{"batch_x": [265144.0, 241451.0, 252271.0, 233498.0, 217220.0, 258017.0, 262817.0, 270839.0], "batch_y": [270574.0, 278372.0, 272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0], "batch_x_timestamps_datetime64_ns": [1412121600000000000, 1414800000000000000, 1417392000000000000, 1420070400000000000, 1422748800000000000, 1425168000000000000, 1427846400000000000, 1430438400000000000], "batch_y_timestamps_datetime64_ns": [1433116800000000000, 1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, 0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, -0.5, -0.5, 0.41506850719451904], [-0.5, 0.0, -0.5, -0.5], [-0.5, 0.5, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -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, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2015-05-25: The Division Street corridor has a traffic volume of about 15,000 vehicles. [Source: safety.fhwa.dot.gov]; The 2022 Transportation Demand Management (TDM) plan aims to decrease traffic volume during peak travel times on I-70. [Source: i70solutions.org]; Tolls on US 36 Express Lanes regulate traffic volume to ensure reliable travel times. [Source: www.codot.gov]; The population of the United States is projected to increase, which may impact daily traffic volume. [Source: ddot.dc.gov]; The I-70/I-71 Corridor traffic forecasts and studies allowed for accurate reassignment of traffic volumes. [Source: www.burgessniple.com]; Between 1970 and 1980, there was a 21% increase in vehicle miles traveled in the United States. [Source: www.pewtrusts.org]; The Federal Highway Administration (FHWA) is the agency within the United States government responsible for regulating and managing the country's highway system. [Source: scag.ca.gov]; The University of Missouri provides accessible parking options for individuals with mobility aids. [Source: mutigers.com]; The Caltrans Smart Mobility Framework aims to develop strategies and methodologies for integrating smart mobility into transportation systems. [Source: dot.ca.gov] 2015-05-18: The large volume of traffic on Washington Street and High Street is a concern for traffic safety and operations. [Source: www.bostonmpo.org]; Ridesharing can reduce vehicle miles traveled (VMT) and fuel savings. [Source: www2.deloitte.com]; The United States Forest Service Sierra Nevada Forest Plan Amendment aims to improve multimodal mobility. [Source: www.trpa.gov]; Car sharing can reduce greenhouse gas emissions, depending on the lifetime mileage of shared vehicles. [Source: arxiv.org]; Driverless cars are expected to travel twice as many miles as traditional vehicles, potentially reducing vehicle ownership by half in the US. [Source: www.insurancejournal.com] 2015-05-11: The State Route/U.S. Highway network carries the highest volume of traffic in Cochise County, Arizona. [Source: www.cochise.az.gov]; High-volume routes are utilized extensively by large vehicles for interstate travel. [Source: ops.fhwa.dot.gov]; Inductive loop detector data is commonly used to forecast travel time or traffic volume in short-term ranges. [Source: www.sciencedirect.com]; The F.E. Everett Turnpike (North) in Merrimack experiences congestion, with a significant percentage of traffic traveling below the speed limit. [Source: cms5.revize.com]; The Washburn County Highway Department aims to maintain all State highways to accommodate expected traffic volume. [Source: www.co.washburn.wi.us]; The U.S. Department of Transportation's National Highway Traffic Safety Administration provides information on child restraint use. [Source: crashstats.nhtsa.dot.gov]; The Port of New Louisiana connects to 37 U.S. states through the Intracoastal Waterway System and inland rivers. [Source: www.tidesandcurrents.noaa.gov]; In Honolulu, 1,187 cars travel mauka-bound over the highest volume of traffic during peak hours. [Source: www.honolulu.gov]; PennDOT estimates average daily traffic volumes for major roads in Wyoming County, with the most heavily traveled road being US-11. [Source: wyomingcountypa.gov]; US-31 Freeway in Ottawa County, Michigan, experienced increasing traffic volumes after World War II. [Source: www.michiganhighways.org]; Combination trucks accounted for 61 percent of all commercial vehicle miles traveled in the United States in 2012. [Source: ops.fhwa.dot.gov]; The reported average travel time to work for Cochise County was 19.1 minutes, and only 34 percent of the vehicles miles traveled in the County occur on non-state roads. [Source: www.cochise.az.gov]; Average annual miles driven per vehicle in the US is around 12,000. [Source: www.reddit.com] 2015-05-04: Objective facts about the Traffic and Transportation situation:Traffic volume is a critical factor in understanding transportation patterns, with high-volume roads receiving the most traffic in the Bureau system [Source: www.blm.gov].Travel time, vehicle speed, and traffic volume are key definitions in transportation analytics [Source: www.econ.berkeley.edu].Traffic volumes are stable or decreasing in many portions of the AMATS area [Source: amatsplanning.org].; Vehicle miles traveled (VMT) is a key metric in understanding transportation trends. [Source: kbtnet.org, pirg.org, brookings.edu]; There is a growing focus on active transportation, such as biking and walking, which directly replaces motor vehicle miles traveled. [Source: kbtnet.org]; The variety of transportation options is increasing, leading to a decrease in VMT per capita. [Source: sharedusemobilitycenter.org];\"\n \"Available facts are as follows: 2015-05-25: The Division Street corridor has a traffic volume of about 15,000 vehicles. [Source: safety.fhwa.dot.gov]; The 2022 Transportation Demand Management (TDM) plan aims to decrease traffic volume during peak travel times on I-70. [Source: i70solutions.org]; Tolls on US 36 Express Lanes regulate traffic volume to ensure reliable travel times. [Source: www.codot.gov]; The population of the United States is projected to increase, which may impact daily traffic volume. [Source: ddot.dc.gov]; The I-70/I-71 Corridor traffic forecasts and studies allowed for accurate reassignment of traffic volumes. [Source: www.burgessniple.com]; Between 1970 and 1980, there was a 21% increase in vehicle miles traveled in the United States. [Source: www.pewtrusts.org]; The Federal Highway Administration (FHWA) is the agency within the United States government responsible for regulating and managing the country's highway system. [Source: scag.ca.gov]; The University of Missouri provides accessible parking options for individuals with mobility aids. [Source: mutigers.com]; The Caltrans Smart Mobility Framework aims to develop strategies and methodologies for integrating smart mobility into transportation systems. [Source: dot.ca.gov] 2015-05-18: The large volume of traffic on Washington Street and High Street is a concern for traffic safety and operations. [Source: www.bostonmpo.org]; Ridesharing can reduce vehicle miles traveled (VMT) and fuel savings. [Source: www2.deloitte.com]; The United States Forest Service Sierra Nevada Forest Plan Amendment aims to improve multimodal mobility. [Source: www.trpa.gov]; Car sharing can reduce greenhouse gas emissions, depending on the lifetime mileage of shared vehicles. [Source: arxiv.org]; Driverless cars are expected to travel twice as many miles as traditional vehicles, potentially reducing vehicle ownership by half in the US. [Source: www.insurancejournal.com] 2015-05-11: The State Route/U.S. Highway network carries the highest volume of traffic in Cochise County, Arizona. [Source: www.cochise.az.gov]; High-volume routes are utilized extensively by large vehicles for interstate travel. [Source: ops.fhwa.dot.gov]; Inductive loop detector data is commonly used to forecast travel time or traffic volume in short-term ranges. [Source: www.sciencedirect.com]; The F.E. Everett Turnpike (North) in Merrimack experiences congestion, with a significant percentage of traffic traveling below the speed limit. [Source: cms5.revize.com]; The Washburn County Highway Department aims to maintain all State highways to accommodate expected traffic volume. [Source: www.co.washburn.wi.us]; The U.S. Department of Transportation's National Highway Traffic Safety Administration provides information on child restraint use. [Source: crashstats.nhtsa.dot.gov]; The Port of New Louisiana connects to 37 U.S. states through the Intracoastal Waterway System and inland rivers. [Source: www.tidesandcurrents.noaa.gov]; In Honolulu, 1,187 cars travel mauka-bound over the highest volume of traffic during peak hours. [Source: www.honolulu.gov]; PennDOT estimates average daily traffic volumes for major roads in Wyoming County, with the most heavily traveled road being US-11. [Source: wyomingcountypa.gov]; US-31 Freeway in Ottawa County, Michigan, experienced increasing traffic volumes after World War II. [Source: www.michiganhighways.org]; Combination trucks accounted for 61 percent of all commercial vehicle miles traveled in the United States in 2012. [Source: ops.fhwa.dot.gov]; The reported average travel time to work for Cochise County was 19.1 minutes, and only 34 percent of the vehicles miles traveled in the County occur on non-state roads. [Source: www.cochise.az.gov]; Average annual miles driven per vehicle in the US is around 12,000. [Source: www.reddit.com] 2015-05-04: Objective facts about the Traffic and Transportation situation:Traffic volume is a critical factor in understanding transportation patterns, with high-volume roads receiving the most traffic in the Bureau system [Source: www.blm.gov].Travel time, vehicle speed, and traffic volume are key definitions in transportation analytics [Source: www.econ.berkeley.edu].Traffic volumes are stable or decreasing in many portions of the AMATS area [Source: amatsplanning.org].; Vehicle miles traveled (VMT) is a key metric in understanding transportation trends. [Source: kbtnet.org, pirg.org, brookings.edu]; There is a growing focus on active transportation, such as biking and walking, which directly replaces motor vehicle miles traveled. [Source: kbtnet.org]; The variety of transportation options is increasing, leading to a decrease in VMT per capita. [Source: sharedusemobilitycenter.org];\"]"}
{"batch_x": [241451.0, 252271.0, 233498.0, 217220.0, 258017.0, 262817.0, 270839.0, 270574.0], "batch_y": [278372.0, 272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0], "batch_x_timestamps_datetime64_ns": [1414800000000000000, 1417392000000000000, 1420070400000000000, 1422748800000000000, 1425168000000000000, 1427846400000000000, 1430438400000000000, 1433116800000000000], "batch_y_timestamps_datetime64_ns": [1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, -0.5, -0.5, 0.41506850719451904], [-0.5, 0.0, -0.5, -0.5], [-0.5, 0.5, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2015-06-22: The United States has a significant number of unpaved roads, with approximately 35% of roads being unpaved in 2012. [Source: www.uwyo.edu]; The Great River Road in Wisconsin has varying traffic volumes, ranging from 400-700 motor vehicles per day on county roads to 1,300-2,300 vehicles per day on WIS 35. [Source: wisconsindot.gov]; The busiest airport in the world is Hartsfield Jackson Atlanta Airport in the United States, with 93.70 million passengers and 734,771 tons of cargo volume. [Source: www.worlddata.info]; Wisconsin has specific regulations for recreational vehicle trailers, including travel trailers, boat trailers, and camping trailers. [Source: wisconsindot.gov]; The Wisconsin Department of Transportation has implemented mobility management projects to improve human services transportation coordination planning. [Source: wisconsindot.gov]; METROLift, a paratransit service, allows users to book trips up to four miles one way and provides travel training programs. [Source: www.ridemetro.org]; The US Department of Transportation provides funding for mobility-related projects, including SMART grants for Strengthening Mobility and reducing vehicle crashes. [Source: wisconsindot.gov] 2015-06-15: Daily traffic volumes on the F.E. Everett Turnpike (South) in Nashua are between 60,000-69,000. [Source: cms5.revize.com]; In 2014, 155,618 daily vehicles traveled between Staten Island and New Jersey. [Source: www.nyc.gov]; Freight ton-miles in the US increased by about 30% between 1980 and 2004. [Source: www.dot.ny.gov]; One study found that eliminating car trips under five miles round-trip in the U.S. could make a significant impact on reducing traffic and transportation congestion. [Source: www.epa.gov]; The U.S. Department of Transportation, Federal Highway Administration, tracks vehicle miles traveled (VMT) for the vehicle. [Source: www.fhwa.dot.gov]; Estimated moving 12-month total vehicle miles traveled on all roads in the United States continues to grow. [Source: www.aceee.org] 2015-06-08: The FHWA is developing a Separated Bike Lane Planning and Design Guide, which includes information on volume and safety impacts. [Source]; Traffic volume data, including Automatic Traffic Recorder (ATR) counts, is used by the Department of Transportation. [Source]; MnDOT's Pavement Marking Field Guide requires approval by the State Traffic Engineer for certain pavement markings, considering traffic volumes. [Source]; As of 2013, about one-quarter of all vehicle miles driven in the country use the Interstate system. The cost of construction has been estimated at $425 billion. [Source] 2015-06-01: The volume of pedestrian traffic is a factor to be considered when allowing wheelchairs and other power-driven mobility devices. [Source: www.ada.gov]; The Romanian rail system is in a state of disrepair, affecting traffic volume. [Source: www.europarl.europa.eu]; Shoulder widening should be provided at crossover approaches to accommodate stopped vehicles waiting for opposing traffic to clear. [Source: www.dot.state.wy.us]; Streets with low to moderate traffic volume are suitable for bikeways. [Source: www.springfieldmo.gov]; Air travel frequency varies by ethnicity and income in the U.S., with 8% of Hispanic respondents and 14% of respondents with an income of $75,000 or more labeling themselves as frequent air travelers. [Source: www.statista.com]; Vehicle miles of travel are a concern in Maryland, with a focus on safety of registered vehicles on state roadways. [Source: mva.maryland.gov]; In Arkansas, permits are required for vehicles or equipment that exceed state law dimensions or weight. [Source: www.ardot.gov]; A project has saved automobile and truck travelers 918,000 hours over 20 years, with a benefit of $4,585,000. [Source: newfranklinblvd.org]; In Georgia, permits are required for vehicles or loads of excess dimensions or weight, with police escorts available. [Source: rules.sos.ga.gov]; Amtrak trains travel 72% of route miles in the United States, eliminating 22,000 automobile trips. [Source: www.americanprogress.org];\"\n \"Available facts are as follows: 2015-06-22: The United States has a significant number of unpaved roads, with approximately 35% of roads being unpaved in 2012. [Source: www.uwyo.edu]; The Great River Road in Wisconsin has varying traffic volumes, ranging from 400-700 motor vehicles per day on county roads to 1,300-2,300 vehicles per day on WIS 35. [Source: wisconsindot.gov]; The busiest airport in the world is Hartsfield Jackson Atlanta Airport in the United States, with 93.70 million passengers and 734,771 tons of cargo volume. [Source: www.worlddata.info]; Wisconsin has specific regulations for recreational vehicle trailers, including travel trailers, boat trailers, and camping trailers. [Source: wisconsindot.gov]; The Wisconsin Department of Transportation has implemented mobility management projects to improve human services transportation coordination planning. [Source: wisconsindot.gov]; METROLift, a paratransit service, allows users to book trips up to four miles one way and provides travel training programs. [Source: www.ridemetro.org]; The US Department of Transportation provides funding for mobility-related projects, including SMART grants for Strengthening Mobility and reducing vehicle crashes. [Source: wisconsindot.gov] 2015-06-15: Daily traffic volumes on the F.E. Everett Turnpike (South) in Nashua are between 60,000-69,000. [Source: cms5.revize.com]; In 2014, 155,618 daily vehicles traveled between Staten Island and New Jersey. [Source: www.nyc.gov]; Freight ton-miles in the US increased by about 30% between 1980 and 2004. [Source: www.dot.ny.gov]; One study found that eliminating car trips under five miles round-trip in the U.S. could make a significant impact on reducing traffic and transportation congestion. [Source: www.epa.gov]; The U.S. Department of Transportation, Federal Highway Administration, tracks vehicle miles traveled (VMT) for the vehicle. [Source: www.fhwa.dot.gov]; Estimated moving 12-month total vehicle miles traveled on all roads in the United States continues to grow. [Source: www.aceee.org] 2015-06-08: The FHWA is developing a Separated Bike Lane Planning and Design Guide, which includes information on volume and safety impacts. [Source]; Traffic volume data, including Automatic Traffic Recorder (ATR) counts, is used by the Department of Transportation. [Source]; MnDOT's Pavement Marking Field Guide requires approval by the State Traffic Engineer for certain pavement markings, considering traffic volumes. [Source]; As of 2013, about one-quarter of all vehicle miles driven in the country use the Interstate system. The cost of construction has been estimated at $425 billion. [Source] 2015-06-01: The volume of pedestrian traffic is a factor to be considered when allowing wheelchairs and other power-driven mobility devices. [Source: www.ada.gov]; The Romanian rail system is in a state of disrepair, affecting traffic volume. [Source: www.europarl.europa.eu]; Shoulder widening should be provided at crossover approaches to accommodate stopped vehicles waiting for opposing traffic to clear. [Source: www.dot.state.wy.us]; Streets with low to moderate traffic volume are suitable for bikeways. [Source: www.springfieldmo.gov]; Air travel frequency varies by ethnicity and income in the U.S., with 8% of Hispanic respondents and 14% of respondents with an income of $75,000 or more labeling themselves as frequent air travelers. [Source: www.statista.com]; Vehicle miles of travel are a concern in Maryland, with a focus on safety of registered vehicles on state roadways. [Source: mva.maryland.gov]; In Arkansas, permits are required for vehicles or equipment that exceed state law dimensions or weight. [Source: www.ardot.gov]; A project has saved automobile and truck travelers 918,000 hours over 20 years, with a benefit of $4,585,000. [Source: newfranklinblvd.org]; In Georgia, permits are required for vehicles or loads of excess dimensions or weight, with police escorts available. [Source: rules.sos.ga.gov]; Amtrak trains travel 72% of route miles in the United States, eliminating 22,000 automobile trips. [Source: www.americanprogress.org];\"]"}
{"batch_x": [252271.0, 233498.0, 217220.0, 258017.0, 262817.0, 270839.0, 270574.0, 278372.0], "batch_y": [272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0, 265147.0], "batch_x_timestamps_datetime64_ns": [1417392000000000000, 1420070400000000000, 1422748800000000000, 1425168000000000000, 1427846400000000000, 1430438400000000000, 1433116800000000000, 1435708800000000000], "batch_y_timestamps_datetime64_ns": [1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, 0.41506850719451904], [-0.5, 0.0, -0.5, -0.5], [-0.5, 0.5, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736]], "batch_text": "[\"Available facts are as follows: 2015-07-20: Objective facts about the Traffic and Transportation situation:The Asheville Regional Airport has categorized statistics by month and year [Source: flyavl.com].Research on pedestrian volume traffic signal warrant was conducted, leading to the revised pedestrian volume traffic signal warrant (Warrant 4) in the 2009 MUTCD [Source: connect.ncdot.gov].The Visitor Study by Visit Florida provides statistics on visitors to the Sunshine State [Source: www.visitflorida.org].Transportation Impact Studies Requirements by the City of Blue Springs include existing and projected traffic volumes [Source: www.bluespringsgov.com].A study appraised the use of Arkansas 112, attributing traffic volume to its role as an important north-south corridor [Source: www.nwaonline.com].FDM 11-46-1 provides guidelines for Bicycle and Pedestrian Elements Affecting Complete Streets [Source: wisconsindot.gov].Travel lane widths can vary between 9-ft and 12-ft depending on functional classification, traffic volumes, design speed, and location [Source: www.in.gov].American Express Global Business Travel reveals the top 100 companies with the largest volume of U.S. air bookings [Source: www.amexglobalbusinesstravel.com].Amadeus Traffic Analytics provides traffic volume and traffic share evolution, capacity share, and aggregated traffic statistics [Source: amadeus.com].; The Mcity Test Facility is a state-of-the-art testing facility for autonomous vehicles, with instrumentation and sensors to test various scenarios, including last-mile testing, deliveries, and ride hailing. [Source: mcity.umich.edu]; Rome2rio provides information on various transportation options, including buses, cars, planes, and taxis, for traveling between cities in the United States. [Source: www.rome2rio.com]; The U.S. Department of Transportation is involved in research on automated vehicles and on-demand mobility, with four states (Nevada, California, Florida, and Michigan) allowing testing of autonomous vehicles. [Source: link.springer.com]; The Bureau of Motor Vehicles in Maine provides information on vehicle registrations, titles, and licenses, including commercial vehicle and dealer licensing. [Source: www.maine.gov]; Amtrak provides information on passenger rail travel, including miles traveled and revenue generated, for various states in the United States. [Source: www.amtrak.com]; The Texas Central project aims to develop a 240-mile high-speed rail line, offering online booking and travel connections. [Source: www.texascentral.com]; The Colorado Department of Transportation manages 13 scenic and historic byways, designated as America's Byways by the U.S. Secretary of Transportation. [Source: www.codot.gov] 2015-07-13: The 2040 No-Build volumes show a 20 percent increase in traffic on US 25E. Extending the Corbin Bypass shifts through traffic away from US 25E and US 25 (10 percent reduction). [Source: transportation.ky.gov]; The average annual miles driven per vehicle in the United States is 11.1 thousand miles, with a standard deviation of approximately 600 miles. [Source: chegg.com]; In the context of significant increases in both the number of licensed drivers and annual Vehicle Miles Traveled (VMT), traffic deaths have declined. [Source: crsreports.congress.gov]; The United States Department of Transportation (U.S. DOT) requires a benefit-cost analysis for transportation projects, considering factors such as vehicle miles traveled. [Source: ops.fhwa.dot.gov] 2015-07-06: Objective facts about the Traffic and Transportation situation: The Washington State Department of Transportation (WSDOT) provides permanent traffic count services to collect traffic volume data on state highways. [Source: wsdot.wa.gov]The total trip volume in the US is expected to increase by 1% to 488.1 million person-trips in 2015. [Source: www.costar.com]The Michigan Department of Transportation provides definitions for road terms, including travel counts and peak-hour traffic. [Source: www.michigan.gov]The Pennsylvania Department of Transportation conducts traffic studies to analyze traffic volume and pedestrian safety. [Source: www.dot.state.pa.us]; In 2014, rising fuel economy explains roughly 25% of the decline in US petroleum consumption, and vehicle miles traveled explain the remaining three quarters. [Source: www.weforum.org]; In the 2025 projections, fuel economy accounts for 45% of the decline in petroleum consumption, and vehicle miles traveled account for the remaining 55%. [Source: cepr.org] 2015-06-29: The ICC Tolling Plan aims to manage traffic volumes and meet revenue needs by charging drivers of cars a toll to travel on the ICC from I-370 to US 1. [Source]; Traffic volume is a measure of the number of vehicles traveling along a section of roadway or making a particular movement. [Source]; The railways' speed of travel and volume of traffic played a significant role in the height of the rail network in the United States. [Source]; The Volume to Capacity Ratios are used to evaluate the performance of the transportation system in the Greater Helena Area Long Range Transportation Plan. [Source]; Separating the directional split of exiting traffic reduces the volume to each of the two roads, meeting requirements and increasing travel efficiency. [Source]; The EPA estimates that model 2005 passenger vehicles in the US emit an average of 0.0079 grams of N2O and 0.0147 grams of CH4 per mile. [Source]; The U.S. State of Oregon is currently testing a model of charging according to the vehicle miles traveled (VMT), while replacing the fuel tax. [Source]; The transportation system policy goals in Washington State include reducing vehicle miles traveled based on consideration of a range of reduction methods. [Source]; The daily vehicle miles of travel per person in the Portland metro area is lower than the US national average. [Source];\"\n \"Available facts are as follows: 2015-07-20: Objective facts about the Traffic and Transportation situation:The Asheville Regional Airport has categorized statistics by month and year [Source: flyavl.com].Research on pedestrian volume traffic signal warrant was conducted, leading to the revised pedestrian volume traffic signal warrant (Warrant 4) in the 2009 MUTCD [Source: connect.ncdot.gov].The Visitor Study by Visit Florida provides statistics on visitors to the Sunshine State [Source: www.visitflorida.org].Transportation Impact Studies Requirements by the City of Blue Springs include existing and projected traffic volumes [Source: www.bluespringsgov.com].A study appraised the use of Arkansas 112, attributing traffic volume to its role as an important north-south corridor [Source: www.nwaonline.com].FDM 11-46-1 provides guidelines for Bicycle and Pedestrian Elements Affecting Complete Streets [Source: wisconsindot.gov].Travel lane widths can vary between 9-ft and 12-ft depending on functional classification, traffic volumes, design speed, and location [Source: www.in.gov].American Express Global Business Travel reveals the top 100 companies with the largest volume of U.S. air bookings [Source: www.amexglobalbusinesstravel.com].Amadeus Traffic Analytics provides traffic volume and traffic share evolution, capacity share, and aggregated traffic statistics [Source: amadeus.com].; The Mcity Test Facility is a state-of-the-art testing facility for autonomous vehicles, with instrumentation and sensors to test various scenarios, including last-mile testing, deliveries, and ride hailing. [Source: mcity.umich.edu]; Rome2rio provides information on various transportation options, including buses, cars, planes, and taxis, for traveling between cities in the United States. [Source: www.rome2rio.com]; The U.S. Department of Transportation is involved in research on automated vehicles and on-demand mobility, with four states (Nevada, California, Florida, and Michigan) allowing testing of autonomous vehicles. [Source: link.springer.com]; The Bureau of Motor Vehicles in Maine provides information on vehicle registrations, titles, and licenses, including commercial vehicle and dealer licensing. [Source: www.maine.gov]; Amtrak provides information on passenger rail travel, including miles traveled and revenue generated, for various states in the United States. [Source: www.amtrak.com]; The Texas Central project aims to develop a 240-mile high-speed rail line, offering online booking and travel connections. [Source: www.texascentral.com]; The Colorado Department of Transportation manages 13 scenic and historic byways, designated as America's Byways by the U.S. Secretary of Transportation. [Source: www.codot.gov] 2015-07-13: The 2040 No-Build volumes show a 20 percent increase in traffic on US 25E. Extending the Corbin Bypass shifts through traffic away from US 25E and US 25 (10 percent reduction). [Source: transportation.ky.gov]; The average annual miles driven per vehicle in the United States is 11.1 thousand miles, with a standard deviation of approximately 600 miles. [Source: chegg.com]; In the context of significant increases in both the number of licensed drivers and annual Vehicle Miles Traveled (VMT), traffic deaths have declined. [Source: crsreports.congress.gov]; The United States Department of Transportation (U.S. DOT) requires a benefit-cost analysis for transportation projects, considering factors such as vehicle miles traveled. [Source: ops.fhwa.dot.gov] 2015-07-06: Objective facts about the Traffic and Transportation situation: The Washington State Department of Transportation (WSDOT) provides permanent traffic count services to collect traffic volume data on state highways. [Source: wsdot.wa.gov]The total trip volume in the US is expected to increase by 1% to 488.1 million person-trips in 2015. [Source: www.costar.com]The Michigan Department of Transportation provides definitions for road terms, including travel counts and peak-hour traffic. [Source: www.michigan.gov]The Pennsylvania Department of Transportation conducts traffic studies to analyze traffic volume and pedestrian safety. [Source: www.dot.state.pa.us]; In 2014, rising fuel economy explains roughly 25% of the decline in US petroleum consumption, and vehicle miles traveled explain the remaining three quarters. [Source: www.weforum.org]; In the 2025 projections, fuel economy accounts for 45% of the decline in petroleum consumption, and vehicle miles traveled account for the remaining 55%. [Source: cepr.org] 2015-06-29: The ICC Tolling Plan aims to manage traffic volumes and meet revenue needs by charging drivers of cars a toll to travel on the ICC from I-370 to US 1. [Source]; Traffic volume is a measure of the number of vehicles traveling along a section of roadway or making a particular movement. [Source]; The railways' speed of travel and volume of traffic played a significant role in the height of the rail network in the United States. [Source]; The Volume to Capacity Ratios are used to evaluate the performance of the transportation system in the Greater Helena Area Long Range Transportation Plan. [Source]; Separating the directional split of exiting traffic reduces the volume to each of the two roads, meeting requirements and increasing travel efficiency. [Source]; The EPA estimates that model 2005 passenger vehicles in the US emit an average of 0.0079 grams of N2O and 0.0147 grams of CH4 per mile. [Source]; The U.S. State of Oregon is currently testing a model of charging according to the vehicle miles traveled (VMT), while replacing the fuel tax. [Source]; The transportation system policy goals in Washington State include reducing vehicle miles traveled based on consideration of a range of reduction methods. [Source]; The daily vehicle miles of travel per person in the Portland metro area is lower than the US national average. [Source];\"]"}
{"batch_x": [233498.0, 217220.0, 258017.0, 262817.0, 270839.0, 270574.0, 278372.0, 272209.0], "batch_y": [255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0, 265147.0, 269653.0], "batch_x_timestamps_datetime64_ns": [1420070400000000000, 1422748800000000000, 1425168000000000000, 1427846400000000000, 1430438400000000000, 1433116800000000000, 1435708800000000000, 1438387200000000000], "batch_y_timestamps_datetime64_ns": [1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, -0.5], [-0.5, 0.5, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2015-08-24: The 2015 Urban Mobility Scorecard reports that a value of 1.30 indicates a 20-minute free-flow trip takes 26 minutes in peak period traffic. [Source: static.tti.tamu.edu]; The Maryland State Highway Administration and the Virginia Department of Transportation data show that interstate volume peaks between May and August. [Source: wtop.com]; The Jason's Law Truck Parking Survey assesses the volume of commercial motor vehicle traffic in each State and uses State DOT travel data to collect volumes. [Source: ops.fhwa.dot.gov]; Vehicle miles traveled (VMT) per capita is calculated as the total annual miles of vehicle travel divided by the total population in a state or in an urbanized area. [Source: www.transportation.gov]; In 2015, Americans drove more than 3 trillion miles in the last 12 months. [Source: tti.tamu.edu]; Daily vehicle miles traveled on Houston freeways is 51.64 million miles. [Source: www.chron.com] 2015-08-17: As of August 2015, the total Vehicle Miles Traveled (VMT) in the US reached a historic high of 275.13 billion miles in the first half of the year, with an average of 9,344 miles per capita. [Source: www.greencarcongress.com]; The Federal Aviation Administration (FAA) provides daily air traffic reports, including weather outlooks and aviation data and statistics. [Source: www.faa.gov]; The Federal Highway Administration (FHWA) publishes monthly estimates of US road travel, including total VMT data. [Source: www.greencarcongress.com]; The US Department of Transportation sets minimum levels of financial responsibility for motor carriers. [Source: www.fmcsa.dot.gov]; The United States Department of Transportation (USDOT) is working on dynamic mobility applications to increase travel mobility by incentivizing eco-vehicles. [Source]; The International Registration Plan is a reciprocity agreement among states of the US that affects motor vehicle credentials. [Source]; There is a correlation between land use and vehicle miles traveled in US cities, with built environment affecting travel behavior. [Source] 2015-08-10: Two-thirds of the highway systems in the United States are gravel roads. [Source: www.fhwa.dot.gov]; In Massachusetts, the single highest traffic volume location has approximately 179,000 residents who leave to travel elsewhere. [Source: www.mass.gov]; In Scottsdale, additional traffic volume information is available from the State of the City Addresses and Tourism Reports. [Source: www.scottsdaleaz.gov]; In Texas, more than 220,000 vehicles travel on I-35 on a daily basis, with only 14 percent of I-35's traffic volume being vehicles traveling long distances. [Source: tti.tamu.edu]; In the United States, motor vehicle crash injury rates vary by mode of travel. [Source: www.cdc.gov]; Average number of vehicle miles traveled in the United States has either increased at a slower pace than previous years or remained stagnant since the mid-2000s. [Source: www.census.gov]; In Massachusetts, up to 5 million vehicles from the state and surrounding areas travel over 154 million miles on all roads across the Commonwealth every day. [Source: www.mass.gov]; Vehicle-miles traveled on Florida's state roads have increased over the years, making it one of the largest and most complex transportation systems in the United States. [Source: www.fdot.gov]; In Indiana, VMT estimates cover interstates, US and state highways, as well as a selection of non-state jurisdictional highways. [Source: www.in.gov] 2015-08-03: The traffic signal management system can upload traffic volumes, improving response time and reducing travel time and expense. [Source: dot.ca.gov]; The Mobility Plan aims to reduce vehicle miles traveled per capita and promotes Transit Oriented Development (TOD) [Source: growth-management.alachuacounty.us];\"\n \"Available facts are as follows: 2015-08-24: The 2015 Urban Mobility Scorecard reports that a value of 1.30 indicates a 20-minute free-flow trip takes 26 minutes in peak period traffic. [Source: static.tti.tamu.edu]; The Maryland State Highway Administration and the Virginia Department of Transportation data show that interstate volume peaks between May and August. [Source: wtop.com]; The Jason's Law Truck Parking Survey assesses the volume of commercial motor vehicle traffic in each State and uses State DOT travel data to collect volumes. [Source: ops.fhwa.dot.gov]; Vehicle miles traveled (VMT) per capita is calculated as the total annual miles of vehicle travel divided by the total population in a state or in an urbanized area. [Source: www.transportation.gov]; In 2015, Americans drove more than 3 trillion miles in the last 12 months. [Source: tti.tamu.edu]; Daily vehicle miles traveled on Houston freeways is 51.64 million miles. [Source: www.chron.com] 2015-08-17: As of August 2015, the total Vehicle Miles Traveled (VMT) in the US reached a historic high of 275.13 billion miles in the first half of the year, with an average of 9,344 miles per capita. [Source: www.greencarcongress.com]; The Federal Aviation Administration (FAA) provides daily air traffic reports, including weather outlooks and aviation data and statistics. [Source: www.faa.gov]; The Federal Highway Administration (FHWA) publishes monthly estimates of US road travel, including total VMT data. [Source: www.greencarcongress.com]; The US Department of Transportation sets minimum levels of financial responsibility for motor carriers. [Source: www.fmcsa.dot.gov]; The United States Department of Transportation (USDOT) is working on dynamic mobility applications to increase travel mobility by incentivizing eco-vehicles. [Source]; The International Registration Plan is a reciprocity agreement among states of the US that affects motor vehicle credentials. [Source]; There is a correlation between land use and vehicle miles traveled in US cities, with built environment affecting travel behavior. [Source] 2015-08-10: Two-thirds of the highway systems in the United States are gravel roads. [Source: www.fhwa.dot.gov]; In Massachusetts, the single highest traffic volume location has approximately 179,000 residents who leave to travel elsewhere. [Source: www.mass.gov]; In Scottsdale, additional traffic volume information is available from the State of the City Addresses and Tourism Reports. [Source: www.scottsdaleaz.gov]; In Texas, more than 220,000 vehicles travel on I-35 on a daily basis, with only 14 percent of I-35's traffic volume being vehicles traveling long distances. [Source: tti.tamu.edu]; In the United States, motor vehicle crash injury rates vary by mode of travel. [Source: www.cdc.gov]; Average number of vehicle miles traveled in the United States has either increased at a slower pace than previous years or remained stagnant since the mid-2000s. [Source: www.census.gov]; In Massachusetts, up to 5 million vehicles from the state and surrounding areas travel over 154 million miles on all roads across the Commonwealth every day. [Source: www.mass.gov]; Vehicle-miles traveled on Florida's state roads have increased over the years, making it one of the largest and most complex transportation systems in the United States. [Source: www.fdot.gov]; In Indiana, VMT estimates cover interstates, US and state highways, as well as a selection of non-state jurisdictional highways. [Source: www.in.gov] 2015-08-03: The traffic signal management system can upload traffic volumes, improving response time and reducing travel time and expense. [Source: dot.ca.gov]; The Mobility Plan aims to reduce vehicle miles traveled per capita and promotes Transit Oriented Development (TOD) [Source: growth-management.alachuacounty.us];\"]"}
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[Source: dot.nebraska.gov]; The United States Transportation Command provides information on cargo and passenger movement. [Source: www.ustranscom.mil]; The Code of Colorado Regulations defines the desired width of highways based on traffic volume, speeds, and roadway geometry. [Source: www.sos.state.co.us]; The Chehalis Basin Flood Hazard Mitigation Alternatives Report estimates traffic costs of a flood at $10,717,000. [Source: chehalisbasinstrategy.com]; The Alaska Department of Transportation & Public Facilities determines road levels based on traffic volume, speed, and other factors. [Source: dot.alaska.gov]; Rush hour in Seattle typically starts around 3-4 pm. [Source: www.quora.com]; The Congestion Management Process by DRCOG uses travel models and local government traffic counts to manage traffic congestion. [Source: drcog.org]; The Delaware Department of Transportation provides traffic data and manages traffic volume on highways. [Source: deldot.gov]; In the United States, the sector of transportation technology is shaping the future of mobility. [Source: www2.deloitte.com]; Google's driverless cars have already driven more than 1 million miles. [Source: www2.deloitte.com]; Vehicle Miles Traveled (VMT) is a performance monitoring indicator for rural and small urban areas. [Source: www.ruralcountiestaskforce.org]; Older drivers are driving more miles per year than ever before. [Source: aging.ny.gov]; The tax on gasoline, which is 18.4 cents per gallon, wasn't indexed to inflation or adjusted with improving vehicle gas mileage. [Source: blog.burnsmcd.com] 2015-09-14: In 2014, the estimated individual monthly motor vehicle travel in the United States was 15.8 billion vehicle-miles of travel on rural interstates. [Source: www.fhwa.dot.gov]; The Pennsylvania Department of Transportation (PennDOT) facilitates safe traffic counting across the state and provides traffic volume maps. [Source: www.penndot.gov]; There are over 4 million miles of public roads in the United States, and in 2010, nearly 3 trillion vehicle miles traveled (VMT) were logged. [Source: www.fhwa.dot.gov] 2015-09-07: Traffic volume is a critical factor in traffic safety, with traffic safety being highly sensitive to changes in the amount of vehicle travel taking place. [Source: ssti.us]; In the first half of 2015, vehicle-miles traveled reached its highest six-month level since 2007, with approximately 1.54 trillion miles. [Source: ssti.us]; PennDOT administers 32,000 state roads and 12.1 million registered vehicles in Pennsylvania. [Source: www.penndot.gov]; The 91 Express Lanes is a four-lane, 18-mile toll road in Orange County, California. [Source: www.octa.net] 2015-08-31: Average daily traffic counts on arterial roadways are collected annually from 34 cities and the county. [Source: www.octa.net]; TxDOT collects data on traffic safety, travel, bridges, etc. and uses it to predict future traffic volume. [Source: www.txdot.gov]; The Tappan Zee Bridge sees around 134,000 vehicles crossing it daily, with concentrated traffic during morning and evening peak periods. [Source: www.poughkeepsiejournal.com]; AAA expects nearly 35.5 million Americans to travel during the Labor Day weekend, with at least 30 million hitting the roads in their cars. [Source: www.timesonline.com]; Between 1995 and 2013, the estimated number of vehicle miles traveled in the United States increased by 23 percent. [Source: Federal Highway Administration, 2014];\"\n \"Available facts are as follows: 2015-09-21: The current state highway map of Nebraska can be requested in paper copy, and traffic volume maps and information are available interactively. [Source: dot.nebraska.gov]; The United States Transportation Command provides information on cargo and passenger movement. [Source: www.ustranscom.mil]; The Code of Colorado Regulations defines the desired width of highways based on traffic volume, speeds, and roadway geometry. [Source: www.sos.state.co.us]; The Chehalis Basin Flood Hazard Mitigation Alternatives Report estimates traffic costs of a flood at $10,717,000. [Source: chehalisbasinstrategy.com]; The Alaska Department of Transportation & Public Facilities determines road levels based on traffic volume, speed, and other factors. [Source: dot.alaska.gov]; Rush hour in Seattle typically starts around 3-4 pm. [Source: www.quora.com]; The Congestion Management Process by DRCOG uses travel models and local government traffic counts to manage traffic congestion. [Source: drcog.org]; The Delaware Department of Transportation provides traffic data and manages traffic volume on highways. [Source: deldot.gov]; In the United States, the sector of transportation technology is shaping the future of mobility. [Source: www2.deloitte.com]; Google's driverless cars have already driven more than 1 million miles. [Source: www2.deloitte.com]; Vehicle Miles Traveled (VMT) is a performance monitoring indicator for rural and small urban areas. [Source: www.ruralcountiestaskforce.org]; Older drivers are driving more miles per year than ever before. [Source: aging.ny.gov]; The tax on gasoline, which is 18.4 cents per gallon, wasn't indexed to inflation or adjusted with improving vehicle gas mileage. [Source: blog.burnsmcd.com] 2015-09-14: In 2014, the estimated individual monthly motor vehicle travel in the United States was 15.8 billion vehicle-miles of travel on rural interstates. [Source: www.fhwa.dot.gov]; The Pennsylvania Department of Transportation (PennDOT) facilitates safe traffic counting across the state and provides traffic volume maps. [Source: www.penndot.gov]; There are over 4 million miles of public roads in the United States, and in 2010, nearly 3 trillion vehicle miles traveled (VMT) were logged. [Source: www.fhwa.dot.gov] 2015-09-07: Traffic volume is a critical factor in traffic safety, with traffic safety being highly sensitive to changes in the amount of vehicle travel taking place. [Source: ssti.us]; In the first half of 2015, vehicle-miles traveled reached its highest six-month level since 2007, with approximately 1.54 trillion miles. [Source: ssti.us]; PennDOT administers 32,000 state roads and 12.1 million registered vehicles in Pennsylvania. [Source: www.penndot.gov]; The 91 Express Lanes is a four-lane, 18-mile toll road in Orange County, California. [Source: www.octa.net] 2015-08-31: Average daily traffic counts on arterial roadways are collected annually from 34 cities and the county. [Source: www.octa.net]; TxDOT collects data on traffic safety, travel, bridges, etc. and uses it to predict future traffic volume. [Source: www.txdot.gov]; The Tappan Zee Bridge sees around 134,000 vehicles crossing it daily, with concentrated traffic during morning and evening peak periods. [Source: www.poughkeepsiejournal.com]; AAA expects nearly 35.5 million Americans to travel during the Labor Day weekend, with at least 30 million hitting the roads in their cars. [Source: www.timesonline.com]; Between 1995 and 2013, the estimated number of vehicle miles traveled in the United States increased by 23 percent. [Source: Federal Highway Administration, 2014];\"]"}
{"batch_x": [258017.0, 262817.0, 270839.0, 270574.0, 278372.0, 272209.0, 255090.0, 268469.0], "batch_y": [248843.0, 259424.0, 239679.0, 223011.0, 265147.0, 269653.0, 277972.0, 276991.0], "batch_x_timestamps_datetime64_ns": [1425168000000000000, 1427846400000000000, 1430438400000000000, 1433116800000000000, 1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000], "batch_y_timestamps_datetime64_ns": [1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.3383561670780182], [-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174]], "batch_text": "['Available facts are as follows: 2015-10-26: Two-thirds of the highway systems in the United States are not designed to handle increasing traffic demands due to population growth and tourism. [Source: www.epa.gov]; Traffic volume data is collected and reported every two years by MAPA to monitor traffic counts in the region. [Source: mapacog.org]; Oil transportation by rail has increased 50 to 60 times above previous levels, according to the U.S. Department of Transportation (DOT). [Source: www.portland.gov]; Total Vehicle Miles Traveled (VMT) in the MAPA region is a key metric in the Long Range Transportation Plan [Source: mapacog.org]; Mileage reimbursement for legislators is only allowed for the most cost-effective route [Source: fmx.cpa.texas.gov]; The number of miles traveled by an individual in each state must be recorded for IRP Audits [Source: dmv.dc.gov] 2015-10-19: Through the Chesapeake Bay Bridge-Tunnel, traffic volumes on US 13 are approximately 9,000 vehicles per day. [Source: vtrans.org]; Heavy trucks account for less than five percent of daily traffic volumes on I-95 and US 1 north of Petersburg. [Source: vtrans.org]; Traffic volume on Segment A1 is high relative to traffic volumes on the other segments in Corridor A. [Source: vtrans.org]; The demand for personal mobility is increasing, and vehicle miles traveled (VMT) is an important metric to consider in this context. [Source: cee.cornell.edu]; There is a plateauing and decline in U.S. vehicle miles traveled per capita. [Source: www.thetransportpolitic.com]; The initial 2.5-mile line of the streetcar in the United States was the nation\\'s first “modern” streetcar, using European vehicle technology. [Source: streetcar.la]; San Diego\\'s proposed final FY 2022 program budget includes a plan for \"Mobility reimagined\" to make the region more environmentally sustainable. [Source: www.sandag.org] 2015-10-12: The average truck crossing times from Canada to the United States were higher than those from the United States to Canada. [Source: www.mtu.edu]; Interstate 43 and U.S. Highway 12 have the highest traffic counts in Elkhorn, Wisconsin. [Source: www.cityofelkhorn.org]; The Pennsylvania Turnpike\\'s Pittsburgh-Carlisle segment had the 19th highest traffic volume of all potential toll superhighways in 1940. [Source: highways.dot.gov]; The Alabama Speed Management Manual recommends recording all vehicles in a traffic stream to determine speed. [Source: www.dot.state.al.us]; The FHWA-HRT-15-065 report analyzed traffic volumes and crash data at various locations. [Source: www.fhwa.dot.gov]; The BlueLA Carsharing Pilot Project has resulted in 565,000+ trips taken and 18.4 Million+ miles traveled. [Source: ww2.arb.ca.gov]; In the United States, there are approximately 3 trillion annual miles traveled by conventional vehicles. [Source: public.websites.umich.edu]; The average number of vehicle miles traveled in the United States has either increased at a slower pace or remained stagnant for several individual years since the mid-2000s. [Source: www.apta.com]; Honda is expanding electric vehicle charging infrastructure, which will increase electric vehicle miles traveled by Honda associates for commuting. [Source: www.prnewswire.com]; Vehicle Miles Traveled Taxes are being rolled out across states in the U.S. [Source: taxfoundation.org] 2015-10-05: Canada should collect the same transportation data as the United States, including traffic volume data. [Source: tc.canada.ca]; The United States Bureau of the Census collects data on road transportation, including traffic. [Source: www2.census.gov]; New York State Compilation of Codes, Rules and Regulations provides guidelines for traffic volume on typical days. [Source: govt.westlaw.com]; Traffic volume data is used in permit applications for commercial driveways in New York. [Source: casetext.com]; Automobile vehicle-miles of travel (VMT) is a key metric for mobility benefits. [Source: www.transit.dot.gov]; Evaluating opportunities to enhance the Hoosier State involves considering a Vehicle-Miles Traveled Fee. [Source: engineering.purdue.edu]; Miles driven and size of the vehicle stock are factors in the automobile insurance industry. [Source: assets.kpmg.com]; The poor are more likely to travel by bus or other motor vehicles, which affects road safety. [Source: www.weforum.org];'\n 'Available facts are as follows: 2015-10-26: Two-thirds of the highway systems in the United States are not designed to handle increasing traffic demands due to population growth and tourism. [Source: www.epa.gov]; Traffic volume data is collected and reported every two years by MAPA to monitor traffic counts in the region. [Source: mapacog.org]; Oil transportation by rail has increased 50 to 60 times above previous levels, according to the U.S. Department of Transportation (DOT). [Source: www.portland.gov]; Total Vehicle Miles Traveled (VMT) in the MAPA region is a key metric in the Long Range Transportation Plan [Source: mapacog.org]; Mileage reimbursement for legislators is only allowed for the most cost-effective route [Source: fmx.cpa.texas.gov]; The number of miles traveled by an individual in each state must be recorded for IRP Audits [Source: dmv.dc.gov] 2015-10-19: Through the Chesapeake Bay Bridge-Tunnel, traffic volumes on US 13 are approximately 9,000 vehicles per day. [Source: vtrans.org]; Heavy trucks account for less than five percent of daily traffic volumes on I-95 and US 1 north of Petersburg. [Source: vtrans.org]; Traffic volume on Segment A1 is high relative to traffic volumes on the other segments in Corridor A. [Source: vtrans.org]; The demand for personal mobility is increasing, and vehicle miles traveled (VMT) is an important metric to consider in this context. [Source: cee.cornell.edu]; There is a plateauing and decline in U.S. vehicle miles traveled per capita. [Source: www.thetransportpolitic.com]; The initial 2.5-mile line of the streetcar in the United States was the nation\\'s first “modern” streetcar, using European vehicle technology. [Source: streetcar.la]; San Diego\\'s proposed final FY 2022 program budget includes a plan for \"Mobility reimagined\" to make the region more environmentally sustainable. [Source: www.sandag.org] 2015-10-12: The average truck crossing times from Canada to the United States were higher than those from the United States to Canada. [Source: www.mtu.edu]; Interstate 43 and U.S. Highway 12 have the highest traffic counts in Elkhorn, Wisconsin. [Source: www.cityofelkhorn.org]; The Pennsylvania Turnpike\\'s Pittsburgh-Carlisle segment had the 19th highest traffic volume of all potential toll superhighways in 1940. [Source: highways.dot.gov]; The Alabama Speed Management Manual recommends recording all vehicles in a traffic stream to determine speed. [Source: www.dot.state.al.us]; The FHWA-HRT-15-065 report analyzed traffic volumes and crash data at various locations. [Source: www.fhwa.dot.gov]; The BlueLA Carsharing Pilot Project has resulted in 565,000+ trips taken and 18.4 Million+ miles traveled. [Source: ww2.arb.ca.gov]; In the United States, there are approximately 3 trillion annual miles traveled by conventional vehicles. [Source: public.websites.umich.edu]; The average number of vehicle miles traveled in the United States has either increased at a slower pace or remained stagnant for several individual years since the mid-2000s. [Source: www.apta.com]; Honda is expanding electric vehicle charging infrastructure, which will increase electric vehicle miles traveled by Honda associates for commuting. [Source: www.prnewswire.com]; Vehicle Miles Traveled Taxes are being rolled out across states in the U.S. [Source: taxfoundation.org] 2015-10-05: Canada should collect the same transportation data as the United States, including traffic volume data. [Source: tc.canada.ca]; The United States Bureau of the Census collects data on road transportation, including traffic. [Source: www2.census.gov]; New York State Compilation of Codes, Rules and Regulations provides guidelines for traffic volume on typical days. [Source: govt.westlaw.com]; Traffic volume data is used in permit applications for commercial driveways in New York. [Source: casetext.com]; Automobile vehicle-miles of travel (VMT) is a key metric for mobility benefits. [Source: www.transit.dot.gov]; Evaluating opportunities to enhance the Hoosier State involves considering a Vehicle-Miles Traveled Fee. [Source: engineering.purdue.edu]; Miles driven and size of the vehicle stock are factors in the automobile insurance industry. [Source: assets.kpmg.com]; The poor are more likely to travel by bus or other motor vehicles, which affects road safety. [Source: www.weforum.org];']"}
{"batch_x": [262817.0, 270839.0, 270574.0, 278372.0, 272209.0, 255090.0, 268469.0, 248843.0], "batch_y": [259424.0, 239679.0, 223011.0, 265147.0, 269653.0, 277972.0, 276991.0, 285160.0], "batch_x_timestamps_datetime64_ns": [1427846400000000000, 1430438400000000000, 1433116800000000000, 1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000], "batch_y_timestamps_datetime64_ns": [1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.1666666716337204, -0.5, -0.17123287916183472], [-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484]], "batch_text": "[\"Available facts are as follows: 2015-11-23: Objective facts about the Traffic and Transportation situation:The Montana Department of Transportation (MDT) releases a monthly report on traffic volume trends based on hourly traffic count data. [Source: www.mdt.mt.gov]The City of Ames, IA provides data on average annual daily traffic and turning movements. [Source: www.cityofames.org]A project list includes estimated average daily traffic volume for specific projects, such as the SR 3/US 41 Bridge Replacement. [Source: cms2.revize.com]A study on planning for safe schools shows that traffic volume and speed increase the risk of traffic exposure. [Source: www.researchgate.net]A traffic demand forecast estimates average daily traffic volume for a bridge. [Source: openjicareport.jica.go.jp]; The number of traffic fatalities in 2015 has increased compared to 2014, with a fatality rate of 1.06 per million vehicle-miles driven in the first half of 2015, which is 4.4% higher than the same period in 2014. [Source: www.propertycasualty360.com]; The transportation sector is the source of more than half of the emissions in the region. [Source: metro.kingcounty.gov] 2015-11-16: Sunday is the least busy day of the week in terms of traffic, averaging only 88 percent of the weekday traffic volume. [Source: www.southernconnector.com]; Vehicle miles traveled (VMT) in the US has been slowing down since around 2000, according to Federal Highway data. [Source: www.citizen-times.com]; In 2010, Caltrans developed a “Smart Mobility Framework” to guide transportation planning in California, with a focus on reducing vehicle miles traveled (VMT). [Source: cal.streetsblog.org]; The Sac-Roseville Third Track project is projected to reduce vehicle miles traveled. [Source: www.capitolcorridor.org] 2015-11-09: The United States Department of Transportation collects traffic volume data from over 8700 locations. [Source]; The Baltimore-Washington Region has the highest traffic volumes in the state and accounts for the majority of commuting and through travel. [Source]; Traffic signal management plans are used to balance traffic volume and provide more reliable travel times. [Source]; The vehicle miles traveled (VMT) is a key metric in analyzing traffic congestion, and it accounts for the majority of traffic volumes in the state. [Source] 2015-11-02: The New Jersey Department of Transportation collects traffic data at over 1,600 station locations along all Interstate, U.S. and N.J. Routes throughout the state. [Source: www.arcgis.com]; The NHDOT's Bureau of Transportation Planning monitors traffic throughout the state and publishes monthly reports. [Source: www.plaistow.com]; The volume of traffic on the major roads of New Hampshire is reported by the NHDOT's Bureau of Transportation Planning. [Source: www.plaistow.com]; Vehicle-miles-traveled (VMT) in the United States are changing, with a decline in VMT per capita among younger generations. [Source: itspubs.ucdavis.edu]; The use of personal mobility devices, such as light alternative-powered vehicles, is increasing in the United States. [Source: acrs.org.au]; The Americans with Disabilities Act (ADA) requires transportation providers to accommodate wheelchairs in vehicles. [Source: www.transit.dot.gov];\"\n \"Available facts are as follows: 2015-11-23: Objective facts about the Traffic and Transportation situation:The Montana Department of Transportation (MDT) releases a monthly report on traffic volume trends based on hourly traffic count data. [Source: www.mdt.mt.gov]The City of Ames, IA provides data on average annual daily traffic and turning movements. [Source: www.cityofames.org]A project list includes estimated average daily traffic volume for specific projects, such as the SR 3/US 41 Bridge Replacement. [Source: cms2.revize.com]A study on planning for safe schools shows that traffic volume and speed increase the risk of traffic exposure. [Source: www.researchgate.net]A traffic demand forecast estimates average daily traffic volume for a bridge. [Source: openjicareport.jica.go.jp]; The number of traffic fatalities in 2015 has increased compared to 2014, with a fatality rate of 1.06 per million vehicle-miles driven in the first half of 2015, which is 4.4% higher than the same period in 2014. [Source: www.propertycasualty360.com]; The transportation sector is the source of more than half of the emissions in the region. [Source: metro.kingcounty.gov] 2015-11-16: Sunday is the least busy day of the week in terms of traffic, averaging only 88 percent of the weekday traffic volume. [Source: www.southernconnector.com]; Vehicle miles traveled (VMT) in the US has been slowing down since around 2000, according to Federal Highway data. [Source: www.citizen-times.com]; In 2010, Caltrans developed a “Smart Mobility Framework” to guide transportation planning in California, with a focus on reducing vehicle miles traveled (VMT). [Source: cal.streetsblog.org]; The Sac-Roseville Third Track project is projected to reduce vehicle miles traveled. [Source: www.capitolcorridor.org] 2015-11-09: The United States Department of Transportation collects traffic volume data from over 8700 locations. [Source]; The Baltimore-Washington Region has the highest traffic volumes in the state and accounts for the majority of commuting and through travel. [Source]; Traffic signal management plans are used to balance traffic volume and provide more reliable travel times. [Source]; The vehicle miles traveled (VMT) is a key metric in analyzing traffic congestion, and it accounts for the majority of traffic volumes in the state. [Source] 2015-11-02: The New Jersey Department of Transportation collects traffic data at over 1,600 station locations along all Interstate, U.S. and N.J. Routes throughout the state. [Source: www.arcgis.com]; The NHDOT's Bureau of Transportation Planning monitors traffic throughout the state and publishes monthly reports. [Source: www.plaistow.com]; The volume of traffic on the major roads of New Hampshire is reported by the NHDOT's Bureau of Transportation Planning. [Source: www.plaistow.com]; Vehicle-miles-traveled (VMT) in the United States are changing, with a decline in VMT per capita among younger generations. [Source: itspubs.ucdavis.edu]; The use of personal mobility devices, such as light alternative-powered vehicles, is increasing in the United States. [Source: acrs.org.au]; The Americans with Disabilities Act (ADA) requires transportation providers to accommodate wheelchairs in vehicles. [Source: www.transit.dot.gov];\"]"}
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[Source: cdan.dot.gov]; The Congestion Management Program by SFCTA aims to manage traffic volume by charging a fair price to use roads. [Source: www.sfcta.org]; The traffic management center (TMC) operated by NYSDOT Region 8 is responsible for coordinating traffic signals in Westchester County and six surrounding counties. [Source: www.nyserda.ny.gov]; The Colorado Department of Transportation has a planning process that involves broad public involvement and considers Vehicle Miles Traveled (VMT). [Source: www.codot.gov]; The University of Alabama provides driving directions to its campus, indicating that people travel to the university by car. [Source: www.ua.edu]; According to the Hypothesis of the Mobility Transition, vehicle miles traveled increased from 252,257 million to 783,687 million. [Source: www.jstor.org]; Land Rover USA offers a service that tracks vehicle diagnostic data and provides roadside assistance, suggesting that vehicle travel is a significant aspect of transportation. [Source: www.landroverusa.com]; The Federal Highway Administration (FHWA) recognizes the importance of transportation to the economy of the United States, with automobile travel being a primary mode of transportation for most Americans. [Source: www.fhwa.dot.gov] 2015-12-14: Transit projects can cause changes in road traffic volumes, level of service, and local/regional circulation patterns, which must be considered during the planning process. [Source: www.transit.dot.gov]; The Travel Volume Trends (TVT) report compiles data from about 4,000 automated traffic recorders (ATRFs) provided by the Highway Performance Monitoring System (HPMS). [Source: www.transportation.gov]; The CDOT system contains public information for traffic volume measurements, counts, and a map, and allows users to export traffic count data. [Source: www.pueblo.us]; The total crash rate in the Miami Valley region is calculated using the 5-year average for every 1 million vehicle miles traveled. [Source: www.mvrpc.org]; Vehicle miles traveled (VMT) is a measure of transportation impacts, including VMT per capita. [Source: dot.ca.gov]; Passenger vehicle VMT (PVVMT) includes vehicle miles traveled by all types of passenger vehicles. [Source: www.transportation.gov] 2015-12-07: The study of the Kokomo Bypass from 1950 to 1964 included an analysis of traffic volumes, travel times, accidents, land use, and land value. [Source]; The I-75 at Bee Ridge Road (SR 758) project in Florida was affected by changes in projected traffic volumes since its approval. [Source]; The Town of Pittsboro Comprehensive Transportation Plan estimated 2035 traffic volumes with existing and committed projects. [Source]; The City of Moorhead's traffic calming policy considers crash data, bicycle volumes, pedestrian activity, traffic speed, and traffic volume. [Source]; The US Department of Transportation has a Smart City Challenge to improve mobility for everyone, whether in a car or not. [Source]; In 2013, the mode share for commute trips taken by Bellevue residents showed that most trips were taken alone in a private vehicle. [Source]; The City of Brighton, CO has adopted a transportation plan that utilizes data from a comprehensive vehicle-miles-traveled (VMT) study. [Source] 2015-11-30: Average Annual Daily Traffic (AADT) is used to represent traffic volume in SEMCOG's traffic volume map. [Source: maps.semcog.org]; Traffic volume data is collected by Traffic Engineering technicians in Scottsdale, Arizona. [Source: www.transportation.gov]; Daily traffic volumes generally range in the thousands in Idaho. [Source: apps.itd.idaho.gov]; Objective facts about the Traffic and Transportation situation:The total number of miles driven is measured by Vehicle Miles Traveled (VMT) [Source: gclmpo.org].Annual Average Daily Traffic (AADT) Volumes and Vehicle Miles of Travel (VMT) are used to measure usage of transportation systems [Source: apps.itd.idaho.gov].Vehicle miles traveled on Nevada roads has increased from 19 billion vehicle miles [Source: www.rgj.com].;\"\n \"Available facts are as follows: 2015-12-21: The National Highway Traffic Safety Administration is implementing the National Roadway Safety Strategy (NRSS) to improve traffic safety. [Source: cdan.dot.gov]; The Congestion Management Program by SFCTA aims to manage traffic volume by charging a fair price to use roads. [Source: www.sfcta.org]; The traffic management center (TMC) operated by NYSDOT Region 8 is responsible for coordinating traffic signals in Westchester County and six surrounding counties. [Source: www.nyserda.ny.gov]; The Colorado Department of Transportation has a planning process that involves broad public involvement and considers Vehicle Miles Traveled (VMT). [Source: www.codot.gov]; The University of Alabama provides driving directions to its campus, indicating that people travel to the university by car. [Source: www.ua.edu]; According to the Hypothesis of the Mobility Transition, vehicle miles traveled increased from 252,257 million to 783,687 million. [Source: www.jstor.org]; Land Rover USA offers a service that tracks vehicle diagnostic data and provides roadside assistance, suggesting that vehicle travel is a significant aspect of transportation. [Source: www.landroverusa.com]; The Federal Highway Administration (FHWA) recognizes the importance of transportation to the economy of the United States, with automobile travel being a primary mode of transportation for most Americans. [Source: www.fhwa.dot.gov] 2015-12-14: Transit projects can cause changes in road traffic volumes, level of service, and local/regional circulation patterns, which must be considered during the planning process. [Source: www.transit.dot.gov]; The Travel Volume Trends (TVT) report compiles data from about 4,000 automated traffic recorders (ATRFs) provided by the Highway Performance Monitoring System (HPMS). [Source: www.transportation.gov]; The CDOT system contains public information for traffic volume measurements, counts, and a map, and allows users to export traffic count data. [Source: www.pueblo.us]; The total crash rate in the Miami Valley region is calculated using the 5-year average for every 1 million vehicle miles traveled. [Source: www.mvrpc.org]; Vehicle miles traveled (VMT) is a measure of transportation impacts, including VMT per capita. [Source: dot.ca.gov]; Passenger vehicle VMT (PVVMT) includes vehicle miles traveled by all types of passenger vehicles. [Source: www.transportation.gov] 2015-12-07: The study of the Kokomo Bypass from 1950 to 1964 included an analysis of traffic volumes, travel times, accidents, land use, and land value. [Source]; The I-75 at Bee Ridge Road (SR 758) project in Florida was affected by changes in projected traffic volumes since its approval. [Source]; The Town of Pittsboro Comprehensive Transportation Plan estimated 2035 traffic volumes with existing and committed projects. [Source]; The City of Moorhead's traffic calming policy considers crash data, bicycle volumes, pedestrian activity, traffic speed, and traffic volume. [Source]; The US Department of Transportation has a Smart City Challenge to improve mobility for everyone, whether in a car or not. [Source]; In 2013, the mode share for commute trips taken by Bellevue residents showed that most trips were taken alone in a private vehicle. [Source]; The City of Brighton, CO has adopted a transportation plan that utilizes data from a comprehensive vehicle-miles-traveled (VMT) study. [Source] 2015-11-30: Average Annual Daily Traffic (AADT) is used to represent traffic volume in SEMCOG's traffic volume map. [Source: maps.semcog.org]; Traffic volume data is collected by Traffic Engineering technicians in Scottsdale, Arizona. [Source: www.transportation.gov]; Daily traffic volumes generally range in the thousands in Idaho. [Source: apps.itd.idaho.gov]; Objective facts about the Traffic and Transportation situation:The total number of miles driven is measured by Vehicle Miles Traveled (VMT) [Source: gclmpo.org].Annual Average Daily Traffic (AADT) Volumes and Vehicle Miles of Travel (VMT) are used to measure usage of transportation systems [Source: apps.itd.idaho.gov].Vehicle miles traveled on Nevada roads has increased from 19 billion vehicle miles [Source: www.rgj.com].;\"]"}
{"batch_x": [270574.0, 278372.0, 272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0], "batch_y": [223011.0, 265147.0, 269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0], "batch_x_timestamps_datetime64_ns": [1433116800000000000, 1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000], "batch_y_timestamps_datetime64_ns": [1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.08630137145519257], [-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339]], "batch_text": "['Available facts are as follows: 2016-01-25: The demand for air travel is predicted to increase, with PricewaterhouseCoopers predicting an increase in traffic volume. [Source]; Traffic volumes are being assessed at ports between Canada and North Dakota to improve travel efficiency. [Source]; The Traffic Control System and Special Events Unit of the Pasadena Police Department work together to manage transportation mobility. [Source]; Traffic counts are being archived and updated by the Whatcom Council of Governments to track traffic volume. [Source]; Studies are being conducted to analyze traffic volumes, travel times, and crash histories to improve road safety. [Source]; Texas has over 10,000 track miles of freight rail, more than any other state in the nation. [Source]; In 2016, the rate of roadway fatalities per 100 million vehicle miles of travel was the lowest ever recorded in the United States. [Source]; Distracted driving was a contributing factor in at least 3,331 fatal crashes in the United States. [Source]; In the United States, most vehicles have only one occupant, with an average of 1.67 people per vehicle. [Source]; UberPOOL saved 7.9 million driving miles in Austin in the first eight months of operation. [Source] 2016-01-18: The average domestic airline itinerary fares are ranked by U.S. originating domestic passengers in 2023. [Source: www.transtats.bts.gov]; The Ohio Turnpike broke the record for the number of vehicles using the roadway in 2015, with a 2% gain in the percentage of total traffic volume. [Source: www.ohioturnpike.org]; Adaptive signal control technologies can improve travel time reliability, reduce congestion, and provide a smoother flow with fewer traffic delays. [Source: www.fhwa.dot.gov]; According to the Federal Highway Administration, the United States added more lane-miles of roads between 2005 and 2013, despite a decline in per-capita driving. [Source]; Vehicle miles traveled per capita in the United States began declining in 2005, but began rising again in 2014. [Source]; Horse-drawn vehicles traveled at speeds between 4-12 miles per hour and were limited in range. [Source] 2016-01-11: The average annual daily traffic (AADT) volume is used in the project planning process to provide projected future traffic volumes. [Source: www.tn.gov]; Widening of I-95 from US 17 in Bryan County to I-16 from six to eight lanes will provide the additional capacity needed to serve future traffic volumes. [Source: www.dot.ga.gov]; Ramp metering reduces mainline congestion and overall delay, while increasing mobility through the freeway network and traffic throughput. [Source: highways.dot.gov]; Permanent counters provide a record that allows us to understand how volumes change with weather and season. [Source: trec.pdx.edu]; Vehicle miles traveled (VMT) is a key factor in determining emissions from mobile sources, and emissions vary with the efficiency and vintage of combustion technology, as well as maintenance and operation. [Source]; The total number of vehicle miles traveled (VMT) is an important metric in managing mobility in urban areas. [Source]; Automated vehicles are perceived as safer, less stressful, and more productive, and are seen as a key enabler of mobility. [Source]; Emissions from transportation are a function of vehicle fuel efficiency, carbon content of fuel, and vehicle miles traveled (VMT). [Source] 2016-01-04: In the United States, rail transport moves more freight than any other method. [Source: news.uark.edu]; Traffic volume counts can be made with reasonable accuracy using travel speed and volume counts. [Source: www.sciencedirect.com]; The primary objective of the Highway Information System (HIS) is to acquire information on daily travel characteristics of road users. [Source: openjicareport.jica.go.jp]; Objective facts about the Traffic and Transportation situation: There is an objective to reduce vehicle trips and vehicle miles traveled associated with land use patterns in the City of Los Angeles. [Source: planning.lacity.gov]Autonomous vehicles may lead to a change in vehicle miles of travel (VMT) in the future. [Source: reason.org]Crash rates for self-driving cars are less than conventional cars, but the study notes the low volume of driverless miles. [Source: www.reuters.com];'\n 'Available facts are as follows: 2016-01-25: The demand for air travel is predicted to increase, with PricewaterhouseCoopers predicting an increase in traffic volume. [Source]; Traffic volumes are being assessed at ports between Canada and North Dakota to improve travel efficiency. [Source]; The Traffic Control System and Special Events Unit of the Pasadena Police Department work together to manage transportation mobility. [Source]; Traffic counts are being archived and updated by the Whatcom Council of Governments to track traffic volume. [Source]; Studies are being conducted to analyze traffic volumes, travel times, and crash histories to improve road safety. [Source]; Texas has over 10,000 track miles of freight rail, more than any other state in the nation. [Source]; In 2016, the rate of roadway fatalities per 100 million vehicle miles of travel was the lowest ever recorded in the United States. [Source]; Distracted driving was a contributing factor in at least 3,331 fatal crashes in the United States. [Source]; In the United States, most vehicles have only one occupant, with an average of 1.67 people per vehicle. [Source]; UberPOOL saved 7.9 million driving miles in Austin in the first eight months of operation. [Source] 2016-01-18: The average domestic airline itinerary fares are ranked by U.S. originating domestic passengers in 2023. [Source: www.transtats.bts.gov]; The Ohio Turnpike broke the record for the number of vehicles using the roadway in 2015, with a 2% gain in the percentage of total traffic volume. [Source: www.ohioturnpike.org]; Adaptive signal control technologies can improve travel time reliability, reduce congestion, and provide a smoother flow with fewer traffic delays. [Source: www.fhwa.dot.gov]; According to the Federal Highway Administration, the United States added more lane-miles of roads between 2005 and 2013, despite a decline in per-capita driving. [Source]; Vehicle miles traveled per capita in the United States began declining in 2005, but began rising again in 2014. [Source]; Horse-drawn vehicles traveled at speeds between 4-12 miles per hour and were limited in range. [Source] 2016-01-11: The average annual daily traffic (AADT) volume is used in the project planning process to provide projected future traffic volumes. [Source: www.tn.gov]; Widening of I-95 from US 17 in Bryan County to I-16 from six to eight lanes will provide the additional capacity needed to serve future traffic volumes. [Source: www.dot.ga.gov]; Ramp metering reduces mainline congestion and overall delay, while increasing mobility through the freeway network and traffic throughput. [Source: highways.dot.gov]; Permanent counters provide a record that allows us to understand how volumes change with weather and season. [Source: trec.pdx.edu]; Vehicle miles traveled (VMT) is a key factor in determining emissions from mobile sources, and emissions vary with the efficiency and vintage of combustion technology, as well as maintenance and operation. [Source]; The total number of vehicle miles traveled (VMT) is an important metric in managing mobility in urban areas. [Source]; Automated vehicles are perceived as safer, less stressful, and more productive, and are seen as a key enabler of mobility. [Source]; Emissions from transportation are a function of vehicle fuel efficiency, carbon content of fuel, and vehicle miles traveled (VMT). [Source] 2016-01-04: In the United States, rail transport moves more freight than any other method. [Source: news.uark.edu]; Traffic volume counts can be made with reasonable accuracy using travel speed and volume counts. [Source: www.sciencedirect.com]; The primary objective of the Highway Information System (HIS) is to acquire information on daily travel characteristics of road users. [Source: openjicareport.jica.go.jp]; Objective facts about the Traffic and Transportation situation: There is an objective to reduce vehicle trips and vehicle miles traveled associated with land use patterns in the City of Los Angeles. [Source: planning.lacity.gov]Autonomous vehicles may lead to a change in vehicle miles of travel (VMT) in the future. [Source: reason.org]Crash rates for self-driving cars are less than conventional cars, but the study notes the low volume of driverless miles. [Source: www.reuters.com];']"}
{"batch_x": [278372.0, 272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0], "batch_y": [265147.0, 269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0], "batch_x_timestamps_datetime64_ns": [1435708800000000000, 1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000], "batch_y_timestamps_datetime64_ns": [1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-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, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2016-02-22: In 2015, U.S. driving topped 3.1 trillion miles, with traffic volume increasing despite claims that people are driving less. [Source]; The fatality rate on toll roads is about one-third the rate of all U.S. roads (0.50 versus 1.47 per 100 million vehicle miles traveled). [Source: www.ibtta.org]; From 2005 to 2010, pedestrian fatalities per vehicle mile traveled leapt 46%. [Source: www.linkedin.com] 2016-02-15: The population of the North Central Texas region is about 6.5 million, with the highest volume months of the year by traffic counts. [Source: www.nctcog.org]; The Bureau of Transportation Statistics reports on passenger travel facts and figures in the United States. [Source: www.bts.gov]; The I-77 Express Lanes toll rates will vary depending on peak travel times and volume of traffic in the Express Lanes. [Source: www.ncdot.gov]; The Regional Assessment of Weather Impacts on Freight study adjusted truck volume and distribution data compiled by Transportation Economics. [Source: ops.fhwa.dot.gov]; As of 2016, there were 16,857 lane miles in Regional Mobility Authorities (RMA) in Texas, with 14,264 urban lane miles and 2,593 rural lane miles. [Source]; In 2011, the U.S. Department of Transportation (DOT) revised the methodology for collecting registration information and vehicle miles traveled by vehicle type. [Source]; In 2015, there were 41,026,811 vehicle miles traveled in RMA in Texas. [Source]; The fatality rate, the number of deaths per 100 million vehicle miles traveled, was rising at a slightly higher pace of 4.4% in 2015. [Source] 2016-02-08: Los Angeles is working on signal synchronization to improve traffic flow, with consideration for state law and traffic volume increases during the day. [Source: ladot.lacity.gov]; Salt Lake City International Airport is a major hub for Delta Air Lines, with about 70% of total traffic, and has customer assistance and travel advisory services. [Source: slcairport.com]; Research has shown that traffic volume and crashes vary in a nonlinear function, and there is a minimum speed limit of 60 kph on rural interstate freeways in some states. [Source: www.witpress.com]; The Texas Department of Transportation (TxDOT) publishes annual roadway inventory reports with statistics on public roadway usage in the state. [Source: www.txdot.gov]; A particular interstate route in Mobile carries high traffic volumes and experiences frequent congestion and travel delays. [Source: tripnet.org]; The National Occupant Protection Use Survey (NOPUS) is a nationwide probability-based observational survey of seat belt use in the United States. [Source: crashstats.nhtsa.dot.gov]; From 1990 to 2013, annual vehicle-miles-of-travel (VMT) in the state increased by 54%. [Source: tripnet.org] 2016-02-01: Objective facts about the Traffic and Transportation situation: Traffic volume counts, vehicle speed studies, traffic gap studies, travel time delay studies, and vehicle classification studies are conducted to analyze traffic flow. [Source: www.muni.org]70 mph speed limit is in effect on WYO 130 north of Saratoga based on comprehensive engineering study and traffic investigation. [Source: dot.state.wy.us]Existing traffic volumes for the project area were developed in the 2013 Hayden Transportation Master Plan Update. [Source: cms2files.revize.com]Travel time on a roadway segment increases as traffic volumes build and congestion levels increase. [Source: cms2.revize.com]; Peak vehicle miles traveled in the United States occur in congested conditions. [Source: ddot.dc.gov]; San Diego's Climate Action Plan aims to reduce overall vehicle miles traveled (VMT) of personal cars. [Source: sdcleancities.org]; Portland has a goal of reducing daily vehicle miles. [Source: www.transportation.gov]; The City of New Haven aims to facilitate mode shift and reduce vehicle miles travelled in the region. [Source: www.transportation.gov]; Gas taxes can impact driving behavior, and in six of the 10 states with the costliest gas, vehicle miles traveled per capita are also higher. [Source: www.usatoday.com];\"\n \"Available facts are as follows: 2016-02-22: In 2015, U.S. driving topped 3.1 trillion miles, with traffic volume increasing despite claims that people are driving less. [Source]; The fatality rate on toll roads is about one-third the rate of all U.S. roads (0.50 versus 1.47 per 100 million vehicle miles traveled). [Source: www.ibtta.org]; From 2005 to 2010, pedestrian fatalities per vehicle mile traveled leapt 46%. [Source: www.linkedin.com] 2016-02-15: The population of the North Central Texas region is about 6.5 million, with the highest volume months of the year by traffic counts. [Source: www.nctcog.org]; The Bureau of Transportation Statistics reports on passenger travel facts and figures in the United States. [Source: www.bts.gov]; The I-77 Express Lanes toll rates will vary depending on peak travel times and volume of traffic in the Express Lanes. [Source: www.ncdot.gov]; The Regional Assessment of Weather Impacts on Freight study adjusted truck volume and distribution data compiled by Transportation Economics. [Source: ops.fhwa.dot.gov]; As of 2016, there were 16,857 lane miles in Regional Mobility Authorities (RMA) in Texas, with 14,264 urban lane miles and 2,593 rural lane miles. [Source]; In 2011, the U.S. Department of Transportation (DOT) revised the methodology for collecting registration information and vehicle miles traveled by vehicle type. [Source]; In 2015, there were 41,026,811 vehicle miles traveled in RMA in Texas. [Source]; The fatality rate, the number of deaths per 100 million vehicle miles traveled, was rising at a slightly higher pace of 4.4% in 2015. [Source] 2016-02-08: Los Angeles is working on signal synchronization to improve traffic flow, with consideration for state law and traffic volume increases during the day. [Source: ladot.lacity.gov]; Salt Lake City International Airport is a major hub for Delta Air Lines, with about 70% of total traffic, and has customer assistance and travel advisory services. [Source: slcairport.com]; Research has shown that traffic volume and crashes vary in a nonlinear function, and there is a minimum speed limit of 60 kph on rural interstate freeways in some states. [Source: www.witpress.com]; The Texas Department of Transportation (TxDOT) publishes annual roadway inventory reports with statistics on public roadway usage in the state. [Source: www.txdot.gov]; A particular interstate route in Mobile carries high traffic volumes and experiences frequent congestion and travel delays. [Source: tripnet.org]; The National Occupant Protection Use Survey (NOPUS) is a nationwide probability-based observational survey of seat belt use in the United States. [Source: crashstats.nhtsa.dot.gov]; From 1990 to 2013, annual vehicle-miles-of-travel (VMT) in the state increased by 54%. [Source: tripnet.org] 2016-02-01: Objective facts about the Traffic and Transportation situation: Traffic volume counts, vehicle speed studies, traffic gap studies, travel time delay studies, and vehicle classification studies are conducted to analyze traffic flow. [Source: www.muni.org]70 mph speed limit is in effect on WYO 130 north of Saratoga based on comprehensive engineering study and traffic investigation. [Source: dot.state.wy.us]Existing traffic volumes for the project area were developed in the 2013 Hayden Transportation Master Plan Update. [Source: cms2files.revize.com]Travel time on a roadway segment increases as traffic volumes build and congestion levels increase. [Source: cms2.revize.com]; Peak vehicle miles traveled in the United States occur in congested conditions. [Source: ddot.dc.gov]; San Diego's Climate Action Plan aims to reduce overall vehicle miles traveled (VMT) of personal cars. [Source: sdcleancities.org]; Portland has a goal of reducing daily vehicle miles. [Source: www.transportation.gov]; The City of New Haven aims to facilitate mode shift and reduce vehicle miles travelled in the region. [Source: www.transportation.gov]; Gas taxes can impact driving behavior, and in six of the 10 states with the costliest gas, vehicle miles traveled per capita are also higher. [Source: www.usatoday.com];\"]"}
{"batch_x": [272209.0, 255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0, 265147.0], "batch_y": [269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0, 255154.0], "batch_x_timestamps_datetime64_ns": [1438387200000000000, 1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000], "batch_y_timestamps_datetime64_ns": [1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736]], "batch_text": "[\"Available facts are as follows: 2016-03-21: IDOT annually publishes detailed traffic information based on a statewide traffic count program. Counts from this program range in duration from a few hours to several days. [Source: idot.illinois.gov]; In 2015, U.S.-based airlines reported a total of 895.5 million passengers, with 642.9 million domestic passengers and 252.6 million international passengers. [Source: www.bts.gov]; Traffic volumes on the Aquidneck Island bridges and roadways have increased significantly over the past 40 years. [Source: www.dot.ri.gov]; Vehicle miles traveled represents the total amount of driving in an area, which affects congestion, vehicle pollution, and greenhouse gas emissions. [Source: sfgov.org]; Car sharing can reduce the number of vehicle miles traveled and pollution, as well as parking demand and traffic congestion. [Source: www.montgomerycountymd.gov]; IDOT provides information on road closures caused by unplanned events, affecting travel. [Source: idot.illinois.gov]; The Greater Philadelphia Future Forces report discusses vehicle miles traveled (VMT) and mobility outcomes. [Source: www.dvrpc.org] 2016-03-14: The Traffic Volume Viewer provides data on traffic volume by road, suburb, or Local Government Area, with efforts made to ensure accuracy [Source: maps.transport.nsw.gov.au].; Road Diets can be successful for a broad range of traffic volumes and can improve travel times [Source: safety.fhwa.dot.gov].; The Traffic Impact Study requires a Professional Engineer's signature and seal in the State of Illinois [Source: idot.illinois.gov].; ITRE is experienced in trails research and count program development and data analysis [Source: itre.ncsu.edu].; The National Bicycle and Pedestrian Documentation Project provides data on walking and bicycling trends in the US [Source: bikepeddocumentation.org].; The safety and efficiency of the State Highway System are affected by intersecting streets and driveways [Source: www.dot.ga.gov].; London's congestion trends show a flat line in traffic volumes [Source: inrix.com].; California's Maintenance Division's funding is not proportionate to the traffic volume handled by each district [Source: www.bsa.ca.gov].; TREDIS translates changes in traffic volumes into travel efficiency changes and direct cost savings [Source: tredis.com].; Vehicle Miles Traveled (VMT) is a key metric tracked by states to measure mobility and transit. [Source: www.tn.gov]; The Mobility Study aims to incorporate walkable community concepts, traffic calming, and pedestrian-friendly design to reduce Vehicle Miles Traveled (VMT). [Source: www.llgengineers.com]; The Wisconsin Department of Transportation tracks performance across the state's entire transportation system, including miles of travel. [Source: wisconsindot.gov] 2016-03-07: Objective facts about the Traffic and Transportation situation:The annual average daily traffic volume in Wichita, Sedgwick County has been recorded for 2015. [Source: www.ksdot.gov]Motor vehicle crash rates vary by mode of travel in the United States. [Source: dot.ca.gov]There is a correlation between travel time and traffic volume, with a higher ratio of travel time in peak periods to travel time at non-peak periods. [Source: scholarspace.manoa.hawaii.edu]; The United States had a record-breaking increase in driving and auto ownership in 2007, but many observers had hoped it was the peak of vehicle miles traveled (VMT). [Source: www.planetizen.com]; Infill development can influence travel behavior, with a difference-in-differences analysis showing a decrease in household daily VMT. [Source: www.fau.edu]; The US EPA provides a tool to choose a GHG reduction target for US passenger car emissions in 2050. [Source: www.epa.gov]; Bikesharing has had a transformative impact on urban transportation, with a focus on reducing VMT. [Source: dot.ca.gov]; Public transportation is undergoing an evolution, driving new partnerships and challenging traditional boundaries between public and private sectors. [Source: www.apta.com] 2016-02-29: Objective facts about the Traffic and Transportation situation:The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) and Federal Highway Administration released 30-year freight projections, highlighting the importance of efficient transportation systems. [Source: www.bts.gov]Roundabouts can increase traffic capacity at intersections and reduce travel times. [Source: www.friscotexas.gov]Traffic volume studies show that roundabouts can handle higher volumes of traffic. [Source: www.friscotexas.gov]; Vehicle Miles Traveled (VMT) is a statistic used to measure mobility. [Source: www.transportation.gov, www.kingscog.org]; The Kansas City Streetcar is a free public transportation system that travels 2 miles through downtown Kansas City. [Source: kcstreetcar.org]; The entire transportation industry in the United States has recognized the value of asset management and has been refining processes. [Source: leadershipintransportation.com];\"\n \"Available facts are as follows: 2016-03-21: IDOT annually publishes detailed traffic information based on a statewide traffic count program. Counts from this program range in duration from a few hours to several days. [Source: idot.illinois.gov]; In 2015, U.S.-based airlines reported a total of 895.5 million passengers, with 642.9 million domestic passengers and 252.6 million international passengers. [Source: www.bts.gov]; Traffic volumes on the Aquidneck Island bridges and roadways have increased significantly over the past 40 years. [Source: www.dot.ri.gov]; Vehicle miles traveled represents the total amount of driving in an area, which affects congestion, vehicle pollution, and greenhouse gas emissions. [Source: sfgov.org]; Car sharing can reduce the number of vehicle miles traveled and pollution, as well as parking demand and traffic congestion. [Source: www.montgomerycountymd.gov]; IDOT provides information on road closures caused by unplanned events, affecting travel. [Source: idot.illinois.gov]; The Greater Philadelphia Future Forces report discusses vehicle miles traveled (VMT) and mobility outcomes. [Source: www.dvrpc.org] 2016-03-14: The Traffic Volume Viewer provides data on traffic volume by road, suburb, or Local Government Area, with efforts made to ensure accuracy [Source: maps.transport.nsw.gov.au].; Road Diets can be successful for a broad range of traffic volumes and can improve travel times [Source: safety.fhwa.dot.gov].; The Traffic Impact Study requires a Professional Engineer's signature and seal in the State of Illinois [Source: idot.illinois.gov].; ITRE is experienced in trails research and count program development and data analysis [Source: itre.ncsu.edu].; The National Bicycle and Pedestrian Documentation Project provides data on walking and bicycling trends in the US [Source: bikepeddocumentation.org].; The safety and efficiency of the State Highway System are affected by intersecting streets and driveways [Source: www.dot.ga.gov].; London's congestion trends show a flat line in traffic volumes [Source: inrix.com].; California's Maintenance Division's funding is not proportionate to the traffic volume handled by each district [Source: www.bsa.ca.gov].; TREDIS translates changes in traffic volumes into travel efficiency changes and direct cost savings [Source: tredis.com].; Vehicle Miles Traveled (VMT) is a key metric tracked by states to measure mobility and transit. [Source: www.tn.gov]; The Mobility Study aims to incorporate walkable community concepts, traffic calming, and pedestrian-friendly design to reduce Vehicle Miles Traveled (VMT). [Source: www.llgengineers.com]; The Wisconsin Department of Transportation tracks performance across the state's entire transportation system, including miles of travel. [Source: wisconsindot.gov] 2016-03-07: Objective facts about the Traffic and Transportation situation:The annual average daily traffic volume in Wichita, Sedgwick County has been recorded for 2015. [Source: www.ksdot.gov]Motor vehicle crash rates vary by mode of travel in the United States. [Source: dot.ca.gov]There is a correlation between travel time and traffic volume, with a higher ratio of travel time in peak periods to travel time at non-peak periods. [Source: scholarspace.manoa.hawaii.edu]; The United States had a record-breaking increase in driving and auto ownership in 2007, but many observers had hoped it was the peak of vehicle miles traveled (VMT). [Source: www.planetizen.com]; Infill development can influence travel behavior, with a difference-in-differences analysis showing a decrease in household daily VMT. [Source: www.fau.edu]; The US EPA provides a tool to choose a GHG reduction target for US passenger car emissions in 2050. [Source: www.epa.gov]; Bikesharing has had a transformative impact on urban transportation, with a focus on reducing VMT. [Source: dot.ca.gov]; Public transportation is undergoing an evolution, driving new partnerships and challenging traditional boundaries between public and private sectors. [Source: www.apta.com] 2016-02-29: Objective facts about the Traffic and Transportation situation:The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) and Federal Highway Administration released 30-year freight projections, highlighting the importance of efficient transportation systems. [Source: www.bts.gov]Roundabouts can increase traffic capacity at intersections and reduce travel times. [Source: www.friscotexas.gov]Traffic volume studies show that roundabouts can handle higher volumes of traffic. [Source: www.friscotexas.gov]; Vehicle Miles Traveled (VMT) is a statistic used to measure mobility. [Source: www.transportation.gov, www.kingscog.org]; The Kansas City Streetcar is a free public transportation system that travels 2 miles through downtown Kansas City. [Source: kcstreetcar.org]; The entire transportation industry in the United States has recognized the value of asset management and has been refining processes. [Source: leadershipintransportation.com];\"]"}
{"batch_x": [255090.0, 268469.0, 248843.0, 259424.0, 239679.0, 223011.0, 265147.0, 269653.0], "batch_y": [277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0, 255154.0, 264778.0], "batch_x_timestamps_datetime64_ns": [1441065600000000000, 1443657600000000000, 1446336000000000000, 1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000], "batch_y_timestamps_datetime64_ns": [1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, 0.0, -0.5, 0.24794520437717438], [-0.5, 0.5, -0.5, 0.33287671208381653], [-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -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, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975]], "batch_text": "[\"Available facts are as follows: 2016-04-25: At high service frequencies, buses and rail vehicles have a major influence on general traffic operations, and might account for a majority of travel on certain routes. [Source: nacto.org]; Permanent traffic counters are located at various points along major highways in the state and provide continuous traffic volumes. [Source: wwwsp.dotd.la.gov]; I-94 traffic volumes are among the highest in the country with a substantial concentration of heavy truck traffic. [Source: www.in.gov]; Traffic data collection services provide accurate volume counts, speed studies, and turning movement counts. [Source: www.tstdata.com]; The Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source: www.michigan.gov]; The safety performance of transit vehicles and systems can be measured in injuries or crashes per revenue mile or injuries per passenger mile traveled. [Source: nacto.org]; A noticeable per capita decline in vehicle miles traveled since 2008 has contributed to lower revenues for the Highway Trust Fund. [Source: enotrans.org]; Carrier Mileage is the total mileage of all Commercial Motor Vehicles (CMV) in a company's operation. [Source: www.fmcsa.dot.gov]; Reductions in per capita vehicle miles traveled have been observed. [Source: www.nlc.org] 2016-04-18: The US Department of Transportation has an ITS Professional Capacity Building Program that aims to improve traffic management and reduce congestion. [Source: www.its.dot.gov]; The Transportation Statistics Annual Report 2016 highlights the importance of understanding local, long-distance, and international travel behavior to predict demand for travel in the United States. [Source: www.bts.gov]; The I-85 express lanes in Gwinnett County saw a 19.6 percent increase in traffic volume, making it one of the nation's largest toll lane traffic increases. [Source: www.gwinnettdailypost.com]; Almost 74 percent of the annual vehicle miles traveled in Texas is on state-maintained roads. [Source: www.lbb.texas.gov]; The average commute distance in the Portland region is not specified, but transportation costs like gas, vehicle maintenance, and parking are considered. [Source: www.oregonmetro.gov]; Vehicle miles driven dropped in 2008 due to the economic downturn but have since recovered and continued to increase. [Source: iowadot.gov]; Vermont requires vehicle emissions inspections and maintenance statewide. [Source: dec.vermont.gov]; The long-term trend of increasing traffic volumes has recovered and continued in Iowa. [Source: iowadot.gov] 2016-04-11: Travel patterns and traffic volumes vary by season. [Source: www.transportation.ohio.gov]; Traffic volumes increase, they begin to reach the capacity of the road; traffic congestion increases, the average speed of vehicles drops. [Source: snohomishcountywa.gov]; In 2022, travel times in most locations on SR 520 worsened compared to 2021 due to the ongoing recovery of traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; In the United States, various companies are offering shared mobility services, such as Curvy Road, Gotham, Dream Cars, and CoachShare. [Source]; The emission factors for passenger vehicle business travel are measured in vehicle-miles. [Source]; Vehicle Miles Traveled (VMT) is a key metric used in transportation planning. [Source]; The City of Boise aims to reduce vehicle miles traveled and promote alternative modes of transportation. [Source]; The 183 Toll Road project aims to improve mobility and reduce travel times. [Source] 2016-04-04: The Rockingham Planning Commission uses FHWA guidelines to measure traffic volumes, which are gathered through ground counts and matched against three statistics: correlation coefficient. [Source]; Traffic volume counts provide the most commonly used data for transportation planning, and some of the uses for traffic count data include determining the need for road improvements and evaluating the effectiveness of traffic management strategies. [Source]; The Bureau of Transportation Statistics reports that railroads and inland waterways carry large volumes and tonnages of goods in the United States. [Source]; The mean number of miles driven per vehicle annually in the United States is 12,494 miles. [Source: www.chegg.com]; The annual cost to own and operate a vehicle in the United States has fallen to a six-year low of $8,558. [Source: newsroom.aaa.com]; Vehicle miles traveled (VMT) patterns are assigned to counties based on data. [Source: www.greencarcongress.com];\"\n \"Available facts are as follows: 2016-04-25: At high service frequencies, buses and rail vehicles have a major influence on general traffic operations, and might account for a majority of travel on certain routes. [Source: nacto.org]; Permanent traffic counters are located at various points along major highways in the state and provide continuous traffic volumes. [Source: wwwsp.dotd.la.gov]; I-94 traffic volumes are among the highest in the country with a substantial concentration of heavy truck traffic. [Source: www.in.gov]; Traffic data collection services provide accurate volume counts, speed studies, and turning movement counts. [Source: www.tstdata.com]; The Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source: www.michigan.gov]; The safety performance of transit vehicles and systems can be measured in injuries or crashes per revenue mile or injuries per passenger mile traveled. [Source: nacto.org]; A noticeable per capita decline in vehicle miles traveled since 2008 has contributed to lower revenues for the Highway Trust Fund. [Source: enotrans.org]; Carrier Mileage is the total mileage of all Commercial Motor Vehicles (CMV) in a company's operation. [Source: www.fmcsa.dot.gov]; Reductions in per capita vehicle miles traveled have been observed. [Source: www.nlc.org] 2016-04-18: The US Department of Transportation has an ITS Professional Capacity Building Program that aims to improve traffic management and reduce congestion. [Source: www.its.dot.gov]; The Transportation Statistics Annual Report 2016 highlights the importance of understanding local, long-distance, and international travel behavior to predict demand for travel in the United States. [Source: www.bts.gov]; The I-85 express lanes in Gwinnett County saw a 19.6 percent increase in traffic volume, making it one of the nation's largest toll lane traffic increases. [Source: www.gwinnettdailypost.com]; Almost 74 percent of the annual vehicle miles traveled in Texas is on state-maintained roads. [Source: www.lbb.texas.gov]; The average commute distance in the Portland region is not specified, but transportation costs like gas, vehicle maintenance, and parking are considered. [Source: www.oregonmetro.gov]; Vehicle miles driven dropped in 2008 due to the economic downturn but have since recovered and continued to increase. [Source: iowadot.gov]; Vermont requires vehicle emissions inspections and maintenance statewide. [Source: dec.vermont.gov]; The long-term trend of increasing traffic volumes has recovered and continued in Iowa. [Source: iowadot.gov] 2016-04-11: Travel patterns and traffic volumes vary by season. [Source: www.transportation.ohio.gov]; Traffic volumes increase, they begin to reach the capacity of the road; traffic congestion increases, the average speed of vehicles drops. [Source: snohomishcountywa.gov]; In 2022, travel times in most locations on SR 520 worsened compared to 2021 due to the ongoing recovery of traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; In the United States, various companies are offering shared mobility services, such as Curvy Road, Gotham, Dream Cars, and CoachShare. [Source]; The emission factors for passenger vehicle business travel are measured in vehicle-miles. [Source]; Vehicle Miles Traveled (VMT) is a key metric used in transportation planning. [Source]; The City of Boise aims to reduce vehicle miles traveled and promote alternative modes of transportation. [Source]; The 183 Toll Road project aims to improve mobility and reduce travel times. [Source] 2016-04-04: The Rockingham Planning Commission uses FHWA guidelines to measure traffic volumes, which are gathered through ground counts and matched against three statistics: correlation coefficient. [Source]; Traffic volume counts provide the most commonly used data for transportation planning, and some of the uses for traffic count data include determining the need for road improvements and evaluating the effectiveness of traffic management strategies. [Source]; The Bureau of Transportation Statistics reports that railroads and inland waterways carry large volumes and tonnages of goods in the United States. [Source]; The mean number of miles driven per vehicle annually in the United States is 12,494 miles. [Source: www.chegg.com]; The annual cost to own and operate a vehicle in the United States has fallen to a six-year low of $8,558. [Source: newsroom.aaa.com]; Vehicle miles traveled (VMT) patterns are assigned to counties based on data. [Source: www.greencarcongress.com];\"]"}
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[Source: safety.fhwa.dot.gov]; Nearly 4,300 motorcyclists were killed in the U.S. in 2014, accounting for 13 percent of all crash deaths. [Source: www.iihs.org]; In 2014, more than 273.4 billion miles were traveled by U.S. drivers. [Source: www.transportation.gov]; In 2013, the lowest traffic volume (ADT) of 2,407 vehicles (3,008 PCUs) were observed. [Source: ncrpb.nic.in]; Objective facts about the Traffic and Transportation situation: The threshold for determining significant VMT impacts is 15% below the VMT per capita of the surrounding region and/or city. [Source: www.sandiego.gov]The United States Department of Transportation is responsible for Passenger Miles Traveled. [Source: nationalcenterformobilitymanagement.org]Every person riding a pedalcycle upon a roadway shall be granted all of the rights and is subject to all of the duties applicable to the driver of a vehicle. [Source: www.legis.state.pa.us]The implementation of HRT3 would reduce the annual automobile miles driven in the corridor by more than 21 million miles. [Source: itsmarta.com] 2016-05-16: The NYBPM 2012 Base Year Update uses state of the practice travel models and has updated highway network attributes based on latest traffic volume counts. [Source: www.nymtc.org]; Singapore introduced manual road pricing in 1975, and traffic volume has stayed below 1975 levels. [Source: development.asia]; Average weekday ridership on the region's buses, rail, subways, and ferries, along with vehicular traffic crossing the area's waterway bridges, is tracked by the NYMTC. [Source: www.nymtc.org]; The Road Commission for Oakland County has a searchable database of road traffic volumes. [Source: www.rcocweb.org]; Traffic volumes on Route 3 in the Northern Neck Corridor vary significantly, with one ten-mile stretch averaging less than 3,000 ADT. [Source: www.lancova.com]; In the United States, there are measures in place to track and reimburse mileage for mobile workforces, and to improve highway safety. [Source: companymileage.com, www.nhtsa.gov] 2016-05-09: The practice of monitoring motor traffic volumes has been a routine task for State Departments of Transportation (DOTs) since the 1950s. [Source]; State two-way volume is typically 8%-12% of the daily traffic volume. [Source]; In 2023, passenger counts at CLT airport are expected to increase, with a focus on delivering a superior travel experience. [Source]; A portable WIM unit was deployed in the Texas overweight corridor in Hidalgo County to measure traffic volume and load data. [Source]; Average daily traffic counts are available for Spokane County, WA, and can be requested from the Traffic Section. [Source]; Traffic counts, including vehicles, pedestrians, and bicycles, were collected for 21 of the 23 study intersections in the MD 27 Corridor Study. [Source]; In 2015, vehicles traveled a record 3.1 trillion miles in the U.S. [Source: www.pbs.org]; In 2011-2014, there were approximately 1-2 million Vehicle Miles Traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov]; The State is shifting from using Level of Service (LOS) to using vehicle miles traveled (VMT) to measure the environmental impact of land use and transportation decisions. [Source: www.transportation.gov] 2016-05-02: Traffic volume and congestion continue to increase in the United States. [Source: www.mercatus.org]; In 2015, the national vehicle miles traveled (VMT) rebounded in the United States. [Source: www.newgeography.com]; Wisconsin had 1.24 fatalities per 100 million vehicle miles of travel in 2016. [Source: www.slideshare.net]; Florida aims to reduce fatalities per 100 million vehicle miles traveled in its 2060 Transportation Plan. [Source: www.browardmpo.org];\"\n \"Available facts are as follows: 2016-05-23: In 2013, there were approximately 33,000 traffic fatalities in the United States. [Source: safety.fhwa.dot.gov]; Nearly 4,300 motorcyclists were killed in the U.S. in 2014, accounting for 13 percent of all crash deaths. [Source: www.iihs.org]; In 2014, more than 273.4 billion miles were traveled by U.S. drivers. [Source: www.transportation.gov]; In 2013, the lowest traffic volume (ADT) of 2,407 vehicles (3,008 PCUs) were observed. [Source: ncrpb.nic.in]; Objective facts about the Traffic and Transportation situation: The threshold for determining significant VMT impacts is 15% below the VMT per capita of the surrounding region and/or city. [Source: www.sandiego.gov]The United States Department of Transportation is responsible for Passenger Miles Traveled. [Source: nationalcenterformobilitymanagement.org]Every person riding a pedalcycle upon a roadway shall be granted all of the rights and is subject to all of the duties applicable to the driver of a vehicle. [Source: www.legis.state.pa.us]The implementation of HRT3 would reduce the annual automobile miles driven in the corridor by more than 21 million miles. [Source: itsmarta.com] 2016-05-16: The NYBPM 2012 Base Year Update uses state of the practice travel models and has updated highway network attributes based on latest traffic volume counts. [Source: www.nymtc.org]; Singapore introduced manual road pricing in 1975, and traffic volume has stayed below 1975 levels. [Source: development.asia]; Average weekday ridership on the region's buses, rail, subways, and ferries, along with vehicular traffic crossing the area's waterway bridges, is tracked by the NYMTC. [Source: www.nymtc.org]; The Road Commission for Oakland County has a searchable database of road traffic volumes. [Source: www.rcocweb.org]; Traffic volumes on Route 3 in the Northern Neck Corridor vary significantly, with one ten-mile stretch averaging less than 3,000 ADT. [Source: www.lancova.com]; In the United States, there are measures in place to track and reimburse mileage for mobile workforces, and to improve highway safety. [Source: companymileage.com, www.nhtsa.gov] 2016-05-09: The practice of monitoring motor traffic volumes has been a routine task for State Departments of Transportation (DOTs) since the 1950s. [Source]; State two-way volume is typically 8%-12% of the daily traffic volume. [Source]; In 2023, passenger counts at CLT airport are expected to increase, with a focus on delivering a superior travel experience. [Source]; A portable WIM unit was deployed in the Texas overweight corridor in Hidalgo County to measure traffic volume and load data. [Source]; Average daily traffic counts are available for Spokane County, WA, and can be requested from the Traffic Section. [Source]; Traffic counts, including vehicles, pedestrians, and bicycles, were collected for 21 of the 23 study intersections in the MD 27 Corridor Study. [Source]; In 2015, vehicles traveled a record 3.1 trillion miles in the U.S. [Source: www.pbs.org]; In 2011-2014, there were approximately 1-2 million Vehicle Miles Traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov]; The State is shifting from using Level of Service (LOS) to using vehicle miles traveled (VMT) to measure the environmental impact of land use and transportation decisions. [Source: www.transportation.gov] 2016-05-02: Traffic volume and congestion continue to increase in the United States. [Source: www.mercatus.org]; In 2015, the national vehicle miles traveled (VMT) rebounded in the United States. [Source: www.newgeography.com]; Wisconsin had 1.24 fatalities per 100 million vehicle miles of travel in 2016. [Source: www.slideshare.net]; Florida aims to reduce fatalities per 100 million vehicle miles traveled in its 2060 Transportation Plan. [Source: www.browardmpo.org];\"]"}
