.ncbi.nlm.nih.gov] 2020-07-06: The Federal Emergency Management Agency (FEMA) provides resources and information on disaster preparedness, response, and recovery, including flood zones, special flood hazard areas, and disaster declarations. [Source]; The United States Department of Agriculture (USDA) provides emergency assistance to farmers and ranchers affected by natural disasters. [Source]; Emergency management in the United States involves preparation, response, and recovery from disasters, including mitigation measures to prevent repeat disasters. [Source] 2020-06-29: The Strategic National Stockpile is established to provide for the emergency health security of the United States in the event of a bioterrorist attack, pandemic, or other public health emergency. [Source]; The President of the United States can declare an event to be either a major disaster or an emergency, triggering supervisory guidance for banks to help customers and communities respond. [Source];\"]"}
+{"batch_x": [1110807680.0, 1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0], "batch_y": [20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0], "batch_x_timestamps_datetime64_ns": [1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_text": "['Available facts are as follows: 2020-08-24: Flooding is the most common natural disaster in the United States. [Source: community.fema.gov] 2020-08-17: The average annual cost of flood damage in the United States is $8.2 billion, with 89 fatalities per year. [Source: community.fema.gov]; In the first half of 2020, there were 10 weather and climate-related disasters in the U.S., each exceeding $1 billion in losses. [Source: www.ucf.edu] 2020-08-10: The Community Emergency Response Team (CERT) program is a volunteer-based program that provides disaster response and community training. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) is an agency within the U.S. Department of Homeland Security charged with responding to Presidentially-declared disasters. [Source: www.fema.gov]; The American Red Cross provides disaster mental health services to those affected by disasters. [Source: www.redcross.org]; The USDA provides assistance to farmers, ranchers, and communities affected by natural disasters. [Source: www.usda.gov] 2020-08-03: The United States government has established various programs and resources to prepare for and respond to disasters, including the Federal Emergency Management Agency (FEMA) and the Emergency Conservation Program (ECP) administered by the U.S. Department of Agriculture (USDA). [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act (Stafford Act) is a federal law that provides assistance to states and local governments affected by disasters. [Source]; The U.S. Drought Monitor is used to trigger Livestock Forage Disaster Program (LFP) payments for counties affected by drought. [Source];'\n 'Available facts are as follows: 2020-08-24: Flooding is the most common natural disaster in the United States. [Source: community.fema.gov] 2020-08-17: The average annual cost of flood damage in the United States is $8.2 billion, with 89 fatalities per year. [Source: community.fema.gov]; In the first half of 2020, there were 10 weather and climate-related disasters in the U.S., each exceeding $1 billion in losses. [Source: www.ucf.edu] 2020-08-10: The Community Emergency Response Team (CERT) program is a volunteer-based program that provides disaster response and community training. [Source: community.fema.gov]; The Federal Emergency Management Agency (FEMA) is an agency within the U.S. Department of Homeland Security charged with responding to Presidentially-declared disasters. [Source: www.fema.gov]; The American Red Cross provides disaster mental health services to those affected by disasters. [Source: www.redcross.org]; The USDA provides assistance to farmers, ranchers, and communities affected by natural disasters. [Source: www.usda.gov] 2020-08-03: The United States government has established various programs and resources to prepare for and respond to disasters, including the Federal Emergency Management Agency (FEMA) and the Emergency Conservation Program (ECP) administered by the U.S. Department of Agriculture (USDA). [Source]; The Robert T. Stafford Disaster Relief and Emergency Assistance Act (Stafford Act) is a federal law that provides assistance to states and local governments affected by disasters. [Source]; The U.S. Drought Monitor is used to trigger Livestock Forage Disaster Program (LFP) payments for counties affected by drought. [Source];']"}
+{"batch_x": [1417757568.0, 2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0], "batch_y": [1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0], "batch_x_timestamps_datetime64_ns": [1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2020-09-21: The Federal Emergency Management Agency (FEMA) has awarded $5.3 million for Hurricane Dorian recovery in Florida, with $2,013,620 allocated for management costs. [Source]; FEMA's Public Assistance program provides grants to state, local, and tribal governments to support disaster recovery efforts. [Source]; The Stafford Act defines an emergency as any occasion or instance for which Federal assistance is needed to supplement State, tribal, and local efforts. [Source]; Disaster Unemployment Assistance is available for individuals who are unemployed as a direct result of a disaster and are not eligible for regular state unemployment benefits. [Source] 2020-09-14: The United States has mechanisms in place to respond to natural disasters, including the Robert T. Stafford Disaster Relief and Emergency Assistance Act, which allows for federal major disaster declarations. [Source: www.pewtrusts.org]; The American Rescue Plan Act and Stewardship of the Disaster Emergency Fund Code (DEFC) are also part of the federal response to disasters. [Source: www.usaspending.gov]; FEMA provides guidance documents to help understand its role in emergency and disaster response. [Source: www.fema.gov]; State-specific resources, such as NY EDEN, provide education and support for disaster response and recovery. [Source: eden.cce.cornell.edu]; The U.S. government has provided significant funding for disaster relief, including $2 billion for Hurricane Florence recovery efforts. [Source: www.fema.gov] 2020-09-07: The State of Kansas is seeking a 30-day extension of the State of Disaster Emergency related to COVID-19, indicating ongoing concerns about the pandemic. [Source: governor.kansas.gov]; The U.S. Postal Service has a history of supporting the American public during crises, including natural disasters. [Source: www.uspsoig.gov]; The Governor of California has certified a major disaster due to devastating fires, and FEMA has authorized federal funds to help fight the Almeda fire. [Source: www.gov.ca.gov, www.fema.gov]; Hurricanes Katrina, Sandy, Harvey, and Irma caused damage totaling trillions of dollars, highlighting the significant economic effects of natural disasters. [Source: www.gao.gov]; The City of Midlothian, Texas, has an emergency preparedness plan in place, which includes disaster response and evacuation procedures. [Source: www.midlothian.tx.us] 2020-08-31: In FY 2014, USAID/OFDA responded to 47 humanitarian emergencies in 42 countries. [Source: www.usaid.gov]; In 2020, FEMA and the Ad Council urged Americans to prepare for disasters, as 10% of Americans still see no need to prepare. [Source: www.fema.gov]; The US Department of Energy has responsibilities during energy-related emergencies, including providing situational awareness. [Source: www.iea.org]; FEMA warns against disaster fraud and scams, and provides tips on how to avoid them. [Source: www.fema.gov]; The CDC provides emergency kit checklists for children in disasters. [Source: www.cdc.gov]; The majority of the US population invests time in disaster preparation activities. [Source: community.fema.gov]; The US Department of Homeland Security and the American Red Cross support resources for families' emergency planning. [Source: www.dhs.pa.gov]; The Disaster Relief Fund is used to provide initial emergency response services. [Source: www.pgpf.org]; Long-term care facilities face risks during facility evacuation, and the CMS Emergency Preparedness Rule aims to mitigate these risks. [Source: asprtracie.hhs.gov]; The Oregon Department of Education provides resources for developing high-quality emergency operations plans. [Source: www.oregon.gov];\"\n \"Available facts are as follows: 2020-09-21: The Federal Emergency Management Agency (FEMA) has awarded $5.3 million for Hurricane Dorian recovery in Florida, with $2,013,620 allocated for management costs. [Source]; FEMA's Public Assistance program provides grants to state, local, and tribal governments to support disaster recovery efforts. [Source]; The Stafford Act defines an emergency as any occasion or instance for which Federal assistance is needed to supplement State, tribal, and local efforts. [Source]; Disaster Unemployment Assistance is available for individuals who are unemployed as a direct result of a disaster and are not eligible for regular state unemployment benefits. [Source] 2020-09-14: The United States has mechanisms in place to respond to natural disasters, including the Robert T. Stafford Disaster Relief and Emergency Assistance Act, which allows for federal major disaster declarations. [Source: www.pewtrusts.org]; The American Rescue Plan Act and Stewardship of the Disaster Emergency Fund Code (DEFC) are also part of the federal response to disasters. [Source: www.usaspending.gov]; FEMA provides guidance documents to help understand its role in emergency and disaster response. [Source: www.fema.gov]; State-specific resources, such as NY EDEN, provide education and support for disaster response and recovery. [Source: eden.cce.cornell.edu]; The U.S. government has provided significant funding for disaster relief, including $2 billion for Hurricane Florence recovery efforts. [Source: www.fema.gov] 2020-09-07: The State of Kansas is seeking a 30-day extension of the State of Disaster Emergency related to COVID-19, indicating ongoing concerns about the pandemic. [Source: governor.kansas.gov]; The U.S. Postal Service has a history of supporting the American public during crises, including natural disasters. [Source: www.uspsoig.gov]; The Governor of California has certified a major disaster due to devastating fires, and FEMA has authorized federal funds to help fight the Almeda fire. [Source: www.gov.ca.gov, www.fema.gov]; Hurricanes Katrina, Sandy, Harvey, and Irma caused damage totaling trillions of dollars, highlighting the significant economic effects of natural disasters. [Source: www.gao.gov]; The City of Midlothian, Texas, has an emergency preparedness plan in place, which includes disaster response and evacuation procedures. [Source: www.midlothian.tx.us] 2020-08-31: In FY 2014, USAID/OFDA responded to 47 humanitarian emergencies in 42 countries. [Source: www.usaid.gov]; In 2020, FEMA and the Ad Council urged Americans to prepare for disasters, as 10% of Americans still see no need to prepare. [Source: www.fema.gov]; The US Department of Energy has responsibilities during energy-related emergencies, including providing situational awareness. [Source: www.iea.org]; FEMA warns against disaster fraud and scams, and provides tips on how to avoid them. [Source: www.fema.gov]; The CDC provides emergency kit checklists for children in disasters. [Source: www.cdc.gov]; The majority of the US population invests time in disaster preparation activities. [Source: community.fema.gov]; The US Department of Homeland Security and the American Red Cross support resources for families' emergency planning. [Source: www.dhs.pa.gov]; The Disaster Relief Fund is used to provide initial emergency response services. [Source: www.pgpf.org]; Long-term care facilities face risks during facility evacuation, and the CMS Emergency Preparedness Rule aims to mitigate these risks. [Source: asprtracie.hhs.gov]; The Oregon Department of Education provides resources for developing high-quality emergency operations plans. [Source: www.oregon.gov];\"]"}
