Craigslist Cars For Sale By Owner Sf Bay Area

Craigslist Cars For Sale By Owner Sf Bay Area – In this post, I will walk you through the steps I took to pull vehicle listings from Craigslist. I use Python and the BeautifulSoup library for web scraping, which is just one of many ways to access data from a website. Ideally, an API would be best for this purpose, but Craigslist doesn’t have one that will provide me with the information I need.

The full code is posted on my GitHub if you’d like to follow along with Jupyter Notebook.

Craigslist Cars For Sale By Owner Sf Bay Area

For any city on Craigslist, you will have the option to view listings from private sellers and dealers. I have chosen to only pull information from private sellers, as these posts contain more reliable information related to actual vehicles for sale. I also chose text with images because I want to download images for parts of advanced projects like image recognition or NLP.

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The information I need is embedded on each vehicle page as seen on the right in the image below. Don’t worry if not everything in the image below makes sense. We will arrive soon.

After reviewing the website visually, I was able to have my game plan. I will structure my code.

First things first: I fired up the Jupyter sample notebook and imported the necessary libraries. we import

The next step is to create a list of cities that we want to navigate to Craigslist for. These city names must match the same spelling as on Craigslist. For example, San Francisco is sfbay; otherwise you will get an error page.

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Now we’re going to get links to each page within the city and then we’ll have a list of all the pages in each city. Each page has 120 messages. So to go to the next page we just need to create and increment the page headline by 120 to get the next page. We continue this iteration until we reach page 1800 or so. I chose 1800 because the posts on that page are usually around thirty days old. The final result is a list with links to all the pages of each city.

To link to each city’s page, we’ll use a circle to replace the city name in the base city link.

What we do is simply take any city link on the website and create a sitelink with the option to change the city name and page number. Something like this “https://sfbay.craigslist.org/d/cars-trucks-by-owner/search/cto?s=1&hasPic=1” we change to the code shown below on line 12.

After executing the code above, we have a list of links to the pages available in each city

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Ready. Below is part of what the links page looks like. For the 15 cities, we received a total of 225 page links, each containing 120 individual vehicle messages.

Section, we need to navigate to each page and get a link to each vehicle ad. That’s 120 posts by 225 pages. In total we should end up with about 27,000 links. The 27,000 represent specific vehicles on Craigslist.

To get vehicle links, we loop through each link page in the list we created earlier, getting a total of 120 messages per page. We store these links in a variable called list

To get links to each post, we will use BeautifulSoup to analyze links from web pages. To do this, we pass a link to the request library’s get method which should return a response code

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If the link exists. We then pass the request object to the BeautifulSoup instance and add a

You can easily find out where the link is by right clicking on your Chrome browser and the inspect option. This opens the panel shown below with the html structure of the page.

Tag but because there are many hrefs in the html object, we still have to tell the soup

We can then store these links in a dataframe or csv for later viewing. The complete code to get all car links is shown below.

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We see that we now have a link to 24706 vehicle tags that we can point to BeautifulSoup to extract the data, but first we save a copy so we can return to it later. This step is easy and we just save it as a csv file.

Ok, now that we have all the connections we need, let’s get down to the vehicle details. We’re going to use BeautifulSoup again, but this time we’re going to go through each page of vehicle listings.

Module and output to the BeautifulSoup object. We then use the BS object lookup method to get the vehicle characteristics and other information from the page. For example, for price we find the price

We now get all the vehicle features from our 27K vehicle links and store them in a list of lists. Minimal cleanup was done immediately, such as creating attribute tags and removing dollar signs and commas from prices.

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We then need to store this information for future analysis. What I do is create a dictionary with attribute tags that act as key names. To do this, I created a dictionary of keys, pairs of values ​​where each key represents a column name, and then stored the dictionary in a list.

That’s all folks. For now at least. We have successfully extracted data from Craigslist. We now have data on more than 24,000 vehicles from 15 US cities in one month.