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[Source: www.arcgis.com]; The National Highway Traffic Safety Administration (NHTSA) is responsible for collecting and analyzing data on traffic crashes and fatalities in the United States. [Source: crashstats.nhtsa.dot.gov]; Traffic volumes and travel patterns vary by season, with peak travel seasons typically occurring during holidays and summer months. [Source: www.bts.gov]; Bike-friendly infrastructure, such as shared roadways and bike lanes, can improve safety and comfort for bicyclists and reduce traffic congestion. [Source: www.browardmpo.org]; Traffic counts and travel data are used to inform transportation planning and policy decisions at the local and state levels. [Source: masoncountywa.gov, metroplanorlando.gov, trussville.org]; Traffic fatalities and serious crashes have decreased in some states, such as New Jersey, due to improved safety measures and enforcement. [Source: tripnet.org]; The demand for mobility is increasing, leading to an increase in vehicle miles of travel (VMT). In 2014, the Orlando Metropolitan Area saw a 5.2% increase in VMT. [Source]; The average annual growth rate for VMT is increasing. In New Jersey, there are 2.10 fatalities per 100 million vehicle miles of travel. [Source] 2016-06-13: Traffic counts are widely used for site selection by real estate firms and franchises in the United States. [Source: www.arcgis.com]; Sensys Networks provides traffic data including travel times, intersection delay, origin/destination, vehicle counts, volume occupancy, and speed. [Source: sensysnetworks.com]; The Neighborhood Traffic Management Program in Prince George's County addresses speeding and excessive traffic volumes on residential streets. [Source: www.princegeorgescountymd.gov]; The vehicle miles traveled (VMT) is an important metric in evaluating the mobility-based goals of transportation systems. [Source: www.cdph.ca.gov]; The Federal Transit Administration evaluates projects based on mobility criterion and environmental benefits criterion, including vehicle miles traveled. [Source: www.transit.dot.gov]; Telecommuting can reduce vehicle miles traveled during a day, according to the U.S. Department of Transportation, Federal Highway Administration. [Source: i.dell.com]; A Downtown transportation demand management program aims to minimize energy consumption, vehicle miles traveled, and vehicular traffic contributions. [Source: www.sandiego.gov]; States are mandated to establish a risk-based performance-driven transportation system, including tracking highway fatalities and fatality rate per vehicle mile traveled. [Source: www.michigan.gov] 2016-06-06: The volume of visitors to the U.S. is expected to grow annually by 3.4 percent. [Source: www.dhs.gov]; The roadway and transit improvements recommended in NCTCOG's 2035 Regional Mobility Plan include traffic volume projections. [Source: www.collincountytx.gov]; High traffic volumes are expected in the westbound direction in College Park. [Source: www.collegeparkmd.gov]; The local electorate has demanded a lower tax rate to address high traffic volume in Jacksonville. [Source: www.transportation.gov]; New York State Department of Transportation coordinates the operation of transportation systems, including managing traffic traveling in opposing directions. [Source: www.dot.ny.gov]; The Smart City Challenge aims to reduce vehicle miles traveled and increase electric vehicle miles traveled. [Source: www.austintexas.gov]; The Beyond Traffic initiative focuses on reducing traffic congestion and improving mobility through the use of intelligent transportation systems. [Source: www.transportation.gov]; The Wisconsin Department of Transportation regulates outdoor advertising signs to ensure safety on highways. [Source: wisconsindot.gov]; The Countywide Multimodal Arterial Plan aims to improve the regional and local transportation system in Alameda County. [Source: www.alamedactc.org]; The Statewide Transportation Operations Center (STOC) in Michigan provides real-time traffic information and manages transportation operations. [Source: www.michigan.gov] 2016-05-30: The Washington State Department of Transportation collects bicyclist and pedestrian count data throughout Washington state to understand safety and mobility. [Source: wsdot.wa.gov]; The Federal Highway Administration provides briefing sheets on local and rural road safety, highlighting the importance of adjusting driver behavior to match road limitations. [Source: safety.fhwa.dot.gov]; The Montana Department of Transportation conducts corridor planning studies to improve traffic and safety. [Source: www.mdt.mt.gov]; The Village of Niles has a traffic calming policy that uses daily traffic volume counts, speed studies, and documented traffic concerns to inform traffic control decisions. [Source: www.vniles.com]; Business travel volume in the United States can range from $1 million to $24 million, including hotel, car, and meal expenses. [Source: www.businesstravelnews.com]; Researchers have calibrated Robertson's Platoon Dispersion Model in non-lane-based traffic systems to estimate traffic state parameters such as traffic volume. [Source: link.springer.com]; Johnson County, Kansas has guidelines for mailbox placement on residential streets with low traffic volumes. [Source: www.jocogov.org]; The Disruptive Technologies and Transportation Final Report discusses the use of technology to measure traffic speed and volume, ensuring a safe and efficient transportation system. [Source: rosap.ntl.bts.gov]; There are six major themes in research on youth and travel behavior, including descriptive data on travel patterns and travel to and from school. [Source: www.fhwa.dot.gov];\"\n \"Available facts are as follows: 2016-06-20: Traffic counts are used by departments of transportation for highway funding, and they provide data on vehicular traffic volumes and travel patterns in the United States. [Source: www.arcgis.com]; The National Highway Traffic Safety Administration (NHTSA) is responsible for collecting and analyzing data on traffic crashes and fatalities in the United States. [Source: crashstats.nhtsa.dot.gov]; Traffic volumes and travel patterns vary by season, with peak travel seasons typically occurring during holidays and summer months. [Source: www.bts.gov]; Bike-friendly infrastructure, such as shared roadways and bike lanes, can improve safety and comfort for bicyclists and reduce traffic congestion. [Source: www.browardmpo.org]; Traffic counts and travel data are used to inform transportation planning and policy decisions at the local and state levels. [Source: masoncountywa.gov, metroplanorlando.gov, trussville.org]; Traffic fatalities and serious crashes have decreased in some states, such as New Jersey, due to improved safety measures and enforcement. [Source: tripnet.org]; The demand for mobility is increasing, leading to an increase in vehicle miles of travel (VMT). In 2014, the Orlando Metropolitan Area saw a 5.2% increase in VMT. [Source]; The average annual growth rate for VMT is increasing. In New Jersey, there are 2.10 fatalities per 100 million vehicle miles of travel. [Source] 2016-06-13: Traffic counts are widely used for site selection by real estate firms and franchises in the United States. [Source: www.arcgis.com]; Sensys Networks provides traffic data including travel times, intersection delay, origin/destination, vehicle counts, volume occupancy, and speed. [Source: sensysnetworks.com]; The Neighborhood Traffic Management Program in Prince George's County addresses speeding and excessive traffic volumes on residential streets. [Source: www.princegeorgescountymd.gov]; The vehicle miles traveled (VMT) is an important metric in evaluating the mobility-based goals of transportation systems. [Source: www.cdph.ca.gov]; The Federal Transit Administration evaluates projects based on mobility criterion and environmental benefits criterion, including vehicle miles traveled. [Source: www.transit.dot.gov]; Telecommuting can reduce vehicle miles traveled during a day, according to the U.S. Department of Transportation, Federal Highway Administration. [Source: i.dell.com]; A Downtown transportation demand management program aims to minimize energy consumption, vehicle miles traveled, and vehicular traffic contributions. [Source: www.sandiego.gov]; States are mandated to establish a risk-based performance-driven transportation system, including tracking highway fatalities and fatality rate per vehicle mile traveled. [Source: www.michigan.gov] 2016-06-06: The volume of visitors to the U.S. is expected to grow annually by 3.4 percent. [Source: www.dhs.gov]; The roadway and transit improvements recommended in NCTCOG's 2035 Regional Mobility Plan include traffic volume projections. [Source: www.collincountytx.gov]; High traffic volumes are expected in the westbound direction in College Park. [Source: www.collegeparkmd.gov]; The local electorate has demanded a lower tax rate to address high traffic volume in Jacksonville. [Source: www.transportation.gov]; New York State Department of Transportation coordinates the operation of transportation systems, including managing traffic traveling in opposing directions. [Source: www.dot.ny.gov]; The Smart City Challenge aims to reduce vehicle miles traveled and increase electric vehicle miles traveled. [Source: www.austintexas.gov]; The Beyond Traffic initiative focuses on reducing traffic congestion and improving mobility through the use of intelligent transportation systems. [Source: www.transportation.gov]; The Wisconsin Department of Transportation regulates outdoor advertising signs to ensure safety on highways. [Source: wisconsindot.gov]; The Countywide Multimodal Arterial Plan aims to improve the regional and local transportation system in Alameda County. [Source: www.alamedactc.org]; The Statewide Transportation Operations Center (STOC) in Michigan provides real-time traffic information and manages transportation operations. [Source: www.michigan.gov] 2016-05-30: The Washington State Department of Transportation collects bicyclist and pedestrian count data throughout Washington state to understand safety and mobility. [Source: wsdot.wa.gov]; The Federal Highway Administration provides briefing sheets on local and rural road safety, highlighting the importance of adjusting driver behavior to match road limitations. [Source: safety.fhwa.dot.gov]; The Montana Department of Transportation conducts corridor planning studies to improve traffic and safety. [Source: www.mdt.mt.gov]; The Village of Niles has a traffic calming policy that uses daily traffic volume counts, speed studies, and documented traffic concerns to inform traffic control decisions. [Source: www.vniles.com]; Business travel volume in the United States can range from $1 million to $24 million, including hotel, car, and meal expenses. [Source: www.businesstravelnews.com]; Researchers have calibrated Robertson's Platoon Dispersion Model in non-lane-based traffic systems to estimate traffic state parameters such as traffic volume. [Source: link.springer.com]; Johnson County, Kansas has guidelines for mailbox placement on residential streets with low traffic volumes. [Source: www.jocogov.org]; The Disruptive Technologies and Transportation Final Report discusses the use of technology to measure traffic speed and volume, ensuring a safe and efficient transportation system. [Source: rosap.ntl.bts.gov]; There are six major themes in research on youth and travel behavior, including descriptive data on travel patterns and travel to and from school. [Source: www.fhwa.dot.gov];\"]"}
{"batch_x": [259424.0, 239679.0, 223011.0, 265147.0, 269653.0, 277972.0, 276991.0, 285160.0], "batch_y": [279213.0, 262039.0, 275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0], "batch_x_timestamps_datetime64_ns": [1448928000000000000, 1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000], "batch_y_timestamps_datetime64_ns": [1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -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, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182]], "batch_text": "['Available facts are as follows: 2016-07-25: The average volume of vehicles per direction of travel is displayed on the map in Gilbert, Arizona. [Source: www.gilbertaz.gov]; Exhibit 12 illustrates the pattern of daily traffic volumes on US-89 throughout 2014. [Source: www.udot.utah.gov]; The U.S. Department of Transportation, Federal Highway Administration, conducted a 2009 National Household Travel Survey. [Source: www.cdc.gov]; The Traffic Monitoring System collects and processes traffic counts to identify areas with high traffic volumes. [Source: moco360.media]; Objective facts about the Traffic and Transportation situation: Shared mobility services can reduce vehicle occupancy and vehicle miles traveled. [Source: www.planning.org]Hand-held mobile device use is one of the most common factors in distracted driving. [Source: wisconsindot.gov]Transit facilities, intermodal centers, rail stations, and platforms must meet accessibility standards established by the U.S. DOT. [Source: adata.org]Car sharing services can reduce vehicle ownership, modal shift, vehicle miles traveled, and greenhouse gas emissions. [Source: www.planetizen.com] 2016-07-18: The travel demand model forecasts daily volumes to plus or minus 10 percent, and actual peak hour traffic counts are used for many transportation purposes. [Source: highways.dot.gov]; In June 2015, Glacier National Park celebrated its 100 millionth visitor, and visitation has been on the rise in the park. [Source: www.nps.gov]; Crash records contain data from the Police Traffic Collision Reports, including date and time of collision, location, contributing circumstances, weather, etc. [Source: wsdot.wa.gov]; The US Department of Transportation funded up to $40 million to a mid-sized city that puts forward bold, data-driven ideas for the Smart City Challenge. [Source: www.bcg.com]; Vehicle miles traveled (VMT) is a common measure of crash fatality risk because it captures time and number of persons exposed to driving. [Source: academic.oup.com]; Emission estimates are based on many factors, including levels of industrial activity, technological developments, fuel consumption, vehicle miles traveled, and other factors. [Source: 19january2017snapshot.epa.gov] 2016-07-11: The map highlights the sheer volume of global air traffic, with both the US and Europe becoming a sea of yellow during daylight hours. [Source: www.weforum.org]; Daily VMT (Vehicle Miles Traveled) in the United States shows traffic volume trends. [Source: static.tti.tamu.edu]; Traffic volumes and travel patterns are critical in transportation planning, with state transportation agencies required to forecast VMT. [Source: static.tti.tamu.edu]; The overall project cost for the Improved Hodgenville to I-65 Connection project is $33,528,000 for a projected traffic volume. [Source: transportation.ky.gov]; The average vehicle on U.S. roads traveled around 13,476 miles in 2015. [Source: www.statista.com]; Vehicle miles of travel (VMT) is the number of miles traveled by all vehicles on all roads. [Source: www.roads.maryland.gov]; The VMT Calculator is a tool programmed in an Excel worksheet and has its basis in the Texas SAM and Texas State Data Center (TSDC) population forecasts. [Source: static.tti.tamu.edu] 2016-07-04: The International Road Traffic and Accident Database provides data on vehicle miles traveled and deaths related to speeding. [Source]; The Pennsylvania Comprehensive Freight Movement Plan reports that the state has two major rail freight corridors, with approximately 40% of the rail freight volume. [Source]; The ICAO Long-Term Traffic Forecasts provide data on passenger and cargo volumes and employment. [Source]; The REVIEW OF MARITIME TRANSPORT 2023 reports that demand moderated and volumes weakened, reflecting the end of the stimulus spending effect, especially in the United States. [Source]; The motor vehicle crash death rate in the United States is higher than in other rich countries, with 11.4 deaths per 100 million vehicle miles traveled, ranking fifth highest behind Japan, Spain, and others. [Source: www.washingtonpost.com]; The Crown Wave Work Assist Vehicle can travel up to five miles per hour to reduce downtime between worksites. [Source: www.crown.com]; In the United States, a P2P carsharing program is required to provide insurance coverage for each of the vehicles in its fleets. [Source: ops.fhwa.dot.gov];'\n 'Available facts are as follows: 2016-07-25: The average volume of vehicles per direction of travel is displayed on the map in Gilbert, Arizona. [Source: www.gilbertaz.gov]; Exhibit 12 illustrates the pattern of daily traffic volumes on US-89 throughout 2014. [Source: www.udot.utah.gov]; The U.S. Department of Transportation, Federal Highway Administration, conducted a 2009 National Household Travel Survey. [Source: www.cdc.gov]; The Traffic Monitoring System collects and processes traffic counts to identify areas with high traffic volumes. [Source: moco360.media]; Objective facts about the Traffic and Transportation situation: Shared mobility services can reduce vehicle occupancy and vehicle miles traveled. [Source: www.planning.org]Hand-held mobile device use is one of the most common factors in distracted driving. [Source: wisconsindot.gov]Transit facilities, intermodal centers, rail stations, and platforms must meet accessibility standards established by the U.S. DOT. [Source: adata.org]Car sharing services can reduce vehicle ownership, modal shift, vehicle miles traveled, and greenhouse gas emissions. [Source: www.planetizen.com] 2016-07-18: The travel demand model forecasts daily volumes to plus or minus 10 percent, and actual peak hour traffic counts are used for many transportation purposes. [Source: highways.dot.gov]; In June 2015, Glacier National Park celebrated its 100 millionth visitor, and visitation has been on the rise in the park. [Source: www.nps.gov]; Crash records contain data from the Police Traffic Collision Reports, including date and time of collision, location, contributing circumstances, weather, etc. [Source: wsdot.wa.gov]; The US Department of Transportation funded up to $40 million to a mid-sized city that puts forward bold, data-driven ideas for the Smart City Challenge. [Source: www.bcg.com]; Vehicle miles traveled (VMT) is a common measure of crash fatality risk because it captures time and number of persons exposed to driving. [Source: academic.oup.com]; Emission estimates are based on many factors, including levels of industrial activity, technological developments, fuel consumption, vehicle miles traveled, and other factors. [Source: 19january2017snapshot.epa.gov] 2016-07-11: The map highlights the sheer volume of global air traffic, with both the US and Europe becoming a sea of yellow during daylight hours. [Source: www.weforum.org]; Daily VMT (Vehicle Miles Traveled) in the United States shows traffic volume trends. [Source: static.tti.tamu.edu]; Traffic volumes and travel patterns are critical in transportation planning, with state transportation agencies required to forecast VMT. [Source: static.tti.tamu.edu]; The overall project cost for the Improved Hodgenville to I-65 Connection project is $33,528,000 for a projected traffic volume. [Source: transportation.ky.gov]; The average vehicle on U.S. roads traveled around 13,476 miles in 2015. [Source: www.statista.com]; Vehicle miles of travel (VMT) is the number of miles traveled by all vehicles on all roads. [Source: www.roads.maryland.gov]; The VMT Calculator is a tool programmed in an Excel worksheet and has its basis in the Texas SAM and Texas State Data Center (TSDC) population forecasts. [Source: static.tti.tamu.edu] 2016-07-04: The International Road Traffic and Accident Database provides data on vehicle miles traveled and deaths related to speeding. [Source]; The Pennsylvania Comprehensive Freight Movement Plan reports that the state has two major rail freight corridors, with approximately 40% of the rail freight volume. [Source]; The ICAO Long-Term Traffic Forecasts provide data on passenger and cargo volumes and employment. [Source]; The REVIEW OF MARITIME TRANSPORT 2023 reports that demand moderated and volumes weakened, reflecting the end of the stimulus spending effect, especially in the United States. [Source]; The motor vehicle crash death rate in the United States is higher than in other rich countries, with 11.4 deaths per 100 million vehicle miles traveled, ranking fifth highest behind Japan, Spain, and others. [Source: www.washingtonpost.com]; The Crown Wave Work Assist Vehicle can travel up to five miles per hour to reduce downtime between worksites. [Source: www.crown.com]; In the United States, a P2P carsharing program is required to provide insurance coverage for each of the vehicles in its fleets. [Source: ops.fhwa.dot.gov];']"}
{"batch_x": [239679.0, 223011.0, 265147.0, 269653.0, 277972.0, 276991.0, 285160.0, 279213.0], "batch_y": [262039.0, 275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0], "batch_x_timestamps_datetime64_ns": [1451606400000000000, 1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000], "batch_y_timestamps_datetime64_ns": [1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2016-08-22: Southwest accounts for 69.4% of Oakland International Airport\\'s total passenger traffic volume. [Source: www.portofoakland.com]; Vehicle miles traveled (VMT) is a key metric used to measure traffic and transportation in the United States. [Source: various]; In 2015, trucks accounted for about one in eight vehicle-miles-traveled on U.S. roads. [Source: www.fhwa.dot.gov]; Motor-vehicle-related deaths per million vehicle miles traveled (VMT) have been declining in the United States. [Source: www.bu.edu] 2016-08-15: The Delaware Department of Transportation provides interactive maps to monitor traffic flow, occupancy, and delay. [Source: deldot.gov]; The quality of the transportation system affects travel and tourism in and to the United States. [Source: www.transportation.gov]; Flashing yellow arrow traffic signals are used to handle variable traffic volumes during higher traffic periods. [Source: www.in.gov]; California\\'s transportation system is measured by statistics such as traffic volume trends and census data. [Source: mtc.ca.gov]; The functional classification, traffic volume, and project scope of work determine the design of cross-section elements. [Source: idot.illinois.gov]; Pedestrian volumes have little effect on the level of service (LOS) in the South Williamsburg area. [Source: www.nyc.gov]; Arkansas\\' rail plan indicates that coal traffic reductions could significantly impact the state\\'s rail industry. [Source: www.ardot.gov]; Sonoma County\\'s interactive maps provide data on traffic volume, including vehicle counts and average volume along linear street sections. [Source: sonomacounty.ca.gov]; The United States has seen an increase in vehicle miles traveled, resulting in increased demand for mobility. [Source: ladot.lacity.gov, mtc.ca.gov]; The quality of freight vehicles in the United States affects the goods shipped to sites each year. [Source: www.transportation.gov]; There is a trend of decreasing car ridership in the United States when measured by vehicle miles driven and adjusted for population growth. [Source: watrydesign.com] 2016-08-08: Interstate 65 Multimodal Corridor Study uses traffic sensors to report traffic counts, speed, and travel time to improve traffic flow and calculate travel times for routes. [Source: www.tn.gov]; A4A predicts a record-setting summer travel season for U.S. airlines. [Source: www.airlines.org]; US 69/75 Bryan County, Oklahoma Fastlane Grant aims to improve efficiency of high volume freight traffic along the US 69/75 corridor in southeastern Oklahoma. [Source: oklahoma.gov]; LSTM network is a deep learning approach for short-term traffic forecast, modeling traffic characteristics such as volume, density, speed, and travel time. [Source: www.theiet.org]; Intersection turning movement counts were collected at the intersection of NE 111th Street and Biscayne Boulevard/SR 5/US 1 on July 7, 2016, showing all volumes. [Source: www.miamidade.gov]; In Georgia, automobile technologies are developing and testing in forward-thinking states, with vehicle miles traveled on metro Atlanta increasing. [Source: www.georgiapolicy.org]; In Oklahoma, the proposed improvement of US 69/75 has a crash rate of 1.19 per 100 million vehicle miles traveled. [Source: oklahoma.gov]; In the Bay Area, transportation is the largest contributor of greenhouse gas emissions in the state, with vehicle miles traveled also increasing. [Source: www.bayareaeconomy.org]; Nikola Corporation is pioneering solutions for a zero-emission world with its battery-powered electric Class 8 truck, which has a range of up to 330 miles. [Source: www.nikolamotor.com]; In Tennessee, the interstate system supports roughly 30% of all vehicle miles traveled and 80% of all truck VMT in the state. [Source: www.tn.gov]; The Crash Rate app lists five-year averages of fatalities, injuries, and crash rates per 100 million vehicle miles traveled on public roads in the OKI region. [Source: www.oki.org] 2016-08-01: The average daily traffic (ADT) and design hourly volumes (DHV) are used to determine traffic volumes and travel patterns. [Source: idot.illinois.gov]; The understanding of travel patterns and traffic volumes is crucial in designing and managing routes. [Source: www.vdot.virginia.gov]; Annual daily traffic volumes are used to plan and manage state highway and bridge networks. [Source: www.gtcmpo.org]; The United States experienced \"peak car travel\" in 2005, and the number of vehicle miles traveled (VMT) per capita has been falling since then. [Source: www.cargroup.org];'\n 'Available facts are as follows: 2016-08-22: Southwest accounts for 69.4% of Oakland International Airport\\'s total passenger traffic volume. [Source: www.portofoakland.com]; Vehicle miles traveled (VMT) is a key metric used to measure traffic and transportation in the United States. [Source: various]; In 2015, trucks accounted for about one in eight vehicle-miles-traveled on U.S. roads. [Source: www.fhwa.dot.gov]; Motor-vehicle-related deaths per million vehicle miles traveled (VMT) have been declining in the United States. [Source: www.bu.edu] 2016-08-15: The Delaware Department of Transportation provides interactive maps to monitor traffic flow, occupancy, and delay. [Source: deldot.gov]; The quality of the transportation system affects travel and tourism in and to the United States. [Source: www.transportation.gov]; Flashing yellow arrow traffic signals are used to handle variable traffic volumes during higher traffic periods. [Source: www.in.gov]; California\\'s transportation system is measured by statistics such as traffic volume trends and census data. [Source: mtc.ca.gov]; The functional classification, traffic volume, and project scope of work determine the design of cross-section elements. [Source: idot.illinois.gov]; Pedestrian volumes have little effect on the level of service (LOS) in the South Williamsburg area. [Source: www.nyc.gov]; Arkansas\\' rail plan indicates that coal traffic reductions could significantly impact the state\\'s rail industry. [Source: www.ardot.gov]; Sonoma County\\'s interactive maps provide data on traffic volume, including vehicle counts and average volume along linear street sections. [Source: sonomacounty.ca.gov]; The United States has seen an increase in vehicle miles traveled, resulting in increased demand for mobility. [Source: ladot.lacity.gov, mtc.ca.gov]; The quality of freight vehicles in the United States affects the goods shipped to sites each year. [Source: www.transportation.gov]; There is a trend of decreasing car ridership in the United States when measured by vehicle miles driven and adjusted for population growth. [Source: watrydesign.com] 2016-08-08: Interstate 65 Multimodal Corridor Study uses traffic sensors to report traffic counts, speed, and travel time to improve traffic flow and calculate travel times for routes. [Source: www.tn.gov]; A4A predicts a record-setting summer travel season for U.S. airlines. [Source: www.airlines.org]; US 69/75 Bryan County, Oklahoma Fastlane Grant aims to improve efficiency of high volume freight traffic along the US 69/75 corridor in southeastern Oklahoma. [Source: oklahoma.gov]; LSTM network is a deep learning approach for short-term traffic forecast, modeling traffic characteristics such as volume, density, speed, and travel time. [Source: www.theiet.org]; Intersection turning movement counts were collected at the intersection of NE 111th Street and Biscayne Boulevard/SR 5/US 1 on July 7, 2016, showing all volumes. [Source: www.miamidade.gov]; In Georgia, automobile technologies are developing and testing in forward-thinking states, with vehicle miles traveled on metro Atlanta increasing. [Source: www.georgiapolicy.org]; In Oklahoma, the proposed improvement of US 69/75 has a crash rate of 1.19 per 100 million vehicle miles traveled. [Source: oklahoma.gov]; In the Bay Area, transportation is the largest contributor of greenhouse gas emissions in the state, with vehicle miles traveled also increasing. [Source: www.bayareaeconomy.org]; Nikola Corporation is pioneering solutions for a zero-emission world with its battery-powered electric Class 8 truck, which has a range of up to 330 miles. [Source: www.nikolamotor.com]; In Tennessee, the interstate system supports roughly 30% of all vehicle miles traveled and 80% of all truck VMT in the state. [Source: www.tn.gov]; The Crash Rate app lists five-year averages of fatalities, injuries, and crash rates per 100 million vehicle miles traveled on public roads in the OKI region. [Source: www.oki.org] 2016-08-01: The average daily traffic (ADT) and design hourly volumes (DHV) are used to determine traffic volumes and travel patterns. [Source: idot.illinois.gov]; The understanding of travel patterns and traffic volumes is crucial in designing and managing routes. [Source: www.vdot.virginia.gov]; Annual daily traffic volumes are used to plan and manage state highway and bridge networks. [Source: www.gtcmpo.org]; The United States experienced \"peak car travel\" in 2005, and the number of vehicle miles traveled (VMT) per capita has been falling since then. [Source: www.cargroup.org];']"}
{"batch_x": [223011.0, 265147.0, 269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0], "batch_y": [275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0], "batch_x_timestamps_datetime64_ns": [1454284800000000000, 1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000], "batch_y_timestamps_datetime64_ns": [1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472]], "batch_text": "[\"Available facts are as follows: 2016-09-19: In 2015, the National Occupant Protection Use Survey (NOPUS) reported on driver electronic device use in the United States. [Source: crashstats.nhtsa.dot.gov]; The AASHTO 2011 states that upgrades of 2–4% would result in 10–20% reduction in traffic volume. [Source: www.sciencedirect.com]; The I-80 SMART Corridor Project provides real-time traffic information to drivers, allowing them to make better decisions. [Source: www.alamedactc.org]; In 2016, domestic passenger traffic volume at Orlando International Airport (MCO) increased by 16.24%. [Source: www.theorlandoagency.com]; The Platteview Road Corridor Study projects lower traffic volumes and travel times based on travel demand models. [Source: mapacog.org]; The State Transportation Funding Initiatives consider Vehicle Sales Tax and Vehicle Mileage Fee as potential revenue sources. [Source]; In 2015, there were a significant number of drivers using electronic devices while driving in the United States, with 2.2% of drivers using a hand-held cell phone and 3.8% using a hands-free cell phone. [Source]; The I-80 SMART Corridor Project implemented a network of electronic signs, ramp meters, and other state-of-the-art elements along a 20-mile corridor to improve traffic management. [Source]; Vehicle miles traveled (VMTs) are a significant contributor to air pollutants such as NOx and CO2, and land management can affect VMTs. [Source]; The IRS standard mileage rate is used to determine reimbursement for business travel, and it is based on vehicle costs. [Source] 2016-09-12: Objective facts about the Traffic and Transportation situation:Traffic forecasting involves estimating peak hour volume and daily traffic volumes, which can be used to analyze travel times and travel time reliability. [Source: www.dot.ga.gov, www.dot.state.mn.us]Big data has at least seven dimensions, including volume, and is used to analyze travel and transportation patterns in the United States. [Source: highways.dot.gov]Daily traffic volumes can range from 7,000 to 31,000, and analysis of traffic signals and travel lanes is important for understanding congestion. [Source: cms5.revize.com]; The total miles driven in the United States is forecasted to increase in the future. [Source: www2.deloitte.com]; In 2016, there were 48 million vehicle-kilometers traveled and 1 million hours traveled in the United States. [Source: highways.dot.gov]; Consolidation centers can reduce congestion, noise, and emissions of freight vehicles by reducing vehicle miles traveled. [Source: highways.dot.gov]; Taxis travel 3.5 billion miles annually in the US, which is only 0.1% of 3 trillion total vehicle miles traveled. [Source: ark-invest.com] 2016-09-05: The U.S. Department of Transportation's National Highway Traffic Safety Administration provides highway statistics series data, including traffic volume estimates. [Source]; The Federal Highway Administration (FHWA) provides data on 24 Hour Average Daily Traffic Count Locations on State maintained roads in Rhode Island. [Source]; The Bureau of Transport, Infrastructure and Regional Economics (BITRE) provides traffic volume estimates for the national road network in Australia. [Source]; The City of Boulder uses traffic volume data to inform trip distribution and transportation planning. [Source]; Vehicle Miles Traveled has dramatically increased in the United States. [Source: www.epa.gov]; Travel time to work has increased for all workers in Pennsylvania. [Source: www.penndot.pa.gov]; More than half of all miles driven by Americans are driven in cars. [Source: aaafoundation.org]; Over 66 percent of total driving trips and nearly 62 percent of total miles driven are done by drivers without a passenger in the vehicle. [Source: newsroom.aaa.com] 2016-08-29: There were 35,092 motor vehicle traffic fatalities in the United States in 2015. [Source: crashstats.nhtsa.dot.gov]; Travel miles—and the traffic it brings—are on the rise. [Source: www.statesman.com]; Traffic volume numbers and statistics provide real data and facts. [Source: www.statesman.com]; The lower speed from Fairbanks to North Pole is due to observed driver behavior, increased traffic volumes, numerous higher volume intersections, and two at-grade intersections. [Source: dot.alaska.gov]; Daily Volume: Thoroughfares with high daily traffic volumes. [Source: miamidadetpo.org]; Transit reduces vehicle miles traveled (VMT), resulting in fewer traffic incidents. [Source: www.apta.com]; State highways are central to many communities in Minnesota and their conditions directly affect the economy and quality of life. [Source: minnesotago.org]; The annual rate of US traffic fatalities (deaths per 100 million vehicle miles traveled) has been decreasing over the years. [Source: www.aei.org]; Emissions from highway vehicles dropped by more than 40% in Minnesota despite growth in vehicle miles traveled. [Source: www.minnesotago.org]; Autonomous vehicles can potentially reduce the number of crashes in the United States. [Source: link.springer.com];\"\n \"Available facts are as follows: 2016-09-19: In 2015, the National Occupant Protection Use Survey (NOPUS) reported on driver electronic device use in the United States. [Source: crashstats.nhtsa.dot.gov]; The AASHTO 2011 states that upgrades of 2–4% would result in 10–20% reduction in traffic volume. [Source: www.sciencedirect.com]; The I-80 SMART Corridor Project provides real-time traffic information to drivers, allowing them to make better decisions. [Source: www.alamedactc.org]; In 2016, domestic passenger traffic volume at Orlando International Airport (MCO) increased by 16.24%. [Source: www.theorlandoagency.com]; The Platteview Road Corridor Study projects lower traffic volumes and travel times based on travel demand models. [Source: mapacog.org]; The State Transportation Funding Initiatives consider Vehicle Sales Tax and Vehicle Mileage Fee as potential revenue sources. [Source]; In 2015, there were a significant number of drivers using electronic devices while driving in the United States, with 2.2% of drivers using a hand-held cell phone and 3.8% using a hands-free cell phone. [Source]; The I-80 SMART Corridor Project implemented a network of electronic signs, ramp meters, and other state-of-the-art elements along a 20-mile corridor to improve traffic management. [Source]; Vehicle miles traveled (VMTs) are a significant contributor to air pollutants such as NOx and CO2, and land management can affect VMTs. [Source]; The IRS standard mileage rate is used to determine reimbursement for business travel, and it is based on vehicle costs. [Source] 2016-09-12: Objective facts about the Traffic and Transportation situation:Traffic forecasting involves estimating peak hour volume and daily traffic volumes, which can be used to analyze travel times and travel time reliability. [Source: www.dot.ga.gov, www.dot.state.mn.us]Big data has at least seven dimensions, including volume, and is used to analyze travel and transportation patterns in the United States. [Source: highways.dot.gov]Daily traffic volumes can range from 7,000 to 31,000, and analysis of traffic signals and travel lanes is important for understanding congestion. [Source: cms5.revize.com]; The total miles driven in the United States is forecasted to increase in the future. [Source: www2.deloitte.com]; In 2016, there were 48 million vehicle-kilometers traveled and 1 million hours traveled in the United States. [Source: highways.dot.gov]; Consolidation centers can reduce congestion, noise, and emissions of freight vehicles by reducing vehicle miles traveled. [Source: highways.dot.gov]; Taxis travel 3.5 billion miles annually in the US, which is only 0.1% of 3 trillion total vehicle miles traveled. [Source: ark-invest.com] 2016-09-05: The U.S. Department of Transportation's National Highway Traffic Safety Administration provides highway statistics series data, including traffic volume estimates. [Source]; The Federal Highway Administration (FHWA) provides data on 24 Hour Average Daily Traffic Count Locations on State maintained roads in Rhode Island. [Source]; The Bureau of Transport, Infrastructure and Regional Economics (BITRE) provides traffic volume estimates for the national road network in Australia. [Source]; The City of Boulder uses traffic volume data to inform trip distribution and transportation planning. [Source]; Vehicle Miles Traveled has dramatically increased in the United States. [Source: www.epa.gov]; Travel time to work has increased for all workers in Pennsylvania. [Source: www.penndot.pa.gov]; More than half of all miles driven by Americans are driven in cars. [Source: aaafoundation.org]; Over 66 percent of total driving trips and nearly 62 percent of total miles driven are done by drivers without a passenger in the vehicle. [Source: newsroom.aaa.com] 2016-08-29: There were 35,092 motor vehicle traffic fatalities in the United States in 2015. [Source: crashstats.nhtsa.dot.gov]; Travel miles—and the traffic it brings—are on the rise. [Source: www.statesman.com]; Traffic volume numbers and statistics provide real data and facts. [Source: www.statesman.com]; The lower speed from Fairbanks to North Pole is due to observed driver behavior, increased traffic volumes, numerous higher volume intersections, and two at-grade intersections. [Source: dot.alaska.gov]; Daily Volume: Thoroughfares with high daily traffic volumes. [Source: miamidadetpo.org]; Transit reduces vehicle miles traveled (VMT), resulting in fewer traffic incidents. [Source: www.apta.com]; State highways are central to many communities in Minnesota and their conditions directly affect the economy and quality of life. [Source: minnesotago.org]; The annual rate of US traffic fatalities (deaths per 100 million vehicle miles traveled) has been decreasing over the years. [Source: www.aei.org]; Emissions from highway vehicles dropped by more than 40% in Minnesota despite growth in vehicle miles traveled. [Source: www.minnesotago.org]; Autonomous vehicles can potentially reduce the number of crashes in the United States. [Source: link.springer.com];\"]"}
{"batch_x": [265147.0, 269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0], "batch_y": [255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0], "batch_x_timestamps_datetime64_ns": [1456790400000000000, 1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000], "batch_y_timestamps_datetime64_ns": [1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.33561643958091736], [-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257]], "batch_text": "['Available facts are as follows: 2016-10-24: The Minnesota Department of Transportation (MnDOT) provides traffic count locations and vehicle class locations data. [Source]; The City of Pasadena has guidelines for pedestrian crossing treatments, citing a study on the safety of roundabouts in the Netherlands. [Source]; Iowa has three classes of public roads, with county roads being considered \"low volume\" but still having a significant daily travel count. [Source]; Nevada has seen a decrease in traffic fatalities and serious crashes, with 33 million vehicle miles of travel. [Source]; The City of New York has crowded sidewalks in Downtown Flushing, with high pedestrian volumes on Main Street. [Source]; Population increases and economic growth in Nevada have resulted in an increase in the demand for mobility and vehicle miles of travel. [Source: tripnet.org] 2016-10-17: By 2035, the traffic volume on the US 13 Salisbury Bypass is expected to reach 53,000 vehicles per day, up from 36,225 currently. [Source: roads.maryland.gov]; In Montana, rural vehicle miles of travel on low-volume roads at high speeds contribute to traffic safety concerns. [Source: mdt.mt.gov]; The Pennsylvania Department of Transportation has a Project-Level Air Quality Handbook to assist with air quality assessments. [Source: www.dot.state.pa.us]; The Build Alternatives will reduce the number of Vehicle-miles Traveled (VMT) on highways compared to the No Build base case. [Source: www.riderta.com]; The Pennsylvania Department of Transportation uses the Estimated Roadway Lane Travel (ERLT) and projected vehicle miles traveled (VMT) for the design year of the project. [Source: www.dot.state.pa.us]; The Traffic Incident & Management (TIM) Center is the heart of the Mobility Authority\\'s intelligent transportation system. [Source: www.mobilityauthority.com]; Lucid Motors designs electric cars that reimagine the driving experience. [Source: lucidmotors.com]; NIST measures greenhouse gas emissions, including those from vehicle-miles traveled within the city. [Source: www.nist.gov]; The Wisconsin DMV requires miles traveled to and from the test routes to be recorded. [Source: wisconsindot.gov]; Bill Estes Ford collects vehicle health and other vehicle information like miles driven. [Source: www.billestesford.com]; The City of Houston pursues balance in the region\\'s allocation of transportation funding based on the region\\'s population, projected growth, vehicle miles traveled, and public transportation usage. [Source: www.houstontx.gov] 2016-10-10: Objective facts about the Traffic and Transportation situation:Traffic volume maps are available for various states, including Pennsylvania, Vermont, and Connecticut, which provide information on annual average daily traffic volumes. [Source: www.penndot.gov, vtrans.vermont.gov, www.dotdata.ct.gov]Traffic monitoring guides are available, which address new technologies for collecting data on non-motorized travel, including bicycle and pedestrian traffic. [Source: www.fhwa.dot.gov]Travel activity can be measured by Vehicle Miles Traveled (VMT), which is a function of traffic volume times the length of the highway segment. [Source: ftp.txdot.gov]; Objective facts about the Traffic and Transportation situation:In New York City, data from GPS in yellow taxis is used to analyze travel speeds in midtown Manhattan [Source: www.nyc.gov].In Vermont, statewide vehicle miles of travel (VMT) by functional classification is tracked, with 2021 data showing VMT by functional class [Source: vtrans.vermont.gov].I-35 serves as a key freight corridor linking the central United States to Mexico, with a higher percentage of total VMT consisting of truck traffic [Source: ftp.txdot.gov].In the United States, passenger miles traveled could grow 25% by 2030, with most growth attributed to autonomous travel in private vehicles [Source: www.mckinsey.com].At the Falfurrias Station, 10,500 vehicles, including 2,500 commercial eighteen-wheelers, travel Hwy 281 daily [Source: www.cbp.gov].In Los Angeles, vehicle miles traveled may be presumed to cause a less than significant transportation impact if it falls below a certain threshold [Source: planning.lacity.gov]. 2016-10-03: The Washington State Department of Transportation (WSDOT) provides yearly reports of traffic volume data on major roadways and ramps in the Puget Sound area. [Source: wsdot.wa.gov]; The Minnesota Department of Transportation (MnDOT) provides a framework for estimating traffic volume on low-volume township roadways based on land and roadway network use. [Source: www.dot.state.mn.us]; Objective facts about the Traffic and Transportation situation:Metro Mobility vehicles traveled over 19 million miles in 2016. [Source: metrocouncil.org]The Denver airport is the largest in the United States, spanning over 53.6 square miles. [Source: www.avis.com]Montgomery\\'s new bus rapid transit system is expected to reduce Vehicle Miles Traveled (VMT) per weekday and save 9,711,752 VMT annually. [Source: ggwash.org]Philadelphia International Airport is about 12.6 miles from downtown Philadelphia. [Source: www.avis.com];'\n 'Available facts are as follows: 2016-10-24: The Minnesota Department of Transportation (MnDOT) provides traffic count locations and vehicle class locations data. [Source]; The City of Pasadena has guidelines for pedestrian crossing treatments, citing a study on the safety of roundabouts in the Netherlands. [Source]; Iowa has three classes of public roads, with county roads being considered \"low volume\" but still having a significant daily travel count. [Source]; Nevada has seen a decrease in traffic fatalities and serious crashes, with 33 million vehicle miles of travel. [Source]; The City of New York has crowded sidewalks in Downtown Flushing, with high pedestrian volumes on Main Street. [Source]; Population increases and economic growth in Nevada have resulted in an increase in the demand for mobility and vehicle miles of travel. [Source: tripnet.org] 2016-10-17: By 2035, the traffic volume on the US 13 Salisbury Bypass is expected to reach 53,000 vehicles per day, up from 36,225 currently. [Source: roads.maryland.gov]; In Montana, rural vehicle miles of travel on low-volume roads at high speeds contribute to traffic safety concerns. [Source: mdt.mt.gov]; The Pennsylvania Department of Transportation has a Project-Level Air Quality Handbook to assist with air quality assessments. [Source: www.dot.state.pa.us]; The Build Alternatives will reduce the number of Vehicle-miles Traveled (VMT) on highways compared to the No Build base case. [Source: www.riderta.com]; The Pennsylvania Department of Transportation uses the Estimated Roadway Lane Travel (ERLT) and projected vehicle miles traveled (VMT) for the design year of the project. [Source: www.dot.state.pa.us]; The Traffic Incident & Management (TIM) Center is the heart of the Mobility Authority\\'s intelligent transportation system. [Source: www.mobilityauthority.com]; Lucid Motors designs electric cars that reimagine the driving experience. [Source: lucidmotors.com]; NIST measures greenhouse gas emissions, including those from vehicle-miles traveled within the city. [Source: www.nist.gov]; The Wisconsin DMV requires miles traveled to and from the test routes to be recorded. [Source: wisconsindot.gov]; Bill Estes Ford collects vehicle health and other vehicle information like miles driven. [Source: www.billestesford.com]; The City of Houston pursues balance in the region\\'s allocation of transportation funding based on the region\\'s population, projected growth, vehicle miles traveled, and public transportation usage. [Source: www.houstontx.gov] 2016-10-10: Objective facts about the Traffic and Transportation situation:Traffic volume maps are available for various states, including Pennsylvania, Vermont, and Connecticut, which provide information on annual average daily traffic volumes. [Source: www.penndot.gov, vtrans.vermont.gov, www.dotdata.ct.gov]Traffic monitoring guides are available, which address new technologies for collecting data on non-motorized travel, including bicycle and pedestrian traffic. [Source: www.fhwa.dot.gov]Travel activity can be measured by Vehicle Miles Traveled (VMT), which is a function of traffic volume times the length of the highway segment. [Source: ftp.txdot.gov]; Objective facts about the Traffic and Transportation situation:In New York City, data from GPS in yellow taxis is used to analyze travel speeds in midtown Manhattan [Source: www.nyc.gov].In Vermont, statewide vehicle miles of travel (VMT) by functional classification is tracked, with 2021 data showing VMT by functional class [Source: vtrans.vermont.gov].I-35 serves as a key freight corridor linking the central United States to Mexico, with a higher percentage of total VMT consisting of truck traffic [Source: ftp.txdot.gov].In the United States, passenger miles traveled could grow 25% by 2030, with most growth attributed to autonomous travel in private vehicles [Source: www.mckinsey.com].At the Falfurrias Station, 10,500 vehicles, including 2,500 commercial eighteen-wheelers, travel Hwy 281 daily [Source: www.cbp.gov].In Los Angeles, vehicle miles traveled may be presumed to cause a less than significant transportation impact if it falls below a certain threshold [Source: planning.lacity.gov]. 2016-10-03: The Washington State Department of Transportation (WSDOT) provides yearly reports of traffic volume data on major roadways and ramps in the Puget Sound area. [Source: wsdot.wa.gov]; The Minnesota Department of Transportation (MnDOT) provides a framework for estimating traffic volume on low-volume township roadways based on land and roadway network use. [Source: www.dot.state.mn.us]; Objective facts about the Traffic and Transportation situation:Metro Mobility vehicles traveled over 19 million miles in 2016. [Source: metrocouncil.org]The Denver airport is the largest in the United States, spanning over 53.6 square miles. [Source: www.avis.com]Montgomery\\'s new bus rapid transit system is expected to reduce Vehicle Miles Traveled (VMT) per weekday and save 9,711,752 VMT annually. [Source: ggwash.org]Philadelphia International Airport is about 12.6 miles from downtown Philadelphia. [Source: www.avis.com];']"}
{"batch_x": [269653.0, 277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0, 255154.0], "batch_y": [264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0], "batch_x_timestamps_datetime64_ns": [1459468800000000000, 1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000], "batch_y_timestamps_datetime64_ns": [1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736]], "batch_y_mark": [[-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2016-11-21: The C-470 Express Lanes project in Colorado expects a 40% increase in traffic volume by 2035. [Source: www.codot.gov]; Amtrak ridership in Iowa is increasing despite low gasoline prices, which are increasing traffic on the state's highways. [Source: www.desmoinesregister.com]; The total energy consumption, motor vehicle mileage, fuel consumption, and fuel economy data are available from the U.S. Energy Information Administration. [Source]; In the United States, car rentals and travel apps are available, such as Avis Rent a Car and Love's Connect App, which provide services for travelers. [Source]; The 2023 Chrysler Pacifica Plug-In Hybrid Minivan has an estimated electric range of 32 miles. [Source]; According to a study, Minnesota has the best drivers in the U.S., with low scores in careless driving and fatalities per 100 million miles traveled. [Source]; The Downtown Connector Study aims to improve mobility and reduce traffic congestion, with 60% of traffic entering/exiting along the connector. [Source] 2016-11-14: The ITD Recommended Alternative would provide capacity improvements to accommodate 2045 traffic volumes, improving or exceeding the LOS B standard for the 2045 traffic conditions. [Source: apps.itd.idaho.gov]; Oklahoma experiences high traffic volumes in the northeast corner of the state near Missouri. [Source: www.odot.org]; Interstate 95 has an average of 60,000 vehicles that travel through North Hampton, NH, contributing to traffic volume. [Source: www.northhampton-nh.gov]; Vehicle miles traveled (VMT) is a key metric in understanding traffic and transportation trends, with the United States aiming to reduce VMT to combat climate change. [Source: www.americanprogress.org]; In Washington state, the number of miles traveled annually is a critical metric, with transit passenger miles traveled also being tracked. [Source: wsdot.wa.gov]; The United States Department of Transportation (DOT) provides indexed vehicle revenue miles data. [Source: scag.ca.gov]; Vehicle miles traveled (VMT) data is used in the Onroad model, which may differ from state or county-specific data. [Source: 19january2017snapshot.epa.gov] 2016-11-07: Over the last two decades, the volume of public transit travel in the U.S. has increased by 43%. [Source]; Weather variability is an important factor in the relationship between traffic volume and road traffic injuries. [Source]; Traffic volumes are used to understand travel behavior and patterns, providing information for decision-makers for current and future planning. [Source]; High traffic volume on U.S. 25 has caused deep rutting on the edge of travel lanes. [Source]; Traffic volume at night is a factor responsible for causing road traffic collisions. [Source]; Vehicle miles traveled (VMT) in the US has been increasing, with a roughly one-to-one ratio with the growth of cities. [Source: www.volpe.dot.gov]; In the US, transportation contributes to 1/3 of the country's greenhouse gas emissions, with a significant portion of miles driven every year. [Source: nepis.epa.gov]; The state of California has relatively few lane miles but carries most of the VMT, resulting in high maintenance costs. [Source: gettingaroundsac.blog] 2016-10-31: Idaho Transportation Department collects traffic data using Automatic Traffic Recorders (ATR) which collect a variety of traffic data. [Source: itd.idaho.gov]; MnDOT provides statistics resources including traffic volume data and monthly motor fuel reported by states. [Source: www.dot.state.mn.us]; The Transportation Snapshot reports traffic counts for state roads and displays change rates in traffic volumes. [Source: bcdcog.com]; The US Department of Commerce provides data on traffic volumes, which can be used to estimate predicted crashes. [Source: rosap.ntl.bts.gov]; The U.S. Department of Transportation's Federal Highway Administration (FHWA) has established 48 National Electric Vehicle Charging Corridors on highways. [Source]; The mean number of miles driven per vehicle annually in the United States is 12,494 miles. [Source]; The Idaho Transportation Department collects traffic data through Automatic Traffic Recorders (ATR) which include parameters such as vehicle miles driven, battery state-of-charge, GPS location, and more. [Source];\"\n \"Available facts are as follows: 2016-11-21: The C-470 Express Lanes project in Colorado expects a 40% increase in traffic volume by 2035. [Source: www.codot.gov]; Amtrak ridership in Iowa is increasing despite low gasoline prices, which are increasing traffic on the state's highways. [Source: www.desmoinesregister.com]; The total energy consumption, motor vehicle mileage, fuel consumption, and fuel economy data are available from the U.S. Energy Information Administration. [Source]; In the United States, car rentals and travel apps are available, such as Avis Rent a Car and Love's Connect App, which provide services for travelers. [Source]; The 2023 Chrysler Pacifica Plug-In Hybrid Minivan has an estimated electric range of 32 miles. [Source]; According to a study, Minnesota has the best drivers in the U.S., with low scores in careless driving and fatalities per 100 million miles traveled. [Source]; The Downtown Connector Study aims to improve mobility and reduce traffic congestion, with 60% of traffic entering/exiting along the connector. [Source] 2016-11-14: The ITD Recommended Alternative would provide capacity improvements to accommodate 2045 traffic volumes, improving or exceeding the LOS B standard for the 2045 traffic conditions. [Source: apps.itd.idaho.gov]; Oklahoma experiences high traffic volumes in the northeast corner of the state near Missouri. [Source: www.odot.org]; Interstate 95 has an average of 60,000 vehicles that travel through North Hampton, NH, contributing to traffic volume. [Source: www.northhampton-nh.gov]; Vehicle miles traveled (VMT) is a key metric in understanding traffic and transportation trends, with the United States aiming to reduce VMT to combat climate change. [Source: www.americanprogress.org]; In Washington state, the number of miles traveled annually is a critical metric, with transit passenger miles traveled also being tracked. [Source: wsdot.wa.gov]; The United States Department of Transportation (DOT) provides indexed vehicle revenue miles data. [Source: scag.ca.gov]; Vehicle miles traveled (VMT) data is used in the Onroad model, which may differ from state or county-specific data. [Source: 19january2017snapshot.epa.gov] 2016-11-07: Over the last two decades, the volume of public transit travel in the U.S. has increased by 43%. [Source]; Weather variability is an important factor in the relationship between traffic volume and road traffic injuries. [Source]; Traffic volumes are used to understand travel behavior and patterns, providing information for decision-makers for current and future planning. [Source]; High traffic volume on U.S. 25 has caused deep rutting on the edge of travel lanes. [Source]; Traffic volume at night is a factor responsible for causing road traffic collisions. [Source]; Vehicle miles traveled (VMT) in the US has been increasing, with a roughly one-to-one ratio with the growth of cities. [Source: www.volpe.dot.gov]; In the US, transportation contributes to 1/3 of the country's greenhouse gas emissions, with a significant portion of miles driven every year. [Source: nepis.epa.gov]; The state of California has relatively few lane miles but carries most of the VMT, resulting in high maintenance costs. [Source: gettingaroundsac.blog] 2016-10-31: Idaho Transportation Department collects traffic data using Automatic Traffic Recorders (ATR) which collect a variety of traffic data. [Source: itd.idaho.gov]; MnDOT provides statistics resources including traffic volume data and monthly motor fuel reported by states. [Source: www.dot.state.mn.us]; The Transportation Snapshot reports traffic counts for state roads and displays change rates in traffic volumes. [Source: bcdcog.com]; The US Department of Commerce provides data on traffic volumes, which can be used to estimate predicted crashes. [Source: rosap.ntl.bts.gov]; The U.S. Department of Transportation's Federal Highway Administration (FHWA) has established 48 National Electric Vehicle Charging Corridors on highways. [Source]; The mean number of miles driven per vehicle annually in the United States is 12,494 miles. [Source]; The Idaho Transportation Department collects traffic data through Automatic Traffic Recorders (ATR) which include parameters such as vehicle miles driven, battery state-of-charge, GPS location, and more. [Source];\"]"}
{"batch_x": [277972.0, 276991.0, 285160.0, 279213.0, 262039.0, 275610.0, 255154.0, 264778.0], "batch_y": [242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0], "batch_x_timestamps_datetime64_ns": [1462060800000000000, 1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000], "batch_y_timestamps_datetime64_ns": [1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.1684931516647339], [-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909]], "batch_text": "[\"Available facts are as follows: 2016-12-26: The United States Department of Transportation has guidelines for pedestrian, bicycle, and public transit facilities, including stopping sight distance for pedestrians and vehicles. [Source: www.fdot.gov]; The City of Stanwood uses a travel demand forecasting model to predict 2035 traffic volumes and travel patterns. [Source: www.stanwoodwa.org]; The HPMS Data Collection Field Manual provides guidelines for collecting traffic data, including avoiding no samples in a traffic volume group with mileage. [Source: www.fhwa.dot.gov]; The Ventura County Transportation Model is validated to State and Federal model standards using observed traffic counts throughout the County. [Source: www.goventura.org]; Dulles Airport is one of the busiest airports in the United States, with a high volume of vehicular traffic. [Source: landauinjurylaw.com]; The Congestion Management Process NPMRDS Update reports high daily VMT and traffic volumes in the Hartford Metro Area. [Source: crcog.org]; Objective facts about the Traffic and Transportation situation:The City of Portland estimates 50,000 electric vehicles in the metro area based on average per capita vehicle miles traveled. [Source: www.portland.gov]Ventura County Transportation Model automates output reports for Vehicle Miles Traveled, Vehicle Delay, Trip Origins and Destinations, and others. [Source: www.goventura.org]HPMS Data Collection Field Manual states that States must avoid having no sample in a traffic volume group with mileage in the State. [Source: www.fhwa.dot.gov]The Lean & Energy Toolkit suggests reducing total vehicle miles traveled and overall idling time for all vehicles. [Source: 19january2017snapshot.epa.gov] 2016-12-19: In 2015, 91 percent of the miles traveled in the United States were by passenger vehicles. [Source: www.fhwa.dot.gov]; In 2015, 91% of miles traveled in the United States were by passenger vehicles. [Source: www.fhwa.dot.gov]; In 2016, vehicle miles traveled on New Mexico's roadways decreased by 2.6% from federal FY2014 and 6.3% from 2013. [Source: www.nmlegis.gov] 2016-12-12: In 2015, the estimated individual monthly motor vehicle travel in the United States was 15.9 billion vehicle-miles of travel on rural interstates. [Source]; In 2022, 3,308 people were killed in motor vehicle crashes involving distracted driving in the United States. [Source]; Traffic data is used to calculate Annual Average Daily Traffic (AADT), Design Hourly Volume (DHS), average travel speed, and to forecast future traffic. [Source]; Yearly statistics on traffic fatalities involving children are available from the National Highway Traffic Safety Administration (NHTSA). [Source]; The saturation flow rate is an important factor in traffic signal design and operations. [Source]; In 2022, 3,308 people were killed in motor vehicle crashes involving distracted drivers in the United States. [Source: NHTSA]; As of 2016, Waymo has driven millions of miles to pave the way for the autonomous vehicle industry. [Source: Waymo]; In 2014, roughly 32,000 people were killed in motor vehicle crashes in the United States. [Source: ScienceDirect]; California's vehicle miles traveled have barely changed since 2004, despite an approximately 8.5% population growth. [Source: Online UC Press] 2016-12-05: The Federal Highway Administration has a 14-year dataset of continuous permanent volume traffic sites in the United States. [Source]; The USDOT's FASTLANE Grant Program uses a model that interpolates traffic volumes and travel speeds between the points of measurement. [Source]; The StealthStat provides information such as travel direction, average speed, high and low speeds, and traffic volume, which helps identify potential needs for traffic management. [Source]; Idaho has transportation restrictions, including Red Routes, which have daylight travel restrictions until 2 pm on Fridays, and no travel on Saturdays and Sundays due to low traffic volumes. [Source]; In Pennsylvania, two travel lanes are sufficient to accommodate normal traffic volumes on local rural road systems, but factors like road geometry and traffic volume can affect this. [Source]; Research by the Safe Routes Partnership found that walkability, traffic speed/volume, access/proximity to recreation resources, land-use mix, and residential density affect mode share and travel behavior. [Source]; Last year, 53 billion miles were traveled on the state highway system in Missouri, an increase of 1 billion miles. [Source: www.modot.org];\"\n \"Available facts are as follows: 2016-12-26: The United States Department of Transportation has guidelines for pedestrian, bicycle, and public transit facilities, including stopping sight distance for pedestrians and vehicles. [Source: www.fdot.gov]; The City of Stanwood uses a travel demand forecasting model to predict 2035 traffic volumes and travel patterns. [Source: www.stanwoodwa.org]; The HPMS Data Collection Field Manual provides guidelines for collecting traffic data, including avoiding no samples in a traffic volume group with mileage. [Source: www.fhwa.dot.gov]; The Ventura County Transportation Model is validated to State and Federal model standards using observed traffic counts throughout the County. [Source: www.goventura.org]; Dulles Airport is one of the busiest airports in the United States, with a high volume of vehicular traffic. [Source: landauinjurylaw.com]; The Congestion Management Process NPMRDS Update reports high daily VMT and traffic volumes in the Hartford Metro Area. [Source: crcog.org]; Objective facts about the Traffic and Transportation situation:The City of Portland estimates 50,000 electric vehicles in the metro area based on average per capita vehicle miles traveled. [Source: www.portland.gov]Ventura County Transportation Model automates output reports for Vehicle Miles Traveled, Vehicle Delay, Trip Origins and Destinations, and others. [Source: www.goventura.org]HPMS Data Collection Field Manual states that States must avoid having no sample in a traffic volume group with mileage in the State. [Source: www.fhwa.dot.gov]The Lean & Energy Toolkit suggests reducing total vehicle miles traveled and overall idling time for all vehicles. [Source: 19january2017snapshot.epa.gov] 2016-12-19: In 2015, 91 percent of the miles traveled in the United States were by passenger vehicles. [Source: www.fhwa.dot.gov]; In 2015, 91% of miles traveled in the United States were by passenger vehicles. [Source: www.fhwa.dot.gov]; In 2016, vehicle miles traveled on New Mexico's roadways decreased by 2.6% from federal FY2014 and 6.3% from 2013. [Source: www.nmlegis.gov] 2016-12-12: In 2015, the estimated individual monthly motor vehicle travel in the United States was 15.9 billion vehicle-miles of travel on rural interstates. [Source]; In 2022, 3,308 people were killed in motor vehicle crashes involving distracted driving in the United States. [Source]; Traffic data is used to calculate Annual Average Daily Traffic (AADT), Design Hourly Volume (DHS), average travel speed, and to forecast future traffic. [Source]; Yearly statistics on traffic fatalities involving children are available from the National Highway Traffic Safety Administration (NHTSA). [Source]; The saturation flow rate is an important factor in traffic signal design and operations. [Source]; In 2022, 3,308 people were killed in motor vehicle crashes involving distracted drivers in the United States. [Source: NHTSA]; As of 2016, Waymo has driven millions of miles to pave the way for the autonomous vehicle industry. [Source: Waymo]; In 2014, roughly 32,000 people were killed in motor vehicle crashes in the United States. [Source: ScienceDirect]; California's vehicle miles traveled have barely changed since 2004, despite an approximately 8.5% population growth. [Source: Online UC Press] 2016-12-05: The Federal Highway Administration has a 14-year dataset of continuous permanent volume traffic sites in the United States. [Source]; The USDOT's FASTLANE Grant Program uses a model that interpolates traffic volumes and travel speeds between the points of measurement. [Source]; The StealthStat provides information such as travel direction, average speed, high and low speeds, and traffic volume, which helps identify potential needs for traffic management. [Source]; Idaho has transportation restrictions, including Red Routes, which have daylight travel restrictions until 2 pm on Fridays, and no travel on Saturdays and Sundays due to low traffic volumes. [Source]; In Pennsylvania, two travel lanes are sufficient to accommodate normal traffic volumes on local rural road systems, but factors like road geometry and traffic volume can affect this. [Source]; Research by the Safe Routes Partnership found that walkability, traffic speed/volume, access/proximity to recreation resources, land-use mix, and residential density affect mode share and travel behavior. [Source]; Last year, 53 billion miles were traveled on the state highway system in Missouri, an increase of 1 billion miles. [Source: www.modot.org];\"]"}
{"batch_x": [276991.0, 285160.0, 279213.0, 262039.0, 275610.0, 255154.0, 264778.0, 242600.0], "batch_y": [225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0], "batch_x_timestamps_datetime64_ns": [1464739200000000000, 1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000], "batch_y_timestamps_datetime64_ns": [1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.08356164395809174], [-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306]], "batch_text": "['Available facts are as follows: 2017-01-23: The Federal Highway Administration (FHWA) requires all state transportation agencies to submit traffic statistics annually as part of the National Highway System Designation Act. [Source]; The New Mexico Department of Transportation has published traffic monitoring standards. [Source]; The U.S. Department of Transportation is involved in planning and travel demand modeling. [Source]; The United States has a diversity of transit vehicle types, and transit agencies use various modes of transportation. [Source: www.transit.dot.gov]; In 2012, there were 6.6 licensed drivers per 100 people in the US population. [Source: apps.urban.org]; The US has a high rate of vehicle miles traveled, with 6.05 fatalities per 100 million vehicle miles traveled. [Source: crsreports.congress.gov]; The expansion of plug-in vehicle charging infrastructure will increase the use of electric vehicles in the US. [Source: usa.nissannews.com] 2017-01-16: In 2014, more than half of traffic fatalities in the United States resulted from roadway departure crashes. [Source: highways.dot.gov]; Ohio has one of the nation\\'s largest interstate highway systems, supporting the fifth-largest traffic volume and third-largest volume of truck travel. [Source: arcb.com]; In 2015, 84 percent of traffic volumes were accounted for by all other vehicles, but only 9 percent of traffic loads. [Source: www.fhwa.dot.gov]; Crude by rail volumes have increased significantly since 2009 due to a sharp rise in U.S. crude oil production associated with \"fracking\" and high oil prices. [Source: www.railserve.com]; Vehicle miles traveled (VMT) increased in the 1970s and 1980s due to the rise in employment rate among women. [Source: highways.dot.gov]; In the United States and Canada, 74% of miles driven on electric vehicles were electric vehicle miles traveled (eVMT) between October 2013 and September 2014. [Source: ww2.arb.ca.gov]; The MOVES team continually works on reducing greenhouse gas emissions through vehicle miles traveled (VMT) reductions or electric vehicle (EV) market penetration in the United States. [Source: crp.trb.org]; In 2016, personal automobile sales and U.S. vehicle miles traveled (VMT) stood at all-time highs. [Source: rudermanfoundation.org] 2017-01-09: The New York State-owned and maintained NY 443/Delaware Avenue in the Town of Bethlehem has traffic volume and motor vehicle travel speeds that need to be considered. [Source]; The United States has freight traffic facts and figures, with resources including Waterborne Transportation Lines of the United States, Volume, and National Transportation Statistics. [Source]; U.S. 30 in Whitley County, Indiana has significant traffic volume, representing the long-standing importance of the route. [Source]; The United States has traffic count tables for intermediate traffic counts, with distances interpolated from table values based on actual traffic count. [Source]; The Beyond Traffic 2045 Final Report highlights transportation challenges the United States will face over the next three decades, including travel safety. [Source]; The United States has a road system designed for a population of 168.9 million in 1955, but the population has grown, leading to increased Vehicle Miles Traveled (VMT) outpacing economic growth (GDP). [Source: rosap.ntl.bts.gov]; Despite increasing population and VMT, U.S. cities have improved air quality due to technology sparked by standards. [Source: 19january2017snapshot.epa.gov]; Arkansas is the fifth-most dangerous state for drivers, with 1.52 deaths per 100 million vehicle miles traveled. [Source: www.history.com]; The Mobile Combustion module-based CO2 calculations provide detail by transportation mode not available in the CO2FFC module. [Source: www.epa.gov]; The share of highway vehicle-miles traveled by vehicle type is shown in Figure 3-9 of the FREIGHT FACTS AND FIGURES report. [Source: www.bts.gov] 2017-01-02: The United States Department of Transportation collects surveys on traffic counts, trip purpose, demographics, and top routes at the state and national levels. [Source: www.streetlightdata.com]; The Annual Average Daily Traffic (AADT) measures the number of vehicles traveling on a certain road segment. [Source: en.wikipedia.org]; In 2015, airport delays in the US were caused by factors such as weather, air traffic control, and security, with weather being the leading cause. [Source: www.bts.dot.gov]; The growth of Vehicle Miles Traveled (VMT) in the United States has been revised downward for 2015. [Source: frontiergroup.org]; The Countywide ExpressLanes Strategic Plan aims to generate travel time savings, more reliable trip times, and reduced congestion in Los Angeles. [Source: libraryarchives.metro.net]; In the United States, vehicle miles traveled (VMT) and distance traveled are significant factors in the country\\'s transportation system. [Source: www.its.dot.gov]; In the US, most trips are short, with 40% of trips being less than 2 miles and 70% being less than 10 miles. [Source: www.nj.gov]; The number of private vehicles in the US has been growing at an average rate of 2.3% per year since 1970, while miles-traveled per vehicle has been trending slowly upwards. [Source: globalchange.mit.edu];'\n 'Available facts are as follows: 2017-01-23: The Federal Highway Administration (FHWA) requires all state transportation agencies to submit traffic statistics annually as part of the National Highway System Designation Act. [Source]; The New Mexico Department of Transportation has published traffic monitoring standards. [Source]; The U.S. Department of Transportation is involved in planning and travel demand modeling. [Source]; The United States has a diversity of transit vehicle types, and transit agencies use various modes of transportation. [Source: www.transit.dot.gov]; In 2012, there were 6.6 licensed drivers per 100 people in the US population. [Source: apps.urban.org]; The US has a high rate of vehicle miles traveled, with 6.05 fatalities per 100 million vehicle miles traveled. [Source: crsreports.congress.gov]; The expansion of plug-in vehicle charging infrastructure will increase the use of electric vehicles in the US. [Source: usa.nissannews.com] 2017-01-16: In 2014, more than half of traffic fatalities in the United States resulted from roadway departure crashes. [Source: highways.dot.gov]; Ohio has one of the nation\\'s largest interstate highway systems, supporting the fifth-largest traffic volume and third-largest volume of truck travel. [Source: arcb.com]; In 2015, 84 percent of traffic volumes were accounted for by all other vehicles, but only 9 percent of traffic loads. [Source: www.fhwa.dot.gov]; Crude by rail volumes have increased significantly since 2009 due to a sharp rise in U.S. crude oil production associated with \"fracking\" and high oil prices. [Source: www.railserve.com]; Vehicle miles traveled (VMT) increased in the 1970s and 1980s due to the rise in employment rate among women. [Source: highways.dot.gov]; In the United States and Canada, 74% of miles driven on electric vehicles were electric vehicle miles traveled (eVMT) between October 2013 and September 2014. [Source: ww2.arb.ca.gov]; The MOVES team continually works on reducing greenhouse gas emissions through vehicle miles traveled (VMT) reductions or electric vehicle (EV) market penetration in the United States. [Source: crp.trb.org]; In 2016, personal automobile sales and U.S. vehicle miles traveled (VMT) stood at all-time highs. [Source: rudermanfoundation.org] 2017-01-09: The New York State-owned and maintained NY 443/Delaware Avenue in the Town of Bethlehem has traffic volume and motor vehicle travel speeds that need to be considered. [Source]; The United States has freight traffic facts and figures, with resources including Waterborne Transportation Lines of the United States, Volume, and National Transportation Statistics. [Source]; U.S. 30 in Whitley County, Indiana has significant traffic volume, representing the long-standing importance of the route. [Source]; The United States has traffic count tables for intermediate traffic counts, with distances interpolated from table values based on actual traffic count. [Source]; The Beyond Traffic 2045 Final Report highlights transportation challenges the United States will face over the next three decades, including travel safety. [Source]; The United States has a road system designed for a population of 168.9 million in 1955, but the population has grown, leading to increased Vehicle Miles Traveled (VMT) outpacing economic growth (GDP). [Source: rosap.ntl.bts.gov]; Despite increasing population and VMT, U.S. cities have improved air quality due to technology sparked by standards. [Source: 19january2017snapshot.epa.gov]; Arkansas is the fifth-most dangerous state for drivers, with 1.52 deaths per 100 million vehicle miles traveled. [Source: www.history.com]; The Mobile Combustion module-based CO2 calculations provide detail by transportation mode not available in the CO2FFC module. [Source: www.epa.gov]; The share of highway vehicle-miles traveled by vehicle type is shown in Figure 3-9 of the FREIGHT FACTS AND FIGURES report. [Source: www.bts.gov] 2017-01-02: The United States Department of Transportation collects surveys on traffic counts, trip purpose, demographics, and top routes at the state and national levels. [Source: www.streetlightdata.com]; The Annual Average Daily Traffic (AADT) measures the number of vehicles traveling on a certain road segment. [Source: en.wikipedia.org]; In 2015, airport delays in the US were caused by factors such as weather, air traffic control, and security, with weather being the leading cause. [Source: www.bts.dot.gov]; The growth of Vehicle Miles Traveled (VMT) in the United States has been revised downward for 2015. [Source: frontiergroup.org]; The Countywide ExpressLanes Strategic Plan aims to generate travel time savings, more reliable trip times, and reduced congestion in Los Angeles. [Source: libraryarchives.metro.net]; In the United States, vehicle miles traveled (VMT) and distance traveled are significant factors in the country\\'s transportation system. [Source: www.its.dot.gov]; In the US, most trips are short, with 40% of trips being less than 2 miles and 70% being less than 10 miles. [Source: www.nj.gov]; The number of private vehicles in the US has been growing at an average rate of 2.3% per year since 1970, while miles-traveled per vehicle has been trending slowly upwards. [Source: globalchange.mit.edu];']"}
{"batch_x": [285160.0, 279213.0, 262039.0, 275610.0, 255154.0, 264778.0, 242600.0, 225644.0], "batch_y": [268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0], "batch_x_timestamps_datetime64_ns": [1467331200000000000, 1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000], "batch_y_timestamps_datetime64_ns": [1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438]], "batch_text": "[\"Available facts are as follows: 2017-02-20: In 2016, 3.2 trillion miles were driven on U.S. roads, showing an increase in traffic volume. [Source: www.fhwa.dot.gov]; The median island reduces traffic volume on the roadway by restricting through vehicle movement. [Source: highways.dot.gov]; There are 247 datasets available on traffic data on data.world, including traffic volume counts and travel time data. [Source: data.world]; In 2016, drivers in the US put a record 3.22 trillion miles on the nation's roads, up 2.8 percent from 3.1 trillion miles in 2015. [Source: www.npr.org]; The increase in vehicle miles traveled versus the increase in roadway miles from 1980 to 2017 shows a significant gap, with vehicle miles traveled increasing at a much faster rate. [Source: ops.fhwa.dot.gov] 2017-02-13: The average daily traffic count on 7th Avenue, N, Carefree Highway in Maricopa County, AZ was 6778 in 2008. [Source: www.maricopa.gov]; CAMPO projects average annual daily traffic volume growth rates of 1.4 percent along SH 71, west of RM 620, and of 1.3 percent along US 183. [Source: ftp.dot.state.tx.us]; Fatality rates on West Virginia roads are 2.24 per 100 million vehicle miles of travel, significantly higher than the state's overall rate of 0.81. [Source: tripnet.org] 2017-02-06: The United States government tracks weekly traffic volume, with 23 recent views on the dataset. [Source: catalog.data.gov]; Denser areas have higher levels of traffic volume, which can affect air quality and exercise-related health. [Source: ijbnpa.biomedcentral.com]; The United States Office of Management defines a measurement of traffic volume in a market. [Source: oaaa.org]; The Federal Highway Administration provides resources for traffic analysis and decision support methodology. [Source: ops.fhwa.dot.gov]; In 2016, the most vehicle-miles driven was recorded in the United States, with an increase in miles of major highways across 35 states. [Source: archive.curbed.com]; The New York State Department of Transportation (NYSDOT) provides traffic data, including vehicle miles traveled data for each state. [Source: catalog.data.gov] 2017-01-30: The volume of commercial motor vehicle traffic in the State was collected by State DOT travel in 2012. [Source]; Reducing the volume of total travel, often measured as vehicle miles of travel (VMT), is one way to address traffic concerns. [Source]; Delay is the time lost by a vehicle due to causes beyond the control of the driver, and traffic volume is the number of vehicles passing a point on a highway. [Source]; TxDOT maintains a statewide, automated database for reportable motor vehicle traffic crashes received by TxDOT. [Source]; Annual summary reports of Texas crash data are available. [Source]; Signalized intersections have differences in traffic volumes, travel speeds, traffic signal operations, intersection geometry, and vehicle-bicycle-pedestrian interactions. [Source]; The goal of signal system timing is to allow vehicle platoons to travel along a corridor in the primary direction of traffic flow with a minimum of stops/delays at intersections. [Source]; Route 20 E Corridor Study in Marlborough has moderate traffic volumes, and vehicle travel speeds are generally higher than in other segments. [Source]; The Bureau of Transportation Statistics tracks container port volumes, with Figure 3 displaying the 2015 TEU volumes for the top 25 U.S. container ports. [Source]; The Truck Harmonization Study Final Report discusses harmonizing truck size and weight regulations with states in the Western States Transportation Alliance. [Source]; In the United States, the long-term trend has been for vehicle travel to increase. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key measure of congestion on roadways, particularly freeways, across the United States. [Source: ops.fhwa.dot.gov]; The Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source: www.michigan.gov]; United States Route 20 is a cross-country highway. [Source: www.ctps.org];\"\n \"Available facts are as follows: 2017-02-20: In 2016, 3.2 trillion miles were driven on U.S. roads, showing an increase in traffic volume. [Source: www.fhwa.dot.gov]; The median island reduces traffic volume on the roadway by restricting through vehicle movement. [Source: highways.dot.gov]; There are 247 datasets available on traffic data on data.world, including traffic volume counts and travel time data. [Source: data.world]; In 2016, drivers in the US put a record 3.22 trillion miles on the nation's roads, up 2.8 percent from 3.1 trillion miles in 2015. [Source: www.npr.org]; The increase in vehicle miles traveled versus the increase in roadway miles from 1980 to 2017 shows a significant gap, with vehicle miles traveled increasing at a much faster rate. [Source: ops.fhwa.dot.gov] 2017-02-13: The average daily traffic count on 7th Avenue, N, Carefree Highway in Maricopa County, AZ was 6778 in 2008. [Source: www.maricopa.gov]; CAMPO projects average annual daily traffic volume growth rates of 1.4 percent along SH 71, west of RM 620, and of 1.3 percent along US 183. [Source: ftp.dot.state.tx.us]; Fatality rates on West Virginia roads are 2.24 per 100 million vehicle miles of travel, significantly higher than the state's overall rate of 0.81. [Source: tripnet.org] 2017-02-06: The United States government tracks weekly traffic volume, with 23 recent views on the dataset. [Source: catalog.data.gov]; Denser areas have higher levels of traffic volume, which can affect air quality and exercise-related health. [Source: ijbnpa.biomedcentral.com]; The United States Office of Management defines a measurement of traffic volume in a market. [Source: oaaa.org]; The Federal Highway Administration provides resources for traffic analysis and decision support methodology. [Source: ops.fhwa.dot.gov]; In 2016, the most vehicle-miles driven was recorded in the United States, with an increase in miles of major highways across 35 states. [Source: archive.curbed.com]; The New York State Department of Transportation (NYSDOT) provides traffic data, including vehicle miles traveled data for each state. [Source: catalog.data.gov] 2017-01-30: The volume of commercial motor vehicle traffic in the State was collected by State DOT travel in 2012. [Source]; Reducing the volume of total travel, often measured as vehicle miles of travel (VMT), is one way to address traffic concerns. [Source]; Delay is the time lost by a vehicle due to causes beyond the control of the driver, and traffic volume is the number of vehicles passing a point on a highway. [Source]; TxDOT maintains a statewide, automated database for reportable motor vehicle traffic crashes received by TxDOT. [Source]; Annual summary reports of Texas crash data are available. [Source]; Signalized intersections have differences in traffic volumes, travel speeds, traffic signal operations, intersection geometry, and vehicle-bicycle-pedestrian interactions. [Source]; The goal of signal system timing is to allow vehicle platoons to travel along a corridor in the primary direction of traffic flow with a minimum of stops/delays at intersections. [Source]; Route 20 E Corridor Study in Marlborough has moderate traffic volumes, and vehicle travel speeds are generally higher than in other segments. [Source]; The Bureau of Transportation Statistics tracks container port volumes, with Figure 3 displaying the 2015 TEU volumes for the top 25 U.S. container ports. [Source]; The Truck Harmonization Study Final Report discusses harmonizing truck size and weight regulations with states in the Western States Transportation Alliance. [Source]; In the United States, the long-term trend has been for vehicle travel to increase. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key measure of congestion on roadways, particularly freeways, across the United States. [Source: ops.fhwa.dot.gov]; The Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source: www.michigan.gov]; United States Route 20 is a cross-country highway. [Source: www.ctps.org];\"]"}
{"batch_x": [279213.0, 262039.0, 275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0], "batch_y": [272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0, 258159.0], "batch_x_timestamps_datetime64_ns": [1470009600000000000, 1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000], "batch_y_timestamps_datetime64_ns": [1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, 0.08356164395809174], [-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653]], "batch_text": "[\"Available facts are as follows: 2017-03-20: NYSDOT conducts very few traffic counts itself, taking around 2 percent of the counts, and local agencies send both types of counts to states. [Source]; States are implementing innovative solutions such as allowing traffic to use freeway shoulders as travel lanes on a part-time basis. [Source]; Local agencies upload short-duration traffic count data directly into the system, and states can use this data for traffic monitoring. [Source]; Traffic patterns in Chicago show that traffic begins to slow in the evenings, and yellow lines indicate traffic volume lies between green and red. [Source]; Marr Traffic Data Collection provides services such as turn counts, traffic surveys, and travel-time studies to State Departments of Transportation throughout the U.S. [Source]; Professional sporting events can affect traffic volume and congestion measures, especially in large cities with MLB teams. [Source]; The federal Department of Transportation (DOT) needs statistics on commuting and journey to work to ensure compliance with transportation policies. [Source]; Pedestrian Report Card Assessment (PRCA) evaluates the factors that influence the level of service (LOS) for pedestrians, which is different from other travel modes. [Source]; In South Carolina, the fatality rate on rural roads is 3.82 fatalities per 100 million vehicle miles of travel, which is 3.7 times greater than on all other roads in the state. [Source]; In Nevada, the traffic fatalities are measured by the number of fatalities per annual vehicle miles traveled. [Source]; In New York, the Department of Transportation aims to count at least 10 percent of the mileage in each of its vehicle miles traveled (VMT) estimation. [Source] 2017-03-13: The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) reported that U.S. airlines carried an all-time high number of passengers in 2016. [Source: www.bts.gov]; Low-volume roads (traffic volumes generally less than 400 vehicles per day) make up a significant percentage of the routes such goods and materials travel. [Source: www.nesdis.noaa.gov]; The United States Department of Transportation, Federal Highway Administration, published the Manual on Uniform Traffic Control Devices (MUTCD) in 2012. [Source: www.sandiego.gov]; Vehicle Miles Traveled (VMT) is a standard measure of traffic and transportation. [Source: nitc.trec.pdx.edu]; The I-15 corridor system in the United States extends over 1,470 miles through multiple states. [Source: i15alliance.org]; Oregon's weight-mile tax is one of the most sophisticated charging schemes among its peer states. [Source: rosap.ntl.bts.gov] 2017-03-06: The Transportation Safety Institute provides courses for all modes of travel, covering the transport of people or material, with a goal to provide the most up-to-date training possible. [Source: www.transportation.gov]; The Solid Waste Management Division in Springfield, MO receives a large volume of vehicle traffic each day through their facility. [Source: www.springfieldmo.gov]; INRIX identifies the top 10 U.S. cities for highly autonomous vehicles, considering factors such as traffic congestion, decreased emissions, and lower-cost mobility. [Source: inrix.com]; The air transportation industry in the United States has a significant impact on economic productivity, with over 27,000 flights per year. [Source: www.bls.gov]; The Minimum Design Guidelines for roads in Louisiana consider factors such as average daily traffic, approach travel lanes, and shoulder width. [Source: www.dotd.la.gov]; By 2030, vehicle miles traveled in Boston are expected to increase by 5% due to growth in population, despite a 25% decrease in GHG emissions. [Source: www.boston.gov]; The United States Department of Transportation supports the use of Vehicle Miles Traveled (VMT) as a new analysis metric. [Source: dot.ca.gov] 2017-02-27: In 2014, person-miles of travel (PMT) in the United States was roughly 5.4 trillion, with nearly 70 percent of which was in cars or other personal vehicles. [Source: www.bts.gov]; The Pennsylvania Department of Transportation recently released traffic volume maps for its state roads and highways. [Source: www.lehighvalleylive.com]; Columbus has been ranked 15th largest city in the United States since 2000, with high volumes of traffic traveling at high speeds. [Source: www.columbus.gov]; Total Annual VMT in the US is projected to increase from 1980 to 2040, with a significant portion of person-miles of travel (PMT) being in cars or other personal vehicles. [Source: www.codot.gov, www.bts.gov]; In 2014, person-miles of travel (PMT) in the US was roughly 5.4 trillion, with nearly 70% of which was in cars or other personal vehicles. [Source: www.bts.gov]; The US Department of Transportation's Connected Vehicle program is working with state and local transportation agencies to improve transportation systems. [Source: www.itskrs.its.dot.gov]; Moving existing transit assets to a state of good repair would require an annualized investment of $18.5 billion through the year 2030. [Source: www.bts.gov];\"\n \"Available facts are as follows: 2017-03-20: NYSDOT conducts very few traffic counts itself, taking around 2 percent of the counts, and local agencies send both types of counts to states. [Source]; States are implementing innovative solutions such as allowing traffic to use freeway shoulders as travel lanes on a part-time basis. [Source]; Local agencies upload short-duration traffic count data directly into the system, and states can use this data for traffic monitoring. [Source]; Traffic patterns in Chicago show that traffic begins to slow in the evenings, and yellow lines indicate traffic volume lies between green and red. [Source]; Marr Traffic Data Collection provides services such as turn counts, traffic surveys, and travel-time studies to State Departments of Transportation throughout the U.S. [Source]; Professional sporting events can affect traffic volume and congestion measures, especially in large cities with MLB teams. [Source]; The federal Department of Transportation (DOT) needs statistics on commuting and journey to work to ensure compliance with transportation policies. [Source]; Pedestrian Report Card Assessment (PRCA) evaluates the factors that influence the level of service (LOS) for pedestrians, which is different from other travel modes. [Source]; In South Carolina, the fatality rate on rural roads is 3.82 fatalities per 100 million vehicle miles of travel, which is 3.7 times greater than on all other roads in the state. [Source]; In Nevada, the traffic fatalities are measured by the number of fatalities per annual vehicle miles traveled. [Source]; In New York, the Department of Transportation aims to count at least 10 percent of the mileage in each of its vehicle miles traveled (VMT) estimation. [Source] 2017-03-13: The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) reported that U.S. airlines carried an all-time high number of passengers in 2016. [Source: www.bts.gov]; Low-volume roads (traffic volumes generally less than 400 vehicles per day) make up a significant percentage of the routes such goods and materials travel. [Source: www.nesdis.noaa.gov]; The United States Department of Transportation, Federal Highway Administration, published the Manual on Uniform Traffic Control Devices (MUTCD) in 2012. [Source: www.sandiego.gov]; Vehicle Miles Traveled (VMT) is a standard measure of traffic and transportation. [Source: nitc.trec.pdx.edu]; The I-15 corridor system in the United States extends over 1,470 miles through multiple states. [Source: i15alliance.org]; Oregon's weight-mile tax is one of the most sophisticated charging schemes among its peer states. [Source: rosap.ntl.bts.gov] 2017-03-06: The Transportation Safety Institute provides courses for all modes of travel, covering the transport of people or material, with a goal to provide the most up-to-date training possible. [Source: www.transportation.gov]; The Solid Waste Management Division in Springfield, MO receives a large volume of vehicle traffic each day through their facility. [Source: www.springfieldmo.gov]; INRIX identifies the top 10 U.S. cities for highly autonomous vehicles, considering factors such as traffic congestion, decreased emissions, and lower-cost mobility. [Source: inrix.com]; The air transportation industry in the United States has a significant impact on economic productivity, with over 27,000 flights per year. [Source: www.bls.gov]; The Minimum Design Guidelines for roads in Louisiana consider factors such as average daily traffic, approach travel lanes, and shoulder width. [Source: www.dotd.la.gov]; By 2030, vehicle miles traveled in Boston are expected to increase by 5% due to growth in population, despite a 25% decrease in GHG emissions. [Source: www.boston.gov]; The United States Department of Transportation supports the use of Vehicle Miles Traveled (VMT) as a new analysis metric. [Source: dot.ca.gov] 2017-02-27: In 2014, person-miles of travel (PMT) in the United States was roughly 5.4 trillion, with nearly 70 percent of which was in cars or other personal vehicles. [Source: www.bts.gov]; The Pennsylvania Department of Transportation recently released traffic volume maps for its state roads and highways. [Source: www.lehighvalleylive.com]; Columbus has been ranked 15th largest city in the United States since 2000, with high volumes of traffic traveling at high speeds. [Source: www.columbus.gov]; Total Annual VMT in the US is projected to increase from 1980 to 2040, with a significant portion of person-miles of travel (PMT) being in cars or other personal vehicles. [Source: www.codot.gov, www.bts.gov]; In 2014, person-miles of travel (PMT) in the US was roughly 5.4 trillion, with nearly 70% of which was in cars or other personal vehicles. [Source: www.bts.gov]; The US Department of Transportation's Connected Vehicle program is working with state and local transportation agencies to improve transportation systems. [Source: www.itskrs.its.dot.gov]; Moving existing transit assets to a state of good repair would require an annualized investment of $18.5 billion through the year 2030. [Source: www.bts.gov];\"]"}
{"batch_x": [262039.0, 275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0], "batch_y": [281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0, 258159.0, 267958.0], "batch_x_timestamps_datetime64_ns": [1472688000000000000, 1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000], "batch_y_timestamps_datetime64_ns": [1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.1684931516647339], [-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2017-04-24: Approximately 81% of commuting workers in Bozeman, Montana drive alone to work. [Source: mdt.mt.gov]; Border delays cost the US and Canada due to inadequate infrastructure and tightened border security. [Source: www.smatstraffic.com]; Lane width, shoulder width, and shoulder type can affect traffic volume and accident rates. [Source: onlinepubs.trb.org]; Strategies to reduce air pollution exposure near high-volume roads include ARB programs. [Source: efiling.energy.ca.gov]; Trends in the 30th-hour factor show that 26 states have a factor of less than 15.0, regardless of traffic volume. [Source: onlinepubs.trb.org]; The Memphis MPO determines travel patterns and traffic counts for major roads in their respective states. [Source: memphismpo.org]; The State Route 89 Chino Valley to Forest Boundary project aims to improve traffic flow and reduce passing opportunities. [Source: azdot.gov]; In Kansas, there were 2.24 fatalities per 100 million vehicle miles of travel in 2017, which is higher than the national average of 0.50. [Source: tripnet.org] 2017-04-17: In 2017, traffic in the United States is 10 times that of passenger travel. [Source: www.bts.gov]; Interstate 94 experienced the highest traffic volumes, particularly along the southern stretch of the corridor, in addition to US 12 and US 41. [Source: illinoisepi.org]; As of 2017, shared mobility makes up about one percentage point of the 30 percent of annual vehicle miles traveled that it could currently address. [Source: www.mckinsey.com]; In 2017, there were 263,610,219 state-registered vehicles and 3,109,937 million miles traveled by vehicles in the United States. [Source: www.flexpostinc.com]; In 2017, 56,007 bridges in the United States were structurally deficient. [Source: www.zurichna.com] 2017-04-10: Traffic volume is a significant factor in traffic characteristics, and statistics on traffic volume are used in safety literature. [Source: highways.dot.gov]; The U.S. Department of Transportation's Federal Highway Administration provides data on connector traffic volume. [Source: ops.fhwa.dot.gov]; The Bureau of Transportation Statistics provides data on U.S. passenger-miles from 1975 to 2015. [Source: www.bts.gov]; The Iowa Department of Transportation provides open data on traffic volume. [Source: data.iowadot.gov]; Vehicle Miles Traveled (VMT) is a robust indicator of the transportation impact of new development and is used to align with state policy in conjunction with SB 743. [Source: homeforallsmc.org]; Transportation accounted for 77% of the nation's total CO2 emissions in the United States. [Source: www.transportation.gov]; The Strategic Intermodal System (SIS) highways accommodate 54% of total vehicle miles traveled (VMT), despite representing only 35% of state highway centerline miles. [Source: www.i95corridormobility.com]; State highway agencies own 29% of freight intermodal connectors, but they carry 59% of the total connector truck VMT. [Source: ops.fhwa.dot.gov]; New York City operates the largest municipal vehicle fleet in the U.S. and on-road transportation vehicle miles traveled (VMT) data is used to estimate greenhouse gas emissions. [Source: climatesmart.ny.gov] 2017-04-03: The UDOT Traffic Count map contains traffic statistics collected by the Transportation Monitoring Unit and developed and analyzed by the Traffic Analysis Section. [Source: www.arcgis.com]; The Transportation Security Administration (TSA) has specific guidelines for carrying breast milk, formula, and baby food through security checkpoints. [Source: www.tsa.gov]; The Pennsylvania Department of Transportation (PennDOT) is one of the largest agencies in the state, and construction projects may be affected by indirect factors such as traffic volume and contractor staffing. [Source: www.penndot.gov]; Research focuses on travel behavior, transport accessibility, and transportation performance, including counting visits and traffic. [Source: cuppa.uic.edu]; The Federal Highway Administration's (FHWA) Roadway Visibility Research Needs Assessment notes that traffic volume and roadway length are not provided in the FARS database. [Source: safety.fhwa.dot.gov]; The Regional Transportation System chapter recommends providing separate lanes for different speed traffic and considering pedestrian and cyclist safety. [Source: rvmpo.org]; The Michigan Mobility 2045 Plan aims to improve transportation in the state. [Source: www.michigan.gov]; The Urban Air Mobility Advisory Committee has submitted a report and recommendations in 2022. [Source: iiap.tti.tamu.edu]; Phone distraction is a significant factor in car crashes, with over half of crashes in a study involving phone distraction. [Source: www.cmtelematics.com]; Vehicle miles traveled (VMT) has decreased, leading to a decline in revenue from the state Motor Fuel Tax (MFT). [Source: www.cmap.illinois.gov];\"\n \"Available facts are as follows: 2017-04-24: Approximately 81% of commuting workers in Bozeman, Montana drive alone to work. [Source: mdt.mt.gov]; Border delays cost the US and Canada due to inadequate infrastructure and tightened border security. [Source: www.smatstraffic.com]; Lane width, shoulder width, and shoulder type can affect traffic volume and accident rates. [Source: onlinepubs.trb.org]; Strategies to reduce air pollution exposure near high-volume roads include ARB programs. [Source: efiling.energy.ca.gov]; Trends in the 30th-hour factor show that 26 states have a factor of less than 15.0, regardless of traffic volume. [Source: onlinepubs.trb.org]; The Memphis MPO determines travel patterns and traffic counts for major roads in their respective states. [Source: memphismpo.org]; The State Route 89 Chino Valley to Forest Boundary project aims to improve traffic flow and reduce passing opportunities. [Source: azdot.gov]; In Kansas, there were 2.24 fatalities per 100 million vehicle miles of travel in 2017, which is higher than the national average of 0.50. [Source: tripnet.org] 2017-04-17: In 2017, traffic in the United States is 10 times that of passenger travel. [Source: www.bts.gov]; Interstate 94 experienced the highest traffic volumes, particularly along the southern stretch of the corridor, in addition to US 12 and US 41. [Source: illinoisepi.org]; As of 2017, shared mobility makes up about one percentage point of the 30 percent of annual vehicle miles traveled that it could currently address. [Source: www.mckinsey.com]; In 2017, there were 263,610,219 state-registered vehicles and 3,109,937 million miles traveled by vehicles in the United States. [Source: www.flexpostinc.com]; In 2017, 56,007 bridges in the United States were structurally deficient. [Source: www.zurichna.com] 2017-04-10: Traffic volume is a significant factor in traffic characteristics, and statistics on traffic volume are used in safety literature. [Source: highways.dot.gov]; The U.S. Department of Transportation's Federal Highway Administration provides data on connector traffic volume. [Source: ops.fhwa.dot.gov]; The Bureau of Transportation Statistics provides data on U.S. passenger-miles from 1975 to 2015. [Source: www.bts.gov]; The Iowa Department of Transportation provides open data on traffic volume. [Source: data.iowadot.gov]; Vehicle Miles Traveled (VMT) is a robust indicator of the transportation impact of new development and is used to align with state policy in conjunction with SB 743. [Source: homeforallsmc.org]; Transportation accounted for 77% of the nation's total CO2 emissions in the United States. [Source: www.transportation.gov]; The Strategic Intermodal System (SIS) highways accommodate 54% of total vehicle miles traveled (VMT), despite representing only 35% of state highway centerline miles. [Source: www.i95corridormobility.com]; State highway agencies own 29% of freight intermodal connectors, but they carry 59% of the total connector truck VMT. [Source: ops.fhwa.dot.gov]; New York City operates the largest municipal vehicle fleet in the U.S. and on-road transportation vehicle miles traveled (VMT) data is used to estimate greenhouse gas emissions. [Source: climatesmart.ny.gov] 2017-04-03: The UDOT Traffic Count map contains traffic statistics collected by the Transportation Monitoring Unit and developed and analyzed by the Traffic Analysis Section. [Source: www.arcgis.com]; The Transportation Security Administration (TSA) has specific guidelines for carrying breast milk, formula, and baby food through security checkpoints. [Source: www.tsa.gov]; The Pennsylvania Department of Transportation (PennDOT) is one of the largest agencies in the state, and construction projects may be affected by indirect factors such as traffic volume and contractor staffing. [Source: www.penndot.gov]; Research focuses on travel behavior, transport accessibility, and transportation performance, including counting visits and traffic. [Source: cuppa.uic.edu]; The Federal Highway Administration's (FHWA) Roadway Visibility Research Needs Assessment notes that traffic volume and roadway length are not provided in the FARS database. [Source: safety.fhwa.dot.gov]; The Regional Transportation System chapter recommends providing separate lanes for different speed traffic and considering pedestrian and cyclist safety. [Source: rvmpo.org]; The Michigan Mobility 2045 Plan aims to improve transportation in the state. [Source: www.michigan.gov]; The Urban Air Mobility Advisory Committee has submitted a report and recommendations in 2022. [Source: iiap.tti.tamu.edu]; Phone distraction is a significant factor in car crashes, with over half of crashes in a study involving phone distraction. [Source: www.cmtelematics.com]; Vehicle miles traveled (VMT) has decreased, leading to a decline in revenue from the state Motor Fuel Tax (MFT). [Source: www.cmap.illinois.gov];\"]"}
{"batch_x": [275610.0, 255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0], "batch_y": [280290.0, 288566.0, 282558.0, 265212.0, 278888.0, 258159.0, 267958.0, 243483.0], "batch_x_timestamps_datetime64_ns": [1475280000000000000, 1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000], "batch_y_timestamps_datetime64_ns": [1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.250684916973114], [-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2017-05-22: Objective facts about the Traffic and Transportation situation:The FHWA regulations require traffic volume estimation and modeling for noise analysis [Source: www.dot.state.mn.us].In the United States, the Institute for Transportation and Transportation Policy & Planning collects traffic volume data [Source: www.accessmagazine.org].State officials expect over 2.3 million vehicles on the turnpike from Friday to Monday during the Memorial Day holiday [Source: www.timesonline.com].Nearly 1 million people in New Jersey are expected to travel during the Memorial Day weekend, with a 4.6% increase in air travel from 2016 [Source: www.dailyrecord.com].The Highway Capacity Manual (HCM6) defines capacity as the amount of traffic that can be processed, such as vehicles per hour per lane [Source: nap.nationalacademies.org].; The Fee for transportation improvement was calculated by dividing the cost of transportation by Vehicle Miles Travelled (VMT) by net new trips. [Source: www.cityofpasadena.net]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic and transportation. [Source: multiple sources]; A reduction in the growth of VMT is needed to achieve the 2030 target. [Source: www.hoover.org]; Fatal Accidents Per 100 Million Vehicle Miles Traveled (VMT) have been mapped in the US from 1980 to 2015. [Source: thedataface.com]; The U.S. Department of Energy (DOE) is supporting a national partnership to launch the Affordable Mobility project. [Source: forthmobility.org] 2017-05-15: The traffic volume data for every roadway in the Commonwealth of Virginia is available, and the latest data is from 2017. [Source: www.arcgis.com]; The Village of Estero Area-Wide Traffic Study considered traffic volumes associated with approved developments in the area and found that US 41 is a state highway with a peak hour traffic volume of 1,900 vehicles per hour in the eastbound direction. [Source: estero-fl.gov]; The Highway Traffic Noise Assessment Manual provides information sources for traffic volumes, traffic speed, traffic composition, and pavement type. [Source: idot.illinois.gov]; In 2016, total miles driven on public roads in the U.S. increased. [Source: www.transportation.gov]; Annually, vehicle miles traveled (VMT) in the national parks is estimated to be in excess of 2.4 billion. [Source: www.nps.gov]; Vehicle miles traveled (VMT) is useful for measuring the amount of transportation. [Source: denvergov.org]; U.S. urban highways tend to accommodate more than double the vehicle miles traveled compared to rural highways. [Source: nca2018.globalchange.gov] 2017-05-08: According to the Alaska Visitor Statistics Program, out-of-state visitors exiting Alaska are counted by transportation mode. [Source: dot.alaska.gov]; The OKLAHOMA TRANSPORTATION BY THE NUMBERS report provides traffic volume trends for 2016. [Source: tripnet.org]; The DANIEL WEBSTER HIGHWAY report shows daily traffic volumes ranging from 13,000 to 21,000. [Source: cms5.revize.com]; The Georgia Department of Transportation analyzes current and anticipated traffic volumes to determine road design requirements. [Source: mydocs.dot.ga.gov]; Oklahoma has a higher fatality rate on rural roads, with 2.21 fatalities per 100 million vehicle miles of travel compared to 0.91 on all other roads. [Source: tripnet.org]; Metro Mobility's purchased transportation service reported 2.21 million vehicle revenue miles, 4.35 million passenger miles traveled, and $12.35 million in operating expenses. [Source: www.osa.state.mn.us]; In the United States, a typical vehicle is driven around 13,476 miles per year. [Source: www.sharedmobility.news]; Studies of express lanes in California show that about one-quarter of the vehicles in toll lanes belong to high-income individuals. [Source: www.mobilityauthority.com] 2017-05-01: The Iowa Department of Transportation provides traffic volume data for all roadways and turning movement counts for select intersections. [Source: iowadot.gov]; The National Association of City Transportation Officials recommends lane widths based on traffic volume and road type. [Source: nacto.org]; The Iowa Department of Transportation publishes reports on traffic volume on the Primary Road System, used by federal, state, and local governments. [Source: iowadot.gov]; The City of New Rochelle has a Residential Speed Hump Program to reduce speed and volume of traffic. [Source: www.newrochelleny.com]; The Transportation Impact Analysis Manual provides guidelines for conducting traffic volume counts and making data available online. [Source: flagstaff.az.gov]; The Route 9 Safety and Livability Study in Northampton, MA, collected data on daily traffic volumes, peak hour traffic volumes, and vehicle travel speed. [Source: www.northamptonma.gov]; The Central Florida Expressway Authority publishes a Traffic Data & Statistics Manual with summarized data on traffic volumes and characteristics. [Source: www.cfxway.com]; By 2030, 95% of U.S. car miles will be traveled in self-driving, electric, shared vehicles, indicating a major transportation disruption. [Source: www.rethinkx.com];\"\n \"Available facts are as follows: 2017-05-22: Objective facts about the Traffic and Transportation situation:The FHWA regulations require traffic volume estimation and modeling for noise analysis [Source: www.dot.state.mn.us].In the United States, the Institute for Transportation and Transportation Policy & Planning collects traffic volume data [Source: www.accessmagazine.org].State officials expect over 2.3 million vehicles on the turnpike from Friday to Monday during the Memorial Day holiday [Source: www.timesonline.com].Nearly 1 million people in New Jersey are expected to travel during the Memorial Day weekend, with a 4.6% increase in air travel from 2016 [Source: www.dailyrecord.com].The Highway Capacity Manual (HCM6) defines capacity as the amount of traffic that can be processed, such as vehicles per hour per lane [Source: nap.nationalacademies.org].; The Fee for transportation improvement was calculated by dividing the cost of transportation by Vehicle Miles Travelled (VMT) by net new trips. [Source: www.cityofpasadena.net]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic and transportation. [Source: multiple sources]; A reduction in the growth of VMT is needed to achieve the 2030 target. [Source: www.hoover.org]; Fatal Accidents Per 100 Million Vehicle Miles Traveled (VMT) have been mapped in the US from 1980 to 2015. [Source: thedataface.com]; The U.S. Department of Energy (DOE) is supporting a national partnership to launch the Affordable Mobility project. [Source: forthmobility.org] 2017-05-15: The traffic volume data for every roadway in the Commonwealth of Virginia is available, and the latest data is from 2017. [Source: www.arcgis.com]; The Village of Estero Area-Wide Traffic Study considered traffic volumes associated with approved developments in the area and found that US 41 is a state highway with a peak hour traffic volume of 1,900 vehicles per hour in the eastbound direction. [Source: estero-fl.gov]; The Highway Traffic Noise Assessment Manual provides information sources for traffic volumes, traffic speed, traffic composition, and pavement type. [Source: idot.illinois.gov]; In 2016, total miles driven on public roads in the U.S. increased. [Source: www.transportation.gov]; Annually, vehicle miles traveled (VMT) in the national parks is estimated to be in excess of 2.4 billion. [Source: www.nps.gov]; Vehicle miles traveled (VMT) is useful for measuring the amount of transportation. [Source: denvergov.org]; U.S. urban highways tend to accommodate more than double the vehicle miles traveled compared to rural highways. [Source: nca2018.globalchange.gov] 2017-05-08: According to the Alaska Visitor Statistics Program, out-of-state visitors exiting Alaska are counted by transportation mode. [Source: dot.alaska.gov]; The OKLAHOMA TRANSPORTATION BY THE NUMBERS report provides traffic volume trends for 2016. [Source: tripnet.org]; The DANIEL WEBSTER HIGHWAY report shows daily traffic volumes ranging from 13,000 to 21,000. [Source: cms5.revize.com]; The Georgia Department of Transportation analyzes current and anticipated traffic volumes to determine road design requirements. [Source: mydocs.dot.ga.gov]; Oklahoma has a higher fatality rate on rural roads, with 2.21 fatalities per 100 million vehicle miles of travel compared to 0.91 on all other roads. [Source: tripnet.org]; Metro Mobility's purchased transportation service reported 2.21 million vehicle revenue miles, 4.35 million passenger miles traveled, and $12.35 million in operating expenses. [Source: www.osa.state.mn.us]; In the United States, a typical vehicle is driven around 13,476 miles per year. [Source: www.sharedmobility.news]; Studies of express lanes in California show that about one-quarter of the vehicles in toll lanes belong to high-income individuals. [Source: www.mobilityauthority.com] 2017-05-01: The Iowa Department of Transportation provides traffic volume data for all roadways and turning movement counts for select intersections. [Source: iowadot.gov]; The National Association of City Transportation Officials recommends lane widths based on traffic volume and road type. [Source: nacto.org]; The Iowa Department of Transportation publishes reports on traffic volume on the Primary Road System, used by federal, state, and local governments. [Source: iowadot.gov]; The City of New Rochelle has a Residential Speed Hump Program to reduce speed and volume of traffic. [Source: www.newrochelleny.com]; The Transportation Impact Analysis Manual provides guidelines for conducting traffic volume counts and making data available online. [Source: flagstaff.az.gov]; The Route 9 Safety and Livability Study in Northampton, MA, collected data on daily traffic volumes, peak hour traffic volumes, and vehicle travel speed. [Source: www.northamptonma.gov]; The Central Florida Expressway Authority publishes a Traffic Data & Statistics Manual with summarized data on traffic volumes and characteristics. [Source: www.cfxway.com]; By 2030, 95% of U.S. car miles will be traveled in self-driving, electric, shared vehicles, indicating a major transportation disruption. [Source: www.rethinkx.com];\"]"}
