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ElixirJobs

spiderman--elixir_jobs.livemd

ElixirJobs

Mix.install([
  {:spider_man, "~> 0.3"},
  {:floki, "~> 0.31"},
  {:nimble_csv, "~> 1.1"},
  {:timex, "~> 3.0"},
  {:kino, "~> 0.8.0"}
])

Configure Settings

Build settings for spider

base_url = "https://elixirjobs.net/"

requester_options = [
  base_url: base_url,
  middlewares: [
    {SpiderMan.Middleware.UserAgent,
     [
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.93 Safari/537.36",
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.114 Safari/537.36",
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.82 Safari/537.36",
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4389.82 Safari/537.36",
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/87.0.4389.82 Safari/537.36",
       "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_13_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/62.0.3202.94 Safari/537.36"
     ]},
    {Tesla.Middleware.Headers,
     [
       {"referer", base_url},
       {"accept",
        "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9"},
       {"accept-encoding", "gzip, deflate"},
       {"accept-language", "zh-CN,zh;q=0.9,zh-TW;q=0.8,en;q=0.7"}
     ]},
    Tesla.Middleware.DecompressResponse
  ]
]

settings = [
  log2file: false,
  downloader_options: [requester: {SpiderMan.Requester.Finch, requester_options}],
  spider_options: [pipelines: []],
  item_processor_options: [
    storage: [
      {SpiderMan.Storage.ETS, "./data/jobs.ets"},
      {SpiderMan.Storage.CSV,
       file: "./data/jobs.csv",
       headers: [
         :posted_at,
         :title,
         :company,
         :location,
         :workplace,
         :type,
         :source_url,
         :source_description,
         :page_number
       ]}
    ]
  ]
]

Configure Parsing

Prepare callbacks for spider

import SpiderMan
import SpiderMan.Utils
require Logger

spider = SpiderList.ElixirJobs

init = fn state ->
  build_request(base_url)
  |> set_flag(:first_page)
  |> then(&SpiderMan.insert_request(spider, &1))

  state
end

handle_list_page = fn body, n ->
  Logger.info("processing page #{n}")
  {:ok, document} = Floki.parse_document(body)

  jobs =
    Floki.find(document, ".offers-index")
    |> hd()
    |> Floki.children(include_text: false)
    |> Enum.filter(&match?({"a", _, _}, &1))

  items =
    Enum.map(jobs, fn job ->
      title = Floki.find(job, ".title strong") |> Floki.text() |> String.trim()
      sub_title = Floki.find(job, ".title small") |> Floki.text() |> String.trim()
      source_url = Floki.attribute(job, "a", "href") |> hd()

      [company, location | _] = sub_title |> String.split(" - ")

      [_, date, _, workplace, _, type] =
        Floki.find(job, ".control .tag")
        |> Enum.map(&(&1 |> Floki.text() |> String.trim()))

      full_date =
        case Timex.parse(date, "{D} {Mshort}") do
          {:ok, date} ->
            year = Timex.today().year
            {:ok, full_date} = Date.new(year, date.month, date.day)
            full_date |> Date.to_string()

          {:error, "Expected end of input at line 1, column 6"} ->
            {:ok, date} = Timex.parse(date, "{D} {Mshort} {YYYY}")
            date |> Date.to_string()

          {:error, "Expected end of input at line 1, column 5"} ->
            {:ok, date} = Timex.parse(date, "{D} {Mshort} {YYYY}")
            date |> Date.to_string()

          {:error, "Expected `day of month` at line 1, column 1."} ->
            Logger.info("date: #{date}")
            Date.utc_today() |> Date.to_string()
        end

      source_description = ""

      build_item(
        source_url,
        %{
          posted_at: full_date,
          title: title,
          company: company,
          location: location,
          workplace: workplace,
          type: type,
          source_url: base_url <> String.slice(source_url, 1..-1),
          source_description: source_description,
          page_number: n
        }
      )
    end)

  %{items: items}
end

handle_response = fn
  %{env: env, flag: :first_page}, _context ->
    # total_page =
    #   Regex.run(~r/Showing page 1 of (\d+)/, env.body, capture: :all_but_first)
    #   |> hd()
    #   |> String.to_integer()
    total_page = 25

    Logger.info("total: #{total_page}")

    requests =
      Enum.map(2..total_page, fn n ->
        build_request("/?page=#{n}")
        |> set_flag({:list_page, n})
      end)

    handle_list_page.(env.body, 1)
    |> Map.put(:requests, requests)

  %{env: env, flag: {:list_page, n}}, _context ->
    handle_list_page.(env.body, n)
end

callbacks = [init: init, handle_response: handle_response]
{:ok, settings} = SpiderMan.CommonSpider.check_callbacks_and_merge_settings(callbacks, settings)

Executing

Run the spider

# Delete previous dumps
File.rm_rf("./data/jobs.csv")
File.rm_rf("./data/jobs.ets")
SpiderMan.run_until_zero(spider, settings, 5_000)

Sorting the Results

Sort the csv by date descending

alias NimbleCSV.RFC4180, as: CSV

headers = [
  :posted_at,
  :title,
  :company,
  :location,
  :workplace,
  :type,
  :source_url,
  :source_description,
  :page_number
]

header_row = CSV.dump_to_iodata([headers])

sorted_path = "./data/jobs-sorted.csv"
File.rm_rf(sorted_path)
io_device = File.open!(sorted_path, [:write, :append, :binary, :utf8])

csv =
  "./data/jobs.csv"
  |> File.read!()
  |> CSV.parse_string()
  |> Enum.sort_by(&amp; &amp;1, :desc)
  |> CSV.dump_to_iodata()

:ok = IO.write(io_device, header_row)
:ok = IO.write(io_device, csv)
:ok = File.close(io_device)

Display the Sorted CSV

data =
  "./data/jobs-sorted.csv"
  |> File.read!()
  |> CSV.parse_string()

data
|> Enum.with_index()
|> Enum.map(fn {row, index} ->
  %{
    id: index,
    posted_at: Enum.at(row, 0),
    title: Enum.at(row, 1),
    company: Enum.at(row, 2),
    location: Enum.at(row, 3),
    workplace: Enum.at(row, 4),
    type: Enum.at(row, 5),
    source_url: Enum.at(row, 6),
    source_description: Enum.at(row, 7),
    page_number: Enum.at(row, 8)
  }
end)
|> Kino.DataTable.new()