Dallas Craigslist Used Cars By Owner

Dallas Craigslist Used Cars By Owner – This post is part of the Craigslist Data Science series available here. In Part 2.1, I explained how to retrieve Craigslist car ads from 15 major US cities using Python and Beautiful Soup. In this post I will show you how to download the images featured in each post below.

There are many ways to do this, but my workflow is as follows. I scraped and saved 34,000 car ads

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. I created a separate script to retrieve images based on this post ID, which is more efficient than collecting the post and image data together.

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Ok, let’s see the actual code. The Jupyter notebook is posted on my GitHub if you want to follow along.

Then we read a csv file that contains links to all pages available for all 15 cities in our data. Cities like Chicago, Dallas, New York have a total of 318 pages. Each side of the vehicle for sale is owned and together.

Now let’s go through that list and get the embedded image links for each vehicle on each page. First, create a directory to use to store the image dictionaries. Use later

. So go ahead and grab that text. This is indicated by arrow 1 in the image above.

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The data stored in the data-id variable is the ID for each image for that vehicle. We like this

. See 3 arrows above. (postID: imgLinks) This should give you all the image links stored in the dictionary.

After saving the list of dictionaries to a JSON file. After downloading the actual images it can be restored. To do this, we loop through the list and for each dictionary value we first create a directory containing the name of the dictionary key.

. If the request returns a status code of 200, the image exists, so save it locally and rename it to postID +=1 in the directory we created.

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Repeat these steps for all dictionaries and all images will be downloaded. Images can be linked back to scraped vehicle data stored in a table using PostID. This is useful when doing some machine learning projects like image recognition when labels can be associated with data etc.

Additionally, Craigslist servers will lock you out after about 30,000 images or 12 hours. Even after applying the delay filter. So plan ahead and expect to do it in a few days if you have more than 30,000 images. Also use error handling when writing code because unexpected things can happen.

Know | Use | Data science. I usually write about Python, Java, Data Science and Big Data. linkedin.com/in/ronaldwahomeHistory / Originality 1982-1992 Have a question about Camaro or Firebird history? Have a question about original parts, options, RPO codes, availability or how to document your car? These questions, answers and more!

It is for sale in Texas and I was wondering if it could be a players car. 1LE with some racing history. A little too much to pull anything. I don’t understand why anyone would put a bolt-on MSD box on such a rare car.

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Thanks for the reply. You can check Vince, I have a 1992 1LE and was wondering if it had any racing history. I have uploaded win images with RPO codes. My wife and I bought this car in Miami last year. Have you ever seen a 1LE black with red interior and 5 speed? Any info on the car would be greatly appreciated. I personally have never seen one with a red interior.

I look for these cars every day. I am posting them because they hope someone here will see that they are in the market to buy. I see someone on this site has found a car that they like better than a car with a bigger brake package. I know where the 92 1LE 5 speed is that the guy is stripping down to turn into a drag car. He doesn’t care if it’s a 1LE or if it’s rare. So I will post them as soon as I see them.

Have you ever seen a 1LE black with red interior and 5 speed? Any info on the car would be greatly appreciated. I personally have never seen one with a red interior.

I don’t have any. I don’t think black with red interior is the combination they come with. I have many red interior cars but they are white or red.

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The reason I asked about the black with red interior is because I have that combination. Sorry, I should have said that better. Most of the ones I’ve seen are black and gray interiors.

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