{"batch_x": [255154.0, 264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0], "batch_y": [288566.0, 282558.0, 265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0], "batch_x_timestamps_datetime64_ns": [1477958400000000000, 1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000], "batch_y_timestamps_datetime64_ns": [1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.33561643958091736], [-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2017-06-19: The Bureau of Transportation Statistics provides interactive visualizations and tables that provide a snapshot of freight movement and the performance of the freight transportation system. [Source]; The Arizona Department of Transportation provides information on traffic volumes, which can be found on the Data and Analysis section of their website. [Source]; The City of Kansas collects data on all intersections in the city every three to five years, which includes traffic volume data. [Source]; The World Tourism Organization provides data on international tourism, including the number of arrivals and receipts for travel items. [Source]; Vehicle miles traveled (VMT) estimates are used to educate, inform, and improve travel demand forecasting. [Source: atlantaregional.org]; In an average-size city, little uptake of Autonomous Vehicles (AVs) is expected, and public and shared mobility services will likely favor vehicles driven by humans. [Source: www.mckinsey.com]; Ridehailing/taxi services are growing in the United States and worldwide, with a predicted percentage of annual vehicle miles traveled made by ridehailing services. [Source: www.cargroup.org]; Revenues from vehicle miles traveled (VMT) tolling are generated based on the mileage of the vehicle fleet or increased use of non-taxed fuels. [Source: www.oregon.gov] 2017-06-12: Annual average daily traffic volume is one of the main deliverables of the Traffic Survey Group. [Source: connect.ncdot.gov]; Total daily traffic volume is an important metric in transportation studies, such as the Yellowstone National Park Transportation and Vehicle Mobility Study. [Source: www.nps.gov]; Traffic volume maps and traffic count stations are used to monitor and analyze traffic patterns throughout the state. [Source: connect.ncdot.gov]; Commute trips to work represent 19% of travel miles in the United States, with the automobile being the predominant mode. [Source: data.ca.gov]; The U.S. Department of Transportation predicts that the United States will need to build 34% more roads to keep pace with the growth of vehicle miles traveled. [Source: www.oregon.gov]; In 2016, light-duty vehicles traveled a record 2.84 trillion miles in the United States. [Source: mansfield.energy]; In 2013, passenger vehicles and trucks traveled 2,074,458 million miles and 106,582 million miles throughout the U.S., respectively. [Source: scholarworks.wmich.edu]; Rural roads carry 40% of all vehicle miles traveled, with over 3 million miles of rural roads in the United States. [Source: westerntransportationinstitute.org] 2017-06-05: According to the Metropolitan Council, traffic volume data is used in the Regional Solicitation process for distributing federal transportation funds. [Source: metrocouncil.org]; Traffic volume is defined as the amount of vehicles crossing a section of a road in a hour time. [Source: active-traffic.tti.tamu.edu]; INRIX provides traffic count data to state and regional agencies to assess travel reliability, congestion, and emissions. [Source: inrix.com]; There is a substantial increase in traffic volume during statutory holidays due to unique travel characteristics. [Source: link.springer.com]; The United States Coast Guard regulates high-volume pedestrian traffic in ferry transportation. [Source: www.kitsaptransit.com]; FDOT surveys show the daily traffic volume on Interstate 4 near the Hillsborough County line. [Source: www.theledger.com]; The total miles traveled by vehicles in the United States is significant, with 20% of all vehicle miles traveled on just 1% of the roads. [Source: www.fhwa.dot.gov]; Vehicle miles of travel are forecast to continue rising as the population grows in certain regions. [Source: whatcommobility.org]; There are concerns about the impact of mileage on the environment and transportation planning. [Source: www.fhwa.dot.gov] 2017-05-29: Americans take 1.1 billion trips a day, with an average of 11 billion miles traveled daily, which is almost 40 miles per person per day. [Source: www.bts.gov]; The U.S. transportation system has a daily traffic volume of approximately 4,300 trucks per day on OR 217, a north-south freeway freight route in Washington County. [Source: www.oregon.gov]; The State Transportation Statistics present data on each state's infrastructure, safety, freight movement, passenger travel, vehicles, economy, and finance. [Source: www.bts.gov]; Americans take 1.1 billion trips a day, with an average of 11 billion miles traveled daily, which is almost 40 miles per person per day. [Source: www.bts.gov]; In the United States, the vast majority of people drive, resulting in an 80% increase in vehicle miles traveled. [Source: www.accessmagazine.org]; The total number of miles driven by all vehicles is referred to as Vehicle Miles Traveled (VMT). [Source: hrvampo.org];\"\n \"Available facts are as follows: 2017-06-19: The Bureau of Transportation Statistics provides interactive visualizations and tables that provide a snapshot of freight movement and the performance of the freight transportation system. [Source]; The Arizona Department of Transportation provides information on traffic volumes, which can be found on the Data and Analysis section of their website. [Source]; The City of Kansas collects data on all intersections in the city every three to five years, which includes traffic volume data. [Source]; The World Tourism Organization provides data on international tourism, including the number of arrivals and receipts for travel items. [Source]; Vehicle miles traveled (VMT) estimates are used to educate, inform, and improve travel demand forecasting. [Source: atlantaregional.org]; In an average-size city, little uptake of Autonomous Vehicles (AVs) is expected, and public and shared mobility services will likely favor vehicles driven by humans. [Source: www.mckinsey.com]; Ridehailing/taxi services are growing in the United States and worldwide, with a predicted percentage of annual vehicle miles traveled made by ridehailing services. [Source: www.cargroup.org]; Revenues from vehicle miles traveled (VMT) tolling are generated based on the mileage of the vehicle fleet or increased use of non-taxed fuels. [Source: www.oregon.gov] 2017-06-12: Annual average daily traffic volume is one of the main deliverables of the Traffic Survey Group. [Source: connect.ncdot.gov]; Total daily traffic volume is an important metric in transportation studies, such as the Yellowstone National Park Transportation and Vehicle Mobility Study. [Source: www.nps.gov]; Traffic volume maps and traffic count stations are used to monitor and analyze traffic patterns throughout the state. [Source: connect.ncdot.gov]; Commute trips to work represent 19% of travel miles in the United States, with the automobile being the predominant mode. [Source: data.ca.gov]; The U.S. Department of Transportation predicts that the United States will need to build 34% more roads to keep pace with the growth of vehicle miles traveled. [Source: www.oregon.gov]; In 2016, light-duty vehicles traveled a record 2.84 trillion miles in the United States. [Source: mansfield.energy]; In 2013, passenger vehicles and trucks traveled 2,074,458 million miles and 106,582 million miles throughout the U.S., respectively. [Source: scholarworks.wmich.edu]; Rural roads carry 40% of all vehicle miles traveled, with over 3 million miles of rural roads in the United States. [Source: westerntransportationinstitute.org] 2017-06-05: According to the Metropolitan Council, traffic volume data is used in the Regional Solicitation process for distributing federal transportation funds. [Source: metrocouncil.org]; Traffic volume is defined as the amount of vehicles crossing a section of a road in a hour time. [Source: active-traffic.tti.tamu.edu]; INRIX provides traffic count data to state and regional agencies to assess travel reliability, congestion, and emissions. [Source: inrix.com]; There is a substantial increase in traffic volume during statutory holidays due to unique travel characteristics. [Source: link.springer.com]; The United States Coast Guard regulates high-volume pedestrian traffic in ferry transportation. [Source: www.kitsaptransit.com]; FDOT surveys show the daily traffic volume on Interstate 4 near the Hillsborough County line. [Source: www.theledger.com]; The total miles traveled by vehicles in the United States is significant, with 20% of all vehicle miles traveled on just 1% of the roads. [Source: www.fhwa.dot.gov]; Vehicle miles of travel are forecast to continue rising as the population grows in certain regions. [Source: whatcommobility.org]; There are concerns about the impact of mileage on the environment and transportation planning. [Source: www.fhwa.dot.gov] 2017-05-29: Americans take 1.1 billion trips a day, with an average of 11 billion miles traveled daily, which is almost 40 miles per person per day. [Source: www.bts.gov]; The U.S. transportation system has a daily traffic volume of approximately 4,300 trucks per day on OR 217, a north-south freeway freight route in Washington County. [Source: www.oregon.gov]; The State Transportation Statistics present data on each state's infrastructure, safety, freight movement, passenger travel, vehicles, economy, and finance. [Source: www.bts.gov]; Americans take 1.1 billion trips a day, with an average of 11 billion miles traveled daily, which is almost 40 miles per person per day. [Source: www.bts.gov]; In the United States, the vast majority of people drive, resulting in an 80% increase in vehicle miles traveled. [Source: www.accessmagazine.org]; The total number of miles driven by all vehicles is referred to as Vehicle Miles Traveled (VMT). [Source: hrvampo.org];\"]"}
{"batch_x": [264778.0, 242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0], "batch_y": [282558.0, 265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0], "batch_x_timestamps_datetime64_ns": [1480550400000000000, 1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000], "batch_y_timestamps_datetime64_ns": [1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, 0.4178082048892975], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2017-07-24: The Bureau of Transportation Statistics (BTS) is releasing a Commercial Flight Database with characteristics of each commercial flight in US airspace, including scheduled and actual departure and arrival times. [Source]; Passenger travel is described in the Transportation Statistics Annual Report and Passenger Travel Facts and Figures, and measured in selected tables of the report. [Source]; Traffic volume and speed studies, crash analysis, and traffic safety studies are conducted to improve the travel experience during changing traffic conditions. [Source]; I-80 is one of the primary east-west travel and freight corridors in the United States and the traffic volume demand is already high. [Source]; According to the Federal Highway Administration (FHWA), 920 million vehicle miles traveled (VMT) occurred on rural roads in the United States in 2014, representing 30% of the total VMT. [Source: www.ntsb.gov]; The H+T Affordability Index website produces maps indicating average annual vehicle-miles per household by U.S. census tract based on travel survey data. [Source: www.vtpi.org] 2017-07-17: According to the ITE Trip Generation Handbook, travel occurs more frequently on streets with lower traffic volumes. [Source: www.penndot.pa.gov]; The transportation sector in the United States contributes to lower traffic volume and lower speeds. [Source: www.dot.state.al.us]; Traffic volume from the Indiana Department of Transportation's roadway sensors can be used to analyze travel habits. [Source: www.esri.com]; In 2016, ridesharing accounted for a small percentage of vehicle miles traveled (VMT) in the United States. [Source: www.mckinsey.com]; Personal mobility vehicles, such as low-speed, single-passenger motorized vehicles, may travel on sidewalks, public roads, and in other areas. [Source: www.transportation.gov]; Arterials accounted for between 25% and 73% of all vehicle miles traveled in the United States in 2011. [Source: www.ncbi.nlm.nih.gov]; The transportation sector in the United States contributes to greenhouse gas emissions, and reducing vehicle miles traveled can provide significant mobility improvement. [Source: www.vtpi.org, www.dot.state.al.us]; In Alabama, the number of vehicle miles traveled increased from 1993 to 2013, with a growth rate of 1.4% per year. [Source: www.dot.state.al.us] 2017-07-10: The Tacoma Narrows Bridge has not met projected traffic volumes and toll collections since its opening 10 years ago. [Source: www.thenewstribune.com]; INRIX research found that U.S. drivers spend 17 hours per year searching for parking, which costs Americans $73 billion a year. [Source: inrix.com]; The Town of Weddington has updated traffic counts, with some roads having sections with no counts and others having counts that were up to 10 years old. [Source: www.townofweddington.com]; Vehicle miles traveled (VMT) is a measure of the amount of vehicular travel, with one vehicle traveling the distance of one mile equaling one VMT. [Source: www.njtpa.org]; Arkansas ranks 6th in the nation in Annual Vehicle Miles Traveled (AVMT) per capita. [Source: www.ardot.gov]; As of 2017, 56.2% of workers in Chicago travel to work in a car, truck, or van; 28.3% use public transportation. [Source: urbanlab.umich.edu] 2017-07-03: Travel times vary greatly when the traffic volume on signalized streets reaches and exceeds the capacity of the intersections. [Source: onlinepubs.trb.org]; Vehicle-miles of travel by functional system (millions) are tracked by the U.S. Department of Transportation, Federal Highway Administration. [Source: www.bts.gov]; It is estimated that traffic volumes will rise to approximately 99,900 vehicles per day by 2035 on the I-74 River Bridge. [Source: i74riverbridge.com]; CDOT maintains, repairs, and plows over 23,000 total lane miles of highway and maintains 3,447 bridges, overseeing 28 billion miles of vehicle travel. [Source: www.codot.gov]; Vehicle-miles traveled (VMT) could be adjusted to make up the difference in transportation modes without price or policy interventions. [Source: www.eia.gov]; Vehicle miles traveled (VMT) is a key measure of transportation. [Source: www.srcity.org]; The state law in California requires state and local agencies to reduce greenhouse gas emissions, including those from vehicle miles traveled. [Source: www.srcity.org];\"\n \"Available facts are as follows: 2017-07-24: The Bureau of Transportation Statistics (BTS) is releasing a Commercial Flight Database with characteristics of each commercial flight in US airspace, including scheduled and actual departure and arrival times. [Source]; Passenger travel is described in the Transportation Statistics Annual Report and Passenger Travel Facts and Figures, and measured in selected tables of the report. [Source]; Traffic volume and speed studies, crash analysis, and traffic safety studies are conducted to improve the travel experience during changing traffic conditions. [Source]; I-80 is one of the primary east-west travel and freight corridors in the United States and the traffic volume demand is already high. [Source]; According to the Federal Highway Administration (FHWA), 920 million vehicle miles traveled (VMT) occurred on rural roads in the United States in 2014, representing 30% of the total VMT. [Source: www.ntsb.gov]; The H+T Affordability Index website produces maps indicating average annual vehicle-miles per household by U.S. census tract based on travel survey data. [Source: www.vtpi.org] 2017-07-17: According to the ITE Trip Generation Handbook, travel occurs more frequently on streets with lower traffic volumes. [Source: www.penndot.pa.gov]; The transportation sector in the United States contributes to lower traffic volume and lower speeds. [Source: www.dot.state.al.us]; Traffic volume from the Indiana Department of Transportation's roadway sensors can be used to analyze travel habits. [Source: www.esri.com]; In 2016, ridesharing accounted for a small percentage of vehicle miles traveled (VMT) in the United States. [Source: www.mckinsey.com]; Personal mobility vehicles, such as low-speed, single-passenger motorized vehicles, may travel on sidewalks, public roads, and in other areas. [Source: www.transportation.gov]; Arterials accounted for between 25% and 73% of all vehicle miles traveled in the United States in 2011. [Source: www.ncbi.nlm.nih.gov]; The transportation sector in the United States contributes to greenhouse gas emissions, and reducing vehicle miles traveled can provide significant mobility improvement. [Source: www.vtpi.org, www.dot.state.al.us]; In Alabama, the number of vehicle miles traveled increased from 1993 to 2013, with a growth rate of 1.4% per year. [Source: www.dot.state.al.us] 2017-07-10: The Tacoma Narrows Bridge has not met projected traffic volumes and toll collections since its opening 10 years ago. [Source: www.thenewstribune.com]; INRIX research found that U.S. drivers spend 17 hours per year searching for parking, which costs Americans $73 billion a year. [Source: inrix.com]; The Town of Weddington has updated traffic counts, with some roads having sections with no counts and others having counts that were up to 10 years old. [Source: www.townofweddington.com]; Vehicle miles traveled (VMT) is a measure of the amount of vehicular travel, with one vehicle traveling the distance of one mile equaling one VMT. [Source: www.njtpa.org]; Arkansas ranks 6th in the nation in Annual Vehicle Miles Traveled (AVMT) per capita. [Source: www.ardot.gov]; As of 2017, 56.2% of workers in Chicago travel to work in a car, truck, or van; 28.3% use public transportation. [Source: urbanlab.umich.edu] 2017-07-03: Travel times vary greatly when the traffic volume on signalized streets reaches and exceeds the capacity of the intersections. [Source: onlinepubs.trb.org]; Vehicle-miles of travel by functional system (millions) are tracked by the U.S. Department of Transportation, Federal Highway Administration. [Source: www.bts.gov]; It is estimated that traffic volumes will rise to approximately 99,900 vehicles per day by 2035 on the I-74 River Bridge. [Source: i74riverbridge.com]; CDOT maintains, repairs, and plows over 23,000 total lane miles of highway and maintains 3,447 bridges, overseeing 28 billion miles of vehicle travel. [Source: www.codot.gov]; Vehicle-miles traveled (VMT) could be adjusted to make up the difference in transportation modes without price or policy interventions. [Source: www.eia.gov]; Vehicle miles traveled (VMT) is a key measure of transportation. [Source: www.srcity.org]; The state law in California requires state and local agencies to reduce greenhouse gas emissions, including those from vehicle miles traveled. [Source: www.srcity.org];\"]"}
{"batch_x": [242600.0, 225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0], "batch_y": [265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0], "batch_x_timestamps_datetime64_ns": [1483228800000000000, 1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000], "batch_y_timestamps_datetime64_ns": [1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2017-08-21: Objective facts about the Traffic and Transportation situation:Wyoming experienced historic traffic volume on August 21, 2017, with an increase of over 536,000 vehicles. [Source: www.dot.state.wy.us]Nearly 27,000 vehicles travel through the Ranger Hill area daily, with trucks accounting for almost half (9,000) of the traffic. [Source: ftp.dot.state.tx.us]; The United States is considering taxing self-driving cars based on vehicle miles traveled (VMT) to generate revenue. [Source: www.detroitnews.com]; The C-17 Globemaster III has a cruise speed of approximately 450 miles per hour. [Source: www.amc.af.mil]; Vehicle miles traveled (VMT) is a key metric in understanding national freight transportation trends and emissions in the United States. [Source: www.fhwa.dot.gov]; The average cost of vehicle ownership in the United States varies by vehicle type, with pickup trucks having the highest cost per mile. [Source: www.colorado.aaa.com] 2017-08-14: The 2017 Solar Eclipse led to a significant increase in traffic volume in various states, including Idaho, New Jersey, and Colorado, with millions of people traveling to witness the event. [Source: itd.idaho.gov, njta.com, bts.gov, codot.gov]; Deaths and Vehicle Miles Traveled (VMT) have been on the rise since 2008. [Source: ftp.txdot.gov]; The fatality rate in New York has been below 1.0 per 100 million VMT since 2007. [Source: www.dot.ny.gov]; US carbon emissions have fallen 14% since 2005, partly due to reduced miles driven, increased vehicle fuel economy, and lower emissions from air travel. [Source: www.carbonbrief.org]; Vehicle Miles Traveled (VMT) is a measure of traffic, and 388 billion miles per year is 10% of year 2020 projected US vehicle miles traveled. [Source: www.pnas.org] 2017-08-07: Objective facts about the Traffic and Transportation situation: Traffic volumes and truck route designation affect bike lane networks [Source: blog.altaplanning.com]. Air travel efficiency is improved with certain bottle storage regulations [Source: www.faa.gov]. Tioga Road in Yosemite National Park is closed during winter due to snow [Source: www.nps.gov]. Vehicular traffic volume has increased in Brick Township, New Jersey [Source: bricktownship.net]. Older adults in the USA have specific travel patterns that impact mobility and traffic safety [Source: www.ncbi.nlm.nih.gov]. High-speed facilities require special traffic management [Source: connect.ncdot.gov]. Advisory bike lanes accommodate low to moderate volumes of motor vehicle traffic [Source: altago.com]. Freight traffic is significant in the Clinton to Sharpes Corner Corridor [Source: wsdot.wa.gov]. The Strait of Malacca is a key oil trade chokepoint [Source: www.eia.gov].; In 2015, older adults in the USA traveled an average of 7,644 miles per year, with 83% of trips made by driving [Source: www.ncbi.nlm.nih.gov]. 2017-07-31: The United Nations Conference on Trade and Development (UNCTAD) estimates that roughly 80 percent of global trade by volume and 70 percent by value is carried out through maritime transport. [Source: chinapower.csis.org]; The Virginia Department of Transportation (VDOT) estimates traffic volume for each direction of travel and uses a direction factor to calculate the portion of traffic volume. [Source: w.virginiadot.org]; A survey on traffic volume count helps understand the modal share of each vehicle type and travel direction. [Source: punecycleplan.files.wordpress.com]; The fatality rate per 100 million miles traveled was two and a half. [Source: www2.deloitte.com]; During this same period, the U.S. economy continued to grow, Americans drove more miles. [Source: gispub.epa.gov]; Commercial vehicles make up 9% of the vehicle miles driven. [Source: www.itf-oecd.org];'\n 'Available facts are as follows: 2017-08-21: Objective facts about the Traffic and Transportation situation:Wyoming experienced historic traffic volume on August 21, 2017, with an increase of over 536,000 vehicles. [Source: www.dot.state.wy.us]Nearly 27,000 vehicles travel through the Ranger Hill area daily, with trucks accounting for almost half (9,000) of the traffic. [Source: ftp.dot.state.tx.us]; The United States is considering taxing self-driving cars based on vehicle miles traveled (VMT) to generate revenue. [Source: www.detroitnews.com]; The C-17 Globemaster III has a cruise speed of approximately 450 miles per hour. [Source: www.amc.af.mil]; Vehicle miles traveled (VMT) is a key metric in understanding national freight transportation trends and emissions in the United States. [Source: www.fhwa.dot.gov]; The average cost of vehicle ownership in the United States varies by vehicle type, with pickup trucks having the highest cost per mile. [Source: www.colorado.aaa.com] 2017-08-14: The 2017 Solar Eclipse led to a significant increase in traffic volume in various states, including Idaho, New Jersey, and Colorado, with millions of people traveling to witness the event. [Source: itd.idaho.gov, njta.com, bts.gov, codot.gov]; Deaths and Vehicle Miles Traveled (VMT) have been on the rise since 2008. [Source: ftp.txdot.gov]; The fatality rate in New York has been below 1.0 per 100 million VMT since 2007. [Source: www.dot.ny.gov]; US carbon emissions have fallen 14% since 2005, partly due to reduced miles driven, increased vehicle fuel economy, and lower emissions from air travel. [Source: www.carbonbrief.org]; Vehicle Miles Traveled (VMT) is a measure of traffic, and 388 billion miles per year is 10% of year 2020 projected US vehicle miles traveled. [Source: www.pnas.org] 2017-08-07: Objective facts about the Traffic and Transportation situation: Traffic volumes and truck route designation affect bike lane networks [Source: blog.altaplanning.com]. Air travel efficiency is improved with certain bottle storage regulations [Source: www.faa.gov]. Tioga Road in Yosemite National Park is closed during winter due to snow [Source: www.nps.gov]. Vehicular traffic volume has increased in Brick Township, New Jersey [Source: bricktownship.net]. Older adults in the USA have specific travel patterns that impact mobility and traffic safety [Source: www.ncbi.nlm.nih.gov]. High-speed facilities require special traffic management [Source: connect.ncdot.gov]. Advisory bike lanes accommodate low to moderate volumes of motor vehicle traffic [Source: altago.com]. Freight traffic is significant in the Clinton to Sharpes Corner Corridor [Source: wsdot.wa.gov]. The Strait of Malacca is a key oil trade chokepoint [Source: www.eia.gov].; In 2015, older adults in the USA traveled an average of 7,644 miles per year, with 83% of trips made by driving [Source: www.ncbi.nlm.nih.gov]. 2017-07-31: The United Nations Conference on Trade and Development (UNCTAD) estimates that roughly 80 percent of global trade by volume and 70 percent by value is carried out through maritime transport. [Source: chinapower.csis.org]; The Virginia Department of Transportation (VDOT) estimates traffic volume for each direction of travel and uses a direction factor to calculate the portion of traffic volume. [Source: w.virginiadot.org]; A survey on traffic volume count helps understand the modal share of each vehicle type and travel direction. [Source: punecycleplan.files.wordpress.com]; The fatality rate per 100 million miles traveled was two and a half. [Source: www2.deloitte.com]; During this same period, the U.S. economy continued to grow, Americans drove more miles. [Source: gispub.epa.gov]; Commercial vehicles make up 9% of the vehicle miles driven. [Source: www.itf-oecd.org];']"}
{"batch_x": [225644.0, 268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0], "batch_y": [278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0], "batch_x_timestamps_datetime64_ns": [1485907200000000000, 1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000], "batch_y_timestamps_datetime64_ns": [1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2017-09-25: The U.S. government is working to increase the volume and value of travel and tourism through the National Travel and Tourism Strategy. [Source: www.trade.gov]; Traffic congestion is increasing in the U.S., with some cities experiencing worse traffic hotspots. [Source: inrix.com]; The Advancing Volume (VA) in The Same Direction as the Left-Turning Traffic Exceeds is a consideration in geometric design guidance. [Source: mdotjboss.state.mi.us]; The Bureau of Transportation Statistics provides data on truck profiles, including fatality and injury reporting. [Source: www.bts.gov]; Traffic volume studies are necessary for transportation planning, forecasting, and impact analysis. [Source: www.ce.memphis.edu]; Vehicle miles traveled per capita is a key indicator of mobility in cities, and it is affected by population growth and reliance on cars. [Source: data.austintexas.gov]; The mobility unit is a measure of person miles traveled, rather than vehicle miles traveled or automobile delay. [Source: www.redmond.gov]; Traffic congestion is increasing in the US, with vehicle miles traveled (VMT) per capita contributing to the problem. [Source: inrix.com]; The average car in the USA is driven between 12,000 and 15,000 miles per year. [Source: www.quora.com] 2017-09-18: The Massachusetts State Government provides travel options and seasonal activities information on its website. [Source]; The Delaware Department of Transportation provides an interactive map with historical traffic data and other information on state-maintained roads. [Source]; In 2014, the overall level of seat belt use in the United States was 86.9%. [Source]; The Wisconsin Department of Transportation reports traffic counts in terms of annual average daily traffic. [Source]; According to the US Census Bureau, \"work from home\" refers to a worker\\'s lack of travel from home to a separate workplace. [Source]; The Randolph, Massachusetts government conducted a traffic evaluation study that included traffic volume summaries. [Source]; According to the National Highway Traffic Safety Administration, motorcycle crashes are a significant concern in the United States. [Source]; The New Jersey Department of Transportation reports traffic volume statistics, including the most dangerous stretches of highway in the state. [Source]; The Salisbury, North Carolina government provides information on transportation, including traffic volume and lane closures. [Source]; The Hawaii Department of Business, Economic Development, and Tourism reports international passenger counts and visitor statistics. [Source]; In 2015, the Bay Area freeway congestion hit a new record high, with 172 million vehicle-miles traveled. [Source: mtc.ca.gov]; The fatality rate per 100,000 vehicle miles traveled in the US was 10.0% in 2017. [Source: www.iii.org] 2017-09-11: Travel times on southbound US 113 in Sussex County have increased by nearly 75% since 2000. [Source: deldot.gov]; The United States needs infrastructure for electric vehicles, with a focus on denser urban areas where vehicle miles traveled (VMT) is lower. [Source: www.nrel.gov]; There are 86 million vehicle-miles traveled avoided through travel behaviors, and tax parking is a strategy used in numerous US cities to reduce VMT. [Source: transitcenter.org]; The Caltrans Smart Mobility Plan 2010 aims to reduce VMT attributable to productive travel. [Source: itspubs.ucdavis.edu]; The First Mile/Last Mile Transportation Strategic Plan in Richmond, CA aims to improve transportation options. [Source: www.ci.richmond.ca.us] 2017-09-04: The Interstate Era has begun, and the US Department of Transportation has data on traffic and travel trends from 1955, including trucking. [Source: www.fhwa.dot.gov]; The US Border in Bellingham experiences varying traffic volume periods, and travelers are advised to bring proper identification. [Source: www.bellingham.org]; Adaptive Signal Control Technology aims to improve travel time reliability by progressively moving vehicles through green lights. [Source: www.fhwa.dot.gov]; States are the source of the highest volumes of inbound commodities transported by truck to Pennsylvania, resulting in longer average travel times. [Source: www.delcopa.gov]; The State of Minnesota collects traffic volumes, travel times, and crash data for all MnDOT roadways in the Metro area. [Source: metrocouncil.org]; The Cape Cod Emergency Traffic Plan is designed to facilitate the egress of a high volume of traffic from Cape Cod in the event of an emergency. [Source: www.mass.gov]; TSA works with airlines and airports to anticipate peak traffic and be ready for the traveling public. [Source: www.stanfordtravelstore.com]; The 66 Express Lanes in Virginia use roadway sensors to monitor traffic volumes and provide more predictable trips. [Source: 66expresslanes.org]; The Dutch Approach to Bicycle Mobility involves employing specific road layouts and designs according to the function of the street, the volume, and the speed of traffic. [Source: international.fhwa.dot.gov]; Tampa International Airport has a majority of passengers bound for specific regions of the US, with most traffic coming from those regions. [Source: www.florida-aviation-database.com]; The average number of vehicle miles traveled by passenger cars and light-duty trucks in Baltimore County is 12,444 miles per year. [Source]; Vehicle miles traveled (VMT) in the United States has been increasing steadily since 2011. [Source]; By 2030, it\\'s expected that 50% of vehicle miles traveled in dense cities will be autonomous. [Source];'\n 'Available facts are as follows: 2017-09-25: The U.S. government is working to increase the volume and value of travel and tourism through the National Travel and Tourism Strategy. [Source: www.trade.gov]; Traffic congestion is increasing in the U.S., with some cities experiencing worse traffic hotspots. [Source: inrix.com]; The Advancing Volume (VA) in The Same Direction as the Left-Turning Traffic Exceeds is a consideration in geometric design guidance. [Source: mdotjboss.state.mi.us]; The Bureau of Transportation Statistics provides data on truck profiles, including fatality and injury reporting. [Source: www.bts.gov]; Traffic volume studies are necessary for transportation planning, forecasting, and impact analysis. [Source: www.ce.memphis.edu]; Vehicle miles traveled per capita is a key indicator of mobility in cities, and it is affected by population growth and reliance on cars. [Source: data.austintexas.gov]; The mobility unit is a measure of person miles traveled, rather than vehicle miles traveled or automobile delay. [Source: www.redmond.gov]; Traffic congestion is increasing in the US, with vehicle miles traveled (VMT) per capita contributing to the problem. [Source: inrix.com]; The average car in the USA is driven between 12,000 and 15,000 miles per year. [Source: www.quora.com] 2017-09-18: The Massachusetts State Government provides travel options and seasonal activities information on its website. [Source]; The Delaware Department of Transportation provides an interactive map with historical traffic data and other information on state-maintained roads. [Source]; In 2014, the overall level of seat belt use in the United States was 86.9%. [Source]; The Wisconsin Department of Transportation reports traffic counts in terms of annual average daily traffic. [Source]; According to the US Census Bureau, \"work from home\" refers to a worker\\'s lack of travel from home to a separate workplace. [Source]; The Randolph, Massachusetts government conducted a traffic evaluation study that included traffic volume summaries. [Source]; According to the National Highway Traffic Safety Administration, motorcycle crashes are a significant concern in the United States. [Source]; The New Jersey Department of Transportation reports traffic volume statistics, including the most dangerous stretches of highway in the state. [Source]; The Salisbury, North Carolina government provides information on transportation, including traffic volume and lane closures. [Source]; The Hawaii Department of Business, Economic Development, and Tourism reports international passenger counts and visitor statistics. [Source]; In 2015, the Bay Area freeway congestion hit a new record high, with 172 million vehicle-miles traveled. [Source: mtc.ca.gov]; The fatality rate per 100,000 vehicle miles traveled in the US was 10.0% in 2017. [Source: www.iii.org] 2017-09-11: Travel times on southbound US 113 in Sussex County have increased by nearly 75% since 2000. [Source: deldot.gov]; The United States needs infrastructure for electric vehicles, with a focus on denser urban areas where vehicle miles traveled (VMT) is lower. [Source: www.nrel.gov]; There are 86 million vehicle-miles traveled avoided through travel behaviors, and tax parking is a strategy used in numerous US cities to reduce VMT. [Source: transitcenter.org]; The Caltrans Smart Mobility Plan 2010 aims to reduce VMT attributable to productive travel. [Source: itspubs.ucdavis.edu]; The First Mile/Last Mile Transportation Strategic Plan in Richmond, CA aims to improve transportation options. [Source: www.ci.richmond.ca.us] 2017-09-04: The Interstate Era has begun, and the US Department of Transportation has data on traffic and travel trends from 1955, including trucking. [Source: www.fhwa.dot.gov]; The US Border in Bellingham experiences varying traffic volume periods, and travelers are advised to bring proper identification. [Source: www.bellingham.org]; Adaptive Signal Control Technology aims to improve travel time reliability by progressively moving vehicles through green lights. [Source: www.fhwa.dot.gov]; States are the source of the highest volumes of inbound commodities transported by truck to Pennsylvania, resulting in longer average travel times. [Source: www.delcopa.gov]; The State of Minnesota collects traffic volumes, travel times, and crash data for all MnDOT roadways in the Metro area. [Source: metrocouncil.org]; The Cape Cod Emergency Traffic Plan is designed to facilitate the egress of a high volume of traffic from Cape Cod in the event of an emergency. [Source: www.mass.gov]; TSA works with airlines and airports to anticipate peak traffic and be ready for the traveling public. [Source: www.stanfordtravelstore.com]; The 66 Express Lanes in Virginia use roadway sensors to monitor traffic volumes and provide more predictable trips. [Source: 66expresslanes.org]; The Dutch Approach to Bicycle Mobility involves employing specific road layouts and designs according to the function of the street, the volume, and the speed of traffic. [Source: international.fhwa.dot.gov]; Tampa International Airport has a majority of passengers bound for specific regions of the US, with most traffic coming from those regions. [Source: www.florida-aviation-database.com]; The average number of vehicle miles traveled by passenger cars and light-duty trucks in Baltimore County is 12,444 miles per year. [Source]; Vehicle miles traveled (VMT) in the United States has been increasing steadily since 2011. [Source]; By 2030, it\\'s expected that 50% of vehicle miles traveled in dense cities will be autonomous. [Source];']"}
{"batch_x": [268343.0, 272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0], "batch_y": [258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0], "batch_x_timestamps_datetime64_ns": [1488326400000000000, 1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000], "batch_y_timestamps_datetime64_ns": [1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2017-10-23: The average daily traffic volume counts are available for Buffalo, NY. [Source: data.buffalony.gov]; The Arizona Department of Transportation (ADOT) uses technology to create maps of the state's highway system, including traffic volume and demographic data. [Source: azdot.gov]; Real-time solar-powered traffic data networks collect vehicle volume, speed, travel time, and vehicle type classification data. [Source: www.volpe.dot.gov]; The design hourly volume (DHV) is a representation of peak hour traffic, usually for a 60-minute period. [Source: www.engr.uky.edu]; In the United States, Florida had the second highest total vehicle miles traveled in 2015, with 206,982 million miles, following California, at 335,539 million miles. [Source]; In Denver Metro Region, many people travel more than 15 miles to work one-way, and vehicles help provide equitable, accessible, and sustainable mobility. [Source] 2017-10-16: The U.S. Department of Transportation's Bureau of Transportation Statistics provides data on ton-miles of freight, air carrier traffic, and other transportation-related statistics. [Source]; The City of Edmonton, Canada, used StreetLight InSight to fill in their traffic volume data gap and validate their regional travel demand model. [Source]; The Alaska Department of Transportation and Public Facilities reminds drivers to prepare for safe winter driving by checking road conditions and traffic volumes. [Source]; The Federal Highway Administration provides information on median barriers and dedicated left- and right-turn lanes at intersections to improve traffic safety and efficiency. [Source]; The Town of Paradise Valley, Arizona, uses photo enforcement cameras to monitor and manage traffic speeds, keeping traffic speeds in check. [Source]; The City of Grapevine, Texas, provides traffic count data and links to other transportation-related resources. [Source]; The City of Tucson, Arizona, has a street design guide that sets standards for transportation infrastructure, including traffic volumes and travel speed. [Source]; The U.S. Department of Transportation, Federal Highway Administration, reports on Vehicle-Miles Traveled (VMT) and VMT per Lane-Mile. [Source: www.bts.gov]; According to the global mobility report 2017, mobile traffic will be concentrated in the Asia Pacific, the Middle East, and other regions. [Source: documents1.worldbank.org]; The Travel Time Index by the Bureau of Transportation Statistics provides data on averages weighted by Vehicle Miles Traveled. [Source: www.bts.gov]; Deloitte's forecast suggests that more than half of the road miles traveled in the United States by 2040 could be in shared self-driving vehicles. [Source: www2.deloitte.com]; The I-37/US 77 Nueces River Project aims to reduce crashes per 100M vehicle miles traveled by improving lane configuration design. [Source: ftp.txdot.gov] 2017-10-09: Traffic volume information is available for various types of roads, including municipal non-state aid streets, township roads, and airport roads. [Source: www.dot.state.mn.us]; The total traffic on the Santa Fe to Colorado State Line has experienced growth of just under 2% per year. [Source: www.nmlegis.gov]; State Transportation Agencies must submit HPMS data to the FHWA each year. [Source: www.fhwa.dot.gov]; Traffic counts are used in the origin-destination estimation process, and travel surveys are conducted in the United States to gather data. [Source: rosap.ntl.bts.gov]; Traffic volume studies can be used to estimate the product of peak-hour traffic volume and proportion of peak-hour traffic traveling in the peak direction. [Source: altafrehman.weebly.com]; Vehicle Miles Traveled (VMT) is used for annual reporting to the state government and for creating annual VMT for state government use. [Source]; In 2012, vehicle miles traveled per year in the United States was a significant factor in urban emissions hotspots. [Source]; Fixed-route bus systems are the most common form of public transportation in the United States. [Source] 2017-10-02: The average daily traffic volume (ADT) is used to measure traffic counts. [Source: www.slocounty.ca.gov]; The FHWA Freight Management and Operations program can display time-space diagrams without requiring traffic volumes or lanes data. [Source: ops.fhwa.dot.gov]; Household travel surveys, traffic counts, transit ridership counts, state employment records, and local land use data are used to understand the role of the Census in transportation. [Source: transportation.org]; Traffic volume data is used to analyze traffic safety and crash rates in counties. [Source: www.wistatedocuments.org]; The TDOT's Traffic Count Program collects data at over 14,000 locations across the state every year. [Source: tnmugfiles.utk.edu]; In 2016, the number of vehicle miles traveled on U.S. roads increased by 2.2 percent, resulting in a fatality rate of 1.18 deaths per 100 million VMT. [Source: www.nhtsa.gov]; In 2016, there were 37,461 fatalities, with a fatality rate per 100M VMT. [Source: crashstats.nhtsa.dot.gov]; The total number of miles traveled in the United States is approximately 4.9 trillion miles. [Source: www.mckinsey.com]; The goal of the SHARED MOBILITY ACTION PLAN is to reduce annual vehicle miles traveled (VMT) by 500 million miles. [Source: sharedusemobilitycenter.org]; Transit-oriented development (TOD) can reduce rates of vehicle miles traveled (VMT). [Source: atlantaregional.org];\"\n \"Available facts are as follows: 2017-10-23: The average daily traffic volume counts are available for Buffalo, NY. [Source: data.buffalony.gov]; The Arizona Department of Transportation (ADOT) uses technology to create maps of the state's highway system, including traffic volume and demographic data. [Source: azdot.gov]; Real-time solar-powered traffic data networks collect vehicle volume, speed, travel time, and vehicle type classification data. [Source: www.volpe.dot.gov]; The design hourly volume (DHV) is a representation of peak hour traffic, usually for a 60-minute period. [Source: www.engr.uky.edu]; In the United States, Florida had the second highest total vehicle miles traveled in 2015, with 206,982 million miles, following California, at 335,539 million miles. [Source]; In Denver Metro Region, many people travel more than 15 miles to work one-way, and vehicles help provide equitable, accessible, and sustainable mobility. [Source] 2017-10-16: The U.S. Department of Transportation's Bureau of Transportation Statistics provides data on ton-miles of freight, air carrier traffic, and other transportation-related statistics. [Source]; The City of Edmonton, Canada, used StreetLight InSight to fill in their traffic volume data gap and validate their regional travel demand model. [Source]; The Alaska Department of Transportation and Public Facilities reminds drivers to prepare for safe winter driving by checking road conditions and traffic volumes. [Source]; The Federal Highway Administration provides information on median barriers and dedicated left- and right-turn lanes at intersections to improve traffic safety and efficiency. [Source]; The Town of Paradise Valley, Arizona, uses photo enforcement cameras to monitor and manage traffic speeds, keeping traffic speeds in check. [Source]; The City of Grapevine, Texas, provides traffic count data and links to other transportation-related resources. [Source]; The City of Tucson, Arizona, has a street design guide that sets standards for transportation infrastructure, including traffic volumes and travel speed. [Source]; The U.S. Department of Transportation, Federal Highway Administration, reports on Vehicle-Miles Traveled (VMT) and VMT per Lane-Mile. [Source: www.bts.gov]; According to the global mobility report 2017, mobile traffic will be concentrated in the Asia Pacific, the Middle East, and other regions. [Source: documents1.worldbank.org]; The Travel Time Index by the Bureau of Transportation Statistics provides data on averages weighted by Vehicle Miles Traveled. [Source: www.bts.gov]; Deloitte's forecast suggests that more than half of the road miles traveled in the United States by 2040 could be in shared self-driving vehicles. [Source: www2.deloitte.com]; The I-37/US 77 Nueces River Project aims to reduce crashes per 100M vehicle miles traveled by improving lane configuration design. [Source: ftp.txdot.gov] 2017-10-09: Traffic volume information is available for various types of roads, including municipal non-state aid streets, township roads, and airport roads. [Source: www.dot.state.mn.us]; The total traffic on the Santa Fe to Colorado State Line has experienced growth of just under 2% per year. [Source: www.nmlegis.gov]; State Transportation Agencies must submit HPMS data to the FHWA each year. [Source: www.fhwa.dot.gov]; Traffic counts are used in the origin-destination estimation process, and travel surveys are conducted in the United States to gather data. [Source: rosap.ntl.bts.gov]; Traffic volume studies can be used to estimate the product of peak-hour traffic volume and proportion of peak-hour traffic traveling in the peak direction. [Source: altafrehman.weebly.com]; Vehicle Miles Traveled (VMT) is used for annual reporting to the state government and for creating annual VMT for state government use. [Source]; In 2012, vehicle miles traveled per year in the United States was a significant factor in urban emissions hotspots. [Source]; Fixed-route bus systems are the most common form of public transportation in the United States. [Source] 2017-10-02: The average daily traffic volume (ADT) is used to measure traffic counts. [Source: www.slocounty.ca.gov]; The FHWA Freight Management and Operations program can display time-space diagrams without requiring traffic volumes or lanes data. [Source: ops.fhwa.dot.gov]; Household travel surveys, traffic counts, transit ridership counts, state employment records, and local land use data are used to understand the role of the Census in transportation. [Source: transportation.org]; Traffic volume data is used to analyze traffic safety and crash rates in counties. [Source: www.wistatedocuments.org]; The TDOT's Traffic Count Program collects data at over 14,000 locations across the state every year. [Source: tnmugfiles.utk.edu]; In 2016, the number of vehicle miles traveled on U.S. roads increased by 2.2 percent, resulting in a fatality rate of 1.18 deaths per 100 million VMT. [Source: www.nhtsa.gov]; In 2016, there were 37,461 fatalities, with a fatality rate per 100M VMT. [Source: crashstats.nhtsa.dot.gov]; The total number of miles traveled in the United States is approximately 4.9 trillion miles. [Source: www.mckinsey.com]; The goal of the SHARED MOBILITY ACTION PLAN is to reduce annual vehicle miles traveled (VMT) by 500 million miles. [Source: sharedusemobilitycenter.org]; Transit-oriented development (TOD) can reduce rates of vehicle miles traveled (VMT). [Source: atlantaregional.org];\"]"}
{"batch_x": [272864.0, 281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0, 258159.0], "batch_y": [267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0, 289390.0], "batch_x_timestamps_datetime64_ns": [1491004800000000000, 1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000], "batch_y_timestamps_datetime64_ns": [1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809]], "batch_text": "['Available facts are as follows: 2017-11-20: The California State Highway System has traffic volume data available in various formats, including Interstate, California State Route, and United States Route. [Source: dot.ca.gov]; The Average Fuel Efficiency of U.S. Light Duty Vehicles is tracked by the U.S. Department of Transportation, with data available from 1960-2014. [Source: www.bts.gov]; The Annual Roadway Congestion Index is tracked by the Bureau of Transportation Statistics, which provides data on travel density on major roads. [Source: www.bts.gov]; Motorcycle vehicle miles traveled (VMT) is based on data from State DMV officials and mobility experts. [Source: www.nhtsa.gov]; The Traffic Census Program collects data on monthly vehicle miles of travel on California highways. [Source: dot.ca.gov]; The Annual Roadway Congestion Index studies vehicle miles traveled in cities and mobility. [Source: www.bts.gov]; Mobile Resource Management involves analysis of engine hours and miles traveled to ensure vehicles and equipment are used only as authorized. [Source: www.teletracnavman.com]; More than 30,000 people die each year in the United States because of motor vehicle accidents. [Source: www.maine.gov] 2017-11-13: Annual average daily traffic (AADT) is the total volume of vehicle traffic on a highway or road for a year divided by 365 days. [Source: www2.caliper.com]; The Highway Performance Monitoring System (HPMS) ensures similar levels of accuracy and precision for all traffic volume data in the HPMS database. [Source: www.fhwa.dot.gov]; The number of fatalities for all buses in the USA has been recorded from 1960 to 2007 by the National Highway Traffic Safety Administration. [Source: www.bts.gov]; The Causeway thrulanes is the number of lanes designated for through-traffic in both travel directions. [Source: www.fhwa.dot.gov]; The 2030 traffic projections obtained from the TRM show that traffic volume and congestion will increase in major travel corridors. [Source: www.durhamnc.gov]; The AM Peak Hour Volume is an approximation of the 85th percentile hourly traffic volume. [Source: www.illinoisvirtualtollway.com]; Vehicle miles traveled are expected to increase by 65% in key markets (China, Europe, India, and the United States) by 2040, according to IHS Markit\\'s \"Reinventing the Wheel\" report. [Source]; In the United States, vehicle miles traveled are expected to increase, with a notable growth in freight mobility and reliability gaps in major metro areas. [Source]; Vehicle miles traveled per capita is a measurement of the number of vehicle trips multiplied by the distance of those trips. [Source] 2017-11-06: There are about 300,000 traffic signals in the United States. [Source: transportation.ky.gov]; Traffic forecasting tools are being developed for the analysis of traffic congestion. [Source: transportation.ky.gov]; The Boston Traffic Management Center monitors incidents such as special events, crashes, unusually heavy traffic volume, road closures, and detours. [Source: www.boston.gov]; Roundabouts in Minnesota have been shown to reduce traffic crashes. [Source: www.roadsbridges.com]; Each passenger vehicle travels around 12,500 miles (20,000 km) annually in the United States. [Source: transportgeography.org]; Vehicles account for 80 percent of all miles traveled in the United States. [Source: www.rand.org] 2017-10-30: The city of Muscatine, Iowa has a plan to reconstruct Mulberry Avenue to serve current and anticipated future traffic volumes. [Source: muscatineiowa.gov]; The traffic volume for the town of Paris, Idaho is high, with a significant percentage of vehicles traveling over the speed limit. [Source: itd.idaho.gov]; California has a history of improving air quality and reducing exposure to traffic emissions through state programs. [Source: ww2.arb.ca.gov]; The 100 Most Congested Roadways in Texas report provides data on travel speed and traffic volume for each 15-minute time period. [Source: www.dot.state.tx.us]; There is a correlation between traffic volume and hours of delay at major highway intersections in the western United States. [Source: www.lcps.org]; The U.S. Department of Transportation has announced new guidance on automated driving systems. [Source: cait.rutgers.edu]; Traffic volume forecasts are used for project level pavement design and evaluation of transportation policy. [Source: web.engr.uky.edu]; The City of Houston Design Manual provides guidance on traffic and signal design, including future volumes without proposed improvements. [Source: acechouston.org]; The safest time to drive in the U.S. is during the morning, with fewer accidents and fatalities. [Source: www.smartstartinc.com]; Keystone Ski Resort provides travel forecasts based on historical traffic data, with moderate to heavy traffic volumes on Saturdays. [Source: www.keystoneresort.com]; Vehicle miles traveled (VMT) in Maine remain steady. [Source: tripnet.org]; The value of delay time for passenger vehicle travel may not be reflective of the actual value of passenger vehicle travel. [Source: static.tti.tamu.edu]; In many U.S. cities and towns, the personal automobile is the single greatest polluter due to emissions from millions of vehicles on the road. [Source: www.c2es.org]; The 5310/5311 Program Managers\\' Forum uses vehicle miles traveled (VMTs) or number of one-way vehicle trips per day to determine equipment utilization. [Source: transportation.org]; With shared mobility, there is a forecasted increase in total miles traveled and a decline in overall vehicle sales in the United States. [Source: www.businesswire.com]; The I-35 North Tarrant Express project is expected to see a doubling in vehicle miles traveled. [Source: ftp.dot.state.tx.us]; Traffic from throughout the United States is subject to increasing congestion, with a focus on monetizing vehicle-miles traveled. [Source: www.modot.org]; There is a need to reduce unnecessary miles traveled, improve logistics and freight, and reduce fuel waste in the US transportation sector. [Source: www.ase.org];'\n 'Available facts are as follows: 2017-11-20: The California State Highway System has traffic volume data available in various formats, including Interstate, California State Route, and United States Route. [Source: dot.ca.gov]; The Average Fuel Efficiency of U.S. Light Duty Vehicles is tracked by the U.S. Department of Transportation, with data available from 1960-2014. [Source: www.bts.gov]; The Annual Roadway Congestion Index is tracked by the Bureau of Transportation Statistics, which provides data on travel density on major roads. [Source: www.bts.gov]; Motorcycle vehicle miles traveled (VMT) is based on data from State DMV officials and mobility experts. [Source: www.nhtsa.gov]; The Traffic Census Program collects data on monthly vehicle miles of travel on California highways. [Source: dot.ca.gov]; The Annual Roadway Congestion Index studies vehicle miles traveled in cities and mobility. [Source: www.bts.gov]; Mobile Resource Management involves analysis of engine hours and miles traveled to ensure vehicles and equipment are used only as authorized. [Source: www.teletracnavman.com]; More than 30,000 people die each year in the United States because of motor vehicle accidents. [Source: www.maine.gov] 2017-11-13: Annual average daily traffic (AADT) is the total volume of vehicle traffic on a highway or road for a year divided by 365 days. [Source: www2.caliper.com]; The Highway Performance Monitoring System (HPMS) ensures similar levels of accuracy and precision for all traffic volume data in the HPMS database. [Source: www.fhwa.dot.gov]; The number of fatalities for all buses in the USA has been recorded from 1960 to 2007 by the National Highway Traffic Safety Administration. [Source: www.bts.gov]; The Causeway thrulanes is the number of lanes designated for through-traffic in both travel directions. [Source: www.fhwa.dot.gov]; The 2030 traffic projections obtained from the TRM show that traffic volume and congestion will increase in major travel corridors. [Source: www.durhamnc.gov]; The AM Peak Hour Volume is an approximation of the 85th percentile hourly traffic volume. [Source: www.illinoisvirtualtollway.com]; Vehicle miles traveled are expected to increase by 65% in key markets (China, Europe, India, and the United States) by 2040, according to IHS Markit\\'s \"Reinventing the Wheel\" report. [Source]; In the United States, vehicle miles traveled are expected to increase, with a notable growth in freight mobility and reliability gaps in major metro areas. [Source]; Vehicle miles traveled per capita is a measurement of the number of vehicle trips multiplied by the distance of those trips. [Source] 2017-11-06: There are about 300,000 traffic signals in the United States. [Source: transportation.ky.gov]; Traffic forecasting tools are being developed for the analysis of traffic congestion. [Source: transportation.ky.gov]; The Boston Traffic Management Center monitors incidents such as special events, crashes, unusually heavy traffic volume, road closures, and detours. [Source: www.boston.gov]; Roundabouts in Minnesota have been shown to reduce traffic crashes. [Source: www.roadsbridges.com]; Each passenger vehicle travels around 12,500 miles (20,000 km) annually in the United States. [Source: transportgeography.org]; Vehicles account for 80 percent of all miles traveled in the United States. [Source: www.rand.org] 2017-10-30: The city of Muscatine, Iowa has a plan to reconstruct Mulberry Avenue to serve current and anticipated future traffic volumes. [Source: muscatineiowa.gov]; The traffic volume for the town of Paris, Idaho is high, with a significant percentage of vehicles traveling over the speed limit. [Source: itd.idaho.gov]; California has a history of improving air quality and reducing exposure to traffic emissions through state programs. [Source: ww2.arb.ca.gov]; The 100 Most Congested Roadways in Texas report provides data on travel speed and traffic volume for each 15-minute time period. [Source: www.dot.state.tx.us]; There is a correlation between traffic volume and hours of delay at major highway intersections in the western United States. [Source: www.lcps.org]; The U.S. Department of Transportation has announced new guidance on automated driving systems. [Source: cait.rutgers.edu]; Traffic volume forecasts are used for project level pavement design and evaluation of transportation policy. [Source: web.engr.uky.edu]; The City of Houston Design Manual provides guidance on traffic and signal design, including future volumes without proposed improvements. [Source: acechouston.org]; The safest time to drive in the U.S. is during the morning, with fewer accidents and fatalities. [Source: www.smartstartinc.com]; Keystone Ski Resort provides travel forecasts based on historical traffic data, with moderate to heavy traffic volumes on Saturdays. [Source: www.keystoneresort.com]; Vehicle miles traveled (VMT) in Maine remain steady. [Source: tripnet.org]; The value of delay time for passenger vehicle travel may not be reflective of the actual value of passenger vehicle travel. [Source: static.tti.tamu.edu]; In many U.S. cities and towns, the personal automobile is the single greatest polluter due to emissions from millions of vehicles on the road. [Source: www.c2es.org]; The 5310/5311 Program Managers\\' Forum uses vehicle miles traveled (VMTs) or number of one-way vehicle trips per day to determine equipment utilization. [Source: transportation.org]; With shared mobility, there is a forecasted increase in total miles traveled and a decline in overall vehicle sales in the United States. [Source: www.businesswire.com]; The I-35 North Tarrant Express project is expected to see a doubling in vehicle miles traveled. [Source: ftp.dot.state.tx.us]; Traffic from throughout the United States is subject to increasing congestion, with a focus on monetizing vehicle-miles traveled. [Source: www.modot.org]; There is a need to reduce unnecessary miles traveled, improve logistics and freight, and reduce fuel waste in the US transportation sector. [Source: www.ase.org];']"}
{"batch_x": [281264.0, 280290.0, 288566.0, 282558.0, 265212.0, 278888.0, 258159.0, 267958.0], "batch_y": [243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0, 289390.0, 285979.0], "batch_x_timestamps_datetime64_ns": [1493596800000000000, 1496275200000000000, 1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000], "batch_y_timestamps_datetime64_ns": [1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -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, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909]], "batch_text": "[\"Available facts are as follows: 2017-12-25: The US 101 Jct at SR 112 to SR 104 Jct at SR 3 Corridor has high mainline traffic traveling through 14 signal systems, with mainline through volumes at signals within. [Source: wsdot.wa.gov]; The WFRC develops or uses large amounts of data, including estimated future traffic volumes, as part of the RTP and TIP updates. [Source: wfrc.org]; Traffic volumes in a city stayed completely flat, only increasing by 250 vehicles, and drivers will encounter a wide travel distance. [Source: www.theurbanist.org]; The Highway 71 Corridor has 12-foot travel lanes and 6-foot shoulders, with traffic volumes ranging from 20,000 vehicles per day (vpd) near the Missouri State Line to 39,000 vpd. [Source: www.nwarpc.org]; The Development of Statewide Guidelines for Implementing Leading indicates that turning movement volume is satisfied, but not both, and through traffic volume of the cross street is also satisfied during each of the 4 hours. [Source: fdotwww.blob.core.windows.net]; The PORT PERFORMANCE FREIGHT STATISTICS PROGRAM reports travel distance and freight statistics. [Source: www.bts.dot.gov]; The Bicycle Planning study uses best practices from around the United States, prioritizing bicycle and pedestrian traffic on low-volume, low-stress streets. [Source: www.dvrpc.org]; As of September 2017, a total of 15 states and D.C. have hands-free laws governing mobile phone use while driving. [Source]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic and transportation trends. [Source]; In 2017, Nevada aimed to reduce the fatality rate per 100 Million Vehicle Miles Traveled (VMT) by one percent. [Source]; South Carolina Department of Transportation tracks Vehicle Miles Traveled and Roadway Miles. [Source]; BART's Sustainability Action Plan aims to reduce traffic congestion, lower vehicle miles traveled (VMT), and reduce GHG emissions. [Source] 2017-12-18: The monthly traffic count data from state DOTs are compiled and published in a monthly traffic volume trends report. [Source: onlinepubs.trb.org]; In 2020-2021, the U.S. Department of Transportation, National Highway Traffic Safety Administration (NHTSA) reported traffic data through the FARS data query. [Source: www.bts.gov]; The George Washington Bridge (GWB) is one of the most heavily used bridges in the world, with high hourly traffic volume. [Source: transportgeography.org]; Vehicle miles traveled (VMT) in the United States has been increasing, with a 51% increase from 1990 to 2015. [Source: www.ncbi.nlm.nih.gov]; The US EPA requires State Implementation Plans (SIPs) to contain documentation of motor vehicle emissions for attainment and maintenance of air quality standards. [Source: www.clarkcountynv.gov]; By 2030, Shared, Autonomous, and Electric Vehicle (SAEV) fleets are expected to account for nearly 25% of all auto passenger miles traveled in the US. [Source: www.bcg.com] 2017-12-11: The Tennessee Department of Transportation provides Annual Average Daily Traffic (AADT) maps that show traffic volumes on state roads. [Source: www.tn.gov]; The Minnesota Department of Transportation's (MnDOT's) Traffic Forecasting and Analysis unit counts the number of vehicles traveling on state roadways. [Source: tti.tamu.edu]; The Texas Department of Transportation (TDOT) uses road tube counts to collect classification and volume counts over a short period, usually 24 hours or 1 week. [Source: www.tn.gov]; Traffic volumes are increasing on MoPac in Austin, Texas, with southbound travel times in the MoPac Expressway general purpose lanes taking longer during morning peak hours. [Source: www.austinmonitor.com]; In the United States, per capita vehicle miles traveled (VMT) displayed a general declining trend in the new millennium. [Source: nhts.ornl.gov]; By 2030, personal mileage in the US may increase by 24%. [Source: www.pwc.com]; In the United States, more than half of the miles traveled could occur in shared autonomous vehicles by 2040. [Source: www2.deloitte.com] 2017-12-04: Two of the biggest causes of stress on roadways and bike facilities are vehicular traffic speed and volume. [Source: nacto.org]; Traffic volume is inversely related to travel speed. [Source: rosap.ntl.bts.gov]; The Air Traffic Organization is responsible for more than 17% of the world's airspace, including all of the United States and large portions of the Atlantic and Pacific Oceans. [Source: www.faa.gov]; Truck volume is expected to increase in the future. [Source: ciitr.tti.tamu.edu]; Anticipated trip generation, daily and peak-hour traffic volumes, and traffic congestion are important considerations in transportation planning. [Source: www.klickitatcounty.org]; The average age of vehicles in the US has increased to 12.2 years, according to S&P Global Mobility. [Source: www.spglobal.com];\"\n \"Available facts are as follows: 2017-12-25: The US 101 Jct at SR 112 to SR 104 Jct at SR 3 Corridor has high mainline traffic traveling through 14 signal systems, with mainline through volumes at signals within. [Source: wsdot.wa.gov]; The WFRC develops or uses large amounts of data, including estimated future traffic volumes, as part of the RTP and TIP updates. [Source: wfrc.org]; Traffic volumes in a city stayed completely flat, only increasing by 250 vehicles, and drivers will encounter a wide travel distance. [Source: www.theurbanist.org]; The Highway 71 Corridor has 12-foot travel lanes and 6-foot shoulders, with traffic volumes ranging from 20,000 vehicles per day (vpd) near the Missouri State Line to 39,000 vpd. [Source: www.nwarpc.org]; The Development of Statewide Guidelines for Implementing Leading indicates that turning movement volume is satisfied, but not both, and through traffic volume of the cross street is also satisfied during each of the 4 hours. [Source: fdotwww.blob.core.windows.net]; The PORT PERFORMANCE FREIGHT STATISTICS PROGRAM reports travel distance and freight statistics. [Source: www.bts.dot.gov]; The Bicycle Planning study uses best practices from around the United States, prioritizing bicycle and pedestrian traffic on low-volume, low-stress streets. [Source: www.dvrpc.org]; As of September 2017, a total of 15 states and D.C. have hands-free laws governing mobile phone use while driving. [Source]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic and transportation trends. [Source]; In 2017, Nevada aimed to reduce the fatality rate per 100 Million Vehicle Miles Traveled (VMT) by one percent. [Source]; South Carolina Department of Transportation tracks Vehicle Miles Traveled and Roadway Miles. [Source]; BART's Sustainability Action Plan aims to reduce traffic congestion, lower vehicle miles traveled (VMT), and reduce GHG emissions. [Source] 2017-12-18: The monthly traffic count data from state DOTs are compiled and published in a monthly traffic volume trends report. [Source: onlinepubs.trb.org]; In 2020-2021, the U.S. Department of Transportation, National Highway Traffic Safety Administration (NHTSA) reported traffic data through the FARS data query. [Source: www.bts.gov]; The George Washington Bridge (GWB) is one of the most heavily used bridges in the world, with high hourly traffic volume. [Source: transportgeography.org]; Vehicle miles traveled (VMT) in the United States has been increasing, with a 51% increase from 1990 to 2015. [Source: www.ncbi.nlm.nih.gov]; The US EPA requires State Implementation Plans (SIPs) to contain documentation of motor vehicle emissions for attainment and maintenance of air quality standards. [Source: www.clarkcountynv.gov]; By 2030, Shared, Autonomous, and Electric Vehicle (SAEV) fleets are expected to account for nearly 25% of all auto passenger miles traveled in the US. [Source: www.bcg.com] 2017-12-11: The Tennessee Department of Transportation provides Annual Average Daily Traffic (AADT) maps that show traffic volumes on state roads. [Source: www.tn.gov]; The Minnesota Department of Transportation's (MnDOT's) Traffic Forecasting and Analysis unit counts the number of vehicles traveling on state roadways. [Source: tti.tamu.edu]; The Texas Department of Transportation (TDOT) uses road tube counts to collect classification and volume counts over a short period, usually 24 hours or 1 week. [Source: www.tn.gov]; Traffic volumes are increasing on MoPac in Austin, Texas, with southbound travel times in the MoPac Expressway general purpose lanes taking longer during morning peak hours. [Source: www.austinmonitor.com]; In the United States, per capita vehicle miles traveled (VMT) displayed a general declining trend in the new millennium. [Source: nhts.ornl.gov]; By 2030, personal mileage in the US may increase by 24%. [Source: www.pwc.com]; In the United States, more than half of the miles traveled could occur in shared autonomous vehicles by 2040. [Source: www2.deloitte.com] 2017-12-04: Two of the biggest causes of stress on roadways and bike facilities are vehicular traffic speed and volume. [Source: nacto.org]; Traffic volume is inversely related to travel speed. [Source: rosap.ntl.bts.gov]; The Air Traffic Organization is responsible for more than 17% of the world's airspace, including all of the United States and large portions of the Atlantic and Pacific Oceans. [Source: www.faa.gov]; Truck volume is expected to increase in the future. [Source: ciitr.tti.tamu.edu]; Anticipated trip generation, daily and peak-hour traffic volumes, and traffic congestion are important considerations in transportation planning. [Source: www.klickitatcounty.org]; The average age of vehicles in the US has increased to 12.2 years, according to S&P Global Mobility. [Source: www.spglobal.com];\"]"}
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[Source: highways.dot.gov]; High-volume traffic traveling at high speeds discourages community interaction and can be a barrier to other modes of transportation. [Source: safety.fhwa.dot.gov]; Traffic volume fluctuations can reflect the rural and vacation-oriented character of a region. [Source: npshistory.com]; By 2045, the state of Michigan plans to implement a mobility plan, which includes asset management and carbon reduction. [Source: www.michigan.gov]; The growth of ride-hailing/taxi services is expected to increase, with a predicted percentage of annual vehicle miles traveled made by ride-hailing services. [Source: www.cargroup.org]; Vehicle miles traveled per capita in Massachusetts is compared to peer states in the MassDOT State Rail Plan. [Source: www.mass.gov]; The Principles for Autonomous Vehicle Policy suggest that Vehicle Miles Traveled are accurate and should be considered in policy-making. [Source: www.planning.org] 2018-01-15: Objective facts about the Traffic and Transportation situation: Traffic volume counts were conducted at various locations in Cape Cod, Massachusetts to determine traffic volumes. [Source: capecodcommission.org]Priority routes and road conditions are described by the Kentucky Transportation Cabinet, with Priority A routes including interstates, parkways, and major arteries with the highest traffic volume. [Source: transportation.ky.gov]The Florida Department of Transportation provides annual average daily traffic data for the state of Florida. [Source: gis-fdot.opendata.arcgis.com]A study analyzed the traffic volume and safety measurement at Dadabari Chauraha. [Source: www.researchgate.net]The North Carolina Pedestrian and Bicycle Road Safety Assessment Guide provides traffic volume maps and data. [Source: connect.ncdot.gov]; By 2030, around 35% of vehicle miles travelled in the US is expected to be electrified, while the vehicle stock would remain about 85% ICE. [Source: www3.weforum.org]; In 2016, public transit ridership fell in almost all major U.S. cities. [Source: www.sciencedirect.com]; The rate of fatalities per 100 million vehicle miles traveled (VMT) is a performance measure being integrated into transportation planning. [Source: apps3.txdot.gov]; A more assertive forecast suggests that 95% of passenger miles travelled will be in automated vehicles by 2030. [Source: vtrans.vermont.gov] 2018-01-08: The average daily traffic (ADT) is the 24-hour volume of traffic passing a point or segment of a highway in both directions. [Source: www.fhwa.dot.gov]; Traffic volumes continue to increase, with over 90,000 and 120,000 vehicles per day on certain roadways. [Source: illinoisupdate.com]; A street with a traffic volume over 25,000 vehicles per day is considered a high-traffic area. [Source: www.sps.org]; Increased air traffic volumes can be directly related to an increase in visitors traveling to the local community. [Source: www.codot.gov]; The CTST is the most heavily traveled roadway in the 294-mile Tollway system, with daily traffic volumes of up to a certain amount. [Source: www.illinoistollway.com]; Vehicle miles traveled in the US continue to climb, with a 1.3% increase last year. [Source: www.vox.com]; The estimated range of the 2023 NEXO Fuel Cell, a hydrogen-powered SUV, is 380 miles with zero emissions. [Source: www.hyundaiusa.com]; In Europe, the high cost of electricity and relatively low number of miles driven will continue to make Internal Combustion Engines (ICE) more competitive. [Source: www.bcg.com] 2018-01-01: Arterials, which include expressways without full control of access and US numbered highways, serve high-traffic volumes and long average trip lengths. [Source]; By 2040, autonomous vehicle sales are expected to surpass 33 million annually. [Source: www.spglobal.com]; In the United States, 40,000 people die in car crashes every year, and 1.25 million people die worldwide. [Source: www.gm.com]; The total number of vehicle miles traveled in the United States is expected to increase as autonomous vehicles become more prevalent. [Source: www.leg.mn.gov]; The United States Government finances foreign air travel to travel by U.S. carriers. [Source: www.binghamton.edu];'\n 'Available facts are as follows: 2018-01-22: The volume of fast-moving vehicles poses a challenge for other modes of travel and divides formerly unified residential areas. [Source: highways.dot.gov]; High-volume traffic traveling at high speeds discourages community interaction and can be a barrier to other modes of transportation. [Source: safety.fhwa.dot.gov]; Traffic volume fluctuations can reflect the rural and vacation-oriented character of a region. [Source: npshistory.com]; By 2045, the state of Michigan plans to implement a mobility plan, which includes asset management and carbon reduction. [Source: www.michigan.gov]; The growth of ride-hailing/taxi services is expected to increase, with a predicted percentage of annual vehicle miles traveled made by ride-hailing services. [Source: www.cargroup.org]; Vehicle miles traveled per capita in Massachusetts is compared to peer states in the MassDOT State Rail Plan. [Source: www.mass.gov]; The Principles for Autonomous Vehicle Policy suggest that Vehicle Miles Traveled are accurate and should be considered in policy-making. [Source: www.planning.org] 2018-01-15: Objective facts about the Traffic and Transportation situation: Traffic volume counts were conducted at various locations in Cape Cod, Massachusetts to determine traffic volumes. [Source: capecodcommission.org]Priority routes and road conditions are described by the Kentucky Transportation Cabinet, with Priority A routes including interstates, parkways, and major arteries with the highest traffic volume. [Source: transportation.ky.gov]The Florida Department of Transportation provides annual average daily traffic data for the state of Florida. [Source: gis-fdot.opendata.arcgis.com]A study analyzed the traffic volume and safety measurement at Dadabari Chauraha. [Source: www.researchgate.net]The North Carolina Pedestrian and Bicycle Road Safety Assessment Guide provides traffic volume maps and data. [Source: connect.ncdot.gov]; By 2030, around 35% of vehicle miles travelled in the US is expected to be electrified, while the vehicle stock would remain about 85% ICE. [Source: www3.weforum.org]; In 2016, public transit ridership fell in almost all major U.S. cities. [Source: www.sciencedirect.com]; The rate of fatalities per 100 million vehicle miles traveled (VMT) is a performance measure being integrated into transportation planning. [Source: apps3.txdot.gov]; A more assertive forecast suggests that 95% of passenger miles travelled will be in automated vehicles by 2030. [Source: vtrans.vermont.gov] 2018-01-08: The average daily traffic (ADT) is the 24-hour volume of traffic passing a point or segment of a highway in both directions. [Source: www.fhwa.dot.gov]; Traffic volumes continue to increase, with over 90,000 and 120,000 vehicles per day on certain roadways. [Source: illinoisupdate.com]; A street with a traffic volume over 25,000 vehicles per day is considered a high-traffic area. [Source: www.sps.org]; Increased air traffic volumes can be directly related to an increase in visitors traveling to the local community. [Source: www.codot.gov]; The CTST is the most heavily traveled roadway in the 294-mile Tollway system, with daily traffic volumes of up to a certain amount. [Source: www.illinoistollway.com]; Vehicle miles traveled in the US continue to climb, with a 1.3% increase last year. [Source: www.vox.com]; The estimated range of the 2023 NEXO Fuel Cell, a hydrogen-powered SUV, is 380 miles with zero emissions. [Source: www.hyundaiusa.com]; In Europe, the high cost of electricity and relatively low number of miles driven will continue to make Internal Combustion Engines (ICE) more competitive. [Source: www.bcg.com] 2018-01-01: Arterials, which include expressways without full control of access and US numbered highways, serve high-traffic volumes and long average trip lengths. [Source]; By 2040, autonomous vehicle sales are expected to surpass 33 million annually. [Source: www.spglobal.com]; In the United States, 40,000 people die in car crashes every year, and 1.25 million people die worldwide. [Source: www.gm.com]; The total number of vehicle miles traveled in the United States is expected to increase as autonomous vehicles become more prevalent. [Source: www.leg.mn.gov]; The United States Government finances foreign air travel to travel by U.S. carriers. [Source: www.binghamton.edu];']"}
{"batch_x": [288566.0, 282558.0, 265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0], "batch_y": [269229.0, 272444.0, 283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0], "batch_x_timestamps_datetime64_ns": [1498867200000000000, 1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000], "batch_y_timestamps_datetime64_ns": [1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438]], "batch_text": "[\"Available facts are as follows: 2018-02-19: Traffic forecasting is used to predict traffic characteristics such as peak hour traffic volume, travel speeds, and turning movements at intersections. [Source: www.environment.fhwa.dot.gov]; Traffic count maps are used to graphically show traffic volumes on roadways throughout specific regions, such as Mahoning & Trumbull Counties. [Source: eastgatecog.org]; Annual Average Daily Traffic (AADT) is calculated based on traffic data collected by the state, and traffic volume is aggregated based on the FHWA's 13 vehicle classes. [Source: iowadot.gov]; The average daily traffic volume can be determined at specific monitoring locations. [Source: www.ncbi.nlm.nih.gov]; Transportation data and analysis are used to prepare traffic volume and load forecasts, and assist in special traffic studies. [Source: www.dot.state.mn.us]; Vehicle miles traveled (VMT) is a key metric in understanding traffic and transportation trends, with efforts to reduce VMT being a priority in many programs. [Source: greenlining.org, apta.com, ww2.arb.ca.gov]; There is a growing focus on reducing traffic congestion and pollution, with initiatives such as the California Air Resources Board's updated final staff report outlining strategies to reduce VMT. [Source: ww2.arb.ca.gov]; Motor vehicle crashes are a leading cause of death in the United States, with highway safety offices working to address this issue. [Source: www.nga.org] 2018-02-12: In 2016, New York City bridge traffic volumes showed that a minimum of 40% of the total urban area travel occurs on these bridges. [Source: www.nyc.gov]; The I-405 Traffic Data and Corridor Performance Study reported traffic volume, speed, density, and travel time data. [Source: wstc.wa.gov]; The Issaquah-Hobart Road/Front Street Corridor Study Report showed an early AM peak hour around 6:00 a.m. followed by a decrease in traffic volume. [Source: www.issaquahwa.gov]; The Average Daily Traffic For Map Sales data provided traffic volume information for various roads in South Carolina. [Source: www.sidot.org]; Over 3.2 trillion vehicle miles will have traveled on US highways by the end of 2017. [Source: www.browardmpo.org]; The U.S. Defense Advanced Research Projects Agency (DARPA) has held “grand challenges” testing the performance of AVs on a 150-mile off-road course. [Source: css.umich.edu]; The average cost of owning and operating an automobile includes a composite of three current model American cars. [Source: www.bts.gov]; The Florida Department of Transportation (FDOT) provides data on Centerline Miles, Lane Miles, and Daily Vehicle Miles Traveled. [Source: www.fdot.gov]; The Strategic Plan for FY 2018-2022 of the U.S. Department of Transportation aims to preserve mobility and reduce congestion. [Source: www.transportation.gov] 2018-02-05: In the United States, roughly three-quarters of school-aged children are taken to school by car. [Source: popcenter.asu.edu]; There is a direct correlation between traffic volume and the need for police services. [Source: www.psp.pa.gov]; Projections indicate that traffic volumes will increase by 50% by 2045 along the Interstate 10 corridor. [Source: azdot.gov]; Vehicles traveling on KY 237 experience a travel time delay of almost 50 percent due to additional traffic volumes. [Source: booneky.oki.org]; Vehicle Miles Traveled (VMT) has been a key metric in understanding transportation trends, with some studies examining the difference between personal miles traveled and VMT. [Source]; There is a growing focus on electric mobility, with cities like San Francisco exploring strategic electrification of the transportation sector. [Source] 2018-01-29: The Florida Department of Transportation provides data on truck traffic volume, which can be used to analyze traffic patterns and volumes. [Source: www.fdot.gov]; The U.S. Travel and Tourism Overview (2016) reports on travel volume to and within the United States, including economic impact and employment directly supported by travel. [Source: www.ustravel.org]; The Reports of Highway Mileage and Travel (DVMT) provide data on state highway system mileage and travel, including average daily traffic counts and road length. [Source: www.fdot.gov]; The Midland Area Transportation Study gathered data on current and past traffic volumes and patterns, and performed travel demand modeling. [Source: www.midlandmpo.org]; Daily Vehicle Miles Traveled (DVMT) is a measure of the total traffic on a road, and it is used to track the traffic volume on state highways. [Source: www.fdot.gov]; From 1950 to 2016, the US population approximately doubled, but the number of vehicles in operation increased by six times, and total vehicle-miles traveled increased by seven times. [Source: www.greencarcongress.com]; The Centerline miles, lane miles, and daily vehicle miles traveled on various systems are reported in Road Mileage and Travel Reports. [Source: www.fdot.gov];\"\n \"Available facts are as follows: 2018-02-19: Traffic forecasting is used to predict traffic characteristics such as peak hour traffic volume, travel speeds, and turning movements at intersections. [Source: www.environment.fhwa.dot.gov]; Traffic count maps are used to graphically show traffic volumes on roadways throughout specific regions, such as Mahoning & Trumbull Counties. [Source: eastgatecog.org]; Annual Average Daily Traffic (AADT) is calculated based on traffic data collected by the state, and traffic volume is aggregated based on the FHWA's 13 vehicle classes. [Source: iowadot.gov]; The average daily traffic volume can be determined at specific monitoring locations. [Source: www.ncbi.nlm.nih.gov]; Transportation data and analysis are used to prepare traffic volume and load forecasts, and assist in special traffic studies. [Source: www.dot.state.mn.us]; Vehicle miles traveled (VMT) is a key metric in understanding traffic and transportation trends, with efforts to reduce VMT being a priority in many programs. [Source: greenlining.org, apta.com, ww2.arb.ca.gov]; There is a growing focus on reducing traffic congestion and pollution, with initiatives such as the California Air Resources Board's updated final staff report outlining strategies to reduce VMT. [Source: ww2.arb.ca.gov]; Motor vehicle crashes are a leading cause of death in the United States, with highway safety offices working to address this issue. [Source: www.nga.org] 2018-02-12: In 2016, New York City bridge traffic volumes showed that a minimum of 40% of the total urban area travel occurs on these bridges. [Source: www.nyc.gov]; The I-405 Traffic Data and Corridor Performance Study reported traffic volume, speed, density, and travel time data. [Source: wstc.wa.gov]; The Issaquah-Hobart Road/Front Street Corridor Study Report showed an early AM peak hour around 6:00 a.m. followed by a decrease in traffic volume. [Source: www.issaquahwa.gov]; The Average Daily Traffic For Map Sales data provided traffic volume information for various roads in South Carolina. [Source: www.sidot.org]; Over 3.2 trillion vehicle miles will have traveled on US highways by the end of 2017. [Source: www.browardmpo.org]; The U.S. Defense Advanced Research Projects Agency (DARPA) has held “grand challenges” testing the performance of AVs on a 150-mile off-road course. [Source: css.umich.edu]; The average cost of owning and operating an automobile includes a composite of three current model American cars. [Source: www.bts.gov]; The Florida Department of Transportation (FDOT) provides data on Centerline Miles, Lane Miles, and Daily Vehicle Miles Traveled. [Source: www.fdot.gov]; The Strategic Plan for FY 2018-2022 of the U.S. Department of Transportation aims to preserve mobility and reduce congestion. [Source: www.transportation.gov] 2018-02-05: In the United States, roughly three-quarters of school-aged children are taken to school by car. [Source: popcenter.asu.edu]; There is a direct correlation between traffic volume and the need for police services. [Source: www.psp.pa.gov]; Projections indicate that traffic volumes will increase by 50% by 2045 along the Interstate 10 corridor. [Source: azdot.gov]; Vehicles traveling on KY 237 experience a travel time delay of almost 50 percent due to additional traffic volumes. [Source: booneky.oki.org]; Vehicle Miles Traveled (VMT) has been a key metric in understanding transportation trends, with some studies examining the difference between personal miles traveled and VMT. [Source]; There is a growing focus on electric mobility, with cities like San Francisco exploring strategic electrification of the transportation sector. [Source] 2018-01-29: The Florida Department of Transportation provides data on truck traffic volume, which can be used to analyze traffic patterns and volumes. [Source: www.fdot.gov]; The U.S. Travel and Tourism Overview (2016) reports on travel volume to and within the United States, including economic impact and employment directly supported by travel. [Source: www.ustravel.org]; The Reports of Highway Mileage and Travel (DVMT) provide data on state highway system mileage and travel, including average daily traffic counts and road length. [Source: www.fdot.gov]; The Midland Area Transportation Study gathered data on current and past traffic volumes and patterns, and performed travel demand modeling. [Source: www.midlandmpo.org]; Daily Vehicle Miles Traveled (DVMT) is a measure of the total traffic on a road, and it is used to track the traffic volume on state highways. [Source: www.fdot.gov]; From 1950 to 2016, the US population approximately doubled, but the number of vehicles in operation increased by six times, and total vehicle-miles traveled increased by seven times. [Source: www.greencarcongress.com]; The Centerline miles, lane miles, and daily vehicle miles traveled on various systems are reported in Road Mileage and Travel Reports. [Source: www.fdot.gov];\"]"}
{"batch_x": [282558.0, 265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0], "batch_y": [272444.0, 283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0], "batch_x_timestamps_datetime64_ns": [1501545600000000000, 1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000], "batch_y_timestamps_datetime64_ns": [1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653]], "batch_text": "['Available facts are as follows: 2018-03-26: Traffic volume is a key factor in transportation planning, and various measures can be taken to decrease operating speeds, traffic volumes, and/or accident problems. [Source: www.sanantonio.gov]; The analysis of a transportation system includes an inventory of state and U.S. routes, traffic volumes, and congestion levels. [Source: www.kyovaipc.org]; Traffic fatalities are a major concern in the United States, with 50% of traffic fatalities occurring on local roads. [Source: dot.ca.gov]; In the United States, vehicle miles traveled (VMT) is a significant concern, with \"empty\" VMT being a particular issue. [Source: www.njdottechtransfer.net]; Reducing greenhouse gas emissions from transportation relies on a \"three-legged stool\" of vehicle efficiency, fuel content, and vehicle miles traveled. [Source: www.jstor.org]; Between 2004 and 2014, capacity-adjusted vehicle miles for buses grew by 5% in the United States. [Source: www.everycrsreport.com]; The cost of car ownership and use is low in the United States compared with most other countries. [Source: www.hsdl.org] 2018-03-19: Average weekday daily traffic (AWDT) volumes and peak period hourly volumes from 6:00 AM to 10:00 AM and from 3:00 PM to 7:00 PM on I-291 between I-91 were recorded. [Source: www.ctps.org]; Traffic volume count data for each direction and lane of a site can be recorded. [Source: www.njtms.org]; In the United States, travel monitoring shows traffic volume trends. [Source: www.sciencedirect.com]; The segment of US 27 serves 10,000 to 12,000 vehicles per day (vpd), and Year 2040 traffic is projected to increase. [Source: transportation.ky.gov]; Large traffic volumes and high vehicle miles traveled are a reality in the United States. [Source: www.americanprogress.org]; Vehicle miles traveled (VMT) have declined since 1921. [Source: grothlawfirm.com]; Per mile traveled, drivers 70–74 years are more likely to be involved in a fatal crash. [Source: www.ncbi.nlm.nih.gov] 2018-03-12: Average weekday daily traffic (AWDT) volumes and peak period hourly volumes on I-395 between the Massachusetts Turnpike and I-290 were recorded. [Source: www.ctps.org]; The Federal Highway Administration (FHWA) is encouraging the adoption of a new formula for Volume Group Assignments, which better reflects reality. [Source: www.fhwa.dot.gov]; The Intercounty Connector (ICC)/MD 200 roadway from Georgia Avenue to I-95 (Exit 31) at Laurel opened on November 22, 2011, and the roadway opened to US 1 on November 9, 2014, with FY 2017 traffic volume of 27.2 million vehicles. [Source: mdta.maryland.gov]; U.S. airlines carried an all-time high number of passengers in 2017, according to the Bureau of Transportation Statistics (BTS). [Source: www.bts.dot.gov]; The William Preston Lane Jr. Memorial (Bay) Bridge (US 50/301) had a FY 2017 traffic volume of 27.2 million vehicles. [Source: mdta.maryland.gov]; In the United States, vehicle miles traveled (VMT) is expected to increase, with an estimated 320 million miles annually by 2040 in the Dallas-Fort Worth area. [Source]; The Michigan Department of Transportation (MDOT) is responsible for Michigan\\'s nearly 10,000-mile state highway system. [Source]; In 2016, RTA vehicles traveled nearly 8 million Vehicle Revenue Miles. [Source] 2018-03-05: In 2015, there was a 2.9% increase in traffic volume in the United States, according to the Federal Highway Administration\\'s Traffic Volume Trends report. [Source]; In 2015, the United States experienced the largest increase in traffic fatalities since 1966, with a total of 35,092 fatalities. [Source]; The most significant traffic volumes in Orangeburg, South Carolina are experienced on roadways such as segments of the Bypass and US 601. [Source]; In the United States, vehicle miles traveled (VMT) have been increasing, but with a slight decline in recent years. [Source: connectingarkansasprogram.com];'\n 'Available facts are as follows: 2018-03-26: Traffic volume is a key factor in transportation planning, and various measures can be taken to decrease operating speeds, traffic volumes, and/or accident problems. [Source: www.sanantonio.gov]; The analysis of a transportation system includes an inventory of state and U.S. routes, traffic volumes, and congestion levels. [Source: www.kyovaipc.org]; Traffic fatalities are a major concern in the United States, with 50% of traffic fatalities occurring on local roads. [Source: dot.ca.gov]; In the United States, vehicle miles traveled (VMT) is a significant concern, with \"empty\" VMT being a particular issue. [Source: www.njdottechtransfer.net]; Reducing greenhouse gas emissions from transportation relies on a \"three-legged stool\" of vehicle efficiency, fuel content, and vehicle miles traveled. [Source: www.jstor.org]; Between 2004 and 2014, capacity-adjusted vehicle miles for buses grew by 5% in the United States. [Source: www.everycrsreport.com]; The cost of car ownership and use is low in the United States compared with most other countries. [Source: www.hsdl.org] 2018-03-19: Average weekday daily traffic (AWDT) volumes and peak period hourly volumes from 6:00 AM to 10:00 AM and from 3:00 PM to 7:00 PM on I-291 between I-91 were recorded. [Source: www.ctps.org]; Traffic volume count data for each direction and lane of a site can be recorded. [Source: www.njtms.org]; In the United States, travel monitoring shows traffic volume trends. [Source: www.sciencedirect.com]; The segment of US 27 serves 10,000 to 12,000 vehicles per day (vpd), and Year 2040 traffic is projected to increase. [Source: transportation.ky.gov]; Large traffic volumes and high vehicle miles traveled are a reality in the United States. [Source: www.americanprogress.org]; Vehicle miles traveled (VMT) have declined since 1921. [Source: grothlawfirm.com]; Per mile traveled, drivers 70–74 years are more likely to be involved in a fatal crash. [Source: www.ncbi.nlm.nih.gov] 2018-03-12: Average weekday daily traffic (AWDT) volumes and peak period hourly volumes on I-395 between the Massachusetts Turnpike and I-290 were recorded. [Source: www.ctps.org]; The Federal Highway Administration (FHWA) is encouraging the adoption of a new formula for Volume Group Assignments, which better reflects reality. [Source: www.fhwa.dot.gov]; The Intercounty Connector (ICC)/MD 200 roadway from Georgia Avenue to I-95 (Exit 31) at Laurel opened on November 22, 2011, and the roadway opened to US 1 on November 9, 2014, with FY 2017 traffic volume of 27.2 million vehicles. [Source: mdta.maryland.gov]; U.S. airlines carried an all-time high number of passengers in 2017, according to the Bureau of Transportation Statistics (BTS). [Source: www.bts.dot.gov]; The William Preston Lane Jr. Memorial (Bay) Bridge (US 50/301) had a FY 2017 traffic volume of 27.2 million vehicles. [Source: mdta.maryland.gov]; In the United States, vehicle miles traveled (VMT) is expected to increase, with an estimated 320 million miles annually by 2040 in the Dallas-Fort Worth area. [Source]; The Michigan Department of Transportation (MDOT) is responsible for Michigan\\'s nearly 10,000-mile state highway system. [Source]; In 2016, RTA vehicles traveled nearly 8 million Vehicle Revenue Miles. [Source] 2018-03-05: In 2015, there was a 2.9% increase in traffic volume in the United States, according to the Federal Highway Administration\\'s Traffic Volume Trends report. [Source]; In 2015, the United States experienced the largest increase in traffic fatalities since 1966, with a total of 35,092 fatalities. [Source]; The most significant traffic volumes in Orangeburg, South Carolina are experienced on roadways such as segments of the Bypass and US 601. [Source]; In the United States, vehicle miles traveled (VMT) have been increasing, but with a slight decline in recent years. [Source: connectingarkansasprogram.com];']"}
{"batch_x": [265212.0, 278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0], "batch_y": [283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0], "batch_x_timestamps_datetime64_ns": [1504224000000000000, 1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000], "batch_y_timestamps_datetime64_ns": [1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484]], "batch_y_mark": [[-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2018-04-23: At SEA Airport, the average daily volume is an important metric for understanding traffic and operations. [Source: www.portseattle.org]; DyETC, a dynamic electronic toll collection system, can increase traffic volume by around 8% and reduce travel time by around 14.6%. [Source: ojs.aaai.org]; SEA Airport ranks; The Traffic Impact Study Process involves performing capacity analysis, including analyzing daily volumes to determine if a corridor needs an increase in lanes. [Source: www.streetlogic.pro]; The Federal Highway Administration (FHWA) requires State DOTs to develop Average Vehicle Occupancy (AVO) factors for cars, buses, and trucks in urbanized areas. [Source: www.fhwa.dot.gov]; Total vehicle miles traveled (VMT) is a direct measure of demand and use of U.S. public roads, and it is on the rebound. [Source: planning.ri.gov]; Forecasting Commercial Vehicle Miles Traveled (VMT) in Urban California Areas is a research topic, indicating the importance of VMT in transportation planning. [Source: transweb.sjsu.edu] 2018-04-16: The Oregon Department of Transportation provides traffic counting data and trip planning information on its website. [Source]; The average missing rate of daily traffic volume data in Beijing, China is high. [Source]; The Kentucky Transportation Cabinet implemented a statewide ranking system of highway projects based on needs, including traffic volumes, in 2017. [Source]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic volume, with the US average being 1.16 deaths per 100 million VMT. [Source: www.thehartford.com]; Ride-hailing services are contributing to a net increase in VMT in US cities. [Source: rosap.ntl.bts.gov]; VMT taxes are being implemented in various states, with the aim of replacing gas tax revenues. [Source: taxfoundation.org] 2018-04-09: As of 2018, U.S. driving reached 746 billion miles. [Source: www.transportation.gov]; The U.S. Department of Transportation's Federal Highway Administration (FHWA) releases data on traffic volume. [Source: www.transportation.gov]; By 2030, autonomous vehicles could make up anywhere from 20 percent to 95 percent of miles traveled on U.S. roads. [Source]; Rural roads account for about 30% of national vehicle miles traveled. [Source: crsreports.congress.gov]; In 2016, the total mileage driven in the United States increased for the fifth consecutive year. [Source: www.thehartford.com]; Vehicle miles traveled (VMT) and total U.S. CO2 emissions are forecasted to increase from 1957 to 2055. [Source: www.slideshare.net] 2018-04-02: State Route 500 has a traffic volume of 72,000 in 2019. [Source: www.rtc.wa.gov]; The number of vehicle miles traveled (VMT) in the United States is a key indicator of traffic volume. [Source: www.energy.gov]; There are over 330,000 traffic signals operating in the United States. [Source: www.timmons.com]; The FAA's staffing needs are dynamic due to the dynamic nature of air traffic workload and volume. [Source: www.faa.gov]; The United States has various forms of tolling, including toll roads, global navigation satellite system tolling, vehicle miles travelled, road use charging, and mileage-based user fees. [Source]; Bus-based public transportation in the US consumes more BTUs per passenger mile than automobile travel. [Source]; Vehicle Miles Traveled (VMT) is a metric used to measure transportation demand. [Source]; Passenger miles traveled relative to vehicle miles traveled is a key metric for mobility goals. [Source]; There is a growing trend towards shared mobility, with ride-hailing services affecting VMT and emissions. [Source];\"\n \"Available facts are as follows: 2018-04-23: At SEA Airport, the average daily volume is an important metric for understanding traffic and operations. [Source: www.portseattle.org]; DyETC, a dynamic electronic toll collection system, can increase traffic volume by around 8% and reduce travel time by around 14.6%. [Source: ojs.aaai.org]; SEA Airport ranks; The Traffic Impact Study Process involves performing capacity analysis, including analyzing daily volumes to determine if a corridor needs an increase in lanes. [Source: www.streetlogic.pro]; The Federal Highway Administration (FHWA) requires State DOTs to develop Average Vehicle Occupancy (AVO) factors for cars, buses, and trucks in urbanized areas. [Source: www.fhwa.dot.gov]; Total vehicle miles traveled (VMT) is a direct measure of demand and use of U.S. public roads, and it is on the rebound. [Source: planning.ri.gov]; Forecasting Commercial Vehicle Miles Traveled (VMT) in Urban California Areas is a research topic, indicating the importance of VMT in transportation planning. [Source: transweb.sjsu.edu] 2018-04-16: The Oregon Department of Transportation provides traffic counting data and trip planning information on its website. [Source]; The average missing rate of daily traffic volume data in Beijing, China is high. [Source]; The Kentucky Transportation Cabinet implemented a statewide ranking system of highway projects based on needs, including traffic volumes, in 2017. [Source]; Vehicle Miles Traveled (VMT) is a key metric used to measure traffic volume, with the US average being 1.16 deaths per 100 million VMT. [Source: www.thehartford.com]; Ride-hailing services are contributing to a net increase in VMT in US cities. [Source: rosap.ntl.bts.gov]; VMT taxes are being implemented in various states, with the aim of replacing gas tax revenues. [Source: taxfoundation.org] 2018-04-09: As of 2018, U.S. driving reached 746 billion miles. [Source: www.transportation.gov]; The U.S. Department of Transportation's Federal Highway Administration (FHWA) releases data on traffic volume. [Source: www.transportation.gov]; By 2030, autonomous vehicles could make up anywhere from 20 percent to 95 percent of miles traveled on U.S. roads. [Source]; Rural roads account for about 30% of national vehicle miles traveled. [Source: crsreports.congress.gov]; In 2016, the total mileage driven in the United States increased for the fifth consecutive year. [Source: www.thehartford.com]; Vehicle miles traveled (VMT) and total U.S. CO2 emissions are forecasted to increase from 1957 to 2055. [Source: www.slideshare.net] 2018-04-02: State Route 500 has a traffic volume of 72,000 in 2019. [Source: www.rtc.wa.gov]; The number of vehicle miles traveled (VMT) in the United States is a key indicator of traffic volume. [Source: www.energy.gov]; There are over 330,000 traffic signals operating in the United States. [Source: www.timmons.com]; The FAA's staffing needs are dynamic due to the dynamic nature of air traffic workload and volume. [Source: www.faa.gov]; The United States has various forms of tolling, including toll roads, global navigation satellite system tolling, vehicle miles travelled, road use charging, and mileage-based user fees. [Source]; Bus-based public transportation in the US consumes more BTUs per passenger mile than automobile travel. [Source]; Vehicle Miles Traveled (VMT) is a metric used to measure transportation demand. [Source]; Passenger miles traveled relative to vehicle miles traveled is a key metric for mobility goals. [Source]; There is a growing trend towards shared mobility, with ride-hailing services affecting VMT and emissions. [Source];\"]"}
{"batch_x": [278888.0, 258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0], "batch_y": [280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0], "batch_x_timestamps_datetime64_ns": [1506816000000000000, 1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000], "batch_y_timestamps_datetime64_ns": [1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2018-05-21: Between 1913 and 2022, the number of motor-vehicle deaths in the United States increased 996%, from 4200 deaths in 1913 to 46027 in 2022. [Source: injuryfacts.nsc.org]; Rapid development around two-lane N.C. 42 has increased the volume of traffic on the roadway, with traffic counts... traffic traveling at 45 mph. [Source: www.ncdot.gov]; Between 1913 and 2022, the number of motor-vehicle deaths in the United States increased 996%, from 4200 deaths in 1913 to 46027 in 2022. [Source: injuryfacts.nsc.org]; In the United States, vehicles produce over 30% of mobile source pollution, which contributes to air quality issues. [Source: www.slc.gov]; Vehicle miles traveled (VMT) is a key metric used in transportation planning, with many cities and states setting VMT thresholds and implementing Transportation Demand Management strategies. [Source: www.lakeforestca.gov]; Ride-sharing services, such as Uber, account for less than 1% of miles traveled in the US. [Source: www.schroders.com] 2018-05-14: Wisconsin Department of Transportation collects traffic count data in hourly intervals each day of the year at continuous count sites on the State Trunk Highway System. [Source: wisconsindot.gov]; Traffic volume and travel speeds are adjusted to produce better results for traffic volumes in travel demand forecasting for urban transportation planning. [Source: uomustansiriyah.edu.iq]; The traffic volume on U.S. 60 is expected to see a slight decrease and travel time in this segment will decrease by one minute according to the MAG Commuter Rail System Study Update Final Report. [Source: azmag.gov]; Traffic calming treatments may be appropriate for subdivision street design depending on the function and traffic volume. [Source: vdot.virginia.gov]; Comprehensive traffic volume data is developed by highway-planning surveys, which also shows the gasoline consumed in the state for each of the years. [Source: onlinepubs.trb.org]; Speed limits are set based on factors such as traffic volume, or work zone conditions. [Source: www.tn.gov]; Traffic volumes and travel speeds vary by location, with higher volumes east of Ashland Avenue in the McKinley Park area. [Source: mckinleypark.news]; In the United States, there were 3,700 fatal motor vehicle crashes in 2016, with 1.43 deaths per 100 million vehicle miles traveled. [Source]; The total daily vehicle miles traveled is a common metric used to measure the state's transportation infrastructure. [Source]; Vehicle miles traveled is an important factor in transportation planning, with a reduction in VMT being a goal of carsharing programs. [Source] 2018-05-07: Americans travel more during the summer than any other time of year, but gas prices may be having an impact on the amount of travel. [Source: www.arscars.com]; Excessive volume (ADT Average Daily Traffic) is a concern in Cheltenham Township, with speed humps being a popular traffic calming measure in the United States. [Source: www.cheltenhamtownship.org]; Roundabouts are increasingly being utilized in the United States to efficiently handle significant volumes without using a traffic signal. [Source: www.hindawi.com]; Traffic volume is higher than usual on highways in Malaysia ahead of polling day, with voters traveling back to their hometowns. [Source: www.nationthailand.com]; Construction on the West Lafayette campus is increasing this summer, resulting in a higher volume of construction traffic. [Source: www.purdue.edu]; 16% of whole volume vehicles traffic flow is assigned to evaluate transportation planning using TransCad analysis and GIS techniques. [Source: www.matec-conferences.org]; U.S. Route 322 traffic will be delayed on Seven Mountains due to construction, aiming to promote safer travel, ease congestion, and improve goods and services movement. [Source: www.centredaily.com]; The I-95 Corridor project involves widening of the northbound Exit 64 Off ramp to improve traffic flow. [Source: portal.ct.gov]; The King County Greenhouse Gas Emissions Inventory uses an activity-based travel model to estimate vehicle miles traveled (VMT), facility type, and speed. [Source: your.kingcounty.gov]; The Congestion Mitigation and Air Quality Improvement program aims to reduce vehicle miles traveled. [Source: afdc.energy.gov]; The Michigan Department of Transportation is responsible for the 10,000-mile state highway system. [Source: www.michigan.gov]; The Idaho Transportation Department has a Work Zone Safety and Mobility Program that considers projects with planned detours requiring over 20 miles of out-of-direction travel. [Source: apps.itd.idaho.gov] 2018-04-30: The TSA Tables provide data on transportation statistics in the United States. [Source: www.bts.gov]; In 2016, there were estimates of pedestrian volume at intersections on the California state highway system. [Source: dot.ca.gov]; School buses transport millions of children daily in the United States. [Source: injuryfacts.nsc.org]; The City of Oregon City measures traffic volume and speed along corridors. [Source: www.orcity.org]; CVG airport experienced a 17% year-over-year growth in local passenger traffic. [Source: www.cvgairport.com]; By 2025, sales of vehicle miles traveled on mobility services will become as important as vehicle units sold, as IMS grow and expand to more areas. [Source: www.cargroup.org]; The transportation section of the EIR models the collective impact on VMT and mode share of the three major transportation infrastructure policies in the MP. [Source: publichealth.lacounty.gov]; The U.S. Department of Transportation (USDOT) has published the USDOT. Intelligent Transportation Systems Strategic Plan 2015–2019 to provide a framework for connected and automated vehicles. [Source: www.mass.gov]; Without public transportation, the annual impacts in the U.S. would include an additional 102.2 billion vehicle miles traveled, 5.3 billion gallons of gas consumed, and 47.4 million metric tons of CO2 emissions. [Source: css.umich.edu];\"\n \"Available facts are as follows: 2018-05-21: Between 1913 and 2022, the number of motor-vehicle deaths in the United States increased 996%, from 4200 deaths in 1913 to 46027 in 2022. [Source: injuryfacts.nsc.org]; Rapid development around two-lane N.C. 42 has increased the volume of traffic on the roadway, with traffic counts... traffic traveling at 45 mph. [Source: www.ncdot.gov]; Between 1913 and 2022, the number of motor-vehicle deaths in the United States increased 996%, from 4200 deaths in 1913 to 46027 in 2022. [Source: injuryfacts.nsc.org]; In the United States, vehicles produce over 30% of mobile source pollution, which contributes to air quality issues. [Source: www.slc.gov]; Vehicle miles traveled (VMT) is a key metric used in transportation planning, with many cities and states setting VMT thresholds and implementing Transportation Demand Management strategies. [Source: www.lakeforestca.gov]; Ride-sharing services, such as Uber, account for less than 1% of miles traveled in the US. [Source: www.schroders.com] 2018-05-14: Wisconsin Department of Transportation collects traffic count data in hourly intervals each day of the year at continuous count sites on the State Trunk Highway System. [Source: wisconsindot.gov]; Traffic volume and travel speeds are adjusted to produce better results for traffic volumes in travel demand forecasting for urban transportation planning. [Source: uomustansiriyah.edu.iq]; The traffic volume on U.S. 60 is expected to see a slight decrease and travel time in this segment will decrease by one minute according to the MAG Commuter Rail System Study Update Final Report. [Source: azmag.gov]; Traffic calming treatments may be appropriate for subdivision street design depending on the function and traffic volume. [Source: vdot.virginia.gov]; Comprehensive traffic volume data is developed by highway-planning surveys, which also shows the gasoline consumed in the state for each of the years. [Source: onlinepubs.trb.org]; Speed limits are set based on factors such as traffic volume, or work zone conditions. [Source: www.tn.gov]; Traffic volumes and travel speeds vary by location, with higher volumes east of Ashland Avenue in the McKinley Park area. [Source: mckinleypark.news]; In the United States, there were 3,700 fatal motor vehicle crashes in 2016, with 1.43 deaths per 100 million vehicle miles traveled. [Source]; The total daily vehicle miles traveled is a common metric used to measure the state's transportation infrastructure. [Source]; Vehicle miles traveled is an important factor in transportation planning, with a reduction in VMT being a goal of carsharing programs. [Source] 2018-05-07: Americans travel more during the summer than any other time of year, but gas prices may be having an impact on the amount of travel. [Source: www.arscars.com]; Excessive volume (ADT Average Daily Traffic) is a concern in Cheltenham Township, with speed humps being a popular traffic calming measure in the United States. [Source: www.cheltenhamtownship.org]; Roundabouts are increasingly being utilized in the United States to efficiently handle significant volumes without using a traffic signal. [Source: www.hindawi.com]; Traffic volume is higher than usual on highways in Malaysia ahead of polling day, with voters traveling back to their hometowns. [Source: www.nationthailand.com]; Construction on the West Lafayette campus is increasing this summer, resulting in a higher volume of construction traffic. [Source: www.purdue.edu]; 16% of whole volume vehicles traffic flow is assigned to evaluate transportation planning using TransCad analysis and GIS techniques. [Source: www.matec-conferences.org]; U.S. Route 322 traffic will be delayed on Seven Mountains due to construction, aiming to promote safer travel, ease congestion, and improve goods and services movement. [Source: www.centredaily.com]; The I-95 Corridor project involves widening of the northbound Exit 64 Off ramp to improve traffic flow. [Source: portal.ct.gov]; The King County Greenhouse Gas Emissions Inventory uses an activity-based travel model to estimate vehicle miles traveled (VMT), facility type, and speed. [Source: your.kingcounty.gov]; The Congestion Mitigation and Air Quality Improvement program aims to reduce vehicle miles traveled. [Source: afdc.energy.gov]; The Michigan Department of Transportation is responsible for the 10,000-mile state highway system. [Source: www.michigan.gov]; The Idaho Transportation Department has a Work Zone Safety and Mobility Program that considers projects with planned detours requiring over 20 miles of out-of-direction travel. [Source: apps.itd.idaho.gov] 2018-04-30: The TSA Tables provide data on transportation statistics in the United States. [Source: www.bts.gov]; In 2016, there were estimates of pedestrian volume at intersections on the California state highway system. [Source: dot.ca.gov]; School buses transport millions of children daily in the United States. [Source: injuryfacts.nsc.org]; The City of Oregon City measures traffic volume and speed along corridors. [Source: www.orcity.org]; CVG airport experienced a 17% year-over-year growth in local passenger traffic. [Source: www.cvgairport.com]; By 2025, sales of vehicle miles traveled on mobility services will become as important as vehicle units sold, as IMS grow and expand to more areas. [Source: www.cargroup.org]; The transportation section of the EIR models the collective impact on VMT and mode share of the three major transportation infrastructure policies in the MP. [Source: publichealth.lacounty.gov]; The U.S. Department of Transportation (USDOT) has published the USDOT. Intelligent Transportation Systems Strategic Plan 2015–2019 to provide a framework for connected and automated vehicles. [Source: www.mass.gov]; Without public transportation, the annual impacts in the U.S. would include an additional 102.2 billion vehicle miles traveled, 5.3 billion gallons of gas consumed, and 47.4 million metric tons of CO2 emissions. [Source: css.umich.edu];\"]"}