+{"batch_x": [2159758080.0, 2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0], "batch_y": [4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0], "batch_x_timestamps_datetime64_ns": [1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2020-10-26: The USDA is encouraging agricultural producers and residents to prepare for natural disasters and emergencies, and has designated several counties as primary natural disaster areas. [Source: www.usda.gov, fsa.usda.gov] 2020-10-19: The Disaster Mitigation Act of 2000 is a federal law that aims to reduce the risk of disaster losses by promoting mitigation planning and activities. [Source: www.fema.gov]; FEMA provides federal disaster assistance, including grants for emergency home repairs, to individuals who are not fully covered by insurance. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to individuals affected by disasters. [Source: www.fema.gov]; The National Business Emergency Operations Center is a federal agency that provides emergency operations center and disaster relief warehouse to the National Disaster Management Agency. [Source: bb.usembassy.gov] 2020-10-12: Between 2000 and 2019, there were 7,348 major recorded disaster events claiming 1.23 million lives. [Source: www.undrr.org] 2020-10-05: The United States government has official websites and centers dedicated to disaster management, such as FEMA.gov and the National Business Emergency Operations Center. [Source]; Recent natural disasters in the United States, including hurricanes, floods, and wildfires, have disrupted and shut down essential services during times of surging demand. [Source]; FEMA provides financial assistance for home repairs, child care, and other expenses to individuals affected by major disasters. [Source]; Inmates in some US states, such as Georgia, serve as all-hazard or all-risk firefighters during emergency and disaster management. [Source]; The US government offers low-interest federal disaster loans to small businesses affected by disasters. [Source];'\n 'Available facts are as follows: 2020-10-26: The USDA is encouraging agricultural producers and residents to prepare for natural disasters and emergencies, and has designated several counties as primary natural disaster areas. [Source: www.usda.gov, fsa.usda.gov] 2020-10-19: The Disaster Mitigation Act of 2000 is a federal law that aims to reduce the risk of disaster losses by promoting mitigation planning and activities. [Source: www.fema.gov]; FEMA provides federal disaster assistance, including grants for emergency home repairs, to individuals who are not fully covered by insurance. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides assistance to individuals affected by disasters. [Source: www.fema.gov]; The National Business Emergency Operations Center is a federal agency that provides emergency operations center and disaster relief warehouse to the National Disaster Management Agency. [Source: bb.usembassy.gov] 2020-10-12: Between 2000 and 2019, there were 7,348 major recorded disaster events claiming 1.23 million lives. [Source: www.undrr.org] 2020-10-05: The United States government has official websites and centers dedicated to disaster management, such as FEMA.gov and the National Business Emergency Operations Center. [Source]; Recent natural disasters in the United States, including hurricanes, floods, and wildfires, have disrupted and shut down essential services during times of surging demand. [Source]; FEMA provides financial assistance for home repairs, child care, and other expenses to individuals affected by major disasters. [Source]; Inmates in some US states, such as Georgia, serve as all-hazard or all-risk firefighters during emergency and disaster management. [Source]; The US government offers low-interest federal disaster loans to small businesses affected by disasters. [Source];']"}
+{"batch_x": [2535766528.0, 1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0], "batch_y": [1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0], "batch_x_timestamps_datetime64_ns": [1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2020-11-23: The United States government has official websites and resources dedicated to disaster preparedness and response, such as FEMA.gov and Ready.gov. [Source]; There are various organizations and agencies that provide disaster assistance and emergency response services, such as the National Business Emergency Operations Center and Catholic Charities of Eastern Oklahoma. [Source]; Hurricanes and floods are common natural disasters in the United States, and severe hurricanes can strike portions of the country, leading to injury-related emergency department visits. [Source]; The Colorado Disaster Emergency Act and the Robert T. Stafford Disaster Relief and Emergency Assistance Act are laws that provide guidance and resources for disaster response and recovery. [Source] 2020-11-16: The United States government has official websites and agencies dedicated to disaster management and emergency preparedness, such as FEMA, USAID, and the USDA. [Source]; There are various disaster-related resources available, including emergency loans, disaster-assistance response teams, and emergency preparedness curricula in nursing schools. [Source] 2020-11-09: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, such as the Disaster Relief Fund, Farm Service Agency, and Federal Emergency Management Agency (FEMA). [Source: crsreports.congress.gov, fsa.usda.gov, fema.gov]; There are existing emergency operations plans and protocols in place at the state and local levels, such as the Commonwealth of Kentucky Emergency Operations Plan. [Source: eec.ky.gov] 2020-11-02: The United States experiences an average of 151 federally recognized disasters and emergencies each year. [Source: www.acf.hhs.gov]; There is a need for emergency preparedness and disaster response training, with approximately 60,000 emergency responders trained annually. [Source: cdp.dhs.gov];'\n 'Available facts are as follows: 2020-11-23: The United States government has official websites and resources dedicated to disaster preparedness and response, such as FEMA.gov and Ready.gov. [Source]; There are various organizations and agencies that provide disaster assistance and emergency response services, such as the National Business Emergency Operations Center and Catholic Charities of Eastern Oklahoma. [Source]; Hurricanes and floods are common natural disasters in the United States, and severe hurricanes can strike portions of the country, leading to injury-related emergency department visits. [Source]; The Colorado Disaster Emergency Act and the Robert T. Stafford Disaster Relief and Emergency Assistance Act are laws that provide guidance and resources for disaster response and recovery. [Source] 2020-11-16: The United States government has official websites and agencies dedicated to disaster management and emergency preparedness, such as FEMA, USAID, and the USDA. [Source]; There are various disaster-related resources available, including emergency loans, disaster-assistance response teams, and emergency preparedness curricula in nursing schools. [Source] 2020-11-09: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, such as the Disaster Relief Fund, Farm Service Agency, and Federal Emergency Management Agency (FEMA). [Source: crsreports.congress.gov, fsa.usda.gov, fema.gov]; There are existing emergency operations plans and protocols in place at the state and local levels, such as the Commonwealth of Kentucky Emergency Operations Plan. [Source: eec.ky.gov] 2020-11-02: The United States experiences an average of 151 federally recognized disasters and emergencies each year. [Source: www.acf.hhs.gov]; There is a need for emergency preparedness and disaster response training, with approximately 60,000 emergency responders trained annually. [Source: cdp.dhs.gov];']"}
+{"batch_x": [1491114624.0, 2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0], "batch_y": [8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0], "batch_x_timestamps_datetime64_ns": [1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2020-12-21: The United States has laws and programs in place to respond to disasters and emergencies, such as the U.S. Repatriation Program, disaster human service emergency management, and the Individual Assistance Program. [Source: www.acf.hhs.gov, recovery.pr.gov, homelandsecurity.iowa.gov] 2020-12-14: The United States has a national preparedness guidance outlined in Presidential Policy for responding to emergencies and disasters. [Source: files.nc.gov]; A declaration of a major disaster or emergency by the Governor is required to obtain assistance from the federal government. [Source: www.federalregister.gov]; The North Carolina Emergency Operations Plan incorporates national preparedness guidance for responding to emergencies and disasters. [Source: files.nc.gov]; The Disaster Recovery Reform Act aims to improve the nation's readiness for catastrophic events. [Source: www.fema.gov]; The Pediatric Disaster Care Centers of Excellence aim to optimize outcomes for children in disaster response. [Source: emscimprovement.center] 2020-12-07: The United States government provides disaster-related information to foreign governments and relief organizations on humanitarian grounds. [Source: uscode.house.gov]; The U.S. Department of Education announced an additional $21.2 billion is now available to higher education institutions to ensure learning continues during the COVID-19 pandemic. [Source: www2.ed.gov]; FEMA provides information on winter weather preparedness and emergency operations. [Source: www.fema.gov]; The CDC provides information on disaster and social vulnerability, including emergency information integration and exchange. [Source: www.atsdr.cdc.gov]; The State of California has been declared a major disaster area by the Presidential declaration. [Source: www.federalregister.gov] 2020-11-30: The President approved a Major Disaster declaration on August 25, 2017. [Source: www.fema.gov]; The National Household Survey on Disaster Preparedness