Posts about San Francisco
Transit
Which city's rail system has the best Walk Score?
Last week, David Klion computed the Walk Score for all Washington Metro stops. How does Metro stack up to the other heavy rail systems in the United States? The answers may surprise you.
I analyzed the 11 heavy rail systems in the United States. Some of these cities also have light rail, commuter rail, or other transit systems, but I didn't count those. That means in Boston, I looked at stations on the Red, Blue, and Orange lines, but not Green. (Why?)
I also combined heavy rail stations from multiple operators in the same region. For example, the Philadelphia score counts both SEPTA and PATCO heavy rail stations. New York's includes PATH and the Staten Island Railway (SIRT).
And the winner is... Los Angeles?
I was surprised by the results. Los Angeles scored the highest! I certainly did not expect that. Though in hindsight, it makes a good deal of sense.
Los Angeles has only 2 heavy rail lines, the Red and Purple lines. Those lines are confined to a relatively small area in the LA Basin, with the exception of 2 stations on the Red Line in the San Fernando Valley. And while Southern California has a reputation for being sprawling, the LA Basin is actually fairly dense, especially where the Metro has been built. As a result, its score isn't dragged down by suburban park and ride stations.
In the same respect, I was surprised that BART scored better than WMATA. Large portions of the DC system serve areas that are urban or urbanizing. In contrast, BART's system is much more suburban-oriented and has very little in the way of urban circulation.
Also surprising is that New York is not an outlier. It does come in a close second to Los Angeles, but I really expected it to be off the charts compared to everyone else. The New York City Subway alone scores 90.47 without PATH and SIRT, still just below LA; SIRT averages 71.45 while PATH is higher, 92.23, but its relatively small size (13 stations) means it doesn't change the New York average even a tenth of a point.
What is not very surprising is that the sunbelt cities (except LA) score more poorly than the more urban older cities (except for Cleveland). Cleveland is at a disadvantage because of the structure of its transit system. The system only has one stop in the central business district, and that station's score isn't that impressive anyway, which harms the average.
Distribution matters

The chart above shows how Walk Scores for stations in each system are distributed. The green bars give the average score. The rectangle shows the 25th and 75th percentiles, and the lines with dots at each end show the highest and lowest Walk Scores for any station in that system.
At the high end, several cities had at least one station (sometimes several) with perfect 100-point scores. The lowest score for any station nationwide was 28 points. Two stations in the Washington region The distribution is important in understanding how well distributed the well-scoring stations are in the system.
In Washington, the distribution is weighted more toward good-scoring stations, but there are still a lot of poor-scoring stations, too.
Compare that to San Francisco's BART, where there are fewer poor-scoring stations. Instead, there are a large quantity of stations in the middle of the distribution.
New York and Cleveland offer contrast to each other. While most New York stations score very well, Cleveland's don't rank above medium.
Limitations
The Walk Score algorithm is not perfect. It works by calculating the quantities and distances of various amenties. There are other factors which it does not measure that help to define the walkability of an area.
For example, a street grid makes an area much more walkable than a sprawling network of superblocks and culs-de-sac. The quality and proliferation of sidewalks also influences walkability. But these factors aren't currently part of Walk Score; there's no good data file for Walk Score to use that shows where there are and aren't good sidewalks, for example.
Regardless, Walk Score gives us a standard and fairly good measure to compare transit stations (and systems) to each other.
I'm sure this will prove to be controversial, and that's fine. I did not include the light rail elements of systems in cities like Boston for 3 primary reasons:
This analysis is limited, as any analysis would be. I chose to try to keep it from expanding too far by limiting it to one mode. It would be interesting to look at the omitted lines, and perhaps that will happen in a future analysis.



Parking
Prices affect parking less than San Francisco expected
Perfomance parking has not has as big an impact as was expected in San Francisco. Even with high rates, popular blocks still fill up, and other blocks remain under-filled even at low prices.
SFPark is an innovative, federally-supported performance parking pilot program. But it will adjust meter rates in its seven pilot areas this month Each time San Francisco has adjusted the rates, the spread between the least expensive and the most expensive blocks has increased. After this latest adjustment, parking rates will vary from a low of $0.75 up to $4.25/hr. To date, the most crowded blocks have typically continued to be crowded even after adjusting the prices upward, while under-occupied blocks have not filled up even after dropping the price.
If the pricing spread continues to widen, parking on some blocks in San Francisco will be a considerable bargain compared to spaces even one block away. One particular block in the Civic Center area is $0.75/hr while the next block is $3.25/hr until noon, and then $3.75/hr from noon until 3pm.
At Fisherman's Wharf, parking can range from $1.50/hr to $2.75/hr within a few blocks as proximity to the tourist attractions in the North increases. In the Marina area, a one-block difference could mean paying $1.50 more for an hour of parking.
Even these steep price differences don't seem to be causing the cheaper blocks to fill up. Blocks in the program that end up below their target occupancy will again have their prices reduced during the next round of adjustments.
San Francisco is collecting data about congestion relief in the areas targeted in the SFPark program. It appears we've learned several lessons already.
This performance parking experiment is demonstrating that on high-demand blocks, drivers are very insensitive to price increases. The experiment is also showing that parking demand is highly localized, with price differences of as much as 100% continuing even through two adjustment cycles.
On the other hand, there's still more to learn.
Even if blocks are missing their target occupancy, performance parking could still be having a positive effect. Are the prices leading to a higher turnover in available spaces? And if so, are the available spaces leading to a reduction in drivers hunting for parking, as the theory suggests?