{"batch_x": [258159.0, 267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0], "batch_y": [289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0], "batch_x_timestamps_datetime64_ns": [1509494400000000000, 1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000], "batch_y_timestamps_datetime64_ns": [1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, 0.33287671208381653], [-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257]], "batch_y_mark": [[-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_text": "['Available facts are as follows: 2018-06-25: As of June 2018, traffic volumes and speeds on local streets are low, and local roadways in the County generally have two travel lanes. [Source: planning.calaverasgov.us]; Travelers can expect increased traffic volume statewide over the next few weeks, especially during summer travel and holidays. [Source: smnewsnet.com, roads.maryland.gov]; The US 113 (Worcester Highway) upgrade and re-paving was completed on June 29th, 2018, which is expected to improve traffic conditions. [Source: smnewsnet.com]; In Colorado, there were 1.97 fatalities per 100 million vehicle miles of travel on non-interstate roads, compared to 0.96 on interstate roads. [Source: tripnet.org]; A 16% increase in vehicle distance traveled is predicted with the introduction of autonomous vehicles. [Source: www3.weforum.org]; In New Jersey, commercial vehicles cannot exceed 30 miles (air mile radius) from their base of operation. [Source: www.nj.gov]; Atlanta\\'s BeltLine has reduced urban sprawl and vehicle miles traveled (VMT). [Source: goexplorer.org]; ARK research estimates that only 8% of total miles driven in the US will be autonomous by 2025. [Source: www.hitting406.com] 2018-06-18: The relative monthly average daily traffic volume during the peak season of travel can be estimated using the PADT Factor Estimation Methodology. [Source: connect.ncdot.gov]; The monthly traffic volume data of all registered vehicles in each state is used to calculate the monthly-hourly travel demands of vehicles in the U.S. [Source: www.nature.com]; The volume of traffic on the Primary Road System in Iowa can be predicted using a regression equation relating trip ends to the size of the independent variable. [Source: iowadot.gov]; The U.S. Department of Transportation reports a notable rebound in vehicle miles traveled in the last few months. [Source: cityobservatory.org]; In the United States, the National Highway Traffic Safety Administration (NHTSA) convened a public meeting to discuss regulating the future of mobility. [Source: www2.deloitte.com]; Vehicle miles traveled (VMT) is a key metric in Regional and Community Sustainable Transportation Plans. [Source: lsa.net]; In Washington State, agricultural vehicles with 7,500 or fewer miles driven in a year are exempt from certain requirements. [Source: dol.wa.gov] 2018-06-11: The traffic volume on Kamehameha Highway in Hawaii was slightly higher on demonstration days, according to a study by the Hawaii Department of Transportation. [Source: hidot.hawaii.gov]; The Fredericksburg Area Travel Demand Model predicts traffic volume increases between 2015 and 2045, with a growth rate by roadway segment listed in Table 10. [Source: www.vdot.virginia.gov]; Hourly traffic volume estimates are used to measure congestion, reliability, and emissions in urban areas of 37 states. [Source: www.fhwa.dot.gov]; The diverging diamond interchange (DDI) is a popular alternative design for failing conventional interchanges, with widespread use in the United States. [Source: www.researchgate.net]; Vehicle miles traveled (VMT) is a key metric in evaluating transportation sustainability, with higher VMT contributing to congestion and degrading air quality. [Source: tsrc.berkeley.edu]; In 2010, the U.S. Department of Transportation estimated Massachusetts Vehicle Miles Traveled to be 54.4 billion. [Source: www.clf.org]; In 2016, vehicles entering Manhattan south of 60th Street declined, and average travel speeds in the Manhattan Central Business District dropped to 7.1 mph. [Source: www.nyc.gov]; Public transportation is a $68 billion industry, with people boarding public transportation 34 million times each weekday. [Source: www.goldengate.org] 2018-06-04: Most freight transportation modes are expected to experience increased volumes, although the amount of expected growth will vary by mode. [Source: ops.fhwa.dot.gov]; The Low Volume Road Preservation Program maintains state highways with an average daily traffic of less than 5000 vehicles. [Source: www.oregon.gov]; Future Volume Tables show the future annual average daily traffic volumes for state highway segments based on either 20 years of historical traffic data. [Source: www.oregon.gov]; The freight transportation system in the United States is critical for mobility, with truck vehicle miles traveled (VMT) being a key measure. [Source: ops.fhwa.dot.gov]; In California, the time vehicles spend traveling below certain speeds, known as \"vehicle hours of delay,\" has increased in recent years. [Source: lao.ca.gov]; The average American travels 31.5 miles a day in the fall and 26.2 miles in the winter. [Source: www.infineon.com]; Floridians put fewer miles on their cars than the average American driver, with an average of fewer miles driven. [Source: www.thehartford.com];'\n 'Available facts are as follows: 2018-06-25: As of June 2018, traffic volumes and speeds on local streets are low, and local roadways in the County generally have two travel lanes. [Source: planning.calaverasgov.us]; Travelers can expect increased traffic volume statewide over the next few weeks, especially during summer travel and holidays. [Source: smnewsnet.com, roads.maryland.gov]; The US 113 (Worcester Highway) upgrade and re-paving was completed on June 29th, 2018, which is expected to improve traffic conditions. [Source: smnewsnet.com]; In Colorado, there were 1.97 fatalities per 100 million vehicle miles of travel on non-interstate roads, compared to 0.96 on interstate roads. [Source: tripnet.org]; A 16% increase in vehicle distance traveled is predicted with the introduction of autonomous vehicles. [Source: www3.weforum.org]; In New Jersey, commercial vehicles cannot exceed 30 miles (air mile radius) from their base of operation. [Source: www.nj.gov]; Atlanta\\'s BeltLine has reduced urban sprawl and vehicle miles traveled (VMT). [Source: goexplorer.org]; ARK research estimates that only 8% of total miles driven in the US will be autonomous by 2025. [Source: www.hitting406.com] 2018-06-18: The relative monthly average daily traffic volume during the peak season of travel can be estimated using the PADT Factor Estimation Methodology. [Source: connect.ncdot.gov]; The monthly traffic volume data of all registered vehicles in each state is used to calculate the monthly-hourly travel demands of vehicles in the U.S. [Source: www.nature.com]; The volume of traffic on the Primary Road System in Iowa can be predicted using a regression equation relating trip ends to the size of the independent variable. [Source: iowadot.gov]; The U.S. Department of Transportation reports a notable rebound in vehicle miles traveled in the last few months. [Source: cityobservatory.org]; In the United States, the National Highway Traffic Safety Administration (NHTSA) convened a public meeting to discuss regulating the future of mobility. [Source: www2.deloitte.com]; Vehicle miles traveled (VMT) is a key metric in Regional and Community Sustainable Transportation Plans. [Source: lsa.net]; In Washington State, agricultural vehicles with 7,500 or fewer miles driven in a year are exempt from certain requirements. [Source: dol.wa.gov] 2018-06-11: The traffic volume on Kamehameha Highway in Hawaii was slightly higher on demonstration days, according to a study by the Hawaii Department of Transportation. [Source: hidot.hawaii.gov]; The Fredericksburg Area Travel Demand Model predicts traffic volume increases between 2015 and 2045, with a growth rate by roadway segment listed in Table 10. [Source: www.vdot.virginia.gov]; Hourly traffic volume estimates are used to measure congestion, reliability, and emissions in urban areas of 37 states. [Source: www.fhwa.dot.gov]; The diverging diamond interchange (DDI) is a popular alternative design for failing conventional interchanges, with widespread use in the United States. [Source: www.researchgate.net]; Vehicle miles traveled (VMT) is a key metric in evaluating transportation sustainability, with higher VMT contributing to congestion and degrading air quality. [Source: tsrc.berkeley.edu]; In 2010, the U.S. Department of Transportation estimated Massachusetts Vehicle Miles Traveled to be 54.4 billion. [Source: www.clf.org]; In 2016, vehicles entering Manhattan south of 60th Street declined, and average travel speeds in the Manhattan Central Business District dropped to 7.1 mph. [Source: www.nyc.gov]; Public transportation is a $68 billion industry, with people boarding public transportation 34 million times each weekday. [Source: www.goldengate.org] 2018-06-04: Most freight transportation modes are expected to experience increased volumes, although the amount of expected growth will vary by mode. [Source: ops.fhwa.dot.gov]; The Low Volume Road Preservation Program maintains state highways with an average daily traffic of less than 5000 vehicles. [Source: www.oregon.gov]; Future Volume Tables show the future annual average daily traffic volumes for state highway segments based on either 20 years of historical traffic data. [Source: www.oregon.gov]; The freight transportation system in the United States is critical for mobility, with truck vehicle miles traveled (VMT) being a key measure. [Source: ops.fhwa.dot.gov]; In California, the time vehicles spend traveling below certain speeds, known as \"vehicle hours of delay,\" has increased in recent years. [Source: lao.ca.gov]; The average American travels 31.5 miles a day in the fall and 26.2 miles in the winter. [Source: www.infineon.com]; Floridians put fewer miles on their cars than the average American driver, with an average of fewer miles driven. [Source: www.thehartford.com];']"}
{"batch_x": [267958.0, 243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0, 289390.0], "batch_y": [285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0], "batch_x_timestamps_datetime64_ns": [1512086400000000000, 1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000], "batch_y_timestamps_datetime64_ns": [1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -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, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_text": "[\"Available facts are as follows: 2018-07-23: Traffic volumes are a significant aspect of transportation systems, with various sources providing data on traffic counts, volumes, and flow networks. [Source: www.cityofepa.org, www.osceola.org, www.swmpc.org]; Transportation engineers and planners use traffic count data to identify existing traffic problems and solutions. [Source: www.swmpc.org]; Traffic volume data can be used to minimize congestion and reduce travel times. [Source: www.quora.com]; From 2010 to 2017, U.S. vehicle miles traveled increased by 8 percent. [Source: www.schallerconsult.com] 2018-07-16: The Georgia Department of Transportation (GDOT) has a traffic monitoring program that considers geographic differences in travel patterns across the seven GDOT districts. [Source]; Traffic volume data is used to estimate travel speeds and delay for each roadway segment in a network, based on the volume-to-capacity (V/C) ratio. [Source]; The Highway Capacity Manual (HCM) provides guidelines for analyzing unsignalized intersections, including estimating delay based on traffic volume. [Source]; Traffic volume data is collected and analyzed to understand travel patterns and identify areas of congestion. [Source]; Vehicle Miles Traveled (VMT) increased in all scenarios in U.S. travel forecasting. [Source: fehrandpeers.com]; The California High-Speed Rail Authority estimates that by 2040, California's HSR system will reduce vehicle miles of travel in the state. [Source: eesi.org]; The STA models forecast significant growth in VMT in the Build scenario relative to the No Build scenario. [Source: sciencedirect.com] 2018-07-09: The annualized average daily traffic volume (AADT) can be used to measure traffic volume. [Source: nitc.trec.pdx.edu]; States submit annual traffic volume information to FHWA as part of the Highway Performance Monitoring System (HPMS). [Source: www.fhwa.dot.gov]; Traffic counts can be used to measure the volume of travel on roads. [Source: www.streetlightdata.com]; Vehicle miles traveled (VMT) in the United States has been increasing, with a projected rise through 2050. [Source: www.c2es.org]; In 2017, there was an average annual increase in vehicle miles of travel and average trip length by select trip purposes. [Source: nhts.ornl.gov]; Regional truck VMT are expected to increase in the United States. [Source: ourcountyla.lacounty.gov]; Vehicle travel in San Francisco has increased substantially in the last few years. [Source: sustain.sfsu.edu]; Vehicle-miles traveled (VMT) per capita in Colorado had been decreasing since 2006, although there has been an increase in overall VMT in recent years. [Source: coloradosprings.gov] 2018-07-02: Traffic in 2022 was impacted by the travel restrictions and lockdowns due to the coronavirus pandemic, resulting in lower vehicle miles and traffic levels observed during the pandemic. [Source: roadtraffic.dft.gov.uk]; The Vehicle Classification System is used to measure day-of-week and seasonal variations in truck traffic for each of the truck volume patterns found in a State. [Source: rosap.ntl.bts.gov]; Traffic tubes provide more accurate counts than GPS-based data, especially on low-volume roads and frontage roads where multiple roadways converge. [Source: mntransportationresearch.org]; Rural highways in the eastern United States have higher traffic volume and more travel lanes than smaller roads. [Source: www.everycrsreport.com]; Projected traffic volumes were estimated using the travel demand modeling process in the Great Falls Area Long Range Transportation Plan 2018 Update. [Source: www.mdt.mt.gov]; 40-45% of a fleet's vehicle miles traveled can be attributed to connected/automated vehicles and public transportation. [Source: www.wsp.com]; 70% of miles of public-access roads in the United States are rural roads. [Source: www.everycrsreport.com]; The number of vehicle miles traveled in cars is rising, and traffic congestion is getting worse in many U.S. cities. [Source: theconversation.com];\"\n \"Available facts are as follows: 2018-07-23: Traffic volumes are a significant aspect of transportation systems, with various sources providing data on traffic counts, volumes, and flow networks. [Source: www.cityofepa.org, www.osceola.org, www.swmpc.org]; Transportation engineers and planners use traffic count data to identify existing traffic problems and solutions. [Source: www.swmpc.org]; Traffic volume data can be used to minimize congestion and reduce travel times. [Source: www.quora.com]; From 2010 to 2017, U.S. vehicle miles traveled increased by 8 percent. [Source: www.schallerconsult.com] 2018-07-16: The Georgia Department of Transportation (GDOT) has a traffic monitoring program that considers geographic differences in travel patterns across the seven GDOT districts. [Source]; Traffic volume data is used to estimate travel speeds and delay for each roadway segment in a network, based on the volume-to-capacity (V/C) ratio. [Source]; The Highway Capacity Manual (HCM) provides guidelines for analyzing unsignalized intersections, including estimating delay based on traffic volume. [Source]; Traffic volume data is collected and analyzed to understand travel patterns and identify areas of congestion. [Source]; Vehicle Miles Traveled (VMT) increased in all scenarios in U.S. travel forecasting. [Source: fehrandpeers.com]; The California High-Speed Rail Authority estimates that by 2040, California's HSR system will reduce vehicle miles of travel in the state. [Source: eesi.org]; The STA models forecast significant growth in VMT in the Build scenario relative to the No Build scenario. [Source: sciencedirect.com] 2018-07-09: The annualized average daily traffic volume (AADT) can be used to measure traffic volume. [Source: nitc.trec.pdx.edu]; States submit annual traffic volume information to FHWA as part of the Highway Performance Monitoring System (HPMS). [Source: www.fhwa.dot.gov]; Traffic counts can be used to measure the volume of travel on roads. [Source: www.streetlightdata.com]; Vehicle miles traveled (VMT) in the United States has been increasing, with a projected rise through 2050. [Source: www.c2es.org]; In 2017, there was an average annual increase in vehicle miles of travel and average trip length by select trip purposes. [Source: nhts.ornl.gov]; Regional truck VMT are expected to increase in the United States. [Source: ourcountyla.lacounty.gov]; Vehicle travel in San Francisco has increased substantially in the last few years. [Source: sustain.sfsu.edu]; Vehicle-miles traveled (VMT) per capita in Colorado had been decreasing since 2006, although there has been an increase in overall VMT in recent years. [Source: coloradosprings.gov] 2018-07-02: Traffic in 2022 was impacted by the travel restrictions and lockdowns due to the coronavirus pandemic, resulting in lower vehicle miles and traffic levels observed during the pandemic. [Source: roadtraffic.dft.gov.uk]; The Vehicle Classification System is used to measure day-of-week and seasonal variations in truck traffic for each of the truck volume patterns found in a State. [Source: rosap.ntl.bts.gov]; Traffic tubes provide more accurate counts than GPS-based data, especially on low-volume roads and frontage roads where multiple roadways converge. [Source: mntransportationresearch.org]; Rural highways in the eastern United States have higher traffic volume and more travel lanes than smaller roads. [Source: www.everycrsreport.com]; Projected traffic volumes were estimated using the travel demand modeling process in the Great Falls Area Long Range Transportation Plan 2018 Update. [Source: www.mdt.mt.gov]; 40-45% of a fleet's vehicle miles traveled can be attributed to connected/automated vehicles and public transportation. [Source: www.wsp.com]; 70% of miles of public-access roads in the United States are rural roads. [Source: www.everycrsreport.com]; The number of vehicle miles traveled in cars is rising, and traffic congestion is getting worse in many U.S. cities. [Source: theconversation.com];\"]"}
{"batch_x": [243483.0, 225146.0, 269229.0, 272444.0, 283417.0, 280583.0, 289390.0, 285979.0], "batch_y": [263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0], "batch_x_timestamps_datetime64_ns": [1514764800000000000, 1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000], "batch_y_timestamps_datetime64_ns": [1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, -0.5], [-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_text": "[\"Available facts are as follows: 2018-08-20: The volume of air cargo traffic has increased by nearly 8 percent year-over-year in November. [Source: www.dhs.gov]; There is no data system that tracks changes in vehicle miles of travel. [Source: injuryfacts.nsc.org]; Traffic data and statistics may vary according to collection type and intended use. [Source: www.txdot.gov]; In 2020, the total U.S. vehicle miles traveled was reported by the Federal Highway Administration. [Source]; According to FHWA, U.S. driving topped 1.58 trillion vehicle-miles. [Source]; The Air Quality Management Plan (AQMP) strategy is based on projections from local governments, determining priority transportation projects and vehicle miles traveled in the SCAG region. [Source] 2018-08-13: The 85th percentile speed is a measure of traffic speed, where 85% of vehicles in the traffic stream travel at or below that speed. [Source: www.fhwa.dot.gov]; Traffic volume proportion is an important factor in traffic impact studies, and it is typically lower during off-peak hours. [Source: town.dartmouth.ma.us]; INRIX supplies traffic data to state and regional agencies in the United States to assess travel reliability, congestion, and emissions. [Source: inrix.com]; Traffic impact analysis considers background traffic growth rates, traffic volumes, and travel patterns to estimate future traffic conditions. [Source: oklahoma.gov]; Minnesota has a state-of-the-art pedestrian and bicycle data program that integrates with motorized data to track volumes and travel patterns. [Source: www.dot.state.mn.us]; Vehicle Miles Traveled (VMT) is a commonly used metric to measure traffic and transportation. In California, VMT increased by 11% from 307 billion miles to 340 billion miles annually from 2000 to 2016. [Source: tripnet.org]; In the United States, the total VMT is around 2,988,280 million miles in 2013. [Source: www.fmcsa.dot.gov] 2018-08-06: The Connecticut Department of Transportation provides traffic count data and information on the effects of COVID-19 on traffic speed, volume, and travel patterns. [Source]; The Institute of Transportation Engineers (ITE) provides guidelines for traffic calming and state of the practice. [Source]; The Maryland Department of Transportation Port Administration provides cargo statistics, including container cargo and forest products. [Source]; The Texas Department of Transportation conducts studies on grade crossings, including traffic volume assumptions. [Source]; Research studies evaluate trip distribution procedures and traffic volume groups. [Source]; The Underline project in Miami-Dade County includes off-road trails with separated buffers from high-traffic volume roads. [Source]; Vehicle Miles Traveled (VMT) in the United States has been increasing since 2000, with a goal to reduce VMT by 2030. [Source: portal.ct.gov]; In 2018, there were approximately 3.2 trillion vehicle miles traveled in the United States. [Source: www.ncci.com] 2018-07-30: London's cycling injury risk is related to area, road, and travel volume variables, with higher traffic volume on minor/residential roads increasing the risk. [Source: www.ncbi.nlm.nih.gov]; In Texas, researchers gather travel speed and traffic volume data for each 15-minute time period to calculate annual delay on congested roadways. [Source: static.tti.tamu.edu]; The South Carolina Department of Transportation prohibits lane closures on primary and secondary routes during peak traffic hours to minimize delays. [Source: www.sidot.org]; In 2019, Pennsylvania's traffic fatalities dropped to 1,059, the lowest since record keeping began in 1935. [Source: www.penndot.gov]; The State of California is concerned about traffic impacts related to Vehicle Miles Traveled (VMT) and is providing guidance in the planning of transit terminals and mobility hubs. [Source: gibsontransportation.com]; It is predicted that there will be an increasing desire for mobility options as well as a large increase in person-miles traveled. [Source: journals.sagepub.com]; In 2017, only a small percentage of vehicles in the United States were electrified, which include hybrid vehicles. [Source: www.cargroup.org]; The daily vehicle miles traveled in Texas has been increasing. [Source: ftp.dot.state.tx.us]; Fatalities per 100 million vehicle miles traveled is a key metric used in Transportation Performance Management. [Source: www.fhwa.dot.gov];\"\n \"Available facts are as follows: 2018-08-20: The volume of air cargo traffic has increased by nearly 8 percent year-over-year in November. [Source: www.dhs.gov]; There is no data system that tracks changes in vehicle miles of travel. [Source: injuryfacts.nsc.org]; Traffic data and statistics may vary according to collection type and intended use. [Source: www.txdot.gov]; In 2020, the total U.S. vehicle miles traveled was reported by the Federal Highway Administration. [Source]; According to FHWA, U.S. driving topped 1.58 trillion vehicle-miles. [Source]; The Air Quality Management Plan (AQMP) strategy is based on projections from local governments, determining priority transportation projects and vehicle miles traveled in the SCAG region. [Source] 2018-08-13: The 85th percentile speed is a measure of traffic speed, where 85% of vehicles in the traffic stream travel at or below that speed. [Source: www.fhwa.dot.gov]; Traffic volume proportion is an important factor in traffic impact studies, and it is typically lower during off-peak hours. [Source: town.dartmouth.ma.us]; INRIX supplies traffic data to state and regional agencies in the United States to assess travel reliability, congestion, and emissions. [Source: inrix.com]; Traffic impact analysis considers background traffic growth rates, traffic volumes, and travel patterns to estimate future traffic conditions. [Source: oklahoma.gov]; Minnesota has a state-of-the-art pedestrian and bicycle data program that integrates with motorized data to track volumes and travel patterns. [Source: www.dot.state.mn.us]; Vehicle Miles Traveled (VMT) is a commonly used metric to measure traffic and transportation. In California, VMT increased by 11% from 307 billion miles to 340 billion miles annually from 2000 to 2016. [Source: tripnet.org]; In the United States, the total VMT is around 2,988,280 million miles in 2013. [Source: www.fmcsa.dot.gov] 2018-08-06: The Connecticut Department of Transportation provides traffic count data and information on the effects of COVID-19 on traffic speed, volume, and travel patterns. [Source]; The Institute of Transportation Engineers (ITE) provides guidelines for traffic calming and state of the practice. [Source]; The Maryland Department of Transportation Port Administration provides cargo statistics, including container cargo and forest products. [Source]; The Texas Department of Transportation conducts studies on grade crossings, including traffic volume assumptions. [Source]; Research studies evaluate trip distribution procedures and traffic volume groups. [Source]; The Underline project in Miami-Dade County includes off-road trails with separated buffers from high-traffic volume roads. [Source]; Vehicle Miles Traveled (VMT) in the United States has been increasing since 2000, with a goal to reduce VMT by 2030. [Source: portal.ct.gov]; In 2018, there were approximately 3.2 trillion vehicle miles traveled in the United States. [Source: www.ncci.com] 2018-07-30: London's cycling injury risk is related to area, road, and travel volume variables, with higher traffic volume on minor/residential roads increasing the risk. [Source: www.ncbi.nlm.nih.gov]; In Texas, researchers gather travel speed and traffic volume data for each 15-minute time period to calculate annual delay on congested roadways. [Source: static.tti.tamu.edu]; The South Carolina Department of Transportation prohibits lane closures on primary and secondary routes during peak traffic hours to minimize delays. [Source: www.sidot.org]; In 2019, Pennsylvania's traffic fatalities dropped to 1,059, the lowest since record keeping began in 1935. [Source: www.penndot.gov]; The State of California is concerned about traffic impacts related to Vehicle Miles Traveled (VMT) and is providing guidance in the planning of transit terminals and mobility hubs. [Source: gibsontransportation.com]; It is predicted that there will be an increasing desire for mobility options as well as a large increase in person-miles traveled. [Source: journals.sagepub.com]; In 2017, only a small percentage of vehicles in the United States were electrified, which include hybrid vehicles. [Source: www.cargroup.org]; The daily vehicle miles traveled in Texas has been increasing. [Source: ftp.dot.state.tx.us]; Fatalities per 100 million vehicle miles traveled is a key metric used in Transportation Performance Management. [Source: www.fhwa.dot.gov];\"]"}
{"batch_x": [225146.0, 269229.0, 272444.0, 283417.0, 280583.0, 289390.0, 285979.0, 263175.0], "batch_y": [282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0], "batch_x_timestamps_datetime64_ns": [1517443200000000000, 1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000], "batch_y_timestamps_datetime64_ns": [1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, -0.41506850719451904], [-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_text": "[\"Available facts are as follows: 2018-09-24: Objective facts about the Traffic and Transportation situation:High-quality traffic volume data and traffic count data are available, providing insights into the number of typical vehicles by time of day and day of the week. [Source: inrix.com]Annual Average Daily Traffic (AADT) is a measure of total vehicle traffic on a highway or road segment divided by 365 days. [Source: www.caliper.com]Traffic volume data is used to project traffic volumes 10 years into the future. [Source: www.elagroup.com]Traffic counts are used to evaluate intersection control and delay. [Source: www.dot.state.pa.us]; The U.S. Department of Transportation aims to increase vehicle miles traveled on pavement with acceptable ride quality to 95%. [Source]; Vehicle miles traveled (VMT) in Connecticut has been decreasing. [Source]; In the United States, the average passenger-distance traveled in light-duty vehicles per person increased by only 23%, from 9,692 miles to 11,930 miles between 1970 and 2015. [Source] 2018-09-17: The Missouri Department of Transportation provides archived traffic volume maps, which detail the amount of traffic using Missouri's state highways. [Source: www.modot.org]; The Colorado Department of Transportation (CDOT) is updating dynamic pricing for US 36 & I-25 Express Lanes, extending morning peak travel pricing from 8:45 a.m. to 9 a.m. due to increased traffic volume. [Source: www.codot.gov]; The Virginia Department of Transportation provides traffic calming guides for neighborhood streets, which include traffic counts and travel directions. [Source: www.vdot.virginia.gov]; The Vermont Information Centers Division provides visitor traffic statistics and archived information. [Source: informationcenter.vermont.gov]; The United States has the most-used highway regarding vehicle miles traveled, with over 10 percent of the population using the transportation link. [Source: www.paturnpike.com]; The average daily mileage in a one-vehicle household in the US is about 30 miles, according to the US Department of Transportation (DOT) 2017 National Household. [Source: www.greencarcongress.com]; The VTTI DATA reports 131,000 vehicle miles traveled in its naturalistic driving studies. [Source: www.vtti.vt.edu] 2018-09-10: As of 2016, motor vehicle travel is a major means of transportation in the United States, providing an essential service to the public. [Source: crashstats.nhtsa.dot.gov]; The highest traffic volumes within a study area in Florence, Arizona occur on I-95, which represents about 30% of the total traffic volume. [Source: azdot.gov]; Traditional intersection design cannot accommodate large traffic volumes well, leading to problems such as traffic congestion. [Source: rosap.ntl.bts.gov]; Vehicle miles traveled (VMT) is a major factor in transportation, providing mobility but also contributing to emissions and crashes. [Source: urbanismnext.org, crashstats.nhtsa.dot.gov]; Reducing vehicle miles traveled can lead to improved air quality and reduced emissions. [Source: itsmarta.com, pacificcoastcollaborative.org]; Shared mobility options, such as ride-sharing and car-sharing, can reduce vehicle miles traveled and emissions. [Source: international.fhwa.dot.gov, ddot.dc.gov]; Advanced driver-assistance systems (ADAS) can optimize traffic safety and reduce vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov] 2018-09-03: The number of air passengers reached a record high of over 4 billion in 2017, with Asia-Pacific leading by volume, and the United States and China accounting for over a third of total passengers. [Source: www.forbes.com]; The US 281 and SH 71 interchange is inadequate to meet current and future traffic volumes, resulting in congestion and reduced safety. [Source: www.txdot.gov]; Average daily traffic volumes were reported for major intersections in North Central Illinois, including Interstate 80 and U.S. 26 - Princeton. [Source: www.northcentralillinois.org]; Vehicle miles traveled (VMT) in the U.S. has tended to increase regardless of new roadway capacity, with a 35% increase in metro Boston between 1983 and 2018. [Source];\"\n \"Available facts are as follows: 2018-09-24: Objective facts about the Traffic and Transportation situation:High-quality traffic volume data and traffic count data are available, providing insights into the number of typical vehicles by time of day and day of the week. [Source: inrix.com]Annual Average Daily Traffic (AADT) is a measure of total vehicle traffic on a highway or road segment divided by 365 days. [Source: www.caliper.com]Traffic volume data is used to project traffic volumes 10 years into the future. [Source: www.elagroup.com]Traffic counts are used to evaluate intersection control and delay. [Source: www.dot.state.pa.us]; The U.S. Department of Transportation aims to increase vehicle miles traveled on pavement with acceptable ride quality to 95%. [Source]; Vehicle miles traveled (VMT) in Connecticut has been decreasing. [Source]; In the United States, the average passenger-distance traveled in light-duty vehicles per person increased by only 23%, from 9,692 miles to 11,930 miles between 1970 and 2015. [Source] 2018-09-17: The Missouri Department of Transportation provides archived traffic volume maps, which detail the amount of traffic using Missouri's state highways. [Source: www.modot.org]; The Colorado Department of Transportation (CDOT) is updating dynamic pricing for US 36 & I-25 Express Lanes, extending morning peak travel pricing from 8:45 a.m. to 9 a.m. due to increased traffic volume. [Source: www.codot.gov]; The Virginia Department of Transportation provides traffic calming guides for neighborhood streets, which include traffic counts and travel directions. [Source: www.vdot.virginia.gov]; The Vermont Information Centers Division provides visitor traffic statistics and archived information. [Source: informationcenter.vermont.gov]; The United States has the most-used highway regarding vehicle miles traveled, with over 10 percent of the population using the transportation link. [Source: www.paturnpike.com]; The average daily mileage in a one-vehicle household in the US is about 30 miles, according to the US Department of Transportation (DOT) 2017 National Household. [Source: www.greencarcongress.com]; The VTTI DATA reports 131,000 vehicle miles traveled in its naturalistic driving studies. [Source: www.vtti.vt.edu] 2018-09-10: As of 2016, motor vehicle travel is a major means of transportation in the United States, providing an essential service to the public. [Source: crashstats.nhtsa.dot.gov]; The highest traffic volumes within a study area in Florence, Arizona occur on I-95, which represents about 30% of the total traffic volume. [Source: azdot.gov]; Traditional intersection design cannot accommodate large traffic volumes well, leading to problems such as traffic congestion. [Source: rosap.ntl.bts.gov]; Vehicle miles traveled (VMT) is a major factor in transportation, providing mobility but also contributing to emissions and crashes. [Source: urbanismnext.org, crashstats.nhtsa.dot.gov]; Reducing vehicle miles traveled can lead to improved air quality and reduced emissions. [Source: itsmarta.com, pacificcoastcollaborative.org]; Shared mobility options, such as ride-sharing and car-sharing, can reduce vehicle miles traveled and emissions. [Source: international.fhwa.dot.gov, ddot.dc.gov]; Advanced driver-assistance systems (ADAS) can optimize traffic safety and reduce vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov] 2018-09-03: The number of air passengers reached a record high of over 4 billion in 2017, with Asia-Pacific leading by volume, and the United States and China accounting for over a third of total passengers. [Source: www.forbes.com]; The US 281 and SH 71 interchange is inadequate to meet current and future traffic volumes, resulting in congestion and reduced safety. [Source: www.txdot.gov]; Average daily traffic volumes were reported for major intersections in North Central Illinois, including Interstate 80 and U.S. 26 - Princeton. [Source: www.northcentralillinois.org]; Vehicle miles traveled (VMT) in the U.S. has tended to increase regardless of new roadway capacity, with a 35% increase in metro Boston between 1983 and 2018. [Source];\"]"}
{"batch_x": [269229.0, 272444.0, 283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0], "batch_y": [258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0], "batch_x_timestamps_datetime64_ns": [1519862400000000000, 1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000], "batch_y_timestamps_datetime64_ns": [1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000], "batch_x_mark": [[-0.5, 0.0, -0.5, -0.3383561670780182], [-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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_text": "[\"Available facts are as follows: 2018-10-22: The state highway system in Nebraska carries 63.8 percent of all the vehicle miles of travel in the state. [Source: www.nebraskatransportation.org]; Traffic volumes can increase significantly during special events, such as the 2017 Solar Eclipse, where volume jumped from 351 to 1,565 at a specific traffic counting station. [Source: onlinepubs.trb.org]; Principal arterials are typically roadways with high traffic volumes and are the frequent route for intercity travel. [Source: www.codot.gov]; Urban arterials carry large traffic volumes within and through urban areas. [Source: www.codot.gov]; The year 2038 traffic volumes were developed according to the Historical Trends methodology described in the ODOT Analysis Procedure Manual (APM). [Source: www.oregon.gov]; Vehicle miles traveled (VMT) is a travel demand metric that measures the total distance traveled by vehicles. [Source: escholarship.org]; In the United States, nearly one-third of vehicle miles driven are to and from work, making commuting a significant contributor to VMT. [Source: iowadot.gov]; The Washington State Transportation Commission has launched an Autonomous Bus Program. [Source: bellevuewa.gov]; Carpooling is the second most common travel mode in the United States after driving alone. [Source: escholarship.org] 2018-10-15: Traffic volume is an important factor in understanding traffic and transportation patterns, with studies examining traffic volume over time, by type of vehicle, and in different regions. [Source: www.arcgis.com]; Traffic volume demand inputs are used in capacity analysis for planning of junctions, with volume measured in vehicles per hour (Veh/hr). [Source: www.cmfclearinghouse.org]; Toll roads have seen a significant increase in traffic volume over the past 10 years, with commuter traffic making up the largest share. [Source: www.ibtta.org]; Traffic volume can impact the expansion of invasive species, with species more likely to spread in the direction of traffic along roadsides. [Source: besjournals.onlinelibrary.wiley.com]; Between 2010 and 2016, 51% of the increase in daily vehicle hours of delay and 47% of the increase in vehicle miles travelled were attributed to Transportation Network Companies (TNCs). [Source: www.sfcta.org]; Rapid household and economic growth poses a challenge to providing adequate mobility, and every year, DRCOG staff estimates the annual change in the total VMT per capita. [Source: drcog.org]; Vehicle miles traveled (VMT) can be used to estimate particulate matter exposure. [Source: pubmed.ncbi.nlm.nih.gov]; The American Association of State Highway and Transportation Officials (AASHTO) noted that vehicle miles travelled (VMT) is an important metric. [Source: aashtojournal.transportation.org] 2018-10-08: Objective facts about the Traffic and Transportation situation:The RCTC 91 Express Lanes Toll Policy aims to manage traffic flow and travel speed by adjusting tolls based on hourly and daily traffic volumes. [Source: www.91expresslanes.com]Traffic volume can be affected by special events, such as the Total Solar Eclipse in 2017, which caused a significant increase in traffic volume. [Source: eclipse.aas.org]; Washington and Oregon have established GHG emissions or vehicle miles traveled (VMT) targets. [Source]; As economic activity and vehicle miles traveled increase in U.S. metro areas, many central cities are facing an increase in traffic-related accidents and congestion. [Source]; Revenue per Registered Vehicle and per VMT is projected to change in California based on expected changes in the state's vehicle fleet and volume of travel. [Source]; Vehicle miles traveled (VMT) is increasing in the United States, especially with the rise of electric vehicles. [Source]; School bus transportation is one of the safest forms of transportation in the United States, with a lower rate of fatalities per 100 million miles traveled compared to cars. [Source] 2018-10-01: Annual average daily traffic (AADT) is a useful measurement of traffic volume, calculated by dividing the total volume of vehicle traffic on a highway or road for a year by 365 days. [Source: www.caliper.com]; Traffic volume remained at significant levels in the United States, posing a threat to children traveling to and from school. [Source: www.ncbi.nlm.nih.gov]; High-Occupancy Vehicle (HOV) lanes are designed to reduce traffic volumes and congestion by encouraging carpooling and use of alternative modes of transportation. [Source: wsdot.wa.gov]; Traffic data is collected and used to improve traffic flow, safety, and transportation choice, and to understand traffic performance measures. [Source: www.dvrpc.org]; The City of San Luis Obispo, CA counts traffic volumes at selected intersections and segments every two years, and performs speed surveys as required by state law. [Source: www.slocity.org]; Vehicle Miles Traveled (VMT) is a performance measure used to quantify traffic congestion. [Source: tti.tamu.edu]; The Demand-to-Capacity (DC) ratio is a measure that reflects the level of mobility. [Source: www.nymtc.org]; In 2023, GHG emissions from medium- and heavy-duty trucks are expected to increase without stricter standards. [Source: ww2.arb.ca.gov]; The State of Vermont owns 305 miles of active rail lines. [Source: vtrans.vermont.gov]; TNCs (Transportation Network Companies) like Uber and Lyft contribute to traffic congestion, increasing VMT. [Source: tti.tamu.edu]; The national average mileage traveled per vehicle was 11,244 in the United States. [Source: escholarship.org];\"\n \"Available facts are as follows: 2018-10-22: The state highway system in Nebraska carries 63.8 percent of all the vehicle miles of travel in the state. [Source: www.nebraskatransportation.org]; Traffic volumes can increase significantly during special events, such as the 2017 Solar Eclipse, where volume jumped from 351 to 1,565 at a specific traffic counting station. [Source: onlinepubs.trb.org]; Principal arterials are typically roadways with high traffic volumes and are the frequent route for intercity travel. [Source: www.codot.gov]; Urban arterials carry large traffic volumes within and through urban areas. [Source: www.codot.gov]; The year 2038 traffic volumes were developed according to the Historical Trends methodology described in the ODOT Analysis Procedure Manual (APM). [Source: www.oregon.gov]; Vehicle miles traveled (VMT) is a travel demand metric that measures the total distance traveled by vehicles. [Source: escholarship.org]; In the United States, nearly one-third of vehicle miles driven are to and from work, making commuting a significant contributor to VMT. [Source: iowadot.gov]; The Washington State Transportation Commission has launched an Autonomous Bus Program. [Source: bellevuewa.gov]; Carpooling is the second most common travel mode in the United States after driving alone. [Source: escholarship.org] 2018-10-15: Traffic volume is an important factor in understanding traffic and transportation patterns, with studies examining traffic volume over time, by type of vehicle, and in different regions. [Source: www.arcgis.com]; Traffic volume demand inputs are used in capacity analysis for planning of junctions, with volume measured in vehicles per hour (Veh/hr). [Source: www.cmfclearinghouse.org]; Toll roads have seen a significant increase in traffic volume over the past 10 years, with commuter traffic making up the largest share. [Source: www.ibtta.org]; Traffic volume can impact the expansion of invasive species, with species more likely to spread in the direction of traffic along roadsides. [Source: besjournals.onlinelibrary.wiley.com]; Between 2010 and 2016, 51% of the increase in daily vehicle hours of delay and 47% of the increase in vehicle miles travelled were attributed to Transportation Network Companies (TNCs). [Source: www.sfcta.org]; Rapid household and economic growth poses a challenge to providing adequate mobility, and every year, DRCOG staff estimates the annual change in the total VMT per capita. [Source: drcog.org]; Vehicle miles traveled (VMT) can be used to estimate particulate matter exposure. [Source: pubmed.ncbi.nlm.nih.gov]; The American Association of State Highway and Transportation Officials (AASHTO) noted that vehicle miles travelled (VMT) is an important metric. [Source: aashtojournal.transportation.org] 2018-10-08: Objective facts about the Traffic and Transportation situation:The RCTC 91 Express Lanes Toll Policy aims to manage traffic flow and travel speed by adjusting tolls based on hourly and daily traffic volumes. [Source: www.91expresslanes.com]Traffic volume can be affected by special events, such as the Total Solar Eclipse in 2017, which caused a significant increase in traffic volume. [Source: eclipse.aas.org]; Washington and Oregon have established GHG emissions or vehicle miles traveled (VMT) targets. [Source]; As economic activity and vehicle miles traveled increase in U.S. metro areas, many central cities are facing an increase in traffic-related accidents and congestion. [Source]; Revenue per Registered Vehicle and per VMT is projected to change in California based on expected changes in the state's vehicle fleet and volume of travel. [Source]; Vehicle miles traveled (VMT) is increasing in the United States, especially with the rise of electric vehicles. [Source]; School bus transportation is one of the safest forms of transportation in the United States, with a lower rate of fatalities per 100 million miles traveled compared to cars. [Source] 2018-10-01: Annual average daily traffic (AADT) is a useful measurement of traffic volume, calculated by dividing the total volume of vehicle traffic on a highway or road for a year by 365 days. [Source: www.caliper.com]; Traffic volume remained at significant levels in the United States, posing a threat to children traveling to and from school. [Source: www.ncbi.nlm.nih.gov]; High-Occupancy Vehicle (HOV) lanes are designed to reduce traffic volumes and congestion by encouraging carpooling and use of alternative modes of transportation. [Source: wsdot.wa.gov]; Traffic data is collected and used to improve traffic flow, safety, and transportation choice, and to understand traffic performance measures. [Source: www.dvrpc.org]; The City of San Luis Obispo, CA counts traffic volumes at selected intersections and segments every two years, and performs speed surveys as required by state law. [Source: www.slocity.org]; Vehicle Miles Traveled (VMT) is a performance measure used to quantify traffic congestion. [Source: tti.tamu.edu]; The Demand-to-Capacity (DC) ratio is a measure that reflects the level of mobility. [Source: www.nymtc.org]; In 2023, GHG emissions from medium- and heavy-duty trucks are expected to increase without stricter standards. [Source: ww2.arb.ca.gov]; The State of Vermont owns 305 miles of active rail lines. [Source: vtrans.vermont.gov]; TNCs (Transportation Network Companies) like Uber and Lyft contribute to traffic congestion, increasing VMT. [Source: tti.tamu.edu]; The national average mileage traveled per vehicle was 11,244 in the United States. [Source: escholarship.org];\"]"}
{"batch_x": [272444.0, 283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0], "batch_y": [269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0], "batch_x_timestamps_datetime64_ns": [1522540800000000000, 1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000], "batch_y_timestamps_datetime64_ns": [1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.25342464447021484], [-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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], [-0.5, -0.5, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2018-11-19: The United States is expected to see the highest Thanksgiving travel volume since 2005, with traffic volumes increasing by approximately 20%. [Source: whdh.com, cbp.gov]; Traffic volume at peak hour can be measured to determine maximum capacity, and streets across the United States are typically designed to accommodate this volume. [Source: cms2.revize.com]; The selection of a barrier on a roadway is driven by factors such as roadway design speed, traffic volume, and clear zones. [Source: apps.trb.org]; A traffic count can be conducted to determine the proportion of total left-turn volume from a specific road onto another road. [Source: www.montgomerycountymd.gov]; The average miles driven on Des Moines streets on an average day is a significant amount, with Easton being part of the emergency vehicle and truck routes. [Source: cms2.revize.com]; Carsharing can reduce the frequency of car use, overall reduction in VMT/VKT, and cancellation or delay in car ownership. [Source: www.mdpi.com] 2018-11-12: Traffic volume is projected to hit a 13-year high during Thanksgiving week in the US. [Source: www.greenvilleonline.com]; The MDTA expects high traffic volumes at the Nice Memorial/Senator Thomas “Mac” Middleton Bridge (US 301) during Thanksgiving week. [Source: www.mdta.maryland.gov]; The Regional Travel Demand Model predicts daily traffic volume, traffic volume by time of day, and other travel demand metrics. [Source: www.partnc.org]; Traffic signals can modify the length of signal cycles and account for changes in traffic volumes and speeds in real-time. [Source: azdot.gov]; The number of vehicle miles traveled (VMT) has been addressed in several transportation plans, aiming to reduce single-occupancy vehicle trips and increase active travel. [Source] 2018-11-05: The Average Daily Traffic (ADT) is a 24-hour count of vehicles for both directions of travel. [Source: www.cobbcounty.org]; Traffic volume, speed, and travel time are three basic measures of transportation mobility. [Source: www.maine.gov]; Automatic traffic count recorders are used to measure traffic volume. [Source: www.beaufortcountysc.gov]; In the US, LDV distance traveled grew 180%. [Source: www.nature.com]; Figure 2.6 Weekday Vehicle Miles Traveled (VMT) and VMT per Capita in the DRCOG Region. [Source: drcog.org]; The COVID-19 pandemic had a dramatic impact on public transit ridership. [Source: afdc.energy.gov] 2018-10-29: The traffic volume on Lee County Road 159 and U.S. Route 280 is being tested for pavement preservation. [Source: eng.auburn.edu]; The American Academy of Pediatrics reports that nearly 1000 children younger than 16 years die in motor vehicle crashes in the United States each year. [Source: publications.aap.org]; Motor vehicle traffic-related mortality rates are highest in the United States. [Source: publications.aap.org]; The minimum traffic volumes for signalized intersections are based on signal warrant; The CDOT provides traffic volume data (AADT) on Colorado Highways from 1998-2018. [Source: data-cdot.opendata.arcgis.com]; In 2016, more than 28.2 billion vehicle miles were traveled on Nevada's roads. [Source: www.leg.state.nv.us]; The average miles driven per year by motorists in the United States is at an all-time high. [Source: www.autonationmobileservice.com]; In the United States, vehicle miles traveled per year are increasing. [Source: www2.deloitte.com];\"\n \"Available facts are as follows: 2018-11-19: The United States is expected to see the highest Thanksgiving travel volume since 2005, with traffic volumes increasing by approximately 20%. [Source: whdh.com, cbp.gov]; Traffic volume at peak hour can be measured to determine maximum capacity, and streets across the United States are typically designed to accommodate this volume. [Source: cms2.revize.com]; The selection of a barrier on a roadway is driven by factors such as roadway design speed, traffic volume, and clear zones. [Source: apps.trb.org]; A traffic count can be conducted to determine the proportion of total left-turn volume from a specific road onto another road. [Source: www.montgomerycountymd.gov]; The average miles driven on Des Moines streets on an average day is a significant amount, with Easton being part of the emergency vehicle and truck routes. [Source: cms2.revize.com]; Carsharing can reduce the frequency of car use, overall reduction in VMT/VKT, and cancellation or delay in car ownership. [Source: www.mdpi.com] 2018-11-12: Traffic volume is projected to hit a 13-year high during Thanksgiving week in the US. [Source: www.greenvilleonline.com]; The MDTA expects high traffic volumes at the Nice Memorial/Senator Thomas “Mac” Middleton Bridge (US 301) during Thanksgiving week. [Source: www.mdta.maryland.gov]; The Regional Travel Demand Model predicts daily traffic volume, traffic volume by time of day, and other travel demand metrics. [Source: www.partnc.org]; Traffic signals can modify the length of signal cycles and account for changes in traffic volumes and speeds in real-time. [Source: azdot.gov]; The number of vehicle miles traveled (VMT) has been addressed in several transportation plans, aiming to reduce single-occupancy vehicle trips and increase active travel. [Source] 2018-11-05: The Average Daily Traffic (ADT) is a 24-hour count of vehicles for both directions of travel. [Source: www.cobbcounty.org]; Traffic volume, speed, and travel time are three basic measures of transportation mobility. [Source: www.maine.gov]; Automatic traffic count recorders are used to measure traffic volume. [Source: www.beaufortcountysc.gov]; In the US, LDV distance traveled grew 180%. [Source: www.nature.com]; Figure 2.6 Weekday Vehicle Miles Traveled (VMT) and VMT per Capita in the DRCOG Region. [Source: drcog.org]; The COVID-19 pandemic had a dramatic impact on public transit ridership. [Source: afdc.energy.gov] 2018-10-29: The traffic volume on Lee County Road 159 and U.S. Route 280 is being tested for pavement preservation. [Source: eng.auburn.edu]; The American Academy of Pediatrics reports that nearly 1000 children younger than 16 years die in motor vehicle crashes in the United States each year. [Source: publications.aap.org]; Motor vehicle traffic-related mortality rates are highest in the United States. [Source: publications.aap.org]; The minimum traffic volumes for signalized intersections are based on signal warrant; The CDOT provides traffic volume data (AADT) on Colorado Highways from 1998-2018. [Source: data-cdot.opendata.arcgis.com]; In 2016, more than 28.2 billion vehicle miles were traveled on Nevada's roads. [Source: www.leg.state.nv.us]; The average miles driven per year by motorists in the United States is at an all-time high. [Source: www.autonationmobileservice.com]; In the United States, vehicle miles traveled per year are increasing. [Source: www2.deloitte.com];\"]"}
{"batch_x": [283417.0, 280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0], "batch_y": [247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0], "batch_x_timestamps_datetime64_ns": [1525132800000000000, 1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000], "batch_y_timestamps_datetime64_ns": [1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000], "batch_x_mark": [[-0.5, -0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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], [-0.5, -0.5, -0.5, -0.004109588917344809], [-0.5, 0.0, -0.5, 0.0808219164609909]], "batch_text": "[\"Available facts are as follows: 2018-12-24: Traffic volume is a significant factor in transportation planning, with systems developed to modify green time intervals at intersections based on traffic volume [Source: www.hrpub.org]. Traffic count data is used to inform transportation planning, with radar counters collecting traffic volume and speed information [Source: kutc.ku.edu].; In the context of CEQA, transportation impacts are evaluated based on vehicle miles traveled (VMT) and its mitigation is crucial to meet GHG targets. [Source: opr.ca.gov] 2018-12-17: Objective facts about the Traffic and Transportation situation:The Travel Monitoring Analysis System (TMAS) is an internal FHWA data program that assists in the collection and analysis of data on traffic volumes, vehicle classification, and truck weights. [Source: datahub.transportation.gov]Average Daily Traffic refers to the number of vehicles traveling on a particular road segment over a specific period of time. [Source: www.chicago.gov]The Hyattsville Transportation Study's final report shows traffic volume changes on several State of Maryland roads between 2010 and 2016. [Source: www.hyattsville.org]; Objective facts about the Traffic and Transportation situation:California has implemented a Low Carbon Fuel Standard to reduce the carbon intensity of transportation fuels. [Source: lao.ca.gov]Vehicle Miles Traveled (VMT) is a key metric in California's climate policies, with a goal to reduce VMT through legislation such as SB 375. [Source: lao.ca.gov]The Federal Highway Administration (FHWA) forecasts Vehicle Miles Traveled (VMT) in the United States. [Source: portal.ct.gov] 2018-12-10: The United States has been collecting data on traffic volume on rural and urban roads since 1991. [Source: www.greencarcongress.com]; Traffic volumes are being projected and analyzed for various regions, including Texas, New York, California, and Colorado, to inform transportation planning and infrastructure development. [Source: Various]; The US Department of Transportation is working to reduce emissions to 40% below 1990 levels by 2040. [Source: dot.ca.gov]; Total VMT in the United States increased from 1991 through 2016, with rural vehicle miles traveled (VMT) increasing from 1.13 trillion miles to 1.43 trillion miles. [Source: www.greencarcongress.com]; In 2012, the transportation sector's vehicle share of the total VMT in the United States was significant. [Source: dot.ca.gov]; Public transportation is one of the safest mobility options in the United States, with total vehicle miles operated being the distance traveled by vehicles at all times. [Source: www.apta.com]; The estimated cost of driving a vehicle in the United States is $0.75 per mile for an owner who drives 10,000 miles per year. [Source: las.depaul.edu]; In 2013, there were 50.6 million daily vehicle miles traveled in North Carolina. [Source: www.ncdot.gov] 2018-12-03: Traffic volume on State Trunk Highway 29 through Parkers Prairie ranges from 3,500 to 5,000 vehicles per day, with higher volumes in the summer. [Source: www.dot.state.mn.us]; Annual Average Daily Traffic (AADT) is an annual traffic count divided by the number of days in the year or a short-term count. [Source: www.fhwa.dot.gov]; Traffic weekday volumes are significantly higher than traffic weekend volumes on many urban freeways. [Source: www.sciencedirect.com]; Route 60 and Route 16 record large traffic volumes, with the primary direction of travel being east-west. [Source: www.ctps.org]; Traffic volume on Route 29 between 5 and 9 a.m. increased 4.6%. [Source: www.washingtonpost.com]; In 2016, the number of vehicle miles traveled in the United States resumed growth after peaking in 2006 and remaining stable until then. [Source: transportgeography.org]; In the United States, there are nearly 190 million registered light-duty vehicles that collectively travel 2.8 trillion miles each year. [Source: www.americanprogress.org]; Short Line and regional railroads account for 31% of U.S. freight rail mileage and 10% of employees. [Source: maps.udot.utah.gov]; Annual Vehicle-Miles Traveled in the United States has been tracked since 1971, with year-over-year changes documented. [Source: transportgeography.org];\"\n \"Available facts are as follows: 2018-12-24: Traffic volume is a significant factor in transportation planning, with systems developed to modify green time intervals at intersections based on traffic volume [Source: www.hrpub.org]. Traffic count data is used to inform transportation planning, with radar counters collecting traffic volume and speed information [Source: kutc.ku.edu].; In the context of CEQA, transportation impacts are evaluated based on vehicle miles traveled (VMT) and its mitigation is crucial to meet GHG targets. [Source: opr.ca.gov] 2018-12-17: Objective facts about the Traffic and Transportation situation:The Travel Monitoring Analysis System (TMAS) is an internal FHWA data program that assists in the collection and analysis of data on traffic volumes, vehicle classification, and truck weights. [Source: datahub.transportation.gov]Average Daily Traffic refers to the number of vehicles traveling on a particular road segment over a specific period of time. [Source: www.chicago.gov]The Hyattsville Transportation Study's final report shows traffic volume changes on several State of Maryland roads between 2010 and 2016. [Source: www.hyattsville.org]; Objective facts about the Traffic and Transportation situation:California has implemented a Low Carbon Fuel Standard to reduce the carbon intensity of transportation fuels. [Source: lao.ca.gov]Vehicle Miles Traveled (VMT) is a key metric in California's climate policies, with a goal to reduce VMT through legislation such as SB 375. [Source: lao.ca.gov]The Federal Highway Administration (FHWA) forecasts Vehicle Miles Traveled (VMT) in the United States. [Source: portal.ct.gov] 2018-12-10: The United States has been collecting data on traffic volume on rural and urban roads since 1991. [Source: www.greencarcongress.com]; Traffic volumes are being projected and analyzed for various regions, including Texas, New York, California, and Colorado, to inform transportation planning and infrastructure development. [Source: Various]; The US Department of Transportation is working to reduce emissions to 40% below 1990 levels by 2040. [Source: dot.ca.gov]; Total VMT in the United States increased from 1991 through 2016, with rural vehicle miles traveled (VMT) increasing from 1.13 trillion miles to 1.43 trillion miles. [Source: www.greencarcongress.com]; In 2012, the transportation sector's vehicle share of the total VMT in the United States was significant. [Source: dot.ca.gov]; Public transportation is one of the safest mobility options in the United States, with total vehicle miles operated being the distance traveled by vehicles at all times. [Source: www.apta.com]; The estimated cost of driving a vehicle in the United States is $0.75 per mile for an owner who drives 10,000 miles per year. [Source: las.depaul.edu]; In 2013, there were 50.6 million daily vehicle miles traveled in North Carolina. [Source: www.ncdot.gov] 2018-12-03: Traffic volume on State Trunk Highway 29 through Parkers Prairie ranges from 3,500 to 5,000 vehicles per day, with higher volumes in the summer. [Source: www.dot.state.mn.us]; Annual Average Daily Traffic (AADT) is an annual traffic count divided by the number of days in the year or a short-term count. [Source: www.fhwa.dot.gov]; Traffic weekday volumes are significantly higher than traffic weekend volumes on many urban freeways. [Source: www.sciencedirect.com]; Route 60 and Route 16 record large traffic volumes, with the primary direction of travel being east-west. [Source: www.ctps.org]; Traffic volume on Route 29 between 5 and 9 a.m. increased 4.6%. [Source: www.washingtonpost.com]; In 2016, the number of vehicle miles traveled in the United States resumed growth after peaking in 2006 and remaining stable until then. [Source: transportgeography.org]; In the United States, there are nearly 190 million registered light-duty vehicles that collectively travel 2.8 trillion miles each year. [Source: www.americanprogress.org]; Short Line and regional railroads account for 31% of U.S. freight rail mileage and 10% of employees. [Source: maps.udot.utah.gov]; Annual Vehicle-Miles Traveled in the United States has been tracked since 1971, with year-over-year changes documented. [Source: transportgeography.org];\"]"}
{"batch_x": [280583.0, 289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0], "batch_y": [224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0], "batch_x_timestamps_datetime64_ns": [1527811200000000000, 1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000], "batch_y_timestamps_datetime64_ns": [1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-0.5, 0.0, -0.5, 0.33287671208381653], [-0.5, 0.3333333432674408, -0.5, 0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.5]], "batch_y_mark": [[-0.5, -0.5, -0.5, 0.24794520437717438], [-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], [-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_text": "[\"Available facts are as follows: 2019-01-21: Objective facts about the Traffic and Transportation situation:Traffic volumes are expected to increase significantly in certain corridors, such as the I-95/I-295 North Interchange. [Source: nflroads.com]High traffic volumes have been experienced on specific road segments, such as the US 101/SR 8 interchange. [Source: wsdot.wa.gov]; In California, vehicles make up 70% of the transportation sector's direct emissions, and TNCs are required to meet miles traveled and GHG emission reduction targets. [Source: ww2.arb.ca.gov]; In 2018, China had almost 70% more autonomous vehicles than the United States. [Source: www.mckinsey.com]; In the United States, there were 3 trillion miles of vehicle travel per year in 2016, resulting in 1 death per 100 million miles. [Source: dl.acm.org]; The primary performance metric for evaluating transportation is vehicle miles traveled. [Source: www.ci.atherton.ca.us] 2019-01-14: Traffic volume data can be collected through various methods, including PennDOT's Traffic Information repository and Automatic Traffic Recorder (ATR) counts. [Source]; Travel times and traffic volumes are important factors in evaluating freeway traffic states and planning corridor operations. [Source]; In 2016, light vehicles accounted for 90% of the 3.2 trillion vehicle miles driven in the U.S. [Source: tedb.ornl.gov]; In 2017, 6,080,000 cars were sold in the U.S., which was 36% of total light vehicle sales. [Source: tedb.ornl.gov]; The proportion of miles traveled by private vehicles dropped in the U.S. from 88% of miles in 1990 to 76% in 2017. [Source: bouldercolorado.gov]; In 2017, vehicle miles of travel in Maryland reached 60 billion. [Source: www.mdot.maryland.gov] 2019-01-07: Objective facts about the Traffic and Transportation situation: AADT (Annual Average Daily Traffic) is calculated by summing the Annual Average Days of the Week and dividing by 7 for continuous count sites [Source: www.michigan.gov]. StreetLight Data provides transportation analytics with 100% coverage of U.S. Traffic Analysis Zones (TAZs) [Source: www.streetlightdata.com].VISUM is a traffic model used to adjust traffic volume and analyze travel data [Source: www.ncbi.nlm.nih.gov].; The US has 100% coverage of Traffic Analysis Zones (TAZs) with 10 million blocks, and the Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source]; In 2019, the daily miles traveled in each of the fleet use cases were estimated, and the average US daily commute is 16 miles each way. [Source]; In Montana, more than 9.6 million miles were traveled providing public transportation, and 75% of vehicle miles traveled on MDT routes were outside the state's 19 urban areas. [Source]; Micromobility investor Oliver Bruce estimates that more than 1.4 trillion miles of annual US passenger travel—and more than 4 trillion miles—can be attributed to micromobility. [Source] 2018-12-31: The United States has some of the busiest roadways in the world, with more than 1.069 billion traffic volume in the hotel and travel industry. [Source: www.akamai.com]; The distribution of directional traffic volumes amongst individual travel lanes depends on the circumstances surrounding the roadway. [Source: www.cfxway.com]; Roadways in the United States are among the busiest in the world, with more than 1.069 billion traffic volume. [Source: opentransportationjournal.com]; The traffic volume in the road has a tendency and steady-state relationships among traffic volume, speed, and travel behaviors. [Source: arxiv.org]; Vehicle miles of travel in the U.S. through September 2018 was running approximately 0.3% above the previous year. [Source: www.planetizen.com]; In 2015, 113.7 billion vehicle miles were traveled in the state of Ohio, a 5.3% increase from the previous year. [Source: dam.assets.ohio.gov]; The average number of miles a car is driven per year in the USA is around 13,476 miles. [Source: www.quora.com];\"\n \"Available facts are as follows: 2019-01-21: Objective facts about the Traffic and Transportation situation:Traffic volumes are expected to increase significantly in certain corridors, such as the I-95/I-295 North Interchange. [Source: nflroads.com]High traffic volumes have been experienced on specific road segments, such as the US 101/SR 8 interchange. [Source: wsdot.wa.gov]; In California, vehicles make up 70% of the transportation sector's direct emissions, and TNCs are required to meet miles traveled and GHG emission reduction targets. [Source: ww2.arb.ca.gov]; In 2018, China had almost 70% more autonomous vehicles than the United States. [Source: www.mckinsey.com]; In the United States, there were 3 trillion miles of vehicle travel per year in 2016, resulting in 1 death per 100 million miles. [Source: dl.acm.org]; The primary performance metric for evaluating transportation is vehicle miles traveled. [Source: www.ci.atherton.ca.us] 2019-01-14: Traffic volume data can be collected through various methods, including PennDOT's Traffic Information repository and Automatic Traffic Recorder (ATR) counts. [Source]; Travel times and traffic volumes are important factors in evaluating freeway traffic states and planning corridor operations. [Source]; In 2016, light vehicles accounted for 90% of the 3.2 trillion vehicle miles driven in the U.S. [Source: tedb.ornl.gov]; In 2017, 6,080,000 cars were sold in the U.S., which was 36% of total light vehicle sales. [Source: tedb.ornl.gov]; The proportion of miles traveled by private vehicles dropped in the U.S. from 88% of miles in 1990 to 76% in 2017. [Source: bouldercolorado.gov]; In 2017, vehicle miles of travel in Maryland reached 60 billion. [Source: www.mdot.maryland.gov] 2019-01-07: Objective facts about the Traffic and Transportation situation: AADT (Annual Average Daily Traffic) is calculated by summing the Annual Average Days of the Week and dividing by 7 for continuous count sites [Source: www.michigan.gov]. StreetLight Data provides transportation analytics with 100% coverage of U.S. Traffic Analysis Zones (TAZs) [Source: www.streetlightdata.com].VISUM is a traffic model used to adjust traffic volume and analyze travel data [Source: www.ncbi.nlm.nih.gov].; The US has 100% coverage of Traffic Analysis Zones (TAZs) with 10 million blocks, and the Michigan Department of Transportation (MDOT) is responsible for Michigan's nearly 10,000-mile state highway system. [Source]; In 2019, the daily miles traveled in each of the fleet use cases were estimated, and the average US daily commute is 16 miles each way. [Source]; In Montana, more than 9.6 million miles were traveled providing public transportation, and 75% of vehicle miles traveled on MDT routes were outside the state's 19 urban areas. [Source]; Micromobility investor Oliver Bruce estimates that more than 1.4 trillion miles of annual US passenger travel—and more than 4 trillion miles—can be attributed to micromobility. [Source] 2018-12-31: The United States has some of the busiest roadways in the world, with more than 1.069 billion traffic volume in the hotel and travel industry. [Source: www.akamai.com]; The distribution of directional traffic volumes amongst individual travel lanes depends on the circumstances surrounding the roadway. [Source: www.cfxway.com]; Roadways in the United States are among the busiest in the world, with more than 1.069 billion traffic volume. [Source: opentransportationjournal.com]; The traffic volume in the road has a tendency and steady-state relationships among traffic volume, speed, and travel behaviors. [Source: arxiv.org]; Vehicle miles of travel in the U.S. through September 2018 was running approximately 0.3% above the previous year. [Source: www.planetizen.com]; In 2015, 113.7 billion vehicle miles were traveled in the state of Ohio, a 5.3% increase from the previous year. [Source: dam.assets.ohio.gov]; The average number of miles a car is driven per year in the USA is around 13,476 miles. [Source: www.quora.com];\"]"}
{"batch_x": [289390.0, 285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0], "batch_y": [270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0], "batch_x_timestamps_datetime64_ns": [1530403200000000000, 1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000], "batch_y_timestamps_datetime64_ns": [1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.004109588917344809], [-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_y_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], [-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_text": "[\"Available facts are as follows: 2019-02-18: The stretch of Route 30 between Route 283 and Route 222 in Lancaster County has the highest volume of traffic, carrying slightly more than 100,000 vehicles each day. [Source: www.wgal.com]; By the design year of 2043, the estimated average daily traffic volume on Route 606 (Raphine Road) at I-81 Exit 205 is 3,750 and 3,890 vehicles. [Source: vdot.virginia.gov]; Traffic volumes on I-10 range from 100,000 to 250,000 vehicles per day, with projections indicating congestion will worsen in the future. [Source: www.ahwatukee.com]; The number of autonomous-vehicle (AV) cars in traffic is increasing in the United States. [Source: www.mckinsey.com]; Austin, Texas has the highest rate of pedestrian fatalities per Interstate vehicle-mile traveled (VMT) of any US state. [Source: www.austintexas.gov]; There is a growing interest in alternative taxation methods, such as Vehicle Miles Traveled (VMT) tax, to fund transportation infrastructure. [Source: www.chicago.gov, deldot.gov]; Telematics devices are being used to track driving statistics, including miles driven and time of day, to offer discounts on insurance premiums. [Source: www.dfs.ny.gov]; Autonomous shuttles are being introduced in Orange County, Florida, as part of a smart and shared mobility solution. [Source: newsroom.ocfl.net] 2019-02-11: According to INRIX, traffic congestion costs each American 97 hours and $1,348 a year. [Source: inrix.com]; Traffic volumes vary greatly on the County Road system, with a complete listing of traffic volume available. [Source: www.suffolkcountyny.gov]; In 2017, the travel volume at the Bay Bridge was projected to increase. [Source: www.baycrossingstudy.com]; According to the New York State Department of Transportation, vehicle miles traveled (VMT) is a key metric for understanding traffic and transportation. [Source]; In the United States, congestion and carbon dioxide (CO2) emissions can be reduced by 761,000 fewer daily vehicle-miles and 25,000 tons, respectively, through the use of shared ebikes. [Source] 2019-02-04: The Baltimore Metropolitan Council provides traffic count data to support travel demand modeling, with all route, traffic, and travel data available. [Source: www.baltometro.org]; The aviation sector is a safe and reliable mode of transportation, with a high volume of air traffic. [Source: www.icao.int]; The City of Paso Robles' Circulation Element Update uses transportation planning tools to forecast travel and identify situations where traffic volume exceeds roadway capacity. [Source: www.prcity.com]; The Van Wyck Expressway Capacity and Access Improvements project aims to improve access to JFK International Airport, which serves 100 international non-stop destinations. [Source: www.dot.ny.gov]; The Spring Festival travel rush in China sees a significant increase in air traffic, with airlines taking measures to handle the pressure. [Source: www.xinhuanet.com]; Research suggests that urban road capacity expansion can affect travel behavior and traffic volumes. [Source: www.sciencedirect.com]; Household income and active travel have interacting impacts on road traffic injuries, with neighborhood social inequalities playing a role. [Source: www.ncbi.nlm.nih.gov]; The WYDOT Travel Information Service provides travel information to users, with app volume dependent on mobile device speakers. [Source: wyoroad.info]; The City of Hartford's Bicycle Master Plan takes into account traffic speeds and volumes in selecting bike-friendly routes. [Source: www.hartfordct.gov]; The Routine Assessment of Health Impacts of Local Transportation Plans study evaluates the health impacts of different travel behavior scenarios in Los Angeles. [Source: ajph.aphapublications.org]; The goal of the Mobility Plan is to reduce Vehicle Miles Traveled (VMT) by 20%. [Source: ajph.aphapublications.org]; VMT represents the total distance people drive in a region and is a calculation of the number of miles driven. [Source: fmmetrocog.org]; It is estimated that by 2045, 30-40% of miles driven in the U.S. could be in shared self-driving EVs. [Source: www.electrifyamerica.com]; The Circulation Element Update aims to reduce VMT in the City of Paso Robles. [Source: www.prcity.com]; Principal Arterial roads are used for statewide travel and typically represent the lowest percentage of mileage of the state's roadway network. [Source: www.arcgis.com] 2019-01-28: In the United States, road networks are extensive, and traffic volumes on rural roads have sharply increased. [Source]; Peak hour traffic volumes can be obtained from a state or MPO regional travel demand model. [Source]; Total bus ridership in the United States reached its lowest in the past three decades in 2017. [Source]; The widths of roads should be determined based on the expected volume of pedestrians at build-out. [Source]; Total bus ridership in the United States reached its lowest in 2017, with a decline in ridership. [Source: www.sfmta.com]; Total vehicle miles traveled (VMT) in San Francisco has increased. [Source: www.sfmta.com]; About 60% of car trips in China, the European Union, and the United States are less than 8 kilometers and could benefit from micro-mobility solutions. [Source: www.mckinsey.com]; In Minnesota, vehicles miles traveled as a share of total fuel consumed in the state has been calculated and trended. [Source: tpec.umn.edu]; In the United States, traffic and roads are affected by the number of vehicles traveling and road location. [Source: www.fhwa.dot.gov]; Truck vehicle miles traveled in the United States is projected to grow by 52% from 2018 to 2050. [Source: www.greencarcongress.com]; U.S. oil demand has recovered partly due to growth in petrochemicals, freight movements, and car travel. [Source: www.csis.org]; Daily Vehicle Miles Traveled values are used to develop metrics for the Federal Highway Administration. [Source: portal.ct.gov];\"\n \"Available facts are as follows: 2019-02-18: The stretch of Route 30 between Route 283 and Route 222 in Lancaster County has the highest volume of traffic, carrying slightly more than 100,000 vehicles each day. [Source: www.wgal.com]; By the design year of 2043, the estimated average daily traffic volume on Route 606 (Raphine Road) at I-81 Exit 205 is 3,750 and 3,890 vehicles. [Source: vdot.virginia.gov]; Traffic volumes on I-10 range from 100,000 to 250,000 vehicles per day, with projections indicating congestion will worsen in the future. [Source: www.ahwatukee.com]; The number of autonomous-vehicle (AV) cars in traffic is increasing in the United States. [Source: www.mckinsey.com]; Austin, Texas has the highest rate of pedestrian fatalities per Interstate vehicle-mile traveled (VMT) of any US state. [Source: www.austintexas.gov]; There is a growing interest in alternative taxation methods, such as Vehicle Miles Traveled (VMT) tax, to fund transportation infrastructure. [Source: www.chicago.gov, deldot.gov]; Telematics devices are being used to track driving statistics, including miles driven and time of day, to offer discounts on insurance premiums. [Source: www.dfs.ny.gov]; Autonomous shuttles are being introduced in Orange County, Florida, as part of a smart and shared mobility solution. [Source: newsroom.ocfl.net] 2019-02-11: According to INRIX, traffic congestion costs each American 97 hours and $1,348 a year. [Source: inrix.com]; Traffic volumes vary greatly on the County Road system, with a complete listing of traffic volume available. [Source: www.suffolkcountyny.gov]; In 2017, the travel volume at the Bay Bridge was projected to increase. [Source: www.baycrossingstudy.com]; According to the New York State Department of Transportation, vehicle miles traveled (VMT) is a key metric for understanding traffic and transportation. [Source]; In the United States, congestion and carbon dioxide (CO2) emissions can be reduced by 761,000 fewer daily vehicle-miles and 25,000 tons, respectively, through the use of shared ebikes. [Source] 2019-02-04: The Baltimore Metropolitan Council provides traffic count data to support travel demand modeling, with all route, traffic, and travel data available. [Source: www.baltometro.org]; The aviation sector is a safe and reliable mode of transportation, with a high volume of air traffic. [Source: www.icao.int]; The City of Paso Robles' Circulation Element Update uses transportation planning tools to forecast travel and identify situations where traffic volume exceeds roadway capacity. [Source: www.prcity.com]; The Van Wyck Expressway Capacity and Access Improvements project aims to improve access to JFK International Airport, which serves 100 international non-stop destinations. [Source: www.dot.ny.gov]; The Spring Festival travel rush in China sees a significant increase in air traffic, with airlines taking measures to handle the pressure. [Source: www.xinhuanet.com]; Research suggests that urban road capacity expansion can affect travel behavior and traffic volumes. [Source: www.sciencedirect.com]; Household income and active travel have interacting impacts on road traffic injuries, with neighborhood social inequalities playing a role. [Source: www.ncbi.nlm.nih.gov]; The WYDOT Travel Information Service provides travel information to users, with app volume dependent on mobile device speakers. [Source: wyoroad.info]; The City of Hartford's Bicycle Master Plan takes into account traffic speeds and volumes in selecting bike-friendly routes. [Source: www.hartfordct.gov]; The Routine Assessment of Health Impacts of Local Transportation Plans study evaluates the health impacts of different travel behavior scenarios in Los Angeles. [Source: ajph.aphapublications.org]; The goal of the Mobility Plan is to reduce Vehicle Miles Traveled (VMT) by 20%. [Source: ajph.aphapublications.org]; VMT represents the total distance people drive in a region and is a calculation of the number of miles driven. [Source: fmmetrocog.org]; It is estimated that by 2045, 30-40% of miles driven in the U.S. could be in shared self-driving EVs. [Source: www.electrifyamerica.com]; The Circulation Element Update aims to reduce VMT in the City of Paso Robles. [Source: www.prcity.com]; Principal Arterial roads are used for statewide travel and typically represent the lowest percentage of mileage of the state's roadway network. [Source: www.arcgis.com] 2019-01-28: In the United States, road networks are extensive, and traffic volumes on rural roads have sharply increased. [Source]; Peak hour traffic volumes can be obtained from a state or MPO regional travel demand model. [Source]; Total bus ridership in the United States reached its lowest in the past three decades in 2017. [Source]; The widths of roads should be determined based on the expected volume of pedestrians at build-out. [Source]; Total bus ridership in the United States reached its lowest in 2017, with a decline in ridership. [Source: www.sfmta.com]; Total vehicle miles traveled (VMT) in San Francisco has increased. [Source: www.sfmta.com]; About 60% of car trips in China, the European Union, and the United States are less than 8 kilometers and could benefit from micro-mobility solutions. [Source: www.mckinsey.com]; In Minnesota, vehicles miles traveled as a share of total fuel consumed in the state has been calculated and trended. [Source: tpec.umn.edu]; In the United States, traffic and roads are affected by the number of vehicles traveling and road location. [Source: www.fhwa.dot.gov]; Truck vehicle miles traveled in the United States is projected to grow by 52% from 2018 to 2050. [Source: www.greencarcongress.com]; U.S. oil demand has recovered partly due to growth in petrochemicals, freight movements, and car travel. [Source: www.csis.org]; Daily Vehicle Miles Traveled values are used to develop metrics for the Federal Highway Administration. [Source: portal.ct.gov];\"]"}
{"batch_x": [285979.0, 263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0], "batch_y": [279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0], "batch_x_timestamps_datetime64_ns": [1533081600000000000, 1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000], "batch_y_timestamps_datetime64_ns": [1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, 0.0808219164609909], [-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_y_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], [-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_text": "['Available facts are as follows: 2019-03-25: The Parker Road Corridor Plan in Parker, Colorado analyzed the corridor\\'s existing configuration with current traffic volumes and year 2040 projected traffic volumes from the Denver Regional Council of Governments. [Source]; The U.S. Department of Transportation released its March 2019 Air Travel Consumer Report (ATCR) on marketing and reporting air travel data. [Source]; The Evaluation of Adaptive Signal Control Technology report found that adaptive systems are being used in the United States to improve traffic flow and reduce congestion. [Source]; Objective facts about the Traffic and Transportation situation:The United States has a vast network of roads, including 11,169 miles of State roads in Indiana, and 110,000 square miles of area of responsibility for Scott AFB in six states. [Source: www.in.gov, www.amc.af.mil]Vehicle miles traveled (VMT) is a key metric, with 12.0 billion VMT in Nevada and 828,761 miles traveled by dockless vehicles in Baltimore City. [Source: www.leg.state.nv.us, transportation.baltimorecity.gov] 2019-03-18: The traffic volumes in the United States have increased, with Americans driving more than ever, according to the FHWA\\'s latest \"Traffic Volume Trends\" report. [Source]; The conversion from four lanes to three commonly reduces travel speeds since the most prudent driver now sets the speed for all traffic. [Source: www.slc.gov]; Kalibrate provides 24-hour average daily traffic counts for highways and major roads through the United States. [Source: downloads.esri.com]; The United States has some of the worst traffic congestion in the world, with vehicle miles traveled being a significant contributor. [Source: www.kittelson.com]; There is a growing trend towards autonomous vehicles, with companies like May Mobility developing autonomous software. [Source: www.transportation.gov]; Vehicle miles traveled (VMT) is a key metric in understanding traffic congestion and transportation efficiency. [Source: www.lincolninst.edu]; There are various approaches to reducing VMT, including adoption of Mobility-as-a-Service (MaaS), fuel economy, and eco-driving. [Source: www.intechopen.com] 2019-03-11: The busiest airports in the world by international passenger traffic are listed, with 2023 and 2022 statistics available. [Source: en.wikipedia.org]; Induced travel occurs when highway capacity is expanded, resulting in increased total traffic volume, but congestion returns over time. [Source: www.thecgo.org]; The Loveland US Highway 34 Access Control Plan uses travel demand model forecasting to project 2040 traffic volumes. [Source: www.larimer.org]; Research on Super 2 highways in Texas has shown that traffic volumes between 5,000 and 15,000 vehicles per day can be managed effectively. [Source: tti.tamu.edu]; Crowdsourced data can be used to quantify congestion and characterize urban traffic conditions. [Source: www.ncbi.nlm.nih.gov]; The proportion of motorcycles on the road can affect traffic flow parameters, such as traffic volume and travel time. [Source: www.matec-conferences.org]; The Houston-Galveston Area Council uses a technique to calculate traffic volumes and travel times for transportation planning. [Source: www.h-gac.com]; The Office of the Secretary of Defense reports on travel expenses and traffic driven by new initiatives. [Source: comptroller.defense.gov]; Seattle-Tacoma International Airport has a relatively small footprint compared to other airports, but handles a large passenger volume. [Source: www.portseattle.org]; Vehicle miles traveled in the US are expected to increase by 64% in the next 20 years. [Source: commutingsolutions.org]; By 2030, 13% of all vehicle miles could be driven by autonomous vehicles, and this figure could rise past 50% within a decade. [Source: www.mckinsey.com]; Every 8 seconds in the United States, a person turns 65, and retirement typically results in fewer vehicle miles traveled. [Source: www.nae.edu]; In the San Francisco Bay Area, using sharing mobility services could lead to a reduction in vehicle miles traveled. [Source: cpb-us-w2.wpmucdn.com, ecommons.cornell.edu]; Most trips in the United States are within three miles, and over three-quarters of those trips are made in a personal vehicle. [Source: www.usitc.gov] 2019-03-04: The Federal Highway Administration and Federal Transit Administration of the US Department of Transportation supported the preparation of a document on traffic congestion in the Boston region. [Source]; A traffic study in Frisco, Texas, evaluated traffic characteristics and trip patterns for the year 2035. [Source]; The Delaware Department of Transportation analyzed traffic volume growth and considered the results in their analysis. [Source]; Cumulative trail traffic volume on the western end of Chicago\\'s elevated rail-trail, The 606, declined 16.1% from 1.2 million in 2016 to just over 1 million in 2018. [Source]; The United States has seen a trend of increasing vehicle miles traveled (VMT) over the years, with a potential increase in empty VMT with the adoption of autonomous vehicles. [Source: www.mckinsey.com, www.princeton.edu]; Gas prices have been shown to have an impact on driving habits, with increased gas prices leading to reduced driving in the U.S. over the last two decades. [Source: www.planetizen.com]; The average vehicle miles traveled (VMT) for an electric vehicle is being analyzed to make electric vehicles more profitable. [Source: www.octotelematics.com];'\n 'Available facts are as follows: 2019-03-25: The Parker Road Corridor Plan in Parker, Colorado analyzed the corridor\\'s existing configuration with current traffic volumes and year 2040 projected traffic volumes from the Denver Regional Council of Governments. [Source]; The U.S. Department of Transportation released its March 2019 Air Travel Consumer Report (ATCR) on marketing and reporting air travel data. [Source]; The Evaluation of Adaptive Signal Control Technology report found that adaptive systems are being used in the United States to improve traffic flow and reduce congestion. [Source]; Objective facts about the Traffic and Transportation situation:The United States has a vast network of roads, including 11,169 miles of State roads in Indiana, and 110,000 square miles of area of responsibility for Scott AFB in six states. [Source: www.in.gov, www.amc.af.mil]Vehicle miles traveled (VMT) is a key metric, with 12.0 billion VMT in Nevada and 828,761 miles traveled by dockless vehicles in Baltimore City. [Source: www.leg.state.nv.us, transportation.baltimorecity.gov] 2019-03-18: The traffic volumes in the United States have increased, with Americans driving more than ever, according to the FHWA\\'s latest \"Traffic Volume Trends\" report. [Source]; The conversion from four lanes to three commonly reduces travel speeds since the most prudent driver now sets the speed for all traffic. [Source: www.slc.gov]; Kalibrate provides 24-hour average daily traffic counts for highways and major roads through the United States. [Source: downloads.esri.com]; The United States has some of the worst traffic congestion in the world, with vehicle miles traveled being a significant contributor. [Source: www.kittelson.com]; There is a growing trend towards autonomous vehicles, with companies like May Mobility developing autonomous software. [Source: www.transportation.gov]; Vehicle miles traveled (VMT) is a key metric in understanding traffic congestion and transportation efficiency. [Source: www.lincolninst.edu]; There are various approaches to reducing VMT, including adoption of Mobility-as-a-Service (MaaS), fuel economy, and eco-driving. [Source: www.intechopen.com] 2019-03-11: The busiest airports in the world by international passenger traffic are listed, with 2023 and 2022 statistics available. [Source: en.wikipedia.org]; Induced travel occurs when highway capacity is expanded, resulting in increased total traffic volume, but congestion returns over time. [Source: www.thecgo.org]; The Loveland US Highway 34 Access Control Plan uses travel demand model forecasting to project 2040 traffic volumes. [Source: www.larimer.org]; Research on Super 2 highways in Texas has shown that traffic volumes between 5,000 and 15,000 vehicles per day can be managed effectively. [Source: tti.tamu.edu]; Crowdsourced data can be used to quantify congestion and characterize urban traffic conditions. [Source: www.ncbi.nlm.nih.gov]; The proportion of motorcycles on the road can affect traffic flow parameters, such as traffic volume and travel time. [Source: www.matec-conferences.org]; The Houston-Galveston Area Council uses a technique to calculate traffic volumes and travel times for transportation planning. [Source: www.h-gac.com]; The Office of the Secretary of Defense reports on travel expenses and traffic driven by new initiatives. [Source: comptroller.defense.gov]; Seattle-Tacoma International Airport has a relatively small footprint compared to other airports, but handles a large passenger volume. [Source: www.portseattle.org]; Vehicle miles traveled in the US are expected to increase by 64% in the next 20 years. [Source: commutingsolutions.org]; By 2030, 13% of all vehicle miles could be driven by autonomous vehicles, and this figure could rise past 50% within a decade. [Source: www.mckinsey.com]; Every 8 seconds in the United States, a person turns 65, and retirement typically results in fewer vehicle miles traveled. [Source: www.nae.edu]; In the San Francisco Bay Area, using sharing mobility services could lead to a reduction in vehicle miles traveled. [Source: cpb-us-w2.wpmucdn.com, ecommons.cornell.edu]; Most trips in the United States are within three miles, and over three-quarters of those trips are made in a personal vehicle. [Source: www.usitc.gov] 2019-03-04: The Federal Highway Administration and Federal Transit Administration of the US Department of Transportation supported the preparation of a document on traffic congestion in the Boston region. [Source]; A traffic study in Frisco, Texas, evaluated traffic characteristics and trip patterns for the year 2035. [Source]; The Delaware Department of Transportation analyzed traffic volume growth and considered the results in their analysis. [Source]; Cumulative trail traffic volume on the western end of Chicago\\'s elevated rail-trail, The 606, declined 16.1% from 1.2 million in 2016 to just over 1 million in 2018. [Source]; The United States has seen a trend of increasing vehicle miles traveled (VMT) over the years, with a potential increase in empty VMT with the adoption of autonomous vehicles. [Source: www.mckinsey.com, www.princeton.edu]; Gas prices have been shown to have an impact on driving habits, with increased gas prices leading to reduced driving in the U.S. over the last two decades. [Source: www.planetizen.com]; The average vehicle miles traveled (VMT) for an electric vehicle is being analyzed to make electric vehicles more profitable. [Source: www.octotelematics.com];']"}
{"batch_x": [263175.0, 282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0], "batch_y": [286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0], "batch_x_timestamps_datetime64_ns": [1535760000000000000, 1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000], "batch_y_timestamps_datetime64_ns": [1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000], "batch_x_mark": [[-0.5, 0.3333333432674408, -0.5, 0.16575342416763306], [-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_y_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], [-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: 2019-04-22: The traffic volume data is used to analyze and predict traffic flow, such as in the case of the Winthrop Shared Street in Cambridge, Massachusetts, where low traffic volume led to pedestrians walking in the street. [Source: www.pedbikeinfo.org]; Traffic volume counts and tallies of traffic infractions are used to evaluate the effectiveness of innovative pavement markings in facilitating safe transportation. [Source: www.vdot.virginia.gov]; The use of big GPS trajectory data analytics can provide accurate estimates of traffic volumes for each road segment in the road network. [Source: www.sciencedirect.com]; Traffic volume data is used to prioritize major capital transportation projects, such as in the case of the SPOT PRIORITIZATION FOR INTERSECTION/INTERCHANGE process. [Source: connect.ncdot.gov]; Traffic analysis is used to predict travel time savings and identify areas of congestion, such as in the case of the CORRINE DRIVE project. [Source: metroplanorlando.gov]; Vehicle miles traveled (VMT) is an important metric used by federal and state highway agencies in the United States for transportation planning. [Source] 2019-04-15: The U.S. Department of Transportation's Federal Highway Administration is a sponsoring agency for traffic analysis research. [Source]; Highway capacity and vehicle travel volume are causally linked, with increased highway capacity leading to increased vehicle travel. [Source]; The SF-CHAMP Model is a state-of-the-art approach to forecasting travel demand and traffic volumes on major facilities. [Source]; High traffic volume areas, such as North Platte, Nebraska, are prone to auto and trucking accidents. [Source]; Traffic flow states, including travel times, queue lengths, and volumes, are important measures for traffic signal control. [Source]; Increased population leads to increased roadway volumes, with the majority of commuters traveling to work by car. [Source]; VISSIM simulation is used to establish traffic demands and balanced traffic volume diagrams. [Source]; When traffic volumes approach or exceed roadway capacity, travel conditions deteriorate and congestion results. [Source]; In 2017, public transportation in the United States provided 5.06 billion vehicle revenue miles. [Source: www.apta.com]; Micromobility is estimated to account for 1.4 trillion miles of annual US passenger travel, which is more than 4 trillion miles globally. [Source: www2.deloitte.com]; The primary goal of Transportation Demand Management is to reduce vehicle miles traveled (VMT). [Source: www.sfcta.org]; Daily Vehicle Miles Traveled is the total number of miles traveled by vehicles using a highway system. [Source: fdotwww.blob.core.windows.net] 2019-04-08: In April 2019, the estimated number of systemwide (domestic and international) scheduled service passengers in the US was 75.3 million. [Source: www.bts.gov]; The Annual Average Daily Traffic (AADT) is a measure of traffic volume, and it is used by the Nebraska Department of Transportation (NDOT) to plan and manage transportation infrastructure. [Source: gis.ne.gov]; In Pea Ridge, Arkansas, traffic volumes are heavy westbound in the morning and eastbound in the afternoon due to many residents working in Bentonville. [Source: www.nwarpc.org]; The Brooklyn-Queens Expressway (BQE) has a high volume of westbound traffic in the morning peak, with 2,600 cars and 280 trucks. [Source: rpa.org]; Total US ridesharing trips are growing rapidly and have much more room to run. [Source: www.mckinsey.com]; Average pick-up time for ridehailing users is a significant factor in their mobility option choice. [Source: arxiv.org]; Electric vehicles can travel more miles on electricity than on gas, depending on the price of electricity and gas. [Source: chargehub.com]; If people with disabilities gain access to automated vehicles, U.S. Vehicle Miles Traveled (VMT) could increase by approximately 295 billion miles. [Source: naricspotlight.files.wordpress.com] 2019-04-01: The Bike-Ped PORTAL archives automated and manual nonmotorized counts from across the United States and allows others to upload, view, and analyze data. [Source: www.pedbikeinfo.org]; Data on annual vehicle miles of travel (VMT) by state were obtained from the Highway Statistics series of the Federal Highway Administration (FHWA). [Source: www.iihs.org]; A travel demand model was used to forecast roadway volumes in the year 2040 as part of the Lake-Sumter MPO's Transportation 2040. [Source: www.groveland-fl.gov]; In the United States, daily miles traveled (VMT) is approximately 540 million, with 72% of it on TxDOT roads. [Source: ftp.txdot.gov]; The average annual vehicle miles traveled in the US is around 13,800 miles. [Source: theicct.org]; Passenger vehicles in the United States drive about 13,000 miles a year on average. [Source: www.quora.com];\"\n \"Available facts are as follows: 2019-04-22: The traffic volume data is used to analyze and predict traffic flow, such as in the case of the Winthrop Shared Street in Cambridge, Massachusetts, where low traffic volume led to pedestrians walking in the street. [Source: www.pedbikeinfo.org]; Traffic volume counts and tallies of traffic infractions are used to evaluate the effectiveness of innovative pavement markings in facilitating safe transportation. [Source: www.vdot.virginia.gov]; The use of big GPS trajectory data analytics can provide accurate estimates of traffic volumes for each road segment in the road network. [Source: www.sciencedirect.com]; Traffic volume data is used to prioritize major capital transportation projects, such as in the case of the SPOT PRIORITIZATION FOR INTERSECTION/INTERCHANGE process. [Source: connect.ncdot.gov]; Traffic analysis is used to predict travel time savings and identify areas of congestion, such as in the case of the CORRINE DRIVE project. [Source: metroplanorlando.gov]; Vehicle miles traveled (VMT) is an important metric used by federal and state highway agencies in the United States for transportation planning. [Source] 2019-04-15: The U.S. Department of Transportation's Federal Highway Administration is a sponsoring agency for traffic analysis research. [Source]; Highway capacity and vehicle travel volume are causally linked, with increased highway capacity leading to increased vehicle travel. [Source]; The SF-CHAMP Model is a state-of-the-art approach to forecasting travel demand and traffic volumes on major facilities. [Source]; High traffic volume areas, such as North Platte, Nebraska, are prone to auto and trucking accidents. [Source]; Traffic flow states, including travel times, queue lengths, and volumes, are important measures for traffic signal control. [Source]; Increased population leads to increased roadway volumes, with the majority of commuters traveling to work by car. [Source]; VISSIM simulation is used to establish traffic demands and balanced traffic volume diagrams. [Source]; When traffic volumes approach or exceed roadway capacity, travel conditions deteriorate and congestion results. [Source]; In 2017, public transportation in the United States provided 5.06 billion vehicle revenue miles. [Source: www.apta.com]; Micromobility is estimated to account for 1.4 trillion miles of annual US passenger travel, which is more than 4 trillion miles globally. [Source: www2.deloitte.com]; The primary goal of Transportation Demand Management is to reduce vehicle miles traveled (VMT). [Source: www.sfcta.org]; Daily Vehicle Miles Traveled is the total number of miles traveled by vehicles using a highway system. [Source: fdotwww.blob.core.windows.net] 2019-04-08: In April 2019, the estimated number of systemwide (domestic and international) scheduled service passengers in the US was 75.3 million. [Source: www.bts.gov]; The Annual Average Daily Traffic (AADT) is a measure of traffic volume, and it is used by the Nebraska Department of Transportation (NDOT) to plan and manage transportation infrastructure. [Source: gis.ne.gov]; In Pea Ridge, Arkansas, traffic volumes are heavy westbound in the morning and eastbound in the afternoon due to many residents working in Bentonville. [Source: www.nwarpc.org]; The Brooklyn-Queens Expressway (BQE) has a high volume of westbound traffic in the morning peak, with 2,600 cars and 280 trucks. [Source: rpa.org]; Total US ridesharing trips are growing rapidly and have much more room to run. [Source: www.mckinsey.com]; Average pick-up time for ridehailing users is a significant factor in their mobility option choice. [Source: arxiv.org]; Electric vehicles can travel more miles on electricity than on gas, depending on the price of electricity and gas. [Source: chargehub.com]; If people with disabilities gain access to automated vehicles, U.S. Vehicle Miles Traveled (VMT) could increase by approximately 295 billion miles. [Source: naricspotlight.files.wordpress.com] 2019-04-01: The Bike-Ped PORTAL archives automated and manual nonmotorized counts from across the United States and allows others to upload, view, and analyze data. [Source: www.pedbikeinfo.org]; Data on annual vehicle miles of travel (VMT) by state were obtained from the Highway Statistics series of the Federal Highway Administration (FHWA). [Source: www.iihs.org]; A travel demand model was used to forecast roadway volumes in the year 2040 as part of the Lake-Sumter MPO's Transportation 2040. [Source: www.groveland-fl.gov]; In the United States, daily miles traveled (VMT) is approximately 540 million, with 72% of it on TxDOT roads. [Source: ftp.txdot.gov]; The average annual vehicle miles traveled in the US is around 13,800 miles. [Source: theicct.org]; Passenger vehicles in the United States drive about 13,000 miles a year on average. [Source: www.quora.com];\"]"}
{"batch_x": [282230.0, 258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0], "batch_y": [279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0], "batch_x_timestamps_datetime64_ns": [1538352000000000000, 1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000], "batch_y_timestamps_datetime64_ns": [1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, 0.24794520437717438], [-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]], "batch_y_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], [-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: 2019-05-20: The annual average daily traffic (AADT) is the average 24-hour traffic volume at a given location over a full 365-day year, divided by 365. [Source: www.law.cornell.edu]; During peak air travel times in the United States, there can be around 5,000 airplanes zipping through the sky at any moment during the day. [Source: flyoaj.com]; The National Highway Traffic Safety Administration reports a higher volume of holiday travelers during Memorial Day weekend. [Source: www.nj.gov]; Live traffic data updates are available from monthly active users in the US, showing traffic volumes and travel times. [Source: www.mapbox.com]; By 2050, the goal is to become carbon neutral, and supporting the Paris Agreement's goal to limit global warming to 1.5°C. [Source]; Road congestion cost the U.S. economy $30 billion and 248,000 jobs in 2019. [Source]; For each additional hour traffic adds to a weekend car trip, travel demand drops by an average of about 18%. [Source]; Two-thirds (66.1%) of auto travelers said they would change their travel plans if they knew about traffic congestion in advance. [Source]; In the US, multipassenger robo-taxis could account for 500 billion miles traveled on US roads, about 9 percent of total miles traveled. [Source] 2019-05-13: Objective facts about the Traffic and Transportation situation:WS DOT provides travel charts for Christmas and Fourth of July holidays. [Source: wsdot.wa.gov]MnDOT uses Travel Demand Models to forecast traffic volume. [Source: www.dot.state.mn.us]NCBC Access and Mobility Study forecasts traffic volumes from 2018 to 2040 with a 1% annual growth rate. [Source: grpc.com]AAA predicts the second-highest travel volume on record for the 2019 Memorial Day weekend. [Source: newsroom.aaa.com]Rail coal volumes dominate rail traffic in major coal-producing regions in the United States. [Source: www.aar.org]; There has been a decline in vehicle miles traveled in the US for at least 10 years starting from 2004. [Source]; Historically in the United States, carpooling was a common travel mode. [Source]; In Austin, Texas, ridesourcing vehicles accounted for around 10% of all person-trips and vehicle miles traveled (VMT), as well as about half of the change in traffic. [Source]; Roads and highways are the backbone of the U.S. transportation system, allowing Americans to travel more than two trillion miles annually. [Source] 2019-05-06: Traffic volume and travel time are key metrics used to measure truck traffic data. [Source: www.streetlightdata.com]; The average weekday traffic volume and congested travel time can be estimated using transportation network companies. [Source: www.science.org]; Traffic count data are typically reported as Average Daily Traffic (ADT) volumes. [Source: knoxtpo.org]; Ramp signaling can be used to manage traffic volume and speed. [Source: www.fdot.gov]; Hourly traffic volume data can be used to diagnose reinforcement learning for traffic signal control. [Source: arxiv.org]; The US air network handles a daily travel volume of 1.992 million passengers. [Source: ieeexplore.ieee.org]; Objective facts about the Traffic and Transportation situation:Mobility for a middle-class teenager in a developing-world city means a family of five shared one car, and they had to travel around by getting rides, carpooling. [Source: www.linkedin.com]Connected vehicles have the potential to transform travel in the United States, helping to save lives, improve personal mobility, enhance economic productivity, and reduce traffic congestion. [Source: highways.dot.gov]43% of TNC VMT occurs between 6:30 p.m. and 3 a.m., and 26% of TNC VMT occurs in the 3-hour a.m. or p.m. peak periods. [Source: www.science.org]Dockless Electric Kick Scooter Systems may decrease vehicle trips taken/vehicle miles traveled (VMT). [Source: www.pedbikeinfo.org]When using the best available estimates of vehicle miles traveled (VMT) as a metric for exposure, motorcycle safety can be improved. [Source: www.nhtsa.gov]Many communities in the United States have taken responsibility for addressing climate change at the local level by reducing community vehicle-miles-traveled. [Source: cms2.revize.com]Maven has already powered 21 million electric miles driven in seven cities where they offer EVs. [Source: www.atlasevhub.com] 2019-04-29: The traffic volume on road segments can be simulated using O-D trips and pass-by trips respectively, which can help estimate travel time. [Source: www.ncbi.nlm.nih.gov]; The average annual traffic volume on US 90 corridor is lower. [Source: www.ecrc.org]; The Traffic and Transportation Engineering Division in Ontario, California provides traffic counts, including annual average daily traffic volumes. [Source: www.ontarioca.gov]; Hwy 47 BNSF Railroad Crossing in Minnesota has high traffic volumes (18,300 vehicles/day) and high train volumes (40-80 trains/day). [Source: www.dot.state.mn.us]; In the United States, emerging automated vehicle technology is being integrated into metropolitan transportation planning, which may increase traffic and vehicle miles traveled. [Source]; In 2017, Vehicle Miles of Travel (VMT) on Maryland roadways was 60 billion miles, an all-time high, and is projected to experience 30% more VMT over the next few years. [Source]; Eighty-three percent of households in the United States increased their vehicle miles traveled, taking both more and longer trips. [Source];\"\n \"Available facts are as follows: 2019-05-20: The annual average daily traffic (AADT) is the average 24-hour traffic volume at a given location over a full 365-day year, divided by 365. [Source: www.law.cornell.edu]; During peak air travel times in the United States, there can be around 5,000 airplanes zipping through the sky at any moment during the day. [Source: flyoaj.com]; The National Highway Traffic Safety Administration reports a higher volume of holiday travelers during Memorial Day weekend. [Source: www.nj.gov]; Live traffic data updates are available from monthly active users in the US, showing traffic volumes and travel times. [Source: www.mapbox.com]; By 2050, the goal is to become carbon neutral, and supporting the Paris Agreement's goal to limit global warming to 1.5°C. [Source]; Road congestion cost the U.S. economy $30 billion and 248,000 jobs in 2019. [Source]; For each additional hour traffic adds to a weekend car trip, travel demand drops by an average of about 18%. [Source]; Two-thirds (66.1%) of auto travelers said they would change their travel plans if they knew about traffic congestion in advance. [Source]; In the US, multipassenger robo-taxis could account for 500 billion miles traveled on US roads, about 9 percent of total miles traveled. [Source] 2019-05-13: Objective facts about the Traffic and Transportation situation:WS DOT provides travel charts for Christmas and Fourth of July holidays. [Source: wsdot.wa.gov]MnDOT uses Travel Demand Models to forecast traffic volume. [Source: www.dot.state.mn.us]NCBC Access and Mobility Study forecasts traffic volumes from 2018 to 2040 with a 1% annual growth rate. [Source: grpc.com]AAA predicts the second-highest travel volume on record for the 2019 Memorial Day weekend. [Source: newsroom.aaa.com]Rail coal volumes dominate rail traffic in major coal-producing regions in the United States. [Source: www.aar.org]; There has been a decline in vehicle miles traveled in the US for at least 10 years starting from 2004. [Source]; Historically in the United States, carpooling was a common travel mode. [Source]; In Austin, Texas, ridesourcing vehicles accounted for around 10% of all person-trips and vehicle miles traveled (VMT), as well as about half of the change in traffic. [Source]; Roads and highways are the backbone of the U.S. transportation system, allowing Americans to travel more than two trillion miles annually. [Source] 2019-05-06: Traffic volume and travel time are key metrics used to measure truck traffic data. [Source: www.streetlightdata.com]; The average weekday traffic volume and congested travel time can be estimated using transportation network companies. [Source: www.science.org]; Traffic count data are typically reported as Average Daily Traffic (ADT) volumes. [Source: knoxtpo.org]; Ramp signaling can be used to manage traffic volume and speed. [Source: www.fdot.gov]; Hourly traffic volume data can be used to diagnose reinforcement learning for traffic signal control. [Source: arxiv.org]; The US air network handles a daily travel volume of 1.992 million passengers. [Source: ieeexplore.ieee.org]; Objective facts about the Traffic and Transportation situation:Mobility for a middle-class teenager in a developing-world city means a family of five shared one car, and they had to travel around by getting rides, carpooling. [Source: www.linkedin.com]Connected vehicles have the potential to transform travel in the United States, helping to save lives, improve personal mobility, enhance economic productivity, and reduce traffic congestion. [Source: highways.dot.gov]43% of TNC VMT occurs between 6:30 p.m. and 3 a.m., and 26% of TNC VMT occurs in the 3-hour a.m. or p.m. peak periods. [Source: www.science.org]Dockless Electric Kick Scooter Systems may decrease vehicle trips taken/vehicle miles traveled (VMT). [Source: www.pedbikeinfo.org]When using the best available estimates of vehicle miles traveled (VMT) as a metric for exposure, motorcycle safety can be improved. [Source: www.nhtsa.gov]Many communities in the United States have taken responsibility for addressing climate change at the local level by reducing community vehicle-miles-traveled. [Source: cms2.revize.com]Maven has already powered 21 million electric miles driven in seven cities where they offer EVs. [Source: www.atlasevhub.com] 2019-04-29: The traffic volume on road segments can be simulated using O-D trips and pass-by trips respectively, which can help estimate travel time. [Source: www.ncbi.nlm.nih.gov]; The average annual traffic volume on US 90 corridor is lower. [Source: www.ecrc.org]; The Traffic and Transportation Engineering Division in Ontario, California provides traffic counts, including annual average daily traffic volumes. [Source: www.ontarioca.gov]; Hwy 47 BNSF Railroad Crossing in Minnesota has high traffic volumes (18,300 vehicles/day) and high train volumes (40-80 trains/day). [Source: www.dot.state.mn.us]; In the United States, emerging automated vehicle technology is being integrated into metropolitan transportation planning, which may increase traffic and vehicle miles traveled. [Source]; In 2017, Vehicle Miles of Travel (VMT) on Maryland roadways was 60 billion miles, an all-time high, and is projected to experience 30% more VMT over the next few years. [Source]; Eighty-three percent of households in the United States increased their vehicle miles traveled, taking both more and longer trips. [Source];\"]"}