outlines actions to be taken before a disaster strikes. [Source: community.fema.gov]; The goal of FEMA's National Advisory Council is to empower all levels of emergency management to handle threats and hazards through improved preparation and coordination. [Source: www.fema.gov]; The ERDC researcher invented emergency responder software to aid in disaster response. [Source: www.erdc.usace.army.mil];\"\n \"Available facts are as follows: 2020-12-21: The United States has laws and programs in place to respond to disasters and emergencies, such as the U.S. Repatriation Program, disaster human service emergency management, and the Individual Assistance Program. [Source: www.acf.hhs.gov, recovery.pr.gov, homelandsecurity.iowa.gov] 2020-12-14: The United States has a national preparedness guidance outlined in Presidential Policy for responding to emergencies and disasters. [Source: files.nc.gov]; A declaration of a major disaster or emergency by the Governor is required to obtain assistance from the federal government. [Source: www.federalregister.gov]; The North Carolina Emergency Operations Plan incorporates national preparedness guidance for responding to emergencies and disasters. [Source: files.nc.gov]; The Disaster Recovery Reform Act aims to improve the nation's readiness for catastrophic events. [Source: www.fema.gov]; The Pediatric Disaster Care Centers of Excellence aim to optimize outcomes for children in disaster response. [Source: emscimprovement.center] 2020-12-07: The United States government provides disaster-related information to foreign governments and relief organizations on humanitarian grounds. [Source: uscode.house.gov]; The U.S. Department of Education announced an additional $21.2 billion is now available to higher education institutions to ensure learning continues during the COVID-19 pandemic. [Source: www2.ed.gov]; FEMA provides information on winter weather preparedness and emergency operations. [Source: www.fema.gov]; The CDC provides information on disaster and social vulnerability, including emergency information integration and exchange. [Source: www.atsdr.cdc.gov]; The State of California has been declared a major disaster area by the Presidential declaration. [Source: www.federalregister.gov] 2020-11-30: The President approved a Major Disaster declaration on August 25, 2017. [Source: www.fema.gov]; The National Household Survey on Disaster Preparedness outlines actions to be taken before a disaster strikes. [Source: community.fema.gov]; The goal of FEMA's National Advisory Council is to empower all levels of emergency management to handle threats and hazards through improved preparation and coordination. [Source: www.fema.gov]; The ERDC researcher invented emergency responder software to aid in disaster response. [Source: www.erdc.usace.army.mil];\"]"}
+{"batch_x": [2856350464.0, 2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0], "batch_y": [2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0], "batch_x_timestamps_datetime64_ns": [1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2021-01-25: The United States government has declared a national emergency and a public health emergency declaration for the COVID-19 pandemic, and FEMA is supporting vaccine distribution and providing funding for COVID-19 vaccination efforts. [Source: www.fema.gov, www.in.gov] 2021-01-18: The Stafford Disaster Relief and Emergency Assistance Act (42 U.S.C. 5121–5207) provides federal support to governors in response to disasters and emergencies. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) provides funding and support for disaster relief and emergency management, including the Emergency Management Institute (EMI) and the National Business Emergency Operations Center. [Source: www.fema.gov]; The United States Department of Agriculture (USDA) works with FEMA to provide assistance and coordination for disasters and emergencies related to pests and animal disease. [Source: www.usda.gov]; The Ready.gov website provides information and resources for emergency preparedness and response, including life-saving skills graphics and disaster and emergency planning. [Source: www.ready.gov] 2021-01-11: Federal Emergency Management Agency (FEMA) played a crucial role in disaster response during the COVID-19 pandemic, leading a historic response and supporting a record number of disasters. [Source: www.fema.gov]; The United States experienced a high number of billion-dollar weather and climate disasters, including extreme drought, tracked by NOAA's National Centers for Environmental Information (NCEI). [Source: www.drought.gov]; All 50 states were declared federal disaster areas due to COVID-19, leading to a redesign of the Census Bureau's OnTheMap for Emergency Management data. [Source: www.census.gov] 2021-01-04: The United States has a history of emergency management, with the Federal Emergency Management Agency (FEMA) playing a key role in disaster relief and emergency assistance. [Source: www.fema.gov]; Nearly 1 out of every 5 children in the United States has a special healthcare need, and children and youth with special healthcare needs (CYSHCN) require special consideration in emergency planning. [Source: www.cdc.gov]; The Common Alerting Protocol (CAP) is a standardized messaging format used to send emergency alerts and warnings in the United States, and FEMA has formally adopted CAP as the national standard. [Source: www.fema.gov]; An estimated 69 million children in the United States are in school or child care on any given weekday, and emergencies increase the possibility for children to become separated from their families. [Source: www.cdc.gov]; Proclamations of disaster emergency have been issued in the United States, such as the Proclamation of Public Health Disaster Emergency issued on March 17, 2020. [Source: homelandsecurity.iowa.gov];\"\n \"Available facts are as follows: 2021-01-25: The United States government has declared a national emergency and a public health emergency declaration for the COVID-19 pandemic, and FEMA is supporting vaccine distribution and providing funding for COVID-19 vaccination efforts. [Source: www.fema.gov, www.in.gov] 2021-01-18: The Stafford Disaster Relief and Emergency Assistance Act (42 U.S.C. 5121–5207) provides federal support to governors in response to disasters and emergencies. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) provides funding and support for disaster relief and emergency management, including the Emergency Management Institute (EMI) and the National Business Emergency Operations Center. [Source: www.fema.gov]; The United States Department of Agriculture (USDA) works with FEMA to provide assistance and coordination for disasters and emergencies related to pests and animal disease. [Source: www.usda.gov]; The Ready.gov website provides information and resources for emergency preparedness and response, including life-saving skills graphics and disaster and emergency planning. [Source: www.ready.gov] 2021-01-11: Federal Emergency Management Agency (FEMA) played a crucial role in disaster response during the COVID-19 pandemic, leading a historic response and supporting a record number of disasters. [Source: www.fema.gov]; The United States experienced a high number of billion-dollar weather and climate disasters, including extreme drought, tracked by NOAA's National Centers for Environmental Information (NCEI). [Source: www.drought.gov]; All 50 states were declared federal disaster areas due to COVID-19, leading to a redesign of the Census Bureau's OnTheMap for Emergency Management data. [Source: www.census.gov] 2021-01-04: The United States has a history of emergency management, with the Federal Emergency Management Agency (FEMA) playing a key role in disaster relief and emergency assistance. [Source: www.fema.gov]; Nearly 1 out of every 5 children in the United States has a special healthcare need, and children and youth with special healthcare needs (CYSHCN) require special consideration in emergency planning. [Source: www.cdc.gov]; The Common Alerting Protocol (CAP) is a standardized messaging format used to send emergency alerts and warnings in the United States, and FEMA has formally adopted CAP as the national standard. [Source: www.fema.gov]; An estimated 69 million children in the United States are in school or child care on any given weekday, and emergencies increase the possibility for children to become separated from their families. [Source: www.cdc.gov]; Proclamations of disaster emergency have been issued in the United States, such as the Proclamation of Public Health Disaster Emergency issued on March 17, 2020. [Source: homelandsecurity.iowa.gov];\"]"}
+{"batch_x": [2688166912.0, 990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0], "batch_y": [2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0], "batch_x_timestamps_datetime64_ns": [1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909]], "batch_text": "['Available facts are as follows: 2021-02-22: The U.S. Small Business Administration has approved nearly $76.2 million in low-interest disaster loans to businesses, private nonprofit organizations, and homeowners affected by California wildfires. [Source]; The Stafford Disaster Relief and Emergency Assistance Act authorizes the President to provide assistance to individuals and families affected by disasters. [Source] 2021-02-15: The United States government has responded to severe winter weather in the Southeast, with FEMA declaring major disaster declarations and authorizing federal emergency aid to affected states. [Source: www.fema.gov]; Only 56% of adults in the US can cover a $400 emergency, highlighting the importance of disaster preparedness and savings. [Source: www.ready.gov] 2021-02-08: The United States government has declared states of emergency and disasters in various regions, including Texas, in response to recent crises. [Source: www.whitehouse.gov, gov.texas.gov]; FEMA (Federal Emergency Management Agency) is providing disaster relief efforts, including cash assistance programs, and supporting vaccine distribution during the COVID-19 pandemic. [Source: www.fema.gov]; The University of Central Florida offers a program in Emergency and Crisis Management, which explores the world of crises, disasters, and emergencies. [Source: www.ucf.edu]; The Administration for Children and Families (ACF) has an Emergency Response Readiness Force that provides training and assistance during disasters and emergencies. [Source: www.acf.hhs.gov]; The United States Agency for International Development (USAID) provides emergency disaster assistance to countries in need, such as Niger, which experienced flooding. [Source: ne.usembassy.gov] 2021-02-01: The United States government has been actively responding to disasters and emergencies, with FEMA providing support for vaccine distribution, disaster relief, and emergency assistance. [Source: www.fema.gov, www.whitehouse.gov];'\n 'Available facts are as follows: 2021-02-22: The U.S. Small Business Administration has approved nearly $76.2 million in low-interest disaster loans to businesses, private nonprofit