Are there other factors that could be influencing the success of the program at changing parking demand, such as the size of the pilot zones or their proximity to non-pilot zone areas? Or do city administrators and performance parking advocates need to fundamentally reexamine assumptions about performance parking systems?
According to project advisor Donald Shoup, the project report will answer these questions later next year. The things planners learn in San Francisco could have a big impact on the way we think about and design parking and parking policy.
Transit
Comic teaches new customers how to ride transit
San Francisco's BART has created a great new comic book to help new riders learn to navigate the system. Could it work here?
For new riders, any transit system can seem daunting at first. This effort might make it easier for people to figure out how to try transit, and perhaps help make them regular riders.
The BART system is very similar to Metro, right down to the graduated fare system. In many respects this comic could easily be used here, just by changing some names. And based on the number of (tourist) riders I see at Greenbelt each morning trying to go in an out gate, some people could clearly use a little extra instruction.
It's good to see a transit agency trying new ways of communicating with riders. What do you think Metro could do to make it easier for new riders?
Transit
Are electric buses in the future?
Electric buses offer many advantages over traditional fossil fuel buses, but they are more expensive and difficult to run. A new model by General Motors may bring them to the mainstream.
The most obvious advantage of electric buses is environmental, but the fact that they don't spew any harmful gases into the atmosphere is hardly the only benefit. Electric buses are also quieter and smoother to ride than fossil fuel buses, resulting in a more comfortable experience for riders and fewer negative effects to the neighborhoods buses travel through.
Traditionally to run an all electric bus a transit agency had to install overhead wires. This can actually be an advantage as well, since it displays a sense of permanence to the transit line, which gives trolley buses some of the same economic development advantages of actual trolleys.
But what if it were possible to run an electric bus without the wires? You'd lose that permanence advantage, but the environmental, comfort, and noise advantages would all still apply. And if, after all, wireless streetcars are being developed, why shouldn't a wireless bus be possible too?
It turns out General Motors is working on one, along with a company called Proterra. Their EcoRide BE-35 model bus is fully electric and runs on lithium-ion battery packs that give it a 40-mile range for every 10-minute charge. The 35-foot, low floor bus design is basically comparable to normal city buses otherwise.
The website doesn't include details such as whether the bus can run air conditioning (certainly a requirement in a muggy place like Washington), but if they can make the idea work it has potential to revolutionize urban busing.
Cross-posted at BeyondDC.
Bicycling
Weekend videos: Police and bikes
The NYPD have had a few high-profile clashes with cyclists in recent years.
One of the issues cyclists have been having with the police is in regard to riding in the bike lane. Some officers are ticketing cyclists for not riding in the bike lane As this video shows, there are plenty of valid reasons for cyclists to leave the bike lane from time to time.
Hopefully, the NYPD can better educate its officers on rules about cycling. They would be wise to follow in the footsteps of the San Francisco Police Department, which produced this video to educate officers about the rights and responsibilities of cyclists.
Parking
Market-rate parking comes to SF. What can DC learn?
San Francisco is ready to roll out demand-responsive parking prices, a move that the city hopes will reduce congestion and allow transit vehicles to move faster.
San Francisco will adjust parking meter and garage parking prices based on measured demand. The District has a similar policy for adjusting prices in the Columbia Heights and ballpark "performance parking" districts. Unlike the District, San Francisco clearly described the method they will use to make the adjustments.
On-street metered blocks will have prices vary by time of day, in three or four daily meter periods. Though some meters open earlier and others run later into the night, all meters will change between the morning, afternoon, early evening, and late evening periods at the same time for customer convenience.
Some blocks serve the mid-day office crowd, while other blocks serve daytime tourists, other serve shoppers parking later in the day, and others late night entertainment.
The citywide meter periods will be
- opening (either 7am or 9am) to noon
- noon to 3pm
- 3pm to 7pm
- 7pm to closing
For each block side and meter period, officials will adjust on-street meters according to the number of cars parked on that block during that period. If more than 85% of the spaces are taken, the price will increase. If fewer than 65% of the spaces are taken, the price will fall.
The city is simplifying the rate system for municipal garages and will eliminate many special rates such as flat-fee evening parking. Instead, all garages will have an adjustable hourly rate for the different periods. Monthly and daily rates will be based on multiplying factors by the hourly rates. For example, a monthly parking permit might be made available for the cost of 10 full days of parking.
The city will adjust prices no more than once a month and will publish new rates a week in advance on the SFMTA and SFpark websites.
San Francisco is going to be the big test of whether a city can handle adjustable rates. The city already has the parking sensors, computer tracking equipment, dedicated staff, and political will.
Communicating the process for adjusting prices in advance is an important step DC neglected when rolling out its similar demand-based performance parking program. Admittedly, DDOT did not have Federal funding to purchase occupancy sensors, they did not appear to dedicate full-time staff, and the approval for parking rate adjustments appears to have been influenced by neighborhood approval, rather than market demand.
The District should borrow from San Francisco and communicate a clear policy for how often parking meter occupancy will be observed, and what occupancy levels will result in changes to meter prices.
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- Montgomery plans 160-mile, "gold standard" BRT system
- VDOT ignores own data, pushes widening I-66
- DC's parks are 5th best in the nation, says "Park Score"
- Bethesda gets new but terrible bike racks
- DC's divide need not be black and white
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