{"batch_x": [258574.0, 269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0], "batch_y": [294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0], "batch_x_timestamps_datetime64_ns": [1541030400000000000, 1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000], "batch_y_timestamps_datetime64_ns": [1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000], "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], [-0.5, -0.1666666716337204, -0.5, -0.5], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2019-06-24: Peak hour traffic volumes are estimated at all points on the state highway system in California. [Source: dot.ca.gov]; Bike boulevards are designed to give bicycle travel priority, with lower traffic volumes and speeds. [Source: jenniferdill.net]; The amount paid to transportation companies in the United States by contractors for transportation provided on U.S. flag carriers is reported. [Source: comptroller.defense.gov]; Air traffic volume is predicted to increase, along with changes in propulsion efficiency and emissions. [Source: acp.copernicus.org]; Travel times and volumes on adjacent local streets and state highways are being monitored in relation to the I-405 Express Toll Lanes. [Source: app.leg.wa.gov]; The Federal Highway Administration (FHWA) projects that vehicle-miles traveled will increase in the future. [Source]; In 2017, there were a certain number of vehicle miles traveled on CA State Highways, with traffic volumes provided by the Traffic Census Program. [Source]; The total miles driven in the United States divided by the civilian noninstitutional population of 16 years and older gives an estimate of the miles per potential driver. [Source] 2019-06-17: Objective facts about the Traffic and Transportation situation: StreetLight Data provides traffic counts, average travel distances, and top origins and destinations to develop data-informed strategies that mitigate traffic congestion. [Source: www.streetlightdata.com]The United States Department of Transportation uses US Census and traffic counts to estimate comprehensive travel activity measures. [Source: rosap.ntl.bts.gov]; Vehicle miles traveled (VMT) in Colorado was 2018, and the population is expected to reach 7.8M by 2040. [Source: agingstrategy.colorado.gov]; Rural areas in the US have only 19% of the population but accounted for 54% of traffic fatalities, with an average of 1.88 deaths per 100 million vehicle miles traveled. [Source: learn.sharedusemobilitycenter.org]; StreetLight Data provides metrics such as volume, vehicle miles traveled (VMT), and vehicle occupancy to develop data-informed strategies that mitigate traffic congestion. [Source: www.streetlightdata.com]; The Loudoun County 2019 Countywide Transportation Plan aims to increase the efficiency of the transportation system by reducing single-occupancy vehicle (SOV) travel. [Source: www.loudoun.gov] 2019-06-10: The traffic counts on the 2020 Traffic Flow Map of Kansas State Highway System represent estimates of the Annual Average Daily Traffic (AADT) and Annual Average Daily Truck Traffic (AADTT). [Source: www.ksdot.gov]; In the United States, around 22% of airline flights were delayed or cancelled between 2004 and 2017 due to bad weather and other factors. [Source: www.sciencedirect.com]; High traffic volume on I-70 between the Denver metro area and Colorado's central mountains is a concern. [Source: www.codot.gov]; In the United States, commuting to and from work accounted for about a quarter of total vehicle trips, and about 30 percent of vehicle-miles traveled in 2017. [Source: www.csis.org]; In San Francisco, the goal is to have 50% of emerging mobility vehicle miles traveled (VMT) and 2,000 medium/heavy-duty commercial vehicles registered in the City. [Source: www.sfmta.com]; In the United States, Vehicle Miles Traveled (VMT) is affected by gas prices and serves as a reasonable proxy for potential congestion. [Source: www.pwc.com]; North Carolina has 7.3 million licensed drivers and 9.7 million registered vehicles, with over 900 traffic cameras to monitor traffic. [Source: www.ncdot.gov] 2019-06-03: Average Annual Daily Traffic (AADT) is a measure of the total volume of traffic on a road segment over a year. [Source: smtcmpo.org]; The Traffic Counts Dataset provides state highway Annual Average Daily Traffic (AADT) volumes for all locations monitored. [Source: www.wsdot.wa.gov]; Daily traffic volume data can be collected hourly to understand traffic volumes experienced during events. [Source: eplanning.blm.gov]; Vehicle Miles Traveled (VMT) in the US has been under pressure, with growth rates slower than US GDP growth. [Source: www.goldmansachs.com]; The US Department of Transportation aims to improve mobility, livability, and encourage innovation. [Source: smtcmpo.org]; In the US, there were 7.28 fatalities per billion passenger miles traveled by car or light truck. [Source: www.statista.com]; The Curiosity Lab at Peachtree Corners features a three-mile public autonomous and advanced vehicle roadway. [Source: curiositylabptc.com]; The standard mileage rate for business use of a personal vehicle in 2017 was 53.5 cents per mile. [Source: ttlc.intuit.com];\"\n \"Available facts are as follows: 2019-06-24: Peak hour traffic volumes are estimated at all points on the state highway system in California. [Source: dot.ca.gov]; Bike boulevards are designed to give bicycle travel priority, with lower traffic volumes and speeds. [Source: jenniferdill.net]; The amount paid to transportation companies in the United States by contractors for transportation provided on U.S. flag carriers is reported. [Source: comptroller.defense.gov]; Air traffic volume is predicted to increase, along with changes in propulsion efficiency and emissions. [Source: acp.copernicus.org]; Travel times and volumes on adjacent local streets and state highways are being monitored in relation to the I-405 Express Toll Lanes. [Source: app.leg.wa.gov]; The Federal Highway Administration (FHWA) projects that vehicle-miles traveled will increase in the future. [Source]; In 2017, there were a certain number of vehicle miles traveled on CA State Highways, with traffic volumes provided by the Traffic Census Program. [Source]; The total miles driven in the United States divided by the civilian noninstitutional population of 16 years and older gives an estimate of the miles per potential driver. [Source] 2019-06-17: Objective facts about the Traffic and Transportation situation: StreetLight Data provides traffic counts, average travel distances, and top origins and destinations to develop data-informed strategies that mitigate traffic congestion. [Source: www.streetlightdata.com]The United States Department of Transportation uses US Census and traffic counts to estimate comprehensive travel activity measures. [Source: rosap.ntl.bts.gov]; Vehicle miles traveled (VMT) in Colorado was 2018, and the population is expected to reach 7.8M by 2040. [Source: agingstrategy.colorado.gov]; Rural areas in the US have only 19% of the population but accounted for 54% of traffic fatalities, with an average of 1.88 deaths per 100 million vehicle miles traveled. [Source: learn.sharedusemobilitycenter.org]; StreetLight Data provides metrics such as volume, vehicle miles traveled (VMT), and vehicle occupancy to develop data-informed strategies that mitigate traffic congestion. [Source: www.streetlightdata.com]; The Loudoun County 2019 Countywide Transportation Plan aims to increase the efficiency of the transportation system by reducing single-occupancy vehicle (SOV) travel. [Source: www.loudoun.gov] 2019-06-10: The traffic counts on the 2020 Traffic Flow Map of Kansas State Highway System represent estimates of the Annual Average Daily Traffic (AADT) and Annual Average Daily Truck Traffic (AADTT). [Source: www.ksdot.gov]; In the United States, around 22% of airline flights were delayed or cancelled between 2004 and 2017 due to bad weather and other factors. [Source: www.sciencedirect.com]; High traffic volume on I-70 between the Denver metro area and Colorado's central mountains is a concern. [Source: www.codot.gov]; In the United States, commuting to and from work accounted for about a quarter of total vehicle trips, and about 30 percent of vehicle-miles traveled in 2017. [Source: www.csis.org]; In San Francisco, the goal is to have 50% of emerging mobility vehicle miles traveled (VMT) and 2,000 medium/heavy-duty commercial vehicles registered in the City. [Source: www.sfmta.com]; In the United States, Vehicle Miles Traveled (VMT) is affected by gas prices and serves as a reasonable proxy for potential congestion. [Source: www.pwc.com]; North Carolina has 7.3 million licensed drivers and 9.7 million registered vehicles, with over 900 traffic cameras to monitor traffic. [Source: www.ncdot.gov] 2019-06-03: Average Annual Daily Traffic (AADT) is a measure of the total volume of traffic on a road segment over a year. [Source: smtcmpo.org]; The Traffic Counts Dataset provides state highway Annual Average Daily Traffic (AADT) volumes for all locations monitored. [Source: www.wsdot.wa.gov]; Daily traffic volume data can be collected hourly to understand traffic volumes experienced during events. [Source: eplanning.blm.gov]; Vehicle Miles Traveled (VMT) in the US has been under pressure, with growth rates slower than US GDP growth. [Source: www.goldmansachs.com]; The US Department of Transportation aims to improve mobility, livability, and encourage innovation. [Source: smtcmpo.org]; In the US, there were 7.28 fatalities per billion passenger miles traveled by car or light truck. [Source: www.statista.com]; The Curiosity Lab at Peachtree Corners features a three-mile public autonomous and advanced vehicle roadway. [Source: curiositylabptc.com]; The standard mileage rate for business use of a personal vehicle in 2017 was 53.5 cents per mile. [Source: ttlc.intuit.com];\"]"}
{"batch_x": [269706.0, 247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0], "batch_y": [288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0], "batch_x_timestamps_datetime64_ns": [1543622400000000000, 1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000], "batch_y_timestamps_datetime64_ns": [1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000], "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], [-0.5, 0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, 0.5, -0.5, -0.33561643958091736]], "batch_text": "[\"Available facts are as follows: 2019-07-22: Objective facts about the Traffic and Transportation situation: The Madera County Traffic Monitoring Program has developed a 2023 Traffic Volume Report as part of the Fiscal Year 2023/24 Overall Work Program. [Source: www.maderactc.org]Overall wait times at the top 17 international airports indicate higher traffic volume, faster processing, and shorter wait times. [Source: www.cbp.gov]Rush hour traffic volumes on roads servicing HART buses are used to measure the quality of transit service. [Source: planhillsborough.org]Background traffic volume forecasts are considered in transportation impact analyses. [Source: greeleygov.com]; The goal of the Innovative Clean Transit program is to continue its partnership with transit agencies to reduce growth in light-duty vehicle miles traveled. [Source: ww2.arb.ca.gov]; The National Highway System (NHS) and Vehicle Miles Traveled (VMT) are key metrics used to measure transportation system performance. [Source: planhillsborough.org]; The United States Department of Transportation (US DOT) uses Vehicle Miles of Travel (VMT) as a metric to measure travel. [Source: www.elkgrovecity.org]; As of 2018, District 7 of Caltrans operates 550 HOV lane miles in Los Angeles County and 7.5 lane miles in Ventura County, the most in the state. [Source: dot.ca.gov]; The Regional Mobility Authority in Texas tracks crashes per 100 million vehicle miles traveled (Crashes/100 MVMT). [Source: www.mobilityauthority.com] 2019-07-15: High-quality traffic volume data are critical for transportation planning, operations, and travel-energy calculations. [Source: www.nrel.gov]; The U.S. Department of Transportation, Federal Highway Administration, Office of Highway Policy Information provides travel monitoring and traffic volume trends. [Source: www.ncbi.nlm.nih.gov]; Wyoming traffic counts were obtained from the Wyoming DOT, providing interactive transportation information. [Source: www.codot.gov]; Truck activity analysis using GPS data can define coverage of total truck traffic as the percentage of the total truck volume measured. [Source: www.ardot.gov]; In the United States, 60% of congestion is attributed to bottlenecks, and considering directional traffic volumes can make a significant difference. [Source: par.nsf.gov]; The California Vanpool Authority (CalVans) organizes more than 800 vanpools, removing vehicle miles traveled off the roads every day. [Source: calcog.org]; In King County, past runs of the PSRC model produced VMT and emissions results for 2016. [Source: your.kingcounty.gov]; In Nashville, TN, there has been a 162% increase in the amount of miles traveled in congested conditions. [Source: www.gnrc.org]; Orange County's 2019 Greenhouse Gas Emission Inventory Report calculates transportation emissions from vehicle miles traveled using data from the United States. [Source: www.orangecountync.gov]; New York City aims to relieve congestion, reduce GHG emissions, and set the city on track to meet its climate goals by reducing vehicle miles traveled. [Source: www.dot.ny.gov] 2019-07-08: The pandemic has likely affected traffic volumes throughout the state. [Source: mdt.mt.gov]; The MUTCD (Manual on Uniform Traffic Control Devices) is a standard reference for traffic control devices. [Source: pittsburghpa.gov]; U.S. Route 45 is a Strategic Regional Arterial (SRA) Roadway and Class II truck route under the jurisdiction of the Illinois Department of Transportation (IDOT). [Source: idot.illinois.gov]; Traffic-volume and travel speed data can be obtained using a radar-based automatic traffic recorder. [Source: content.civicplus.com]; Traffic volume forecasts are an important aspect of transportation impact studies. [Source: www.sbcounty.gov]; The northern portion of I-77 Express has been opened to traffic, providing a useful travel alternative. [Source: newsroom.ferrovial.com]; U.S. domestic traffic generates 77% of U.S. aviation volume. [Source: www.spglobal.com]; The project on N.C. 211 aims to reduce traffic congestion and travel times. [Source: ncdot.publicinput.com]; Traffic volume reductions of up to 56% can occur due to snow storms on rural highways in the United States. [Source: www.scirp.org]; The volume of traffic on highways in the United States can be estimated from traffic counts. [Source: www.sciencedirect.com]; In 2011, the U.S. Department of Transportation (DOT) revised the methodology for collecting registration information and vehicle miles traveled by vehicle type. [Source: www.everycrsreport.com]; The fleet accrued over 285,000 million vehicle miles traveled. [Source: www.cisco.com]; Safety Performance Measures include the number of fatalities, rate of fatalities (per 100 million Vehicle Miles Traveled - VMT), and number of serious injuries. [Source: www.campo-nc.us]; The standard mileage rate is the maximum for which businesses can reimburse for miles driven before the IRS considers it taxable income. [Source: companymileage.com] 2019-07-01: California State Highways estimate the number of vehicle miles traveled using a sampling of up to 20 traffic monitoring sites. [Source: dot.ca.gov]; Lane closures on primary and secondary routes are restricted during peak hours when traffic volumes exceed 800 vehicles per hour. [Source: www.sdot.org]; The AADT Map shows average annual daily traffic volume on streets and highways in the Tulsa region. [Source: www.arcgis.com]; The volume of traffic at land border crossings varies across the northern and southern borders, with the busiest land border crossing being San Ysidro. [Source: www.gao.gov]; DelDOT advises motorists to expect heavy traffic volumes on roads throughout the state during the 4th of July holiday week. [Source: deldot.gov]; The Monthly Vehicle Miles of Travel report provides data on mobility performance in California. [Source: dot.ca.gov]; The U.S. Federal Highway Administration's Highway Statistics Reports include information on urban regions, including Daily Vehicle Miles Travelled (DVMT). [Source: www.planetizen.com]; The Boston MPO area's road system has seen a recent and projected increase in auto and truck trips, vehicle-miles traveled, and travel time. [Source: www.bostonmpo.org]; Vehicle Miles Traveled (VMT) is a key metric used to assess transportation systems, with an average car speed of 27 km/h on main roads in the United States. [Source: www.chooose.today];\"\n \"Available facts are as follows: 2019-07-22: Objective facts about the Traffic and Transportation situation: The Madera County Traffic Monitoring Program has developed a 2023 Traffic Volume Report as part of the Fiscal Year 2023/24 Overall Work Program. [Source: www.maderactc.org]Overall wait times at the top 17 international airports indicate higher traffic volume, faster processing, and shorter wait times. [Source: www.cbp.gov]Rush hour traffic volumes on roads servicing HART buses are used to measure the quality of transit service. [Source: planhillsborough.org]Background traffic volume forecasts are considered in transportation impact analyses. [Source: greeleygov.com]; The goal of the Innovative Clean Transit program is to continue its partnership with transit agencies to reduce growth in light-duty vehicle miles traveled. [Source: ww2.arb.ca.gov]; The National Highway System (NHS) and Vehicle Miles Traveled (VMT) are key metrics used to measure transportation system performance. [Source: planhillsborough.org]; The United States Department of Transportation (US DOT) uses Vehicle Miles of Travel (VMT) as a metric to measure travel. [Source: www.elkgrovecity.org]; As of 2018, District 7 of Caltrans operates 550 HOV lane miles in Los Angeles County and 7.5 lane miles in Ventura County, the most in the state. [Source: dot.ca.gov]; The Regional Mobility Authority in Texas tracks crashes per 100 million vehicle miles traveled (Crashes/100 MVMT). [Source: www.mobilityauthority.com] 2019-07-15: High-quality traffic volume data are critical for transportation planning, operations, and travel-energy calculations. [Source: www.nrel.gov]; The U.S. Department of Transportation, Federal Highway Administration, Office of Highway Policy Information provides travel monitoring and traffic volume trends. [Source: www.ncbi.nlm.nih.gov]; Wyoming traffic counts were obtained from the Wyoming DOT, providing interactive transportation information. [Source: www.codot.gov]; Truck activity analysis using GPS data can define coverage of total truck traffic as the percentage of the total truck volume measured. [Source: www.ardot.gov]; In the United States, 60% of congestion is attributed to bottlenecks, and considering directional traffic volumes can make a significant difference. [Source: par.nsf.gov]; The California Vanpool Authority (CalVans) organizes more than 800 vanpools, removing vehicle miles traveled off the roads every day. [Source: calcog.org]; In King County, past runs of the PSRC model produced VMT and emissions results for 2016. [Source: your.kingcounty.gov]; In Nashville, TN, there has been a 162% increase in the amount of miles traveled in congested conditions. [Source: www.gnrc.org]; Orange County's 2019 Greenhouse Gas Emission Inventory Report calculates transportation emissions from vehicle miles traveled using data from the United States. [Source: www.orangecountync.gov]; New York City aims to relieve congestion, reduce GHG emissions, and set the city on track to meet its climate goals by reducing vehicle miles traveled. [Source: www.dot.ny.gov] 2019-07-08: The pandemic has likely affected traffic volumes throughout the state. [Source: mdt.mt.gov]; The MUTCD (Manual on Uniform Traffic Control Devices) is a standard reference for traffic control devices. [Source: pittsburghpa.gov]; U.S. Route 45 is a Strategic Regional Arterial (SRA) Roadway and Class II truck route under the jurisdiction of the Illinois Department of Transportation (IDOT). [Source: idot.illinois.gov]; Traffic-volume and travel speed data can be obtained using a radar-based automatic traffic recorder. [Source: content.civicplus.com]; Traffic volume forecasts are an important aspect of transportation impact studies. [Source: www.sbcounty.gov]; The northern portion of I-77 Express has been opened to traffic, providing a useful travel alternative. [Source: newsroom.ferrovial.com]; U.S. domestic traffic generates 77% of U.S. aviation volume. [Source: www.spglobal.com]; The project on N.C. 211 aims to reduce traffic congestion and travel times. [Source: ncdot.publicinput.com]; Traffic volume reductions of up to 56% can occur due to snow storms on rural highways in the United States. [Source: www.scirp.org]; The volume of traffic on highways in the United States can be estimated from traffic counts. [Source: www.sciencedirect.com]; In 2011, the U.S. Department of Transportation (DOT) revised the methodology for collecting registration information and vehicle miles traveled by vehicle type. [Source: www.everycrsreport.com]; The fleet accrued over 285,000 million vehicle miles traveled. [Source: www.cisco.com]; Safety Performance Measures include the number of fatalities, rate of fatalities (per 100 million Vehicle Miles Traveled - VMT), and number of serious injuries. [Source: www.campo-nc.us]; The standard mileage rate is the maximum for which businesses can reimburse for miles driven before the IRS considers it taxable income. [Source: companymileage.com] 2019-07-01: California State Highways estimate the number of vehicle miles traveled using a sampling of up to 20 traffic monitoring sites. [Source: dot.ca.gov]; Lane closures on primary and secondary routes are restricted during peak hours when traffic volumes exceed 800 vehicles per hour. [Source: www.sdot.org]; The AADT Map shows average annual daily traffic volume on streets and highways in the Tulsa region. [Source: www.arcgis.com]; The volume of traffic at land border crossings varies across the northern and southern borders, with the busiest land border crossing being San Ysidro. [Source: www.gao.gov]; DelDOT advises motorists to expect heavy traffic volumes on roads throughout the state during the 4th of July holiday week. [Source: deldot.gov]; The Monthly Vehicle Miles of Travel report provides data on mobility performance in California. [Source: dot.ca.gov]; The U.S. Federal Highway Administration's Highway Statistics Reports include information on urban regions, including Daily Vehicle Miles Travelled (DVMT). [Source: www.planetizen.com]; The Boston MPO area's road system has seen a recent and projected increase in auto and truck trips, vehicle-miles traveled, and travel time. [Source: www.bostonmpo.org]; Vehicle Miles Traveled (VMT) is a key metric used to assess transportation systems, with an average car speed of 27 km/h on main roads in the United States. [Source: www.chooose.today];\"]"}
{"batch_x": [247149.0, 224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0], "batch_y": [267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0], "batch_x_timestamps_datetime64_ns": [1546300800000000000, 1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000], "batch_y_timestamps_datetime64_ns": [1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000], "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], [-0.5, 0.5, -0.5, -0.33561643958091736], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2019-08-26: The estimated traffic volume for a traffic count section is usually measured in the direction of increasing mileposts, and it's estimated that Maryland's bridges, tunnels, and roadways will experience increased traffic volume during the long weekend. [Source: azdot.gov, wamu.org]; Vehicle miles traveled (VMT) in the US has been increasing from 2004 to 2022. [Source: afdc.energy.gov]; The average travel speed and percent time-spent-following on US 64 in North Carolina have been measured and recorded. [Source: xfer.services.ncdot.gov]; Crash rates along US 64 in North Carolina have been recorded per 100 million vehicle miles traveled. [Source: xfer.services.ncdot.gov]; A study found that over half of all trips in the United States are 3 miles or less, making them ideal for micromobility devices. [Source: www.railstotrails.org]; The Hennepin County 2040 Comprehensive Plan aims to reduce vehicle miles traveled (VMT), greenhouse gas emissions, and vehicle traffic. [Source: www.hennepin.us] 2019-08-19: The 2019 Urban Mobility Report provides data on state DOT-provided daily traffic volume and travel time in the peak period to the travel time at low volume periods. [Source: static.tti.tamu.edu]; The FAA/ATO International Performance Benchmarking report notes that the US experiences higher surface delay than Europe due to higher volume relative to capacity and reliance on Traffic Flow Management. [Source: www.faa.gov]; The Transportation Demand Management Strategic Plan and Implementation Plan highlights the lack of data collection tying directly to TDM programming in the region. [Source: scag.ca.gov]; Compact and mini-roundabouts are generally not suited for high-volume use (15,000 or greater average daily traffic) such as on state routes and major highways. [Source: www.msa-ps.com]; The 2040 Traffic Analysis & Transportation Plan Overview includes a Travel Demand Model & Sensitivity Levels, with V/C referring to the ratio of traffic volume (V) to road capacity (C). [Source: www.calvertcountymd.gov]; The average cost of traffic congestion in the United States is $52.14 per hour of truck time. [Source: static.tti.tamu.edu]; Vehicle miles traveled (VMT) is a common metric used to measure the impact of transportation on the environment and economy. [Source: Various]; The state agency monitors 54,000 miles of vehicle telemetry in the monitored FPL vehicles. [Source: afdc.energy.gov] 2019-08-12: The 2019 Urban Mobility Report calculated congestion measures using traffic flow, travel speeds, and traffic volumes. [Source: static.tti.tamu.edu]; The New York City Mobility Report 2019 analyzed trip travel choice and the state of transportation in the city. [Source: www.nyc.gov]; The US Department of Transportation discussed traffic calming measures to slow vehicle speeds, including road diets that reduce the width or number of vehicular travel lanes. [Source: www.transportation.gov]; The TSA reported a record for passenger throughput at Newark airport, with an increase in passenger traffic. [Source: www.tsa.gov]; The SCOPE OF WORK FOR DISTRICTWIDE TRAFFIC COUNTS AND TRAFFIC DATA COLLECTION project involved collecting traffic data, including travel times and volume counts. [Source: fdotewp1.dot.state.fl.us]; U.S. airlines carried an all-time high estimated 77.9 million systemwide scheduled service passengers in July 2019. [Source: www.bts.gov]; In the United States, 15 to 20 percent of vehicle-miles traveled occur in urban areas. [Source: static.tti.tamu.edu]; A survey in New York City collects public behaviors and opinions related to mobility in the city, including a travel diary component. [Source: www.nyc.gov]; Traffic calming measures on Yvette Marie Drive resulted in decreased traffic, more vehicles traveling less than 23 miles per hour, and fewer vehicles traveling 23 miles per hour or more. [Source: www.transportation.gov]; Public comments in Minnesota support actions that reduce vehicle miles traveled to reduce GHG emissions and improve health and equity. [Source: www.leg.mn.gov] 2019-08-05: High-quality traffic volume data is critical for transportation planning, operations, and travel-energy calculations. [Source: www.osti.gov]; Traffic measurement using state-of-the-art methods is essential for accurate data collection. [Source: www.osti.gov]; MassDOT regularly monitors traffic volumes and is working to reduce congestion in the Commonwealth. [Source: www.mass.gov]; Since 2013, U.S. drivers have packed on more miles behind the wheel, with an increase in vehicle-miles traveled (VMT) every year. [Source: www.bloomberg.com]; The model system accounted for a number of effects including socio-demographic factors, land use characteristics, frequency of shared mobility services use, and driver vehicle miles of travel (VMT). [Source: www.ce.utexas.edu];\"\n \"Available facts are as follows: 2019-08-26: The estimated traffic volume for a traffic count section is usually measured in the direction of increasing mileposts, and it's estimated that Maryland's bridges, tunnels, and roadways will experience increased traffic volume during the long weekend. [Source: azdot.gov, wamu.org]; Vehicle miles traveled (VMT) in the US has been increasing from 2004 to 2022. [Source: afdc.energy.gov]; The average travel speed and percent time-spent-following on US 64 in North Carolina have been measured and recorded. [Source: xfer.services.ncdot.gov]; Crash rates along US 64 in North Carolina have been recorded per 100 million vehicle miles traveled. [Source: xfer.services.ncdot.gov]; A study found that over half of all trips in the United States are 3 miles or less, making them ideal for micromobility devices. [Source: www.railstotrails.org]; The Hennepin County 2040 Comprehensive Plan aims to reduce vehicle miles traveled (VMT), greenhouse gas emissions, and vehicle traffic. [Source: www.hennepin.us] 2019-08-19: The 2019 Urban Mobility Report provides data on state DOT-provided daily traffic volume and travel time in the peak period to the travel time at low volume periods. [Source: static.tti.tamu.edu]; The FAA/ATO International Performance Benchmarking report notes that the US experiences higher surface delay than Europe due to higher volume relative to capacity and reliance on Traffic Flow Management. [Source: www.faa.gov]; The Transportation Demand Management Strategic Plan and Implementation Plan highlights the lack of data collection tying directly to TDM programming in the region. [Source: scag.ca.gov]; Compact and mini-roundabouts are generally not suited for high-volume use (15,000 or greater average daily traffic) such as on state routes and major highways. [Source: www.msa-ps.com]; The 2040 Traffic Analysis & Transportation Plan Overview includes a Travel Demand Model & Sensitivity Levels, with V/C referring to the ratio of traffic volume (V) to road capacity (C). [Source: www.calvertcountymd.gov]; The average cost of traffic congestion in the United States is $52.14 per hour of truck time. [Source: static.tti.tamu.edu]; Vehicle miles traveled (VMT) is a common metric used to measure the impact of transportation on the environment and economy. [Source: Various]; The state agency monitors 54,000 miles of vehicle telemetry in the monitored FPL vehicles. [Source: afdc.energy.gov] 2019-08-12: The 2019 Urban Mobility Report calculated congestion measures using traffic flow, travel speeds, and traffic volumes. [Source: static.tti.tamu.edu]; The New York City Mobility Report 2019 analyzed trip travel choice and the state of transportation in the city. [Source: www.nyc.gov]; The US Department of Transportation discussed traffic calming measures to slow vehicle speeds, including road diets that reduce the width or number of vehicular travel lanes. [Source: www.transportation.gov]; The TSA reported a record for passenger throughput at Newark airport, with an increase in passenger traffic. [Source: www.tsa.gov]; The SCOPE OF WORK FOR DISTRICTWIDE TRAFFIC COUNTS AND TRAFFIC DATA COLLECTION project involved collecting traffic data, including travel times and volume counts. [Source: fdotewp1.dot.state.fl.us]; U.S. airlines carried an all-time high estimated 77.9 million systemwide scheduled service passengers in July 2019. [Source: www.bts.gov]; In the United States, 15 to 20 percent of vehicle-miles traveled occur in urban areas. [Source: static.tti.tamu.edu]; A survey in New York City collects public behaviors and opinions related to mobility in the city, including a travel diary component. [Source: www.nyc.gov]; Traffic calming measures on Yvette Marie Drive resulted in decreased traffic, more vehicles traveling less than 23 miles per hour, and fewer vehicles traveling 23 miles per hour or more. [Source: www.transportation.gov]; Public comments in Minnesota support actions that reduce vehicle miles traveled to reduce GHG emissions and improve health and equity. [Source: www.leg.mn.gov] 2019-08-05: High-quality traffic volume data is critical for transportation planning, operations, and travel-energy calculations. [Source: www.osti.gov]; Traffic measurement using state-of-the-art methods is essential for accurate data collection. [Source: www.osti.gov]; MassDOT regularly monitors traffic volumes and is working to reduce congestion in the Commonwealth. [Source: www.mass.gov]; Since 2013, U.S. drivers have packed on more miles behind the wheel, with an increase in vehicle-miles traveled (VMT) every year. [Source: www.bloomberg.com]; The model system accounted for a number of effects including socio-demographic factors, land use characteristics, frequency of shared mobility services use, and driver vehicle miles of travel (VMT). [Source: www.ce.utexas.edu];\"]"}
{"batch_x": [224137.0, 270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0], "batch_y": [283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0], "batch_x_timestamps_datetime64_ns": [1548979200000000000, 1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000], "batch_y_timestamps_datetime64_ns": [1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000], "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], [-0.5, -0.1666666716337204, -0.5, -0.250684916973114], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339]], "batch_text": "[\"Available facts are as follows: 2019-09-23: Average annual daily truck traffic (AADTT) includes all freight-hauling and other trucks with six or more tires and includes all motor vehicles. [Source: www.bts.gov]; Forecast data indicate that truck travel may reach 590 million miles per day. [Source: ops.fhwa.dot.gov]; Passenger traffic among European Union economies and United States was 6% and 4.1% respectively per annum from 2013 to 2018. [Source: blog.aci.aero]; In the United States, vehicle miles traveled (VMT) is a key metric to measure travel efficiency. [Source: medium.com]; The transportation sector is one of the main contributors to carbon intensity. [Source: medium.com]; In the United States, vehicle miles traveled in private cars have increased, eating into mass transit revenue. [Source: www.oliverwyman.com, www.forbes.com]; The average light vehicle in China travels almost as much as its counterpart in the United States. [Source: www.newgeography.com]; In California, 41 percent of the state's greenhouse emissions are transportation-related. [Source: www.bloomberg.com] 2019-09-16: Multiple combinations of travel patterns can yield the same traffic volume at a spot location, making it necessary to measure O-D data in the field. [Source: wisconsindot.gov]; Short-term traffic volume prediction is a significant topic of intelligent transportation, with the goal of minimizing travel time cost. [Source: ieeexplore.ieee.org]; Traffic models project future year traffic volumes on all major roads, taking into account Census records, state labor department employment statistics, and other data. [Source: indianriver.gov]; Traffic volumes were used in the IHSDM analysis to develop daily and peak period traffic volumes. [Source: trust.dot.state.wi.us]; Congestion pricing can succeed in speeding travel and reducing traffic volumes, as seen in cities that have implemented it. [Source: rpa.org]; New York is the first state in the United States to implement congestion pricing. [Source: rpa.org]; The US Department of Transportation tracks metrics such as vehicle miles traveled (VMT) per capita, public transportation trips per capita, and housing and transportation affordability. [Source: www.transportation.gov]; Currently, state and local governments are experiencing increased traffic congestion due to extremely increased vehicle miles traveled (VMT). [Source: www.cargroup.org]; In England, the car is used for 61% of trips and represented 78% of all vehicle mileage traveled in 2017. [Source: www.creds.ac.uk]; Achieving a 30% reduction in VMT by 2050 would require an average reduction in VMT per capita of 1.1% per year. [Source: www.aceee.org] 2019-09-09: The hourly traffic volume and accident rates follow a U-shaped curve, with the highest rates occurring when traffic volume is moderate. [Source: www.ncbi.nlm.nih.gov]; Travel on all roads and streets in the US increased by 1.7% in September 2019, with an additional 4.6 billion vehicle miles traveled. [Source: www.fhwa.dot.gov]; The City of Overland Park, Kansas, provides real-time traffic volume data, showing average daily traffic volume on each approach of the city's roads. [Source: www.opkansas.org]; The Georgia Statewide Travel Demand Model Report (2015/2050) uses model outputs to obtain peak period traffic volumes and travel times. [Source: www.dot.ga.gov]; The Virginia Department of Transportation provides daily traffic estimates for each direction of travel, including traffic volume and direction factor. [Source: w.virginiadot.org]; The Miami-Dade County Congestion Management Process includes traffic volume counts, speed, and travel time data. [Source: www.miamidadetpo.org]; Vehicle Miles Traveled (VMT) is a key metric in analyzing the impact of temperature on vehicular transportation in the US. [Source: www.ncbi.nlm.nih.gov]; Motor vehicle travel is a major means of transportation in the US, providing an unparalleled degree of mobility, but it also has its advantages and disadvantages. [Source: crashstats.nhtsa.dot.gov]; 35% of all US car trips are under 2 miles, making shared micromobility options a viable alternative. [Source: nacto.org]; 48% of all car trips in the most congested US metro areas are less than three miles, making shared bikes and scooters a potential replacement for these trips. [Source: inrix.com]; An e-scooter can travel up to 83-miles with the same amount of energy it takes an average gas vehicle to travel one-mile. [Source: flintbeat.com] 2019-09-02: Traffic volume is expected to increase on the outer loop of the Capital Beltway between Route 1 and Route 29, causing congestion for morning rush-hour commuters. [Source: midatlantic.aaa.com]; On average, U.S. towns increase non-motorized travel by 16% (from 0.6 to 0.7 miles per day) and reduce automobile travel by 5% (from 22.0 to 20.9 vehicle-miles) [Source: www.vtpi.org]; PennDOT estimates that there are 3,670 miles of roadways in Chester County, and 12 million vehicle miles traveled on those roadways every day [Source: www.brandywine.org];\"\n \"Available facts are as follows: 2019-09-23: Average annual daily truck traffic (AADTT) includes all freight-hauling and other trucks with six or more tires and includes all motor vehicles. [Source: www.bts.gov]; Forecast data indicate that truck travel may reach 590 million miles per day. [Source: ops.fhwa.dot.gov]; Passenger traffic among European Union economies and United States was 6% and 4.1% respectively per annum from 2013 to 2018. [Source: blog.aci.aero]; In the United States, vehicle miles traveled (VMT) is a key metric to measure travel efficiency. [Source: medium.com]; The transportation sector is one of the main contributors to carbon intensity. [Source: medium.com]; In the United States, vehicle miles traveled in private cars have increased, eating into mass transit revenue. [Source: www.oliverwyman.com, www.forbes.com]; The average light vehicle in China travels almost as much as its counterpart in the United States. [Source: www.newgeography.com]; In California, 41 percent of the state's greenhouse emissions are transportation-related. [Source: www.bloomberg.com] 2019-09-16: Multiple combinations of travel patterns can yield the same traffic volume at a spot location, making it necessary to measure O-D data in the field. [Source: wisconsindot.gov]; Short-term traffic volume prediction is a significant topic of intelligent transportation, with the goal of minimizing travel time cost. [Source: ieeexplore.ieee.org]; Traffic models project future year traffic volumes on all major roads, taking into account Census records, state labor department employment statistics, and other data. [Source: indianriver.gov]; Traffic volumes were used in the IHSDM analysis to develop daily and peak period traffic volumes. [Source: trust.dot.state.wi.us]; Congestion pricing can succeed in speeding travel and reducing traffic volumes, as seen in cities that have implemented it. [Source: rpa.org]; New York is the first state in the United States to implement congestion pricing. [Source: rpa.org]; The US Department of Transportation tracks metrics such as vehicle miles traveled (VMT) per capita, public transportation trips per capita, and housing and transportation affordability. [Source: www.transportation.gov]; Currently, state and local governments are experiencing increased traffic congestion due to extremely increased vehicle miles traveled (VMT). [Source: www.cargroup.org]; In England, the car is used for 61% of trips and represented 78% of all vehicle mileage traveled in 2017. [Source: www.creds.ac.uk]; Achieving a 30% reduction in VMT by 2050 would require an average reduction in VMT per capita of 1.1% per year. [Source: www.aceee.org] 2019-09-09: The hourly traffic volume and accident rates follow a U-shaped curve, with the highest rates occurring when traffic volume is moderate. [Source: www.ncbi.nlm.nih.gov]; Travel on all roads and streets in the US increased by 1.7% in September 2019, with an additional 4.6 billion vehicle miles traveled. [Source: www.fhwa.dot.gov]; The City of Overland Park, Kansas, provides real-time traffic volume data, showing average daily traffic volume on each approach of the city's roads. [Source: www.opkansas.org]; The Georgia Statewide Travel Demand Model Report (2015/2050) uses model outputs to obtain peak period traffic volumes and travel times. [Source: www.dot.ga.gov]; The Virginia Department of Transportation provides daily traffic estimates for each direction of travel, including traffic volume and direction factor. [Source: w.virginiadot.org]; The Miami-Dade County Congestion Management Process includes traffic volume counts, speed, and travel time data. [Source: www.miamidadetpo.org]; Vehicle Miles Traveled (VMT) is a key metric in analyzing the impact of temperature on vehicular transportation in the US. [Source: www.ncbi.nlm.nih.gov]; Motor vehicle travel is a major means of transportation in the US, providing an unparalleled degree of mobility, but it also has its advantages and disadvantages. [Source: crashstats.nhtsa.dot.gov]; 35% of all US car trips are under 2 miles, making shared micromobility options a viable alternative. [Source: nacto.org]; 48% of all car trips in the most congested US metro areas are less than three miles, making shared bikes and scooters a potential replacement for these trips. [Source: inrix.com]; An e-scooter can travel up to 83-miles with the same amount of energy it takes an average gas vehicle to travel one-mile. [Source: flintbeat.com] 2019-09-02: Traffic volume is expected to increase on the outer loop of the Capital Beltway between Route 1 and Route 29, causing congestion for morning rush-hour commuters. [Source: midatlantic.aaa.com]; On average, U.S. towns increase non-motorized travel by 16% (from 0.6 to 0.7 miles per day) and reduce automobile travel by 5% (from 22.0 to 20.9 vehicle-miles) [Source: www.vtpi.org]; PennDOT estimates that there are 3,670 miles of roadways in Chester County, and 12 million vehicle miles traveled on those roadways every day [Source: www.brandywine.org];\"]"}
{"batch_x": [270177.0, 279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0], "batch_y": [260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0], "batch_x_timestamps_datetime64_ns": [1551398400000000000, 1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000], "batch_y_timestamps_datetime64_ns": [1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000], "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], [-0.5, 0.1666666716337204, -0.5, -0.1684931516647339], [-0.5, -0.5, -0.5, -0.08356164395809174]], "batch_text": "[\"Available facts are as follows: 2019-10-21: Adams County in Colorado provides interactive traffic volume counts on their website, which can be used to analyze and predict traffic patterns. [Source: adcogov.org]; StreetLight Data provides traffic data, including volume, trip origins, travel time, trip length, and demographics, which can be used to study traffic patterns and make predictions. [Source: www.streetlightdata.com]; The US Air Force has a traffic safety program that provides information on travel risk planning and traffic safety. [Source: static.e-publishing.af.mil]; Traffic impact assessments are conducted to analyze traffic volumes and patterns, such as in the case of a proposed drive-thru coffee shop in Northwood, New Hampshire. [Source: www.northwoodnh.org]; Guernsey County Engineer in Ohio conducts traffic counts and has traffic volumes of less than 50, which is below the state standard for very low traffic volumes. [Source: guernseycountyengineer.com]; Vehicle miles traveled (VMT) is a key metric to measure transportation-related impacts associated with vehicle travel. [Source: escholarship.org]; Existing transportation metrics include vehicle miles traveled, roadway capacity, or traffic volume. [Source: www.nrel.gov]; Automated vehicles (AVs) could increase congestion, commute times, and vehicle miles traveled (VMT) if not deployed with attention to environmental implications. [Source: opr.ca.gov]; Vehicle-miles traveled (VMT) per capita and transit trips per capita are metrics used to measure urban mobility. [Source: www.nature.com] 2019-10-14: Traffic volume is a key economic activity indicator, and Maine Turnpike traffic data is used to measure Turnpike operations and volume. [Source: www.maineturnpike.com]; Low-volume roadways account for a significant portion of the roadways in the U.S. [Source: www.sciencedirect.com]; Traffic volumes in the United States have increased over the past decade, with a 10-year period from 2008 to 2018 showing an increase in traffic volumes. [Source: www.clemsoncity.org]; Vehicle miles traveled (VMT) is an important metric in transportation planning, and measuring it can promote health equity. [Source: www.changelabsolutions.org]; In the United States, transportation is the largest source of greenhouse gas emissions, and VMT continues to increase. [Source: thecityfix.com]; Ride-hailing services are leading to an increase in VMT in the United States. [Source: kingcounty.gov]; The US Department of Energy's Mobility Study provides data on VMT for freight shipments in the United States. [Source: info.ornl.gov] 2019-10-07: There are underlying causes of road accidents, including high congestion and traffic volume due to weekend travel. [Source: www.ncbi.nlm.nih.gov]; There is anticipated growth in travel and trade volumes in the United States. [Source: www.dhs.gov]; Traffic volume data were collected to encourage travel by alternate modes and ensure that vehicle traffic from the project is managed. [Source: www.dot.state.wy.us]; The ITE trip generation rates probably overestimate the volume of traffic that will be generated by a project. [Source: www.sbcounty.gov]; Action should be taken to address current and forecast future travel needs in the I-15 corridor. [Source: www.gosbcta.com]; Transportation now contributes more carbon dioxide emissions than any other sector. [Source]; Private vehicle travel still has the largest mode share in the United States. [Source]; Public transport has been under strain over the past years in the United States. [Source]; Reducing automobile vehicle miles traveled (VMT) and vehicle fuel consumption is a goal in many mobility action plans. [Source]; More than 80% of all trips taken in the United States are by private vehicles, while 10.5% are by walking. [Source] 2019-09-30: The Port Authority of New York and New Jersey reported airport traffic statistics, including Coach Bus passengers traveling between EWR and NYC. [Source: www.panynj.gov]; The South Dakota Department of Transportation collects and analyzes traffic data, including volumes, classification, weights, speeds, and other metrics. [Source: dot.sd.gov]; The NCHRP Report 398 gathered travel speed, roadway inventory, and traffic data to analyze traffic patterns in the United States. [Source: onlinepubs.trb.org]; TrafficMetrix© provides traffic counts and data for the entire United States, including peak hour traffic volumes. [Source: downloads.esri.com]; The International Fuel Tax Agreement (IFTA) covers fuel taxes paid during trucks' operations in the 48 contiguous U.S. states. [Source: www.cbo.gov]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with implications for fuel taxes, emissions, and infrastructure development. [Source: scholarsbank.uoregon.edu, itdp.org, onlinepubs.trb.org]; Improving transit and promoting shared mobility can reduce VMT and greenhouse gas (GHG) emissions. [Source: itdp.org]; The average miles driven per gallon of fuel has been increasing over the years, with a focus on improving fuel economy. [Source: www.greencarcongress.com]; Vehicle miles traveled and transportation energy use are expected to increase, with a need for strategies to reduce VMT and emissions. [Source: files.nc.gov];\"\n \"Available facts are as follows: 2019-10-21: Adams County in Colorado provides interactive traffic volume counts on their website, which can be used to analyze and predict traffic patterns. [Source: adcogov.org]; StreetLight Data provides traffic data, including volume, trip origins, travel time, trip length, and demographics, which can be used to study traffic patterns and make predictions. [Source: www.streetlightdata.com]; The US Air Force has a traffic safety program that provides information on travel risk planning and traffic safety. [Source: static.e-publishing.af.mil]; Traffic impact assessments are conducted to analyze traffic volumes and patterns, such as in the case of a proposed drive-thru coffee shop in Northwood, New Hampshire. [Source: www.northwoodnh.org]; Guernsey County Engineer in Ohio conducts traffic counts and has traffic volumes of less than 50, which is below the state standard for very low traffic volumes. [Source: guernseycountyengineer.com]; Vehicle miles traveled (VMT) is a key metric to measure transportation-related impacts associated with vehicle travel. [Source: escholarship.org]; Existing transportation metrics include vehicle miles traveled, roadway capacity, or traffic volume. [Source: www.nrel.gov]; Automated vehicles (AVs) could increase congestion, commute times, and vehicle miles traveled (VMT) if not deployed with attention to environmental implications. [Source: opr.ca.gov]; Vehicle-miles traveled (VMT) per capita and transit trips per capita are metrics used to measure urban mobility. [Source: www.nature.com] 2019-10-14: Traffic volume is a key economic activity indicator, and Maine Turnpike traffic data is used to measure Turnpike operations and volume. [Source: www.maineturnpike.com]; Low-volume roadways account for a significant portion of the roadways in the U.S. [Source: www.sciencedirect.com]; Traffic volumes in the United States have increased over the past decade, with a 10-year period from 2008 to 2018 showing an increase in traffic volumes. [Source: www.clemsoncity.org]; Vehicle miles traveled (VMT) is an important metric in transportation planning, and measuring it can promote health equity. [Source: www.changelabsolutions.org]; In the United States, transportation is the largest source of greenhouse gas emissions, and VMT continues to increase. [Source: thecityfix.com]; Ride-hailing services are leading to an increase in VMT in the United States. [Source: kingcounty.gov]; The US Department of Energy's Mobility Study provides data on VMT for freight shipments in the United States. [Source: info.ornl.gov] 2019-10-07: There are underlying causes of road accidents, including high congestion and traffic volume due to weekend travel. [Source: www.ncbi.nlm.nih.gov]; There is anticipated growth in travel and trade volumes in the United States. [Source: www.dhs.gov]; Traffic volume data were collected to encourage travel by alternate modes and ensure that vehicle traffic from the project is managed. [Source: www.dot.state.wy.us]; The ITE trip generation rates probably overestimate the volume of traffic that will be generated by a project. [Source: www.sbcounty.gov]; Action should be taken to address current and forecast future travel needs in the I-15 corridor. [Source: www.gosbcta.com]; Transportation now contributes more carbon dioxide emissions than any other sector. [Source]; Private vehicle travel still has the largest mode share in the United States. [Source]; Public transport has been under strain over the past years in the United States. [Source]; Reducing automobile vehicle miles traveled (VMT) and vehicle fuel consumption is a goal in many mobility action plans. [Source]; More than 80% of all trips taken in the United States are by private vehicles, while 10.5% are by walking. [Source] 2019-09-30: The Port Authority of New York and New Jersey reported airport traffic statistics, including Coach Bus passengers traveling between EWR and NYC. [Source: www.panynj.gov]; The South Dakota Department of Transportation collects and analyzes traffic data, including volumes, classification, weights, speeds, and other metrics. [Source: dot.sd.gov]; The NCHRP Report 398 gathered travel speed, roadway inventory, and traffic data to analyze traffic patterns in the United States. [Source: onlinepubs.trb.org]; TrafficMetrix© provides traffic counts and data for the entire United States, including peak hour traffic volumes. [Source: downloads.esri.com]; The International Fuel Tax Agreement (IFTA) covers fuel taxes paid during trucks' operations in the 48 contiguous U.S. states. [Source: www.cbo.gov]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with implications for fuel taxes, emissions, and infrastructure development. [Source: scholarsbank.uoregon.edu, itdp.org, onlinepubs.trb.org]; Improving transit and promoting shared mobility can reduce VMT and greenhouse gas (GHG) emissions. [Source: itdp.org]; The average miles driven per gallon of fuel has been increasing over the years, with a focus on improving fuel economy. [Source: www.greencarcongress.com]; Vehicle miles traveled and transportation energy use are expected to increase, with a need for strategies to reduce VMT and emissions. [Source: files.nc.gov];\"]"}
{"batch_x": [279148.0, 286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0], "batch_y": [261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0], "batch_x_timestamps_datetime64_ns": [1554076800000000000, 1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000], "batch_y_timestamps_datetime64_ns": [1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000], "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], [-0.5, -0.5, -0.5, -0.08356164395809174], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484]], "batch_text": "['Available facts are as follows: 2019-11-25: The U.S. Department of Transportation/Federal Highway Administration provides historical monthly traffic volume trends and travel monitoring data. [Source]; Heathrow Airport releases monthly traffic statistics up to December 2013 and annual traffic statistics for the last 10 years. [Source]; The Bureau of Transportation Statistics provides data on injured persons by transportation mode from 1990 to 2022. [Source]; In 2018, the travel distance by motorcycle in the U.S. was recorded. [Source]; AAA expects 1.7 million travelers in Michigan during a period of heavy rain and high winds, with record levels of travelers and population growth in major metropolitan areas. [Source]; The number of shared mobility services has grown in part because of the government\\'s initiatives to re-invent the way people travel in Singapore. [Source: www.emerald.com]; Vehicle Miles Traveled (VMT) is a key metric in evaluating the impact of new mobility-related strategies on GHG emission reductions. [Source: ww2.arb.ca.gov]; The 2019 ANNUAL REPORT AND AUDIT of the Atlanta Regional Commission mentions Vehicle Miles Traveled as a factor in mobility in the region. [Source: atltransit.ga.gov]; The District 7 10-Year Capital Highway Investment Plan (2020-2029) includes VMT as a metric to measure the impact of highway investments. [Source: dot.state.mn.us]; The NC Toll Policy Handbook Version 1.0 mentions the importance of real-time data about traffic conditions, travel patterns, mode choices, trip times, and Vehicle Miles Traveled/Vehicle Hours Traveled. [Source: connect.ncdot.gov] 2019-11-18: Traffic volumes declined by 34 percent on SR 520 after deployment of pricing and electronic tolling. [Source: www.itskrs.its.dot.gov]; The United States processed 1.5 billion travel trajectories to estimate vehicle miles traveled (VMT) for each U.S. state and modeled vehicle volumes per road segment. [Source: ieeexplore.ieee.org]; 66 percent of respondents modified their travel plans due to weather, and the cost of implementing weather-savvy roads is estimated to be $600 per vehicle. [Source: ops.fhwa.dot.gov]; Half of the total vehicle miles traveled (VMT) in Ann Arbor occur during peak periods, and 94% of the total delay Ann Arbor drivers experience happens during these periods. [Source: www.a2gov.org]; A 2019 report from the United Nations Intergovernmental Panel on Climate Change states that electrifying the fleet alone will not suffice to reduce vehicle miles traveled. [Source: gobikebuffalo.org]; The current U.S. traffic safety record sets a high bar: 3.4 million vehicle miles traveled per fatality. [Source: escholarship.org] 2019-11-11: The functional classification of roadways is not solely dependent on traffic volume, as two roadways with the same functional classification may have different traffic volumes. [Source: www.codot.gov]; Traffic volume and trip duration are important parameters to consider in transportation planning. [Source: ops.fhwa.dot.gov]; Adverse weather conditions can lead to traffic volume reductions and increased transportation fatalities. [Source: www.mdpi.com]; StreetLight Data provides industry-first on-demand AADT traffic counts for 4 million miles of U.S. roadway. [Source: www.streetlightdata.com]; Road traffic congestion is a worldwide issue that involves negative externalities and major losses. [Source: www.tandfonline.com]; The Loop 101 Mobility Project aims to improve traffic flow and reduce congestion on a 61-mile loop freeway corridor in the Phoenix metropolitan area. [Source]; Millennials are driving less than their previous generation (Gen Xers) according to a study comparing nationwide travel surveys from 1995, 2001, 2009, and 2017. [Source]; Miami commuters spend 15% more time than the average commuter in the United States due to congestion, which delays work trips and slows vehicles. [Source]; The transportation system in Denver connects the region to the rest of the state, with a focus on mobility innovations and reducing vehicle miles traveled (VMT) per capita. [Source]; StreetLight Data provides metrics such as volume, VMT, and vehicle occupancy to develop data-informed strategies that mitigate traffic congestion. [Source] 2019-11-04: The Houston-Galveston Area Council has performed traffic volume counts, vehicle speed data collection, and vehicle classification data collection. [Source: www.h-gac.com]; The Surface Transportation Board provides data on U.S. rail traffic volumes and traffic flows. [Source: www.stb.gov]; The traffic volume of Miami leads the state in overall volume of car accidents. [Source: www.injurylawyers.com]; In 2016, levels of vehicle ownership and vehicle miles traveled (VMT) in the U.S. reached a new high. [Source: energy.mit.edu]; By 2030, shared mobility is expected to continue impacting niche mobility such as ground transportation. [Source: blog.agero.com]; Vehicle miles traveled (VMT) has been a trend in the U.S. [Source: www.bcg.com]; There is potential for \"dramatic fuel savings\" from shared mobility and reduced parking searches. [Source: www.ncbi.nlm.nih.gov]; Petroleum remains the major transportation energy source in the U.S. [Source: www.osti.gov]; Democrats aim to integrate decreasing vehicle miles traveled to meet climate crisis goals. [Source: urbanmilwaukee.com]; Traffic data is collected to improve estimates of vehicle demand and vehicle miles traveled. [Source: www.h-gac.com];'\n 'Available facts are as follows: 2019-11-25: The U.S. Department of Transportation/Federal Highway Administration provides historical monthly traffic volume trends and travel monitoring data. [Source]; Heathrow Airport releases monthly traffic statistics up to December 2013 and annual traffic statistics for the last 10 years. [Source]; The Bureau of Transportation Statistics provides data on injured persons by transportation mode from 1990 to 2022. [Source]; In 2018, the travel distance by motorcycle in the U.S. was recorded. [Source]; AAA expects 1.7 million travelers in Michigan during a period of heavy rain and high winds, with record levels of travelers and population growth in major metropolitan areas. [Source]; The number of shared mobility services has grown in part because of the government\\'s initiatives to re-invent the way people travel in Singapore. [Source: www.emerald.com]; Vehicle Miles Traveled (VMT) is a key metric in evaluating the impact of new mobility-related strategies on GHG emission reductions. [Source: ww2.arb.ca.gov]; The 2019 ANNUAL REPORT AND AUDIT of the Atlanta Regional Commission mentions Vehicle Miles Traveled as a factor in mobility in the region. [Source: atltransit.ga.gov]; The District 7 10-Year Capital Highway Investment Plan (2020-2029) includes VMT as a metric to measure the impact of highway investments. [Source: dot.state.mn.us]; The NC Toll Policy Handbook Version 1.0 mentions the importance of real-time data about traffic conditions, travel patterns, mode choices, trip times, and Vehicle Miles Traveled/Vehicle Hours Traveled. [Source: connect.ncdot.gov] 2019-11-18: Traffic volumes declined by 34 percent on SR 520 after deployment of pricing and electronic tolling. [Source: www.itskrs.its.dot.gov]; The United States processed 1.5 billion travel trajectories to estimate vehicle miles traveled (VMT) for each U.S. state and modeled vehicle volumes per road segment. [Source: ieeexplore.ieee.org]; 66 percent of respondents modified their travel plans due to weather, and the cost of implementing weather-savvy roads is estimated to be $600 per vehicle. [Source: ops.fhwa.dot.gov]; Half of the total vehicle miles traveled (VMT) in Ann Arbor occur during peak periods, and 94% of the total delay Ann Arbor drivers experience happens during these periods. [Source: www.a2gov.org]; A 2019 report from the United Nations Intergovernmental Panel on Climate Change states that electrifying the fleet alone will not suffice to reduce vehicle miles traveled. [Source: gobikebuffalo.org]; The current U.S. traffic safety record sets a high bar: 3.4 million vehicle miles traveled per fatality. [Source: escholarship.org] 2019-11-11: The functional classification of roadways is not solely dependent on traffic volume, as two roadways with the same functional classification may have different traffic volumes. [Source: www.codot.gov]; Traffic volume and trip duration are important parameters to consider in transportation planning. [Source: ops.fhwa.dot.gov]; Adverse weather conditions can lead to traffic volume reductions and increased transportation fatalities. [Source: www.mdpi.com]; StreetLight Data provides industry-first on-demand AADT traffic counts for 4 million miles of U.S. roadway. [Source: www.streetlightdata.com]; Road traffic congestion is a worldwide issue that involves negative externalities and major losses. [Source: www.tandfonline.com]; The Loop 101 Mobility Project aims to improve traffic flow and reduce congestion on a 61-mile loop freeway corridor in the Phoenix metropolitan area. [Source]; Millennials are driving less than their previous generation (Gen Xers) according to a study comparing nationwide travel surveys from 1995, 2001, 2009, and 2017. [Source]; Miami commuters spend 15% more time than the average commuter in the United States due to congestion, which delays work trips and slows vehicles. [Source]; The transportation system in Denver connects the region to the rest of the state, with a focus on mobility innovations and reducing vehicle miles traveled (VMT) per capita. [Source]; StreetLight Data provides metrics such as volume, VMT, and vehicle occupancy to develop data-informed strategies that mitigate traffic congestion. [Source] 2019-11-04: The Houston-Galveston Area Council has performed traffic volume counts, vehicle speed data collection, and vehicle classification data collection. [Source: www.h-gac.com]; The Surface Transportation Board provides data on U.S. rail traffic volumes and traffic flows. [Source: www.stb.gov]; The traffic volume of Miami leads the state in overall volume of car accidents. [Source: www.injurylawyers.com]; In 2016, levels of vehicle ownership and vehicle miles traveled (VMT) in the U.S. reached a new high. [Source: energy.mit.edu]; By 2030, shared mobility is expected to continue impacting niche mobility such as ground transportation. [Source: blog.agero.com]; Vehicle miles traveled (VMT) has been a trend in the U.S. [Source: www.bcg.com]; There is potential for \"dramatic fuel savings\" from shared mobility and reduced parking searches. [Source: www.ncbi.nlm.nih.gov]; Petroleum remains the major transportation energy source in the U.S. [Source: www.osti.gov]; Democrats aim to integrate decreasing vehicle miles traveled to meet climate crisis goals. [Source: urbanmilwaukee.com]; Traffic data is collected to improve estimates of vehicle demand and vehicle miles traveled. [Source: www.h-gac.com];']"}
{"batch_x": [286395.0, 279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0], "batch_y": [260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0], "batch_x_timestamps_datetime64_ns": [1556668800000000000, 1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000], "batch_y_timestamps_datetime64_ns": [1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000], "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], [-0.5, -0.1666666716337204, -0.5, -0.001369863050058484], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174]], "batch_text": "['Available facts are as follows: 2019-12-23: Objective facts about the Traffic and Transportation situation:Short-term traffic state prediction aims to forecast traffic conditions, such as travel times, traffic speeds, and traffic volumes on roads. [Source: www.sciencedirect.com]Historical traffic data is used to establish historical traffic trends and predict future traffic growth to project existing traffic volumes. [Source: fayettecountyga.gov]Traffic volume, travel speed, and occupancy detector data is used to analyze traffic conditions. [Source: wisconsindot.gov]; Vehicle miles traveled (VMT) is increasing, with almost half of all TNC vehicle miles traveled being with only drivers (not passengers) in the car. [Source: www.urbanismnext.org]; In 2018, there were 84 million micromobility trips. [Source: www.urbanismnext.org]; Average annual highway vehicle miles traveled per capita varies by state, with the highest being in Wyoming and the lowest being in New York. [Source: www.greencarcongress.com]; More than half of the car trips taken annually in the United States cover distances of less than 3 miles. [Source: humanpoweredsolutions.com] 2019-12-16: The average difference between forecasted traffic volumes and actual volumes is around 17 percent, but it was closer to 28 percent in the 1990s. [Source: ssti.us]; The U.S. Department of Transportation defines reliability as \"the degree of certainty and predictability in travel times on the transportation system.\" [Source: ops.fhwa.dot.gov]; In six US metropolitan regions, TNC (Transportation Network Company) share of VMT (Vehicle Miles Traveled) was estimated. [Source: ww2.arb.ca.gov]; In San Francisco, vehicle miles traveled were generated by Lyft and Uber services. [Source: www.arcadis.com]; The number of vehicle miles traveled by passenger cars and light-duty trucks has increased. [Source: climatechange.chicago.gov]; Over 3,600,000 residents travel around 52.4 million vehicle miles daily on roads in the FDOT D4 region. [Source: ops.fhwa.dot.gov] 2019-12-09: The Annual Average Daily Traffic (AADT) Volume is an approximation of the total traffic volume at a given location over a year. [Source: www.illinoisvirtualtollway.com]; The Texas-Mexico International Bridges and Border Crossings 2019 report summarizes the percent change in traffic volume at each border crossing in the El Paso region by mode. [Source: ftp.dot.state.tx.us]; AAA predicts 115.6 million travelers will break holiday records, with the 22nd being the single busiest air travel day of the holiday week. [Source: newsroom.aaa.com]; The current version of the approved travel demand model shall be used as the basis for projecting future traffic volumes in Nassau County, Florida. [Source: www.nassaucountyfl.com]; The total vehicle miles traveled in the United States is growing three times faster than new road construction, with congestion already costing the trucking industry. [Source: www2.deloitte.com]; In the United States, the rate of crashes per vehicle miles traveled (VMT) is a key metric used to evaluate transportation safety. [Source: ops.fhwa.dot.gov]; North Carolina has a high rate of vehicle miles traveled, despite being only the 23rd highest state in terms of rural area. [Source: connect.ncdot.gov]; Electric vehicles travel an average of 3.5 miles per kilowatt-hour, compared to 1.3 miles per kilowatt-hour for conventional vehicles. [Source: www.sanantonio.gov] 2019-12-02: Peak hour traffic represents the highest hourly traffic volume, and transportation projects aim to provide safe and reliable travel for all users. [Source: polktpo.com]; Traffic counts are collected annually to measure the use of public roads, and AADT\\'s are calculated using volume counts and axle sensors. [Source: library.ctr.utexas.edu]; Traffic control devices must conform to state standards, and minor street traffic volume is considered less than 50% of the major street volume. [Source: linolakes.us]; Urban arterials carry high traffic volume per day and are characterized by closely spaced driveways. [Source: accessmanagement.info]; According to the TRB Annual Meeting 2020, there is a growing interest in reducing vehicle miles traveled through ride-matching in the ride-hailing sector. [Source]; Automation could be the most transformative change impacting travel behavior and public transport since the automobile, according to Early Understanding of Shared Mobility Impacts and Public Transit. [Source]; The State of West Virginia has specific regulations for vehicles that travel only within the state, according to the IFTA Information and Compliance Manual. [Source]; The SUMC MLC: Mobility Learning Center is collecting data on autonomous vehicle programs, including miles traveled, according to their report on Little Roady Autonomous. [Source]; The Transportation Infrastructure in the US report estimates the number of vehicle miles of travel provided by particular interstate highway segments. [Source]; Riverside County is the 10th most populous county in the United States, with a population of 2.45 million, according to the Riverside County Long Range Transportation Study. [Source]; Pasadena is using Vehicle Miles Traveled (VMT) to measure transportation impact, according to the Journal of the Transportation Research Board. [Source]; The State of Mississippi does not reimburse private vehicle mileage for optional travel, according to the State of Mississippi Department of Finance and Administration Office. [Source]; Ride-hail trips comprise approximately 13 percent of all vehicle miles traveled in San Francisco, according to Behind the numbers: The Latest Data on Congestion. [Source]; In 2017, only 3% of all miles traveled in urban locations in Brazil were attributed to ride hailing, according to The New Reality of Mobility in Brazil. [Source];'\n 'Available facts are as follows: 2019-12-23: Objective facts about the Traffic and Transportation situation:Short-term traffic state prediction aims to forecast traffic conditions, such as travel times, traffic speeds, and traffic volumes on roads. [Source: www.sciencedirect.com]Historical traffic data is used to establish historical traffic trends and predict future traffic growth to project existing traffic volumes. [Source: fayettecountyga.gov]Traffic volume, travel speed, and occupancy detector data is used to analyze traffic conditions. [Source: wisconsindot.gov]; Vehicle miles traveled (VMT) is increasing, with almost half of all TNC vehicle miles traveled being with only drivers (not passengers) in the car. [Source: www.urbanismnext.org]; In 2018, there were 84 million micromobility trips. [Source: www.urbanismnext.org]; Average annual highway vehicle miles traveled per capita varies by state, with the highest being in Wyoming and the lowest being in New York. [Source: www.greencarcongress.com]; More than half of the car trips taken annually in the United States cover distances of less than 3 miles. [Source: humanpoweredsolutions.com] 2019-12-16: The average difference between forecasted traffic volumes and actual volumes is around 17 percent, but it was closer to 28 percent in the 1990s. [Source: ssti.us]; The U.S. Department of Transportation defines reliability as \"the degree of certainty and predictability in travel times on the transportation system.\" [Source: ops.fhwa.dot.gov]; In six US metropolitan regions, TNC (Transportation Network Company) share of VMT (Vehicle Miles Traveled) was estimated. [Source: ww2.arb.ca.gov]; In San Francisco, vehicle miles traveled were generated by Lyft and Uber services. [Source: www.arcadis.com]; The number of vehicle miles traveled by passenger cars and light-duty trucks has increased. [Source: climatechange.chicago.gov]; Over 3,600,000 residents travel around 52.4 million vehicle miles daily on roads in the FDOT D4 region. [Source: ops.fhwa.dot.gov] 2019-12-09: The Annual Average Daily Traffic (AADT) Volume is an approximation of the total traffic volume at a given location over a year. [Source: www.illinoisvirtualtollway.com]; The Texas-Mexico International Bridges and Border Crossings 2019 report summarizes the percent change in traffic volume at each border crossing in the El Paso region by mode. [Source: ftp.dot.state.tx.us]; AAA predicts 115.6 million travelers will break holiday records, with the 22nd being the single busiest air travel day of the holiday week. [Source: newsroom.aaa.com]; The current version of the approved travel demand model shall be used as the basis for projecting future traffic volumes in Nassau County, Florida. [Source: www.nassaucountyfl.com]; The total vehicle miles traveled in the United States is growing three times faster than new road construction, with congestion already costing the trucking industry. [Source: www2.deloitte.com]; In the United States, the rate of crashes per vehicle miles traveled (VMT) is a key metric used to evaluate transportation safety. [Source: ops.fhwa.dot.gov]; North Carolina has a high rate of vehicle miles traveled, despite being only the 23rd highest state in terms of rural area. [Source: connect.ncdot.gov]; Electric vehicles travel an average of 3.5 miles per kilowatt-hour, compared to 1.3 miles per kilowatt-hour for conventional vehicles. [Source: www.sanantonio.gov] 2019-12-02: Peak hour traffic represents the highest hourly traffic volume, and transportation projects aim to provide safe and reliable travel for all users. [Source: polktpo.com]; Traffic counts are collected annually to measure the use of public roads, and AADT\\'s are calculated using volume counts and axle sensors. [Source: library.ctr.utexas.edu]; Traffic control devices must conform to state standards, and minor street traffic volume is considered less than 50% of the major street volume. [Source: linolakes.us]; Urban arterials carry high traffic volume per day and are characterized by closely spaced driveways. [Source: accessmanagement.info]; According to the TRB Annual Meeting 2020, there is a growing interest in reducing vehicle miles traveled through ride-matching in the ride-hailing sector. [Source]; Automation could be the most transformative change impacting travel behavior and public transport since the automobile, according to Early Understanding of Shared Mobility Impacts and Public Transit. [Source]; The State of West Virginia has specific regulations for vehicles that travel only within the state, according to the IFTA Information and Compliance Manual. [Source]; The SUMC MLC: Mobility Learning Center is collecting data on autonomous vehicle programs, including miles traveled, according to their report on Little Roady Autonomous. [Source]; The Transportation Infrastructure in the US report estimates the number of vehicle miles of travel provided by particular interstate highway segments. [Source]; Riverside County is the 10th most populous county in the United States, with a population of 2.45 million, according to the Riverside County Long Range Transportation Study. [Source]; Pasadena is using Vehicle Miles Traveled (VMT) to measure transportation impact, according to the Journal of the Transportation Research Board. [Source]; The State of Mississippi does not reimburse private vehicle mileage for optional travel, according to the State of Mississippi Department of Finance and Administration Office. [Source]; Ride-hail trips comprise approximately 13 percent of all vehicle miles traveled in San Francisco, according to Behind the numbers: The Latest Data on Congestion. [Source]; In 2017, only 3% of all miles traveled in urban locations in Brazil were attributed to ride hailing, according to The New Reality of Mobility in Brazil. [Source];']"}
{"batch_x": [279690.0, 294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0], "batch_y": [242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0], "batch_x_timestamps_datetime64_ns": [1559347200000000000, 1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000], "batch_y_timestamps_datetime64_ns": [1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000], "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], [-0.5, 0.3333333432674408, -0.5, 0.08356164395809174], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339]], "batch_text": "[\"Available facts are as follows: 2020-01-20: Official sites of governments and organizations provide data and systems for managing traffic and transportation, such as the State of New Jersey's Travel Time Systems (TTS) and the City of Springfield's 2035 Transportation System Plan. [Source]; Traffic volume and travel time data are used to calibrate traffic simulation models and make informed decisions about traffic management. [Source]; There are disruptions in traffic patterns due to events like the COVID-19 pandemic, which can affect traffic volume and revenue. [Source]; Vehicle miles traveled (VMT) vary greatly across individual states in the United States, with Wyoming leading in VMT per person. [Source: greencarcongress.com]; The shared use of a vehicle, bicycle, or other mode of transportation is considered shared mobility, which can help reduce VMT. [Source: escholarship.org]; Some cities, like West Palm Beach, FL, aim to reduce overall VMT by providing alternative mobility options and addressing traffic congestion. [Source: wpb.org] 2020-01-13: The Annual Average Daily Traffic (AADT) Volume is an approximation of the total volume of traffic at a given location over a one-year period. [Source]; The 25 airlines that carry the most passengers in the US account for 99% of the total passengers traveling on US airlines. [Source]; Traffic volume levels can affect the operation of secondary T-intersections, which can operate under different conditions depending on the volume. [Source]; Traffic counters can be deployed for 7-10 days to give an objective picture of traffic volume, and travel times. [Source]; One 2008 study found the average car-sharing member's vehicle miles traveled (VMT) decreased. [Source: www.ncsl.org] 2020-01-06: Objective facts about the Traffic and Transportation situation:The average daily traffic volume on Penn Street Bridge is 33,796 vehicles. [Source: www.penndot.gov]Traffic volume data is used to calculate travel time reliability, factoring in occupancy factors based on national survey results. [Source: www.fhwa.dot.gov]; Vehicle Miles of Travel (VMT) is a key metric used to measure traffic and transportation performance in various districts and states in the US. [Source]; There are plans to improve travel times and reduce vehicle miles traveled in Greater Minnesota and other areas. [Source]; Transportation Vision identifies traffic and obstructing roadways as two of the main concerns in La Crosse, WI. [Source]; The current average cost of distance travel is between $0 and $0.49 per mile/km driven. [Source]; Autonomous vehicles are being developed with six levels of vehicle automation, according to the United States Department of Transportation and the Society of Automotive Engineers (SAE). [Source] 2019-12-30: Traffic volume and speed measurements on interstate highways and tunnels show that overall traffic flow has improved 62% compared to previous years. [Source: www.ebp-us.com]; The United States Department of Transportation - Federal Highway Administration is working on comprehensive work zone mobility performance management, tracking metrics such as delay, vehicle miles of travel, and lost lane miles. [Source]; Vehicle miles traveled (VMT) reduction is a goal of many transportation projects, including shared mobility projects and cordon pricing initiatives. [Source]; Congestion is worsening and VMT are increasing in many cities across the United States, with a focus on reducing VMT and improving air quality. [Source]; Autonomous vehicles (AVs) may increase or decrease total VMT, with uncertain impacts on transit ridership and mobility. [Source]; Fatality rates continue to be a concern, with a focus on reducing fatalities and crash rates per vehicle miles traveled. [Source];\"\n \"Available facts are as follows: 2020-01-20: Official sites of governments and organizations provide data and systems for managing traffic and transportation, such as the State of New Jersey's Travel Time Systems (TTS) and the City of Springfield's 2035 Transportation System Plan. [Source]; Traffic volume and travel time data are used to calibrate traffic simulation models and make informed decisions about traffic management. [Source]; There are disruptions in traffic patterns due to events like the COVID-19 pandemic, which can affect traffic volume and revenue. [Source]; Vehicle miles traveled (VMT) vary greatly across individual states in the United States, with Wyoming leading in VMT per person. [Source: greencarcongress.com]; The shared use of a vehicle, bicycle, or other mode of transportation is considered shared mobility, which can help reduce VMT. [Source: escholarship.org]; Some cities, like West Palm Beach, FL, aim to reduce overall VMT by providing alternative mobility options and addressing traffic congestion. [Source: wpb.org] 2020-01-13: The Annual Average Daily Traffic (AADT) Volume is an approximation of the total volume of traffic at a given location over a one-year period. [Source]; The 25 airlines that carry the most passengers in the US account for 99% of the total passengers traveling on US airlines. [Source]; Traffic volume levels can affect the operation of secondary T-intersections, which can operate under different conditions depending on the volume. [Source]; Traffic counters can be deployed for 7-10 days to give an objective picture of traffic volume, and travel times. [Source]; One 2008 study found the average car-sharing member's vehicle miles traveled (VMT) decreased. [Source: www.ncsl.org] 2020-01-06: Objective facts about the Traffic and Transportation situation:The average daily traffic volume on Penn Street Bridge is 33,796 vehicles. [Source: www.penndot.gov]Traffic volume data is used to calculate travel time reliability, factoring in occupancy factors based on national survey results. [Source: www.fhwa.dot.gov]; Vehicle Miles of Travel (VMT) is a key metric used to measure traffic and transportation performance in various districts and states in the US. [Source]; There are plans to improve travel times and reduce vehicle miles traveled in Greater Minnesota and other areas. [Source]; Transportation Vision identifies traffic and obstructing roadways as two of the main concerns in La Crosse, WI. [Source]; The current average cost of distance travel is between $0 and $0.49 per mile/km driven. [Source]; Autonomous vehicles are being developed with six levels of vehicle automation, according to the United States Department of Transportation and the Society of Automotive Engineers (SAE). [Source] 2019-12-30: Traffic volume and speed measurements on interstate highways and tunnels show that overall traffic flow has improved 62% compared to previous years. [Source: www.ebp-us.com]; The United States Department of Transportation - Federal Highway Administration is working on comprehensive work zone mobility performance management, tracking metrics such as delay, vehicle miles of travel, and lost lane miles. [Source]; Vehicle miles traveled (VMT) reduction is a goal of many transportation projects, including shared mobility projects and cordon pricing initiatives. [Source]; Congestion is worsening and VMT are increasing in many cities across the United States, with a focus on reducing VMT and improving air quality. [Source]; Autonomous vehicles (AVs) may increase or decrease total VMT, with uncertain impacts on transit ridership and mobility. [Source]; Fatality rates continue to be a concern, with a focus on reducing fatalities and crash rates per vehicle miles traveled. [Source];\"]"}
{"batch_x": [294328.0, 288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0], "batch_y": [226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0], "batch_x_timestamps_datetime64_ns": [1561939200000000000, 1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000], "batch_y_timestamps_datetime64_ns": [1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000], "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], [-0.5, -0.3333333432674408, -0.5, 0.1684931516647339], [-0.5, 0.0, -0.5, 0.250684916973114]], "batch_text": "[\"Available facts are as follows: 2020-02-24: The on-demand analytic service provides OD travel demand (trip volume) and State Smart Transportation Initiative programs in the United States analyzed walking. [Source: www.sciencedirect.com]; StreetLight Data provides various transportation data including Volume/Traffic Counts, Origin-Destination, Select Link, Speed, Demographics, Travel Time, and more. [Source: www.streetlightdata.com]; The New York State Thruway Authority announced a 17% increase in traffic volume. [Source: www.thruway.ny.gov]; The traffic counting program helps determine volumes, types of vehicles, and the weight of trucks using the highway network. [Source: www.nircc.com]; The UN Tourism Data Dashboard provides statistics and insights on key indicators for inbound and outbound tourism at the global level. [Source: www.unwto.org]; Vehicle Miles Traveled (VMT) is a key metric in evaluating transportation project impacts, and there is an increasing trend in VMT in the United States. [Source: dot.ca.gov, mckinsey.com, ucsusa.org, ccta.net, scag.ca.gov, tripnet.org, transitcenter.org, efiling.energy.ca.gov] 2020-02-17: The average day of the year for all traffic-counting stations in Maryland shows a certain pattern of traffic volume. [Source: roads.maryland.gov]; In the United States, traffic accidents result in a significant number of fatalities, surpassing those of cancer and heart disease. [Source: www.ncbi.nlm.nih.gov]; Official traffic count reports, roadway information, and traffic volume counts are available for New Jersey. [Source: www.nj.gov]; CDOT provides traffic volume data and web maps for Colorado. [Source: dtdapps.coloradodot.info]; Road conditions and traffic cameras are available for Cottonwood Canyons in Utah. [Source: cottonwoodcanyons.udot.utah.gov]; The Department of Transportation provides data analytics on traffic statistics, highway attributes, and roadway statistics. [Source: azdot.gov]; Motor vehicle travel is a major means of transportation in the United States, providing an unparalleled degree of mobility. [Source: crashstats.nhtsa.dot.gov]; In the SCAG region, there are targets to reduce capita GHG emissions from passenger vehicles and decrease injuries per million vehicle miles traveled. [Source: scag.ca.gov]; The State of New Jersey reports Public Roadway Mileage and Vehicle Miles Traveled data. [Source: www.nj.gov]; The Central Front Range 2045 Regional Transportation Plan aims to increase options for traveling and enhance mobility in the region. [Source: www.codot.gov] 2020-02-10: The Maryland Department of Transportation State Highway Administration provides truck volume maps, which are graphical representations of average traffic volumes. [Source]; The peak season for traffic volumes in Florida is the 13 consecutive weeks of the year with the highest traffic volumes. [Source]; The Virginia Department of Transportation (VDOT) considers traffic volume, speed, travel time, and queuing in their traffic management. [Source]; The Texas Department of Transportation (TxDOT) conducts traffic volume counts and simulates total travel time to analyze traffic flow. [Source]; Objective facts about the Traffic and Transportation situation:The United States has seen an increase in vehicle miles traveled (VMT) over the years, with a projected continuation of this trend due to e-commerce and increased delivery services. [Source: www.planetizen.com]VMT reductions can be evaluated using state-of-the-practice methodologies, recognizing that many TDM strategies are dependent on it. [Source: www.gosbcta.com] 2020-02-03: The busiest airports in the United States by total passenger boardings are Hartsfield-Jackson Atlanta International Airport, Los Angeles International Airport, and O'Hare International Airport. [Source]; The United States has seen a rise in Vehicle Miles/Kilometers Traveled (VMT/VKT) due to the growth of mobility, autonomous vehicles, and e-commerce. [Source: www.urbanismnext.org]; Minimizing vehicle miles traveled (VMT) is a goal in Connecticut, where mobile sources typically burn gasoline or diesel fuel. [Source: portal.ct.gov]; In 2018, the U.S. states with the most vehicle miles traveled per resident were Wyoming, Alabama, and Louisiana, while the states with the least were New York, Massachusetts, and Hawaii. [Source: www.statista.com]; The Sonoma County Travel Behavior Study analyzed the origins and destinations of vehicle trips that travel into Sonoma County through specific routes. [Source: scta.ca.gov]; The Comprehensive Plan Elements in Alachua County aim to reduce vehicle miles of travel and per capita greenhouse gas emissions. [Source: growth-management.alachuacounty.us]; The Personal Car Usage policy at Purdue University defines the official station for mileage reimbursement purposes. [Source: www.purdue.edu]; The Washington State Department of Transportation (WSDOT) uses tools to improve travel times and reduce congestion. [Source: highways.dot.gov]; A sidekick routing scheme is a logistical framework that aims to reduce VMT by using a large vehicle as a mobile base for a fleet of small vehicles. [Source: rosap.ntl.bts.gov]; The Colorado Department of Transportation faces challenges in maintaining roads due to increased vehicle travel, resulting in more VMT. [Source: www.codot.gov]; The Texas Transportation Plan 2040 aims to address transportation needs based on factors such as regional population and vehicle miles traveled. [Source: ftp.txdot.gov];\"\n \"Available facts are as follows: 2020-02-24: The on-demand analytic service provides OD travel demand (trip volume) and State Smart Transportation Initiative programs in the United States analyzed walking. [Source: www.sciencedirect.com]; StreetLight Data provides various transportation data including Volume/Traffic Counts, Origin-Destination, Select Link, Speed, Demographics, Travel Time, and more. [Source: www.streetlightdata.com]; The New York State Thruway Authority announced a 17% increase in traffic volume. [Source: www.thruway.ny.gov]; The traffic counting program helps determine volumes, types of vehicles, and the weight of trucks using the highway network. [Source: www.nircc.com]; The UN Tourism Data Dashboard provides statistics and insights on key indicators for inbound and outbound tourism at the global level. [Source: www.unwto.org]; Vehicle Miles Traveled (VMT) is a key metric in evaluating transportation project impacts, and there is an increasing trend in VMT in the United States. [Source: dot.ca.gov, mckinsey.com, ucsusa.org, ccta.net, scag.ca.gov, tripnet.org, transitcenter.org, efiling.energy.ca.gov] 2020-02-17: The average day of the year for all traffic-counting stations in Maryland shows a certain pattern of traffic volume. [Source: roads.maryland.gov]; In the United States, traffic accidents result in a significant number of fatalities, surpassing those of cancer and heart disease. [Source: www.ncbi.nlm.nih.gov]; Official traffic count reports, roadway information, and traffic volume counts are available for New Jersey. [Source: www.nj.gov]; CDOT provides traffic volume data and web maps for Colorado. [Source: dtdapps.coloradodot.info]; Road conditions and traffic cameras are available for Cottonwood Canyons in Utah. [Source: cottonwoodcanyons.udot.utah.gov]; The Department of Transportation provides data analytics on traffic statistics, highway attributes, and roadway statistics. [Source: azdot.gov]; Motor vehicle travel is a major means of transportation in the United States, providing an unparalleled degree of mobility. [Source: crashstats.nhtsa.dot.gov]; In the SCAG region, there are targets to reduce capita GHG emissions from passenger vehicles and decrease injuries per million vehicle miles traveled. [Source: scag.ca.gov]; The State of New Jersey reports Public Roadway Mileage and Vehicle Miles Traveled data. [Source: www.nj.gov]; The Central Front Range 2045 Regional Transportation Plan aims to increase options for traveling and enhance mobility in the region. [Source: www.codot.gov] 2020-02-10: The Maryland Department of Transportation State Highway Administration provides truck volume maps, which are graphical representations of average traffic volumes. [Source]; The peak season for traffic volumes in Florida is the 13 consecutive weeks of the year with the highest traffic volumes. [Source]; The Virginia Department of Transportation (VDOT) considers traffic volume, speed, travel time, and queuing in their traffic management. [Source]; The Texas Department of Transportation (TxDOT) conducts traffic volume counts and simulates total travel time to analyze traffic flow. [Source]; Objective facts about the Traffic and Transportation situation:The United States has seen an increase in vehicle miles traveled (VMT) over the years, with a projected continuation of this trend due to e-commerce and increased delivery services. [Source: www.planetizen.com]VMT reductions can be evaluated using state-of-the-practice methodologies, recognizing that many TDM strategies are dependent on it. [Source: www.gosbcta.com] 2020-02-03: The busiest airports in the United States by total passenger boardings are Hartsfield-Jackson Atlanta International Airport, Los Angeles International Airport, and O'Hare International Airport. [Source]; The United States has seen a rise in Vehicle Miles/Kilometers Traveled (VMT/VKT) due to the growth of mobility, autonomous vehicles, and e-commerce. [Source: www.urbanismnext.org]; Minimizing vehicle miles traveled (VMT) is a goal in Connecticut, where mobile sources typically burn gasoline or diesel fuel. [Source: portal.ct.gov]; In 2018, the U.S. states with the most vehicle miles traveled per resident were Wyoming, Alabama, and Louisiana, while the states with the least were New York, Massachusetts, and Hawaii. [Source: www.statista.com]; The Sonoma County Travel Behavior Study analyzed the origins and destinations of vehicle trips that travel into Sonoma County through specific routes. [Source: scta.ca.gov]; The Comprehensive Plan Elements in Alachua County aim to reduce vehicle miles of travel and per capita greenhouse gas emissions. [Source: growth-management.alachuacounty.us]; The Personal Car Usage policy at Purdue University defines the official station for mileage reimbursement purposes. [Source: www.purdue.edu]; The Washington State Department of Transportation (WSDOT) uses tools to improve travel times and reduce congestion. [Source: highways.dot.gov]; A sidekick routing scheme is a logistical framework that aims to reduce VMT by using a large vehicle as a mobile base for a fleet of small vehicles. [Source: rosap.ntl.bts.gov]; The Colorado Department of Transportation faces challenges in maintaining roads due to increased vehicle travel, resulting in more VMT. [Source: www.codot.gov]; The Texas Transportation Plan 2040 aims to address transportation needs based on factors such as regional population and vehicle miles traveled. [Source: ftp.txdot.gov];\"]"}
{"batch_x": [288116.0, 267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0], "batch_y": [167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0], "batch_x_timestamps_datetime64_ns": [1564617600000000000, 1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000], "batch_y_timestamps_datetime64_ns": [1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000], "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], [-0.5, 0.0, -0.5, 0.250684916973114], [-0.5, 0.5, -0.5, 0.33561643958091736]], "batch_text": "['Available facts are as follows: 2020-03-23: The United States is experiencing reduced travel demand and traffic volume due to the COVID-19 pandemic, with a significant decrease in air travel demand. [Source]; Traffic congestion and unreliability are caused by varying demand volumes superimposed on a system with fixed capacity, resulting in variable travel times. [Source]; Public transit ridership has increased by 34% since 1995, outpacing population growth (21%) and vehicle miles traveled (33%). [Source: www.busride.org]; Vehicle miles traveled (VMT) is a key metric in analyzing transportation impacts for land use projects. [Source: www.cityofsanmateo.org] 2020-03-16: Average traffic volume per meter of major roadways in the county is a key metric for understanding traffic patterns. Traffic counts are performed by state Departments of Transportation. [Source: www.countyhealthrankings.org]; The Daily Traffic Volume Trends (DTVT) metric measures daily traffic volume change compared to the same day of week in the same month. [Source: www.ms2soft.com]; During the COVID-19 pandemic, travel speeds have increased on certain roads, with southbound traffic seeing speeds up to 21 MPH faster in the afternoon. [Source: inrix.com]; Traffic volume has been associated with COVID-19 incidence, with a travel ban reducing traffic volume. [Source: europepmc.org]; Average morning speeds on Interstates and State roads have increased during the pandemic, with travel speeds 22 MPH faster in the morning and 25 MPH faster in the afternoon. [Source: inrix.com]; Despite the continued increase in the number of vehicles registered, number of licensed drivers, and the amount of vehicle miles of travel, the number of personal vehicle miles traveled (VMT) in the United States has decreased. [Source: tompkinscountyny.gov]; A mobile clinic is a customized motor vehicle that travels to communities to provide health care, delivering a wide variety of health services. [Source: equityhealthj.biomedcentral.com]; Electric vehicles are expected to dominate the renewable energy sector, with over 25 GW of electric vehicle charging capacity in the United States by the end of last year. [Source: rmi.org]; Vehicle miles traveled (VMT) has increased in Tompkins County, but the rate of increase has slowed down. [Source: www.tompkinscountyny.gov] 2020-03-09: The main steps of the traditional AADT estimation method include gathering traffic volume data from CCSs and calculating several adjustment factors. [Source: safety.fhwa.dot.gov]; The 2019 Global Traffic Scorecard analyzed congestion and its severity in the top 66 urban areas in the US, with Boston ranking as the most congested city for the second consecutive year. [Source: inrix.com]; The Annual Average Daily Traffic (AADT) is calculated from traffic counts recorded in a specific year, such as CY 2020. [Source: www.ksdot.gov]; Traffic volume data is used to identify areas with high traffic congestion, such as Interstate 35 in central Austin, Texas. [Source: tti.tamu.edu]; In the United States, the average light-duty vehicle is driven about 12,000 miles per year, while an autonomous ride hailing vehicle might drive 60,000 miles. [Source: nap.nationalacademies.org]; Over the past decade, the average number of miles driven per person each day has decreased by about three miles. [Source: go.minneapolismn.gov]; Truck vehicle miles traveled (VMT) increased in California. [Source: dot.ca.gov]; Optimus Ride has driven over 5,000 miles autonomously on public roads in Boston. [Source: www.boston.gov] 2020-03-02: Objective facts about the Traffic and Transportation situation:Existing traffic volume along US 380 exceeds 49,000 vehicles per day. [Source: www.keepitmovingdallas.com]; Objective facts about the Traffic and Transportation situation: In 2021, combination trucks traveled 195.62 billion miles in the United States. [Source: www.trucking.org]Between 1993 and 2017, roughly 30,500 lane miles of freeway were added in the United States. [Source: kinder.rice.edu]Vehicle miles traveled (VMT) increased by 57 percent in the top 100 urbanized areas. [Source: t4america.org];'\n 'Available facts are as follows: 2020-03-23: The United States is experiencing reduced travel demand and traffic volume due to the COVID-19 pandemic, with a significant decrease in air travel demand. [Source]; Traffic congestion and unreliability are caused by varying demand volumes superimposed on a system with fixed capacity, resulting in variable travel times. [Source]; Public transit ridership has increased by 34% since 1995, outpacing population growth (21%) and vehicle miles traveled (33%). [Source: www.busride.org]; Vehicle miles traveled (VMT) is a key metric in analyzing transportation impacts for land use projects. [Source: www.cityofsanmateo.org] 2020-03-16: Average traffic volume per meter of major roadways in the county is a key metric for understanding traffic patterns. Traffic counts are performed by state Departments of Transportation. [Source: www.countyhealthrankings.org]; The Daily Traffic Volume Trends (DTVT) metric measures daily traffic volume change compared to the same day of week in the same month. [Source: www.ms2soft.com]; During the COVID-19 pandemic, travel speeds have increased on certain roads, with southbound traffic seeing speeds up to 21 MPH faster in the afternoon. [Source: inrix.com]; Traffic volume has been associated with COVID-19 incidence, with a travel ban reducing traffic volume. [Source: europepmc.org]; Average morning speeds on Interstates and State roads have increased during the pandemic, with travel speeds 22 MPH faster in the morning and 25 MPH faster in the afternoon. [Source: inrix.com]; Despite the continued increase in the number of vehicles registered, number of licensed drivers, and the amount of vehicle miles of travel, the number of personal vehicle miles traveled (VMT) in the United States has decreased. [Source: tompkinscountyny.gov]; A mobile clinic is a customized motor vehicle that travels to communities to provide health care, delivering a wide variety of health services. [Source: equityhealthj.biomedcentral.com]; Electric vehicles are expected to dominate the renewable energy sector, with over 25 GW of electric vehicle charging capacity in the United States by the end of last year. [Source: rmi.org]; Vehicle miles traveled (VMT) has increased in Tompkins County, but the rate of increase has slowed down. [Source: www.tompkinscountyny.gov] 2020-03-09: The main steps of the traditional AADT estimation method include gathering traffic volume data from CCSs and calculating several adjustment factors. [Source: safety.fhwa.dot.gov]; The 2019 Global Traffic Scorecard analyzed congestion and its severity in the top 66 urban areas in the US, with Boston ranking as the most congested city for the second consecutive year. [Source: inrix.com]; The Annual Average Daily Traffic (AADT) is calculated from traffic counts recorded in a specific year, such as CY 2020. [Source: www.ksdot.gov]; Traffic volume data is used to identify areas with high traffic congestion, such as Interstate 35 in central Austin, Texas. [Source: tti.tamu.edu]; In the United States, the average light-duty vehicle is driven about 12,000 miles per year, while an autonomous ride hailing vehicle might drive 60,000 miles. [Source: nap.nationalacademies.org]; Over the past decade, the average number of miles driven per person each day has decreased by about three miles. [Source: go.minneapolismn.gov]; Truck vehicle miles traveled (VMT) increased in California. [Source: dot.ca.gov]; Optimus Ride has driven over 5,000 miles autonomously on public roads in Boston. [Source: www.boston.gov] 2020-03-02: Objective facts about the Traffic and Transportation situation:Existing traffic volume along US 380 exceeds 49,000 vehicles per day. [Source: www.keepitmovingdallas.com]; Objective facts about the Traffic and Transportation situation: In 2021, combination trucks traveled 195.62 billion miles in the United States. [Source: www.trucking.org]Between 1993 and 2017, roughly 30,500 lane miles of freeway were added in the United States. [Source: kinder.rice.edu]Vehicle miles traveled (VMT) increased by 57 percent in the top 100 urbanized areas. [Source: t4america.org];']"}
{"batch_x": [267747.0, 283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0], "batch_y": [221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0], "batch_x_timestamps_datetime64_ns": [1567296000000000000, 1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000], "batch_y_timestamps_datetime64_ns": [1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000], "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], [-0.5, 0.5, -0.5, 0.33561643958091736], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975]], "batch_text": "[\"Available facts are as follows: 2020-04-20: The Ohio Department of Transportation provides traffic monitoring data for interstate, US, and state routes in Ohio, including vehicle volume, vehicle classification, and weigh-in-motion data. [Source]; The PORTAL system measures traffic speeds and volumes, and data shows peak hour travel volumes and speeds on weekdays between 4:30 and 5:30 PM. [Source]; The Hillsborough Metropolitan Planning Organization utilizes NPMRDS travel time data and combines it with regional traffic volume data. [Source]; CBP officials have experienced a significant decrease in the volume of northbound traffic arriving at the Otay Mesa border crossing, with a 50% reduction in traffic volume. [Source]; Air travel volumes began to recover after two weeks of decline, but traffic volumes in the recent period have decreased. [Source]; In 2017, there were 29.6 million daily truck miles traveled on the State Highway System, and 16 million daily combination truck miles traveled. [Source]; In the United States, 20 automakers, representing nearly 99% of the market, have committed to making automatic emergency braking a standard feature on new vehicles. [Source]; The rate of fatalities per 100 million vehicle miles traveled has been declining in the United States. [Source]; In 2010-2018, there was a decline in vehicle miles traveled (VMT) from the taxi and for-hire vehicle transportation sector. [Source] 2020-04-13: Objective facts about the Traffic and Transportation situation:Traffic volume in the US has decreased significantly, with a 62% drop in Michigan and a 33% drop in New Jersey. [Source: inrix.com]Estimated individual monthly motor vehicle travel in the US was 16.9 billion vehicle-miles of travel in rural interstates in 2019. [Source: www.fhwa.dot.gov]Traffic volumes have fallen sharply across Massachusetts checkpoints, with a 50% decrease compared to the same time last year. [Source: www.wbur.org]; The total mileage of Nebraska's transportation system is 95,262 miles, with only 8,023 miles being state-maintained roads. [Source: dot.nebraska.gov] 2020-04-06: Michigan experienced the largest drop in statewide long haul truck travel, down 31%, and New York City experienced the largest drop in metropolitan area passenger travel. [Source: inrix.com]; According to INRIX, relative to typical daily travel, vehicle miles driven decreased significantly in the United States. [Source: www.tirereview.com]; Daily traffic congestion plagues roadways across the United States, but travel restrictions have led to a decrease in traffic volume. [Source: rosap.ntl.bts.gov]; I-70 traffic in the mountains has reached a 40-year low due to travel restrictions. [Source: www.9news.com]; With fewer vehicles on the road, traffic accidents have decreased, but traffic fatalities were up in the first quarter of 2020. [Source: nevadacurrent.com]; Fuel economy of US vehicles has increased from 15 mpg in 1976 to 27 mpg in 2022. [Source: thundersaidenergy.com]; Public transportation provides mobility and has an economic impact, with metrics including person hours traveled, vehicle miles traveled (VMT). [Source: www.apta.com]; In Connecticut, 95% of the total Vehicle Miles Traveled (VMT) is on the state highway system. [Source: portal.ct.gov]; Daily traffic congestion plagues roadways across the United States, with the FDOT source book measuring the percent of vehicle miles traveled. [Source: rosap.ntl.bts.gov]; The US sees over 1 billion total miles traveled per day across the country. [Source: inrix.com]; Stay-at-home orders during the COVID-19 pandemic have impacted human mobility in the US. [Source: arxiv.org]; Micromobility trips in the US, including station-based and dockless bikesharing and electric bikesharing, have increased. [Source: www.sciencedirect.com]; Advanced plug-in electric vehicles have increased vehicle miles traveled by PEVs and other vehicles in the household. [Source: ww2.arb.ca.gov] 2020-03-30: The COVID-19 pandemic has resulted in decreased traffic volumes in the United States, with a significant reduction in travel demand. [Source: hidot.hawaii.gov, portal.ct.gov]; Vehicle Miles Traveled (VMT) data is available for U.S. cities and counties, providing mobility insights. [Source: www.streetlightdata.com]; The U.S. Center for Disease Control recommends that adults average at least 22 minutes of daily physical activity, which can be achieved through reducing per capita vehicle travel. [Source: www.vtpi.org]; The Urban Mobility Report provides data on vehicle-miles traveled (VMT) and driving commute travel times. [Source: t4america.org]; Interstate highways account for less than one tenth of rural federal aid lane miles, but 30% of VMT in the federal aid highway system. [Source: www.nber.org]; Traffic deaths have increased in the last five years, likely due to the increase in vehicle miles traveled. [Source: regionalbarometer.oregonmetro.gov];\"\n \"Available facts are as follows: 2020-04-20: The Ohio Department of Transportation provides traffic monitoring data for interstate, US, and state routes in Ohio, including vehicle volume, vehicle classification, and weigh-in-motion data. [Source]; The PORTAL system measures traffic speeds and volumes, and data shows peak hour travel volumes and speeds on weekdays between 4:30 and 5:30 PM. [Source]; The Hillsborough Metropolitan Planning Organization utilizes NPMRDS travel time data and combines it with regional traffic volume data. [Source]; CBP officials have experienced a significant decrease in the volume of northbound traffic arriving at the Otay Mesa border crossing, with a 50% reduction in traffic volume. [Source]; Air travel volumes began to recover after two weeks of decline, but traffic volumes in the recent period have decreased. [Source]; In 2017, there were 29.6 million daily truck miles traveled on the State Highway System, and 16 million daily combination truck miles traveled. [Source]; In the United States, 20 automakers, representing nearly 99% of the market, have committed to making automatic emergency braking a standard feature on new vehicles. [Source]; The rate of fatalities per 100 million vehicle miles traveled has been declining in the United States. [Source]; In 2010-2018, there was a decline in vehicle miles traveled (VMT) from the taxi and for-hire vehicle transportation sector. [Source] 2020-04-13: Objective facts about the Traffic and Transportation situation:Traffic volume in the US has decreased significantly, with a 62% drop in Michigan and a 33% drop in New Jersey. [Source: inrix.com]Estimated individual monthly motor vehicle travel in the US was 16.9 billion vehicle-miles of travel in rural interstates in 2019. [Source: www.fhwa.dot.gov]Traffic volumes have fallen sharply across Massachusetts checkpoints, with a 50% decrease compared to the same time last year. [Source: www.wbur.org]; The total mileage of Nebraska's transportation system is 95,262 miles, with only 8,023 miles being state-maintained roads. [Source: dot.nebraska.gov] 2020-04-06: Michigan experienced the largest drop in statewide long haul truck travel, down 31%, and New York City experienced the largest drop in metropolitan area passenger travel. [Source: inrix.com]; According to INRIX, relative to typical daily travel, vehicle miles driven decreased significantly in the United States. [Source: www.tirereview.com]; Daily traffic congestion plagues roadways across the United States, but travel restrictions have led to a decrease in traffic volume. [Source: rosap.ntl.bts.gov]; I-70 traffic in the mountains has reached a 40-year low due to travel restrictions. [Source: www.9news.com]; With fewer vehicles on the road, traffic accidents have decreased, but traffic fatalities were up in the first quarter of 2020. [Source: nevadacurrent.com]; Fuel economy of US vehicles has increased from 15 mpg in 1976 to 27 mpg in 2022. [Source: thundersaidenergy.com]; Public transportation provides mobility and has an economic impact, with metrics including person hours traveled, vehicle miles traveled (VMT). [Source: www.apta.com]; In Connecticut, 95% of the total Vehicle Miles Traveled (VMT) is on the state highway system. [Source: portal.ct.gov]; Daily traffic congestion plagues roadways across the United States, with the FDOT source book measuring the percent of vehicle miles traveled. [Source: rosap.ntl.bts.gov]; The US sees over 1 billion total miles traveled per day across the country. [Source: inrix.com]; Stay-at-home orders during the COVID-19 pandemic have impacted human mobility in the US. [Source: arxiv.org]; Micromobility trips in the US, including station-based and dockless bikesharing and electric bikesharing, have increased. [Source: www.sciencedirect.com]; Advanced plug-in electric vehicles have increased vehicle miles traveled by PEVs and other vehicles in the household. [Source: ww2.arb.ca.gov] 2020-03-30: The COVID-19 pandemic has resulted in decreased traffic volumes in the United States, with a significant reduction in travel demand. [Source: hidot.hawaii.gov, portal.ct.gov]; Vehicle Miles Traveled (VMT) data is available for U.S. cities and counties, providing mobility insights. [Source: www.streetlightdata.com]; The U.S. Center for Disease Control recommends that adults average at least 22 minutes of daily physical activity, which can be achieved through reducing per capita vehicle travel. [Source: www.vtpi.org]; The Urban Mobility Report provides data on vehicle-miles traveled (VMT) and driving commute travel times. [Source: t4america.org]; Interstate highways account for less than one tenth of rural federal aid lane miles, but 30% of VMT in the federal aid highway system. [Source: www.nber.org]; Traffic deaths have increased in the last five years, likely due to the increase in vehicle miles traveled. [Source: regionalbarometer.oregonmetro.gov];\"]"}