organizations, and homeowners affected by California wildfires. [Source]; The Stafford Disaster Relief and Emergency Assistance Act authorizes the President to provide assistance to individuals and families affected by disasters. [Source] 2021-02-15: The United States government has responded to severe winter weather in the Southeast, with FEMA declaring major disaster declarations and authorizing federal emergency aid to affected states. [Source: www.fema.gov]; Only 56% of adults in the US can cover a $400 emergency, highlighting the importance of disaster preparedness and savings. [Source: www.ready.gov] 2021-02-08: The United States government has declared states of emergency and disasters in various regions, including Texas, in response to recent crises. [Source: www.whitehouse.gov, gov.texas.gov]; FEMA (Federal Emergency Management Agency) is providing disaster relief efforts, including cash assistance programs, and supporting vaccine distribution during the COVID-19 pandemic. [Source: www.fema.gov]; The University of Central Florida offers a program in Emergency and Crisis Management, which explores the world of crises, disasters, and emergencies. [Source: www.ucf.edu]; The Administration for Children and Families (ACF) has an Emergency Response Readiness Force that provides training and assistance during disasters and emergencies. [Source: www.acf.hhs.gov]; The United States Agency for International Development (USAID) provides emergency disaster assistance to countries in need, such as Niger, which experienced flooding. [Source: ne.usembassy.gov] 2021-02-01: The United States government has been actively responding to disasters and emergencies, with FEMA providing support for vaccine distribution, disaster relief, and emergency assistance. [Source: www.fema.gov, www.whitehouse.gov];']"}
+{"batch_x": [990365568.0, 20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0], "batch_y": [3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0], "batch_x_timestamps_datetime64_ns": [1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306]], "batch_text": "['Available facts are as follows: 2021-03-22: The United States Federal Government has taken various measures to prepare for and respond to disasters, including providing additional disaster assistance to Guam and the Commonwealth of the Northern Mariana Islands, and extending the State of Disaster Emergency in Kansas. [Source] 2021-03-15: Floods cause 90 percent of disaster damage every year in the United States. [Source]; A disaster supplies kit is a collection of basic items a household may need in the event of an emergency. [Source]; The survey is the only disaster preparedness survey that captures data at the local level. [Source] 2021-03-08: The United States government provides financial assistance to individuals and households to respond to disaster-related housing needs through the Federal Emergency Management Agency (FEMA). [Source: www.law.cornell.edu]; FEMA provides funds for emergency food and shelter programs to help people with economic, not disaster-related, emergencies. [Source: www.fema.gov]; The President of the United States can declare disasters and provide federal assistance to affected areas. [Source: www.whitehouse.gov] 2021-03-01: The United States Federal Emergency Management Agency (FEMA) has declared emergency aid available to states affected by disasters, under the Stafford Disaster Relief and Emergency Assistance Act. [Source]; The U.S. Department of Health and Human Services (HHS) provides waivers and flexibilities to grantees in response to emergency and disaster declarations. [Source]; States have their own emergency management offices, which coordinate response efforts and provide resources during natural disasters. [Source];'\n 'Available facts are as follows: 2021-03-22: The United States Federal Government has taken various measures to prepare for and respond to disasters, including providing additional disaster assistance to Guam and the Commonwealth of the Northern Mariana Islands, and extending the State of Disaster Emergency in Kansas. [Source] 2021-03-15: Floods cause 90 percent of disaster damage every year in the United States. [Source]; A disaster supplies kit is a collection of basic items a household may need in the event of an emergency. [Source]; The survey is the only disaster preparedness survey that captures data at the local level. [Source] 2021-03-08: The United States government provides financial assistance to individuals and households to respond to disaster-related housing needs through the Federal Emergency Management Agency (FEMA). [Source: www.law.cornell.edu]; FEMA provides funds for emergency food and shelter programs to help people with economic, not disaster-related, emergencies. [Source: www.fema.gov]; The President of the United States can declare disasters and provide federal assistance to affected areas. [Source: www.whitehouse.gov] 2021-03-01: The United States Federal Emergency Management Agency (FEMA) has declared emergency aid available to states affected by disasters, under the Stafford Disaster Relief and Emergency Assistance Act. [Source]; The U.S. Department of Health and Human Services (HHS) provides waivers and flexibilities to grantees in response to emergency and disaster declarations. [Source]; States have their own emergency management offices, which coordinate response efforts and provide resources during natural disasters. [Source];']"}
+{"batch_x": [20357715968.0, 1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0], "batch_y": [1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0], "batch_x_timestamps_datetime64_ns": [1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438]], "batch_text": "[\"Available facts are as follows: 2021-04-19: The United States government has been actively responding to health emergencies and disasters, including the COVID-19 pandemic, with various agencies such as FEMA and HHS playing key roles. [Source] 2021-04-12: The United States government has awarded $3.78 million to Florida for Hurricane Dorian expenses [Source: www.fema.gov].; The US Army Corps of Engineers collaborated with FEMA during the COVID-19 pandemic [Source: www.usace.army.mil].; The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines major disasters and emergencies [Source: childcareta.acf.hhs.gov].; The USDA requires states to submit a Disaster/Emergency Situational Report after a disaster or mass emergency [Source: www.fsa.usda.gov].; A local emergency can be declared by a governor, assigning employees, property, or equipment to respond to the disaster [Source: www.gtcountymi.gov].; The Emergency Management Agency (EMA) uses the Incident Command System to respond to disasters [Source: www.lakecountyohio.gov].; Disaster Service Workers may be required to perform duties outside their normal scope during a declared emergency or disaster [Source: sonomacounty.ca.gov].; The United States provided $200,000 to support disaster management authorities in St. Vincent [Source: bb.usembassy.gov].; Executive orders can be issued to extend emergency declarations, such as the COVID-19 pandemic [Source: mn.gov].; Emergency Operations Plans define major disasters and outline response procedures [Source: www.spotsylvania.va.us]. 2021-04-05: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, including the Federal Emergency Management Agency (FEMA), the Department of Homeland Security, and the Centers for Disease Control and Prevention (CDC). [Source] 2021-03-29: The United States government has updated its flood insurance rating methodology to deliver more accurate rates. [Source: www.fema.gov]; Executive orders have been issued in Kansas to temporarily allow notaries and extend professional and occupational licenses during the State of Disaster Emergency. [Source: governor.kansas.gov]; The South Carolina Emergency Operations Plan Basic Plan has been updated to authorize the SCEMD Director to take action in the event of a disaster. [Source: scemd.org]; The US Department of Veterans Affairs has published a study on community behavioral health support during disasters. [Source: pubmed.ncbi.nlm.nih.gov]; The Chinese hospital nursing disaster response scale has been adapted and evaluated for use in the US. [Source: www.ncbi.nlm.nih.gov]; The Emergency Management Agency in Haralson County, Georgia has been established to work on disaster planning, mitigation, and response. [Source: www.haralsoncountyga.gov]; The SBA has announced additional deferments for disaster home and business loans. [Source: www.sba.gov]; FEMA's Public Assistance Program is a central part of US federal emergency and disaster relief. [Source: crsreports.congress.gov];\"\n \"Available facts are as follows: 2021-04-19: The United States government has been actively responding to health emergencies and disasters, including the COVID-19 pandemic, with various agencies such as FEMA and HHS playing key roles. [Source] 2021-04-12: The United States government has awarded $3.78 million to Florida for Hurricane Dorian expenses [Source: www.fema.gov].; The US Army Corps of Engineers collaborated with FEMA during the COVID-19 pandemic [Source: www.usace.army.mil].; The Robert T. Stafford Disaster Relief and Emergency Assistance Act defines major disasters and emergencies [Source: childcareta.acf.hhs.gov].; The USDA requires states to submit a Disaster/Emergency Situational Report after a disaster or mass emergency [Source: www.fsa.usda.gov].; A local emergency can be declared by a governor, assigning employees, property, or equipment to respond to the disaster [Source: www.gtcountymi.gov].; The Emergency Management Agency (EMA) uses the Incident Command System to respond to disasters [Source: www.lakecountyohio.gov].; Disaster Service Workers may be required to perform duties outside their normal scope during a declared emergency or disaster [Source: sonomacounty.ca.gov].; The United States provided $200,000 to support disaster management authorities in St. Vincent [Source: bb.usembassy.gov].; Executive orders can be issued to extend emergency declarations, such as the COVID-19 pandemic [Source: mn.gov].; Emergency Operations Plans define major disasters and outline response procedures [Source: www.spotsylvania.va.us]. 2021-04-05: The United States government has various agencies and programs in place to prepare for and respond to disasters and emergencies, including the Federal Emergency Management Agency (FEMA), the Department of Homeland Security, and the Centers for Disease Control and Prevention (CDC). [Source] 2021-03-29: The United States government has updated its flood insurance rating methodology to deliver more accurate rates. [Source: www.fema.gov]; Executive orders have been issued in Kansas to temporarily allow notaries and extend professional and occupational licenses during the State of Disaster Emergency. [Source: governor.kansas.gov]; The South Carolina Emergency Operations Plan Basic Plan has been updated to authorize the SCEMD Director to take action in the event of a disaster. [Source: scemd.org]; The US Department of Veterans Affairs has published a study on community behavioral health support during disasters. [Source: pubmed.ncbi.nlm.nih.gov]; The Chinese hospital nursing disaster response scale has been adapted and evaluated for use in the US. [Source: www.ncbi.nlm.nih.gov]; The Emergency Management Agency in Haralson County, Georgia has been established to work on disaster planning, mitigation, and response. [Source: www.haralsoncountyga.gov]; The SBA has announced additional deferments for disaster home and business loans. [Source: www.sba.gov]; FEMA's Public Assistance Program is a central part of US federal emergency and disaster relief. [Source: crsreports.congress.gov];\"]"}
