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A scraper for SF Muni train data (only tested on OpenSUSE Leap 15.1, Julia 1.1.1)
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""" | |
Copyright (c) 2019 Tamas Nagy | |
Permission is hereby granted, free of charge, to any person obtaining a copy | |
of this software and associated documentation files (the "Software"), to deal | |
in the Software without restriction, including without limitation the rights | |
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
copies of the Software, and to permit persons to whom the Software is | |
furnished to do so, subject to the following conditions: | |
The above copyright notice and this permission notice shall be included in all | |
copies or substantial portions of the Software. | |
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
SOFTWARE. | |
""" | |
using Dates | |
println("Scraping at $(now())") | |
using HTTP | |
using EzXML | |
using DataStructures | |
using DataFrames | |
using CSV | |
using TimeZones | |
filename = joinpath(@__DIR__, "ktn_data_2019_2.csv") | |
trains = ["KT", "N", "S", "E", "F", "J", "M", "L"] | |
# See https://www.nextbus.com/xmlFeedDocs/NextBusXMLFeed.pdf for details | |
attrs = OrderedDict( | |
"polltime_pct" => DateTime, | |
"id" => Int, | |
"routeTag" => String, | |
"dirTag" => String, | |
"lat" => Float64, | |
"lon" => Float64, | |
"secsSinceReport" => Int, | |
"predictable" => Bool, | |
"heading" => Int, | |
"speedKmHr" => Float64, | |
"leadingVehicleId" => Int) | |
# construct a new dataframe with the types from above (+ missing) | |
df = DataFrame(map(x->Union{x, Missing}, values(attrs)), | |
Symbol.(collect(keys(attrs)))) | |
""" | |
last_polltime(filename) | |
Given a filename, this function finds the last line and attempts to parse | |
the datetime when the last polling occurred. | |
""" | |
function last_polltime(filename) | |
open(filename) do io | |
seekend(io) | |
# the last character is the EOF and the penultimate one is a '\n' | |
pos = position(io)-2 | |
last_updated = now() | |
while pos >= 0 | |
seek(io, pos) | |
# going backwards if we find a newline then we want to read the line following it | |
if read(io, Char) == '\n' | |
try | |
# the datetime is the first column in the row | |
last_updated = parse(DateTime, split(readline(io), ",")[1]) | |
break | |
catch | |
# keep going backward in the file | |
end | |
end | |
# reading moves us forward so move backwards 2 times | |
pos = position(io) - 2 | |
end | |
last_updated | |
end | |
end | |
if !isfile(filename) | |
println("No previous data detected, creating new csv: $filename") | |
CSV.write(filename, df) | |
prev_time = round(Int, Dates.datetime2unix(now())*1000) | |
else | |
# the previous time is the last time that we changed the file | |
prev_time = round(Int, Dates.datetime2unix(last_polltime(filename))*1000) | |
println("Detected scraped data, appending...") | |
end | |
baseurl = "http://webservices.nextbus.com/service/publicXMLFeed" | |
responses = String[] | |
println("Pinging NextBus servers") | |
for train in trains | |
r = HTTP.request("GET", "$baseurl?command=vehicleLocations&a=sf-muni&r=$train&t=$prev_time") | |
push!(responses, String(r.body)) | |
end | |
# dummy functions for parsing strings | |
# lets us to map the parse function to all the different types | |
Base.parse(::Type{T}, s::AbstractString) where {T <: String} = s | |
Base.parse(::Type{T}, s::Missing) where {T <: Any} = missing | |
Base.parse(::Type{T}, d::DateTime) where {T <: DateTime} = d | |
function get_key(node::EzXML.Node, k::String) | |
if k == "polltime_pct" | |
# convert from unix time -> utc datetime -> pacific time | |
d = Dates.unix2datetime(parse(Int, findfirst("//lastTime", node)["time"])÷1000) | |
zd = ZonedDateTime(d, TimeZone("US/Pacific", TimeZones.Class(:LEGACY)), from_utc=true) | |
return DateTime(zd) | |
end | |
try | |
return node[k] | |
catch | |
return missing | |
end | |
end | |
println("Massaging data into dataframe") | |
for response in responses | |
xml = parsexml(response) | |
for vehicle in findall("//vehicle", xml) | |
t = Tuple(parse(keytype, get_key(vehicle, key)) for (key, keytype) in attrs) | |
push!(df, t) | |
end | |
end | |
print("Saving $(size(df, 1)) lines...") | |
CSV.write(filename, df, append=true) | |
println("Done.") |
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# ~/.config/systemd/user/muniscraper.service | |
[Unit] | |
Description=Pings the muni servers and records the data | |
[Service] | |
ExecStart=/home/tlnagy/Documents/julia-1.1.1/bin/julia /home/tlnagy/Documents/MuniScraper.jl | |
[Install] | |
WantedBy=multi-user.target |
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# place in ~/.config/systemd/user/ | |
# activate using systemctl --user enable muniscraper.timer | |
# and start using systemctl --user start muniscraper.timer | |
[Unit] | |
Description=Run scraper every 30 seconds | |
[Timer] | |
OnActiveSec=0 | |
OnUnitActiveSec=30 | |
AccuracySec=1us | |
OnBootSec=1min | |
[Install] | |
WantedBy=basic.target |
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