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Efficient Duplicate Image Removal: Using ImageDeDup Python

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Efficient Duplicate Image Removal: A Python Guide In this blog post, we will walk you through the process of identifying and removing duplicate images from your directories using Python. We will leverage perceptual hashing to find similar images and delete duplicates while keeping the largest file in the group. This solution is perfect for users who want to save disk space and keep their image collections organized. Why You Should Use This Code Over time, especially when dealing with large collections of images, duplicate files can accumulate. These duplicates take up unnecessary space on your system. Manually sifting through these images can be tedious, but with the help of Python, perceptual hashing, and concurrent processing, this task becomes much easier. Benefits: Efficient Duplicate Detection : By using perceptual hashing (PHash), the code compares images based on their v...
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The Fastest ISPs In the US

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PCMag recently put Internet browsing speeds to the test to see which ISP was the fastest. The results were based on a quarter million tests run between May 1, 2009, and April 30, 2010, by more than 6,000 users. The tests were carried out using SurfSpeed, which takes into account the complete, real-world download time of a web page to a browser. According to the results, Verizon's FiOS took the top spot as the nation's fastest ISP, with a SurfSpeed score of 1.23 Mbps. Interestingly though, of all the regions where Verizon's FiOS is available, its dominance is only seen in the northeast and the west, whereas cable service from Cox and Comcast won out in the southern region. Moreover, cable through Cox and Optimum Online beat AT&T's fiber optic service in the nationwide results, with SurfSpeeds of 1.14Mbps, 1.12Mbps, and 1.06Mbps respectively. The worst results mostly consisted of DSL providers, bottoming out at 544 Kbps from Frontier and going up to 882Kbps by Earthlink. Other interesting facts noted in the test were that broadband penetration was highest in Rhode Island and lowest in Mississippi, while the average Internet bill was highest in Delaware and lowest in Arkansas.

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Efficient Duplicate Image Removal: Using ImageDeDup Python

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