+{"batch_x": [1540026880.0, 4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0], "batch_y": [1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0], "batch_x_timestamps_datetime64_ns": [1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653]], "batch_text": "[\"Available facts are as follows: 2021-05-24: The United States government has declared national emergencies and public health disaster emergencies in response to climate-related disasters. [Source: governor.iowa.gov]; The Federal Regulation outlining the USACE's emergency authority has been updated to address flood risks and disasters. [Source: www.usace.army.mil]; FEMA provides guidelines and standards for flood risk analysis and mapping, and offers grants and assistance for disaster relief. [Source: www.fema.gov]; The US government has invested $1 billion to protect communities from climate-related disasters, shifting the focus from reactive disaster response to proactive mitigation. [Source: www.whitehouse.gov] 2021-05-17: The Federal Emergency Management Agency (FEMA) provides guidance for disaster response and recovery, while adhering to public health measures during the COVID-19 pandemic. [Source: www.fema.gov] 2021-05-10: The United States government has various agencies and resources dedicated to disaster response and recovery, including the Federal Emergency Management Agency (FEMA), the Department of Health and Human Services (HHS), and the United States Department of Agriculture (USDA). [Source]; These agencies provide emergency loans, credit, and other forms of assistance to individuals and communities affected by natural disasters, acts of terrorism, and other emergencies. [Source] 2021-05-03: The United States government has issued proclamations and declarations for disasters and emergencies, including the 2023 Hawaii Wildfires, and has provided federal assistance for recovery efforts. [Source]; Various government agencies, such as FEMA, Medicaid, and the Department of Homeland Security, have resources and programs in place for emergency preparedness and response to natural disasters. [Source];\"\n \"Available facts are as follows: 2021-05-24: The United States government has declared national emergencies and public health disaster emergencies in response to climate-related disasters. [Source: governor.iowa.gov]; The Federal Regulation outlining the USACE's emergency authority has been updated to address flood risks and disasters. [Source: www.usace.army.mil]; FEMA provides guidelines and standards for flood risk analysis and mapping, and offers grants and assistance for disaster relief. [Source: www.fema.gov]; The US government has invested $1 billion to protect communities from climate-related disasters, shifting the focus from reactive disaster response to proactive mitigation. [Source: www.whitehouse.gov] 2021-05-17: The Federal Emergency Management Agency (FEMA) provides guidance for disaster response and recovery, while adhering to public health measures during the COVID-19 pandemic. [Source: www.fema.gov] 2021-05-10: The United States government has various agencies and resources dedicated to disaster response and recovery, including the Federal Emergency Management Agency (FEMA), the Department of Health and Human Services (HHS), and the United States Department of Agriculture (USDA). [Source]; These agencies provide emergency loans, credit, and other forms of assistance to individuals and communities affected by natural disasters, acts of terrorism, and other emergencies. [Source] 2021-05-03: The United States government has issued proclamations and declarations for disasters and emergencies, including the 2023 Hawaii Wildfires, and has provided federal assistance for recovery efforts. [Source]; Various government agencies, such as FEMA, Medicaid, and the Department of Homeland Security, have resources and programs in place for emergency preparedness and response to natural disasters. [Source];\"]"}
+{"batch_x": [4141343488.0, 1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0], "batch_y": [1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0], "batch_x_timestamps_datetime64_ns": [1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904]], "batch_text": "['Available facts are as follows: 2021-06-21: The COVID-19 state disaster emergency declared on March 7, 2020 in New York has been ended as of June 23, 2021. [Source: www.governor.ny.gov]; The Stafford Disaster Relief and Emergency Assistance Act allows the President to declare a major disaster exists and provides assistance to affected areas. [Source: www.fema.gov]; Texas Governor Greg Abbott used a disaster declaration to fund a border wall on June 23, 2021. [Source: www.texastribune.org]; FEMA has a National Disaster Recovery Framework and a National Business Emergency Operations Center to aid in disaster response and recovery. [Source: www.fema.gov]; Telehealth innovations have been used to respond to the COVID-19 pandemic in the United States. [Source: www.ncbi.nlm.nih.gov] 2021-06-14: Flooding is the most common and most expensive natural disaster in the United States, with just 1 inch of water causing significant damage to a home. [Source: www.fema.gov] 2021-06-07: The U.S. Army Corps of Engineers (USACE) can respond to natural disasters and emergencies in four main ways, including under its own authority and under the National Emergency Act. [Source: www.usace.army.mil]; The Federal Emergency Management Agency (FEMA) provides guidance on post-disaster building safety evaluation and has a National Business Emergency Operations Center. [Source: www.fema.gov]; Various states, including Kentucky, Texas, and Pennsylvania, have their own emergency management directors and laws related to disaster declarations and responses. [Source: apps.legislature.ky.gov, gov.texas.gov, www.legis.state.pa.us]; The U.S. government has extended COVID-19 disaster declarations and has programs in place for disaster preparedness and response, including the Child Nutrition COVID-19 Waivers. [Source: gov.texas.gov, www.fns.usda.gov] 2021-05-31: The Federal Emergency Management Agency (FEMA) is working to prepare for and respond to natural disasters in the United States. [Source: www.fema.gov]; The Governor of Texas, Greg Abbott, has issued a disaster declaration due to the ongoing surge of individuals at the border. [Source: gov.texas.gov]; The U.S. Army Corps of Engineers is working to deliver vital engineering solutions to reduce disaster risk. [Source: www.usace.army.mil]; The Kern County Fire Department has emergency plans in place to respond to emergencies and disasters. [Source: kerncountyfire.org]; The World Health Organization (WHO) emphasizes the importance of citizen engagement in health emergency and disaster risk management. [Source: www.ncbi.nlm.nih.gov];'\n 'Available facts are as follows: 2021-06-21: The COVID-19 state disaster emergency declared on March 7, 2020 in New York has been ended as of June 23, 2021. [Source: www.governor.ny.gov]; The Stafford Disaster Relief and Emergency Assistance Act allows the President to declare a major disaster exists and provides assistance to affected areas. [Source: www.fema.gov]; Texas Governor Greg Abbott used a disaster declaration to fund a border wall on June 23, 2021. [Source: www.texastribune.org]; FEMA has a National Disaster Recovery Framework and a National Business Emergency Operations Center to aid in disaster response and recovery. [Source: www.fema.gov]; Telehealth innovations have been used to respond to the COVID-19 pandemic in the United States. [Source: www.ncbi.nlm.nih.gov] 2021-06-14: Flooding is the most common and most expensive natural disaster in the United States, with just 1 inch of water causing significant damage to a home. [Source: www.fema.gov] 2021-06-07: The U.S. Army Corps of Engineers (USACE) can respond to natural disasters and emergencies in four main ways, including under its own authority and under the National Emergency Act. [Source: www.usace.army.mil]; The Federal Emergency Management Agency (FEMA) provides guidance on post-disaster building safety evaluation and has a National Business Emergency Operations Center. [Source: www.fema.gov]; Various states, including Kentucky, Texas, and Pennsylvania, have their own emergency management directors and laws related to disaster declarations and responses. [Source: apps.legislature.ky.gov, gov.texas.gov, www.legis.state.pa.us]; The U.S. government has extended COVID-19 disaster declarations and has programs in place for disaster preparedness and response, including the Child Nutrition COVID-19 Waivers. [Source: gov.texas.gov, www.fns.usda.gov] 2021-05-31: The Federal Emergency Management Agency (FEMA) is working to prepare for and respond to natural disasters in the United States. [Source: www.fema.gov]; The Governor of Texas, Greg Abbott, has issued a disaster declaration due to the ongoing surge of individuals at the border. [Source: gov.texas.gov]; The U.S. Army Corps of Engineers is working to deliver vital engineering solutions to reduce disaster risk. [Source: www.usace.army.mil]; The Kern County Fire Department has emergency plans in place to respond to emergencies and disasters. [Source: kerncountyfire.org]; The World Health Organization (WHO) emphasizes the importance of citizen engagement in health emergency and disaster risk management. [Source: www.ncbi.nlm.nih.gov];']"}
