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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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Corporate India's New Tongue....XBRL

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Extensible Business Reporting Language (XBRL) a computer language is what Corporate India is learning these days. The language is adopted as it helps in reading and analyzing in various ways which were not possible before. To go into more detail, the financial data which is prepared in Microsoft Excel, Word, HTML or PDF formats can only be read but, not analyzed hence, making the analysis task to be done manually which consumes lot of time and efforts.

To cope up with the above difficulties the Corporates are moving upon a free and globally available open standard format (i.e. XBRL) which is used for the electronic transmission of financial and Non-financial information within an organization or External users. Extensive Business Reporting Language (XBRL) makes the data machine-readable and bridges the gap between several business systems.

To make sure that every Corporate Firm in India learns XBRL the Ministry of Corporate Affairs (MCA) has recently issued a notice to all the corporate firms in India to file their balance sheet, profit and loss account and other statements in XBRL open standard format. In case any Firm misses the deadline date (i.e. September, 2011) the firm will have to pay additional filling fee hence, causing the firms to learn the language in short period of time.

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Entity Attribute Value Model

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EAV (Entity-Attribute Value) Model It is a data model to describe entities where number of attributes for the entities could be very large in amount. EAV helps us to overcome the limitations of conventional database model. Ex: Organization ‘ABC’ defines the entity ‘Address’ as: Organization ‘ABC’: Address Line1 Line2 State Country Zip                    At the same time Organization ‘XYZ’ may define ‘Address’ as: Organization ‘XYZ’: Address Line1 Line2 Line3 City State Country Zip Phone A conventional database table design (one fact per column or set of facts per row) is unsuitable for such type of data, because of: ·         the need to continually add new tables or columns whenever new facts need incorporation · ...
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