{"batch_x": [283961.0, 260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0], "batch_y": [250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0], "batch_x_timestamps_datetime64_ns": [1569888000000000000, 1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000], "batch_y_timestamps_datetime64_ns": [1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000], "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], [-0.5, -0.3333333432674408, -0.5, 0.4178082048892975], [-0.5, 0.1666666716337204, -0.5, -0.5]], "batch_text": "['Available facts are as follows: 2020-05-25: Travel decline leaders in Week 10 include Hawaii, with a 50% decline in statewide personal travel, and Michigan, with a decline in statewide long haul truck travel. [Source: inrix.com]; Interstate traffic volumes began to decline in the week leading up to the World Health Organization declaration of COVID-19 as a global pandemic on March 12. [Source: engineering.wisc.edu]; The COVID-19 pandemic has resulted in lower traffic volumes, leading to lower carbon emissions. [Source: www.streetlightdata.com]; For every 81 miles traveled in the US, three states increased truck travel by 4% or more. [Source: inrix.com]; More than 88% of all personal miles traveled in the United States are still via automobile. [Source: onlinepubs.trb.org]; Suburban area residents have daily vehicle miles of travel that are approximately 50 percent higher than those of urban residents. [Source: www.americanprogress.org] 2020-05-18: Objective facts about the Traffic and Transportation situation: The United States Department of Transportation - Federal Highway Administration provides data regarding traffic volumes, travel times, and volume exiting a zone exceeding the volume. [Source]There is an increase of approximately twenty percent of the intersection volume in San Rafael. [Source]Domestic passenger traffic was down 93.1 percent and international traffic was down to a 53-year low at the Port of Seattle. [Source]Table 4-7: US 219 Traffic Volumes, from Count Years 2011-2014 shows the majority of traffic volumes. [Source]; Vehicle miles traveled (VMT) is a measurement of the amount of automobile traffic in a given space. [Source: salisbury.md]; In 2017, the value of shipments sent by truck in the United States was significant. [Source: www.cbo.gov]; Weather events can reduce arterial mobility. [Source: ops.fhwa.dot.gov]; Average person-miles traveled on all modes (car, air, rail, bus, driving) are tracked daily in the United States. [Source: data.covid.umd.edu] 2020-05-11: The traffic volume trends for March 2020 show a reduction in travel on all roads, with individual monthly motor vehicle travel in the U.S. decreasing. [Source: www.fhwa.dot.gov]; The highest volume roads in downtown Raleigh, North Carolina carry approximately 40,000 vehicles per day. [Source: oshr.nc.gov]; NDOT traffic counts show more than 2,000 trucks per day travel through Blair, Nebraska. [Source: dot.nebraska.gov]; Air travel in the U.S. has dropped to its lowest level in almost two decades, with a 50% reduction in March 2020. [Source: www.bts.gov]; The United States Department of Transportation is involved in shared mobility practices and guiding principles. [Source]; Vehicle miles traveled (VMT) is a metric used to measure the impact of transportation projects and evaluate their effects on the environment and communities. [Source]; There are approximately five parking spaces per vehicle in the United States. [Source]; During the COVID-19 pandemic, vehicle miles fell by more than 60% from early 2020, with all 50 states seeing mobility drop by more than half. [Source]; The fatality rate per 100 million VMT varies by state and road type. [Source] 2020-05-04: In Week 7, New Jersey had a 55% decline in statewide personal travel, while Michigan had a 35.0% decline in statewide long haul truck travel. [Source: inrix.com]; Over the long term, two top U.S. logistics players experienced a 30% decline in trip volume. [Source: www.streetlightdata.com]; Massachusetts provides historical traffic volume data. [Source: www.mass.gov]; California transportation revenue is impacted by COVID-19, with five potential economic recovery scenarios. [Source: transweb.sjsu.edu]; Roads are busier in the afternoon and evening, with lower traffic volumes in the morning. [Source: www.ncbi.nlm.nih.gov]; The State\\'s Traffic Records Strategic Plan includes MIRE FDE data collection status. [Source: safety.fhwa.dot.gov]; The U.S. has seen a decline in Vehicle Miles Traveled (VMT) during the COVID-19 pandemic, with hotspots like the NY-NJ-CT \"tri-state\" area being heavily affected. [Source: www.streetlightdata.com]; New York City has seen declines in VMT that far exceed the national average. [Source: www.ebp-us.com]; Ride-hail growth has added 5.7 billion vehicle miles of travel in the United States, with 1 billion miles of which have been added in New York City. [Source: www.schallerconsult.com, www.nyc.gov]; The Fixing America\\'s Surface Transportation (FAST) Act requires that state departments of transportation monitor and report on VMT. [Source: 2050.oki.org]; Half the states in the U.S. have seen an increase in truck travel. [Source: inrix.com];'\n 'Available facts are as follows: 2020-05-25: Travel decline leaders in Week 10 include Hawaii, with a 50% decline in statewide personal travel, and Michigan, with a decline in statewide long haul truck travel. [Source: inrix.com]; Interstate traffic volumes began to decline in the week leading up to the World Health Organization declaration of COVID-19 as a global pandemic on March 12. [Source: engineering.wisc.edu]; The COVID-19 pandemic has resulted in lower traffic volumes, leading to lower carbon emissions. [Source: www.streetlightdata.com]; For every 81 miles traveled in the US, three states increased truck travel by 4% or more. [Source: inrix.com]; More than 88% of all personal miles traveled in the United States are still via automobile. [Source: onlinepubs.trb.org]; Suburban area residents have daily vehicle miles of travel that are approximately 50 percent higher than those of urban residents. [Source: www.americanprogress.org] 2020-05-18: Objective facts about the Traffic and Transportation situation: The United States Department of Transportation - Federal Highway Administration provides data regarding traffic volumes, travel times, and volume exiting a zone exceeding the volume. [Source]There is an increase of approximately twenty percent of the intersection volume in San Rafael. [Source]Domestic passenger traffic was down 93.1 percent and international traffic was down to a 53-year low at the Port of Seattle. [Source]Table 4-7: US 219 Traffic Volumes, from Count Years 2011-2014 shows the majority of traffic volumes. [Source]; Vehicle miles traveled (VMT) is a measurement of the amount of automobile traffic in a given space. [Source: salisbury.md]; In 2017, the value of shipments sent by truck in the United States was significant. [Source: www.cbo.gov]; Weather events can reduce arterial mobility. [Source: ops.fhwa.dot.gov]; Average person-miles traveled on all modes (car, air, rail, bus, driving) are tracked daily in the United States. [Source: data.covid.umd.edu] 2020-05-11: The traffic volume trends for March 2020 show a reduction in travel on all roads, with individual monthly motor vehicle travel in the U.S. decreasing. [Source: www.fhwa.dot.gov]; The highest volume roads in downtown Raleigh, North Carolina carry approximately 40,000 vehicles per day. [Source: oshr.nc.gov]; NDOT traffic counts show more than 2,000 trucks per day travel through Blair, Nebraska. [Source: dot.nebraska.gov]; Air travel in the U.S. has dropped to its lowest level in almost two decades, with a 50% reduction in March 2020. [Source: www.bts.gov]; The United States Department of Transportation is involved in shared mobility practices and guiding principles. [Source]; Vehicle miles traveled (VMT) is a metric used to measure the impact of transportation projects and evaluate their effects on the environment and communities. [Source]; There are approximately five parking spaces per vehicle in the United States. [Source]; During the COVID-19 pandemic, vehicle miles fell by more than 60% from early 2020, with all 50 states seeing mobility drop by more than half. [Source]; The fatality rate per 100 million VMT varies by state and road type. [Source] 2020-05-04: In Week 7, New Jersey had a 55% decline in statewide personal travel, while Michigan had a 35.0% decline in statewide long haul truck travel. [Source: inrix.com]; Over the long term, two top U.S. logistics players experienced a 30% decline in trip volume. [Source: www.streetlightdata.com]; Massachusetts provides historical traffic volume data. [Source: www.mass.gov]; California transportation revenue is impacted by COVID-19, with five potential economic recovery scenarios. [Source: transweb.sjsu.edu]; Roads are busier in the afternoon and evening, with lower traffic volumes in the morning. [Source: www.ncbi.nlm.nih.gov]; The State\\'s Traffic Records Strategic Plan includes MIRE FDE data collection status. [Source: safety.fhwa.dot.gov]; The U.S. has seen a decline in Vehicle Miles Traveled (VMT) during the COVID-19 pandemic, with hotspots like the NY-NJ-CT \"tri-state\" area being heavily affected. [Source: www.streetlightdata.com]; New York City has seen declines in VMT that far exceed the national average. [Source: www.ebp-us.com]; Ride-hail growth has added 5.7 billion vehicle miles of travel in the United States, with 1 billion miles of which have been added in New York City. [Source: www.schallerconsult.com, www.nyc.gov]; The Fixing America\\'s Surface Transportation (FAST) Act requires that state departments of transportation monitor and report on VMT. [Source: 2050.oki.org]; Half the states in the U.S. have seen an increase in truck travel. [Source: inrix.com];']"}
{"batch_x": [260326.0, 261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0], "batch_y": [265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0], "batch_x_timestamps_datetime64_ns": [1572566400000000000, 1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000], "batch_y_timestamps_datetime64_ns": [1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000], "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], [-0.5, 0.1666666716337204, -0.5, -0.5], [-0.5, -0.5, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2020-06-22: Long haul truck travel is down 0.7% compared to the previous week, while local fleets in Metro Areas are down 1.7%. [Source: inrix.com]; Car trips are expected to account for 97% of the favored mode of transportation this summer, with a 3% decrease in travel volume. [Source: inrix.com]; Traffic counts along the Connecticut Avenue NW corridor were collected to serve as the foundation of the traffic volume data. [Source: ddot.dc.gov]; The major road corridors with the highest traffic volumes in Holland Charter Township include US-31, Interstate-196, Douglas Avenue, Riley Street, and Lakewood. [Source: www.hct.holland.mi.us]; The State Route 156 Multimodal corridor sees expanded demand during weekends, with traffic volumes 10-15% higher than weekday afternoon volumes in the westbound direction. [Source: www.tamcmonterey.org]; The average daily national vehicle miles traveled in June 2019 was 16.5% higher than the daily average in May 2019. [Source: inrix.com]; According to the Federal Highway Administration, commercial vehicles traveling fewer than 5,000 miles annually are exempt from the heavy vehicle use tax or HVUT. [Source: www.fhwa.dot.gov] 2020-06-15: Personal travel volume in the US is down 7% compared to the same period last year, while long haul truck travel is down 3%. [Source: inrix.com]; The US Department of Transportation estimates that vehicle-miles of travel by region in June 2020 are in billions, with a change in traffic compared to the same month last year. [Source: www.fhwa.dot.gov]; The Bureau of Transportation Statistics reports air travel statistics, including adjusted for seasonality. [Source: data.bts.gov]; The Alaska Visitor Volume Report shows a 14% increase in cruise passenger traffic in 2019, with round-trip volume increasing more. [Source: www.alaskatia.org]; In the US, 22 states have long haul truck travel restrictions, and for every 93 miles traveled, 1 mile is restricted. [Source: inrix.com]; Daily estimates of total vehicle miles traveled in the United States are available. [Source: wiki.unece.org]; In the US, vehicle miles traveled fell nationally by at least 65% during the COVID-19 pandemic. [Source: www.bcg.com]; In London, motor-vehicle usage declined by 60% during the lockdown. [Source: www.mckinsey.com] 2020-06-08: Vehicle Miles of Travel (VMT) and Annual Average Daily Traffic (AADT) are key traffic statistics used to measure traffic volume. [Source: www.udot.utah.gov]; The COVID-19 pandemic has significantly impacted traffic volume, with a 96% reduction in U.S. air travel in April 2020. [Source: www.bts.gov]; Traffic counting programs provide valuable statistics, including vehicle-miles of travel figures and AADT maps. [Source: wsdot.wa.gov]; Vehicle Miles Traveled (VMT) is a key metric used to estimate motor gasoline demand and measure travel mobility, with a focus on pandemic days. [Source: www.osti.gov]; AAA collects data on miles driven, speed, and vehicle or mobile device information to understand travel patterns. [Source: www.ace.aaa.com]; VMT is measured in terms of vehicle miles traveled per day, and is used in CEQA transportation studies. [Source: generalplan.co.tulare.ca.us]; The City of Wildomar is considering using VMT thresholds instead of level of service thresholds. [Source: www.cityofwildomar.org]; Annual vehicle miles traveled (VMT) for battery electric transit buses is estimated to be $1,033,894. [Source: afdc.energy.gov] 2020-06-01: As of May 16, traffic volume trends were still significantly below pre-pandemic levels in the U.S. and Canada. [Source: www.honkforhelp.com]; INRIX Fleet provides anonymous speed/location reporting in real-time and generates over 100 million trips. [Source: inrix.com]; Wisconsin's COVID-19 stay-at-home order drove changes in state's traffic volume. [Source: news.wisc.edu]; Vehicle Miles Traveled (VMT) per day in the US has been increasing, with 35,657,527 in 2010, 39,723,296 in 2016, and 41,752,084 in 2017, but needs to decrease annually. [Source: www.orangecountyfl.net]; There is a need to reduce VMT and increase mobility options, such as electric-powered cars, to improve transportation in urban and rural areas of the US. [Source: www.mobilityandaccess.org];\"\n \"Available facts are as follows: 2020-06-22: Long haul truck travel is down 0.7% compared to the previous week, while local fleets in Metro Areas are down 1.7%. [Source: inrix.com]; Car trips are expected to account for 97% of the favored mode of transportation this summer, with a 3% decrease in travel volume. [Source: inrix.com]; Traffic counts along the Connecticut Avenue NW corridor were collected to serve as the foundation of the traffic volume data. [Source: ddot.dc.gov]; The major road corridors with the highest traffic volumes in Holland Charter Township include US-31, Interstate-196, Douglas Avenue, Riley Street, and Lakewood. [Source: www.hct.holland.mi.us]; The State Route 156 Multimodal corridor sees expanded demand during weekends, with traffic volumes 10-15% higher than weekday afternoon volumes in the westbound direction. [Source: www.tamcmonterey.org]; The average daily national vehicle miles traveled in June 2019 was 16.5% higher than the daily average in May 2019. [Source: inrix.com]; According to the Federal Highway Administration, commercial vehicles traveling fewer than 5,000 miles annually are exempt from the heavy vehicle use tax or HVUT. [Source: www.fhwa.dot.gov] 2020-06-15: Personal travel volume in the US is down 7% compared to the same period last year, while long haul truck travel is down 3%. [Source: inrix.com]; The US Department of Transportation estimates that vehicle-miles of travel by region in June 2020 are in billions, with a change in traffic compared to the same month last year. [Source: www.fhwa.dot.gov]; The Bureau of Transportation Statistics reports air travel statistics, including adjusted for seasonality. [Source: data.bts.gov]; The Alaska Visitor Volume Report shows a 14% increase in cruise passenger traffic in 2019, with round-trip volume increasing more. [Source: www.alaskatia.org]; In the US, 22 states have long haul truck travel restrictions, and for every 93 miles traveled, 1 mile is restricted. [Source: inrix.com]; Daily estimates of total vehicle miles traveled in the United States are available. [Source: wiki.unece.org]; In the US, vehicle miles traveled fell nationally by at least 65% during the COVID-19 pandemic. [Source: www.bcg.com]; In London, motor-vehicle usage declined by 60% during the lockdown. [Source: www.mckinsey.com] 2020-06-08: Vehicle Miles of Travel (VMT) and Annual Average Daily Traffic (AADT) are key traffic statistics used to measure traffic volume. [Source: www.udot.utah.gov]; The COVID-19 pandemic has significantly impacted traffic volume, with a 96% reduction in U.S. air travel in April 2020. [Source: www.bts.gov]; Traffic counting programs provide valuable statistics, including vehicle-miles of travel figures and AADT maps. [Source: wsdot.wa.gov]; Vehicle Miles Traveled (VMT) is a key metric used to estimate motor gasoline demand and measure travel mobility, with a focus on pandemic days. [Source: www.osti.gov]; AAA collects data on miles driven, speed, and vehicle or mobile device information to understand travel patterns. [Source: www.ace.aaa.com]; VMT is measured in terms of vehicle miles traveled per day, and is used in CEQA transportation studies. [Source: generalplan.co.tulare.ca.us]; The City of Wildomar is considering using VMT thresholds instead of level of service thresholds. [Source: www.cityofwildomar.org]; Annual vehicle miles traveled (VMT) for battery electric transit buses is estimated to be $1,033,894. [Source: afdc.energy.gov] 2020-06-01: As of May 16, traffic volume trends were still significantly below pre-pandemic levels in the U.S. and Canada. [Source: www.honkforhelp.com]; INRIX Fleet provides anonymous speed/location reporting in real-time and generates over 100 million trips. [Source: inrix.com]; Wisconsin's COVID-19 stay-at-home order drove changes in state's traffic volume. [Source: news.wisc.edu]; Vehicle Miles Traveled (VMT) per day in the US has been increasing, with 35,657,527 in 2010, 39,723,296 in 2016, and 41,752,084 in 2017, but needs to decrease annually. [Source: www.orangecountyfl.net]; There is a need to reduce VMT and increase mobility options, such as electric-powered cars, to improve transportation in urban and rural areas of the US. [Source: www.mobilityandaccess.org];\"]"}
{"batch_x": [261757.0, 260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0], "batch_y": [265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0], "batch_x_timestamps_datetime64_ns": [1575158400000000000, 1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000], "batch_y_timestamps_datetime64_ns": [1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000], "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], [-0.5, -0.5, -0.5, -0.41506850719451904], [-0.5, -0.5, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2020-07-20: Daily vehicle travel in the US has been monitored through a dashboard that provides daily summary-level information about traffic trends from over 100 million GPS-based trips per day. [Source: www.bts.gov]; The Northeastern United States has seen a surge in traffic during the afternoon commute period, with travel times still 12% below February levels. [Source: inrix.com]; Traffic volumes have increased in certain areas, such as rural roads, leading to concerns about road safety and travel time. [Source: www.ncbi.nlm.nih.gov]; Vehicle Miles Traveled (VMT) in the United States has been studied extensively, with data analytics being used to estimate VMT on US roadways. [Source: www.streetlightdata.com, www.bcg.com]; The COVID-19 public health emergency has affected daily vehicle travel, with estimated VMT data available from the U.S. Department of Transportation. [Source: www.bts.gov]; Many cities in the United States, such as Louisville, are working to reduce VMT to support mobility needs and address congestion. [Source: louisvilleky.gov]; Regional transportation plans, such as the Southwest 2045 Regional Transportation Plan, are being developed to address congestion and vehicle travel in specific areas. [Source: www.codot.gov] 2020-07-13: Travel during July 2020 on all roads and streets in the nation changed by -11.2% (-33.2 billion) compared to the same period last year. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a measure of the load on the transportation system, representing the total number of miles traveled by all vehicles in the system for each scenario. [Source]; The fatality rate per 100 million vehicle miles of travel is a metric used to evaluate transportation investments. [Source]; VMT is a key metric used in transportation planning, alongside other metrics such as Vehicle Hours Traveled (VHT) and Value of Travel Time (VOTT). [Source] 2020-07-06: The U.S. freight rail network is widely considered the largest, safest, and most cost-efficient freight system in the world, running on almost 140,000 route miles. [Source]; Air travel volumes may ultimately end up being heavily limited by the severity of the pandemic. [Source]; In the past two weeks, several states have seen marked spikes in traffic volumes, while 23 states increased traffic levels compared to the control week. [Source]; The US freight rail network is widely considered the largest, safest, and most cost-efficient freight system in the world, running on almost 140,000 route miles. [Source: railroads.dot.gov]; In Japan, the state of emergency has been lifted, but in many countries, cities are being sealed off due to the ongoing COVID-19 pandemic. [Source: www.sc-abeam.com]; The state legislature adopted SB 743 in 2013, requiring all California cities to change long-standing methods for analyzing transportation-related projects, focusing on Vehicle Miles Traveled (VMT). [Source: www.longbeach.gov] 2020-06-29: Overall nationwide travel in the US increased in Week 15 (June 20-26, 2020), reaching pre-COVID levels. [Source: inrix.com]; Traffic on highways accounted for about two-thirds of the total volume and experienced a significant decline several days before rural areas. [Source: www.fau.edu]; The Bureau of Transportation Statistics developed Freight Facts and Figures, a collection of charts and statistical tables about freight transportation. [Source: data.bts.gov]; The Interstate Highway System carries 26% of the nation's vehicle travel, despite comprising only 2.6% of all roadway lane miles in the U.S. [Source]; 32 states have long haul truck travel exceeding the Control Week, up from 30 states previously. [Source]; Vehicle miles traveled (VMT) and VMT per capita are metrics used to measure Operations Levels of Service (OLOS) of the state highway system. [Source]; The Bay Area's transportation, particularly passenger cars, is responsible for 40% of all greenhouse gas emissions. [Source];\"\n \"Available facts are as follows: 2020-07-20: Daily vehicle travel in the US has been monitored through a dashboard that provides daily summary-level information about traffic trends from over 100 million GPS-based trips per day. [Source: www.bts.gov]; The Northeastern United States has seen a surge in traffic during the afternoon commute period, with travel times still 12% below February levels. [Source: inrix.com]; Traffic volumes have increased in certain areas, such as rural roads, leading to concerns about road safety and travel time. [Source: www.ncbi.nlm.nih.gov]; Vehicle Miles Traveled (VMT) in the United States has been studied extensively, with data analytics being used to estimate VMT on US roadways. [Source: www.streetlightdata.com, www.bcg.com]; The COVID-19 public health emergency has affected daily vehicle travel, with estimated VMT data available from the U.S. Department of Transportation. [Source: www.bts.gov]; Many cities in the United States, such as Louisville, are working to reduce VMT to support mobility needs and address congestion. [Source: louisvilleky.gov]; Regional transportation plans, such as the Southwest 2045 Regional Transportation Plan, are being developed to address congestion and vehicle travel in specific areas. [Source: www.codot.gov] 2020-07-13: Travel during July 2020 on all roads and streets in the nation changed by -11.2% (-33.2 billion) compared to the same period last year. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a measure of the load on the transportation system, representing the total number of miles traveled by all vehicles in the system for each scenario. [Source]; The fatality rate per 100 million vehicle miles of travel is a metric used to evaluate transportation investments. [Source]; VMT is a key metric used in transportation planning, alongside other metrics such as Vehicle Hours Traveled (VHT) and Value of Travel Time (VOTT). [Source] 2020-07-06: The U.S. freight rail network is widely considered the largest, safest, and most cost-efficient freight system in the world, running on almost 140,000 route miles. [Source]; Air travel volumes may ultimately end up being heavily limited by the severity of the pandemic. [Source]; In the past two weeks, several states have seen marked spikes in traffic volumes, while 23 states increased traffic levels compared to the control week. [Source]; The US freight rail network is widely considered the largest, safest, and most cost-efficient freight system in the world, running on almost 140,000 route miles. [Source: railroads.dot.gov]; In Japan, the state of emergency has been lifted, but in many countries, cities are being sealed off due to the ongoing COVID-19 pandemic. [Source: www.sc-abeam.com]; The state legislature adopted SB 743 in 2013, requiring all California cities to change long-standing methods for analyzing transportation-related projects, focusing on Vehicle Miles Traveled (VMT). [Source: www.longbeach.gov] 2020-06-29: Overall nationwide travel in the US increased in Week 15 (June 20-26, 2020), reaching pre-COVID levels. [Source: inrix.com]; Traffic on highways accounted for about two-thirds of the total volume and experienced a significant decline several days before rural areas. [Source: www.fau.edu]; The Bureau of Transportation Statistics developed Freight Facts and Figures, a collection of charts and statistical tables about freight transportation. [Source: data.bts.gov]; The Interstate Highway System carries 26% of the nation's vehicle travel, despite comprising only 2.6% of all roadway lane miles in the U.S. [Source]; 32 states have long haul truck travel exceeding the Control Week, up from 30 states previously. [Source]; Vehicle miles traveled (VMT) and VMT per capita are metrics used to measure Operations Levels of Service (OLOS) of the state highway system. [Source]; The Bay Area's transportation, particularly passenger cars, is responsible for 40% of all greenhouse gas emissions. [Source];\"]"}
{"batch_x": [260847.0, 242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0], "batch_y": [257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0], "batch_x_timestamps_datetime64_ns": [1577836800000000000, 1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000], "batch_y_timestamps_datetime64_ns": [1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000], "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], [-0.5, -0.5, -0.5, -0.3383561670780182], [-0.5, 0.0, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2020-08-24: Caltrans maintains an annual database of traffic volumes on the State Highway system, which includes SR 29 through American Canyon. [Source]; The volume of traffic in the Phoenix Metro area is not explicitly stated, but the Arizona Department of Transportation (ADOT) conducts workshops in Mexico and the United States. [Source]; Traffic volume is increasing in Las Vegas, but still below pre-COVID-19 levels, with a 19% overall decrease among the three major freeways. [Source]; Currently, in the Phoenix Metro area, there are approximately 10 billion Vehicle Miles Traveled (VMT) per year. [Source: azdot.gov]; In the United States, 35% of all car trips are under 2 miles. [Source: nacto.org]; The average electricity consumption of electric vehicles is 0.275 kWh/mile, based on 124 million miles driven in the U.S. Department of Energy\\'s EV project. [Source: www.sciencedirect.com] 2020-08-17: The COVID-19 pandemic has had a significant impact on traffic volumes in New York State, with a decline in travel in 2020. [Source: www.dot.ny.gov]; Michigan has experienced the steepest decline in traffic volume, with personal travel decreasing by more than 50% and commercial trucking also declining. [Source: www.sttc.com]; The average daily traffic volume is an important metric in transportation planning, with the average number of vehicles passing a traffic count location used to calculate this value. [Source: dot.ca.gov]; The high volume of truck traffic on area roadways reduces the longevity of the pavement and increases maintenance costs for state and local governments. [Source: knoxtpo.org]; By modeling individual behavior, digital twins can simulate vehicle miles traveled and greenhouse gases, potentially reducing the time needed for older modeling by 75%. [Source: www.deloitte.com]; Teleworking by 12% of the workforce once a week has reduced total annual vehicle miles traveled (VMT) in the US by 0.8%. [Source: iopscience.iop.org]; Wyoming roads have 10.4 billion vehicle miles of travel per year, with 34% of roads in poor condition. [Source: wyoleg.gov] 2020-08-10: Maryland\\'s Interstate system has a high rate of congestion, with travel volume and pavement deterioration among the highest in the US. [Source: tripnet.org]; The TomTom road network covers almost all roads in the United States with an average segment length of 398 feet. [Source: www.nrel.gov]; VMT (Vehicle Miles Traveled) continues to rise, with evening commute close to pre-COVID levels. [Source: inrix.com]; U.S. airlines carried 8.4 million systemwide (domestic and international) scheduled service passengers in May 2020. [Source: www.bts.gov]; The Portsmouth Bypass represents a broken and deeply cost-ineffective theory of economic development that prioritizes highway expansion over community needs. [Source: www.americanprogress.org]; U.S. tonne-kilometers of freight have been steadily increasing. [Source: www.bts.gov]; Traffic volume and traveling speed are key factors associated with traffic crashes on urban freeways. [Source: www.sciencedirect.com]; Vehicle miles traveled (VMT) across the United States has been increasing, with INRIX reporting a rise in VMT. [Source: inrix.com]; In Maryland, the Interstate Highway System accounts for four percent of all roadway lane miles in the state and carries 30 percent of the state\\'s vehicle travel. [Source: tripnet.org]; In the SCAG Region, VMT began increasing again by mid-April and is now nearing pre-pandemic levels, while bus ridership is down by 71 percent overall in April. [Source: scag.ca.gov]; According to the Texas Transportation Institute, U.S. highway users wasted 6.9 billion hours stuck in traffic in 2014. [Source: www.codot.gov]; In California, driving among high school seniors decreased between 1996 and 2017. [Source: www.ncbi.nlm.nih.gov] 2020-08-03: Traffic volumes in South Australia are monitored and reported by the Department for Infrastructure and Transport, covering both rural and metropolitan areas. [Source: www.dit.sa.gov.au]; Idaho\\'s Traffic Tracker tool has been updated to show historical data, revealing that average travel volumes took a nose dive in March and April 2020 but quickly rebounded in May. [Source: itd.idaho.gov]; A study found that a statewide \"Stay-at-Home\" order led to a decrease in trauma volumes at a large, urban Level 1 trauma center in the United States. [Source: www.ncbi.nlm.nih.gov]; INRIX reports that traffic speeds continue to fall across the country, but are still higher than pre-COVID levels. [Source: inrix.com]; The State of Hawaii Airport Activity Statistics report air traffic control data, including landings and takeoffs of large commercial aircraft. [Source: hidot.hawaii.gov]; Vehicle miles traveled (VMT) is returning to pre-COVID levels in states across the US. [Source: inrix.com]; The inventory of vehicle miles traveled is based on a bottom-up estimation of the number of vehicles and miles driven by type of vehicle. [Source: www.boston.gov]; Vehicle Miles Traveled per Capita has been declining in some states, such as North Carolina. [Source: www.ncdot.gov];'\n 'Available facts are as follows: 2020-08-24: Caltrans maintains an annual database of traffic volumes on the State Highway system, which includes SR 29 through American Canyon. [Source]; The volume of traffic in the Phoenix Metro area is not explicitly stated, but the Arizona Department of Transportation (ADOT) conducts workshops in Mexico and the United States. [Source]; Traffic volume is increasing in Las Vegas, but still below pre-COVID-19 levels, with a 19% overall decrease among the three major freeways. [Source]; Currently, in the Phoenix Metro area, there are approximately 10 billion Vehicle Miles Traveled (VMT) per year. [Source: azdot.gov]; In the United States, 35% of all car trips are under 2 miles. [Source: nacto.org]; The average electricity consumption of electric vehicles is 0.275 kWh/mile, based on 124 million miles driven in the U.S. Department of Energy\\'s EV project. [Source: www.sciencedirect.com] 2020-08-17: The COVID-19 pandemic has had a significant impact on traffic volumes in New York State, with a decline in travel in 2020. [Source: www.dot.ny.gov]; Michigan has experienced the steepest decline in traffic volume, with personal travel decreasing by more than 50% and commercial trucking also declining. [Source: www.sttc.com]; The average daily traffic volume is an important metric in transportation planning, with the average number of vehicles passing a traffic count location used to calculate this value. [Source: dot.ca.gov]; The high volume of truck traffic on area roadways reduces the longevity of the pavement and increases maintenance costs for state and local governments. [Source: knoxtpo.org]; By modeling individual behavior, digital twins can simulate vehicle miles traveled and greenhouse gases, potentially reducing the time needed for older modeling by 75%. [Source: www.deloitte.com]; Teleworking by 12% of the workforce once a week has reduced total annual vehicle miles traveled (VMT) in the US by 0.8%. [Source: iopscience.iop.org]; Wyoming roads have 10.4 billion vehicle miles of travel per year, with 34% of roads in poor condition. [Source: wyoleg.gov] 2020-08-10: Maryland\\'s Interstate system has a high rate of congestion, with travel volume and pavement deterioration among the highest in the US. [Source: tripnet.org]; The TomTom road network covers almost all roads in the United States with an average segment length of 398 feet. [Source: www.nrel.gov]; VMT (Vehicle Miles Traveled) continues to rise, with evening commute close to pre-COVID levels. [Source: inrix.com]; U.S. airlines carried 8.4 million systemwide (domestic and international) scheduled service passengers in May 2020. [Source: www.bts.gov]; The Portsmouth Bypass represents a broken and deeply cost-ineffective theory of economic development that prioritizes highway expansion over community needs. [Source: www.americanprogress.org]; U.S. tonne-kilometers of freight have been steadily increasing. [Source: www.bts.gov]; Traffic volume and traveling speed are key factors associated with traffic crashes on urban freeways. [Source: www.sciencedirect.com]; Vehicle miles traveled (VMT) across the United States has been increasing, with INRIX reporting a rise in VMT. [Source: inrix.com]; In Maryland, the Interstate Highway System accounts for four percent of all roadway lane miles in the state and carries 30 percent of the state\\'s vehicle travel. [Source: tripnet.org]; In the SCAG Region, VMT began increasing again by mid-April and is now nearing pre-pandemic levels, while bus ridership is down by 71 percent overall in April. [Source: scag.ca.gov]; According to the Texas Transportation Institute, U.S. highway users wasted 6.9 billion hours stuck in traffic in 2014. [Source: www.codot.gov]; In California, driving among high school seniors decreased between 1996 and 2017. [Source: www.ncbi.nlm.nih.gov] 2020-08-03: Traffic volumes in South Australia are monitored and reported by the Department for Infrastructure and Transport, covering both rural and metropolitan areas. [Source: www.dit.sa.gov.au]; Idaho\\'s Traffic Tracker tool has been updated to show historical data, revealing that average travel volumes took a nose dive in March and April 2020 but quickly rebounded in May. [Source: itd.idaho.gov]; A study found that a statewide \"Stay-at-Home\" order led to a decrease in trauma volumes at a large, urban Level 1 trauma center in the United States. [Source: www.ncbi.nlm.nih.gov]; INRIX reports that traffic speeds continue to fall across the country, but are still higher than pre-COVID levels. [Source: inrix.com]; The State of Hawaii Airport Activity Statistics report air traffic control data, including landings and takeoffs of large commercial aircraft. [Source: hidot.hawaii.gov]; Vehicle miles traveled (VMT) is returning to pre-COVID levels in states across the US. [Source: inrix.com]; The inventory of vehicle miles traveled is based on a bottom-up estimation of the number of vehicles and miles driven by type of vehicle. [Source: www.boston.gov]; Vehicle Miles Traveled per Capita has been declining in some states, such as North Carolina. [Source: www.ncdot.gov];']"}
{"batch_x": [242695.0, 226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0], "batch_y": [266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0], "batch_x_timestamps_datetime64_ns": [1580515200000000000, 1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000], "batch_y_timestamps_datetime64_ns": [1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000], "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], [-0.5, 0.0, -0.5, -0.25342464447021484], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472]], "batch_text": "[\"Available facts are as follows: 2020-09-21: Annual Average Daily Traffic (AADT) is the average of the daily volumes traveling at a location for a year, estimated from short-term counts. [Source: connect.ncdot.gov]; Truck Volume Maps are graphical representations that depict the average truck volume at a location. [Source: roads.maryland.gov]; Modern roundabouts provide up to 30% more vehicle throughput than similarly sized signalized intersections during peak traffic volumes. [Source: www.penndot.gov]; Ride-hailing vehicles currently represent up to 5% of total passenger miles traveled in the US. [Source: www.osti.gov]; Vehicle miles traveled (VMT) is a combination of the distance traveled by all vehicles. [Source: www.morpc.org]; There are expected reductions in emissions per vehicle, but small increases in car and truck use (measured as VMT). [Source: scholarship.law.georgetown.edu]; The act of reducing vehicle miles traveled (VMT) is a key aspect of mobility data and policy. [Source: www.morpc.org]; 700 million fewer vehicle miles traveled per year are expected between Southern California and Las Vegas with the Brightline West project. [Source: twitter.com] 2020-09-14: Traffic volume nears pre-pandemic levels across Port Authority crossings. [Source: www.panynj.gov]; The top 20 U.S.-Canada border crossings are ranked by volume. [Source: theimtc.com]; The average daily traffic volume in 62 selected cities is shown in Figure 3.4. [Source: wfrc.org]; The Transportation Volume Tables provide tabulation of traffic volumes on state highways from 1986 to 2019. [Source: www.oregon.gov]; The focus of the Transportation Analysis Council (TAC) and the Transportation Advisory Committee (TAF) is on reducing total driving or vehicle miles traveled (VMT) [Source: dot.ca.gov].; In the Denver region, the average daily vehicle miles traveled (VMT) has been flattening since 2000 [Source: drcog.org].; Commercial trucks represent 9% of VMT in the United States but account for 23% of all transportation energy demand [Source: www.nrel.gov].; Google's self-driving car has self-driven over one million miles in the United States [Source: www.its.dot.gov].; Urban light-duty vehicle miles traveled in all US states comprise about 70% of total current US passenger vehicle miles traveled [Source: iopscience.iop.org]. 2020-09-07: In 2018 and 2019, performance measures used 2015 volume data, and travel reliability and safe flow of traffic along corridors have improved in the United States. [Source]; A microscopic simulator can be integrated into a road-network to evaluate travel times. [Source]; Trip distribution patterns for a project can use existing traffic counts, and roadway segment volumes less than 85% of the service volume do not require further analysis. [Source]; The total vehicle miles traveled on all roads and streets in the U.S. has fallen to 1995 levels amid the pandemic, with 626 billion miles traveled in 2020. [Source: www.statista.com]; Vehicle miles traveled (VMT) is a key measure of transportation activity, and its growth is not necessary to sustain robust and inclusive gross domestic product growth. [Source: www.americanprogress.org]; Electric vehicle adoption provides more benefits than costs in the western United States. [Source: policyintegrity.org]; Despite a decrease in absolute traffic deaths, the traffic death rate has increased when factoring in the drop in vehicle miles traveled. [Source: salud-america.org] 2020-08-31: By the end of March 2020, highway traffic volumes were reduced to 60 percent of the volume measured during the same time in 2019 in Washington State. [Source: wtsc.wa.gov]; Traffic volume remained mostly stable for most bridges and tunnels in NYC from March through April 2020. [Source: c2smarter.engineering.nyu.edu]; The Ports of South Louisiana and Houston typically move more tonnage than any other U.S. ports. [Source: www.transportation.gov]; In 2018, Arkansas had 1.41 traffic fatalities for every 100 million vehicle miles traveled, the 12th highest rate in the U.S. [Source: tripnet.org]; Daily per capita VMT in the SCAG region is projected to decrease in 2045 from 21.8 miles under the Baseline to 20.7 miles with Connect SoCal. [Source: scag.ca.gov]; Anticipated increase in VMT on Long Island by approximately 13 percent by 2045, from approximately 70 million vehicle miles of travel (VMT) to approximately 79 million VMT. [Source: transitsolutions.org]; Mobility Zone 2 in San Diego has a VMT of 85% of the Regional Average. [Source: www.sandiego.gov];\"\n \"Available facts are as follows: 2020-09-21: Annual Average Daily Traffic (AADT) is the average of the daily volumes traveling at a location for a year, estimated from short-term counts. [Source: connect.ncdot.gov]; Truck Volume Maps are graphical representations that depict the average truck volume at a location. [Source: roads.maryland.gov]; Modern roundabouts provide up to 30% more vehicle throughput than similarly sized signalized intersections during peak traffic volumes. [Source: www.penndot.gov]; Ride-hailing vehicles currently represent up to 5% of total passenger miles traveled in the US. [Source: www.osti.gov]; Vehicle miles traveled (VMT) is a combination of the distance traveled by all vehicles. [Source: www.morpc.org]; There are expected reductions in emissions per vehicle, but small increases in car and truck use (measured as VMT). [Source: scholarship.law.georgetown.edu]; The act of reducing vehicle miles traveled (VMT) is a key aspect of mobility data and policy. [Source: www.morpc.org]; 700 million fewer vehicle miles traveled per year are expected between Southern California and Las Vegas with the Brightline West project. [Source: twitter.com] 2020-09-14: Traffic volume nears pre-pandemic levels across Port Authority crossings. [Source: www.panynj.gov]; The top 20 U.S.-Canada border crossings are ranked by volume. [Source: theimtc.com]; The average daily traffic volume in 62 selected cities is shown in Figure 3.4. [Source: wfrc.org]; The Transportation Volume Tables provide tabulation of traffic volumes on state highways from 1986 to 2019. [Source: www.oregon.gov]; The focus of the Transportation Analysis Council (TAC) and the Transportation Advisory Committee (TAF) is on reducing total driving or vehicle miles traveled (VMT) [Source: dot.ca.gov].; In the Denver region, the average daily vehicle miles traveled (VMT) has been flattening since 2000 [Source: drcog.org].; Commercial trucks represent 9% of VMT in the United States but account for 23% of all transportation energy demand [Source: www.nrel.gov].; Google's self-driving car has self-driven over one million miles in the United States [Source: www.its.dot.gov].; Urban light-duty vehicle miles traveled in all US states comprise about 70% of total current US passenger vehicle miles traveled [Source: iopscience.iop.org]. 2020-09-07: In 2018 and 2019, performance measures used 2015 volume data, and travel reliability and safe flow of traffic along corridors have improved in the United States. [Source]; A microscopic simulator can be integrated into a road-network to evaluate travel times. [Source]; Trip distribution patterns for a project can use existing traffic counts, and roadway segment volumes less than 85% of the service volume do not require further analysis. [Source]; The total vehicle miles traveled on all roads and streets in the U.S. has fallen to 1995 levels amid the pandemic, with 626 billion miles traveled in 2020. [Source: www.statista.com]; Vehicle miles traveled (VMT) is a key measure of transportation activity, and its growth is not necessary to sustain robust and inclusive gross domestic product growth. [Source: www.americanprogress.org]; Electric vehicle adoption provides more benefits than costs in the western United States. [Source: policyintegrity.org]; Despite a decrease in absolute traffic deaths, the traffic death rate has increased when factoring in the drop in vehicle miles traveled. [Source: salud-america.org] 2020-08-31: By the end of March 2020, highway traffic volumes were reduced to 60 percent of the volume measured during the same time in 2019 in Washington State. [Source: wtsc.wa.gov]; Traffic volume remained mostly stable for most bridges and tunnels in NYC from March through April 2020. [Source: c2smarter.engineering.nyu.edu]; The Ports of South Louisiana and Houston typically move more tonnage than any other U.S. ports. [Source: www.transportation.gov]; In 2018, Arkansas had 1.41 traffic fatalities for every 100 million vehicle miles traveled, the 12th highest rate in the U.S. [Source: tripnet.org]; Daily per capita VMT in the SCAG region is projected to decrease in 2045 from 21.8 miles under the Baseline to 20.7 miles with Connect SoCal. [Source: scag.ca.gov]; Anticipated increase in VMT on Long Island by approximately 13 percent by 2045, from approximately 70 million vehicle miles of travel (VMT) to approximately 79 million VMT. [Source: transitsolutions.org]; Mobility Zone 2 in San Diego has a VMT of 85% of the Regional Average. [Source: www.sandiego.gov];\"]"}
{"batch_x": [226638.0, 167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0], "batch_y": [238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0], "batch_x_timestamps_datetime64_ns": [1583020800000000000, 1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000], "batch_y_timestamps_datetime64_ns": [1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000], "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], [-0.5, 0.3333333432674408, -0.5, -0.17123287916183472], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257]], "batch_text": "['Available facts are as follows: 2020-10-26: The COVID-19 pandemic has had a significant impact on ride-hailing in Chicago, with a larger drop in traffic volume compared to the general traffic volume drops in the United States. [Source: findingspress.org]; In Tanzania, better roads and shorter travel times have led to an increase in traffic volumes. [Source: www.mcc.gov]; In Madison, Wisconsin, a Bus Rapid Transit (BRT) system is being implemented, which is expected to divert traffic volumes. [Source: www.cityofmadison.com]; In New Jersey, the volume of traffic traveling on a detour route is not expected to significantly impact traffic operations. [Source: www.nj.gov]; The Pennsylvania Turnpike has launched a safety campaign for autumn travel, and has released traffic volume charts for 2020. [Source: www.paturnpike.com]; Traffic volume increases every year, and the ratio of bottleneck travel time to average travel time (BTI) is used to measure traffic congestion. [Source: www.tandfonline.com]; The 2019 coronavirus disease pandemic has had a significant impact on human traffic volume and intercity travel. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) has continued to rise across the U.S., according to federal data. [Source: climate.hawaii.gov]; In 2015-2018, there were 1-2 million vehicle miles traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov]; The CTA is one of the largest public transportation agencies in the United States, and COVID-19 has induced travel behavioral changes, reducing vehicle miles traveled. [Source: rosap.ntl.bts.gov] 2020-10-19: Peak periods in traffic are defined as periods with high travel times and traffic volumes, typically during rush hour. [Source: opendata.sandag.org]; The purpose of the Five Cities Multimodal Transportation Network Enhancement Project is to reduce travel times in the southbound direction during periods of heavy traffic volumes. [Source: dot.ca.gov]; The Efficient Use of Highway Capacity report discusses the use of \"plus lanes\" to manage traffic flow during periods of congestion. [Source: ops.fhwa.dot.gov]; The Transportation Safety Planning (TSP) program uses state- and county-level traffic volume estimates to analyze traffic safety. [Source: safety.fhwa.dot.gov]; The TSA has screened over 1 million travelers at airport checkpoints, indicating a recovery in the travel industry. [Source: www.forbes.com]; Vehicle miles traveled (VMT) is a measurement of miles traveled by vehicles within a specified area, defined by the U.S. government. [Source]; Historically, national VMT experienced strong and continuous growth from 1970 to 2019. [Source]; In 2020, traffic levels fell dramatically due to the economic shutdown and state and county-level restrictions. [Source]; State-owned roads carried a disproportionate share of the Nation\\'s travel, accounting for 72.4 percent of the 3.040 trillion vehicle miles traveled. [Source]; In 2022, vehicle miles traveled (VMT) on the regional highway network in San Diego decreased by 12% compared to 2020. [Source] 2020-10-12: According to the Maryland State Highway Mobility Report 2020, traffic volume on the Intercounty Connector MD 200 Managed Facility has grown more than 20,000 vehicles per day in the last five years to 58,000 vehicles per day. [Source: www.roads.maryland.gov]; According to the Purpose & Need Memorandum US 380 EIS, the traffic volume (ADT) of 49,000 vehicles in 2017 is expected to increase. [Source: www.keepitmovingdallas.com]; The 69 Express project anticipates that traffic volume will double and travel times will triple over the next two decades. [Source: 69express.ksdot.gov]; Despite MDOT SHA and MDTA roadways accounting for only 17% of the roadway miles, 72% of the VMT occurs on these roadways. [Source: www.roads.maryland.gov] 2020-10-05: Traffic volume and virus trends were analyzed during the onset of the pandemic in the US, and permanent traffic recorders (PTR) were used to count traffic volume across time. [Source: par.nsf.gov, www.oregon.gov]; Road travel accounts for three-quarters of transport emissions in the US, China, and Japan. [Source: ourworldindata.org]; Passenger volumes in civil aviation began to fall sharply in mid-March in Canada and the US, reaching a low in April. [Source: www150.statcan.gc.ca]; Traffic volumes in Santaquin City, US, are maintained at LOS C or better, except for U.S. 6 adjacent to the interchange. [Source: www.santaquin.org]; Daily traffic volume in Jackson Street, US, is expected to increase due to growth rate. [Source: www.oshkoshwi.gov]; Vehicle miles traveled (VMT) is a key metric used to estimate emissions and track progress towards reducing emissions in the transportation sector. [Source]; The U.S. Environmental Protection Agency\\'s emissions model, called MOVES, uses VMT information to estimate emissions. [Source]; Reducing VMT is a goal of several transportation programs, including those aimed at reducing emissions and promoting clean mobility. [Source];'\n 'Available facts are as follows: 2020-10-26: The COVID-19 pandemic has had a significant impact on ride-hailing in Chicago, with a larger drop in traffic volume compared to the general traffic volume drops in the United States. [Source: findingspress.org]; In Tanzania, better roads and shorter travel times have led to an increase in traffic volumes. [Source: www.mcc.gov]; In Madison, Wisconsin, a Bus Rapid Transit (BRT) system is being implemented, which is expected to divert traffic volumes. [Source: www.cityofmadison.com]; In New Jersey, the volume of traffic traveling on a detour route is not expected to significantly impact traffic operations. [Source: www.nj.gov]; The Pennsylvania Turnpike has launched a safety campaign for autumn travel, and has released traffic volume charts for 2020. [Source: www.paturnpike.com]; Traffic volume increases every year, and the ratio of bottleneck travel time to average travel time (BTI) is used to measure traffic congestion. [Source: www.tandfonline.com]; The 2019 coronavirus disease pandemic has had a significant impact on human traffic volume and intercity travel. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) has continued to rise across the U.S., according to federal data. [Source: climate.hawaii.gov]; In 2015-2018, there were 1-2 million vehicle miles traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov]; The CTA is one of the largest public transportation agencies in the United States, and COVID-19 has induced travel behavioral changes, reducing vehicle miles traveled. [Source: rosap.ntl.bts.gov] 2020-10-19: Peak periods in traffic are defined as periods with high travel times and traffic volumes, typically during rush hour. [Source: opendata.sandag.org]; The purpose of the Five Cities Multimodal Transportation Network Enhancement Project is to reduce travel times in the southbound direction during periods of heavy traffic volumes. [Source: dot.ca.gov]; The Efficient Use of Highway Capacity report discusses the use of \"plus lanes\" to manage traffic flow during periods of congestion. [Source: ops.fhwa.dot.gov]; The Transportation Safety Planning (TSP) program uses state- and county-level traffic volume estimates to analyze traffic safety. [Source: safety.fhwa.dot.gov]; The TSA has screened over 1 million travelers at airport checkpoints, indicating a recovery in the travel industry. [Source: www.forbes.com]; Vehicle miles traveled (VMT) is a measurement of miles traveled by vehicles within a specified area, defined by the U.S. government. [Source]; Historically, national VMT experienced strong and continuous growth from 1970 to 2019. [Source]; In 2020, traffic levels fell dramatically due to the economic shutdown and state and county-level restrictions. [Source]; State-owned roads carried a disproportionate share of the Nation\\'s travel, accounting for 72.4 percent of the 3.040 trillion vehicle miles traveled. [Source]; In 2022, vehicle miles traveled (VMT) on the regional highway network in San Diego decreased by 12% compared to 2020. [Source] 2020-10-12: According to the Maryland State Highway Mobility Report 2020, traffic volume on the Intercounty Connector MD 200 Managed Facility has grown more than 20,000 vehicles per day in the last five years to 58,000 vehicles per day. [Source: www.roads.maryland.gov]; According to the Purpose & Need Memorandum US 380 EIS, the traffic volume (ADT) of 49,000 vehicles in 2017 is expected to increase. [Source: www.keepitmovingdallas.com]; The 69 Express project anticipates that traffic volume will double and travel times will triple over the next two decades. [Source: 69express.ksdot.gov]; Despite MDOT SHA and MDTA roadways accounting for only 17% of the roadway miles, 72% of the VMT occurs on these roadways. [Source: www.roads.maryland.gov] 2020-10-05: Traffic volume and virus trends were analyzed during the onset of the pandemic in the US, and permanent traffic recorders (PTR) were used to count traffic volume across time. [Source: par.nsf.gov, www.oregon.gov]; Road travel accounts for three-quarters of transport emissions in the US, China, and Japan. [Source: ourworldindata.org]; Passenger volumes in civil aviation began to fall sharply in mid-March in Canada and the US, reaching a low in April. [Source: www150.statcan.gc.ca]; Traffic volumes in Santaquin City, US, are maintained at LOS C or better, except for U.S. 6 adjacent to the interchange. [Source: www.santaquin.org]; Daily traffic volume in Jackson Street, US, is expected to increase due to growth rate. [Source: www.oshkoshwi.gov]; Vehicle miles traveled (VMT) is a key metric used to estimate emissions and track progress towards reducing emissions in the transportation sector. [Source]; The U.S. Environmental Protection Agency\\'s emissions model, called MOVES, uses VMT information to estimate emissions. [Source]; Reducing VMT is a goal of several transportation programs, including those aimed at reducing emissions and promoting clean mobility. [Source];']"}
{"batch_x": [167617.0, 221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0], "batch_y": [241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0], "batch_x_timestamps_datetime64_ns": [1585699200000000000, 1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000], "batch_y_timestamps_datetime64_ns": [1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000], "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], [-0.5, -0.3333333432674408, -0.5, -0.08630137145519257], [-0.5, 0.0, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2020-11-23: The United States Department of Transportation provides data on traffic volume, traffic speed, and work zone activity. [Source]; The Ohio Traffic Forecasting Manual emphasizes the importance of accurate traffic volume data for reliable traffic forecasts. [Source]; Noblis has processed travel time and traffic volume data for U.S. cities since 2002. [Source]; The COVID-19 pandemic has affected traffic volume, with a significant decrease in passenger volume in southeast China. [Source]; Traffic volume, queue length, delay, travel speed, and travel time are important parameters for effective signal operations. [Source]; The construction of a road section in Mongolia reduced travel time and transportation costs. [Source]; Traffic volume data is used to justify transportation infrastructure projects, such as the Ballard Bridge Study. [Source]; The New Jersey Department of Transportation uses traffic volume data to assess the accuracy of traffic forecasts. [Source]; The Hawaii Department of Transportation monitors traffic volumes, which affect road safety and transportation planning. [Source]; The International Air Transport Association (IATA) predicts that air travel traffic levels will not recover until 2024. [Source]; The United States Department of Transportation uses probe vehicle data for transportation planning, which includes travel time data. [Source: ops.fhwa.dot.gov] 2020-11-16: The United States Department of Transportation uses travel time index (TTI) to measure traffic congestion, which is the ratio of peak-period travel time to free-flow travel time. [Source]; The Madera County Traffic Monitoring Program reports traffic volume data, including average annual daily traffic (AADT) and peak-period travel times. [Source]; The Federal Highway Administration (FHWA) evaluates traffic volume and speed data to understand traffic flow and congestion. [Source]; Traffic forecasts are used to design roads and highways, taking into account factors such as traffic volumes, roadway geometrics, and traffic flow. [Source]; Travel times and volume data are used to study traffic flow and user equilibrium states. [Source]; The COVID-19 pandemic has affected mobility and electric vehicle charging load in the United States and Utah, with a decline in traffic volume data. [Source: arxiv.org]; The United States Environmental Protection Agency's Motor Vehicle Emissions Simulator (MOVES3) is used to estimate emissions from on-road vehicles, including brake and tire wear emissions. [Source: nepis.epa.gov]; The U.S. DOT Federal Highway Administration (FHWA) has identified major freight highway bottlenecks and congested corridors in the United States, with a focus on freight mobility indicators such as total truck delay per mile. [Source: ops.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key metric used to evaluate the impact of transportation projects on emissions and mobility, with a focus on reducing VMT through projects such as fleet telematics and route optimization. [Source: scag.ca.gov]; The California Air Resources Board has invested in sustainable communities and clean transportation projects to reduce greenhouse gas emissions by reducing passenger VMT and/or displacing fossil fuels. [Source: ww2.arb.ca.gov] 2020-11-09: In 2018, travel (VMT) increased 1.7% percent on US highways. [Source: www.oregon.gov]; Traffic volume is expected to be less than in years' past, but travelers in major urban areas will experience increased delays at popular bottlenecks, up to 30%. [Source: newsroom.aaa.com]; Motor vehicle travel is a major means of transportation in the United States, providing an unparalleled degree of mobility. [Source: crashstats.nhtsa.dot.gov]; Vehicle Miles Traveled (VMT) is a key metric in understanding traffic and transportation trends. [Source: crashstats.nhtsa.dot.gov]; The California Complete Streets Act aims to fulfill the needs of all users of the roadway, including motorists, pedestrians, bicyclists, and public transportation users. [Source: www.cityofpasadena.net]; Automated vehicles may enable lower fares due to estimated lower operation costs. [Source: rosap.ntl.bts.gov]; The Texas Department of Transportation (TxDOT) is considering human and environmental health impacts, economic sustainability, and socioeconomic disparities in its I-35 scoping phase. [Source: www.austinmonitor.com]; During the early stage of the COVID-19 pandemic, higher density areas practiced social distancing more actively, while lower density states sustained higher miles traveled per person. [Source: www.ncbi.nlm.nih.gov]; SomerVision2040 aims to reduce Vehicle Miles Traveled (VMT), prioritize walking, biking, and transit access, and increase transportation equity. [Source: www.somervision2040.com]; The 2019 Congestion Report anticipates increased VMT and construction costs, leading to growing congestion in the long-term. [Source: www.dot.state.mn.us]; Caltrans' Solution Lab aims to reduce vehicle miles traveled, congestion, and emissions through innovative ideas and approaches. [Source: dot.ca.gov]; The Colorado Department of Transportation has set targets for reducing serious injuries and fatalities per 100 million vehicle miles traveled. [Source: www.codot.gov]; Car accident statistics reveal that younger drivers (ages 16-19) are more prone to collisions per 100 million miles driven. [Source: www.friedmansimon.com] 2020-11-02: In Virginia, a traffic volume map provides the latest traffic volume data for every roadway in the Commonwealth. [Source: www.virginiaroads.org]; Traffic volume during the Christmas holiday season is expected to be high, causing congestion at US-Mexico border crossings. [Source: ops.fhwa.dot.gov]; The Hampton Roads Bridge-Tunnel (HRBT) expansion is expected to reduce traffic congestion and travel times in Virginia. [Source: www.smithfieldtimes.com]; Objective facts about the Traffic and Transportation situation:The Mobility Element aims to reduce vehicle miles traveled (VMT) and greenhouse gas emissions. [Source: www.cityofgilroy.org]U.S. cities have improved air quality despite increasing population and vehicle miles traveled due to standards sparking technology advancements. [Source: 19january2021snapshot.epa.gov]Metrics such as Volume, Vehicle Miles Traveled (VMT), and Vehicle Hours Traveled are used to develop data-informed strategies to mitigate traffic congestion. [Source: www.streetlightdata.com];\"\n \"Available facts are as follows: 2020-11-23: The United States Department of Transportation provides data on traffic volume, traffic speed, and work zone activity. [Source]; The Ohio Traffic Forecasting Manual emphasizes the importance of accurate traffic volume data for reliable traffic forecasts. [Source]; Noblis has processed travel time and traffic volume data for U.S. cities since 2002. [Source]; The COVID-19 pandemic has affected traffic volume, with a significant decrease in passenger volume in southeast China. [Source]; Traffic volume, queue length, delay, travel speed, and travel time are important parameters for effective signal operations. [Source]; The construction of a road section in Mongolia reduced travel time and transportation costs. [Source]; Traffic volume data is used to justify transportation infrastructure projects, such as the Ballard Bridge Study. [Source]; The New Jersey Department of Transportation uses traffic volume data to assess the accuracy of traffic forecasts. [Source]; The Hawaii Department of Transportation monitors traffic volumes, which affect road safety and transportation planning. [Source]; The International Air Transport Association (IATA) predicts that air travel traffic levels will not recover until 2024. [Source]; The United States Department of Transportation uses probe vehicle data for transportation planning, which includes travel time data. [Source: ops.fhwa.dot.gov] 2020-11-16: The United States Department of Transportation uses travel time index (TTI) to measure traffic congestion, which is the ratio of peak-period travel time to free-flow travel time. [Source]; The Madera County Traffic Monitoring Program reports traffic volume data, including average annual daily traffic (AADT) and peak-period travel times. [Source]; The Federal Highway Administration (FHWA) evaluates traffic volume and speed data to understand traffic flow and congestion. [Source]; Traffic forecasts are used to design roads and highways, taking into account factors such as traffic volumes, roadway geometrics, and traffic flow. [Source]; Travel times and volume data are used to study traffic flow and user equilibrium states. [Source]; The COVID-19 pandemic has affected mobility and electric vehicle charging load in the United States and Utah, with a decline in traffic volume data. [Source: arxiv.org]; The United States Environmental Protection Agency's Motor Vehicle Emissions Simulator (MOVES3) is used to estimate emissions from on-road vehicles, including brake and tire wear emissions. [Source: nepis.epa.gov]; The U.S. DOT Federal Highway Administration (FHWA) has identified major freight highway bottlenecks and congested corridors in the United States, with a focus on freight mobility indicators such as total truck delay per mile. [Source: ops.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key metric used to evaluate the impact of transportation projects on emissions and mobility, with a focus on reducing VMT through projects such as fleet telematics and route optimization. [Source: scag.ca.gov]; The California Air Resources Board has invested in sustainable communities and clean transportation projects to reduce greenhouse gas emissions by reducing passenger VMT and/or displacing fossil fuels. [Source: ww2.arb.ca.gov] 2020-11-09: In 2018, travel (VMT) increased 1.7% percent on US highways. [Source: www.oregon.gov]; Traffic volume is expected to be less than in years' past, but travelers in major urban areas will experience increased delays at popular bottlenecks, up to 30%. [Source: newsroom.aaa.com]; Motor vehicle travel is a major means of transportation in the United States, providing an unparalleled degree of mobility. [Source: crashstats.nhtsa.dot.gov]; Vehicle Miles Traveled (VMT) is a key metric in understanding traffic and transportation trends. [Source: crashstats.nhtsa.dot.gov]; The California Complete Streets Act aims to fulfill the needs of all users of the roadway, including motorists, pedestrians, bicyclists, and public transportation users. [Source: www.cityofpasadena.net]; Automated vehicles may enable lower fares due to estimated lower operation costs. [Source: rosap.ntl.bts.gov]; The Texas Department of Transportation (TxDOT) is considering human and environmental health impacts, economic sustainability, and socioeconomic disparities in its I-35 scoping phase. [Source: www.austinmonitor.com]; During the early stage of the COVID-19 pandemic, higher density areas practiced social distancing more actively, while lower density states sustained higher miles traveled per person. [Source: www.ncbi.nlm.nih.gov]; SomerVision2040 aims to reduce Vehicle Miles Traveled (VMT), prioritize walking, biking, and transit access, and increase transportation equity. [Source: www.somervision2040.com]; The 2019 Congestion Report anticipates increased VMT and construction costs, leading to growing congestion in the long-term. [Source: www.dot.state.mn.us]; Caltrans' Solution Lab aims to reduce vehicle miles traveled, congestion, and emissions through innovative ideas and approaches. [Source: dot.ca.gov]; The Colorado Department of Transportation has set targets for reducing serious injuries and fatalities per 100 million vehicle miles traveled. [Source: www.codot.gov]; Car accident statistics reveal that younger drivers (ages 16-19) are more prone to collisions per 100 million miles driven. [Source: www.friedmansimon.com] 2020-11-02: In Virginia, a traffic volume map provides the latest traffic volume data for every roadway in the Commonwealth. [Source: www.virginiaroads.org]; Traffic volume during the Christmas holiday season is expected to be high, causing congestion at US-Mexico border crossings. [Source: ops.fhwa.dot.gov]; The Hampton Roads Bridge-Tunnel (HRBT) expansion is expected to reduce traffic congestion and travel times in Virginia. [Source: www.smithfieldtimes.com]; Objective facts about the Traffic and Transportation situation:The Mobility Element aims to reduce vehicle miles traveled (VMT) and greenhouse gas emissions. [Source: www.cityofgilroy.org]U.S. cities have improved air quality despite increasing population and vehicle miles traveled due to standards sparking technology advancements. [Source: 19january2021snapshot.epa.gov]Metrics such as Volume, Vehicle Miles Traveled (VMT), and Vehicle Hours Traveled are used to develop data-informed strategies to mitigate traffic congestion. [Source: www.streetlightdata.com];\"]"}
{"batch_x": [221006.0, 250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0], "batch_y": [224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0], "batch_x_timestamps_datetime64_ns": [1588291200000000000, 1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000], "batch_y_timestamps_datetime64_ns": [1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000], "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], [-0.5, 0.0, -0.5, -0.004109588917344809], [-0.5, 0.5, -0.5, 0.0808219164609909]], "batch_text": "['Available facts are as follows: 2020-12-21: National and local statistics on US traffic volume, traffic fatalities, injury accidents, speeding violations, running of stop signs, and other indicators of traffic safety are available. [Source]; During the COVID-19 pandemic, the reduction in traffic volumes ranged from 40% to 65% by state in the US. [Source]; Airport traffic surged to new heights as Christmas approached, with passenger volumes increasing. [Source]; Vehicle Miles Traveled (VMT) is a common statistic used to measure traffic levels, which grew rapidly over recent decades in the MAPA region. [Source: mapacog.org]; In 2018, more than 36,000 people died while traveling on U.S. roadways, with over 1,000 of these traffic fatalities occurring in Ohio. [Source: www.transportation.ohio.gov]; The majority of truck shipments in the United States are shipped via truck, and the majority of truck VMT (about 33%) is attributed to agricultural products. [Source: www.ams.usda.gov] 2020-12-14: In 2019, the estimated individual monthly motor vehicle travel in the United States was 17.2 billion vehicle-miles of travel on rural interstates. [Source]; The average value of observed traffic count (traditional volume count) is used to estimate traffic volume. [Source]; The data set used to calculate travel time and traffic volume in Oregon\\'s Region 1 2020 Traffic Performance Report includes free-flow travel time of short corridors. [Source]; Ohio has the nation\\'s 5th largest Interstate System. [Source: www.transportation.ohio.gov]; Rhode Island has over 75 miles of shared-use paths and 25 roadway miles with on-street bicycle lanes. [Source: planning.ri.gov]; Vehicle miles traveled (VMT) growth has been stagnating since 2004 in the United States. [Source: us.boell.org]; Autonomous vehicle testing in Pittsburgh has a \"total fleet vehicle miles traveled\" metric, which includes miles traveled in both human-operated and self-driving modes. [Source: apps.pittsburghpa.gov]; The State of Rhode Island is making an effort to reduce vehicle miles traveled (VMT). [Source: planning.ri.gov]; The Minnesota Department of Transportation owns and operates 15 miles of state highways in Minneapolis. [Source: go.minneapolismn.gov] 2020-12-07: The weekly traffic volume report shows a comparison of travel volume in the same week of the previous year. [Source: datahub.transportation.gov]; The Delaware Integrated Transportation Management Program collects data on travel times, origin/destinations, traffic volume, speed, and length-based classification. [Source: deldot.gov]; The USDOT Open Data provides weekly traffic volume data. [Source: datahub.transportation.gov]; Work-related travel accounts for approximately 60% of traffic in Žilina. [Source: www.mdpi.com]; The City of New York measures travel speeds and times, as well as traffic volumes, to manage traffic safely. [Source: www.nyc.gov]; The Destination Insights with Google tool uses search volume as a proxy for travel demand. [Source: destinationinsights.withgoogle.com]; The total number of trips taken during Thanksgiving week was 6.3 billion, down from previous years. [Source: www.bts.gov]; The number of licensed drivers in the state is increasing, leading to an increase in vehicle miles traveled. [Source: www.des.nh.gov]; The state aims to commit to reducing vehicle miles traveled by 2021. [Source: itd.idaho.gov]; Aptera Motors\\' unique shape allows it to use 30% of the energy compared to other electric and hybrid vehicles on the road today. [Source: aptera.us]; There is a focus on reducing vehicle miles traveled from deployment, rebalancing, and charging methods in Portland. [Source: www.portland.gov]; The NC Strategic Transportation Corridors plan aims to reduce vehicle-miles traveled (VMT) and vehicle-hours traveled. [Source: connect.ncdot.gov]; The U.S. transport sector is misaligned with the Paris Agreement, with projected CO2 emissions and distance traveled by pre-2030 vehicles. [Source: www.climatepolicyinitiative.org]; Reducing maximum speeds in Ashland aims to reduce vehicle miles traveled in the transportation system. [Source: www.ashland.or.us]; The holiday shopping surge has led to an increase in average daily miles driven per vehicle in 2020. [Source: www.samsara.com]; The total number of trips taken in the U.S. during the Monday-Sunday week of Thanksgiving this year is 29% lower than last year. [Source: www.bts.gov]; NYC DOT has been using taxi GPS to track travel speeds in the Manhattan CBD. [Source: www.nyc.gov] 2020-11-30: The world air passenger traffic has been evolving since 1980, with data available up to 2020. [Source: www.iea.org]; Road travel in the United States hit a record high on the day before Thanksgiving in 2020, with some states seeing a large surge in vehicle miles traveled (VMT). [Source: inrix.com]; Traffic volume can be affected by weather conditions such as snowfall and cold temperature, with a reduction in traffic volume reported during winter storm conditions on roadways in the United States. [Source: www.sciencedirect.com]; In 2020, most states in the U.S., including Connecticut, saw an increase in traffic fatalities despite a significant drop in traffic volume during the COVID-19 pandemic. [Source: crcog.org]; The U.S. had a traffic fatality rate of 1.13 fatalities per 100 million vehicle miles of travel in 2018. [Source: www.asphaltpavement.org]; Vehicle miles traveled (VMT) in the US has reached a record high, 9% above pre-COVID levels, with states in the Southern United States seeing the largest surge in VMT. [Source: inrix.com];'\n 'Available facts are as follows: 2020-12-21: National and local statistics on US traffic volume, traffic fatalities, injury accidents, speeding violations, running of stop signs, and other indicators of traffic safety are available. [Source]; During the COVID-19 pandemic, the reduction in traffic volumes ranged from 40% to 65% by state in the US. [Source]; Airport traffic surged to new heights as Christmas approached, with passenger volumes increasing. [Source]; Vehicle Miles Traveled (VMT) is a common statistic used to measure traffic levels, which grew rapidly over recent decades in the MAPA region. [Source: mapacog.org]; In 2018, more than 36,000 people died while traveling on U.S. roadways, with over 1,000 of these traffic fatalities occurring in Ohio. [Source: www.transportation.ohio.gov]; The majority of truck shipments in the United States are shipped via truck, and the majority of truck VMT (about 33%) is attributed to agricultural products. [Source: www.ams.usda.gov] 2020-12-14: In 2019, the estimated individual monthly motor vehicle travel in the United States was 17.2 billion vehicle-miles of travel on rural interstates. [Source]; The average value of observed traffic count (traditional volume count) is used to estimate traffic volume. [Source]; The data set used to calculate travel time and traffic volume in Oregon\\'s Region 1 2020 Traffic Performance Report includes free-flow travel time of short corridors. [Source]; Ohio has the nation\\'s 5th largest Interstate System. [Source: www.transportation.ohio.gov]; Rhode Island has over 75 miles of shared-use paths and 25 roadway miles with on-street bicycle lanes. [Source: planning.ri.gov]; Vehicle miles traveled (VMT) growth has been stagnating since 2004 in the United States. [Source: us.boell.org]; Autonomous vehicle testing in Pittsburgh has a \"total fleet vehicle miles traveled\" metric, which includes miles traveled in both human-operated and self-driving modes. [Source: apps.pittsburghpa.gov]; The State of Rhode Island is making an effort to reduce vehicle miles traveled (VMT). [Source: planning.ri.gov]; The Minnesota Department of Transportation owns and operates 15 miles of state highways in Minneapolis. [Source: go.minneapolismn.gov] 2020-12-07: The weekly traffic volume report shows a comparison of travel volume in the same week of the previous year. [Source: datahub.transportation.gov]; The Delaware Integrated Transportation Management Program collects data on travel times, origin/destinations, traffic volume, speed, and length-based classification. [Source: deldot.gov]; The USDOT Open Data provides weekly traffic volume data. [Source: datahub.transportation.gov]; Work-related travel accounts for approximately 60% of traffic in Žilina. [Source: www.mdpi.com]; The City of New York measures travel speeds and times, as well as traffic volumes, to manage traffic safely. [Source: www.nyc.gov]; The Destination Insights with Google tool uses search volume as a proxy for travel demand. [Source: destinationinsights.withgoogle.com]; The total number of trips taken during Thanksgiving week was 6.3 billion, down from previous years. [Source: www.bts.gov]; The number of licensed drivers in the state is increasing, leading to an increase in vehicle miles traveled. [Source: www.des.nh.gov]; The state aims to commit to reducing vehicle miles traveled by 2021. [Source: itd.idaho.gov]; Aptera Motors\\' unique shape allows it to use 30% of the energy compared to other electric and hybrid vehicles on the road today. [Source: aptera.us]; There is a focus on reducing vehicle miles traveled from deployment, rebalancing, and charging methods in Portland. [Source: www.portland.gov]; The NC Strategic Transportation Corridors plan aims to reduce vehicle-miles traveled (VMT) and vehicle-hours traveled. [Source: connect.ncdot.gov]; The U.S. transport sector is misaligned with the Paris Agreement, with projected CO2 emissions and distance traveled by pre-2030 vehicles. [Source: www.climatepolicyinitiative.org]; Reducing maximum speeds in Ashland aims to reduce vehicle miles traveled in the transportation system. [Source: www.ashland.or.us]; The holiday shopping surge has led to an increase in average daily miles driven per vehicle in 2020. [Source: www.samsara.com]; The total number of trips taken in the U.S. during the Monday-Sunday week of Thanksgiving this year is 29% lower than last year. [Source: www.bts.gov]; NYC DOT has been using taxi GPS to track travel speeds in the Manhattan CBD. [Source: www.nyc.gov] 2020-11-30: The world air passenger traffic has been evolving since 1980, with data available up to 2020. [Source: www.iea.org]; Road travel in the United States hit a record high on the day before Thanksgiving in 2020, with some states seeing a large surge in vehicle miles traveled (VMT). [Source: inrix.com]; Traffic volume can be affected by weather conditions such as snowfall and cold temperature, with a reduction in traffic volume reported during winter storm conditions on roadways in the United States. [Source: www.sciencedirect.com]; In 2020, most states in the U.S., including Connecticut, saw an increase in traffic fatalities despite a significant drop in traffic volume during the COVID-19 pandemic. [Source: crcog.org]; The U.S. had a traffic fatality rate of 1.13 fatalities per 100 million vehicle miles of travel in 2018. [Source: www.asphaltpavement.org]; Vehicle miles traveled (VMT) in the US has reached a record high, 9% above pre-COVID levels, with states in the Southern United States seeing the largest surge in VMT. [Source: inrix.com];']"}
{"batch_x": [250330.0, 265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0], "batch_y": [207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0], "batch_x_timestamps_datetime64_ns": [1590969600000000000, 1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000], "batch_y_timestamps_datetime64_ns": [1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000], "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], [-0.5, 0.5, -0.5, 0.0808219164609909], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306]], "batch_text": "['Available facts are as follows: 2021-01-25: The traffic volume on the Bay Bridge and approach transportation network is increasing, causing concerns. [Source: www.baycrossingstudy.com]; The average weekly traffic volume in the Phoenix metropolitan area decreased by 35% during the first month of the COVID-19 pandemic response. [Source: www.ncbi.nlm.nih.gov]; The traffic volume is down 16% compared to 2019 due to COVID-19-related telework policies. [Source: dot.ca.gov]; Objective facts about the Traffic and Transportation situation:Placer County proposes to construct parking and traffic flow improvements to reduce vehicle miles traveled (VMT) through redistribution. [Source: www.placer.ca.gov]In North Carolina, state lane-miles carry 77 percent of all vehicle miles of travel in the state. [Source: tripnet.org]Ride-hailing companies increase vehicle miles traveled in some cities. [Source: www.planetizen.com]In the United States, transportation is responsible for 27% of greenhouse gas emissions, mostly from vehicles. [Source: rmi.org] 2021-01-18: West Virginia Division of Highways provides traffic counts, including continuous counts, weigh stations, and real-time data, which can be used to analyze traffic volume conditions. [Source: geocounts.com]; Research has been conducted on factors affecting air traffic volume, focusing on metropolitan regions in the USA and Europe. [Source: commons.erau.edu]; A study on Hwy 77 in Minnesota analyzed traffic volumes and travel times, using updated origin-destination data. [Source: www.dot.state.mn.us]; The U.S. 69 Modernization and Expansion Project predicts that traffic volume will double and travel times will triple by 2040. [Source: storymaps.arcgis.com]; Cabarrus County Development Ordinance requires traffic impact analysis, including existing traffic volumes for all significant modes of travel. [Source: www.cabarruscounty.us]; Pedestrian injury and social equity in Oregon are affected by higher vehicle traffic volumes and travel behavior. [Source: www.oregon.gov]; Commercial passenger travel was severely impacted by the pandemic, with passenger volume rebounding to 32% of 2019 levels by October 2020. [Source: infrastructurereportcard.org]; In 2015, it was discovered that Volkswagen diesel vehicles sold in the United States had fraudulently passed emissions tests, leading to increased vehicle miles traveled (VMT) and pollution. [Source: climatechange.ri.gov]; Vehicle miles traveled (VMT) is a key metric used to evaluate transportation impacts and plan for future mobility. [Source: planning.lacity.gov, www.mapc.org, dot.ca.gov]; The California Air Resources Board (CARB) has adopted various mobile source transportation control strategies since 1990 to reduce emissions. [Source: ww2.arb.ca.gov]; The Oregon Secretary of State defines \"mobile property\" as all motor vehicles, and transportation occurs within the state borders. [Source: secure.sos.state.or.us] 2021-01-11: The U.S. Department of Transportation estimated monthly motor vehicle travel for November 2020. [Source: www.fhwa.dot.gov]; The 2020 Illinois Travel Statistics publication provided detailed traffic data, including annual average daily traffic on state lines. [Source: idot.illinois.gov]; The Bureau of Transportation Statistics (BTS) reported a holiday surge in travel exceeding last year\\'s numbers for trips to certain places. [Source: www.bts.gov]; Urban SDK provides traffic count data, including state and county traffic count data, traffic speed data, traffic volume data, and travel time data. [Source: www.urbansdk.com]; The Colorado Department of Transportation (CDOT) reported low traffic volumes on highways due to COVID-19 travel restrictions. [Source: www.codot.gov]; Vehicle miles traveled (VMT) is a key metric in transportation planning, and reducing VMT is a goal for many initiatives. [Source: sharedusemobilitycenter.org, ridewithvia.com, rhg.com, discover.pbcgov.org]; Alternative transportation options, such as shared mobility services and public transit, can help reduce VMT and traffic congestion. [Source: ridewithvia.com, www.miamidadetpo.org, escholarship.org]; The COVID-19 pandemic has impacted transportation trends, with a decrease in VMT during the recession. [Source: discover.pbcgov.org, escholarship.org] 2021-01-04: A before-after study on US 281 in San Antonio found that travel times increased and traffic volumes increased on the roadway. [Source: policy.tti.tamu.edu]; More than three-quarters of fatal pedestrian crash hot spots had speed limits of 30 mph or higher, and 62% had traffic volumes exceeding 25,000 vehicles per day. [Source: jtlu.org]; Mainline WIM systems are commonly used to collect traffic characteristics information for analysis of travel and traffic volumes. [Source: ops.fhwa.dot.gov]; Objective facts about the Traffic and Transportation situation:Vehicle miles traveled (VMT) is a key metric to track road user charges and encourage less climate and air pollution. [Source: www.portland.gov]63% of total miles traveled by class 8 trucks in the United States are suitable for platooning. [Source: www.nrel.gov]Annual vehicle miles traveled in the United States is a key factor in transportation planning. [Source: www.ncdot.gov]Passenger miles traveled (PMT) is the total number of miles traveled by all passengers on public transportation. [Source: www.transit.dot.gov];'\n 'Available facts are as follows: 2021-01-25: The traffic volume on the Bay Bridge and approach transportation network is increasing, causing concerns. [Source: www.baycrossingstudy.com]; The average weekly traffic volume in the Phoenix metropolitan area decreased by 35% during the first month of the COVID-19 pandemic response. [Source: www.ncbi.nlm.nih.gov]; The traffic volume is down 16% compared to 2019 due to COVID-19-related telework policies. [Source: dot.ca.gov]; Objective facts about the Traffic and Transportation situation:Placer County proposes to construct parking and traffic flow improvements to reduce vehicle miles traveled (VMT) through redistribution. [Source: www.placer.ca.gov]In North Carolina, state lane-miles carry 77 percent of all vehicle miles of travel in the state. [Source: tripnet.org]Ride-hailing companies increase vehicle miles traveled in some cities. [Source: www.planetizen.com]In the United States, transportation is responsible for 27% of greenhouse gas emissions, mostly from vehicles. [Source: rmi.org] 2021-01-18: West Virginia Division of Highways provides traffic counts, including continuous counts, weigh stations, and real-time data, which can be used to analyze traffic volume conditions. [Source: geocounts.com]; Research has been conducted on factors affecting air traffic volume, focusing on metropolitan regions in the USA and Europe. [Source: commons.erau.edu]; A study on Hwy 77 in Minnesota analyzed traffic volumes and travel times, using updated origin-destination data. [Source: www.dot.state.mn.us]; The U.S. 69 Modernization and Expansion Project predicts that traffic volume will double and travel times will triple by 2040. [Source: storymaps.arcgis.com]; Cabarrus County Development Ordinance requires traffic impact analysis, including existing traffic volumes for all significant modes of travel. [Source: www.cabarruscounty.us]; Pedestrian injury and social equity in Oregon are affected by higher vehicle traffic volumes and travel behavior. [Source: www.oregon.gov]; Commercial passenger travel was severely impacted by the pandemic, with passenger volume rebounding to 32% of 2019 levels by October 2020. [Source: infrastructurereportcard.org]; In 2015, it was discovered that Volkswagen diesel vehicles sold in the United States had fraudulently passed emissions tests, leading to increased vehicle miles traveled (VMT) and pollution. [Source: climatechange.ri.gov]; Vehicle miles traveled (VMT) is a key metric used to evaluate transportation impacts and plan for future mobility. [Source: planning.lacity.gov, www.mapc.org, dot.ca.gov]; The California Air Resources Board (CARB) has adopted various mobile source transportation control strategies since 1990 to reduce emissions. [Source: ww2.arb.ca.gov]; The Oregon Secretary of State defines \"mobile property\" as all motor vehicles, and transportation occurs within the state borders. [Source: secure.sos.state.or.us] 2021-01-11: The U.S. Department of Transportation estimated monthly motor vehicle travel for November 2020. [Source: www.fhwa.dot.gov]; The 2020 Illinois Travel Statistics publication provided detailed traffic data, including annual average daily traffic on state lines. [Source: idot.illinois.gov]; The Bureau of Transportation Statistics (BTS) reported a holiday surge in travel exceeding last year\\'s numbers for trips to certain places. [Source: www.bts.gov]; Urban SDK provides traffic count data, including state and county traffic count data, traffic speed data, traffic volume data, and travel time data. [Source: www.urbansdk.com]; The Colorado Department of Transportation (CDOT) reported low traffic volumes on highways due to COVID-19 travel restrictions. [Source: www.codot.gov]; Vehicle miles traveled (VMT) is a key metric in transportation planning, and reducing VMT is a goal for many initiatives. [Source: sharedusemobilitycenter.org, ridewithvia.com, rhg.com, discover.pbcgov.org]; Alternative transportation options, such as shared mobility services and public transit, can help reduce VMT and traffic congestion. [Source: ridewithvia.com, www.miamidadetpo.org, escholarship.org]; The COVID-19 pandemic has impacted transportation trends, with a decrease in VMT during the recession. [Source: discover.pbcgov.org, escholarship.org] 2021-01-04: A before-after study on US 281 in San Antonio found that travel times increased and traffic volumes increased on the roadway. [Source: policy.tti.tamu.edu]; More than three-quarters of fatal pedestrian crash hot spots had speed limits of 30 mph or higher, and 62% had traffic volumes exceeding 25,000 vehicles per day. [Source: jtlu.org]; Mainline WIM systems are commonly used to collect traffic characteristics information for analysis of travel and traffic volumes. [Source: ops.fhwa.dot.gov]; Objective facts about the Traffic and Transportation situation:Vehicle miles traveled (VMT) is a key metric to track road user charges and encourage less climate and air pollution. [Source: www.portland.gov]63% of total miles traveled by class 8 trucks in the United States are suitable for platooning. [Source: www.nrel.gov]Annual vehicle miles traveled in the United States is a key factor in transportation planning. [Source: www.ncdot.gov]Passenger miles traveled (PMT) is the total number of miles traveled by all passengers on public transportation. [Source: www.transit.dot.gov];']"}
{"batch_x": [265550.0, 265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0], "batch_y": [262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0], "batch_x_timestamps_datetime64_ns": [1593561600000000000, 1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000], "batch_y_timestamps_datetime64_ns": [1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000], "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], [-0.5, -0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438]], "batch_text": "['Available facts are as follows: 2021-02-22: The latest VMT data shows that the total miles driven in the US in 2020 was the lowest in two decades. [Source: highways.dot.gov, www.roadsbridges.com]; Vehicle miles traveled (VMT) is a key indicator of mobility and traffic safety. [Source: www.ncbi.nlm.nih.gov]; In the USA, during 2015, older driver licensure laws were associated with travel patterns and vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; The new mobility features in ABM2+ go beyond the state of the art in the United States, and miles traveled outside of the San Diego County are discounted from the total. [Source: www.sandag.org] 2021-02-15: The 71% decrease in VMT (Vehicle Miles Traveled) for all travel on all roads in CA, ID, and WA was greater than the estimated 30% change in traffic volumes on 40 state highways. [Source: www.ncbi.nlm.nih.gov]; By 2040, traffic volumes are expected to double and travel times triple along the U.S. 69 in Johnson County. [Source: www.kcur.org]; Historically, initiatives have resulted in higher traffic volume, faster processing, and shorter wait times for arriving travelers at the top 25 airports. [Source: www.cbp.gov]; Average Daily Traffic (ADT) is the average daily traffic volume, sometimes referred to as AADT, Average Annual Daily Traffic. [Source: bgmpo.org]; Objective facts about the Traffic and Transportation situation:Light vehicles accounted for 90% of the 3.3 trillion vehicle miles driven in the U.S. in 2019. [Source: tedb.ornl.gov]Cupertino\\'s target VMT reduction is 14.4% below the current level. [Source: www.cupertino.org]48% of West Virginia\\'s bridges by count, and 84% by deck area, were rated fair or poor condition. [Source: tripnet.org] 2021-02-08: Traffic volume was significantly reduced due to the COVID-19 pandemic [Source: www.ncbi.nlm.nih.gov]; In 2016, traffic volume in the I-81 corridor was 63,400 vehicles a day, more than double compared to two decades earlier [Source: news.mdot.maryland.gov]; The U.S. 33 corridor had experienced significant growth in traffic volumes and was projected to have a sustained growth in the future [Source: www.transportation.ohio.gov]; In November 2020, 26.9 million were domestic passengers and 2.9 million were international passengers on U.S. airlines flights [Source: www.bts.gov]; : The pandemic has led to a reduction in vehicle miles traveled (VMT) in Houston, resulting in an improvement in the city\\'s ranking of \"greenest cities\" in the US. [Source: kinder.rice.edu]; : There are 35 miles of freeway traveled by 56,000+ vehicles per day in the US 33 Smart Mobility Corridor. [Source: www.thebetadistrict.com]; : A zero-emission area is a geographic boundary where fossil-fueled mobility is restricted or prohibited, and Los Angeles aims to develop the first such area in the US. [Source: theicct.org] 2021-02-01: The COVID-19 pandemic has had a significant impact on traffic volume, with a decrease in traffic entering the CBD screenline in Qatar. [Source: www.ncbi.nlm.nih.gov]; Urban SDK provides data on traffic speed, traffic volume, travel time, and road characteristics, which can be used by state and local government agencies. [Source: www.urbansdk.com]; Traffic volume is a factor that affects air pollution, and a decrease in traffic volume can lead to a decrease in air pollutants. [Source: www.ncbi.nlm.nih.gov]; Local roads and streets are designed to distribute traffic to highways, and traffic volume is not usually a major factor in their design. [Source: www.scdot.org]; Bluetooth traffic data can be used to forecast urban travel time. [Source: www.sciencedirect.com]; In the US, 88% of travel in California is by auto, and vehicle miles traveled (VMT) is a key metric for transportation planning. [Source: dot.ca.gov]; The share of VMT on US roadways from commercial vehicle traffic is significant, and pricing commercial services can help advance equitable mobility. [Source: www.portland.gov]; In 2015, 42% of all vehicle miles of travel in Maine were on the National Highway System. [Source: tripnet.org]; The interstate highway system has contributed to the growth of the US economy by improving mobility. [Source: www.richmondfed.org];'\n 'Available facts are as follows: 2021-02-22: The latest VMT data shows that the total miles driven in the US in 2020 was the lowest in two decades. [Source: highways.dot.gov, www.roadsbridges.com]; Vehicle miles traveled (VMT) is a key indicator of mobility and traffic safety. [Source: www.ncbi.nlm.nih.gov]; In the USA, during 2015, older driver licensure laws were associated with travel patterns and vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; The new mobility features in ABM2+ go beyond the state of the art in the United States, and miles traveled outside of the San Diego County are discounted from the total. [Source: www.sandag.org] 2021-02-15: The 71% decrease in VMT (Vehicle Miles Traveled) for all travel on all roads in CA, ID, and WA was greater than the estimated 30% change in traffic volumes on 40 state highways. [Source: www.ncbi.nlm.nih.gov]; By 2040, traffic volumes are expected to double and travel times triple along the U.S. 69 in Johnson County. [Source: www.kcur.org]; Historically, initiatives have resulted in higher traffic volume, faster processing, and shorter wait times for arriving travelers at the top 25 airports. [Source: www.cbp.gov]; Average Daily Traffic (ADT) is the average daily traffic volume, sometimes referred to as AADT, Average Annual Daily Traffic. [Source: bgmpo.org]; Objective facts about the Traffic and Transportation situation:Light vehicles accounted for 90% of the 3.3 trillion vehicle miles driven in the U.S. in 2019. [Source: tedb.ornl.gov]Cupertino\\'s target VMT reduction is 14.4% below the current level. [Source: www.cupertino.org]48% of West Virginia\\'s bridges by count, and 84% by deck area, were rated fair or poor condition. [Source: tripnet.org] 2021-02-08: Traffic volume was significantly reduced due to the COVID-19 pandemic [Source: www.ncbi.nlm.nih.gov]; In 2016, traffic volume in the I-81 corridor was 63,400 vehicles a day, more than double compared to two decades earlier [Source: news.mdot.maryland.gov]; The U.S. 33 corridor had experienced significant growth in traffic volumes and was projected to have a sustained growth in the future [Source: www.transportation.ohio.gov]; In November 2020, 26.9 million were domestic passengers and 2.9 million were international passengers on U.S. airlines flights [Source: www.bts.gov]; : The pandemic has led to a reduction in vehicle miles traveled (VMT) in Houston, resulting in an improvement in the city\\'s ranking of \"greenest cities\" in the US. [Source: kinder.rice.edu]; : There are 35 miles of freeway traveled by 56,000+ vehicles per day in the US 33 Smart Mobility Corridor. [Source: www.thebetadistrict.com]; : A zero-emission area is a geographic boundary where fossil-fueled mobility is restricted or prohibited, and Los Angeles aims to develop the first such area in the US. [Source: theicct.org] 2021-02-01: The COVID-19 pandemic has had a significant impact on traffic volume, with a decrease in traffic entering the CBD screenline in Qatar. [Source: www.ncbi.nlm.nih.gov]; Urban SDK provides data on traffic speed, traffic volume, travel time, and road characteristics, which can be used by state and local government agencies. [Source: www.urbansdk.com]; Traffic volume is a factor that affects air pollution, and a decrease in traffic volume can lead to a decrease in air pollutants. [Source: www.ncbi.nlm.nih.gov]; Local roads and streets are designed to distribute traffic to highways, and traffic volume is not usually a major factor in their design. [Source: www.scdot.org]; Bluetooth traffic data can be used to forecast urban travel time. [Source: www.sciencedirect.com]; In the US, 88% of travel in California is by auto, and vehicle miles traveled (VMT) is a key metric for transportation planning. [Source: dot.ca.gov]; The share of VMT on US roadways from commercial vehicle traffic is significant, and pricing commercial services can help advance equitable mobility. [Source: www.portland.gov]; In 2015, 42% of all vehicle miles of travel in Maine were on the National Highway System. [Source: tripnet.org]; The interstate highway system has contributed to the growth of the US economy by improving mobility. [Source: www.richmondfed.org];']"}
{"batch_x": [265060.0, 257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0], "batch_y": [252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0], "batch_x_timestamps_datetime64_ns": [1596240000000000000, 1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000], "batch_y_timestamps_datetime64_ns": [1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000], "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], [-0.5, 0.1666666716337204, -0.5, 0.24794520437717438], [-0.5, -0.5, -0.5, 0.33287671208381653]], "batch_text": "[\"Available facts are as follows: 2021-03-22: The United States Department of Transportation measures traffic volumes and traffic flow, indicating that when traffic volume is low, the cost of travel decreases. [Source: ops.fhwa.dot.gov]; New techniques for measuring traffic volumes are needed to supplement present manual methods due to the magnitude of travel on the nation's streets and highways. [Source: onlinepubs.trb.org]; StreetLight Data provides traffic volume and class data, diagnosing traffic patterns for all hours of the day, including traffic counts, trip purpose, demographics, and top routes. [Source: www.streetlightdata.com]; The Bureau of Transportation Statistics provides refined estimates of traffic volume trends through the Monthly Traffic Volume Trend Report and final data through the Highway Performance Monitoring System (HPMS). [Source: www.bts.dot.gov]; In 2020, the U.S. pedestrian fatality rate per billion vehicle miles traveled (VMT) jumped to 2.3 deaths, an unprecedented 21% increase from the previous year. [Source: www.ghsa.org]; Texas has 748 million daily vehicle miles traveled (VMT). [Source: ftp.txdot.gov]; The State of Vermont Agency of Transportation has a Mobility and Transportation Innovations (MTI) Grant Program to expand first mile/last mile transportation options. [Source: vtrans.vermont.gov] 2021-03-15: Travel during March 2021 on all roads and streets in the nation changed by +19.0% (+42.0 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; The average one-way commute in the United States increased to a new high of 27.6 minutes in 2019. [Source: www.census.gov]; Passengers on All 2020 U.S.-Based Flights Down 62% from 2019. [Source: www.bts.dot.gov]; The average one-way commute in the United States increased to a new high of 27.6 minutes in 2019. [Source: www.census.gov]; The total number of miles driven in the United States is significant, with China having about the same number of motor vehicles. [Source: www.cato.org]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with goals to reduce VMT from 2017 levels. [Source: www.issaquahwa.gov] 2021-03-08: Vehicle travel trends, including average trip distance, trip count, trip duration, and vehicle miles traveled (VMT) for passenger vehicles, are indexed. [Source: www.bts.gov]; Vehicle miles traveled in the US decreased by 41% in 2020. [Source: jamanetwork.com]; Passenger traffic in 2020 was the lowest on U.S. airlines since the mid-1980s. [Source: www.bts.gov]; Traffic delay fell nearly 50% in major cities, saving U.S. drivers nearly 75 hours compared to 2019. [Source: inrix.com]; Vehicle miles traveled (VMT) declined 5 to 30 percent in major metro areas in the US during the COVID-19 pandemic. [Source: www.autonews.com]; Average daily VMT dropped in all but two U.S. urban areas studied, Fort Meyers, Florida and Mobile, Alabama. [Source: www.boston.com]; A total daily VMT reduction of 12,641 miles is needed in the year 2021 to meet mitigation plan goals. [Source: ww2.arb.ca.gov] 2021-03-01: The Nevada Department of Transportation will update traffic count data for 2023 in July 2024. [Source: www.dot.nv.gov]; Traffic volume is a consideration for rural road upgrades in Honduras. [Source: www.mcc.gov]; Probe travel time data on low-volume roads in Maryland has been validated. [Source: www.mdt2center.umd.edu]; Traffic volume is a factor in air quality in Atlanta, USA. [Source: journals.sagepub.com]; The State Route 8 Corridor Operations Planning Study includes traffic volumes and travel times. [Source: www.spcregion.org]; The United States has an extensive transportation system with over 4 million miles of roads. [Source: leadershipintransportation.com]; In New Mexico, 79% of vehicle miles of travel occur on state lane-miles, and 89% of bridges by deck area are on the state system. [Source: tripnet.org]; California adopted VMT (Vehicle Miles of Travel) as a metric to analyze transportation impacts for new projects in 2019. [Source: scag.ca.gov]; The Caltrans 2020-2024 Strategic Plan aims to reduce vehicle miles traveled (VMT) through increased high occupancy modes, active transportation, and other operational strategies. [Source: dot.ca.gov]; In Boston, vehicle miles traveled decreased during the COVID-19 pandemic, as observed through bike counts and mobility dashboards. [Source: storymaps.arcgis.com];\"\n \"Available facts are as follows: 2021-03-22: The United States Department of Transportation measures traffic volumes and traffic flow, indicating that when traffic volume is low, the cost of travel decreases. [Source: ops.fhwa.dot.gov]; New techniques for measuring traffic volumes are needed to supplement present manual methods due to the magnitude of travel on the nation's streets and highways. [Source: onlinepubs.trb.org]; StreetLight Data provides traffic volume and class data, diagnosing traffic patterns for all hours of the day, including traffic counts, trip purpose, demographics, and top routes. [Source: www.streetlightdata.com]; The Bureau of Transportation Statistics provides refined estimates of traffic volume trends through the Monthly Traffic Volume Trend Report and final data through the Highway Performance Monitoring System (HPMS). [Source: www.bts.dot.gov]; In 2020, the U.S. pedestrian fatality rate per billion vehicle miles traveled (VMT) jumped to 2.3 deaths, an unprecedented 21% increase from the previous year. [Source: www.ghsa.org]; Texas has 748 million daily vehicle miles traveled (VMT). [Source: ftp.txdot.gov]; The State of Vermont Agency of Transportation has a Mobility and Transportation Innovations (MTI) Grant Program to expand first mile/last mile transportation options. [Source: vtrans.vermont.gov] 2021-03-15: Travel during March 2021 on all roads and streets in the nation changed by +19.0% (+42.0 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; The average one-way commute in the United States increased to a new high of 27.6 minutes in 2019. [Source: www.census.gov]; Passengers on All 2020 U.S.-Based Flights Down 62% from 2019. [Source: www.bts.dot.gov]; The average one-way commute in the United States increased to a new high of 27.6 minutes in 2019. [Source: www.census.gov]; The total number of miles driven in the United States is significant, with China having about the same number of motor vehicles. [Source: www.cato.org]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with goals to reduce VMT from 2017 levels. [Source: www.issaquahwa.gov] 2021-03-08: Vehicle travel trends, including average trip distance, trip count, trip duration, and vehicle miles traveled (VMT) for passenger vehicles, are indexed. [Source: www.bts.gov]; Vehicle miles traveled in the US decreased by 41% in 2020. [Source: jamanetwork.com]; Passenger traffic in 2020 was the lowest on U.S. airlines since the mid-1980s. [Source: www.bts.gov]; Traffic delay fell nearly 50% in major cities, saving U.S. drivers nearly 75 hours compared to 2019. [Source: inrix.com]; Vehicle miles traveled (VMT) declined 5 to 30 percent in major metro areas in the US during the COVID-19 pandemic. [Source: www.autonews.com]; Average daily VMT dropped in all but two U.S. urban areas studied, Fort Meyers, Florida and Mobile, Alabama. [Source: www.boston.com]; A total daily VMT reduction of 12,641 miles is needed in the year 2021 to meet mitigation plan goals. [Source: ww2.arb.ca.gov] 2021-03-01: The Nevada Department of Transportation will update traffic count data for 2023 in July 2024. [Source: www.dot.nv.gov]; Traffic volume is a consideration for rural road upgrades in Honduras. [Source: www.mcc.gov]; Probe travel time data on low-volume roads in Maryland has been validated. [Source: www.mdt2center.umd.edu]; Traffic volume is a factor in air quality in Atlanta, USA. [Source: journals.sagepub.com]; The State Route 8 Corridor Operations Planning Study includes traffic volumes and travel times. [Source: www.spcregion.org]; The United States has an extensive transportation system with over 4 million miles of roads. [Source: leadershipintransportation.com]; In New Mexico, 79% of vehicle miles of travel occur on state lane-miles, and 89% of bridges by deck area are on the state system. [Source: tripnet.org]; California adopted VMT (Vehicle Miles of Travel) as a metric to analyze transportation impacts for new projects in 2019. [Source: scag.ca.gov]; The Caltrans 2020-2024 Strategic Plan aims to reduce vehicle miles traveled (VMT) through increased high occupancy modes, active transportation, and other operational strategies. [Source: dot.ca.gov]; In Boston, vehicle miles traveled decreased during the COVID-19 pandemic, as observed through bike counts and mobility dashboards. [Source: storymaps.arcgis.com];\"]"}
{"batch_x": [257531.0, 266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0], "batch_y": [276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0], "batch_x_timestamps_datetime64_ns": [1598918400000000000, 1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000], "batch_y_timestamps_datetime64_ns": [1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000], "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], [-0.5, -0.5, -0.5, 0.33287671208381653], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904]], "batch_text": "['Available facts are as follows: 2021-04-19: In the United States, trips taken by drivers have increased on a slight upward trend in the last few weeks, but morning traffic is still down in major metro areas. [Source: inrix.com]; The COVID-19 pandemic has had a significant impact on traffic density and volumes, with changes in travel routines affecting traffic patterns. [Source: www.hindawi.com]; Seven of the top 10 airports by passenger traffic volume are in China, and three are in the United States, with domestic air travel beginning a modest recovery. [Source: aci.aero, www.aeroflap.com.br]; Vehicle miles traveled per person has remained steady in the state, and air passenger traffic has increased. [Source: drcog.org]; The COVID-19 exponent correlated with the number of vehicle miles traveled in the US, and together, air and vehicular travel explained 70% of the COVID-19 spread. [Source: www.medrxiv.org]; There was a reduction in miles traveled in private vehicles, leading to a decrease in overall transportation-related emissions. [Source: ridewithvia.com]; The average annual delay per commuter vehicle in the Dallas-Fort Worth area increased between 2009 and 2017. [Source: dallascityhall.com]; Morning traffic is still far below pre-COVID levels in terms of trips and vehicle-miles traveled in major metro areas in the United States. [Source: inrix.com] 2021-04-12: The traffic volume in downtown Heber City is above the annual average for five months of the year, likely due to high tourist activity. [Source: hebervalleyeis.udot.utah.gov]; Route 37 in Rhode Island has a daily traffic count of 42,000 vehicles, making it one of the busiest roads in the state. [Source: www.dot.ri.gov]; Travel in the Southern United States has increased, according to VMT by state growth data. [Source: inrix.com]; Between 2003 and 2019, annual vehicle miles traveled (VMT) in the United States grew from 2.89 trillion to 3.26 trillion, an increase of 376 billion VMT or 13%. [Source: www.ncdot.gov]; According to the United States Environmental Protection Agency, the transportation sector is a significant contributor to greenhouse gas emissions, with vehicle miles traveled being a key factor. [Source: www.pedbikeinfo.org]; VMT across the United States has remained relatively stable despite the country re-emerging from COVID-19. [Source: inrix.com] 2021-04-05: Current and projected traffic volume is a key factor in designing transportation systems, including border checkpoints and highways. [Source: www.gao.gov]; In the United States, traffic volume and travel times are being examined to alleviate high-traffic volumes and congestion. [Source: www.seattletimes.com]; The classification of road segments, as defined by FHWA, is used to determine functional classification, which affects traffic volume and congestion. [Source: www.dot.state.al.us]; Principal Arterials typically serve major activity centers with higher traffic volumes and longer trips. [Source: cms7files.revize.com]; U.S. Vehicle Miles Traveled (VMT) and average traffic on rated U.S. toll roads have recovered to around 40% of 2019 levels. [Source: www.spglobal.com]; In 2017, 124.7 billion vehicle miles were traveled in Georgia, a 16 percent increase from its low of 107.5 billion in 2012. [Source]; Diesel fuel powers 99% of US heavy-duty trucks and buses, which account for less than 5% of vehicle miles travelled. [Source] 2021-03-29: The United States Department of Transportation provides guidelines and tools for traffic analysis, including measuring travel time and speed, and calculating volume/capacity (v/c) ratio. [Source: ops.fhwa.dot.gov]; Traffic volume has been affected by the COVID-19 pandemic, with a significant reduction in traffic volumes in some areas, but also an increase in high-speed driving. [Source: wtsc.wa.gov]; Easter weekend is typically one of the worst travel days in the United States, but the pandemic has changed travel patterns. [Source: patch.com]; Vehicle miles traveled (VMT) is a key performance measure used by state DOTs and MPOs, along with LOS and traffic volume. [Source]; There is a trend of declining transit usage, matched with an 8% increase in vehicle miles traveled nationwide. [Source]; The gas tax is becoming less effective as the U.S. government and private sector improve gas efficiency and accelerate the use of electric and hybrid vehicles. [Source];'\n 'Available facts are as follows: 2021-04-19: In the United States, trips taken by drivers have increased on a slight upward trend in the last few weeks, but morning traffic is still down in major metro areas. [Source: inrix.com]; The COVID-19 pandemic has had a significant impact on traffic density and volumes, with changes in travel routines affecting traffic patterns. [Source: www.hindawi.com]; Seven of the top 10 airports by passenger traffic volume are in China, and three are in the United States, with domestic air travel beginning a modest recovery. [Source: aci.aero, www.aeroflap.com.br]; Vehicle miles traveled per person has remained steady in the state, and air passenger traffic has increased. [Source: drcog.org]; The COVID-19 exponent correlated with the number of vehicle miles traveled in the US, and together, air and vehicular travel explained 70% of the COVID-19 spread. [Source: www.medrxiv.org]; There was a reduction in miles traveled in private vehicles, leading to a decrease in overall transportation-related emissions. [Source: ridewithvia.com]; The average annual delay per commuter vehicle in the Dallas-Fort Worth area increased between 2009 and 2017. [Source: dallascityhall.com]; Morning traffic is still far below pre-COVID levels in terms of trips and vehicle-miles traveled in major metro areas in the United States. [Source: inrix.com] 2021-04-12: The traffic volume in downtown Heber City is above the annual average for five months of the year, likely due to high tourist activity. [Source: hebervalleyeis.udot.utah.gov]; Route 37 in Rhode Island has a daily traffic count of 42,000 vehicles, making it one of the busiest roads in the state. [Source: www.dot.ri.gov]; Travel in the Southern United States has increased, according to VMT by state growth data. [Source: inrix.com]; Between 2003 and 2019, annual vehicle miles traveled (VMT) in the United States grew from 2.89 trillion to 3.26 trillion, an increase of 376 billion VMT or 13%. [Source: www.ncdot.gov]; According to the United States Environmental Protection Agency, the transportation sector is a significant contributor to greenhouse gas emissions, with vehicle miles traveled being a key factor. [Source: www.pedbikeinfo.org]; VMT across the United States has remained relatively stable despite the country re-emerging from COVID-19. [Source: inrix.com] 2021-04-05: Current and projected traffic volume is a key factor in designing transportation systems, including border checkpoints and highways. [Source: www.gao.gov]; In the United States, traffic volume and travel times are being examined to alleviate high-traffic volumes and congestion. [Source: www.seattletimes.com]; The classification of road segments, as defined by FHWA, is used to determine functional classification, which affects traffic volume and congestion. [Source: www.dot.state.al.us]; Principal Arterials typically serve major activity centers with higher traffic volumes and longer trips. [Source: cms7files.revize.com]; U.S. Vehicle Miles Traveled (VMT) and average traffic on rated U.S. toll roads have recovered to around 40% of 2019 levels. [Source: www.spglobal.com]; In 2017, 124.7 billion vehicle miles were traveled in Georgia, a 16 percent increase from its low of 107.5 billion in 2012. [Source]; Diesel fuel powers 99% of US heavy-duty trucks and buses, which account for less than 5% of vehicle miles travelled. [Source] 2021-03-29: The United States Department of Transportation provides guidelines and tools for traffic analysis, including measuring travel time and speed, and calculating volume/capacity (v/c) ratio. [Source: ops.fhwa.dot.gov]; Traffic volume has been affected by the COVID-19 pandemic, with a significant reduction in traffic volumes in some areas, but also an increase in high-speed driving. [Source: wtsc.wa.gov]; Easter weekend is typically one of the worst travel days in the United States, but the pandemic has changed travel patterns. [Source: patch.com]; Vehicle miles traveled (VMT) is a key performance measure used by state DOTs and MPOs, along with LOS and traffic volume. [Source]; There is a trend of declining transit usage, matched with an 8% increase in vehicle miles traveled nationwide. [Source]; The gas tax is becoming less effective as the U.S. government and private sector improve gas efficiency and accelerate the use of electric and hybrid vehicles. [Source];']"}