+{"batch_x": [1729507328.0, 8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0], "batch_y": [1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0], "batch_x_timestamps_datetime64_ns": [1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2021-07-26: The United States government has an official website for FEMA (Federal Emergency Management Agency) which provides information on disaster preparedness and emergency operations. [Source: www.fema.gov]; Research has been conducted on disaster preparedness in emergency medical service agencies, including a study that evaluated the preparedness of rural EMS agencies for emergencies and disasters. [Source: www.ncbi.nlm.nih.gov]; Various government agencies, such as the Hawai'i Emergency Management Agency and the USDA, provide resources and support for disaster preparedness and response. [Source: dod.hawaii.gov, fsa.usda.gov]; Emergency declarations have been made in states such as Iowa and Wisconsin, allowing for emergency credit to producers recovering from natural disasters. [Source: www.fmcsa.dot.gov, fsa.usda.gov] 2021-07-19: The United States government has various agencies and programs in place to support disaster preparedness, response, and recovery, including FEMA, the Federal Emergency Management Agency, which provides disaster benefits and assistance. [Source]; The Federal Emergency Management Agency (FEMA) has provided over $700 million in COVID-19 funeral assistance. [Source]; The USDA offers disaster assistance to farmers and ranchers in North Dakota affected by drought. [Source] 2021-07-12: The United States has various programs and resources in place to respond to disasters and emergencies, including the National Emergency Preparedness Liaison Officers (NEPLOs), the Emergency Management Assistance Compact (EMAC), and the Federal Emergency Management Agency (FEMA). [Source]; The USDA provides emergency credit to producers recovering from natural disasters through emergency loans, and has designated certain counties as primary natural disaster areas, making them eligible for assistance. [Source]; The Federal Government has approved disaster declarations for certain states, making federal funding available for disaster relief efforts. [Source] 2021-07-05: The Disaster Recovery Reform Act of 2018 aims to improve disaster preparedness and response in the United States. [Source: www.fema.gov]; The Post-Katrina Emergency Management Reform Act was established in response to Hurricane Katrina, the most devastating natural disaster in U.S. history. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides disaster relief and emergency assistance to states and local governments. [Source: www.fema.gov]; The Sandy Recovery Improvement Act of 2013 aims to improve disaster recovery efforts, particularly in response to Hurricane Sandy. [Source: www.fema.gov];\"\n \"Available facts are as follows: 2021-07-26: The United States government has an official website for FEMA (Federal Emergency Management Agency) which provides information on disaster preparedness and emergency operations. [Source: www.fema.gov]; Research has been conducted on disaster preparedness in emergency medical service agencies, including a study that evaluated the preparedness of rural EMS agencies for emergencies and disasters. [Source: www.ncbi.nlm.nih.gov]; Various government agencies, such as the Hawai'i Emergency Management Agency and the USDA, provide resources and support for disaster preparedness and response. [Source: dod.hawaii.gov, fsa.usda.gov]; Emergency declarations have been made in states such as Iowa and Wisconsin, allowing for emergency credit to producers recovering from natural disasters. [Source: www.fmcsa.dot.gov, fsa.usda.gov] 2021-07-19: The United States government has various agencies and programs in place to support disaster preparedness, response, and recovery, including FEMA, the Federal Emergency Management Agency, which provides disaster benefits and assistance. [Source]; The Federal Emergency Management Agency (FEMA) has provided over $700 million in COVID-19 funeral assistance. [Source]; The USDA offers disaster assistance to farmers and ranchers in North Dakota affected by drought. [Source] 2021-07-12: The United States has various programs and resources in place to respond to disasters and emergencies, including the National Emergency Preparedness Liaison Officers (NEPLOs), the Emergency Management Assistance Compact (EMAC), and the Federal Emergency Management Agency (FEMA). [Source]; The USDA provides emergency credit to producers recovering from natural disasters through emergency loans, and has designated certain counties as primary natural disaster areas, making them eligible for assistance. [Source]; The Federal Government has approved disaster declarations for certain states, making federal funding available for disaster relief efforts. [Source] 2021-07-05: The Disaster Recovery Reform Act of 2018 aims to improve disaster preparedness and response in the United States. [Source: www.fema.gov]; The Post-Katrina Emergency Management Reform Act was established in response to Hurricane Katrina, the most devastating natural disaster in U.S. history. [Source: www.fema.gov]; The Stafford Disaster Relief and Emergency Assistance Act is a federal law that provides disaster relief and emergency assistance to states and local governments. [Source: www.fema.gov]; The Sandy Recovery Improvement Act of 2013 aims to improve disaster recovery efforts, particularly in response to Hurricane Sandy. [Source: www.fema.gov];\"]"}
+{"batch_x": [8732976128.0, 2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0], "batch_y": [2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0], "batch_x_timestamps_datetime64_ns": [1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2021-08-23: FEMA is tracking Hurricane Ida, forecast to make landfall in the United States as a dangerous major hurricane. [Source: www.fema.gov]; President Joseph R. Biden, Jr. declared that a major disaster exists in the State of Louisiana and ordered Federal aid to supplement State, tribal, and local recovery efforts. [Source: www.whitehouse.gov]; The United States pays for disaster assistance through a complicated intergovernmental system that relies on funding from different agencies—from emergency management agencies to transportation and housing departments. [Source: www.pewtrusts.org] 2021-08-16: The National Risk Index is a dataset and online tool that leverages available data for natural hazard and community risk factors to help illustrate the U.S. [Source: hazards.fema.gov]; President Joseph R. Biden, Jr. declared an emergency exists in the State of Florida and ordered Federal assistance to supplement State, tribal, and local response efforts due to the emergency. [Source: www.whitehouse.gov]; A Disaster Recovery Center opened in Hamtramck, providing representatives from FEMA, U.S. Small Business Administration, Michigan State Police, Emergency Management and Homeland Security Division. [Source: www.fema.gov]; Legislation was introduced to improve disaster response, including assistance for individuals forced to relocate to another state due to disaster or emergency. [Source: www.aging.senate.gov]; OIG provides resources for emergency preparedness and response, including emerging infectious disease outbreaks and natural disasters. [Source: oig.hhs.gov]; Campus Emergency Management Resources are available, including IAEM-USA Universities & Colleges Caucus and Disaster Resilient Universities (DRU) Network. [Source: training.fema.gov]; HHS OIG responds to major disasters as part of the Government's emergency response efforts. [Source: oig.hhs.gov]; An Executive Order was issued in Rhode Island declaring a disaster emergency for new Covid-19 variants. [Source: governor.ri.gov]; The Missouri Department of Natural Resources provides environmental emergency response services, including natural disasters and hazardous materials incidents. [Source: dnr.mo.gov]; Pinellas County provides disaster assistance, including emergency needs and recovery efforts. [Source: pinellas.gov] 2021-08-09: The U.S. Southern Command has assisted Haiti in preparing for natural disasters by constructing emergency operations centers and disaster relief warehouses. [Source: www.southcom.mil]; FEMA is announcing three pre-disaster funding opportunities to help states and communities prepare for major disasters. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) is conducting system tests of the National Emergency Alert System. [Source: www.fema.gov]; The Emergency Services Sector's mission is to save lives, protect property and the environment, assist communities impacted by disasters, and aid recovery efforts. [Source: www.cisa.gov]; The Biden-Harris Administration is making up to $500 million available to support rural communities affected by disasters. [Source: www.usda.gov] 2021-08-02: In 2014, the United States experienced eight weather and climate disaster events with losses exceeding $1 billion each. [Source: toolkit.climate.gov]; The Biden Administration has committed $3.46 billion in hazard mitigation funding to help prevent future disasters. [Source: www.fema.gov]; FEMA has awarded $27 million to Lee County Electric Cooperative for disaster relief efforts. [Source: www.fema.gov];\"\n \"Available facts are as follows: 2021-08-23: FEMA is tracking Hurricane Ida, forecast to make landfall in the United States as a dangerous major hurricane. [Source: www.fema.gov]; President Joseph R. Biden, Jr. declared that a major disaster exists in the State of Louisiana and ordered Federal aid to supplement State, tribal, and local recovery efforts. [Source: www.whitehouse.gov]; The United States pays for disaster assistance through a complicated intergovernmental system that relies on funding from different agencies—from emergency management agencies to transportation and housing departments. [Source: www.pewtrusts.org] 2021-08-16: The National Risk Index is a dataset and online tool that leverages available data for natural hazard and community risk factors to help illustrate the U.S. [Source: hazards.fema.gov]; President Joseph R. Biden, Jr. declared an emergency exists in the State of Florida and ordered Federal assistance to supplement State, tribal, and local response efforts due to the emergency. [Source: www.whitehouse.gov]; A Disaster Recovery Center opened in Hamtramck, providing representatives from FEMA, U.S. Small Business Administration, Michigan State Police, Emergency Management and Homeland Security Division. [Source: www.fema.gov]; Legislation was introduced to improve disaster response, including assistance for individuals forced to relocate to another state due to disaster or emergency. [Source: www.aging.senate.gov]; OIG provides resources for emergency preparedness and response, including emerging infectious disease outbreaks and natural disasters. [Source: oig.hhs.gov]; Campus Emergency Management Resources are available, including IAEM-USA Universities & Colleges Caucus and Disaster Resilient Universities (DRU) Network. [Source: training.fema.gov]; HHS OIG responds to major disasters as part of the Government's emergency response efforts. [Source: oig.hhs.gov]; An Executive Order was issued in Rhode Island declaring a disaster emergency for new Covid-19 variants. [Source: governor.ri.gov]; The Missouri Department of Natural Resources provides environmental emergency response services, including natural disasters and hazardous materials incidents. [Source: dnr.mo.gov]; Pinellas County provides disaster assistance, including emergency needs and recovery efforts. [Source: pinellas.gov] 2021-08-09: The U.S. Southern Command has assisted Haiti in preparing for natural disasters by constructing emergency operations centers and disaster relief warehouses. [Source: www.southcom.mil]; FEMA is announcing three pre-disaster funding opportunities to help states and communities prepare for major disasters. [Source: www.whitehouse.gov]; The Federal Emergency Management Agency (FEMA) is conducting system tests of the National Emergency Alert System. [Source: www.fema.gov]; The Emergency Services Sector's mission is to save lives, protect property and the environment, assist communities impacted by disasters, and aid recovery efforts. [Source: www.cisa.gov]; The Biden-Harris Administration is making up to $500 million available to support rural communities affected by disasters. [Source: www.usda.gov] 2021-08-02: In 2014, the United States experienced eight weather and climate disaster events with losses exceeding $1 billion each. [Source: toolkit.climate.gov]; The Biden Administration has committed $3.46 billion in hazard mitigation funding to help prevent future disasters. [Source: www.fema.gov]; FEMA has awarded $27 million to Lee County Electric Cooperative for disaster relief efforts. [Source: www.fema.gov];\"]"}