Join me in the next part, Craigslist Cars For Sale Data Project: Part 3: Data Cleanup, as we do some much-needed data cleanup like editing data types and creating new columns. Also, please let me know if you have any feedback on the above process. Thank you!

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Learn | Apply | Data science. I write about Python, Java, Data Science and Big Data in general. linkedin.com/in/ronaldwahome1of 26 Napa County Craigslist sellers asking $5,356 for a rusty 1956 Porsche chassis.CraigslistShow MoreShow Less

2 of 26 Napa County Craigslist sellers are asking $5,356 for a rusty 1956 Porsche chassis.CraigslistShow MoreShow Less

5 of 26 Some cars and trucks are so reliable that they inspire owners to drive them for years until they’re finally scrapped instead of sold or traded. Here are 15 cars that people have kept for 15 years or more as determined by ISeeCars.com. Combined is how each model compares to the average percentage of owners who keep their cars for 15 years or more (6.8%). Car Culture/Getty ImagesShow MoreShow Less

7 of 26 NO. 14 – NISSAN FRONTIER Percentage of original owners who keep the car for more than 15 years: 11.0 percent compared to average: 1.6xNissanShow moreShow less

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8 of 26 NO. 13 – SUBARU FORESTER Percentage of original owners who kept the car for more than 15 years: 11.5 percent vs. average: 1.7xFREDERIC J. BROWN/AFP/Getty ImagesShow moreShow less

10 of 26 NO. 11 – ACURA MDX Percentage of original owners who keep the car for more than 15 years: 11.6 percent compared to average: 1.7x.AcuraShow moreShow less

11 of the 26 NO. 10 – TOYOTA AVALON Percentage of original owners who keep the car for more than 15 years: 11.7 percent compared to average: 1.7xFile/Toyota Motor CompanyShow moreShow less

13 of 26 NO. 9 – HONDA CR-V Percentage of original owners who keep the car for more than 15 years: 11.9 percent compared to average: 1.7xHondaShow moreShow less

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14 of 26 NO. 8 – TOYOTA TACOMA Percentage of original owners who keep the car for more than 15 years: 12.4 percent compared to average: 1.8xMark Mulligan/Mark Mulligan/Houston ChronicleShow moreShow less

16 of 26 copies. 7 – TOYOTA SEQUOIA Percentage of original owners who keep the car for more than 15 years: 12.8 percent vs. average: 1.9xToyotaShow moreShow less

17 of 26 NO. 6 – HONDA ODYSSEY Percentage of original owners who have kept the car for more than 15 years: 12.8 percent compared to average: 1.9xBill Pugliano/Getty ImagesShow moreShow less

19 of the 26 NO. 5 – TOYOTA RAV4 Percentage of original owners who keep the car for more than 15 years: 14.3 percent compared to average: 1.9xToyota Show moreShow less

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20 of 26 NO. 4 – TOYOTA PRIUS Percentage of original owners who keep their cars for more than 15 years: 15.0 percent vs. average: 2.2xSean Gallup/Getty ImagesShow moreShow less

22 of the 26 NO. 3 – TOYOTA TUNDRA PERCENTAGE OF ORIGINAL OWNERS KEEPING VEHICLES OVER 15 YEARS: 15.7 PERCENT COMPARED TO AVERAGE: 2.3xMark Mulligan /Mark Mulligan / Houston ChronicleShow moreShow less

23 of 26 NO. 2 – TOYOTA SIENNA Percentage of original owners who keep the car for more than 15 years: 17.1 percent compared to average: 2.5xToyotaShow moreShow less

25 of the 26 NO. 1 – TOYOTA HIGHLANDER PERCENTAGE OF VEHICLE UNDER ORIGINAL OWNER FOR OVER 15 YEARS: 18.3 PERCENT COMPARED TO AVERAGE: 2.7x Toyota Motor Sales U.S.A.Show MoreShow Less

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The unlucky Porsche seems to have been locked in a salt mine for 50 years, and this is what remains.

According to the ad, the title

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