{"batch_x": [266596.0, 238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0], "batch_y": [279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0], "batch_x_timestamps_datetime64_ns": [1601510400000000000, 1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000], "batch_y_timestamps_datetime64_ns": [1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000], "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], [-0.5, -0.1666666716337204, -0.5, 0.41506850719451904], [-0.5, 0.3333333432674408, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2021-05-24: As of May 2021, U.S. vehicle travel has rebounded to near pre-pandemic levels, with traffic levels returning to only five of the 100 largest metro areas. [Source: tripnet.org]; 15 states have seen traffic levels return to pre-pandemic levels. [Source: tripnet.org]; The development of Intelligent Transportation Systems can help identify the accurate scenario of the current state of traffic, incidents/accidents, and roadway characteristics. [Source: www.ncbi.nlm.nih.gov]; Real-time traffic data can be used to reduce travel time and ultimately lead to a reduction in traffic volume. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) in the US rebounded to near pre-pandemic levels, with a 15% increase between 2000 and 2016. [Source: tripnet.org, media.amtrak.com] 2021-05-17: The U.S. Department of Transportation estimated monthly motor vehicle travel for March 2021. [Source: www.fhwa.dot.gov]; The I-40 Bridge failure caused multimodal challenges, including the closure of the waterway under the bridge to all vessel traffic. [Source: www.bts.gov]; The 2022 Annual Average Daily Traffic figures for state highway traffic count locations in Washington State are available. [Source: www.arcgis.com]; The United States aims to achieve zero traffic-related crash fatalities in the future. [Source: safety.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a measure of the use of state highways and roads, and is one way to quantify the impact of transportation on the environment. [Source: transloc.com]; California has implemented the Clean Miles Standard, which requires zero-emissions vehicle use for ridesharing companies, with the goal of reducing air pollution. [Source: ww2.arb.ca.gov]; There is a growing emphasis on reducing VMT, with some states and organizations leading efforts to promote alternative modes of transportation and reduce reliance on personal vehicles. [Source: calsta.ca.gov, growth-management.alachuacounty.us]; Despite a decrease in VMT, pedestrian deaths increased in 2020, highlighting the need for continued efforts to improve road safety. [Source: www.ghsa.org] 2021-05-10: Traffic volume around the Las Vegas Valley has slowly been getting back to pre-pandemic levels. [Source: www.reviewjournal.com]; There was a dramatic percent decline in travel volumes during the pandemic, especially during shutdowns. [Source: www.nacwconference.com]; Traffic volume was significantly reduced due to the pandemic. [Source: www.sciencedirect.com]; There was a 16% decrease in total traffic volume on US highways during the first half of 2020 compared with the same period in 2019. [Source: digitalcommons.unl.edu]; In 2019, public transportation in the United States accounted for 13.4 billion transit passenger miles and 3.2 trillion vehicle miles traveled. [Source: www.apta.com] 2021-05-03: Incremental traffic models compute traffic volumes by optimizing travel times across the road network. [Source: research.fit.edu, www.sciencedirect.com]; Traffic volumes and speed, as well as the presence and composition of other multimodal traffic, are aspects of the roadway environment. [Source: www.wsdot.wa.gov]; Daily traffic volumes and travel speed counts are collected by the ATR counts. [Source: www.ctps.org]; The US government suspended traffic data collection operations due to the COVID-19 pandemic. [Source: www.ctps.org]; The US vehicle miles travelled (VMT) market is projected to have a 1.5% share of eVTOL miles travelled, equivalent to 65b n eVTOL miles travelled. [Source: advisor.morganstanley.com]; The chief metrics for electromobility policy are GHG (gCO2e/mile), Utility Factor(UF), and electric vehicle-miles traveled(eVMT). [Source: www.sciencedirect.com]; California's cap-and-trade program aims to decrease vehicle miles traveled by funding affordable housing and transportation projects. [Source: www.metro.net]; Locomotive emissions were estimated using rail miles traveled estimates and U.S. EPA locomotive emissions. [Source: railroads.dot.gov]; Alabama is the most car-dependent state in the U.S., according to a study by CoPilot, which looked at travel patterns, vehicle-miles traveled, and vehicle ownership. [Source: www.wkrg.com];\"\n \"Available facts are as follows: 2021-05-24: As of May 2021, U.S. vehicle travel has rebounded to near pre-pandemic levels, with traffic levels returning to only five of the 100 largest metro areas. [Source: tripnet.org]; 15 states have seen traffic levels return to pre-pandemic levels. [Source: tripnet.org]; The development of Intelligent Transportation Systems can help identify the accurate scenario of the current state of traffic, incidents/accidents, and roadway characteristics. [Source: www.ncbi.nlm.nih.gov]; Real-time traffic data can be used to reduce travel time and ultimately lead to a reduction in traffic volume. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) in the US rebounded to near pre-pandemic levels, with a 15% increase between 2000 and 2016. [Source: tripnet.org, media.amtrak.com] 2021-05-17: The U.S. Department of Transportation estimated monthly motor vehicle travel for March 2021. [Source: www.fhwa.dot.gov]; The I-40 Bridge failure caused multimodal challenges, including the closure of the waterway under the bridge to all vessel traffic. [Source: www.bts.gov]; The 2022 Annual Average Daily Traffic figures for state highway traffic count locations in Washington State are available. [Source: www.arcgis.com]; The United States aims to achieve zero traffic-related crash fatalities in the future. [Source: safety.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a measure of the use of state highways and roads, and is one way to quantify the impact of transportation on the environment. [Source: transloc.com]; California has implemented the Clean Miles Standard, which requires zero-emissions vehicle use for ridesharing companies, with the goal of reducing air pollution. [Source: ww2.arb.ca.gov]; There is a growing emphasis on reducing VMT, with some states and organizations leading efforts to promote alternative modes of transportation and reduce reliance on personal vehicles. [Source: calsta.ca.gov, growth-management.alachuacounty.us]; Despite a decrease in VMT, pedestrian deaths increased in 2020, highlighting the need for continued efforts to improve road safety. [Source: www.ghsa.org] 2021-05-10: Traffic volume around the Las Vegas Valley has slowly been getting back to pre-pandemic levels. [Source: www.reviewjournal.com]; There was a dramatic percent decline in travel volumes during the pandemic, especially during shutdowns. [Source: www.nacwconference.com]; Traffic volume was significantly reduced due to the pandemic. [Source: www.sciencedirect.com]; There was a 16% decrease in total traffic volume on US highways during the first half of 2020 compared with the same period in 2019. [Source: digitalcommons.unl.edu]; In 2019, public transportation in the United States accounted for 13.4 billion transit passenger miles and 3.2 trillion vehicle miles traveled. [Source: www.apta.com] 2021-05-03: Incremental traffic models compute traffic volumes by optimizing travel times across the road network. [Source: research.fit.edu, www.sciencedirect.com]; Traffic volumes and speed, as well as the presence and composition of other multimodal traffic, are aspects of the roadway environment. [Source: www.wsdot.wa.gov]; Daily traffic volumes and travel speed counts are collected by the ATR counts. [Source: www.ctps.org]; The US government suspended traffic data collection operations due to the COVID-19 pandemic. [Source: www.ctps.org]; The US vehicle miles travelled (VMT) market is projected to have a 1.5% share of eVTOL miles travelled, equivalent to 65b n eVTOL miles travelled. [Source: advisor.morganstanley.com]; The chief metrics for electromobility policy are GHG (gCO2e/mile), Utility Factor(UF), and electric vehicle-miles traveled(eVMT). [Source: www.sciencedirect.com]; California's cap-and-trade program aims to decrease vehicle miles traveled by funding affordable housing and transportation projects. [Source: www.metro.net]; Locomotive emissions were estimated using rail miles traveled estimates and U.S. EPA locomotive emissions. [Source: railroads.dot.gov]; Alabama is the most car-dependent state in the U.S., according to a study by CoPilot, which looked at travel patterns, vehicle-miles traveled, and vehicle ownership. [Source: www.wkrg.com];\"]"}
{"batch_x": [238300.0, 241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0], "batch_y": [288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0], "batch_x_timestamps_datetime64_ns": [1604188800000000000, 1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000], "batch_y_timestamps_datetime64_ns": [1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000], "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], [-0.5, 0.3333333432674408, -0.5, -0.5], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2021-06-21: Most low volume, residential intersections in Lubbock, Texas require no formal control, and Texas state law requires drivers to yield to all pedestrians at the intersection. [Source: ci.lubbock.tx.us]; StreetLight Data provides metrics for properly forecasting travel patterns, including volume/traffic counts, origin-destination, select link, demographics, trip purpose, and more. [Source: www.streetlightdata.com]; In 2019, the United States had a record high of vehicle miles of travel. [Source: tripnet.org]; AAA predicts that more than 47 million Americans will travel during the summer, setting a new record for travel volume. [Source: newsroom.aaa.com]; The COVID-19 pandemic has impacted the volume of trucks between Canada and the US across the Ambassador Bridge, with new traffic trends emerging. [Source: findingspress.org]; The Transportation Security Administration reports a high volume of air traffic at Denver International Airport, with federal officials requiring proof of vaccination for travelers. [Source: www.cpr.org]; SUMO (Simulation of Urban Mobility) is a simulation platform used to build traffic simulation scenarios under various traffic volumes and conditions. [Source: ieeexplore.ieee.org]; The National Neighborhood Data Archive (NaNDA) provides data on traffic volume and other metrics. [Source: nanda.isr.umich.edu]; The Interstate Highway System in the US is heavily congested, with some states experiencing a significant increase in vehicle miles of travel (VMT) since 2000. [Source: tripnet.org] 2021-06-14: The pandemic has had significant effects on traffic volumes and travel patterns, with a decrease in international air travelers entering the U.S. by about 54% in fiscal year 2020. [Source: www.gao.gov]; Radar Speed Signs are suitable for low to moderate traffic volumes. [Source: maps.udot.utah.gov]; The total weighted average traffic volume in a specific area was analyzed in a transportation study. [Source: www.santamonica.gov]; The goal is to reduce vehicle miles traveled per capita by 40% by 2050, as outlined in the CAP. [Source]; Vehicle ownership, licensing, fuel source, and vehicle miles traveled are projected to change in the United States. [Source]; Population increases and economic growth have resulted in an increase in vehicle miles of travel (VMT) and an increased demand for mobility. [Source]; Vehicle Miles Traveled (VMT) analyses are used for various land uses. [Source]; Shared micromobility programs, including dockless electric scooter-share (E-scooter), are popular in many U.S. cities. [Source]; The persistence of car ownership in the United States is unlikely to change, with access to other mobility options, including airline travel, car sharing, and public transportation, being limited. [Source]; Properties of plug-in electric vehicles (PEVs) sold in the United States from 2010 to 2020 were examined, including vehicle sales, miles driven. [Source]; The encouragement of sustainable mobility options and reduction of Vehicle Miles Traveled (VMT) is a goal. [Source]; Vehicles miles traveled (VMT) is the appropriate measure of transportation impacts for projects subject to CEQA. [Source]; GHG emissions and vehicle miles traveled (VMT) estimates for on-road vehicles are based on Federal Highway Administration (FHWA) data. [Source] 2021-06-07: The node size of US airports only reflects their traffic volumes related to Canada. [Source: appliednetsci.springeropen.com]; Traffic volume projections indicate congestion in Maricopa County, one of the fastest growing regions in the United States. [Source: azdot.gov]; With some sections of U.S. 23 already over-capacity, traffic volumes through Delaware County are expected to increase as the region continues to grow. [Source: www.transportation.ohio.gov]; UDOT has over 720 Traffic Monitoring Stations (TMS) installed on state roads, concentrated in urban areas, collecting vehicle speed, volume, and occupancy data. [Source: www.udot.utah.gov]; Passenger volume at the Las Vegas airport continues to grow as the economy recovers. [Source: www.ktnv.com]; As traffic volumes increased in the summer of 2020, fatalities rose dramatically, returning to pre-pandemic volumes with 337 fatalities by the end of the year. [Source: dps.iowa.gov]; The average daily number of vehicle miles traveled (VMT) across the United States was down by 15% overall in 2020. [Source: www.route-fifty.com]; In the United States, the National Roadway Safety aims to lower driven miles by 8% through monitoring current and future trends. [Source: www.octotelematics.com]; The 2023 Volkswagen ID.4 Electric Vehicle comes with three years of unlimited charging at Electrify America's fast-charging stations across the United States. [Source: www.volkswagenmobile.com]; The predominant mode of transportation in the United States is the automobile, which offers extraordinary personal mobility but also contributes to vehicle crashes, pedestrian injuries, and fatalities. [Source: healthdata.gov] 2021-05-31: In April 2021, the estimated monthly motor vehicle travel volume in the US was computed using Highway Statistics 2018 Table VM-2 as a base. [Source]; According to Google mobility data, the current traffic volume in the US was 86% of the usual travel volume in May 2021. [Source]; Vehicle Miles Traveled (VMT) in 2020 decreased by about 430.2 billion miles, or about 13.2% compared to 2019. [Source: www.nhtsa.gov]; 13 states do not have a single county in the top 10% of real safety risks to the transportation system. [Source: www.streetlightdata.com]; Crash rates are based on crashes per million vehicle-miles traveled. [Source: littlecottonwoodeis.udot.utah.gov];\"\n \"Available facts are as follows: 2021-06-21: Most low volume, residential intersections in Lubbock, Texas require no formal control, and Texas state law requires drivers to yield to all pedestrians at the intersection. [Source: ci.lubbock.tx.us]; StreetLight Data provides metrics for properly forecasting travel patterns, including volume/traffic counts, origin-destination, select link, demographics, trip purpose, and more. [Source: www.streetlightdata.com]; In 2019, the United States had a record high of vehicle miles of travel. [Source: tripnet.org]; AAA predicts that more than 47 million Americans will travel during the summer, setting a new record for travel volume. [Source: newsroom.aaa.com]; The COVID-19 pandemic has impacted the volume of trucks between Canada and the US across the Ambassador Bridge, with new traffic trends emerging. [Source: findingspress.org]; The Transportation Security Administration reports a high volume of air traffic at Denver International Airport, with federal officials requiring proof of vaccination for travelers. [Source: www.cpr.org]; SUMO (Simulation of Urban Mobility) is a simulation platform used to build traffic simulation scenarios under various traffic volumes and conditions. [Source: ieeexplore.ieee.org]; The National Neighborhood Data Archive (NaNDA) provides data on traffic volume and other metrics. [Source: nanda.isr.umich.edu]; The Interstate Highway System in the US is heavily congested, with some states experiencing a significant increase in vehicle miles of travel (VMT) since 2000. [Source: tripnet.org] 2021-06-14: The pandemic has had significant effects on traffic volumes and travel patterns, with a decrease in international air travelers entering the U.S. by about 54% in fiscal year 2020. [Source: www.gao.gov]; Radar Speed Signs are suitable for low to moderate traffic volumes. [Source: maps.udot.utah.gov]; The total weighted average traffic volume in a specific area was analyzed in a transportation study. [Source: www.santamonica.gov]; The goal is to reduce vehicle miles traveled per capita by 40% by 2050, as outlined in the CAP. [Source]; Vehicle ownership, licensing, fuel source, and vehicle miles traveled are projected to change in the United States. [Source]; Population increases and economic growth have resulted in an increase in vehicle miles of travel (VMT) and an increased demand for mobility. [Source]; Vehicle Miles Traveled (VMT) analyses are used for various land uses. [Source]; Shared micromobility programs, including dockless electric scooter-share (E-scooter), are popular in many U.S. cities. [Source]; The persistence of car ownership in the United States is unlikely to change, with access to other mobility options, including airline travel, car sharing, and public transportation, being limited. [Source]; Properties of plug-in electric vehicles (PEVs) sold in the United States from 2010 to 2020 were examined, including vehicle sales, miles driven. [Source]; The encouragement of sustainable mobility options and reduction of Vehicle Miles Traveled (VMT) is a goal. [Source]; Vehicles miles traveled (VMT) is the appropriate measure of transportation impacts for projects subject to CEQA. [Source]; GHG emissions and vehicle miles traveled (VMT) estimates for on-road vehicles are based on Federal Highway Administration (FHWA) data. [Source] 2021-06-07: The node size of US airports only reflects their traffic volumes related to Canada. [Source: appliednetsci.springeropen.com]; Traffic volume projections indicate congestion in Maricopa County, one of the fastest growing regions in the United States. [Source: azdot.gov]; With some sections of U.S. 23 already over-capacity, traffic volumes through Delaware County are expected to increase as the region continues to grow. [Source: www.transportation.ohio.gov]; UDOT has over 720 Traffic Monitoring Stations (TMS) installed on state roads, concentrated in urban areas, collecting vehicle speed, volume, and occupancy data. [Source: www.udot.utah.gov]; Passenger volume at the Las Vegas airport continues to grow as the economy recovers. [Source: www.ktnv.com]; As traffic volumes increased in the summer of 2020, fatalities rose dramatically, returning to pre-pandemic volumes with 337 fatalities by the end of the year. [Source: dps.iowa.gov]; The average daily number of vehicle miles traveled (VMT) across the United States was down by 15% overall in 2020. [Source: www.route-fifty.com]; In the United States, the National Roadway Safety aims to lower driven miles by 8% through monitoring current and future trends. [Source: www.octotelematics.com]; The 2023 Volkswagen ID.4 Electric Vehicle comes with three years of unlimited charging at Electrify America's fast-charging stations across the United States. [Source: www.volkswagenmobile.com]; The predominant mode of transportation in the United States is the automobile, which offers extraordinary personal mobility but also contributes to vehicle crashes, pedestrian injuries, and fatalities. [Source: healthdata.gov] 2021-05-31: In April 2021, the estimated monthly motor vehicle travel volume in the US was computed using Highway Statistics 2018 Table VM-2 as a base. [Source]; According to Google mobility data, the current traffic volume in the US was 86% of the usual travel volume in May 2021. [Source]; Vehicle Miles Traveled (VMT) in 2020 decreased by about 430.2 billion miles, or about 13.2% compared to 2019. [Source: www.nhtsa.gov]; 13 states do not have a single county in the top 10% of real safety risks to the transportation system. [Source: www.streetlightdata.com]; Crash rates are based on crashes per million vehicle-miles traveled. [Source: littlecottonwoodeis.udot.utah.gov];\"]"}
{"batch_x": [241451.0, 224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0], "batch_y": [279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0], "batch_x_timestamps_datetime64_ns": [1606780800000000000, 1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000], "batch_y_timestamps_datetime64_ns": [1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000], "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], [-0.5, -0.3333333432674408, -0.5, -0.41506850719451904], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2021-07-26: The travel time performance-based measures were affected by an increase in traffic volumes on connecting arterial links during a construction project period. [Source: www.tandfonline.com]; There were reductions in the amount of travel and traffic volume in the United States during the COVID-19 pandemic. [Source: aaafoundation.org]; Despite a sharp decline in total traffic volume, Arizona saw 1,057 traffic fatalities in 2021. [Source: azdot.gov]; The Level of Service (LOS) F is defined as a travel speed of 30% or less of the base free-flow speed, or a volume-to-capacity ratio above 1.0, indicating extremely low traffic speed and high congestion. [Source: www.smatstraffic.com]; The initial traffic volume of an edge in a transportation network can affect the emergence of traffic bottlenecks. [Source: arxiv.org]; Travel volumes likely facilitated the emergence of an early SARS-CoV-2 epidemic in the United States. [Source: www.cell.com]; Air cargo volume has hit a 4-year high, and vaccinated people from Europe and the U.S. can travel to the U.K. without restriction. [Source: www.freightwaves.com]; The average daily long-haul truck traffic on the national highway system in the United States has been tracked and recorded. [Source: www.bts.gov]; Reduced traffic volumes were seen in all cities across Virginia in 2020, resulting in a 15.0% reduction in CO2 emissions. [Source: digitalcommons.odu.edu]; The WyDOT Interactive Transportation System Map displays pavement and bridge conditions, traffic counts, and highway and road classifications. [Source: www.arcgis.com]; In 2018, vehicles on Kansas highways drove 88 million miles daily, highlighting the importance of transportation in sustaining the state's economy. [Source]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with various counties and cities tracking this data to inform their transportation plans. [Source] 2021-07-19: Traffic volume in the US was down 18% in 2020 compared to 2019, and employment was down 9%. [Source: trid.trb.org]; Traffic volumes in Maryland are now exceeding pre-pandemic levels, with a 50% decrease in statewide highway travel at the height of the pandemic. [Source: conduitstreet.mdcounties.org]; Knowledge of truck traffic volumes on state and interstate highways is critical for highway authorities and federal organizations. [Source: ieeexplore.ieee.org]; The number of vehicle miles traveled has decreased due to the COVID-19 pandemic, as measured by cell phone data and reported daily for every U.S. county. [Source: www.stevecicala.com]; Between 2013 and 2016, Uber and Lyft went from 30 million vehicle miles traveled, but recent U.S. census estimates show that many states have seen a decline in vehicle miles traveled. [Source: iireporter.com]; The 2020 INRIX Global Traffic Scorecard reported daily peak passenger vehicle miles in Seattle, WA. [Source: wstc.wa.gov]; Multimodal transportation options are being promoted in the state of New Mexico to reduce vehicles miles traveled and decarbonize transportation. [Source: www.emnrd.nm.gov]; Select summary highway statistics from 1980 to 2017 show mileage, lane-miles, vehicle miles traveled, and fatalities by state and functional system. [Source: datahub.transportation.gov] 2021-07-12: Travel during July 2021 on all roads and streets in the nation changed by +11.5% (+30.0 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; By 2021, two million electric vehicles (EVs) were in use in the United States. [Source]; The state of California aims to have all new cars sold in the state to be zero-emission by a certain date. [Source]; Vehicle miles traveled (VMT) is a key metric used to measure transportation infrastructure performance. [Source] 2021-07-05: Of the roughly 66,000 lbs CO₂e emitted over the lifetime of an internal combustion engine car, 84% come from the use phase. [Source: css.umich.edu]; Senate Bill (SB) 743 Implementation for Vehicle Miles Traveled (VMT) is being implemented in Palo Alto, CA. [Source: www.cityofpaloalto.org]; The goal of the GoLowell plan is to reduce Vehicle Miles Traveled (VMT), delay and congestion, and increase the number of people riding bicycles. [Source: www.lowellma.gov]; The Transit Emissions Dashboard displays emission reductions associated with replacing single occupancy vehicle trips with transit, carpool, or vanpool trips. [Source: www.codot.gov]; The DOT has designated almost 60,000 miles of highways in 48 states for the National EV Charging Corridor. [Source: www.renewable-innovations.com];\"\n \"Available facts are as follows: 2021-07-26: The travel time performance-based measures were affected by an increase in traffic volumes on connecting arterial links during a construction project period. [Source: www.tandfonline.com]; There were reductions in the amount of travel and traffic volume in the United States during the COVID-19 pandemic. [Source: aaafoundation.org]; Despite a sharp decline in total traffic volume, Arizona saw 1,057 traffic fatalities in 2021. [Source: azdot.gov]; The Level of Service (LOS) F is defined as a travel speed of 30% or less of the base free-flow speed, or a volume-to-capacity ratio above 1.0, indicating extremely low traffic speed and high congestion. [Source: www.smatstraffic.com]; The initial traffic volume of an edge in a transportation network can affect the emergence of traffic bottlenecks. [Source: arxiv.org]; Travel volumes likely facilitated the emergence of an early SARS-CoV-2 epidemic in the United States. [Source: www.cell.com]; Air cargo volume has hit a 4-year high, and vaccinated people from Europe and the U.S. can travel to the U.K. without restriction. [Source: www.freightwaves.com]; The average daily long-haul truck traffic on the national highway system in the United States has been tracked and recorded. [Source: www.bts.gov]; Reduced traffic volumes were seen in all cities across Virginia in 2020, resulting in a 15.0% reduction in CO2 emissions. [Source: digitalcommons.odu.edu]; The WyDOT Interactive Transportation System Map displays pavement and bridge conditions, traffic counts, and highway and road classifications. [Source: www.arcgis.com]; In 2018, vehicles on Kansas highways drove 88 million miles daily, highlighting the importance of transportation in sustaining the state's economy. [Source]; Vehicle miles traveled (VMT) is a key metric in transportation planning, with various counties and cities tracking this data to inform their transportation plans. [Source] 2021-07-19: Traffic volume in the US was down 18% in 2020 compared to 2019, and employment was down 9%. [Source: trid.trb.org]; Traffic volumes in Maryland are now exceeding pre-pandemic levels, with a 50% decrease in statewide highway travel at the height of the pandemic. [Source: conduitstreet.mdcounties.org]; Knowledge of truck traffic volumes on state and interstate highways is critical for highway authorities and federal organizations. [Source: ieeexplore.ieee.org]; The number of vehicle miles traveled has decreased due to the COVID-19 pandemic, as measured by cell phone data and reported daily for every U.S. county. [Source: www.stevecicala.com]; Between 2013 and 2016, Uber and Lyft went from 30 million vehicle miles traveled, but recent U.S. census estimates show that many states have seen a decline in vehicle miles traveled. [Source: iireporter.com]; The 2020 INRIX Global Traffic Scorecard reported daily peak passenger vehicle miles in Seattle, WA. [Source: wstc.wa.gov]; Multimodal transportation options are being promoted in the state of New Mexico to reduce vehicles miles traveled and decarbonize transportation. [Source: www.emnrd.nm.gov]; Select summary highway statistics from 1980 to 2017 show mileage, lane-miles, vehicle miles traveled, and fatalities by state and functional system. [Source: datahub.transportation.gov] 2021-07-12: Travel during July 2021 on all roads and streets in the nation changed by +11.5% (+30.0 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; By 2021, two million electric vehicles (EVs) were in use in the United States. [Source]; The state of California aims to have all new cars sold in the state to be zero-emission by a certain date. [Source]; Vehicle miles traveled (VMT) is a key metric used to measure transportation infrastructure performance. [Source] 2021-07-05: Of the roughly 66,000 lbs CO₂e emitted over the lifetime of an internal combustion engine car, 84% come from the use phase. [Source: css.umich.edu]; Senate Bill (SB) 743 Implementation for Vehicle Miles Traveled (VMT) is being implemented in Palo Alto, CA. [Source: www.cityofpaloalto.org]; The goal of the GoLowell plan is to reduce Vehicle Miles Traveled (VMT), delay and congestion, and increase the number of people riding bicycles. [Source: www.lowellma.gov]; The Transit Emissions Dashboard displays emission reductions associated with replacing single occupancy vehicle trips with transit, carpool, or vanpool trips. [Source: www.codot.gov]; The DOT has designated almost 60,000 miles of highways in 48 states for the National EV Charging Corridor. [Source: www.renewable-innovations.com];\"]"}
{"batch_x": [224959.0, 207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0], "batch_y": [270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0], "batch_x_timestamps_datetime64_ns": [1609459200000000000, 1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000], "batch_y_timestamps_datetime64_ns": [1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000], "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], [-0.5, -0.3333333432674408, -0.5, -0.3383561670780182], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484]], "batch_text": "['Available facts are as follows: 2021-08-23: There is a correlation between travel speed and traffic volume on urban roads [Source: journals.sagepub.com].; The Alaska Airports and Aviation Annual Report 2021 indicates a year of great opportunity for the aviation system [Source: dot.alaska.gov].; The Durham Chapel Hill Carrboro MPO, NC provides data on traffic volume, travel demand, and real-time traffic [Source: www.dchcmpo.org].; The U.S. Department of Transportation\\'s top priorities include keeping the traveling public safe and secure, increasing mobility, and contributing to the economy [Source: www.transportation.gov].; South East Wales accounts for the highest proportion of total traffic volume in Wales [Source: www.gov.wales].; The City of Shawano\\'s transportation system includes state highways and roads with varying traffic volumes [Source: www.cityofshawano.com].; Objective facts about the Traffic and Transportation situation:There is a focus on reducing vehicle miles traveled (VMT) in the United States, with policies and goals set in place to achieve this, such as in California with SB 743 and SB 2050. [Source: dot.ca.gov, escholarship.org] 2021-08-16: During the COVID-19 pandemic, traffic volumes plummeted by up to 70% in the two weeks before the stay-at-home order was put in place on March 28. [Source: metrocouncil.org]; In the summer months, travel increases and decreases in the winter months, based on traffic count data. [Source: metrocouncil.org]; The Indiana Department of Transportation (INDOT) has developed algorithms to estimate travel time, which reflects free-flow conditions or congestion. [Source: www.in.gov]; The average daily traffic (ADT) volumes and volume-to-capacity (V/C) ratios and LOS for key road segments are available in the 2015 No-Action travel demand model. [Source: apps.azdot.gov]; Vehicle miles traveled (VMT) is a key metric in understanding mobility in the United States. [Source: www.ncbi.nlm.nih.gov]; Oregon and Utah are two of the first states to launch state-level pilot programs for a \"Vehicle Miles Traveled\" tax. [Source: www.texaspolicy.com]; Light-duty VMT in the United States could decrease with the adoption of automated transport. [Source: www.annualreviews.org]; Telematics information can be used to determine miles driven and track vehicle usage. [Source: ops.fhwa.dot.gov]; Graph properties of road networks and vehicle miles traveled have been studied in 486 urbanized areas in the United States. [Source: scholar.google.com] 2021-08-09: In 2020, the estimated individual monthly motor vehicle travel in the United States was 17.7 billion vehicle-miles of travel on rural interstates. [Source]; The United States Department of Transportation (USDOT) has analyzed the condition of the interstate highway system. [Source]; As of July 24, 2021, passenger vehicle miles traveled (VMT) on U.S. highways were only down 1% compared to previous years. [Source: www.bts.gov]; The City of Encinitas SB 743 Vehicle Miles Traveled (VMT) aims to reduce excessive auto travel on roads. [Source: www.encinitasca.gov]; New York City\\'s annual mobility report states that transportation modes likely contribute to higher vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; The fatality rate per 100 million vehicle miles traveled on Missouri\\'s Interstate highways is nearly twice as safe as travel on all other roadways in the state. [Source: tripnet.org] 2021-08-02: The Route 28 Priority Corridor Study in Milton, Massachusetts identified critical intersections with high traffic volumes during peak periods. [Source: www.ctps.org]; Knowledge of truck traffic volumes on state and interstate highways is critical for highway authorities and federal organizations. [Source: ieeexplore.ieee.org]; The Alaska Department of Transportation provides traffic data, including volume and class, on their website. [Source: dot.alaska.gov]; The Virginia Department of Transportation has road and bridge standards, including travel and traffic information. [Source: vdot.virginia.gov]; StreetLight Data provides traffic data, including volume and traffic counts, origin-destination, and travel time. [Source: www.streetlightdata.com]; A study on subway stations found that the ratio of traffic volume to travel distance increased with higher passenger volumes. [Source: www.ncbi.nlm.nih.gov]; Deloitte Insights predicts that US corporate travel could reach 80% of 2019 levels post-COVID-19. [Source: www2.deloitte.com]; The Bethlehem 43330 - I-93 Bridge Painting project used traffic data from the NHDOT transportation data management system website. [Source: bethlehemnh.org]; A global data science project found that traffic volume significantly decreased in New York after the COVID-19 pandemic. [Source: arxiv.org]; A study on the impact of COVID-19 on road safety found that there was a decrease in traffic volume and an increase in risky driving behaviors. [Source: www.ncbi.nlm.nih.gov]; The total vehicle miles traveled (VMT) is being considered as a proxy for spatial structure and general mobility patterns in the context of COVID-19 spread. [Source: www.ncbi.nlm.nih.gov]; A vehicle miles traveled (VMT) proposal is being considered in the Infrastructure Bill, which could enable the government to track drivers\\' travel information. [Source: theintercept.com]; Vehicle miles traveled (VMT) is being proposed as a new transportation funding mechanism in Pennsylvania. [Source: taxfoundation.org]; Knowledge of the kilometers traveled by vehicles is essential in transport and road safety studies as an indicator of exposure and mobility. [Source: www.ncbi.nlm.nih.gov]; The average number of distractions per 100 miles has increased, according to a study by CMT analyzing billions of miles driven in the United States. [Source: www.telematicswire.net];'\n 'Available facts are as follows: 2021-08-23: There is a correlation between travel speed and traffic volume on urban roads [Source: journals.sagepub.com].; The Alaska Airports and Aviation Annual Report 2021 indicates a year of great opportunity for the aviation system [Source: dot.alaska.gov].; The Durham Chapel Hill Carrboro MPO, NC provides data on traffic volume, travel demand, and real-time traffic [Source: www.dchcmpo.org].; The U.S. Department of Transportation\\'s top priorities include keeping the traveling public safe and secure, increasing mobility, and contributing to the economy [Source: www.transportation.gov].; South East Wales accounts for the highest proportion of total traffic volume in Wales [Source: www.gov.wales].; The City of Shawano\\'s transportation system includes state highways and roads with varying traffic volumes [Source: www.cityofshawano.com].; Objective facts about the Traffic and Transportation situation:There is a focus on reducing vehicle miles traveled (VMT) in the United States, with policies and goals set in place to achieve this, such as in California with SB 743 and SB 2050. [Source: dot.ca.gov, escholarship.org] 2021-08-16: During the COVID-19 pandemic, traffic volumes plummeted by up to 70% in the two weeks before the stay-at-home order was put in place on March 28. [Source: metrocouncil.org]; In the summer months, travel increases and decreases in the winter months, based on traffic count data. [Source: metrocouncil.org]; The Indiana Department of Transportation (INDOT) has developed algorithms to estimate travel time, which reflects free-flow conditions or congestion. [Source: www.in.gov]; The average daily traffic (ADT) volumes and volume-to-capacity (V/C) ratios and LOS for key road segments are available in the 2015 No-Action travel demand model. [Source: apps.azdot.gov]; Vehicle miles traveled (VMT) is a key metric in understanding mobility in the United States. [Source: www.ncbi.nlm.nih.gov]; Oregon and Utah are two of the first states to launch state-level pilot programs for a \"Vehicle Miles Traveled\" tax. [Source: www.texaspolicy.com]; Light-duty VMT in the United States could decrease with the adoption of automated transport. [Source: www.annualreviews.org]; Telematics information can be used to determine miles driven and track vehicle usage. [Source: ops.fhwa.dot.gov]; Graph properties of road networks and vehicle miles traveled have been studied in 486 urbanized areas in the United States. [Source: scholar.google.com] 2021-08-09: In 2020, the estimated individual monthly motor vehicle travel in the United States was 17.7 billion vehicle-miles of travel on rural interstates. [Source]; The United States Department of Transportation (USDOT) has analyzed the condition of the interstate highway system. [Source]; As of July 24, 2021, passenger vehicle miles traveled (VMT) on U.S. highways were only down 1% compared to previous years. [Source: www.bts.gov]; The City of Encinitas SB 743 Vehicle Miles Traveled (VMT) aims to reduce excessive auto travel on roads. [Source: www.encinitasca.gov]; New York City\\'s annual mobility report states that transportation modes likely contribute to higher vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; The fatality rate per 100 million vehicle miles traveled on Missouri\\'s Interstate highways is nearly twice as safe as travel on all other roadways in the state. [Source: tripnet.org] 2021-08-02: The Route 28 Priority Corridor Study in Milton, Massachusetts identified critical intersections with high traffic volumes during peak periods. [Source: www.ctps.org]; Knowledge of truck traffic volumes on state and interstate highways is critical for highway authorities and federal organizations. [Source: ieeexplore.ieee.org]; The Alaska Department of Transportation provides traffic data, including volume and class, on their website. [Source: dot.alaska.gov]; The Virginia Department of Transportation has road and bridge standards, including travel and traffic information. [Source: vdot.virginia.gov]; StreetLight Data provides traffic data, including volume and traffic counts, origin-destination, and travel time. [Source: www.streetlightdata.com]; A study on subway stations found that the ratio of traffic volume to travel distance increased with higher passenger volumes. [Source: www.ncbi.nlm.nih.gov]; Deloitte Insights predicts that US corporate travel could reach 80% of 2019 levels post-COVID-19. [Source: www2.deloitte.com]; The Bethlehem 43330 - I-93 Bridge Painting project used traffic data from the NHDOT transportation data management system website. [Source: bethlehemnh.org]; A global data science project found that traffic volume significantly decreased in New York after the COVID-19 pandemic. [Source: arxiv.org]; A study on the impact of COVID-19 on road safety found that there was a decrease in traffic volume and an increase in risky driving behaviors. [Source: www.ncbi.nlm.nih.gov]; The total vehicle miles traveled (VMT) is being considered as a proxy for spatial structure and general mobility patterns in the context of COVID-19 spread. [Source: www.ncbi.nlm.nih.gov]; A vehicle miles traveled (VMT) proposal is being considered in the Infrastructure Bill, which could enable the government to track drivers\\' travel information. [Source: theintercept.com]; Vehicle miles traveled (VMT) is being proposed as a new transportation funding mechanism in Pennsylvania. [Source: taxfoundation.org]; Knowledge of the kilometers traveled by vehicles is essential in transport and road safety studies as an indicator of exposure and mobility. [Source: www.ncbi.nlm.nih.gov]; The average number of distractions per 100 miles has increased, according to a study by CMT analyzing billions of miles driven in the United States. [Source: www.telematicswire.net];']"}
{"batch_x": [207160.0, 262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0], "batch_y": [277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0], "batch_x_timestamps_datetime64_ns": [1612137600000000000, 1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000], "batch_y_timestamps_datetime64_ns": [1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000], "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], [-0.5, 0.1666666716337204, -0.5, -0.25342464447021484], [-0.5, 0.5, -0.5, -0.17123287916183472]], "batch_text": "['Available facts are as follows: 2021-09-20: Traffic volume increased by 38% along US-191 from 2010-2018 in Franklin County, Ohio, USA. [Source: hwy-191-wildlife-and-transportation-assessment-largelandscapes.hub.arcgis.com]; In 2020, traffic volumes were lower for much of the year in the United States. [Source: ops.fhwa.dot.gov]; Most of the traffic counts in 2020 have been grown based on data collected by nearby Automatic Traffic Recorder (ATR) stations along the state highways in Oregon. [Source: www.oregon.gov]; Vehicle miles traveled (VMT) in the United States declined during the pandemic, with a percentage change of average travel time per car also observed. [Source: www.ncbi.nlm.nih.gov]; By late summer, VMT was increasing, but still below pre-pandemic levels. [Source: www.ncbi.nlm.nih.gov]; In the US, vehicle usage declined during the pandemic in terms of total hours of use and total number of vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; Daily county-level VMT data showed a decline in VMT during the pandemic. [Source: journals.sagepub.com]; A parking benefit in the US adds about 820,000 single occupancy vehicle commuters to roads, resulting in an additional 4.6 billion miles traveled. [Source: www.boston.gov]; In Pennsylvania, daily vehicle miles traveled (in thousands) are tracked, including state and federal agency miles. [Source: gis.penndot.gov] 2021-09-13: Traffic volume data from permanent traffic counters at over 500 locations across the U.S. were compiled by NREL for a validation study. [Source: www.fhwa.dot.gov]; Congestion occurs when traffic volumes approach or exceed capacity, which is the maximum amount of traffic capable of being handled by a given highway section. [Source: transportation.ky.gov]; The volume of Americans outbound traveling internationally was 79.6 Million in 2020-2021, a 3.5% decrease. [Source: blog.tourismacademy.org]; Average Annual Daily Traffic (AADT) Volume along I-66 was summarized in a technical memorandum. [Source: www.ctb.virginia.gov]; The United States has seen an increase in vehicle miles traveled (VMT), with some states experiencing growth due to population increases and economic growth. [Source: tripnet.org]; In 2020, the number of vehicle miles traveled in the US decreased by 13.2%, but the number of people killed in road crashes increased by 7.2%. [Source: www.itf-oecd.org]; The COVID-19 pandemic has affected travel patterns, with a 70% correlation between the number of vehicle miles traveled and the spread of the virus in the US. [Source: www.sciencedirect.com] 2021-09-06: Air travel has returned to normal in some places, with big-city airports in the West serving a fraction of their typical traveler volume, between 24 percent and 46 percent. [Source: www.nytimes.com]; The Bureau of Transportation Statistics published a report on “Airline Travel Since 9/11” in December 2005, which found changes in air travel patterns after the 9/11 attacks. [Source: www.bts.gov]; The COVID-19 pandemic significantly reduced traffic volume in the United States, with a national drop in traffic volumes at the U.S.-Canada border. [Source: theimtc.com]; Vehicle miles traveled (VMT) in the United States decreased, but fatalities increased despite the decline in driving. [Source: www.safetywissen.com]; There are over 1.18 million electric vehicles on the roads in the U.S., with total EV sales growing 81% from 2017 to 2018. [Source: www.samschwartz.com]; In the United States, EV sales are increasing, and alternative mobility options are gaining support. [Source: www.mckinsey.com]; A road usage charge (RUC) is being considered to reduce congestion and support alternative mobility. [Source: www.portland.gov] 2021-08-30: The total volume of traffic on a highway segment for one year divided by the number of days in the year is known as AADT (Annual Average Daily Traffic). [Source: planhillsborough.org]; By 2045, the vehicle population and vehicle miles traveled are expected to increase in the United States. [Source: pagregion.com]; In 2020, vehicle miles traveled decreased by 13.2 percent. [Source: highways.dot.gov]; The US Department of Transportation predicts that vehicle miles traveled will increase by 45 percent in the United States. [Source: www.commuteride.com];'\n 'Available facts are as follows: 2021-09-20: Traffic volume increased by 38% along US-191 from 2010-2018 in Franklin County, Ohio, USA. [Source: hwy-191-wildlife-and-transportation-assessment-largelandscapes.hub.arcgis.com]; In 2020, traffic volumes were lower for much of the year in the United States. [Source: ops.fhwa.dot.gov]; Most of the traffic counts in 2020 have been grown based on data collected by nearby Automatic Traffic Recorder (ATR) stations along the state highways in Oregon. [Source: www.oregon.gov]; Vehicle miles traveled (VMT) in the United States declined during the pandemic, with a percentage change of average travel time per car also observed. [Source: www.ncbi.nlm.nih.gov]; By late summer, VMT was increasing, but still below pre-pandemic levels. [Source: www.ncbi.nlm.nih.gov]; In the US, vehicle usage declined during the pandemic in terms of total hours of use and total number of vehicle miles traveled. [Source: www.ncbi.nlm.nih.gov]; Daily county-level VMT data showed a decline in VMT during the pandemic. [Source: journals.sagepub.com]; A parking benefit in the US adds about 820,000 single occupancy vehicle commuters to roads, resulting in an additional 4.6 billion miles traveled. [Source: www.boston.gov]; In Pennsylvania, daily vehicle miles traveled (in thousands) are tracked, including state and federal agency miles. [Source: gis.penndot.gov] 2021-09-13: Traffic volume data from permanent traffic counters at over 500 locations across the U.S. were compiled by NREL for a validation study. [Source: www.fhwa.dot.gov]; Congestion occurs when traffic volumes approach or exceed capacity, which is the maximum amount of traffic capable of being handled by a given highway section. [Source: transportation.ky.gov]; The volume of Americans outbound traveling internationally was 79.6 Million in 2020-2021, a 3.5% decrease. [Source: blog.tourismacademy.org]; Average Annual Daily Traffic (AADT) Volume along I-66 was summarized in a technical memorandum. [Source: www.ctb.virginia.gov]; The United States has seen an increase in vehicle miles traveled (VMT), with some states experiencing growth due to population increases and economic growth. [Source: tripnet.org]; In 2020, the number of vehicle miles traveled in the US decreased by 13.2%, but the number of people killed in road crashes increased by 7.2%. [Source: www.itf-oecd.org]; The COVID-19 pandemic has affected travel patterns, with a 70% correlation between the number of vehicle miles traveled and the spread of the virus in the US. [Source: www.sciencedirect.com] 2021-09-06: Air travel has returned to normal in some places, with big-city airports in the West serving a fraction of their typical traveler volume, between 24 percent and 46 percent. [Source: www.nytimes.com]; The Bureau of Transportation Statistics published a report on “Airline Travel Since 9/11” in December 2005, which found changes in air travel patterns after the 9/11 attacks. [Source: www.bts.gov]; The COVID-19 pandemic significantly reduced traffic volume in the United States, with a national drop in traffic volumes at the U.S.-Canada border. [Source: theimtc.com]; Vehicle miles traveled (VMT) in the United States decreased, but fatalities increased despite the decline in driving. [Source: www.safetywissen.com]; There are over 1.18 million electric vehicles on the roads in the U.S., with total EV sales growing 81% from 2017 to 2018. [Source: www.samschwartz.com]; In the United States, EV sales are increasing, and alternative mobility options are gaining support. [Source: www.mckinsey.com]; A road usage charge (RUC) is being considered to reduce congestion and support alternative mobility. [Source: www.portland.gov] 2021-08-30: The total volume of traffic on a highway segment for one year divided by the number of days in the year is known as AADT (Annual Average Daily Traffic). [Source: planhillsborough.org]; By 2045, the vehicle population and vehicle miles traveled are expected to increase in the United States. [Source: pagregion.com]; In 2020, vehicle miles traveled decreased by 13.2 percent. [Source: highways.dot.gov]; The US Department of Transportation predicts that vehicle miles traveled will increase by 45 percent in the United States. [Source: www.commuteride.com];']"}
{"batch_x": [262065.0, 252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0], "batch_y": [260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0], "batch_x_timestamps_datetime64_ns": [1614556800000000000, 1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000], "batch_y_timestamps_datetime64_ns": [1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000], "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], [-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257]], "batch_text": "[\"Available facts are as follows: 2021-10-25: The U.S. Department of Transportation provides data on freight flows by state, passenger travel, and safety. [Source]; There is a correlation between bicycle travel volume and crash rates during the COVID-19 pandemic. [Source]; The New York State Transportation Corridor Unit Management Plan provides information on state highway travel in the Adirondack Park. [Source]; Pedestrian Hybrid Beacons are used to improve road safety, especially in areas with high traffic volumes. [Source]; The Federal Highway Administration (FHWA) provides guidance on interchange design, considering factors such as right of way requirements, vehicle speed, and traffic volume. [Source]; Households with mobility barriers and those with less auto dependency had the greatest percent increase in Vehicle Miles Traveled (VMT). [Source: journals.sagepub.com]; Public Roadway Mileage and Vehicle Miles Traveled are critical metrics for understanding mobility in the United States. [Source: www.nj.gov]; GHG emissions from on-road transportation are primarily a product of two trends: VMT, and the efficiency (miles per gallon) of the fleet. [Source: www.mdot.maryland.gov]; The average vehicle trip length in the United States was about 10 miles. [Source: www.ncbi.nlm.nih.gov]; One of the goals of Pima Association of Governments is to reduce single-occupancy vehicle miles traveled by offering transportation alternatives for daily commutes. [Source: pagregion.com]; Carson is positioned to help the state decrease mobile source GHG emissions by reducing VMT. [Source: ci.carson.ca.us]; Transportation accounted for around 29% of the total cumulative amount, with the number of vehicle miles driven by cars and light-duty trucks. [Source: rapidtransition.org]; E-bikes can offer a cheaper alternative to car travel. [Source: par.nsf.gov]; Oklahoma City has a transportation system of approximately 4,930 miles and ranks fifth in the nation for daily vehicle miles traveled (VMT) per capita. [Source: www.okc.gov] 2021-10-18: The Delaware Memorial Bridge continues to handle record volumes of traffic, with motorists encouraged to follow Twitter for the latest construction news and traffic conditions. [Source: www.drba.net]; According to Department of Transportation (DOT) statistics, passenger traffic in the U.S. aviation industry was severely impacted by the COVID-19 pandemic. [Source: www.gao.gov]; The Utah Department of Transportation provides a Traffic Volume Dashboard with traffic statistics data, including delay measurements. [Source: udot.utah.gov]; The transportation sector in the United States accounts for a significant portion of emissions, with car ownership and vehicle miles traveled being major contributors. [Source: harvardlawreview.org]; Vehicle miles traveled (VMT) is a key metric used to measure transportation activity, with various mechanisms such as VMT mitigation banks and green banks being explored to reduce its impact. [Source: ww2.arb.ca.gov] 2021-10-11: The traffic volume on wildlife-vehicle collisions in the United States has been affected by the COVID-19 pandemic. [Source: www.ncbi.nlm.nih.gov]; The Average Annual Daily Traffic (AADT) Volume along I-295 and I-85 has been calculated and summarized in technical memorandums. [Source: www.ctb.virginia.gov]; The traffic volume and train volume can lead to significant traffic delays, and reducing traffic delays can improve the sustainability of rail transport. [Source: www.sciencedirect.com]; The traffic volume on US routes and highways has been reported in various states, including Pennsylvania and Texas. [Source: www.dot.state.pa.us, ftp.dot.state.tx.us]; The amount of vehicle travel in Michigan can be measured as vehicle miles traveled (VMT), and reducing VMT can help meet mobility needs. [Source: www.michigan.gov]; There was a percent change in traffic volumes and vehicle-miles traveled during the COVID-19 pandemic across the United States. [Source: www.ncbi.nlm.nih.gov]; The predominant vehicle sold in the United States is expected to change, affecting congestion, mobility, and vehicle-miles traveled (VMT). [Source: www.epa.gov]; I-20 and Interstate 10 are among the most traveled roads in Texas, with I-20 running 634 miles across the state. [Source: ftp.txdot.gov]; The Rhode Island Statewide Bicycle Mobility Plan aims to reduce greenhouse gas emissions and vehicle miles traveled. [Source: www.vhb.com]; Almost half of all car trips in the United States are for trips under 3 miles. [Source: www.cnu.org]; Pennsylvania's highway statistics include daily vehicle miles traveled, with a total of thousands of miles traveled. [Source: www.dot.state.pa.us] 2021-10-04: The traffic volume is expected to be higher than normal during the Columbus Day weekend, and travelers are advised to allow extra time to reach their destinations. [Source: www.mass.gov]; California aims to reduce GHG emissions and vehicle miles traveled (VMT) by 2050. [Source: dot.ca.gov];\"\n \"Available facts are as follows: 2021-10-25: The U.S. Department of Transportation provides data on freight flows by state, passenger travel, and safety. [Source]; There is a correlation between bicycle travel volume and crash rates during the COVID-19 pandemic. [Source]; The New York State Transportation Corridor Unit Management Plan provides information on state highway travel in the Adirondack Park. [Source]; Pedestrian Hybrid Beacons are used to improve road safety, especially in areas with high traffic volumes. [Source]; The Federal Highway Administration (FHWA) provides guidance on interchange design, considering factors such as right of way requirements, vehicle speed, and traffic volume. [Source]; Households with mobility barriers and those with less auto dependency had the greatest percent increase in Vehicle Miles Traveled (VMT). [Source: journals.sagepub.com]; Public Roadway Mileage and Vehicle Miles Traveled are critical metrics for understanding mobility in the United States. [Source: www.nj.gov]; GHG emissions from on-road transportation are primarily a product of two trends: VMT, and the efficiency (miles per gallon) of the fleet. [Source: www.mdot.maryland.gov]; The average vehicle trip length in the United States was about 10 miles. [Source: www.ncbi.nlm.nih.gov]; One of the goals of Pima Association of Governments is to reduce single-occupancy vehicle miles traveled by offering transportation alternatives for daily commutes. [Source: pagregion.com]; Carson is positioned to help the state decrease mobile source GHG emissions by reducing VMT. [Source: ci.carson.ca.us]; Transportation accounted for around 29% of the total cumulative amount, with the number of vehicle miles driven by cars and light-duty trucks. [Source: rapidtransition.org]; E-bikes can offer a cheaper alternative to car travel. [Source: par.nsf.gov]; Oklahoma City has a transportation system of approximately 4,930 miles and ranks fifth in the nation for daily vehicle miles traveled (VMT) per capita. [Source: www.okc.gov] 2021-10-18: The Delaware Memorial Bridge continues to handle record volumes of traffic, with motorists encouraged to follow Twitter for the latest construction news and traffic conditions. [Source: www.drba.net]; According to Department of Transportation (DOT) statistics, passenger traffic in the U.S. aviation industry was severely impacted by the COVID-19 pandemic. [Source: www.gao.gov]; The Utah Department of Transportation provides a Traffic Volume Dashboard with traffic statistics data, including delay measurements. [Source: udot.utah.gov]; The transportation sector in the United States accounts for a significant portion of emissions, with car ownership and vehicle miles traveled being major contributors. [Source: harvardlawreview.org]; Vehicle miles traveled (VMT) is a key metric used to measure transportation activity, with various mechanisms such as VMT mitigation banks and green banks being explored to reduce its impact. [Source: ww2.arb.ca.gov] 2021-10-11: The traffic volume on wildlife-vehicle collisions in the United States has been affected by the COVID-19 pandemic. [Source: www.ncbi.nlm.nih.gov]; The Average Annual Daily Traffic (AADT) Volume along I-295 and I-85 has been calculated and summarized in technical memorandums. [Source: www.ctb.virginia.gov]; The traffic volume and train volume can lead to significant traffic delays, and reducing traffic delays can improve the sustainability of rail transport. [Source: www.sciencedirect.com]; The traffic volume on US routes and highways has been reported in various states, including Pennsylvania and Texas. [Source: www.dot.state.pa.us, ftp.dot.state.tx.us]; The amount of vehicle travel in Michigan can be measured as vehicle miles traveled (VMT), and reducing VMT can help meet mobility needs. [Source: www.michigan.gov]; There was a percent change in traffic volumes and vehicle-miles traveled during the COVID-19 pandemic across the United States. [Source: www.ncbi.nlm.nih.gov]; The predominant vehicle sold in the United States is expected to change, affecting congestion, mobility, and vehicle-miles traveled (VMT). [Source: www.epa.gov]; I-20 and Interstate 10 are among the most traveled roads in Texas, with I-20 running 634 miles across the state. [Source: ftp.txdot.gov]; The Rhode Island Statewide Bicycle Mobility Plan aims to reduce greenhouse gas emissions and vehicle miles traveled. [Source: www.vhb.com]; Almost half of all car trips in the United States are for trips under 3 miles. [Source: www.cnu.org]; Pennsylvania's highway statistics include daily vehicle miles traveled, with a total of thousands of miles traveled. [Source: www.dot.state.pa.us] 2021-10-04: The traffic volume is expected to be higher than normal during the Columbus Day weekend, and travelers are advised to allow extra time to reach their destinations. [Source: www.mass.gov]; California aims to reduce GHG emissions and vehicle miles traveled (VMT) by 2050. [Source: dot.ca.gov];\"]"}
{"batch_x": [252218.0, 276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0], "batch_y": [261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0], "batch_x_timestamps_datetime64_ns": [1617235200000000000, 1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000], "batch_y_timestamps_datetime64_ns": [1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000], "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], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2021-11-22: The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) and Federal Highway Administration (FHWA) predict that freight activity in the U.S. will grow 50% by 2050. [Source: www.bts.gov]; The volume of vehicles traveling on six lanes of freeway in the westbound and eastbound direction on Grand Avenue is approximately 8,900 and 9,400 vehicles, respectively. [Source: www.sgvcog.org]; The New Mexico State Road Map provides information on traffic, weather, transit, and rest areas locations. [Source: www.dot.nm.gov]; The Pennsylvania Turnpike expects Thanksgiving to be the busiest travel holiday of the year, with traffic volumes returning to pre-pandemic levels. [Source: www.pacast.com]; Vehicle miles traveled (VMT) is a key predictor of human mobility in the US, and Granger causality can be used to determine its relationship with economic measures. [Source: arxiv.org, europepmc.org]; During the COVID-19 pandemic, there was a 13% relative reduction in total vehicle miles traveled in the US from 2019 to 2020. [Source: www.ncbi.nlm.nih.gov]; In California, the environmental impacts of proposed developments are assessed based on their projected effect on an area's level of vehicle miles traveled. [Source: transweb.sjsu.edu]; Telecommuting can reduce vehicle miles traveled, and emerging transportation technologies such as autonomous vehicles and urban air mobility can also impact mobility patterns. [Source: www.ncbi.nlm.nih.gov, nmbu.brage.unit.no]; In the US, an estimated 20-35% of truck miles are driven empty, resulting in inefficient use of resources. [Source: www.aceee.org] 2021-11-15: During the COVID-19 pandemic, traffic volumes decreased significantly, with up to 85% reduction in many major European cities and a notable decrease in the United States, particularly on regional principal arterials and key commute corridors. [Source: www.mrcog-nm.gov, thecityfix.com]; In 2020, vehicle-miles traveled (VMT) in the United States decreased. [Source: rosap.ntl.bts.gov]; The average carsharing member's vehicle miles traveled is reduced by anywhere between 7.6% and 79.8% in the United States. [Source: invers.com]; In some of the most congested cities of the United States, traffic congestion decreased during the COVID-19 lockdown. [Source: thecityfix.com]; Vehicle miles traveled (VMT) is a measure that calculates the sum of the number of miles traveled on a given segment of infrastructure by all vehicles during a given period. [Source: www.nantucket-ma.gov] 2021-11-08: Traffic count histories (ADT or average daily traffic) are available online for state count stations from 1985 to present. [Source: chattanooga.gov]; AAA and IHS Markit forecast the total U.S. holiday travel volume and expected mode of transportation. [Source: newsroom.aaa.com]; The West Village Temporary Traffic Calming Project estimated 86 bicyclists use Prospect Ave daily. [Source: gobikebuffalo.org]; The US 340 ROCK SLIDE REPAIR PROJECT corridor experiences high traffic volume from seasonal tourism. [Source: transportation.wv.gov]; There are thousands of existing traffic detection counts that support decision-making for enhancing safety and mobility. [Source: apps.trb.org]; Total annual Vehicle Miles Traveled (VMT) in the US increased from 2.8 trillion miles to 3.28 trillion miles. [Source: www.fhwa.dot.gov] 2021-11-01: International passenger traffic volume is expected to lag significantly behind domestic traffic recovery in 2021 and is forecast to total only 1.47 billion. [Source: aci.aero]; In 2020, traffic volumes were affected by COVID-19. [Source: www.fhwa.dot.gov]; The Maryland Transportation Authority reported traffic and toll revenue data for FY2022. [Source: mdta.maryland.gov]; The Bureau of Transportation Statistics provides data on U.S. airline traffic by airport. [Source: www.bts.gov]; The number of vehicles on the road and the miles traveled are on the rise in the Twin Cities, with an expected addition of 500,000 people. [Source: metrocouncil.org]; The state of California aims to reduce GHG emissions by 80% below 1990 levels by 2050, which corresponds to a reduction in vehicle miles traveled (VMT). [Source: dot.ca.gov]; Michigan's vehicle miles traveled (VMT) has largely recovered to pre-pandemic levels. [Source: www.transportation.gov]; The Michigan Mobility 2045 Plan aims to accelerate electric vehicle adoption and reduce total daily vehicle miles traveled (VMT). [Source: www.michigan.gov];\"\n \"Available facts are as follows: 2021-11-22: The U.S. Department of Transportation's Bureau of Transportation Statistics (BTS) and Federal Highway Administration (FHWA) predict that freight activity in the U.S. will grow 50% by 2050. [Source: www.bts.gov]; The volume of vehicles traveling on six lanes of freeway in the westbound and eastbound direction on Grand Avenue is approximately 8,900 and 9,400 vehicles, respectively. [Source: www.sgvcog.org]; The New Mexico State Road Map provides information on traffic, weather, transit, and rest areas locations. [Source: www.dot.nm.gov]; The Pennsylvania Turnpike expects Thanksgiving to be the busiest travel holiday of the year, with traffic volumes returning to pre-pandemic levels. [Source: www.pacast.com]; Vehicle miles traveled (VMT) is a key predictor of human mobility in the US, and Granger causality can be used to determine its relationship with economic measures. [Source: arxiv.org, europepmc.org]; During the COVID-19 pandemic, there was a 13% relative reduction in total vehicle miles traveled in the US from 2019 to 2020. [Source: www.ncbi.nlm.nih.gov]; In California, the environmental impacts of proposed developments are assessed based on their projected effect on an area's level of vehicle miles traveled. [Source: transweb.sjsu.edu]; Telecommuting can reduce vehicle miles traveled, and emerging transportation technologies such as autonomous vehicles and urban air mobility can also impact mobility patterns. [Source: www.ncbi.nlm.nih.gov, nmbu.brage.unit.no]; In the US, an estimated 20-35% of truck miles are driven empty, resulting in inefficient use of resources. [Source: www.aceee.org] 2021-11-15: During the COVID-19 pandemic, traffic volumes decreased significantly, with up to 85% reduction in many major European cities and a notable decrease in the United States, particularly on regional principal arterials and key commute corridors. [Source: www.mrcog-nm.gov, thecityfix.com]; In 2020, vehicle-miles traveled (VMT) in the United States decreased. [Source: rosap.ntl.bts.gov]; The average carsharing member's vehicle miles traveled is reduced by anywhere between 7.6% and 79.8% in the United States. [Source: invers.com]; In some of the most congested cities of the United States, traffic congestion decreased during the COVID-19 lockdown. [Source: thecityfix.com]; Vehicle miles traveled (VMT) is a measure that calculates the sum of the number of miles traveled on a given segment of infrastructure by all vehicles during a given period. [Source: www.nantucket-ma.gov] 2021-11-08: Traffic count histories (ADT or average daily traffic) are available online for state count stations from 1985 to present. [Source: chattanooga.gov]; AAA and IHS Markit forecast the total U.S. holiday travel volume and expected mode of transportation. [Source: newsroom.aaa.com]; The West Village Temporary Traffic Calming Project estimated 86 bicyclists use Prospect Ave daily. [Source: gobikebuffalo.org]; The US 340 ROCK SLIDE REPAIR PROJECT corridor experiences high traffic volume from seasonal tourism. [Source: transportation.wv.gov]; There are thousands of existing traffic detection counts that support decision-making for enhancing safety and mobility. [Source: apps.trb.org]; Total annual Vehicle Miles Traveled (VMT) in the US increased from 2.8 trillion miles to 3.28 trillion miles. [Source: www.fhwa.dot.gov] 2021-11-01: International passenger traffic volume is expected to lag significantly behind domestic traffic recovery in 2021 and is forecast to total only 1.47 billion. [Source: aci.aero]; In 2020, traffic volumes were affected by COVID-19. [Source: www.fhwa.dot.gov]; The Maryland Transportation Authority reported traffic and toll revenue data for FY2022. [Source: mdta.maryland.gov]; The Bureau of Transportation Statistics provides data on U.S. airline traffic by airport. [Source: www.bts.gov]; The number of vehicles on the road and the miles traveled are on the rise in the Twin Cities, with an expected addition of 500,000 people. [Source: metrocouncil.org]; The state of California aims to reduce GHG emissions by 80% below 1990 levels by 2050, which corresponds to a reduction in vehicle miles traveled (VMT). [Source: dot.ca.gov]; Michigan's vehicle miles traveled (VMT) has largely recovered to pre-pandemic levels. [Source: www.transportation.gov]; The Michigan Mobility 2045 Plan aims to accelerate electric vehicle adoption and reduce total daily vehicle miles traveled (VMT). [Source: www.michigan.gov];\"]"}
{"batch_x": [276639.0, 279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0], "batch_y": [236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0], "batch_x_timestamps_datetime64_ns": [1619827200000000000, 1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000], "batch_y_timestamps_datetime64_ns": [1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000], "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], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909]], "batch_text": "[\"Available facts are as follows: 2021-12-20: Traffic volume across Washington state decreased in the wake of COVID-19, but travel times were still slightly better than pre-pandemic levels. [Source: wsdot.wa.gov]; On the day of the 2017 total solar eclipse in the United States, traffic volume decreased in most states in the path of totality. [Source: www.sciencedirect.com]; In some locations, travel times in 2022 were close to pre-pandemic levels, and traffic volume across the state has returned to pre-pandemic levels. [Source: wsdot.wa.gov, tti.tamu.edu]; The average daily Vehicle Miles Traveled (VMT) in the US is around 30 miles, with 17.8% of daily trips being less than 100 miles. [Source: evstatistics.com]; Vehicle Miles Traveled (VMT) per capita in the US have moderated and not returned to peak levels in the 2004-2007 period. [Source: reason.org] 2021-12-13: In 2020, the individual monthly vehicle-miles of travel in the United States was 18.3 billion on rural interstates. [Source]; The reduction of traffic volumes across the US during the COVID-19 pandemic did not necessarily lead to a decrease in road crashes. [Source]; Pedestrians account for a significant portion of traffic fatalities in the United States. [Source]; Vehicle Miles Traveled (VMT) is necessary to reduce greenhouse gas emissions from transportation. [Source: ww2.arb.ca.gov]; The total number of trips and VMT is expected to increase in the future across all cases. [Source: www.nyserda.ny.gov]; The portion of household income devoted to transportation increases with per capita VMT. [Source: www.vtpi.org]; Many U.S. cities have climate crisis goals for reducing automotive VMT. [Source: trec.pdx.edu]; The COVID-19 exponent correlated with the number of VMT in the US. [Source: www.ncbi.nlm.nih.gov] 2021-12-06: Objective facts about the Traffic and Transportation situation: Traffic volumes and mobility have sharply dropped due to the lockdown status in the United States. [Source: www.sciencedirect.com]Travel volume in New York City dropped sharply at the beginning of the pandemic. [Source: www.ncbi.nlm.nih.gov]Americans lost 3.4 billion hours due to congestion in 2021. [Source: inrix.com]Data volumes in space traffic are expected to increase 14x over the next ten years. [Source: www.nsr.com]; Vehicle miles traveled (VMT) has returned to normal levels, but traffic congestion is still lower than 2019 figures. [Source: www.govtech.com]; The Mobility Mitigation Fee Update Policy aims to reduce VMT in the region. [Source: www.trpa.gov]; Gasoline consumption per capita in 2020 was on par with that in 1995 due to a substantial reduction in vehicle miles traveled during the pandemic. [Source: www.greencarcongress.com]; Oregon has implemented a per-mile tax to help pay for roads, with drivers paying 1.8 cents for every mile they drive. [Source: www.cmap.illinois.gov] 2021-11-29: Average annual daily traffic (AADT) on US 60 around Owensboro, KY is 24,400 to 38,100. [Source: transportation.ky.gov]; Traffic volumes on State Route 28 in the vicinity of US 422 have the highest AADT. [Source: www.spcregion.org]; Traffic on Oregon and Washington highways is nearly back to pre-pandemic volumes. [Source: www.nwnewsnetwork.org]; National vehicle miles of travel dropped by as much as 40 percent during the pandemic, while freight movement fell by less. [Source: tripnet.org]; According to the Federal Highway Administration, some states in the US have seen a significant increase in vehicle miles of travel from September 2019 to September 2021. [Source]; In the United States, there were 38,680 deaths and over 2.8 million injuries due to traffic crashes last year, resulting in an estimated economic loss. [Source]; The San Diego region is one of the richest biodiversity areas in the United States, and reducing vehicle miles traveled (VMT) is essential to preserving open space and supporting transportation investments. [Source]; Idaho's fatality rate on US and State Highways per 100 million vehicle miles traveled (AVMT) was 1.6. [Source];\"\n \"Available facts are as follows: 2021-12-20: Traffic volume across Washington state decreased in the wake of COVID-19, but travel times were still slightly better than pre-pandemic levels. [Source: wsdot.wa.gov]; On the day of the 2017 total solar eclipse in the United States, traffic volume decreased in most states in the path of totality. [Source: www.sciencedirect.com]; In some locations, travel times in 2022 were close to pre-pandemic levels, and traffic volume across the state has returned to pre-pandemic levels. [Source: wsdot.wa.gov, tti.tamu.edu]; The average daily Vehicle Miles Traveled (VMT) in the US is around 30 miles, with 17.8% of daily trips being less than 100 miles. [Source: evstatistics.com]; Vehicle Miles Traveled (VMT) per capita in the US have moderated and not returned to peak levels in the 2004-2007 period. [Source: reason.org] 2021-12-13: In 2020, the individual monthly vehicle-miles of travel in the United States was 18.3 billion on rural interstates. [Source]; The reduction of traffic volumes across the US during the COVID-19 pandemic did not necessarily lead to a decrease in road crashes. [Source]; Pedestrians account for a significant portion of traffic fatalities in the United States. [Source]; Vehicle Miles Traveled (VMT) is necessary to reduce greenhouse gas emissions from transportation. [Source: ww2.arb.ca.gov]; The total number of trips and VMT is expected to increase in the future across all cases. [Source: www.nyserda.ny.gov]; The portion of household income devoted to transportation increases with per capita VMT. [Source: www.vtpi.org]; Many U.S. cities have climate crisis goals for reducing automotive VMT. [Source: trec.pdx.edu]; The COVID-19 exponent correlated with the number of VMT in the US. [Source: www.ncbi.nlm.nih.gov] 2021-12-06: Objective facts about the Traffic and Transportation situation: Traffic volumes and mobility have sharply dropped due to the lockdown status in the United States. [Source: www.sciencedirect.com]Travel volume in New York City dropped sharply at the beginning of the pandemic. [Source: www.ncbi.nlm.nih.gov]Americans lost 3.4 billion hours due to congestion in 2021. [Source: inrix.com]Data volumes in space traffic are expected to increase 14x over the next ten years. [Source: www.nsr.com]; Vehicle miles traveled (VMT) has returned to normal levels, but traffic congestion is still lower than 2019 figures. [Source: www.govtech.com]; The Mobility Mitigation Fee Update Policy aims to reduce VMT in the region. [Source: www.trpa.gov]; Gasoline consumption per capita in 2020 was on par with that in 1995 due to a substantial reduction in vehicle miles traveled during the pandemic. [Source: www.greencarcongress.com]; Oregon has implemented a per-mile tax to help pay for roads, with drivers paying 1.8 cents for every mile they drive. [Source: www.cmap.illinois.gov] 2021-11-29: Average annual daily traffic (AADT) on US 60 around Owensboro, KY is 24,400 to 38,100. [Source: transportation.ky.gov]; Traffic volumes on State Route 28 in the vicinity of US 422 have the highest AADT. [Source: www.spcregion.org]; Traffic on Oregon and Washington highways is nearly back to pre-pandemic volumes. [Source: www.nwnewsnetwork.org]; National vehicle miles of travel dropped by as much as 40 percent during the pandemic, while freight movement fell by less. [Source: tripnet.org]; According to the Federal Highway Administration, some states in the US have seen a significant increase in vehicle miles of travel from September 2019 to September 2021. [Source]; In the United States, there were 38,680 deaths and over 2.8 million injuries due to traffic crashes last year, resulting in an estimated economic loss. [Source]; The San Diego region is one of the richest biodiversity areas in the United States, and reducing vehicle miles traveled (VMT) is essential to preserving open space and supporting transportation investments. [Source]; Idaho's fatality rate on US and State Highways per 100 million vehicle miles traveled (AVMT) was 1.6. [Source];\"]"}
{"batch_x": [279209.0, 288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0], "batch_y": [231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0], "batch_x_timestamps_datetime64_ns": [1622505600000000000, 1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000], "batch_y_timestamps_datetime64_ns": [1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000], "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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306]], "batch_text": "[\"Available facts are as follows: 2022-01-24: Travel times in 2022 were close to pre-pandemic levels, with traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; Significant travel volume changes have occurred, with 22,000 vehicles per day at the state line before the opening of a new stretch of I-49. [Source: www.nwaonline.com]; In 2019, 5,014 motorcyclists died and 84,000 were injured in traffic accidents in the United States. Per vehicle miles traveled in 2017, motorcyclist fatalities occurred at a rate of 25.67 per 100 million vehicle miles traveled. [Source]; As of 2020, there were 286.9 million registered vehicles in the United States. [Source]; In 2019, the roadway fatality rate per 100 million vehicle miles traveled varied by state, ranging from 0.57 in Massachusetts to 3.38 in Mississippi. [Source] 2022-01-17: The average daily traffic volume on Route 11 (Old Valley Pike) Bridge over the North Fork of the Shenandoah River is estimated to be 6000 vehicles per day by 2038. [Source: vdot.virginia.gov]; In the United Kingdom, rail volume dropped by 28%. [Source: www.mckinsey.com]; The I-70/I-64 interchange serves a large amount of traffic volume daily, with additional growth anticipated in the future. [Source: www.modot.org]; The California Statewide Travel Demand Model (CSTDM) provides data on passenger vehicle travel behavior, GHG emission change reports, statewide interregional trip volumes, and Vehicle Miles Traveled (VMT). [Source]; Washington state law aims to decrease the annual per capita vehicle miles traveled by 30% by 2035 and 50% by 2050. [Source]; The Point Utah's SMART MOBILITY STUDY will detail innovative transportation solutions that reduce vehicle miles traveled. [Source]; Ride-hailing trips in Chicago make up about 3% of the total regional VMT. [Source] 2022-01-10: The majority of passenger travel in the United States occurs on highways, with traffic volumes and road safety data being monitored and reported by various government agencies. [Source: www.bts.dot.gov]; In 2021, the border between the United States and Canada was closed to all but essential travel, or restricted by testing requirements, due to the COVID-19 pandemic. [Source: www.peacebridge.com]; Travel times have increased in certain areas, such as the Central Puget Sound region, due to the ongoing recovery of traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; Weather-related road closures have increased across the United States, leading to increased delays and reduced ability of transportation agencies to clear roadways. [Source: inrix.com]; Osceola County is considering mobility fees based on vehicle-miles of new travel (VMT) and person-miles of travel. [Source: www.osceola.org]; There was a percent change in vehicle miles traveled from 2019, according to the U.S. Department of Transportation, Federal Highway Administration. [Source: www.bts.dot.gov]; Vehicle miles of travel (VMT) measures are used in transportation planning, and key agencies in the United States have planning horizons that range from 20 to 50 years. [Source: library.ndsu.edu]; The Oregon Transportation Commission is considering adoption of an updated mobility policy that includes measures such as vehicle miles traveled. [Source: www.oregonmetro.gov]; The COVID-19 pandemic has had an impact on travel demand, including vehicle miles traveled. [Source: europepmc.org]; Wyoming has one of the highest per capita vehicle miles traveled rates in the United States, with about 70% of the state's vehicle traffic carried by a single highway. [Source: www.dot.state.wy.us]; Vehicle miles traveled (VMT) is a key measure of travel behavior, and smart growth strategies aim to reduce VMT. [Source: www.sciencedirect.com] 2022-01-03: The Hawaii Department of Transportation (HDOT) has been tracking and sharing traffic volume data for major state routes on the HDOT website since January 3, 2022. [Source: hidot.hawaii.gov]; According to the Federal Highway Administration, 16 new focus states represent 51 percent of all traffic-related fatalities that occurred in the United States during the analysis period. [Source: safety.fhwa.dot.gov]; The United States Customs and Border Protection (CBP) has helped facilitate a return to normal in terms of cross-border traffic, travel, and trade as the nation continues to move through the pandemic. [Source: www.cbp.gov]; In 2021, the total annual vehicle miles traveled on all roadways in Texas was 260.0 billion miles. [Source: ftp.txdot.gov]; As of 1941, about 88 percent of US households had a family car. [Source: www.nationalww2museum.org];\"\n \"Available facts are as follows: 2022-01-24: Travel times in 2022 were close to pre-pandemic levels, with traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; Significant travel volume changes have occurred, with 22,000 vehicles per day at the state line before the opening of a new stretch of I-49. [Source: www.nwaonline.com]; In 2019, 5,014 motorcyclists died and 84,000 were injured in traffic accidents in the United States. Per vehicle miles traveled in 2017, motorcyclist fatalities occurred at a rate of 25.67 per 100 million vehicle miles traveled. [Source]; As of 2020, there were 286.9 million registered vehicles in the United States. [Source]; In 2019, the roadway fatality rate per 100 million vehicle miles traveled varied by state, ranging from 0.57 in Massachusetts to 3.38 in Mississippi. [Source] 2022-01-17: The average daily traffic volume on Route 11 (Old Valley Pike) Bridge over the North Fork of the Shenandoah River is estimated to be 6000 vehicles per day by 2038. [Source: vdot.virginia.gov]; In the United Kingdom, rail volume dropped by 28%. [Source: www.mckinsey.com]; The I-70/I-64 interchange serves a large amount of traffic volume daily, with additional growth anticipated in the future. [Source: www.modot.org]; The California Statewide Travel Demand Model (CSTDM) provides data on passenger vehicle travel behavior, GHG emission change reports, statewide interregional trip volumes, and Vehicle Miles Traveled (VMT). [Source]; Washington state law aims to decrease the annual per capita vehicle miles traveled by 30% by 2035 and 50% by 2050. [Source]; The Point Utah's SMART MOBILITY STUDY will detail innovative transportation solutions that reduce vehicle miles traveled. [Source]; Ride-hailing trips in Chicago make up about 3% of the total regional VMT. [Source] 2022-01-10: The majority of passenger travel in the United States occurs on highways, with traffic volumes and road safety data being monitored and reported by various government agencies. [Source: www.bts.dot.gov]; In 2021, the border between the United States and Canada was closed to all but essential travel, or restricted by testing requirements, due to the COVID-19 pandemic. [Source: www.peacebridge.com]; Travel times have increased in certain areas, such as the Central Puget Sound region, due to the ongoing recovery of traffic volume in the wake of COVID-19. [Source: wsdot.wa.gov]; Weather-related road closures have increased across the United States, leading to increased delays and reduced ability of transportation agencies to clear roadways. [Source: inrix.com]; Osceola County is considering mobility fees based on vehicle-miles of new travel (VMT) and person-miles of travel. [Source: www.osceola.org]; There was a percent change in vehicle miles traveled from 2019, according to the U.S. Department of Transportation, Federal Highway Administration. [Source: www.bts.dot.gov]; Vehicle miles of travel (VMT) measures are used in transportation planning, and key agencies in the United States have planning horizons that range from 20 to 50 years. [Source: library.ndsu.edu]; The Oregon Transportation Commission is considering adoption of an updated mobility policy that includes measures such as vehicle miles traveled. [Source: www.oregonmetro.gov]; The COVID-19 pandemic has had an impact on travel demand, including vehicle miles traveled. [Source: europepmc.org]; Wyoming has one of the highest per capita vehicle miles traveled rates in the United States, with about 70% of the state's vehicle traffic carried by a single highway. [Source: www.dot.state.wy.us]; Vehicle miles traveled (VMT) is a key measure of travel behavior, and smart growth strategies aim to reduce VMT. [Source: www.sciencedirect.com] 2022-01-03: The Hawaii Department of Transportation (HDOT) has been tracking and sharing traffic volume data for major state routes on the HDOT website since January 3, 2022. [Source: hidot.hawaii.gov]; According to the Federal Highway Administration, 16 new focus states represent 51 percent of all traffic-related fatalities that occurred in the United States during the analysis period. [Source: safety.fhwa.dot.gov]; The United States Customs and Border Protection (CBP) has helped facilitate a return to normal in terms of cross-border traffic, travel, and trade as the nation continues to move through the pandemic. [Source: www.cbp.gov]; In 2021, the total annual vehicle miles traveled on all roadways in Texas was 260.0 billion miles. [Source: ftp.txdot.gov]; As of 1941, about 88 percent of US households had a family car. [Source: www.nationalww2museum.org];\"]"}
{"batch_x": [288443.0, 279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0], "batch_y": [271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0], "batch_x_timestamps_datetime64_ns": [1625097600000000000, 1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000], "batch_y_timestamps_datetime64_ns": [1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000], "batch_x_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]], "batch_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438]], "batch_text": "[\"Available facts are as follows: 2022-02-21: International passenger traffic volume has lagged significantly behind domestic traffic due to travel restrictions on international travel. [Source: aci.aero]; The U.S. Federal Highway Administration released its December 2021 Traffic Volume Trends data, showing a significant increase in driving in 2021. [Source: frontiergroup.org]; Average Annual Daily Traffic (AADT) Maps are used to estimate traffic volume on every street in New York City. [Source: www.datakind.org]; Lane closures on the Bay Bridge (US 50/301) are subject to change and closure times are dependent on traffic volumes. [Source: www.mdta.maryland.gov]; The number of vehicles traveling between Canada and the United States can be affected by trip characteristics, length of stay, and type of transportation. [Source: www150.statcan.gc.ca]; Objective facts about the Traffic and Transportation situation:Vehicle miles traveled (VMT) is a key metric in reducing emissions and improving mobility, with various strategies being proposed to mitigate its impact. [Source: www.metro.net, lao.ca.gov, wagner.nyu.edu] 2022-02-14: Highway travel in the US has an overview, multi-state tables, and motor-fuel volume taxed by state. [Source]; The Seattle Department of Transportation uses data from permanent counters to estimate annual volume for each location. [Source]; The Town of Munster, IN considers traffic volume, pedestrian volume, and travel of children to and from school when implementing traffic control devices. [Source]; The Druid Park Lake Drive Complete Streets Feasibility Study Project considers existing traffic volumes and fewer travel lanes in lower-volume areas. [Source]; The Federal Highway Administration Office of Operations provides PORTAL Count Station traffic volume data. [Source]; Minnesota's I-35 Planning Study expects crashes to increase due to traffic volume growth. [Source]; The California Department of Transportation (Caltrans) is involved in air quality issues related to transportation. [Source]; The Florida Department of Transportation (FDOT) uses crash data systems and mapping, including local traffic volumes. [Source]; In the EU-27, more than 70% of all rail travel is accounted for by the four largest EU Member States. [Source]; The average U.S. household vehicle travels 11,200 miles per year (2017 NHTS). [Source: tedb.ornl.gov]; There were 13,479,000 heavy trucks registered in the U.S. [Source: tedb.ornl.gov]; Millennials' automobility is decreasing, with estimated generation-specific VMT elasticities related to person age, driving licensure, car ownership, household size, and income. [Source: www.sciencedirect.com]; California is working towards zero-emission vehicles, cleaner fuels, and transportation and land use measures that reduce vehicle miles traveled (VMT). [Source: sgc.ca.gov] 2022-02-07: The SR 91 value study showed that traffic distributions in the eastbound travel direction consisted of 17% and 4% of the volume respectively. [Source]; The Port of South Louisiana is one of the largest volume ports in the United States, located along the Mississippi River delta in Louisiana. [Source]; Traffic volume plummeted to less than half of their usual volumes during the COVID-19 pandemic. [Source]; The National Traffic Speeds Survey II reported travel speeds in the United States. [Source]; The Lewiston-Queenston Bridge, which connects the U.S. and Canada, sees approximately 800,000 trucks and 2.6 million vehicles crossing annually. [Source]; Rhode Island is one of the most densely-populated states in the U.S. [Source]; Oregon is ranked as one of the top states in the U.S. for traffic congestion. [Source]; A review of U.S. carsharing programs from 2004 to 2021 shows reductions in vehicle miles traveled and associated GHG emissions. [Source]; From December 2021 to July 2022, DMV2GO traveled about 35,000 miles in Colorado. [Source] 2022-01-31: MDOT SHA measures traffic volume using counts and other sources to gauge annual variations in Maryland roadway travel. [Source]; In the United States, conventional travel demand models are slowly moving forward to incorporate volume data consistent with observed data. [Source]; The trucks transported an estimated ~63.8% of the total freight in the United States in the year 2015. [Source]; Three airlines recorded increases in passenger traffic volume at DEN in 2021 as compared to 2019. [Source]; Vehicle miles traveled (VMT) is a key metric used to track the growth and demands of roadways in Maryland and other states. [Source: roads.maryland.gov]; In 2020, Kentucky's transportation system carried 46.5 billion annual vehicle miles of travel (VMT). [Source: tripnet.org]; From 2001 to 2019, total light-duty vehicle miles traveled (VMT) on urban roadways in the United States increased. [Source: www.sciencedirect.com]; In 2019, there were 1-2 million vehicle miles traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov];\"\n \"Available facts are as follows: 2022-02-21: International passenger traffic volume has lagged significantly behind domestic traffic due to travel restrictions on international travel. [Source: aci.aero]; The U.S. Federal Highway Administration released its December 2021 Traffic Volume Trends data, showing a significant increase in driving in 2021. [Source: frontiergroup.org]; Average Annual Daily Traffic (AADT) Maps are used to estimate traffic volume on every street in New York City. [Source: www.datakind.org]; Lane closures on the Bay Bridge (US 50/301) are subject to change and closure times are dependent on traffic volumes. [Source: www.mdta.maryland.gov]; The number of vehicles traveling between Canada and the United States can be affected by trip characteristics, length of stay, and type of transportation. [Source: www150.statcan.gc.ca]; Objective facts about the Traffic and Transportation situation:Vehicle miles traveled (VMT) is a key metric in reducing emissions and improving mobility, with various strategies being proposed to mitigate its impact. [Source: www.metro.net, lao.ca.gov, wagner.nyu.edu] 2022-02-14: Highway travel in the US has an overview, multi-state tables, and motor-fuel volume taxed by state. [Source]; The Seattle Department of Transportation uses data from permanent counters to estimate annual volume for each location. [Source]; The Town of Munster, IN considers traffic volume, pedestrian volume, and travel of children to and from school when implementing traffic control devices. [Source]; The Druid Park Lake Drive Complete Streets Feasibility Study Project considers existing traffic volumes and fewer travel lanes in lower-volume areas. [Source]; The Federal Highway Administration Office of Operations provides PORTAL Count Station traffic volume data. [Source]; Minnesota's I-35 Planning Study expects crashes to increase due to traffic volume growth. [Source]; The California Department of Transportation (Caltrans) is involved in air quality issues related to transportation. [Source]; The Florida Department of Transportation (FDOT) uses crash data systems and mapping, including local traffic volumes. [Source]; In the EU-27, more than 70% of all rail travel is accounted for by the four largest EU Member States. [Source]; The average U.S. household vehicle travels 11,200 miles per year (2017 NHTS). [Source: tedb.ornl.gov]; There were 13,479,000 heavy trucks registered in the U.S. [Source: tedb.ornl.gov]; Millennials' automobility is decreasing, with estimated generation-specific VMT elasticities related to person age, driving licensure, car ownership, household size, and income. [Source: www.sciencedirect.com]; California is working towards zero-emission vehicles, cleaner fuels, and transportation and land use measures that reduce vehicle miles traveled (VMT). [Source: sgc.ca.gov] 2022-02-07: The SR 91 value study showed that traffic distributions in the eastbound travel direction consisted of 17% and 4% of the volume respectively. [Source]; The Port of South Louisiana is one of the largest volume ports in the United States, located along the Mississippi River delta in Louisiana. [Source]; Traffic volume plummeted to less than half of their usual volumes during the COVID-19 pandemic. [Source]; The National Traffic Speeds Survey II reported travel speeds in the United States. [Source]; The Lewiston-Queenston Bridge, which connects the U.S. and Canada, sees approximately 800,000 trucks and 2.6 million vehicles crossing annually. [Source]; Rhode Island is one of the most densely-populated states in the U.S. [Source]; Oregon is ranked as one of the top states in the U.S. for traffic congestion. [Source]; A review of U.S. carsharing programs from 2004 to 2021 shows reductions in vehicle miles traveled and associated GHG emissions. [Source]; From December 2021 to July 2022, DMV2GO traveled about 35,000 miles in Colorado. [Source] 2022-01-31: MDOT SHA measures traffic volume using counts and other sources to gauge annual variations in Maryland roadway travel. [Source]; In the United States, conventional travel demand models are slowly moving forward to incorporate volume data consistent with observed data. [Source]; The trucks transported an estimated ~63.8% of the total freight in the United States in the year 2015. [Source]; Three airlines recorded increases in passenger traffic volume at DEN in 2021 as compared to 2019. [Source]; Vehicle miles traveled (VMT) is a key metric used to track the growth and demands of roadways in Maryland and other states. [Source: roads.maryland.gov]; In 2020, Kentucky's transportation system carried 46.5 billion annual vehicle miles of travel (VMT). [Source: tripnet.org]; From 2001 to 2019, total light-duty vehicle miles traveled (VMT) on urban roadways in the United States increased. [Source: www.sciencedirect.com]; In 2019, there were 1-2 million vehicle miles traveled (VMT) in the United States. [Source: www.fmcsa.dot.gov];\"]"}
{"batch_x": [279596.0, 270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0], "batch_y": [258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0], "batch_x_timestamps_datetime64_ns": [1627776000000000000, 1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000], "batch_y_timestamps_datetime64_ns": [1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000], "batch_x_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]], "batch_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653]], "batch_text": "['Available facts are as follows: 2022-03-21: The United States government is examining ways to improve traffic data validation practices, including determining whether StreetLight Volume estimates differ statistically from count data. [Source: www.fehrandpeers.com]; A simulation study found that an optimized variable speed limit and ramp metering can reduce travel times for ramp traffic. [Source: www.itskrs.its.dot.gov]; In China, countermeasures are being implemented to address urban traffic congestion, including managing travel volume to reduce congestion. [Source: www.ncbi.nlm.nih.gov]; In the United States, more than half of all daily trips were taken by car, with an average of 1.75 people per vehicle. [Source: www.energy.gov]; California is developing a statewide freight forecasting and travel demand model to evaluate the impacts of freight movement on traffic. [Source: dot.ca.gov]; Vehicle miles traveled (VMT) has rebounded and is nearing pre-pandemic levels, with vehicle travel in 24 states exceeding pre-pandemic levels. [Source: tripnet.org]; Across California and the rest of the US, fatal crashes have continued to rise throughout the pandemic despite vehicle miles traveled falling more than 13%. [Source: scta.ca.gov]; Ride-hailing services account for up to 13% of vehicle miles traveled in most US metropolitan areas. [Source: escholarship.org] 2022-03-14: In 2021, the individual monthly vehicle-miles of travel in billions on Rural Interstate was 16.4. [Source: www.fhwa.dot.gov]; Traffic counts provide vital data for transportation planning and travel forecasting. [Source: pagregion.com]; Estimated individual monthly motor vehicle travel in the United States was 16.4 billion vehicle-miles of travel in rural interstate areas in 2021. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) accounts for over 90% of all commute trips in Vermont, with per capita VMT increasing despite efforts to reduce it. [Source: vtrans.vermont.gov]; In the United States, ride-hailing services account for up to 13% of vehicle miles traveled in some metropolitan areas. [Source: www.ncbi.nlm.nih.gov] 2022-03-07: In 2021, U.S. airlines carried 674 million passengers, an 82.5% increase from 2020. [Source: www.bts.gov]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; In 2019, the PM peak hour balanced intersection turning movement volumes at select study intersections along US 2 were recorded. [Source: engage.wsdot.wa.gov]; U.S. 15 serves as the primary corridor through Bishopville, and traffic traveling through downtown Bishopville is expected to improve with the Bishopville Truck Route Project. [Source: www.sidot.org]; The United States Department of Transportation has implemented various strategies to reduce vehicle miles traveled, including car-sharing and parking pricing. [Source: www.cmap.illinois.gov, www.boston.gov, bikeportland.org] 2022-02-28: The volume of flights operated in 2021 was 6.2 million, which is 78.1% of the volume of flights operated in pre-pandemic 2019 (7.9 million). [Source: www.transportation.gov]; The HPMS reports the average daily traffic volume for each road segment in the database, with data available up to October 2020. [Source: www.epa.gov]; The traffic fatality count in 2020 was 38,824, which is 2,469 more people killed than the 36,355 fatalities in 2019. [Source: crashstats.nhtsa.dot.gov]; The traffic volume on Route 33 (Spotswood Trail) at Route 620 in Rockingham County is 2,900 vehicles per day. [Source: vdot.virginia.gov]; Personal vehicles in the U.S. account for three trillion vehicle miles traveled (VMT) each year, totaling over 14,000 miles for each licensed driver. [Source: www.ncelenviro.org]; In 2020, the U.S. traffic fatality rate per 100 million miles of vehicle travel was 1.25. [Source: tripnet.org];'\n 'Available facts are as follows: 2022-03-21: The United States government is examining ways to improve traffic data validation practices, including determining whether StreetLight Volume estimates differ statistically from count data. [Source: www.fehrandpeers.com]; A simulation study found that an optimized variable speed limit and ramp metering can reduce travel times for ramp traffic. [Source: www.itskrs.its.dot.gov]; In China, countermeasures are being implemented to address urban traffic congestion, including managing travel volume to reduce congestion. [Source: www.ncbi.nlm.nih.gov]; In the United States, more than half of all daily trips were taken by car, with an average of 1.75 people per vehicle. [Source: www.energy.gov]; California is developing a statewide freight forecasting and travel demand model to evaluate the impacts of freight movement on traffic. [Source: dot.ca.gov]; Vehicle miles traveled (VMT) has rebounded and is nearing pre-pandemic levels, with vehicle travel in 24 states exceeding pre-pandemic levels. [Source: tripnet.org]; Across California and the rest of the US, fatal crashes have continued to rise throughout the pandemic despite vehicle miles traveled falling more than 13%. [Source: scta.ca.gov]; Ride-hailing services account for up to 13% of vehicle miles traveled in most US metropolitan areas. [Source: escholarship.org] 2022-03-14: In 2021, the individual monthly vehicle-miles of travel in billions on Rural Interstate was 16.4. [Source: www.fhwa.dot.gov]; Traffic counts provide vital data for transportation planning and travel forecasting. [Source: pagregion.com]; Estimated individual monthly motor vehicle travel in the United States was 16.4 billion vehicle-miles of travel in rural interstate areas in 2021. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) accounts for over 90% of all commute trips in Vermont, with per capita VMT increasing despite efforts to reduce it. [Source: vtrans.vermont.gov]; In the United States, ride-hailing services account for up to 13% of vehicle miles traveled in some metropolitan areas. [Source: www.ncbi.nlm.nih.gov] 2022-03-07: In 2021, U.S. airlines carried 674 million passengers, an 82.5% increase from 2020. [Source: www.bts.gov]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; In 2019, the PM peak hour balanced intersection turning movement volumes at select study intersections along US 2 were recorded. [Source: engage.wsdot.wa.gov]; U.S. 15 serves as the primary corridor through Bishopville, and traffic traveling through downtown Bishopville is expected to improve with the Bishopville Truck Route Project. [Source: www.sidot.org]; The United States Department of Transportation has implemented various strategies to reduce vehicle miles traveled, including car-sharing and parking pricing. [Source: www.cmap.illinois.gov, www.boston.gov, bikeportland.org] 2022-02-28: The volume of flights operated in 2021 was 6.2 million, which is 78.1% of the volume of flights operated in pre-pandemic 2019 (7.9 million). [Source: www.transportation.gov]; The HPMS reports the average daily traffic volume for each road segment in the database, with data available up to October 2020. [Source: www.epa.gov]; The traffic fatality count in 2020 was 38,824, which is 2,469 more people killed than the 36,355 fatalities in 2019. [Source: crashstats.nhtsa.dot.gov]; The traffic volume on Route 33 (Spotswood Trail) at Route 620 in Rockingham County is 2,900 vehicles per day. [Source: vdot.virginia.gov]; Personal vehicles in the U.S. account for three trillion vehicle miles traveled (VMT) each year, totaling over 14,000 miles for each licensed driver. [Source: www.ncelenviro.org]; In 2020, the U.S. traffic fatality rate per 100 million miles of vehicle travel was 1.25. [Source: tripnet.org];']"}
{"batch_x": [270461.0, 277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0], "batch_y": [282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0], "batch_x_timestamps_datetime64_ns": [1630454400000000000, 1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000], "batch_y_timestamps_datetime64_ns": [1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000], "batch_x_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]], "batch_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904]], "batch_text": "['Available facts are as follows: 2022-04-25: The number of completed scheduled flights in China has reached the lowest levels since the beginning of the pandemic. [Source: www.cirium.com]; Traffic volume counts are being maintained and updated regularly by various transportation departments, such as WSDOT and MDOT. [Source: wsdot.wa.gov, www.michigan.gov]; Travel time functions are being developed to describe the relationship between travel time and traffic volume on a road link. [Source: www.sciencedirect.com]; The Statewide Freight Plan (2022) projects traffic volumes in Wyoming to reach 40,000 to 45,000 vehicles daily along I-25 in Cheyenne and Casper by 2045. [Source: www.dot.state.wy.us]; The U.S. Department of Transportation aims to reduce the rate of motor vehicle fatalities to below 1.36 per 100 million vehicle miles traveled (VMT) by September 30, 2023. [Source]; Vehicle Miles Traveled (VMT) is used as an indicator of traffic and is calculated to assess development project traffic under CEQA in California. [Source]; The Valley Metro Sustainability Plan aims to attract riders to transit and reduce regional VMT. [Source] 2022-04-18: Waze data can be shared publicly, but analysis must be done within the Secure Data Commons. [Source: www.transportation.gov]; The Montana Department of Transportation collects and reports traffic volume data by specific route. [Source: www.mdt.mt.gov]; The US Department of Transportation requires states and US territories to report limited HPMS summary data, including traffic volumes. [Source: www.mdt.mt.gov]; Traffic volume is a key criterion for project selection in the 2022 Emergency Road and Bridge Repair Fund. [Source: mdot.ms.gov]; Vehicle miles traveled (VMT) is a key metric in measuring the impact of transportation on the environment, with a decrease in VMT seen as a positive step towards reducing carbon emissions. [Source: cgs.umd.edu]; In 2020, 30 billion vehicle miles traveled on state highways in Washington, a 15% decrease from 2019. [Source: www.kxro.com]; The transportation sector is a significant contributor to carbon emissions in the United States, with a need to reduce VMT to meet climate goals. [Source: cgs.umd.edu] 2022-04-11: The U.S. Department of Transportation estimated monthly motor vehicle travel volume in January 2022. [Source]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source]; The Freight Analysis Framework provides national statistics and maps on freight transportation. [Source]; The Annual Average Daily Traffic (AADT) report provides traffic volume data from count stations throughout the state. [Source]; Vehicle miles traveled (VMT) is an important planning/policy variable in the United States, with studies estimating VMT elasticities with respect to person age, driving licensure, vehicle ownership, and other factors. [Source: rosap.ntl.bts.gov]; A study in Poʻipū estimated that a road safety and mobility project would lead to a 20-year reduction in 35.9 million VMT. [Source: www.kauai.gov]; The MnDOT metro 2021 Congestion Report prioritizes active traffic management to address mobility issues, which can also reduce VMT. [Source: www.dot.state.mn.us]; The Rural Transit Fact Book 2022 reports on vehicle miles traveled on urban and rural roads, as well as revenue miles of service by state. [Source: www.ugpti.org]; The Move San José plan aims to decrease VMT per capita by 57% by 2050 and increase trips made by biking, walking, rolling, transit, and shared rides by 64%. [Source: storymaps.arcgis.com] 2022-04-04: The Transportation Security Administration (TSA) has seen an increase in travel volume. [Source: www.tsa.gov]; The Ohio Traffic Forecasting Manual provides data on daily directional volume, trip distribution summary reports, and average trip lengths. [Source: www.transportation.ohio.gov]; The US traffic signal performance has been analyzed, showing that a one-second improvement or degradation in delay per vehicle generates or eliminates 1.5 million metric tons of CO2. [Source: inrix.com]; Road improvements in northern El Salvador have reduced travel time, leading to increased use of the road despite low traffic volumes. [Source: www.mcc.gov]; The Maryland Bicycle Level of Traffic Stress (LTS) provides data on traffic volume records. [Source: www.arcgis.com]; The Complete Communities: Mobility Choices program aims to reduce vehicle miles traveled (VMT) in cities by requiring new development to develop mobility choices. [Source: documents.coastal.ca.gov]; In 2021, there were 2.32 pedestrian deaths per billion vehicle miles traveled nationwide. [Source: www.ghsa.org]; Texas had 3,615 car crash fatalities in 2019, with about 80% involving alcohol. [Source: kinder.rice.edu]; The operation of the DART bus fleet emitted an estimated 8,131 metric tons of CO2 in 2020, based on fuel consumption and vehicle miles traveled. [Source: www.transit.dot.gov];'\n 'Available facts are as follows: 2022-04-25: The number of completed scheduled flights in China has reached the lowest levels since the beginning of the pandemic. [Source: www.cirium.com]; Traffic volume counts are being maintained and updated regularly by various transportation departments, such as WSDOT and MDOT. [Source: wsdot.wa.gov, www.michigan.gov]; Travel time functions are being developed to describe the relationship between travel time and traffic volume on a road link. [Source: www.sciencedirect.com]; The Statewide Freight Plan (2022) projects traffic volumes in Wyoming to reach 40,000 to 45,000 vehicles daily along I-25 in Cheyenne and Casper by 2045. [Source: www.dot.state.wy.us]; The U.S. Department of Transportation aims to reduce the rate of motor vehicle fatalities to below 1.36 per 100 million vehicle miles traveled (VMT) by September 30, 2023. [Source]; Vehicle Miles Traveled (VMT) is used as an indicator of traffic and is calculated to assess development project traffic under CEQA in California. [Source]; The Valley Metro Sustainability Plan aims to attract riders to transit and reduce regional VMT. [Source] 2022-04-18: Waze data can be shared publicly, but analysis must be done within the Secure Data Commons. [Source: www.transportation.gov]; The Montana Department of Transportation collects and reports traffic volume data by specific route. [Source: www.mdt.mt.gov]; The US Department of Transportation requires states and US territories to report limited HPMS summary data, including traffic volumes. [Source: www.mdt.mt.gov]; Traffic volume is a key criterion for project selection in the 2022 Emergency Road and Bridge Repair Fund. [Source: mdot.ms.gov]; Vehicle miles traveled (VMT) is a key metric in measuring the impact of transportation on the environment, with a decrease in VMT seen as a positive step towards reducing carbon emissions. [Source: cgs.umd.edu]; In 2020, 30 billion vehicle miles traveled on state highways in Washington, a 15% decrease from 2019. [Source: www.kxro.com]; The transportation sector is a significant contributor to carbon emissions in the United States, with a need to reduce VMT to meet climate goals. [Source: cgs.umd.edu] 2022-04-11: The U.S. Department of Transportation estimated monthly motor vehicle travel volume in January 2022. [Source]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source]; The Freight Analysis Framework provides national statistics and maps on freight transportation. [Source]; The Annual Average Daily Traffic (AADT) report provides traffic volume data from count stations throughout the state. [Source]; Vehicle miles traveled (VMT) is an important planning/policy variable in the United States, with studies estimating VMT elasticities with respect to person age, driving licensure, vehicle ownership, and other factors. [Source: rosap.ntl.bts.gov]; A study in Poʻipū estimated that a road safety and mobility project would lead to a 20-year reduction in 35.9 million VMT. [Source: www.kauai.gov]; The MnDOT metro 2021 Congestion Report prioritizes active traffic management to address mobility issues, which can also reduce VMT. [Source: www.dot.state.mn.us]; The Rural Transit Fact Book 2022 reports on vehicle miles traveled on urban and rural roads, as well as revenue miles of service by state. [Source: www.ugpti.org]; The Move San José plan aims to decrease VMT per capita by 57% by 2050 and increase trips made by biking, walking, rolling, transit, and shared rides by 64%. [Source: storymaps.arcgis.com] 2022-04-04: The Transportation Security Administration (TSA) has seen an increase in travel volume. [Source: www.tsa.gov]; The Ohio Traffic Forecasting Manual provides data on daily directional volume, trip distribution summary reports, and average trip lengths. [Source: www.transportation.ohio.gov]; The US traffic signal performance has been analyzed, showing that a one-second improvement or degradation in delay per vehicle generates or eliminates 1.5 million metric tons of CO2. [Source: inrix.com]; Road improvements in northern El Salvador have reduced travel time, leading to increased use of the road despite low traffic volumes. [Source: www.mcc.gov]; The Maryland Bicycle Level of Traffic Stress (LTS) provides data on traffic volume records. [Source: www.arcgis.com]; The Complete Communities: Mobility Choices program aims to reduce vehicle miles traveled (VMT) in cities by requiring new development to develop mobility choices. [Source: documents.coastal.ca.gov]; In 2021, there were 2.32 pedestrian deaths per billion vehicle miles traveled nationwide. [Source: www.ghsa.org]; Texas had 3,615 car crash fatalities in 2019, with about 80% involving alcohol. [Source: kinder.rice.edu]; The operation of the DART bus fleet emitted an estimated 8,131 metric tons of CO2 in 2020, based on fuel consumption and vehicle miles traveled. [Source: www.transit.dot.gov];']"}