+{"batch_x": [2574225664.0, 2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0], "batch_y": [3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0], "batch_x_timestamps_datetime64_ns": [1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182]], "batch_text": "['Available facts are as follows: 2021-09-20: The United States government has various agencies and programs in place to respond to and prepare for disasters, including the Federal Emergency Management Agency (FEMA), the National Flood Insurance Program (NFIP), and the Department of Defense. [Source]; The USDA has designated certain counties as primary natural disaster areas, allowing farmers to access emergency loans and credit. [Source] 2021-09-13: The United States government has various resources and programs in place to assist with disaster relief and emergency management, including FEMA, USDA, and CDC. [Source: www.fema.gov, www.farmers.gov, www.rd.usda.gov, www.cdc.gov] 2021-09-06: Objective facts about the Climate and Disaster situation:The Federal Emergency Management Agency (FEMA) and state governments are operating Disaster Recovery Centers to aid in disaster response and recovery. [Source: www.fema.gov]The United States government provides emergency credit to producers recovering from natural disasters through emergency loans. [Source: fsa.usda.gov]The USDA is updating the Emergency Assistance program to cover feed transportation costs for livestock producers affected by disasters. [Source: www.usda.gov] 2021-08-30: The United States government has declared emergency disaster declarations for states impacted by Hurricane Ida, with FEMA providing low-interest federal disaster loans and emergency medical services. [Source: www.fema.gov, www.governor.ny.gov];'\n 'Available facts are as follows: 2021-09-20: The United States government has various agencies and programs in place to respond to and prepare for disasters, including the Federal Emergency Management Agency (FEMA), the National Flood Insurance Program (NFIP), and the Department of Defense. [Source]; The USDA has designated certain counties as primary natural disaster areas, allowing farmers to access emergency loans and credit. [Source] 2021-09-13: The United States government has various resources and programs in place to assist with disaster relief and emergency management, including FEMA, USDA, and CDC. [Source: www.fema.gov, www.farmers.gov, www.rd.usda.gov, www.cdc.gov] 2021-09-06: Objective facts about the Climate and Disaster situation:The Federal Emergency Management Agency (FEMA) and state governments are operating Disaster Recovery Centers to aid in disaster response and recovery. [Source: www.fema.gov]The United States government provides emergency credit to producers recovering from natural disasters through emergency loans. [Source: fsa.usda.gov]The USDA is updating the Emergency Assistance program to cover feed transportation costs for livestock producers affected by disasters. [Source: www.usda.gov] 2021-08-30: The United States government has declared emergency disaster declarations for states impacted by Hurricane Ida, with FEMA providing low-interest federal disaster loans and emergency medical services. [Source: www.fema.gov, www.governor.ny.gov];']"}
+{"batch_x": [2441458944.0, 3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0], "batch_y": [1040363456.0, 3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0], "batch_x_timestamps_datetime64_ns": [1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2021-10-25: The United States has recently experienced a series of disasters, including healthcare staffing shortages in New York, flooding in Louisiana, and natural disasters in Illinois. [Source: www.governor.ny.gov, www.fema.gov, fsa.usda.gov] 2021-10-18: The United States government has official websites and organizations dedicated to disaster response and management, such as FEMA.gov and DHS.gov. [Source]; There have been recent natural disasters and emergencies in the United States, including hurricanes, floods, droughts, and wildfires, which have inflicted significant damages. [Source]; The USDA has designated three Iowa counties as primary natural disaster areas, allowing for emergency credit to producers recovering from natural disasters. [Source] 2021-10-11: The National Response Framework (NRF) is a guide to how the nation responds to all types of disasters and emergencies in the United States. [Source: www.fema.gov]; Drought intensity is D2 for eight consecutive weeks as indicated by the U.S. Drought Monitor. [Source: fsa.usda.gov] 2021-10-04: The United States government has established Disaster Recovery Centers, such as the one in Southfield, Michigan, to provide assistance to individuals and businesses affected by disasters. [Source: www.fema.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and may send letters to individuals indicating their eligibility for federal disaster assistance. [Source: www.fema.gov]; The U.S. Small Business Administration offers Economic Injury Disaster Loans (EIDL) to help small businesses recover from disasters. [Source: www.sba.gov];'\n 'Available facts are as follows: 2021-10-25: The United States has recently experienced a series of disasters, including healthcare staffing shortages in New York, flooding in Louisiana, and natural disasters in Illinois. [Source: www.governor.ny.gov, www.fema.gov, fsa.usda.gov] 2021-10-18: The United States government has official websites and organizations dedicated to disaster response and management, such as FEMA.gov and DHS.gov. [Source]; There have been recent natural disasters and emergencies in the United States, including hurricanes, floods, droughts, and wildfires, which have inflicted significant damages. [Source]; The USDA has designated three Iowa counties as primary natural disaster areas, allowing for emergency credit to producers recovering from natural disasters. [Source] 2021-10-11: The National Response Framework (NRF) is a guide to how the nation responds to all types of disasters and emergencies in the United States. [Source: www.fema.gov]; Drought intensity is D2 for eight consecutive weeks as indicated by the U.S. Drought Monitor. [Source: fsa.usda.gov] 2021-10-04: The United States government has established Disaster Recovery Centers, such as the one in Southfield, Michigan, to provide assistance to individuals and businesses affected by disasters. [Source: www.fema.gov]; The Federal Emergency Management Agency (FEMA) provides disaster relief and may send letters to individuals indicating their eligibility for federal disaster assistance. [Source: www.fema.gov]; The U.S. Small Business Administration offers Economic Injury Disaster Loans (EIDL) to help small businesses recover from disasters. [Source: www.sba.gov];']"}
+{"batch_x": [3804720640.0, 1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0], "batch_y": [3914198528.0, 2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0], "batch_x_timestamps_datetime64_ns": [1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2021-11-22: The COVID-19 pandemic has led to disaster emergency declarations in states such as New York [Source: www.governor.ny.gov]. Federal disaster assistance is available not only to homeowners but also to renters [Source: www.fema.gov]. 2021-11-15: The United States Global Change Research Program has reported recent trends in the profession of emergency and disaster management. [Source: www.csum.edu]; The Infrastructure Deal provides FEMA with $733 million for community mitigation over the next five years. [Source: www.fema.gov]; The Emergency relief program under section 125 of title 23, United States Code, incorporates economically justifiable improvements that mitigate the risk of recurring damage from extreme weather, flooding, and other natural disasters. [Source: www.law.cornell.edu] 2021-11-08: The United States has a system in place to respond to disasters and emergencies, including the Federal Priorities and Allocations System (FPAS) and the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source]; The President of the United States has the authority to invoke the War Powers Act in times of emergency, and the Secretary of Homeland Security has the authority to place rated orders for national defense and emergency preparedness. [Source] 2021-11-01: The Federal Emergency Management Agency (FEMA) has programs in place to reduce windstorm impacts and provide disaster assistance to affected areas. [Source: www.fema.gov]; The state of Texas has declared a state of disaster in all 254 counties in response to the COVID-19 pandemic. [Source: www.txcourts.gov]; The US Army Corps of Engineers (USACE) has installed over 33,600 blue roofs across 25 parishes in support of the state of Louisiana and FEMA. [Source: www.usace.army.mil];'\n 'Available facts are as follows: 2021-11-22: The COVID-19 pandemic has led to disaster emergency declarations in states such as New York [Source: www.governor.ny.gov]. Federal disaster assistance is available not only to homeowners but also to renters [Source: www.fema.gov]. 2021-11-15: The United States Global Change Research Program has reported recent trends in the profession of emergency and disaster management. [Source: www.csum.edu]; The Infrastructure Deal provides FEMA with $733 million for community mitigation over the next five years. [Source: www.fema.gov]; The Emergency relief program under section 125 of title 23, United States Code, incorporates economically justifiable improvements that mitigate the risk of recurring damage from extreme weather, flooding, and other natural disasters. [Source: www.law.cornell.edu] 2021-11-08: The United States has a system in place to respond to disasters and emergencies, including the Federal Priorities and Allocations System (FPAS) and the Robert T. Stafford Disaster Relief and Emergency Assistance Act. [Source]; The President of the United States has the authority to invoke the War Powers Act in times of emergency, and the Secretary of Homeland Security has the authority to place rated orders for national defense and emergency preparedness. [Source] 2021-11-01: The Federal Emergency Management Agency (FEMA) has programs in place to reduce windstorm impacts and provide disaster assistance to affected areas. [Source: www.fema.gov]; The state of Texas has declared a state of disaster in all 254 counties in response to the COVID-19 pandemic. [Source: www.txcourts.gov]; The US Army Corps of Engineers (USACE) has installed over 33,600 blue roofs across 25 parishes in support of the state of Louisiana and FEMA. [Source: www.usace.army.mil];']"}
+{"batch_x": [1690277760.0, 1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0], "batch_y": [2931891712.0, 1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0, 4156380672.0], "batch_x_timestamps_datetime64_ns": [1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2021-12-20: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The U.S. Army Corps of Engineers Louisville District is supporting state and local governments in responding to major disasters. [Source: www.lrl.usace.army.mil]; The National Disaster Medical System (NDMS) provides health and medical care in response to natural and man-made disasters. [Source: aspr.hhs.gov]; The Federal Emergency Management Agency (FEMA) has programs and resources in place to support emergency management and disaster response. [Source: www.fema.gov]; The Pennsylvania Emergency Management Agency has a recognized innovative best practice system for disaster response. [Source: www.pema.pa.gov] 2021-12-13: The Salvation Army USA provides emergency preparedness, immediate emergency response, emotional and spiritual care, long-term disaster recovery, and serves all without discrimination. [Source]; The National Preparedness Goal aims to ensure a secure and resilient nation with the capabilities required across the whole community to prevent, protect against, mitigate, respond to, and recover from the threats and hazards that pose the greatest risk. [Source]; The Hawai'i Emergency Management Agency has a Five Year Strategic Plan that identifies major natural hazards affecting the state and provides a framework for disaster or emergency response. [Source]; The National Flood Insurance Act of 1968 prohibits the Federal Emergency Management Agency (FEMA) from providing flood insurance in flood-prone areas that do not participate in the National Flood Insurance Program. [Source] 2021-12-06: The United States government has laws and policies in place to guide disaster response and recovery, such as the Stafford Act and the California Disaster Assistance Act. [Source]; FEMA plays a key role in disaster response and recovery, working with state, tribal, and local governments to identify natural disaster risks and vulnerabilities. [Source] 2021-11-29: The Federal Emergency Management Agency (FEMA) has a Public Assistance Grant Program to provide assistance to state, tribal, and local governments, as well as certain non-profit organizations, following a presidential disaster declaration. [Source]; Only 48% of households in the United States have taken steps to prepare for a disaster, according to the 2020 FEMA National Household Survey. [Source];\"\n \"Available facts are as follows: 2021-12-20: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The U.S. Army Corps of Engineers Louisville District is supporting state and local governments in responding to major disasters. [Source: www.lrl.usace.army.mil]; The National Disaster Medical System (NDMS) provides health and medical care in response to natural and man-made disasters. [Source: aspr.hhs.gov]; The Federal Emergency Management Agency (FEMA) has programs and resources in place to support emergency management and disaster response. [Source: www.fema.gov]; The Pennsylvania Emergency Management Agency has a recognized innovative best practice system for disaster response. [Source: www.pema.pa.gov] 2021-12-13: The Salvation Army USA provides emergency preparedness, immediate emergency response, emotional and spiritual care, long-term disaster recovery, and serves all without discrimination. [Source]; The National Preparedness Goal aims to ensure a secure and resilient nation with the capabilities required across the whole community to prevent, protect against, mitigate, respond to, and recover from the threats and hazards that pose the greatest risk. [Source]; The Hawai'i Emergency Management Agency has a Five Year Strategic Plan that identifies major natural hazards affecting the state and provides a framework for disaster or emergency response. [Source]; The National Flood Insurance Act of 1968 prohibits the Federal Emergency Management Agency (FEMA) from providing flood insurance in flood-prone areas that do not participate in the National Flood Insurance Program. [Source] 2021-12-06: The United States government has laws and policies in place to guide disaster response and recovery, such as the Stafford Act and the California Disaster Assistance Act. [Source]; FEMA plays a key role in disaster response and recovery, working with state, tribal, and local governments to identify natural disaster risks and vulnerabilities. [Source] 2021-11-29: The Federal Emergency Management Agency (FEMA) has a Public Assistance Grant Program to provide assistance to state, tribal, and local governments, as well as certain non-profit organizations, following a presidential disaster declaration. [Source]; Only 48% of households in the United States have taken steps to prepare for a disaster, according to the 2020 FEMA National Household Survey. [Source];\"]"}
+{"batch_x": [1891160704.0, 1675630720.0, 1575321600.0, 2456852992.0, 3707963136.0, 1040363456.0, 3914198528.0, 2931891712.0], "batch_y": [1680652800.0, 1886883072.0, 1814575616.0, 1673421312.0, 4156380672.0, 3121018624.0], "batch_x_timestamps_datetime64_ns": [1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2022-01-24: The United States experienced billion-dollar weather and climate disasters in 2021, including flash floods that caused dozens of fatalities and damaged homes and businesses. [Source: www.climate.gov]; Disaster Recovery Centers (DRCs) are temporary offices set up by FEMA to provide information and resources to individuals affected by disasters. [Source: www.fema.gov] 2022-01-17: Objective facts about the Climate and Disaster situation:The United States government has designated several counties in Michigan and Texas as primary natural disaster areas, allowing producers to access emergency credit through emergency loans. [Source: fsa.usda.gov]The Disaster Relief Fund is used to respond to and recover from major disasters and emergencies. [Source: sgp.fas.org] 2022-01-10: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The President of the United States declared a national emergency to address COVID-19 on March 13, 2020. [Source: www.readingpa.gov] 2022-01-03: The United States government has an official website for FEMA (Federal Emergency Management Agency) that provides information on national disaster response efforts and assistance available for survivors of storms and other disasters. [Source]; The Department of Emergency Medicine at Northwestern Medicine has a program focused on disaster management and community emergency preparedness. [Source]; The Federal Emergency Management Agency (FEMA) provides various types of assistance to survivors of disasters, including those who do not qualify for federal aid. [Source]; The Chisago County government has an emergency management and homeland security department that works with the federal government to respond to disasters and emergency situations. [Source]; The Organization of American States (OAS) has a program to improve disaster risk management for ports in the Caribbean, which includes conducting table-top exercises with member states. [Source]; The Texas Health and Human Services Commission has adopted new emergency rules related to the governor's proclamation declaring a state of disaster. [Source]; Bannock County has an emergency management department that provides information on disaster plans, training, and operations, as well as useful links for preparedness. [Source]; The U.S. Department of Health & Human Services has a program called ASPR (Assistant Secretary for Preparedness and Response) that responds to public health emergencies, including COVID-19. [Source]; DeeDee Bennett Gayle is a researcher who focuses on disaster preparedness and reducing vulnerability in the United States. [Source]; The Hospital Preparedness Program (HPP) is a program of the U.S. Department of Health & Human Services that helps hospitals prepare for and respond to disasters and emergencies. [Source];\"\n \"Available facts are as follows: 2022-01-24: The United States experienced billion-dollar weather and climate disasters in 2021, including flash floods that caused dozens of fatalities and damaged homes and businesses. [Source: www.climate.gov]; Disaster Recovery Centers (DRCs) are temporary offices set up by FEMA to provide information and resources to individuals affected by disasters. [Source: www.fema.gov] 2022-01-17: Objective facts about the Climate and Disaster situation:The United States government has designated several counties in Michigan and Texas as primary natural disaster areas, allowing producers to access emergency credit through emergency loans. [Source: fsa.usda.gov]The Disaster Relief Fund is used to respond to and recover from major disasters and emergencies. [Source: sgp.fas.org] 2022-01-10: The COVID-19 global pandemic has been declared a Public Health Emergency of International Concern. [Source: www.governor.ny.gov]; The President of the United States declared a national emergency to address COVID-19 on March 13, 2020. [Source: www.readingpa.gov] 2022-01-03: The United States government has an official website for FEMA (Federal Emergency Management Agency) that provides information on national disaster response efforts and assistance available for survivors of storms and other disasters. [Source]; The Department of Emergency Medicine at Northwestern Medicine has a program focused on disaster management and community emergency preparedness. [Source]; The Federal Emergency Management Agency (FEMA) provides various types of assistance to survivors of disasters, including those who do not qualify for federal aid. [Source]; The Chisago County government has an emergency management and homeland security department that works with the federal government to respond to disasters and emergency situations. [Source]; The Organization of American States (OAS) has a program to improve disaster risk management for ports in the Caribbean, which includes conducting table-top exercises with member states. [Source]; The Texas Health and Human Services Commission has adopted new emergency rules related to the governor's proclamation declaring a state of disaster. [Source]; Bannock County has an emergency management department that provides information on disaster plans, training, and operations, as well as useful links for preparedness. [Source]; The U.S. Department of Health & Human Services has a program called ASPR (Assistant Secretary for Preparedness and Response) that responds to public health emergencies, including COVID-19. [Source]; DeeDee Bennett Gayle is a researcher who focuses on disaster preparedness and reducing vulnerability in the United States. [Source]; The Hospital Preparedness Program (HPP) is a program of the U.S. Department of Health & Human Services that helps hospitals prepare for and respond to disasters and emergencies. [Source];\"]"}