{"batch_x": [277877.0, 260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0], "batch_y": [277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0], "batch_x_timestamps_datetime64_ns": [1633046400000000000, 1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000], "batch_y_timestamps_datetime64_ns": [1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000], "batch_x_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]], "batch_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5]], "batch_text": "[\"Available facts are as follows: 2022-05-23: Memorial Day weekend is expected to have heavier traffic volumes, with Thursday, May 26, through Saturday, May 28, being the busiest days. [Source: mdta.maryland.gov]; PA Turnpike reports returning traffic volumes, with Friday, May 27, being the busiest travel day. [Source: www.paturnpike.com]; The Lincoln Travel Demand Model uses 2019 traffic counts to project congestion levels over time. [Source: www.lincoln.ne.gov]; TSA expects increased summer travel demand and higher volumes of travelers. [Source: www.tsa.gov]; On-airport parking at JFK, Newark Liberty, and LaGuardia Airports will be extremely limited due to high volumes of travelers during Memorial Day weekend. [Source: www.panynj.gov]; In 2020, helmet use in the United States was 69.0 percent. [Source: crashstats.nhtsa.dot.gov]; The average age of vehicles in the US has increased to 12.2 years, with light vehicles traveling an average of over 12,300 miles in 2021. [Source: www.spglobal.com, www.motor.com, www.tirebusiness.com]; Vehicle Miles Traveled (VMT) in the US increased by 63% between 2000 and 2019. [Source: www.valleymetro.org]; There is an average of 84 injuries per 100 million vehicle miles traveled in the US each year, with people traveling over 3 trillion miles every year. [Source: www.wardbarnes.com] 2022-05-16: The total U.S. holiday travel volume for Memorial Day is forecasted to be high, with 37.9 million Americans expected to hit the road, tracking slightly above 2019 and 2021 Memorial Day traffic levels. [Source: www.businesswire.com]; In 2022, U.S. road travel is tracking 8.5 percent above 2021 volume. [Source: www.businesswire.com]; Freight transport, as well as commercial and service activities, generate a large share of the overall traffic volume. [Source: www.ptvgroup.com]; Regional traffic trends include data on traffic volume, congestion, speed, and truck travel. [Source: azmag.gov]; : Vehicle miles traveled (VMT) in the United States has been affected by oil prices, with a historical correlation between the two. [Source: transportgeography.org]; : In 2021, there were 2.32 pedestrian deaths per billion VMT in the United States, similar to 2020 but above the pre-pandemic average. [Source: www.ghsa.org]; : The project in Naval Base San Diego aims to reduce vehicle miles traveled and serve personnel and families with a useful transportation system. [Source: vargas.house.gov] 2022-05-09: Travel during May 2022 on all roads and streets in the nation changed by +1.3% (+3.6 billion) [Source: www.fhwa.dot.gov]; The Transportation Security Administration (TSA) anticipates passenger volumes that will match pre-pandemic levels during the summer travel season [Source: www.tsa.gov]; Vehicle miles traveled (VMT) is a key metric for assessing the impacts of micromobility and shared mobility. [Source]; Access to carsharing services can lead to a reduction in overall VMT. [Source]; Promoting state policy that transitions transportation funding to a system based on pollution, congestion, and miles traveled can increase funding and policy support for EVs. [Source]; Ride pooling can lead to a decline in total citywide VMT. [Source]; California's SB 375 law requires the reduction of VMT in local and regional transportation plans. [Source]; Shared micro-mobility may slightly reduce VMT. [Source] 2022-05-02: The United States Department of Transportation is involved in various projects related to traffic analysis, freight management, and travel demand modeling. [Source]; Annual Average Daily Traffic (AADT) is a measure of the average daily traffic volume at a given location over an entire year. [Source]; The calibration model for lane closures was tested to determine the sensitivity of the increase in traffic volume, percent of heavy vehicles, work zone lengths, and posted speeds. [Source]; The total number of vehicle miles traveled in the United States has increased more than 70 percent in the last 20 years. [Source: ops.fhwa.dot.gov]; Vehicle Miles Traveled (VMT) remained a dominant mode of transportation in the United States, with more mobility services emerging. [Source: rosap.ntl.bts.gov]; Pedestrian fatality rates have hit a 10-year high in Ohio and nationally, with vehicle miles traveled being a contributing factor. [Source: www.greaterohio.org]; An average vehicle in the U.S. is driven slightly less than 12,000 miles per year. [Source: www.tesla.com]; Electric vehicle miles driven exceeded 145 million in 2021, with a goal to increase sustainable transportation in the United States and Canada by 2026. [Source: media.electrifyamerica.com];\"\n \"Available facts are as follows: 2022-05-23: Memorial Day weekend is expected to have heavier traffic volumes, with Thursday, May 26, through Saturday, May 28, being the busiest days. [Source: mdta.maryland.gov]; PA Turnpike reports returning traffic volumes, with Friday, May 27, being the busiest travel day. [Source: www.paturnpike.com]; The Lincoln Travel Demand Model uses 2019 traffic counts to project congestion levels over time. [Source: www.lincoln.ne.gov]; TSA expects increased summer travel demand and higher volumes of travelers. [Source: www.tsa.gov]; On-airport parking at JFK, Newark Liberty, and LaGuardia Airports will be extremely limited due to high volumes of travelers during Memorial Day weekend. [Source: www.panynj.gov]; In 2020, helmet use in the United States was 69.0 percent. [Source: crashstats.nhtsa.dot.gov]; The average age of vehicles in the US has increased to 12.2 years, with light vehicles traveling an average of over 12,300 miles in 2021. [Source: www.spglobal.com, www.motor.com, www.tirebusiness.com]; Vehicle Miles Traveled (VMT) in the US increased by 63% between 2000 and 2019. [Source: www.valleymetro.org]; There is an average of 84 injuries per 100 million vehicle miles traveled in the US each year, with people traveling over 3 trillion miles every year. [Source: www.wardbarnes.com] 2022-05-16: The total U.S. holiday travel volume for Memorial Day is forecasted to be high, with 37.9 million Americans expected to hit the road, tracking slightly above 2019 and 2021 Memorial Day traffic levels. [Source: www.businesswire.com]; In 2022, U.S. road travel is tracking 8.5 percent above 2021 volume. [Source: www.businesswire.com]; Freight transport, as well as commercial and service activities, generate a large share of the overall traffic volume. [Source: www.ptvgroup.com]; Regional traffic trends include data on traffic volume, congestion, speed, and truck travel. [Source: azmag.gov]; : Vehicle miles traveled (VMT) in the United States has been affected by oil prices, with a historical correlation between the two. [Source: transportgeography.org]; : In 2021, there were 2.32 pedestrian deaths per billion VMT in the United States, similar to 2020 but above the pre-pandemic average. [Source: www.ghsa.org]; : The project in Naval Base San Diego aims to reduce vehicle miles traveled and serve personnel and families with a useful transportation system. [Source: vargas.house.gov] 2022-05-09: Travel during May 2022 on all roads and streets in the nation changed by +1.3% (+3.6 billion) [Source: www.fhwa.dot.gov]; The Transportation Security Administration (TSA) anticipates passenger volumes that will match pre-pandemic levels during the summer travel season [Source: www.tsa.gov]; Vehicle miles traveled (VMT) is a key metric for assessing the impacts of micromobility and shared mobility. [Source]; Access to carsharing services can lead to a reduction in overall VMT. [Source]; Promoting state policy that transitions transportation funding to a system based on pollution, congestion, and miles traveled can increase funding and policy support for EVs. [Source]; Ride pooling can lead to a decline in total citywide VMT. [Source]; California's SB 375 law requires the reduction of VMT in local and regional transportation plans. [Source]; Shared micro-mobility may slightly reduce VMT. [Source] 2022-05-02: The United States Department of Transportation is involved in various projects related to traffic analysis, freight management, and travel demand modeling. [Source]; Annual Average Daily Traffic (AADT) is a measure of the average daily traffic volume at a given location over an entire year. [Source]; The calibration model for lane closures was tested to determine the sensitivity of the increase in traffic volume, percent of heavy vehicles, work zone lengths, and posted speeds. [Source]; The total number of vehicle miles traveled in the United States has increased more than 70 percent in the last 20 years. [Source: ops.fhwa.dot.gov]; Vehicle Miles Traveled (VMT) remained a dominant mode of transportation in the United States, with more mobility services emerging. [Source: rosap.ntl.bts.gov]; Pedestrian fatality rates have hit a 10-year high in Ohio and nationally, with vehicle miles traveled being a contributing factor. [Source: www.greaterohio.org]; An average vehicle in the U.S. is driven slightly less than 12,000 miles per year. [Source: www.tesla.com]; Electric vehicle miles driven exceeded 145 million in 2021, with a goal to increase sustainable transportation in the United States and Canada by 2026. [Source: media.electrifyamerica.com];\"]"}
{"batch_x": [260433.0, 261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0], "batch_y": [281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0, 235447.0], "batch_x_timestamps_datetime64_ns": [1635724800000000000, 1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000], "batch_y_timestamps_datetime64_ns": [1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000], "batch_x_mark": [[-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_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904]], "batch_text": "[\"Available facts are as follows: 2022-06-20: According to AAA, 47.9 million people are expected to travel for the July 4th holiday, with a focus on traffic volume and mode of transportation in the United States. [Source: newsroom.aaa.com]; The Maine Turnpike Authority reported slow traffic between exit 32 in Biddeford and the NH state line due to high volume. [Source: www.maineturnpike.com]; The 2022 Traffic Counts Report provides traffic volume data, including traffic counts listed in alphabetical order by roadway. [Source: ocalamariontpo.org]; Objective facts about the Traffic and Transportation situation:More than 95.1 billion miles are driven on Michigan roadways every year. [Source: www.michigan.gov]The International Registration Plan (IRP) is a commercial vehicle registration agreement between the 48 contiguous United States, the District of Columbia and 10 Canadian provinces. [Source: www.revenue.alabama.gov]$500,000 OF THE MULTIMODAL TRANSPORTATION ACCOUNT-STATE APPROPRIATION IS PROVIDED SOLELY for identify funding requirements for state and local jurisdictions. [Source: wsdot.wa.gov] 2022-06-13: In 2021, individual monthly vehicle-miles of travel in the United States was 16.4 billion on rural interstates. [Source: www.fhwa.dot.gov]; There were 938 pedalcyclists killed in traffic crashes in the United States in 2020, an increase of 9 percent from 859 in 2019. [Source: crashstats.nhtsa.dot.gov]; California needs full implementation of strategies to reduce Vehicle Miles Traveled (VMT) to meet its climate goals. [Source: ww2.arb.ca.gov] 2022-06-06: As the pandemic recedes, the volume and growth of passenger traffic is returning, with the United States expected to remain the world leader in per capita jet fuel consumption. [Source: www.eesi.org]; The average daily traffic volume on US 222 in Muhlenberg and Ontelaunee Townships is 16,039 vehicles northbound and 14,657 vehicles southbound. [Source: www.penndot.gov]; Motor vehicle crash injury rates vary by mode of travel in the United States, with the highest rates for occupants of passenger vehicles. [Source: www.ajpmonline.org]; The AADT and Roadway length information are very accurate for The State Highway System (Interstate, US and State Routes) in Ohio. [Source: www.transportation.ohio.gov]; In the United States, automobiles are a dominant mode of transportation, contributing to emissions and vehicle miles traveled (VMT). [Source: architectureandplanning.ucdenver.edu]; The 2021 Clean Transportation and Mobility Innovation Report highlights transportation-sector greenhouse gas emissions, traffic congestion, and vehicle miles traveled in Rhode Island. [Source: ecori.org]; Accessible Electric Vehicle Carshare Programs can reduce vehicle miles traveled by an average of 44 percent. [Source: forthmobility.org]; Shared Micromobility State of the Industry Report provides data on the distance travelled by scooters displaced car VMT. [Source: journals.sagepub.com] 2022-05-30: The United States Department of Transportation reports on traffic volume, population, drivers, vehicles, fuel, and travel data for state economies. [Source]; The Federal Highway Administration (FHWA) provides guidelines on vertical traffic calming implementation, stating that single installations have little traffic diversion, but series of installations can have typical volume reduction. [Source]; The FHWA reports on traffic volume and travel times, indicating that travel times can be significantly different even with similar traffic volumes. [Source]; Speed management is key to road safety, and despite increased traffic volume, the number of fatalities has decreased in the United States. [Source]; The Michigan Department of Transportation considers the source of traffic volumes and travel time delays in work zone management. [Source]; The arterial system, including the Interstate System, accounts for about 11.1% of the Nation's total road and street mileage but carries 72.1% of total travel. [Source: www.fhwa.dot.gov];\"\n \"Available facts are as follows: 2022-06-20: According to AAA, 47.9 million people are expected to travel for the July 4th holiday, with a focus on traffic volume and mode of transportation in the United States. [Source: newsroom.aaa.com]; The Maine Turnpike Authority reported slow traffic between exit 32 in Biddeford and the NH state line due to high volume. [Source: www.maineturnpike.com]; The 2022 Traffic Counts Report provides traffic volume data, including traffic counts listed in alphabetical order by roadway. [Source: ocalamariontpo.org]; Objective facts about the Traffic and Transportation situation:More than 95.1 billion miles are driven on Michigan roadways every year. [Source: www.michigan.gov]The International Registration Plan (IRP) is a commercial vehicle registration agreement between the 48 contiguous United States, the District of Columbia and 10 Canadian provinces. [Source: www.revenue.alabama.gov]$500,000 OF THE MULTIMODAL TRANSPORTATION ACCOUNT-STATE APPROPRIATION IS PROVIDED SOLELY for identify funding requirements for state and local jurisdictions. [Source: wsdot.wa.gov] 2022-06-13: In 2021, individual monthly vehicle-miles of travel in the United States was 16.4 billion on rural interstates. [Source: www.fhwa.dot.gov]; There were 938 pedalcyclists killed in traffic crashes in the United States in 2020, an increase of 9 percent from 859 in 2019. [Source: crashstats.nhtsa.dot.gov]; California needs full implementation of strategies to reduce Vehicle Miles Traveled (VMT) to meet its climate goals. [Source: ww2.arb.ca.gov] 2022-06-06: As the pandemic recedes, the volume and growth of passenger traffic is returning, with the United States expected to remain the world leader in per capita jet fuel consumption. [Source: www.eesi.org]; The average daily traffic volume on US 222 in Muhlenberg and Ontelaunee Townships is 16,039 vehicles northbound and 14,657 vehicles southbound. [Source: www.penndot.gov]; Motor vehicle crash injury rates vary by mode of travel in the United States, with the highest rates for occupants of passenger vehicles. [Source: www.ajpmonline.org]; The AADT and Roadway length information are very accurate for The State Highway System (Interstate, US and State Routes) in Ohio. [Source: www.transportation.ohio.gov]; In the United States, automobiles are a dominant mode of transportation, contributing to emissions and vehicle miles traveled (VMT). [Source: architectureandplanning.ucdenver.edu]; The 2021 Clean Transportation and Mobility Innovation Report highlights transportation-sector greenhouse gas emissions, traffic congestion, and vehicle miles traveled in Rhode Island. [Source: ecori.org]; Accessible Electric Vehicle Carshare Programs can reduce vehicle miles traveled by an average of 44 percent. [Source: forthmobility.org]; Shared Micromobility State of the Industry Report provides data on the distance travelled by scooters displaced car VMT. [Source: journals.sagepub.com] 2022-05-30: The United States Department of Transportation reports on traffic volume, population, drivers, vehicles, fuel, and travel data for state economies. [Source]; The Federal Highway Administration (FHWA) provides guidelines on vertical traffic calming implementation, stating that single installations have little traffic diversion, but series of installations can have typical volume reduction. [Source]; The FHWA reports on traffic volume and travel times, indicating that travel times can be significantly different even with similar traffic volumes. [Source]; Speed management is key to road safety, and despite increased traffic volume, the number of fatalities has decreased in the United States. [Source]; The Michigan Department of Transportation considers the source of traffic volumes and travel time delays in work zone management. [Source]; The arterial system, including the Interstate System, accounts for about 11.1% of the Nation's total road and street mileage but carries 72.1% of total travel. [Source: www.fhwa.dot.gov];\"]"}
{"batch_x": [261028.0, 236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0], "batch_y": [284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0, 235447.0, 273712.0], "batch_x_timestamps_datetime64_ns": [1638316800000000000, 1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000], "batch_y_timestamps_datetime64_ns": [1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000], "batch_x_mark": [[-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_y_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182]], "batch_text": "[\"Available facts are as follows: 2022-07-25: The volume of traffic has increased with the recovery of work and production during the pandemic. [Source: www.ncbi.nlm.nih.gov]; The Transportation Security Administration (TSA) is expecting higher passenger volumes in August at T.F. Green Airport. [Source: www.tsa.gov]; There are over 1,000 canine teams deployed at aviation, mass transit, and maritime transportation locations. [Source: www.tsa.gov]; The United States Census Bureau provides data for estimating average daily traffic on low-volume roadways. [Source: journals.sagepub.com]; Vehicle miles traveled (VMT) is an important metric in transportation planning, and studies have estimated VMT elasticities with respect to various variables such as person age, driving licensure, and vehicle ownership. [Source: sites.utexas.edu]; There is a positive correlation between mobility constraints (e.g., higher road use prices or traffic congestion) and productivity. [Source: www.researchgate.net] 2022-07-18: Objective facts about the Traffic and Transportation situation:The AADT data shows traffic volumes for state highways, interstates, and other key roads in Idaho for 2016-2018, and it shows traffic volumes over time. [Source: storymaps.arcgis.com]The average daily rate for hotels in the United States was $126.72 in 2017. [Source: blog.accessdevelopment.com]; Vehicle miles traveled (VMT) in the United States has been increasing, with a 30 billion mile increase in North Carolina alone over the past 20 years. [Source: www.sustaincharlotte.org]; Transportation is now the leading source of carbon pollution in the United States. [Source: energy.mit.edu]; Telecommuting has the potential to reduce annual VMT by 0.8% in the United States. [Source: www.ncbi.nlm.nih.gov] 2022-07-11: North Dakota counts 1/3 of the state's highways, roads, and streets every year using portable equipment to obtain short-term traffic counts. [Source: www.dot.nd.gov]; The Port Authority of New York and New Jersey estimates travel trends similar to 2019 actual traffic volumes to accommodate motorists traveling between New York and New Jersey during holidays. [Source: www.panynj.gov]; International tourism has recovered to 60% of pre-pandemic levels, with travel from the United States contributing to increased traffic levels in July, according to IATA. [Source: www.unwto.org]; INRIX publishes travel time and speed data for 500,000 miles, volume data for 1.1 million miles, and generates aggregated and anonymous Origin-Destination data. [Source: inrix.com]; Vehicle miles traveled (VMT) is a key metric in the transportation sector, with various states and organizations tracking and aiming to reduce VMT to mitigate traffic and environmental impacts. [Source] 2022-07-04: The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; Del Rio Sector Border Patrol Agents apprehended a high volume of migrant traffic. [Source: www.cbp.gov]; There is an increase in total traffic volume for vehicles in the right-hand lanes on highways in different States. [Source: onlinepubs.trb.org]; The Bay Bridge (US 50/301) has lane closures and traffic patterns due to high traffic volumes. [Source: www.mdta.maryland.gov]; TSA is expecting higher passenger volumes at Manchester-Boston Regional Airport. [Source: www.tsa.gov]; U.S./Canada travel is not bouncing back, with traffic levels about half of pre-pandemic 2019. [Source: buffalonews.com]; Seat capacity dropped by half, bringing air traffic totals down to levels not seen since 2003. [Source: unstats.un.org]; Objective facts about the Traffic and Transportation situation:Researchers are analyzing the change in vehicle miles traveled (VMT) since e-scooter adoption in Portland, OR [Source: nitc.trec.pdx.edu]. Forecasts for Light Vehicle Sales, Parc, and Vehicle Miles Travelled (VMT) are available until CY2033 [Source: cdn.ihsmarkit.com]. In 2015, total annual vehicle miles traveled was significant [Source: www.codot.gov]. The United States has been a late adopter of Mobility as a Service (MaaS) [Source: scag.ca.gov].;\"\n \"Available facts are as follows: 2022-07-25: The volume of traffic has increased with the recovery of work and production during the pandemic. [Source: www.ncbi.nlm.nih.gov]; The Transportation Security Administration (TSA) is expecting higher passenger volumes in August at T.F. Green Airport. [Source: www.tsa.gov]; There are over 1,000 canine teams deployed at aviation, mass transit, and maritime transportation locations. [Source: www.tsa.gov]; The United States Census Bureau provides data for estimating average daily traffic on low-volume roadways. [Source: journals.sagepub.com]; Vehicle miles traveled (VMT) is an important metric in transportation planning, and studies have estimated VMT elasticities with respect to various variables such as person age, driving licensure, and vehicle ownership. [Source: sites.utexas.edu]; There is a positive correlation between mobility constraints (e.g., higher road use prices or traffic congestion) and productivity. [Source: www.researchgate.net] 2022-07-18: Objective facts about the Traffic and Transportation situation:The AADT data shows traffic volumes for state highways, interstates, and other key roads in Idaho for 2016-2018, and it shows traffic volumes over time. [Source: storymaps.arcgis.com]The average daily rate for hotels in the United States was $126.72 in 2017. [Source: blog.accessdevelopment.com]; Vehicle miles traveled (VMT) in the United States has been increasing, with a 30 billion mile increase in North Carolina alone over the past 20 years. [Source: www.sustaincharlotte.org]; Transportation is now the leading source of carbon pollution in the United States. [Source: energy.mit.edu]; Telecommuting has the potential to reduce annual VMT by 0.8% in the United States. [Source: www.ncbi.nlm.nih.gov] 2022-07-11: North Dakota counts 1/3 of the state's highways, roads, and streets every year using portable equipment to obtain short-term traffic counts. [Source: www.dot.nd.gov]; The Port Authority of New York and New Jersey estimates travel trends similar to 2019 actual traffic volumes to accommodate motorists traveling between New York and New Jersey during holidays. [Source: www.panynj.gov]; International tourism has recovered to 60% of pre-pandemic levels, with travel from the United States contributing to increased traffic levels in July, according to IATA. [Source: www.unwto.org]; INRIX publishes travel time and speed data for 500,000 miles, volume data for 1.1 million miles, and generates aggregated and anonymous Origin-Destination data. [Source: inrix.com]; Vehicle miles traveled (VMT) is a key metric in the transportation sector, with various states and organizations tracking and aiming to reduce VMT to mitigate traffic and environmental impacts. [Source] 2022-07-04: The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; Del Rio Sector Border Patrol Agents apprehended a high volume of migrant traffic. [Source: www.cbp.gov]; There is an increase in total traffic volume for vehicles in the right-hand lanes on highways in different States. [Source: onlinepubs.trb.org]; The Bay Bridge (US 50/301) has lane closures and traffic patterns due to high traffic volumes. [Source: www.mdta.maryland.gov]; TSA is expecting higher passenger volumes at Manchester-Boston Regional Airport. [Source: www.tsa.gov]; U.S./Canada travel is not bouncing back, with traffic levels about half of pre-pandemic 2019. [Source: buffalonews.com]; Seat capacity dropped by half, bringing air traffic totals down to levels not seen since 2003. [Source: unstats.un.org]; Objective facts about the Traffic and Transportation situation:Researchers are analyzing the change in vehicle miles traveled (VMT) since e-scooter adoption in Portland, OR [Source: nitc.trec.pdx.edu]. Forecasts for Light Vehicle Sales, Parc, and Vehicle Miles Travelled (VMT) are available until CY2033 [Source: cdn.ihsmarkit.com]. In 2015, total annual vehicle miles traveled was significant [Source: www.codot.gov]. The United States has been a late adopter of Mobility as a Service (MaaS) [Source: scag.ca.gov].;\"]"}
{"batch_x": [236055.0, 231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0], "batch_y": [275638.0, 280673.0, 258728.0, 258030.0, 249207.0, 235447.0, 273712.0, 258225.0], "batch_x_timestamps_datetime64_ns": [1640995200000000000, 1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000], "batch_y_timestamps_datetime64_ns": [1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000, 1680307200000000000], "batch_x_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909]], "batch_y_mark": [[-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484]], "batch_text": "[\"Available facts are as follows: 2022-08-22: US 30 is a major toll road in the upper third of Indiana, representing a significant portion of overall traffic volume traveling across the state. [Source: columbiacity.net]; The Ports of Los Angeles and Long Beach are the largest ports in the United States, measured by container volume. [Source: lao.ca.gov]; In 2021, traffic volume on US 50 in Bowie, Maryland was 62,400 average vehicles per day. [Source: www.mdot.maryland.gov]; Transportation is the single largest source of global warming emissions and air pollution in California. [Source: ww2.arb.ca.gov]; In 2018, communities with buses, rail, or subways avoided 148 billion miles of personal vehicle travel, or 5% of the total three trillion miles. [Source: www.masstransitmag.com]; Close to half of the vehicle miles traveled from on-road heavy-duty vehicles in California is contributed by vehicles originally registered out of state. [Source: ww2.arb.ca.gov]; There are currently 10 State-led programs participating in the Value Pricing Pilot Program, which aims to reduce vehicle miles traveled through congestion pricing. [Source: ops.fhwa.dot.gov] 2022-08-15: The Per Diem Travel and Transportation Allowance Committee (PDTATAC) has oversight of the Joint Travel Regulations (JTR) [Source: www.travel.dod.mil]; Rural roads account for a significant proportion of total lane miles in the United States and play a significant role in the nation's transportation [Source: www.bts.gov]; The Cape Cod Bridges Program aims to improve traffic operations during peak travel periods and reduce crash rates [Source: www.mass.gov]; Traffic volume maps are available by county from the Maryland Department of Transportation [Source: www.calvertcountymd.gov]; Road traffic recovered to pre-pandemic volume after easing of travel restrictions [Source: www.ncbi.nlm.nih.gov]; The 2023 ozone attainment year uses a modified version of the 2024 travel demand model to allow for fluctuations in future Vehicle Miles Traveled (VMT). [Source: documents.deq.utah.gov]; The 2021 US estimated average mileage per vehicle is provided by S&P Global Mobility estimate. [Source: cdn.ihsmarkit.com]; Vehicle Miles Traveled (VMT) is a metric linked to air quality (AQ), Greenhouse Gases (GHG), land use efficiency, safety, and energy. [Source: www.kimley-horn.com]; The United States' Department of Transportation aims to reduce Vehicle Miles Travelled (VMT) from Transportation. [Source: calsta.ca.gov] 2022-08-08: U.S. 12-month vehicle travel for January 1998 to March 2022 is available, showing a trend of increasing travel volume. [Source: www.energy.gov]; In May 2022, U.S. airlines carried 71.2 million systemwide (domestic and international) scheduled service passengers, seasonally adjusted. [Source: www.bts.gov]; The Defense Travel Management Office (DTMO) has a U.S. Government Rental Car Agreement that only covers official travel. [Source: comptroller.defense.gov]; The current total truck delays in the United States will be reduced with the incorporation of new transportation options. [Source: www.transportation.gov]; The Annual Cost of New Car Ownership in the United States has crossed $10,000 mark, with an assumption of 15,000 miles driven annually. [Source: newsroom.aaa.com] 2022-08-01: U.S. traffic volume is nearing pre-pandemic levels, with estimated monthly motor vehicle travel reaching high numbers. [Source: www.fhwa.dot.gov, www.mdot.maryland.gov]; Travel volumes have increased at toll facilities, airports, and the Port of Baltimore. [Source: www.mdot.maryland.gov]; Traffic volume is an important factor in pedestrian crossing policy and traffic control on roadways. [Source: leawood.org]; The COVID-19 pandemic has led to changes in travel behavior, with decreased travel time and increased use of roads. [Source: www.mcc.gov]; Air pollution levels may have decreased due to reduced traffic volume during the pandemic. [Source: www.ncbi.nlm.nih.gov]; Vehicle Miles Traveled (VMT) has decreased, but roadway fatalities have increased in the past year. [Source: www.mdot.maryland.gov]; Fatality rates, fatalities, person miles traveled, and vehicle miles traveled can be adjusted by filters to explore race or ethnic origin comparisons. [Source: injuryfacts.nsc.org]; The U.S. government's current incentives aim to avoid extra vehicle miles traveled and shift car use to other modes of transportation to reduce mobility costs. [Source: www.wri.org]; Annual Vehicle Distance Traveled in Miles and Related Data for 2017-2018 is available from the U.S. Department of Transportation, Federal Highway Administration. [Source: rider.eng.famu.fsu.edu]; States are targeting lower transportation emissions, with some states ahead of the curve in reducing vehicle miles traveled. [Source: www.governing.com]; Washington State is working to reduce vehicle miles traveled (VMT) through partnerships with local agencies to meet climate action goals. [Source: wsdot.wa.gov]; The Mobility Element of the Ukiah General Plan contains policies and performance measures consistent with Senate Bill (SB) 743 to reduce vehicle miles traveled. [Source: ukiah2040.com];\"\n \"Available facts are as follows: 2022-08-22: US 30 is a major toll road in the upper third of Indiana, representing a significant portion of overall traffic volume traveling across the state. [Source: columbiacity.net]; The Ports of Los Angeles and Long Beach are the largest ports in the United States, measured by container volume. [Source: lao.ca.gov]; In 2021, traffic volume on US 50 in Bowie, Maryland was 62,400 average vehicles per day. [Source: www.mdot.maryland.gov]; Transportation is the single largest source of global warming emissions and air pollution in California. [Source: ww2.arb.ca.gov]; In 2018, communities with buses, rail, or subways avoided 148 billion miles of personal vehicle travel, or 5% of the total three trillion miles. [Source: www.masstransitmag.com]; Close to half of the vehicle miles traveled from on-road heavy-duty vehicles in California is contributed by vehicles originally registered out of state. [Source: ww2.arb.ca.gov]; There are currently 10 State-led programs participating in the Value Pricing Pilot Program, which aims to reduce vehicle miles traveled through congestion pricing. [Source: ops.fhwa.dot.gov] 2022-08-15: The Per Diem Travel and Transportation Allowance Committee (PDTATAC) has oversight of the Joint Travel Regulations (JTR) [Source: www.travel.dod.mil]; Rural roads account for a significant proportion of total lane miles in the United States and play a significant role in the nation's transportation [Source: www.bts.gov]; The Cape Cod Bridges Program aims to improve traffic operations during peak travel periods and reduce crash rates [Source: www.mass.gov]; Traffic volume maps are available by county from the Maryland Department of Transportation [Source: www.calvertcountymd.gov]; Road traffic recovered to pre-pandemic volume after easing of travel restrictions [Source: www.ncbi.nlm.nih.gov]; The 2023 ozone attainment year uses a modified version of the 2024 travel demand model to allow for fluctuations in future Vehicle Miles Traveled (VMT). [Source: documents.deq.utah.gov]; The 2021 US estimated average mileage per vehicle is provided by S&P Global Mobility estimate. [Source: cdn.ihsmarkit.com]; Vehicle Miles Traveled (VMT) is a metric linked to air quality (AQ), Greenhouse Gases (GHG), land use efficiency, safety, and energy. [Source: www.kimley-horn.com]; The United States' Department of Transportation aims to reduce Vehicle Miles Travelled (VMT) from Transportation. [Source: calsta.ca.gov] 2022-08-08: U.S. 12-month vehicle travel for January 1998 to March 2022 is available, showing a trend of increasing travel volume. [Source: www.energy.gov]; In May 2022, U.S. airlines carried 71.2 million systemwide (domestic and international) scheduled service passengers, seasonally adjusted. [Source: www.bts.gov]; The Defense Travel Management Office (DTMO) has a U.S. Government Rental Car Agreement that only covers official travel. [Source: comptroller.defense.gov]; The current total truck delays in the United States will be reduced with the incorporation of new transportation options. [Source: www.transportation.gov]; The Annual Cost of New Car Ownership in the United States has crossed $10,000 mark, with an assumption of 15,000 miles driven annually. [Source: newsroom.aaa.com] 2022-08-01: U.S. traffic volume is nearing pre-pandemic levels, with estimated monthly motor vehicle travel reaching high numbers. [Source: www.fhwa.dot.gov, www.mdot.maryland.gov]; Travel volumes have increased at toll facilities, airports, and the Port of Baltimore. [Source: www.mdot.maryland.gov]; Traffic volume is an important factor in pedestrian crossing policy and traffic control on roadways. [Source: leawood.org]; The COVID-19 pandemic has led to changes in travel behavior, with decreased travel time and increased use of roads. [Source: www.mcc.gov]; Air pollution levels may have decreased due to reduced traffic volume during the pandemic. [Source: www.ncbi.nlm.nih.gov]; Vehicle Miles Traveled (VMT) has decreased, but roadway fatalities have increased in the past year. [Source: www.mdot.maryland.gov]; Fatality rates, fatalities, person miles traveled, and vehicle miles traveled can be adjusted by filters to explore race or ethnic origin comparisons. [Source: injuryfacts.nsc.org]; The U.S. government's current incentives aim to avoid extra vehicle miles traveled and shift car use to other modes of transportation to reduce mobility costs. [Source: www.wri.org]; Annual Vehicle Distance Traveled in Miles and Related Data for 2017-2018 is available from the U.S. Department of Transportation, Federal Highway Administration. [Source: rider.eng.famu.fsu.edu]; States are targeting lower transportation emissions, with some states ahead of the curve in reducing vehicle miles traveled. [Source: www.governing.com]; Washington State is working to reduce vehicle miles traveled (VMT) through partnerships with local agencies to meet climate action goals. [Source: wsdot.wa.gov]; The Mobility Element of the Ukiah General Plan contains policies and performance measures consistent with Senate Bill (SB) 743 to reduce vehicle miles traveled. [Source: ukiah2040.com];\"]"}
{"batch_x": [231137.0, 271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0], "batch_y": [280673.0, 258728.0, 258030.0, 249207.0, 235447.0, 273712.0, 258225.0, 289639.0], "batch_x_timestamps_datetime64_ns": [1643673600000000000, 1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000], "batch_y_timestamps_datetime64_ns": [1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000, 1680307200000000000, 1682899200000000000], "batch_x_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306]], "batch_y_mark": [[-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472]], "batch_text": "[\"Available facts are as follows: 2022-09-19: In 2021, individual monthly vehicle-miles of travel in the United States were 16.4 billion on rural interstates. [Source: www.fhwa.dot.gov]; Directional traffic volume counts were conducted at most locations on Cape Cod, Massachusetts, showing higher traffic volumes due to tourist traffic. [Source: capecodcommission.org]; The location of Corbin Primary School in Kentucky has increased traffic volume along the roadway and impacted the crash rate of the intersection. [Source: transportation.ky.gov]; Commercial airline volumes are almost back to peak pre-pandemic traffic volumes due to pent-up air travel demand and increased business travel. [Source: www.harriswilliams.com]; The United States is experiencing a focus on reducing vehicle miles traveled and greenhouse gas emissions, with initiatives such as Comprehensive Multimodal Corridor Plans (CMCP) and the EcoCAR Mobility Challenge. [Source]; There are efforts to improve roadway infrastructure, such as the US 85 Corridor Improvements project in Douglas County, Colorado, and the Airline Highway North Expansion project. [Source]; Electric vehicles are being promoted, with projects like the public wireless in-road charging system in Detroit, and studies on charging infrastructure access and operation to reduce the grid impact. [Source] 2022-09-12: As of December 31, 2022, the state of Georgia has released its latest transportation data, which includes traffic counts and traffic report data. [Source: www.dot.ga.gov]; US 15 on the eastern limit of the project has experienced just under 4 percent annual growth in traffic volume over the last 10 years. [Source: www.sdot.org]; The Freight Mobility Trends Report 2019 captures truck hours of delay per mile, which measures the degree of congestion weighted by truck volume, and travel time index (TTI), which compares peak-period travel times to free-flow travel times. [Source: ops.fhwa.dot.gov]; Georgia is one of the busiest states for holiday travel, with high crowd volumes expected. [Source: www.insuremytrip.com]; The United States is experiencing increasing delay per mile in urban areas, with Figure 8 showing the delay per mile for urban areas throughout the country. [Source: ops.fhwa.dot.gov]; The goal is to reduce transportation emissions by 45% by 2030, which requires reducing vehicle miles traveled (VMT) by 20%. [Source: rmi.org]; The City of Detroit Transportation Master Plan aims to reduce vehicle miles traveled, decrease pollution caused by motor vehicles, and promote walking and biking. [Source: detroitmi.gov] 2022-09-05: The CMAP will return 2050 forecast volume in the same manner as before. IDOT has completed generating and posting 5 Year Township Functional Classification maps for the whole state. [Source: www.cmap.illinois.gov]; There is no denying that ever-increasing traffic volume on I-81, with as much as one third of the traffic being truck traffic. [Source: www.cumberlandcountypa.gov]; Roadway operating agencies should consider the likelihood of increases in drivers speeding whenever unexpected reductions in travel demand or traffic volume occur. [Source: www.ncbi.nlm.nih.gov]; Lane closures may start earlier if traffic volumes allow on the Bay Bridge (US 50/301). [Source: www.mdta.maryland.gov]; In 2020, about 87% of passenger miles traveled in the US were by automobile and light truck. [Source: css.umich.edu]; Rural and Urban Crash Fatalities per 100 Million Vehicle Miles Traveled were reported in 2016-2020. [Source: www.ghsa.org]; The IBTTA estimates US tolling revenue will reach $65-70Bn by 2030, suggesting an 11% CAGR from today, driven by the growing amount of road-miles covered by tolls. [Source: vestrule.substack.com]; There are 420 MPOs (Metropolitan Planning Organizations) in the United States, according to the U.S. Department of Transportation. [Source: www.americanprogress.org]; Vehicle miles traveled (VMT) is a measure of both the number of vehicles on the road and the distance they travel. [Source: www.americanprogress.org] 2022-08-29: Bike traffic on Armour Road in North Kansas City increased its share of the traffic-volume pie, according to StreetLight's measurements. [Source: www.streetlightdata.com]; The 2021 Transportation Volume Tables provide data on traffic volumes for state highways. [Source: www.oregon.gov]; The US 59-Wharton project aims to improve safety and accommodate growing traffic volumes. [Source: www.txdot.gov]; The Traffic Counts dataset contains roadway annual average daily traffic (AADT) statistics data for Wisconsin. [Source: data-wisdot.opendata.arcgis.com]; The Texas Department of Transportation provides data and maps on traffic safety, travel, bridges, and more. [Source: www.txdot.gov]; Seven structurally deficient bridges with high traffic volume in Massachusetts carry MBTA rail and two carry Amtrak service. [Source: massbudget.org]; Traffic volumes on exit ramps from Interstate 5 onto Brooklake Road exceed intersection capacity at certain hours. [Source: www.co.marion.or.us]; The Little Cottonwood EIS project aims to improve transportation in the canyon, with Gondola B providing the highest travel reliability. [Source: littlecottonwoodeis.udot.utah.gov]; Motorists can expect delays at the Bay Bridge and along the US 50 corridor during holiday travel periods. [Source: conduitstreet.mdcounties.org]; GPS-based travel data was obtained from 381 count stations in California to analyze truck and passenger car connected vehicle penetration. [Source: www.scirp.org]; Vehicle miles traveled (VMT) is a key measure of transportation impacts, and reducing VMT is essential to meeting climate and air quality goals. [Source: www.sandiegocounty.gov, calsta.ca.gov]; The number of traffic fatalities per 100 million vehicle miles traveled is a metric used to evaluate road safety. [Source: ftp.dot.state.tx.us]; There is an upward trend in urban crash projections, which will rise as populations and vehicle miles traveled in urban areas increase. [Source: newsroom.aaa.com];\"\n \"Available facts are as follows: 2022-09-19: In 2021, individual monthly vehicle-miles of travel in the United States were 16.4 billion on rural interstates. [Source: www.fhwa.dot.gov]; Directional traffic volume counts were conducted at most locations on Cape Cod, Massachusetts, showing higher traffic volumes due to tourist traffic. [Source: capecodcommission.org]; The location of Corbin Primary School in Kentucky has increased traffic volume along the roadway and impacted the crash rate of the intersection. [Source: transportation.ky.gov]; Commercial airline volumes are almost back to peak pre-pandemic traffic volumes due to pent-up air travel demand and increased business travel. [Source: www.harriswilliams.com]; The United States is experiencing a focus on reducing vehicle miles traveled and greenhouse gas emissions, with initiatives such as Comprehensive Multimodal Corridor Plans (CMCP) and the EcoCAR Mobility Challenge. [Source]; There are efforts to improve roadway infrastructure, such as the US 85 Corridor Improvements project in Douglas County, Colorado, and the Airline Highway North Expansion project. [Source]; Electric vehicles are being promoted, with projects like the public wireless in-road charging system in Detroit, and studies on charging infrastructure access and operation to reduce the grid impact. [Source] 2022-09-12: As of December 31, 2022, the state of Georgia has released its latest transportation data, which includes traffic counts and traffic report data. [Source: www.dot.ga.gov]; US 15 on the eastern limit of the project has experienced just under 4 percent annual growth in traffic volume over the last 10 years. [Source: www.sdot.org]; The Freight Mobility Trends Report 2019 captures truck hours of delay per mile, which measures the degree of congestion weighted by truck volume, and travel time index (TTI), which compares peak-period travel times to free-flow travel times. [Source: ops.fhwa.dot.gov]; Georgia is one of the busiest states for holiday travel, with high crowd volumes expected. [Source: www.insuremytrip.com]; The United States is experiencing increasing delay per mile in urban areas, with Figure 8 showing the delay per mile for urban areas throughout the country. [Source: ops.fhwa.dot.gov]; The goal is to reduce transportation emissions by 45% by 2030, which requires reducing vehicle miles traveled (VMT) by 20%. [Source: rmi.org]; The City of Detroit Transportation Master Plan aims to reduce vehicle miles traveled, decrease pollution caused by motor vehicles, and promote walking and biking. [Source: detroitmi.gov] 2022-09-05: The CMAP will return 2050 forecast volume in the same manner as before. IDOT has completed generating and posting 5 Year Township Functional Classification maps for the whole state. [Source: www.cmap.illinois.gov]; There is no denying that ever-increasing traffic volume on I-81, with as much as one third of the traffic being truck traffic. [Source: www.cumberlandcountypa.gov]; Roadway operating agencies should consider the likelihood of increases in drivers speeding whenever unexpected reductions in travel demand or traffic volume occur. [Source: www.ncbi.nlm.nih.gov]; Lane closures may start earlier if traffic volumes allow on the Bay Bridge (US 50/301). [Source: www.mdta.maryland.gov]; In 2020, about 87% of passenger miles traveled in the US were by automobile and light truck. [Source: css.umich.edu]; Rural and Urban Crash Fatalities per 100 Million Vehicle Miles Traveled were reported in 2016-2020. [Source: www.ghsa.org]; The IBTTA estimates US tolling revenue will reach $65-70Bn by 2030, suggesting an 11% CAGR from today, driven by the growing amount of road-miles covered by tolls. [Source: vestrule.substack.com]; There are 420 MPOs (Metropolitan Planning Organizations) in the United States, according to the U.S. Department of Transportation. [Source: www.americanprogress.org]; Vehicle miles traveled (VMT) is a measure of both the number of vehicles on the road and the distance they travel. [Source: www.americanprogress.org] 2022-08-29: Bike traffic on Armour Road in North Kansas City increased its share of the traffic-volume pie, according to StreetLight's measurements. [Source: www.streetlightdata.com]; The 2021 Transportation Volume Tables provide data on traffic volumes for state highways. [Source: www.oregon.gov]; The US 59-Wharton project aims to improve safety and accommodate growing traffic volumes. [Source: www.txdot.gov]; The Traffic Counts dataset contains roadway annual average daily traffic (AADT) statistics data for Wisconsin. [Source: data-wisdot.opendata.arcgis.com]; The Texas Department of Transportation provides data and maps on traffic safety, travel, bridges, and more. [Source: www.txdot.gov]; Seven structurally deficient bridges with high traffic volume in Massachusetts carry MBTA rail and two carry Amtrak service. [Source: massbudget.org]; Traffic volumes on exit ramps from Interstate 5 onto Brooklake Road exceed intersection capacity at certain hours. [Source: www.co.marion.or.us]; The Little Cottonwood EIS project aims to improve transportation in the canyon, with Gondola B providing the highest travel reliability. [Source: littlecottonwoodeis.udot.utah.gov]; Motorists can expect delays at the Bay Bridge and along the US 50 corridor during holiday travel periods. [Source: conduitstreet.mdcounties.org]; GPS-based travel data was obtained from 381 count stations in California to analyze truck and passenger car connected vehicle penetration. [Source: www.scirp.org]; Vehicle miles traveled (VMT) is a key measure of transportation impacts, and reducing VMT is essential to meeting climate and air quality goals. [Source: www.sandiegocounty.gov, calsta.ca.gov]; The number of traffic fatalities per 100 million vehicle miles traveled is a metric used to evaluate road safety. [Source: ftp.dot.state.tx.us]; There is an upward trend in urban crash projections, which will rise as populations and vehicle miles traveled in urban areas increase. [Source: newsroom.aaa.com];\"]"}
{"batch_x": [271869.0, 258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0], "batch_y": [258728.0, 258030.0, 249207.0, 235447.0, 273712.0, 258225.0, 289639.0, 285604.0], "batch_x_timestamps_datetime64_ns": [1646092800000000000, 1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000], "batch_y_timestamps_datetime64_ns": [1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000, 1680307200000000000, 1682899200000000000, 1685577600000000000], "batch_x_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438]], "batch_y_mark": [[-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257]], "batch_text": "['Available facts are as follows: 2022-10-24: Total retail sales in the United States from 1992 to 2021 are available from Statista. [Source]; The U.S. Department of Transportation provides transportation maps and geospatial data, including passenger travel and safety statistics. [Source]; The Bay Bridge Eastbound Deck Replacement Project expects traffic delays, especially during incidents and exceptional travel volume periods. [Source]; Americans drive on average 13,476 miles per year, or 36.92 miles per day. [Source: evbox.com]; In the United States, vehicle miles traveled (VMT) has been a significant contributor to greenhouse gas emissions. [Source: ww2.arb.ca.gov] 2022-10-17: The Baltimore Harbor Tunnel (I-895) has a traffic volume of 27.6 million vehicles. [Source: mdta.maryland.gov]; Average daily traffic volumes show how many cars travel on a road on an average day. [Source: www.boonecounty.iowa.gov]; A volume-delay function represents the effect of increasing traffic volume on link travel time. [Source: www.elpasompo.org]; The City of Menifee aims to reduce vehicle miles traveled by promoting alternative transportation options. [Source: cityofmenifee.us]; The District 07 Mobility Performance Report tracks metrics such as Vehicle Miles of Travel (VMT), Vehicle Hours of Delay (VHD), and Lost Lane Miles Hours. [Source: dot.ca.gov]; Traffic fatality rates increase with annual vehicle-miles traveled per capita in the United States. [Source: medium.com]; The City of San Diego uses Vehicle Mile Traveled to determine impact fees for development projects. [Source: www.sandiego.gov]; The Automotive Insights report provides forecasts for Vehicle Miles Travelled (VMT) up to 2050. [Source: cdn.ihsmarkit.com]; Most trips in the US are less than 5 miles long, suggesting micro-mobility can replace a significant portion of vehicle miles traveled. [Source: www.marketsandmarkets.com] 2022-10-10: The U.S. airlines carried 69.9 million systemwide (domestic and international) scheduled service passengers in July 2022. [Source: www.bts.gov]; Highway volume decreased by as much as 50% during the COVID-19 pandemic in Minnesota. [Source: www.dot.state.mn.us]; The Harry W. Nice Memorial Bridge (US 301) had a 2020 traffic volume of 6.8 million vehicles. [Source: mdta.maryland.gov]; Since 2000, the amount of large truck travel on U.S. highways has increased, contributing to interstate congestion. [Source: www.fourstateshomepage.com]; The retail price of gasoline hit more than $5 in the U.S. in June 2022 for the first time ever. [Source: www.mdot.maryland.gov]; Despite high gasoline prices, congestion remains a problem. [Source: www.mdot.maryland.gov]; The rate of fatalities per 100 million Vehicle Miles Traveled (VMT) has been decreasing. [Source: wsdot.wa.gov]; Vehicle Miles Traveled (VMT) per household estimates are provided by metropolitan planning organizations (MPOs). [Source: ww2.arb.ca.gov] 2022-10-03: The Panama Canal had nearly 150 million long tons of cargo in transit during the fiscal year 2021, with most of it originating from the United States. [Source]; There are projects underway to quantify the impacts of air pollution on multimodal traffic volumes and identify aggregate-level travel behavior changes. [Source]; The Michigan DOT is working on a project to analyze traffic delays, travel times, queues, volumes, and associated information to improve work zone safety and mobility. [Source]; Vehicle Miles Traveled (VMT) is addressed in the 2022 Sustainability and Climate Action Plan, with the goal of reducing GHG emissions and VMT. [Source: www.cityofpaloalto.org]; The circulation network improvements in the Adelanto North 2035 Comprehensive Plan aim to decrease vehicle miles traveled (VMT) by promoting transit, walking, and bicycling. [Source: cms3.revize.com]; Vehicle miles traveled increased by 94% in a project that used Self-Propelled Modular Transporters (SPMTs) in the United States. [Source: ops.fhwa.dot.gov]; U.S. Highway 1 is a major commuter corridor with current daily traffic volumes topping 40,000 vehicles per day. [Source: connect.ncdot.gov]; A tax based on vehicle miles traveled (VMT) is being considered as an alternative to gas tax revenues, which are declining due to electric vehicle growth. [Source: www.pewtrusts.org];'\n 'Available facts are as follows: 2022-10-24: Total retail sales in the United States from 1992 to 2021 are available from Statista. [Source]; The U.S. Department of Transportation provides transportation maps and geospatial data, including passenger travel and safety statistics. [Source]; The Bay Bridge Eastbound Deck Replacement Project expects traffic delays, especially during incidents and exceptional travel volume periods. [Source]; Americans drive on average 13,476 miles per year, or 36.92 miles per day. [Source: evbox.com]; In the United States, vehicle miles traveled (VMT) has been a significant contributor to greenhouse gas emissions. [Source: ww2.arb.ca.gov] 2022-10-17: The Baltimore Harbor Tunnel (I-895) has a traffic volume of 27.6 million vehicles. [Source: mdta.maryland.gov]; Average daily traffic volumes show how many cars travel on a road on an average day. [Source: www.boonecounty.iowa.gov]; A volume-delay function represents the effect of increasing traffic volume on link travel time. [Source: www.elpasompo.org]; The City of Menifee aims to reduce vehicle miles traveled by promoting alternative transportation options. [Source: cityofmenifee.us]; The District 07 Mobility Performance Report tracks metrics such as Vehicle Miles of Travel (VMT), Vehicle Hours of Delay (VHD), and Lost Lane Miles Hours. [Source: dot.ca.gov]; Traffic fatality rates increase with annual vehicle-miles traveled per capita in the United States. [Source: medium.com]; The City of San Diego uses Vehicle Mile Traveled to determine impact fees for development projects. [Source: www.sandiego.gov]; The Automotive Insights report provides forecasts for Vehicle Miles Travelled (VMT) up to 2050. [Source: cdn.ihsmarkit.com]; Most trips in the US are less than 5 miles long, suggesting micro-mobility can replace a significant portion of vehicle miles traveled. [Source: www.marketsandmarkets.com] 2022-10-10: The U.S. airlines carried 69.9 million systemwide (domestic and international) scheduled service passengers in July 2022. [Source: www.bts.gov]; Highway volume decreased by as much as 50% during the COVID-19 pandemic in Minnesota. [Source: www.dot.state.mn.us]; The Harry W. Nice Memorial Bridge (US 301) had a 2020 traffic volume of 6.8 million vehicles. [Source: mdta.maryland.gov]; Since 2000, the amount of large truck travel on U.S. highways has increased, contributing to interstate congestion. [Source: www.fourstateshomepage.com]; The retail price of gasoline hit more than $5 in the U.S. in June 2022 for the first time ever. [Source: www.mdot.maryland.gov]; Despite high gasoline prices, congestion remains a problem. [Source: www.mdot.maryland.gov]; The rate of fatalities per 100 million Vehicle Miles Traveled (VMT) has been decreasing. [Source: wsdot.wa.gov]; Vehicle Miles Traveled (VMT) per household estimates are provided by metropolitan planning organizations (MPOs). [Source: ww2.arb.ca.gov] 2022-10-03: The Panama Canal had nearly 150 million long tons of cargo in transit during the fiscal year 2021, with most of it originating from the United States. [Source]; There are projects underway to quantify the impacts of air pollution on multimodal traffic volumes and identify aggregate-level travel behavior changes. [Source]; The Michigan DOT is working on a project to analyze traffic delays, travel times, queues, volumes, and associated information to improve work zone safety and mobility. [Source]; Vehicle Miles Traveled (VMT) is addressed in the 2022 Sustainability and Climate Action Plan, with the goal of reducing GHG emissions and VMT. [Source: www.cityofpaloalto.org]; The circulation network improvements in the Adelanto North 2035 Comprehensive Plan aim to decrease vehicle miles traveled (VMT) by promoting transit, walking, and bicycling. [Source: cms3.revize.com]; Vehicle miles traveled increased by 94% in a project that used Self-Propelled Modular Transporters (SPMTs) in the United States. [Source: ops.fhwa.dot.gov]; U.S. Highway 1 is a major commuter corridor with current daily traffic volumes topping 40,000 vehicles per day. [Source: connect.ncdot.gov]; A tax based on vehicle miles traveled (VMT) is being considered as an alternative to gas tax revenues, which are declining due to electric vehicle growth. [Source: www.pewtrusts.org];']"}
{"batch_x": [258001.0, 282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0], "batch_y": [258030.0, 249207.0, 235447.0, 273712.0, 258225.0, 289639.0, 285604.0, 289796.0], "batch_x_timestamps_datetime64_ns": [1648771200000000000, 1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000], "batch_y_timestamps_datetime64_ns": [1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000, 1680307200000000000, 1682899200000000000, 1685577600000000000, 1688169600000000000], "batch_x_mark": [[-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], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653]], "batch_y_mark": [[-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809]], "batch_text": "[\"Available facts are as follows: 2022-11-21: Historical traffic volume data is one of the core data items in the Traffic Data Marketplace. [Source: tetcoalition.org]; The U.S. Department of Transportation collects motorized traffic volume data. [Source: highways.dot.gov]; The National Transportation Noise Map provides data on passenger travel and transportation statistics. [Source: www.bts.gov]; Thanksgiving travel advisory expects high traffic volume and longer wait times at airports. [Source: www.panynj.gov]; Orlando airport experiences high traffic volume and parking issues during peak travel seasons. [Source: www.orlandoairports.net]; The DART Rail System is one of the longest light rail systems in the United States at 93 miles. [Source: www.dart.org]; In 2020, as car travel plummeted around the world, traffic fatalities broadly fell, but in the U.S., the opposite happened. [Source: www.nytimes.com]; The pavement condition report shows that those same pavements carry about 14% of the total vehicle miles traveled. [Source: www.dot.ny.gov] 2022-11-14: U.S. airlines carried 70.5 million systemwide (domestic and international) scheduled service passengers in August 2022, seasonally-adjusted. [Source: www.bts.gov]; The total U.S. holiday travel volume is forecasted to be just shy of pre-pandemic levels. [Source: newsroom.aaa.com]; In 2021, the VMT (total daily travel) in Hamilton County measured 4.3 million a day. [Source: www.in.gov]; Customers took 19.8 million trips on the 91 EXPRESS LANES in the past fiscal year, the highest traffic volume ever recorded. [Source: www.91expresslanes.com]; The COVID-19 pandemic has led to an 11% reduction in Vehicle Miles Traveled (VMT) in the United States. [Source: www.ncbi.nlm.nih.gov]; In 2021, the total daily travel (VMT) in Hamilton County, Indiana, was 3.3 million, an increase from 1992. [Source: www.in.gov]; Seven percent of Americans own an electric vehicle, up from 4% a year ago. [Source: www.greencarcongress.com]; Reducing VMT by 20% is required to achieve significant emissions reduction, which would necessitate 70 million electric vehicles on the road in the United States. [Source: rmi.org] 2022-11-07: Traffic volume in ten US states has been studied, and research shows that traffic volume represents people traveling more often than when activity restrictions are in place. [Source: www.ncbi.nlm.nih.gov]; Average annual and hourly vehicular, bicycle, and pedestrian traffic volume data is available from the FHWA speed study. [Source: highways.dot.gov]; Visitation to Dallas is expected to increase, with a projected $7.2 billion in tourism economic impact in 2022. [Source: www.visitdallas.com]; Roadway departures account for over half of all traffic fatalities in the United States. [Source: highways.dot.gov]; The Panama Canal is an important route for international trade, with traffic between the Atlantic-Gulf coast of the United States and Australia. [Source: www.usni.org]; Speed limits are established based on inputs like traffic volumes, operating speeds, and road conditions. [Source: highways.dot.gov]; Objective facts about the Traffic and Transportation situation:The total mileage traveled by transit vehicles adjusted for their passenger-carrying capacity has increased over time. [Source: crsreports.congress.gov]In the most congested cities in the United States, 48% of all car trips are less than three miles in length, and 20% are less than one mile. [Source: systemschangelab.org]Vehicle miles traveled is a key factor in transportation funding and is being considered in new taxation methods such as the VMT tax. [Source: www.hks.harvard.edu, www.culvercity.org] 2022-10-31: Maryland Transportation Authority is replacing the deck of a bridge, which will impact traffic flow, and contra flow traffic will be implemented in the other travel direction. [Source: mdta.maryland.gov]; The Federal Highway Administration recommends a minimum of five-foot paved shoulder outside of the rumble strip if high volumes of bicycle or horse-drawn vehicle traffic are present or expected. [Source: highways.dot.gov]; PennDOT provides traffic volume data, including measured and calculated amounts of vehicle traffic on specific road sections. [Source: data-pennshare.opendata.arcgis.com]; The New York State Department of Transportation's Highway Design Manual considers bicycle volumes on local urban streets and accommodates them in the travel lanes. [Source: www.dot.ny.gov]; The Defense Transportation Regulation provides guidance on air movement, including travel by DoD members and their dependents. [Source: www.ustranscom.mil]; Research has been conducted on the operational impact of through-traffic signal prioritization on traffic volume and travel time. [Source: journals.sagepub.com]; The US Travelers to Asia market profile provides data on international air travel from the United States. [Source: www.trade.gov]; A scenario study on the influence of COVID-19 on air travel predicts a decrease in traffic volume due to lack of passengers' trust in this transportation mode. [Source: www.ncbi.nlm.nih.gov]; The Fredericksburg Area Metropolitan Planning Organization provides data on traffic volumes and signalization on US Route 1. [Source: fampo.gwregion.org]; Highway safety is a concern, especially at intersections with high traffic volumes, which can lead to increased travel time. [Source: www.cedengineering.com]; In 2022, Regional Mobility projects in Washington State reduced nearly 44.1 million single-occupancy vehicle miles traveled and removed nearly 3.1 million pounds of CO2 emissions. [Source: wsdot.wa.gov]; The US transportation sector is experiencing a revolution thanks to the combined advances in autonomous electric vehicles, which can reduce carbon emissions and air pollution. [Source: www.sciencedirect.com]; In 2021, a public transit rider in the US traveled 25.0 miles on average, while a Heavy Rail rider traveled 12.8 miles on average. [Source: www.transit.dot.gov];\"\n \"Available facts are as follows: 2022-11-21: Historical traffic volume data is one of the core data items in the Traffic Data Marketplace. [Source: tetcoalition.org]; The U.S. Department of Transportation collects motorized traffic volume data. [Source: highways.dot.gov]; The National Transportation Noise Map provides data on passenger travel and transportation statistics. [Source: www.bts.gov]; Thanksgiving travel advisory expects high traffic volume and longer wait times at airports. [Source: www.panynj.gov]; Orlando airport experiences high traffic volume and parking issues during peak travel seasons. [Source: www.orlandoairports.net]; The DART Rail System is one of the longest light rail systems in the United States at 93 miles. [Source: www.dart.org]; In 2020, as car travel plummeted around the world, traffic fatalities broadly fell, but in the U.S., the opposite happened. [Source: www.nytimes.com]; The pavement condition report shows that those same pavements carry about 14% of the total vehicle miles traveled. [Source: www.dot.ny.gov] 2022-11-14: U.S. airlines carried 70.5 million systemwide (domestic and international) scheduled service passengers in August 2022, seasonally-adjusted. [Source: www.bts.gov]; The total U.S. holiday travel volume is forecasted to be just shy of pre-pandemic levels. [Source: newsroom.aaa.com]; In 2021, the VMT (total daily travel) in Hamilton County measured 4.3 million a day. [Source: www.in.gov]; Customers took 19.8 million trips on the 91 EXPRESS LANES in the past fiscal year, the highest traffic volume ever recorded. [Source: www.91expresslanes.com]; The COVID-19 pandemic has led to an 11% reduction in Vehicle Miles Traveled (VMT) in the United States. [Source: www.ncbi.nlm.nih.gov]; In 2021, the total daily travel (VMT) in Hamilton County, Indiana, was 3.3 million, an increase from 1992. [Source: www.in.gov]; Seven percent of Americans own an electric vehicle, up from 4% a year ago. [Source: www.greencarcongress.com]; Reducing VMT by 20% is required to achieve significant emissions reduction, which would necessitate 70 million electric vehicles on the road in the United States. [Source: rmi.org] 2022-11-07: Traffic volume in ten US states has been studied, and research shows that traffic volume represents people traveling more often than when activity restrictions are in place. [Source: www.ncbi.nlm.nih.gov]; Average annual and hourly vehicular, bicycle, and pedestrian traffic volume data is available from the FHWA speed study. [Source: highways.dot.gov]; Visitation to Dallas is expected to increase, with a projected $7.2 billion in tourism economic impact in 2022. [Source: www.visitdallas.com]; Roadway departures account for over half of all traffic fatalities in the United States. [Source: highways.dot.gov]; The Panama Canal is an important route for international trade, with traffic between the Atlantic-Gulf coast of the United States and Australia. [Source: www.usni.org]; Speed limits are established based on inputs like traffic volumes, operating speeds, and road conditions. [Source: highways.dot.gov]; Objective facts about the Traffic and Transportation situation:The total mileage traveled by transit vehicles adjusted for their passenger-carrying capacity has increased over time. [Source: crsreports.congress.gov]In the most congested cities in the United States, 48% of all car trips are less than three miles in length, and 20% are less than one mile. [Source: systemschangelab.org]Vehicle miles traveled is a key factor in transportation funding and is being considered in new taxation methods such as the VMT tax. [Source: www.hks.harvard.edu, www.culvercity.org] 2022-10-31: Maryland Transportation Authority is replacing the deck of a bridge, which will impact traffic flow, and contra flow traffic will be implemented in the other travel direction. [Source: mdta.maryland.gov]; The Federal Highway Administration recommends a minimum of five-foot paved shoulder outside of the rumble strip if high volumes of bicycle or horse-drawn vehicle traffic are present or expected. [Source: highways.dot.gov]; PennDOT provides traffic volume data, including measured and calculated amounts of vehicle traffic on specific road sections. [Source: data-pennshare.opendata.arcgis.com]; The New York State Department of Transportation's Highway Design Manual considers bicycle volumes on local urban streets and accommodates them in the travel lanes. [Source: www.dot.ny.gov]; The Defense Transportation Regulation provides guidance on air movement, including travel by DoD members and their dependents. [Source: www.ustranscom.mil]; Research has been conducted on the operational impact of through-traffic signal prioritization on traffic volume and travel time. [Source: journals.sagepub.com]; The US Travelers to Asia market profile provides data on international air travel from the United States. [Source: www.trade.gov]; A scenario study on the influence of COVID-19 on air travel predicts a decrease in traffic volume due to lack of passengers' trust in this transportation mode. [Source: www.ncbi.nlm.nih.gov]; The Fredericksburg Area Metropolitan Planning Organization provides data on traffic volumes and signalization on US Route 1. [Source: fampo.gwregion.org]; Highway safety is a concern, especially at intersections with high traffic volumes, which can lead to increased travel time. [Source: www.cedengineering.com]; In 2022, Regional Mobility projects in Washington State reduced nearly 44.1 million single-occupancy vehicle miles traveled and removed nearly 3.1 million pounds of CO2 emissions. [Source: wsdot.wa.gov]; The US transportation sector is experiencing a revolution thanks to the combined advances in autonomous electric vehicles, which can reduce carbon emissions and air pollution. [Source: www.sciencedirect.com]; In 2021, a public transit rider in the US traveled 25.0 miles on average, while a Heavy Rail rider traveled 12.8 miles on average. [Source: www.transit.dot.gov];\"]"}
{"batch_x": [282678.0, 277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0], "batch_y": [249207.0, 235447.0, 273712.0, 258225.0, 289639.0, 285604.0, 289796.0, 290916.0], "batch_x_timestamps_datetime64_ns": [1651363200000000000, 1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000], "batch_y_timestamps_datetime64_ns": [1672531200000000000, 1675209600000000000, 1677628800000000000, 1680307200000000000, 1682899200000000000, 1685577600000000000, 1688169600000000000, 1690848000000000000], "batch_x_mark": [[-0.5, 0.5, -0.5, -0.17123287916183472], [-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909]], "batch_text": "[\"Available facts are as follows: 2022-12-26: Traffic volume will slowly return to its normal state as COVID-19 activity decreases. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) is used to determine the impact of proposed plans on regional VMT/capita and to apportion total transportation sector greenhouse gas emissions. [Source: www.oregonmetro.gov, apps.ecology.wa.gov]; Electric and hybrid vehicles have alternative flat fee options during annual vehicle registration. [Source: roadusagecharge.utah.gov]; Annual vehicle miles traveled is estimated to be around 40.3 MMT CO2e in 2019 in Washington State. [Source: apps.ecology.wa.gov]; The estimated vehicle miles of travel (VMT) in Kansas is 6,502. [Source: www.ksdot.gov]; Autonomous vehicles reported driving over 4 million test miles on public California roads between November 2020 and November 2021. [Source: www.sfcta.org] 2022-12-19: Passenger vehicle volumes returned in 2022 despite a major snowstorm in February, and commercial truck traffic also increased. [Source: www.cmap.illinois.gov]; TSA expects travel volume to be close to pre-pandemic levels during the Christmas and end-of-year travel period. [Source: www.tsa.gov]; Traffic volumes on Route 1 Priority Corridor Study were collected, including daily traffic volumes, speeds, and traffic mix. [Source: www.ctps.org]; Travelers traveling towards East Boston should anticipate heavier traffic volumes during the Sumner Tunnel Restoration. [Source: www.mass.gov]; Washington's 2022 traffic safety annual report shows that while traffic volumes have nearly returned to pre-pandemic levels, fatal and serious crashes have continued to rise. [Source: wtsc.wa.gov]; The truck travel time reliability index reported by States from 2017 to 2019 shows an increase in truck hours of delay per mile. [Source: ops.fhwa.dot.gov]; Commercial vehicles traveled approximately 3.35 million vehicle miles daily in Montana, and freight transportation by truck is forecasted to grow the most. [Source: www.mdt.mt.gov]; Over the past five decades, auto use, or Vehicle Miles Traveled (VMT) in the United States has grown at a rate three times greater than the population. [Source: www.cityofmadison.com]; In 2017-2020, motorcoaches traveled 1-2 million vehicle miles in the United States. [Source: www.fmcsa.dot.gov] 2022-12-12: Nearly 113 million people are expected to travel in the US during the holiday season, with the majority using cars as their mode of transportation. [Source: newsroom.aaa.com]; The US finished 2022 at 91% of 2019 levels in air traffic, with domestic traffic growing 58% over the previous year. [Source: www.panynj.gov]; The transportation sector is the largest contributor to carbon dioxide emissions in the United States. [Source: www.cbo.gov]; The average age of passenger vehicles driven in the United States is increasing, which affects emissions of carbon dioxide in the transportation sector. [Source: www.cbo.gov]; Vehicle miles traveled (VMT) is a key metric used to measure transportation sector emissions and mobility. [Source: multiple]; Highway spending is not a cost-effective way of reducing congestion costs, and a 1% increase in VMT in an U.S. urban area can lead to significant congestion costs. [Source: www.vtpi.org]; Public transportation modes, such as buses, have a lower carbon footprint per person-mile traveled compared to personal cars. [Source: climate.ny.gov] 2022-12-05: Traffic volume is a significant factor in air pollution, with traffic being the main source of nitrogen oxides in the atmosphere, contributing to O3 concentration. [Source: www.ncbi.nlm.nih.gov]; In Washington State, about 86 percent of waterborne freight activities by volume and 79 percent by value are domestic shipments. [Source: wsdot.wa.gov]; The National Transportation Atlas Database provides data on passenger travel, safety, state transportation statistics, and supply chain. [Source: www.bts.gov]; Advanced transportation technologies can provide real-time traffic speed, volume, and travel time data, as well as road inventory data. [Source: www.urbansdk.com]; The United States has seen a focus on reducing vehicle miles traveled (VMT) as a key strategy in transportation and mobility plans, with cities like Lansing, MI, and San Francisco implementing plans to reduce VMT. [Source: www.lansingmi.gov, www.sfcta.org]; Forecasted truck vehicle miles traveled on the Washington State freight system is expected to increase. [Source: wsdot.wa.gov]; The LAWA Official Site reported that a new project will help alleviate congestion, resulting in approximately 117,000 fewer vehicle miles traveled per day. [Source: www.lawa.org];\"\n \"Available facts are as follows: 2022-12-26: Traffic volume will slowly return to its normal state as COVID-19 activity decreases. [Source: www.ncbi.nlm.nih.gov]; Vehicle miles traveled (VMT) is used to determine the impact of proposed plans on regional VMT/capita and to apportion total transportation sector greenhouse gas emissions. [Source: www.oregonmetro.gov, apps.ecology.wa.gov]; Electric and hybrid vehicles have alternative flat fee options during annual vehicle registration. [Source: roadusagecharge.utah.gov]; Annual vehicle miles traveled is estimated to be around 40.3 MMT CO2e in 2019 in Washington State. [Source: apps.ecology.wa.gov]; The estimated vehicle miles of travel (VMT) in Kansas is 6,502. [Source: www.ksdot.gov]; Autonomous vehicles reported driving over 4 million test miles on public California roads between November 2020 and November 2021. [Source: www.sfcta.org] 2022-12-19: Passenger vehicle volumes returned in 2022 despite a major snowstorm in February, and commercial truck traffic also increased. [Source: www.cmap.illinois.gov]; TSA expects travel volume to be close to pre-pandemic levels during the Christmas and end-of-year travel period. [Source: www.tsa.gov]; Traffic volumes on Route 1 Priority Corridor Study were collected, including daily traffic volumes, speeds, and traffic mix. [Source: www.ctps.org]; Travelers traveling towards East Boston should anticipate heavier traffic volumes during the Sumner Tunnel Restoration. [Source: www.mass.gov]; Washington's 2022 traffic safety annual report shows that while traffic volumes have nearly returned to pre-pandemic levels, fatal and serious crashes have continued to rise. [Source: wtsc.wa.gov]; The truck travel time reliability index reported by States from 2017 to 2019 shows an increase in truck hours of delay per mile. [Source: ops.fhwa.dot.gov]; Commercial vehicles traveled approximately 3.35 million vehicle miles daily in Montana, and freight transportation by truck is forecasted to grow the most. [Source: www.mdt.mt.gov]; Over the past five decades, auto use, or Vehicle Miles Traveled (VMT) in the United States has grown at a rate three times greater than the population. [Source: www.cityofmadison.com]; In 2017-2020, motorcoaches traveled 1-2 million vehicle miles in the United States. [Source: www.fmcsa.dot.gov] 2022-12-12: Nearly 113 million people are expected to travel in the US during the holiday season, with the majority using cars as their mode of transportation. [Source: newsroom.aaa.com]; The US finished 2022 at 91% of 2019 levels in air traffic, with domestic traffic growing 58% over the previous year. [Source: www.panynj.gov]; The transportation sector is the largest contributor to carbon dioxide emissions in the United States. [Source: www.cbo.gov]; The average age of passenger vehicles driven in the United States is increasing, which affects emissions of carbon dioxide in the transportation sector. [Source: www.cbo.gov]; Vehicle miles traveled (VMT) is a key metric used to measure transportation sector emissions and mobility. [Source: multiple]; Highway spending is not a cost-effective way of reducing congestion costs, and a 1% increase in VMT in an U.S. urban area can lead to significant congestion costs. [Source: www.vtpi.org]; Public transportation modes, such as buses, have a lower carbon footprint per person-mile traveled compared to personal cars. [Source: climate.ny.gov] 2022-12-05: Traffic volume is a significant factor in air pollution, with traffic being the main source of nitrogen oxides in the atmosphere, contributing to O3 concentration. [Source: www.ncbi.nlm.nih.gov]; In Washington State, about 86 percent of waterborne freight activities by volume and 79 percent by value are domestic shipments. [Source: wsdot.wa.gov]; The National Transportation Atlas Database provides data on passenger travel, safety, state transportation statistics, and supply chain. [Source: www.bts.gov]; Advanced transportation technologies can provide real-time traffic speed, volume, and travel time data, as well as road inventory data. [Source: www.urbansdk.com]; The United States has seen a focus on reducing vehicle miles traveled (VMT) as a key strategy in transportation and mobility plans, with cities like Lansing, MI, and San Francisco implementing plans to reduce VMT. [Source: www.lansingmi.gov, www.sfcta.org]; Forecasted truck vehicle miles traveled on the Washington State freight system is expected to increase. [Source: wsdot.wa.gov]; The LAWA Official Site reported that a new project will help alleviate congestion, resulting in approximately 117,000 fewer vehicle miles traveled per day. [Source: www.lawa.org];\"]"}
{"batch_x": [277059.0, 281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0], "batch_y": [235447.0, 273712.0, 258225.0, 289639.0, 285604.0, 289796.0, 290916.0, 278035.0], "batch_x_timestamps_datetime64_ns": [1654041600000000000, 1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000], "batch_y_timestamps_datetime64_ns": [1675209600000000000, 1677628800000000000, 1680307200000000000, 1682899200000000000, 1685577600000000000, 1688169600000000000, 1690848000000000000, 1693526400000000000], "batch_x_mark": [[-0.5, -0.1666666716337204, -0.5, -0.08630137145519257], [-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5]], "batch_y_mark": [[-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306]], "batch_text": "[\"Available facts are as follows: 2023-01-23: The existing traffic along SH 302 between US 285 to SH 115 has doubled in volume between 2015 and 2019. [Source: www.txdot.gov]; Interstate 95 South from Westport, through Norwalk and Stamford to Greenwich, ranked as the most congested traffic corridor in the USA. [Source: www.stamfordadvocate.com]; Vehicle Miles Traveled (VMT) is an essential traffic metric that calculates vehicle travel within a certain area or region. [Source: urbanlogiq.com]; Vehicle Miles Traveled (VMT) is a widely used measurement in traffic engineering, referring to the total number of miles traveled by vehicles. [Source: urbanlogiq.com] 2023-01-16: In October 2022, U.S. airlines carried 75.6 million systemwide (domestic and international) scheduled service passengers. [Source: www.bts.gov]; More than 163,000 vehicles per day on average travel I-77 in York County near the state line, according to traffic statistics. [Source: www.heraldonline.com]; Objective facts about the Traffic and Transportation situation:Program efforts in Pittsburgh aim to improve transportation infrastructure and access to existing transit, reducing vehicle miles traveled and emissions. [Source: enotrans.org]Population increases and economic growth in Montana have resulted in an increase in vehicle miles of travel (VMT) and an increased demand for mobility and transportation. [Source: tripnet.org]New York State Senate Bill 2023-S1981A aims to reduce the annual total of vehicle miles traveled within the state by 20% by 2050. [Source: www.nysenate.gov]E-micromobility in Oregon has the potential to reduce automobile vehicle miles traveled (VMT). [Source: www.oregon.gov] 2023-01-09: Traffic congestion occurs when demand for roadway travel exceeds the supply of roadways. [Source: inrix.com]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; FDOT's Florida Traffic Online web application provides data on motorized vehicle volume and travel. [Source: fdotwww.blob.core.windows.net]; StreetLight Data provides data on volume/traffic counts, origin-destination, select link travel time, trip origins, travel time, and trip length. [Source: www.streetlightdata.com]; The amount of travel volume in the State of Qatar affects traffic volume in the urban agglomeration. [Source: www.ncbi.nlm.nih.gov]; The Colorado DOT reported 15% more throughput and 18% faster speeds across all lanes of eastbound I-70 during high traffic volumes. [Source: rosap.ntl.bts.gov]; The US 57 Corridor Interstate Feasibility Study Report forecasts traffic conditions, including projected traffic volumes and travel times. [Source: ftp.dot.state.tx.us, ftp.txdot.gov]; : The vehicle miles traveled (VMT) in the United States has increased steadily since the pandemic, with a rebound in mobility demand to pre-pandemic levels. [Source: www.energy.gov]; : In 2020, VMT per capita was a recommended Regional Mobility Policy performance measure. [Source: www.oregonmetro.gov]; : Across the country, traffic delays were still below pre-COVID levels in over 60% of urban areas, and weekday VMT remained -9% below pre-COVID levels. [Source: inrix.com]; : The 2022 Global Traffic Scorecard provides four years of mobility data, showing traffic congestion occurs when demand for roadway travel exceeds the available capacity. [Source: inrix.com] 2023-01-02: The data collected at permanent count sites provides FHWA and TxDOT with current and past performance, which helps establish future needs. [Source: www.txdot.gov]; California has 5,800 commercial miles of high traffic volume Interstate and State highways, with trucks traveling over 1,600 route miles in the State. [Source: business.ca.gov]; The average daily traffic count and the length of the road are used to calculate the traffic volume. [Source: www.fdot.gov]; Vehicle miles traveled (VMT) is a measure of the total traffic on a roadway system. [Source: www.fdot.gov]; In 2022, a carrier had 65,105 vehicle miles traveled. [Source: ai.fmcsa.dot.gov];\"\n \"Available facts are as follows: 2023-01-23: The existing traffic along SH 302 between US 285 to SH 115 has doubled in volume between 2015 and 2019. [Source: www.txdot.gov]; Interstate 95 South from Westport, through Norwalk and Stamford to Greenwich, ranked as the most congested traffic corridor in the USA. [Source: www.stamfordadvocate.com]; Vehicle Miles Traveled (VMT) is an essential traffic metric that calculates vehicle travel within a certain area or region. [Source: urbanlogiq.com]; Vehicle Miles Traveled (VMT) is a widely used measurement in traffic engineering, referring to the total number of miles traveled by vehicles. [Source: urbanlogiq.com] 2023-01-16: In October 2022, U.S. airlines carried 75.6 million systemwide (domestic and international) scheduled service passengers. [Source: www.bts.gov]; More than 163,000 vehicles per day on average travel I-77 in York County near the state line, according to traffic statistics. [Source: www.heraldonline.com]; Objective facts about the Traffic and Transportation situation:Program efforts in Pittsburgh aim to improve transportation infrastructure and access to existing transit, reducing vehicle miles traveled and emissions. [Source: enotrans.org]Population increases and economic growth in Montana have resulted in an increase in vehicle miles of travel (VMT) and an increased demand for mobility and transportation. [Source: tripnet.org]New York State Senate Bill 2023-S1981A aims to reduce the annual total of vehicle miles traveled within the state by 20% by 2050. [Source: www.nysenate.gov]E-micromobility in Oregon has the potential to reduce automobile vehicle miles traveled (VMT). [Source: www.oregon.gov] 2023-01-09: Traffic congestion occurs when demand for roadway travel exceeds the supply of roadways. [Source: inrix.com]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; FDOT's Florida Traffic Online web application provides data on motorized vehicle volume and travel. [Source: fdotwww.blob.core.windows.net]; StreetLight Data provides data on volume/traffic counts, origin-destination, select link travel time, trip origins, travel time, and trip length. [Source: www.streetlightdata.com]; The amount of travel volume in the State of Qatar affects traffic volume in the urban agglomeration. [Source: www.ncbi.nlm.nih.gov]; The Colorado DOT reported 15% more throughput and 18% faster speeds across all lanes of eastbound I-70 during high traffic volumes. [Source: rosap.ntl.bts.gov]; The US 57 Corridor Interstate Feasibility Study Report forecasts traffic conditions, including projected traffic volumes and travel times. [Source: ftp.dot.state.tx.us, ftp.txdot.gov]; : The vehicle miles traveled (VMT) in the United States has increased steadily since the pandemic, with a rebound in mobility demand to pre-pandemic levels. [Source: www.energy.gov]; : In 2020, VMT per capita was a recommended Regional Mobility Policy performance measure. [Source: www.oregonmetro.gov]; : Across the country, traffic delays were still below pre-COVID levels in over 60% of urban areas, and weekday VMT remained -9% below pre-COVID levels. [Source: inrix.com]; : The 2022 Global Traffic Scorecard provides four years of mobility data, showing traffic congestion occurs when demand for roadway travel exceeds the available capacity. [Source: inrix.com] 2023-01-02: The data collected at permanent count sites provides FHWA and TxDOT with current and past performance, which helps establish future needs. [Source: www.txdot.gov]; California has 5,800 commercial miles of high traffic volume Interstate and State highways, with trucks traveling over 1,600 route miles in the State. [Source: business.ca.gov]; The average daily traffic count and the length of the road are used to calculate the traffic volume. [Source: www.fdot.gov]; Vehicle miles traveled (VMT) is a measure of the total traffic on a roadway system. [Source: www.fdot.gov]; In 2022, a carrier had 65,105 vehicle miles traveled. [Source: ai.fmcsa.dot.gov];\"]"}
{"batch_x": [281976.0, 284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0, 235447.0], "batch_y": [273712.0, 258225.0, 289639.0, 285604.0, 289796.0, 290916.0, 278035.0, 284049.0], "batch_x_timestamps_datetime64_ns": [1656633600000000000, 1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000], "batch_y_timestamps_datetime64_ns": [1677628800000000000, 1680307200000000000, 1682899200000000000, 1685577600000000000, 1688169600000000000, 1690848000000000000, 1693526400000000000, 1696118400000000000], "batch_x_mark": [[-0.5, 0.1666666716337204, -0.5, -0.004109588917344809], [-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904]], "batch_y_mark": [[-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438]], "batch_text": "['Available facts are as follows: 2023-02-20: Traffic volume projections indicate congestion in the West Valley of Arizona [Source: azdot.gov]; By 2024, air travel levels are expected to reach 2019 levels, driven mainly by growth in the United States [Source: aci.aero]; Construction of the CSVT Northern Section in Pennsylvania has alleviated local traffic congestion [Source: www.penndot.gov]; The SH 68 project in Texas aims to accommodate population growth and higher traffic volumes [Source: www.txdot.gov]; Commercial trucks make up more than one third of the total traffic volume along State Route 58 in California [Source: dot.ca.gov]; US 10 in Wisconsin is a high-volume truck route with approximately 22% of daily traffic consisting of trucks [Source: wisconsindot.gov]; Lane closures on the Bay Bridge (US 50/301) are subject to change based on traffic volumes [Source: mdta.maryland.gov]; U.S.-International air traffic passenger enplanements increased in January 2023 [Source: www.hospitalitynet.org]; The average mileage per year for drivers in the US is 13,476 miles. [Source: www.caranddriver.com]; A mileage-based user fee is being considered for Electric Vehicles (EVs) in Vermont, with a proposed rate of $0.30 per gallon. [Source: legislature.vermont.gov]; Some states are piloting vehicle miles traveled (VMT) initiatives to fund transportation revenue. [Source: connect.artba.org]; The Mobility on Demand Sandbox Program is a federal program that provides funding for innovative transportation projects. [Source: www.transit.dot.gov] 2023-02-13: Travel during February 2023 on all roads and streets in the nation changed by +1.9% (+4.5 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key metric in measuring the demand for transportation and is being tracked by various government agencies and organizations. [Source: www.ncdot.gov]; The Biden-Harris Administration has announced plans to support the growth of electric vehicle, battery, and EV charging manufacturing in the United States. [Source: www.whitehouse.gov]; The I-15 MOBILITY ALLIANCE reports that the expected number of fatalities per 100 million vehicle miles traveled (VMT) is a critical safety metric. [Source: i15alliance.org]; The State of California has signed into law Senate Bill 743 (SB 743), which changes how transportation impacts are analyzed under the California Environmental Quality Act. [Source: www.losaltosca.gov] 2023-02-06: In November 2022, U.S. airlines carried 76.2 million systemwide (domestic and international) scheduled service passengers. [Source: www.bts.gov]; Denver International Airport set an all-time passenger traffic record. [Source: www.flydenver.com]; International traffic performed 23.7% below 2019 levels in Europe and 5.9% below in the United States. [Source: www.iata.org]; Road characteristics such as number of lanes, posted speed limits, traffic volumes, and the grade of the road affect traffic flow. [Source: edis.ifas.ufl.edu]; The United States has seen a decrease in Vehicle Miles Traveled (VMT) due to the COVID-19 pandemic, with disparities in mobility adaptation across income groups. [Source: www.ncbi.nlm.nih.gov]; The State of New York aims to reduce the annual total of vehicle miles traveled within the state by 20% by the year 2050. [Source: www.nysenate.gov]; Daily Vehicle Miles Traveled (VMT) in California are down 7% since 2019. [Source: scta.ca.gov] 2023-01-30: Nearly 12% of total estimated truck delay is due to weather in the 20 cities with the greatest volume of truck traffic, with an estimated cost of weather-related delays. [Source: ops.fhwa.dot.gov]; The 2020 Urban Congestion Trends report showed noticeable effects of the pandemic on three travel-time measures, with reduced traffic volumes easing congestion. [Source: highways.dot.gov]; The official source of Vehicle Miles Traveled (VMT) estimates is the Highway Performance Monitoring System (HPMS), which is used to allocate highway funds to states. [Source: www.fhwa.dot.gov]; In 2021, there was a 10.5% increase in motor vehicle traffic fatalities in the United States. [Source: www.seattle.gov]; VMT is an indicator of the environmental impact of transportation and is used to identify areas to implement emission reduction strategies. [Source: urbanlogiq.com]; The State of California aims to reduce annual automobile VMT by 137.1 million miles through the BART project. [Source: www.vta.org];'\n 'Available facts are as follows: 2023-02-20: Traffic volume projections indicate congestion in the West Valley of Arizona [Source: azdot.gov]; By 2024, air travel levels are expected to reach 2019 levels, driven mainly by growth in the United States [Source: aci.aero]; Construction of the CSVT Northern Section in Pennsylvania has alleviated local traffic congestion [Source: www.penndot.gov]; The SH 68 project in Texas aims to accommodate population growth and higher traffic volumes [Source: www.txdot.gov]; Commercial trucks make up more than one third of the total traffic volume along State Route 58 in California [Source: dot.ca.gov]; US 10 in Wisconsin is a high-volume truck route with approximately 22% of daily traffic consisting of trucks [Source: wisconsindot.gov]; Lane closures on the Bay Bridge (US 50/301) are subject to change based on traffic volumes [Source: mdta.maryland.gov]; U.S.-International air traffic passenger enplanements increased in January 2023 [Source: www.hospitalitynet.org]; The average mileage per year for drivers in the US is 13,476 miles. [Source: www.caranddriver.com]; A mileage-based user fee is being considered for Electric Vehicles (EVs) in Vermont, with a proposed rate of $0.30 per gallon. [Source: legislature.vermont.gov]; Some states are piloting vehicle miles traveled (VMT) initiatives to fund transportation revenue. [Source: connect.artba.org]; The Mobility on Demand Sandbox Program is a federal program that provides funding for innovative transportation projects. [Source: www.transit.dot.gov] 2023-02-13: Travel during February 2023 on all roads and streets in the nation changed by +1.9% (+4.5 billion) compared to the previous year. [Source: www.fhwa.dot.gov]; Vehicle miles traveled (VMT) is a key metric in measuring the demand for transportation and is being tracked by various government agencies and organizations. [Source: www.ncdot.gov]; The Biden-Harris Administration has announced plans to support the growth of electric vehicle, battery, and EV charging manufacturing in the United States. [Source: www.whitehouse.gov]; The I-15 MOBILITY ALLIANCE reports that the expected number of fatalities per 100 million vehicle miles traveled (VMT) is a critical safety metric. [Source: i15alliance.org]; The State of California has signed into law Senate Bill 743 (SB 743), which changes how transportation impacts are analyzed under the California Environmental Quality Act. [Source: www.losaltosca.gov] 2023-02-06: In November 2022, U.S. airlines carried 76.2 million systemwide (domestic and international) scheduled service passengers. [Source: www.bts.gov]; Denver International Airport set an all-time passenger traffic record. [Source: www.flydenver.com]; International traffic performed 23.7% below 2019 levels in Europe and 5.9% below in the United States. [Source: www.iata.org]; Road characteristics such as number of lanes, posted speed limits, traffic volumes, and the grade of the road affect traffic flow. [Source: edis.ifas.ufl.edu]; The United States has seen a decrease in Vehicle Miles Traveled (VMT) due to the COVID-19 pandemic, with disparities in mobility adaptation across income groups. [Source: www.ncbi.nlm.nih.gov]; The State of New York aims to reduce the annual total of vehicle miles traveled within the state by 20% by the year 2050. [Source: www.nysenate.gov]; Daily Vehicle Miles Traveled (VMT) in California are down 7% since 2019. [Source: scta.ca.gov] 2023-01-30: Nearly 12% of total estimated truck delay is due to weather in the 20 cities with the greatest volume of truck traffic, with an estimated cost of weather-related delays. [Source: ops.fhwa.dot.gov]; The 2020 Urban Congestion Trends report showed noticeable effects of the pandemic on three travel-time measures, with reduced traffic volumes easing congestion. [Source: highways.dot.gov]; The official source of Vehicle Miles Traveled (VMT) estimates is the Highway Performance Monitoring System (HPMS), which is used to allocate highway funds to states. [Source: www.fhwa.dot.gov]; In 2021, there was a 10.5% increase in motor vehicle traffic fatalities in the United States. [Source: www.seattle.gov]; VMT is an indicator of the environmental impact of transportation and is used to identify areas to implement emission reduction strategies. [Source: urbanlogiq.com]; The State of California aims to reduce annual automobile VMT by 137.1 million miles through the BART project. [Source: www.vta.org];']"}
{"batch_x": [284347.0, 275638.0, 280673.0, 258728.0, 258030.0, 249207.0, 235447.0, 273712.0], "batch_y": [258225.0, 289639.0, 285604.0, 289796.0, 290916.0, 278035.0, 284049.0, 265139.0], "batch_x_timestamps_datetime64_ns": [1659312000000000000, 1661990400000000000, 1664582400000000000, 1667260800000000000, 1669852800000000000, 1672531200000000000, 1675209600000000000, 1677628800000000000], "batch_y_timestamps_datetime64_ns": [1680307200000000000, 1682899200000000000, 1685577600000000000, 1688169600000000000, 1690848000000000000, 1693526400000000000, 1696118400000000000, 1698796800000000000], "batch_x_mark": [[-0.5, -0.5, -0.5, 0.0808219164609909], [-0.5, 0.0, -0.5, 0.16575342416763306], [-0.5, 0.3333333432674408, -0.5, 0.24794520437717438], [-0.5, -0.3333333432674408, -0.5, 0.33287671208381653], [-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182]], "batch_y_mark": [[-0.5, 0.0, -0.5, 0.41506850719451904], [-0.5, 0.5, -0.5, -0.5], [-0.5, -0.1666666716337204, -0.5, -0.41506850719451904], [-0.5, -0.1666666716337204, -0.5, -0.3383561670780182], [-0.5, 0.3333333432674408, -0.5, -0.25342464447021484], [-0.5, -0.5, -0.5, -0.17123287916183472], [-0.5, 0.0, -0.5, -0.08630137145519257], [-0.5, 0.3333333432674408, -0.5, -0.004109588917344809], [-0.5, -0.3333333432674408, -0.5, 0.0808219164609909], [-0.5, 0.1666666716337204, -0.5, 0.16575342416763306], [-0.5, 0.5, -0.5, 0.24794520437717438], [-0.5, -0.1666666716337204, -0.5, 0.33287671208381653]], "batch_text": "['Available facts are as follows: 2023-03-20: U.S. airline passenger traffic has recovered to 92% of pre-pandemic volumes as of March 2023. [Source: aviationweek.com]; The number of vehicle miles traveled by registered passenger cars in the United States generally increased between 1975 and 2019. [Source: www.statista.com]; The United States Department of Transportation estimates a 10% reduction in vehicle miles traveled and emissions with the adoption of connected and automated vehicles. [Source: www.itskrs.its.dot.gov]; There is a projected price parity between private car and mobility as a service, with costs per passenger miles traveled, by 2035. [Source: www.autoinsurance.com]; Arlington, Texas has integrated on-demand, autonomous vehicles into an existing public transportation service, the first program of its kind in the United States. [Source: maymobility.com] 2023-03-13: U.S. airlines carried 194 million more passengers in 2022 than in 2021, a 30% year-to-year increase. [Source: www.bts.gov]; In March 2023, U.S.-international air traffic passenger enplanements totaled 19.687 million, up 41.7% compared to March 2022. [Source: www.trade.gov]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; In 2022, an estimated 46,300 road traffic fatalities occurred in the United States. [Source: www.statista.com]; In Indiana, trucks account for 20.2% of the total Vehicle Miles Traveled (VMT) on the state-owned highway system. [Source]; Complete Streets can lower total Vehicle Miles Traveled (VMT) by reducing the number of cars on the road. [Source]; In the 2045 Transportation Master Plan, there is a goal to transition all vehicles in the state to zero emissions vehicles (ZEVs) by a certain date. [Source]; In Michigan, despite accounting for less than half of the total VMT, 58 percent of fatalities or serious injuries occur on local roads. [Source] 2023-03-06: The Bureau of Transportation provides statistics on air carrier traffic, including available seat-miles, cargo, and load factor. [Source: www.bts.gov]; The TSA is preparing for higher passenger volumes during Spring Break. [Source: www.tsa.gov]; A study found that traffic volume has an impact on air pollution in mid-sized urban cities. [Source: www.ncbi.nlm.nih.gov]; Lane closures on the Bay Bridge (US 50/301) are subject to change and dependent on traffic volumes. [Source: www.mdta.maryland.gov]; Public transportation systems in the US operated 149,091 railcars, buses, vans, and other vehicles in 2022. [Source: www.apta.com]; The RAISE Grant 2023 includes a traffic analysis and simulation video for East Aberdeen Mobility Study. [Source: www.aberdeenwa.gov]; The FRA aims to recognize and mitigate the risks associated with hazardous materials transportation as traffic volume increases. [Source: railroads.dot.gov]; The U.S. 380 Bypass project in McKinney, TX is necessary due to traffic volumes exceeding capacity. [Source: www.mckinneytexas.org]; In 2020, public transportation in the United States accounted for 13 billion transit passenger miles. [Source: www.apta.com]; The number of vehicle miles traveled (VMT) has been estimated to be reduced by dock-less e-bikes in some U.S. cities. [Source: www.sciencedirect.com]; The US Highway Trust Fund has been underfunded for decades, and as trust fund revenues decline due to increasing adoption of electric vehicles, a road tax for America is being considered. [Source: www.spglobal.com]; More than 434 million vehicles have traveled through the I-70 Mountain Express Lane in Colorado. [Source: www.codot.gov]; The average annual vehicle miles traveled in the US is available at the Alternative Fuel Data Center (AFDC) website. [Source: www.afdc.energy.gov] 2023-02-27: Objective facts about the Traffic and Transportation situation:The Federal Highway Administration (FHWA) worked with other U.S. Department of Transportation agencies to prioritize safety for all road users. [Source]In Dublin, Ohio, U.S. 33 and I-270 carry high volumes of traffic through the city. [Source]Traffic volume data includes traffic counts, speeds, travel times, and road capacity. [Source]Palm Beach County has historic peak season traffic counts from 2018 to 2023. [Source]LAX airport expects 12 million passengers during spring break travel, with increased vehicle traffic. [Source]U.S. airlines carried 79.5 million systemwide scheduled service passengers in March 2023. [Source]; In 2021, there were 7,500 pedestrian deaths for 1,795,000,000,000 miles driven by vehicles in the US, which gives a 0.00000042% chance of killing a pedestrian per mile. [Source: www.reddit.com]; There were 2.37 pedestrian deaths per billion vehicle miles traveled (VMT) in the US. [Source: www.ghsa.org];'\n 'Available facts are as follows: 2023-03-20: U.S. airline passenger traffic has recovered to 92% of pre-pandemic volumes as of March 2023. [Source: aviationweek.com]; The number of vehicle miles traveled by registered passenger cars in the United States generally increased between 1975 and 2019. [Source: www.statista.com]; The United States Department of Transportation estimates a 10% reduction in vehicle miles traveled and emissions with the adoption of connected and automated vehicles. [Source: www.itskrs.its.dot.gov]; There is a projected price parity between private car and mobility as a service, with costs per passenger miles traveled, by 2035. [Source: www.autoinsurance.com]; Arlington, Texas has integrated on-demand, autonomous vehicles into an existing public transportation service, the first program of its kind in the United States. [Source: maymobility.com] 2023-03-13: U.S. airlines carried 194 million more passengers in 2022 than in 2021, a 30% year-to-year increase. [Source: www.bts.gov]; In March 2023, U.S.-international air traffic passenger enplanements totaled 19.687 million, up 41.7% compared to March 2022. [Source: www.trade.gov]; The APIS/I-92 Program provides information on non-stop international air traffic between the United States and other countries. [Source: www.trade.gov]; In 2022, an estimated 46,300 road traffic fatalities occurred in the United States. [Source: www.statista.com]; In Indiana, trucks account for 20.2% of the total Vehicle Miles Traveled (VMT) on the state-owned highway system. [Source]; Complete Streets can lower total Vehicle Miles Traveled (VMT) by reducing the number of cars on the road. [Source]; In the 2045 Transportation Master Plan, there is a goal to transition all vehicles in the state to zero emissions vehicles (ZEVs) by a certain date. [Source]; In Michigan, despite accounting for less than half of the total VMT, 58 percent of fatalities or serious injuries occur on local roads. [Source] 2023-03-06: The Bureau of Transportation provides statistics on air carrier traffic, including available seat-miles, cargo, and load factor. [Source: www.bts.gov]; The TSA is preparing for higher passenger volumes during Spring Break. [Source: www.tsa.gov]; A study found that traffic volume has an impact on air pollution in mid-sized urban cities. [Source: www.ncbi.nlm.nih.gov]; Lane closures on the Bay Bridge (US 50/301) are subject to change and dependent on traffic volumes. [Source: www.mdta.maryland.gov]; Public transportation systems in the US operated 149,091 railcars, buses, vans, and other vehicles in 2022. [Source: www.apta.com]; The RAISE Grant 2023 includes a traffic analysis and simulation video for East Aberdeen Mobility Study. [Source: www.aberdeenwa.gov]; The FRA aims to recognize and mitigate the risks associated with hazardous materials transportation as traffic volume increases. [Source: railroads.dot.gov]; The U.S. 380 Bypass project in McKinney, TX is necessary due to traffic volumes exceeding capacity. [Source: www.mckinneytexas.org]; In 2020, public transportation in the United States accounted for 13 billion transit passenger miles. [Source: www.apta.com]; The number of vehicle miles traveled (VMT) has been estimated to be reduced by dock-less e-bikes in some U.S. cities. [Source: www.sciencedirect.com]; The US Highway Trust Fund has been underfunded for decades, and as trust fund revenues decline due to increasing adoption of electric vehicles, a road tax for America is being considered. [Source: www.spglobal.com]; More than 434 million vehicles have traveled through the I-70 Mountain Express Lane in Colorado. [Source: www.codot.gov]; The average annual vehicle miles traveled in the US is available at the Alternative Fuel Data Center (AFDC) website. [Source: www.afdc.energy.gov] 2023-02-27: Objective facts about the Traffic and Transportation situation:The Federal Highway Administration (FHWA) worked with other U.S. Department of Transportation agencies to prioritize safety for all road users. [Source]In Dublin, Ohio, U.S. 33 and I-270 carry high volumes of traffic through the city. [Source]Traffic volume data includes traffic counts, speeds, travel times, and road capacity. [Source]Palm Beach County has historic peak season traffic counts from 2018 to 2023. [Source]LAX airport expects 12 million passengers during spring break travel, with increased vehicle traffic. [Source]U.S. airlines carried 79.5 million systemwide scheduled service passengers in March 2023. [Source]; In 2021, there were 7,500 pedestrian deaths for 1,795,000,000,000 miles driven by vehicles in the US, which gives a 0.00000042% chance of killing a pedestrian per mile. [Source: www.reddit.com]; There were 2.37 pedestrian deaths per billion vehicle miles traveled (VMT) in the US. [Source: www.ghsa.org];']"}
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[Source: www.bts.gov]; The Transportation Security Administration (TSA) expects 2023 summer air travel volumes to be high. [Source: www.forbes.com]; Cruise tourism is expected to reach 106% of 2019 passenger volume in 2023. [Source: cruising.org]; Richmond International Airport (RIC) reported a record number of passengers in March 2023. [Source: flyrichmond.com]; Objective facts about the Traffic and Transportation situation:District 12 Mobility Performance Report provides data on Vehicle Miles of Travel (VMT), Vehicle Hours of Delay (VHD), Lost Lane Miles (LLM), and Detector Health. [Source: dot.ca.gov]The estimated fatality rate decreased to 1.35 fatalities per 100 million vehicle miles traveled in 2022, down from 1.37 fatalities per 100 million VMT in 2021. [Source: www.safetywissen.com]Open Road Tolling (ORT) uses specialized sensors to determine a vehicle's height and number of axles, reducing travel time. [Source: www.paturnpike.com] 2023-04-17: StreetLight AADT provides traffic estimates for nearly every road in the U.S. and Canada, covering all road segment types, including highways and low-volume roads. [Source: www.streetlightdata.com]; The COVID-19 pandemic had a significant impact on traffic levels, with states imposing strict travel bans and reducing air traffic volume. [Source: www.ncbi.nlm.nih.gov, www.dot.state.mn.us]; Traffic data collection can be affected by equipment limitations, as seen in the US 127 traffic analysis where the equipment underestimated volumes. [Source: transportation.ky.gov]; By 2035, there will be fewer private-car sales globally, and mobility changes will vary by geography. [Source: www.mckinsey.com]; In the United States, there are 868 vehicles per 1,000 capita, and the share of vehicle miles traveled by electrified vehicles is expected to increase. [Source: www.mckinsey.com] 2023-04-10: In April 2023, the United States had 2.9 million airline passengers and 67.1 million systemwide scheduled service passengers. [Source: www.faa.gov, www.bts.gov]; Denver International Airport ranked as the 3rd-busiest airport in 2022, surpassing 2019 passenger traffic volume. [Source: www.flydenver.com]; In January 2023, U.S. airlines carried 67.1 million systemwide scheduled service passengers. [Source: www.bts.gov]; Vehicle miles traveled (VMT) is a key indicator of travel demand and is affected by the economy. [Source: www.oregon.gov]; Ridesourcing services have an impact on vehicle ownership, fuel consumption, vehicle miles traveled, and emissions per capita in U.S. states. [Source: www.sciencedirect.com]; Most daily trips in the U.S. are under one mile, two miles, three miles, and are still done by car, whereas walking is determined by micro-scale urban design. [Source: usa.streetsblog.org]; In the U.S., about half of the total Bicycle Miles Travel (BMT) is done in non-motorized transportation, but there are challenges to promoting non-motorized transportation. [Source: uta.pressbooks.pub]; A growing population in New Hampshire translates to more travel, expressed by vehicle miles traveled (VMT). [Source: www.dot.nh.gov]; The Biden-Harris Administration has announced nearly $300 million for 9 transportation projects, including a bridge that connects the Otay-Mesa-Nestor community and has an estimated 38,160 vehicles per day. [Source: www.transportation.gov]; A recent study aimed to determine whether traveler information can reduce travel times and improve traffic flow. [Source: highways.dot.gov]; Emissions standards for cars and trucks help reduce CO2 emissions from vehicles, and reducing vehicle miles traveled can also help. [Source: rideamigos.com]; Grants help reduce vehicle miles traveled and emissions by promoting smart growth and mobility hub planning. [Source: www.sandag.org]; The California Department of Transportation is focused on reducing vehicle miles traveled to promote the state's goals of reducing emissions. [Source: dot.ca.gov] 2023-04-03: Air cargo volumes in the top 10 airports for air cargo traffic lost 9.9% in 2022, representing around 27% (30.8 million metric tonnes) of the global volumes. [Source: aci.aero]; O'Hare Airport was named the 4th busiest in the world for passenger traffic, with global air traffic figures showing travel at 80% of 2019 levels and international traffic at 60%. [Source: news.wttw.com]; Half of the world's 10 busiest airports for 2022 are in the United States, with London's Heathrow Airport recording the largest year-over-year traffic jump of the top 10, with a nearly 218% increase in passenger volume from 2021. [Source: www.cnn.com]; Personal vehicle traffic between Whatcom County and British Columbia remains below pre-pandemic levels, with overall regional cross-border travel volumes still recovering. [Source: www.cascadiadaily.com]; The COVID-19 pandemic has led to an increase in vehicle miles traveled (VMT) in the United States, with an estimated additional 5.7 billion VMT annually in nine US cities. [Source: arxiv.org]; In 2021, the per capita travel in the US was 18,000 miles, according to Federal Highway Administration estimates. [Source: ti.org]; The annual number of vehicle miles driven in North Carolina was up 31% from pre-pandemic levels. [Source: www.wfae.org]; Total miles driven in the US increased by 18.9% from 2020 to 2022, with an average of 32 miles per person per day. [Source: documents.ncsl.org];\"\n \"Available facts are as follows: 2023-04-24: In April 2023, U.S. airlines carried 77.5 million system-wide scheduled service passengers, a 7.8% increase from the same month in 2022. [Source: www.bts.gov]; The Transportation Security Administration (TSA) expects 2023 summer air travel volumes to be high. [Source: www.forbes.com]; Cruise tourism is expected to reach 106% of 2019 passenger volume in 2023. [Source: cruising.org]; Richmond International Airport (RIC) reported a record number of passengers in March 2023. [Source: flyrichmond.com]; Objective facts about the Traffic and Transportation situation:District 12 Mobility Performance Report provides data on Vehicle Miles of Travel (VMT), Vehicle Hours of Delay (VHD), Lost Lane Miles (LLM), and Detector Health. [Source: dot.ca.gov]The estimated fatality rate decreased to 1.35 fatalities per 100 million vehicle miles traveled in 2022, down from 1.37 fatalities per 100 million VMT in 2021. [Source: www.safetywissen.com]Open Road Tolling (ORT) uses specialized sensors to determine a vehicle's height and number of axles, reducing travel time. [Source: www.paturnpike.com] 2023-04-17: StreetLight AADT provides traffic estimates for nearly every road in the U.S. and Canada, covering all road segment types, including highways and low-volume roads. [Source: www.streetlightdata.com]; The COVID-19 pandemic had a significant impact on traffic levels, with states imposing strict travel bans and reducing air traffic volume. [Source: www.ncbi.nlm.nih.gov, www.dot.state.mn.us]; Traffic data collection can be affected by equipment limitations, as seen in the US 127 traffic analysis where the equipment underestimated volumes. [Source: transportation.ky.gov]; By 2035, there will be fewer private-car sales globally, and mobility changes will vary by geography. [Source: www.mckinsey.com]; In the United States, there are 868 vehicles per 1,000 capita, and the share of vehicle miles traveled by electrified vehicles is expected to increase. [Source: www.mckinsey.com] 2023-04-10: In April 2023, the United States had 2.9 million airline passengers and 67.1 million systemwide scheduled service passengers. [Source: www.faa.gov, www.bts.gov]; Denver International Airport ranked as the 3rd-busiest airport in 2022, surpassing 2019 passenger traffic volume. [Source: www.flydenver.com]; In January 2023, U.S. airlines carried 67.1 million systemwide scheduled service passengers. [Source: www.bts.gov]; Vehicle miles traveled (VMT) is a key indicator of travel demand and is affected by the economy. [Source: www.oregon.gov]; Ridesourcing services have an impact on vehicle ownership, fuel consumption, vehicle miles traveled, and emissions per capita in U.S. states. [Source: www.sciencedirect.com]; Most daily trips in the U.S. are under one mile, two miles, three miles, and are still done by car, whereas walking is determined by micro-scale urban design. [Source: usa.streetsblog.org]; In the U.S., about half of the total Bicycle Miles Travel (BMT) is done in non-motorized transportation, but there are challenges to promoting non-motorized transportation. [Source: uta.pressbooks.pub]; A growing population in New Hampshire translates to more travel, expressed by vehicle miles traveled (VMT). [Source: www.dot.nh.gov]; The Biden-Harris Administration has announced nearly $300 million for 9 transportation projects, including a bridge that connects the Otay-Mesa-Nestor community and has an estimated 38,160 vehicles per day. [Source: www.transportation.gov]; A recent study aimed to determine whether traveler information can reduce travel times and improve traffic flow. [Source: highways.dot.gov]; Emissions standards for cars and trucks help reduce CO2 emissions from vehicles, and reducing vehicle miles traveled can also help. [Source: rideamigos.com]; Grants help reduce vehicle miles traveled and emissions by promoting smart growth and mobility hub planning. [Source: www.sandag.org]; The California Department of Transportation is focused on reducing vehicle miles traveled to promote the state's goals of reducing emissions. [Source: dot.ca.gov] 2023-04-03: Air cargo volumes in the top 10 airports for air cargo traffic lost 9.9% in 2022, representing around 27% (30.8 million metric tonnes) of the global volumes. [Source: aci.aero]; O'Hare Airport was named the 4th busiest in the world for passenger traffic, with global air traffic figures showing travel at 80% of 2019 levels and international traffic at 60%. [Source: news.wttw.com]; Half of the world's 10 busiest airports for 2022 are in the United States, with London's Heathrow Airport recording the largest year-over-year traffic jump of the top 10, with a nearly 218% increase in passenger volume from 2021. [Source: www.cnn.com]; Personal vehicle traffic between Whatcom County and British Columbia remains below pre-pandemic levels, with overall regional cross-border travel volumes still recovering. [Source: www.cascadiadaily.com]; The COVID-19 pandemic has led to an increase in vehicle miles traveled (VMT) in the United States, with an estimated additional 5.7 billion VMT annually in nine US cities. [Source: arxiv.org]; In 2021, the per capita travel in the US was 18,000 miles, according to Federal Highway Administration estimates. [Source: ti.org]; The annual number of vehicle miles driven in North Carolina was up 31% from pre-pandemic levels. [Source: www.wfae.org]; Total miles driven in the US increased by 18.9% from 2020 to 2022, with an average of 32 miles per person per day. [Source: documents.ncsl.org];\"]"}