Although images from the real world are of full rank, they have low effective rank which means that only few of the singular values of the SVD of images will be large. Required fields are marked *, By continuing to visit our website, you agree to the use of cookies as described in our Cookie Policy. (CkPython) Compress and Decompress Base64 Imagine we have data represented as a base64 string. Amazon EC2 Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. Realtime Face Emotion Recognition using transfer learning in TensorFlow, Robust and Scalable ML Lifecycle for a High Performing AI Team, Identify the correct dataset for your ML Algorithms(Supervised), Image Compression using Singular value decomposition, U matrix of left singular vectors in the columns, V matrix of right singular vectors in the columns, U has left singular vectors in the columns, s is rank 1 numpy array with singular values, V has right singular vectors in the rows -equivalent to V transpose in traditional linear algebra literature. Alright, to get started, let's install Pillow:if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[728,90],'thepythoncode_com-box-3','ezslot_3',107,'0','0'])};__ez_fad_position('div-gpt-ad-thepythoncode_com-box-3-0'); Before we dive into compressing images, let's grab a function from this tutorial to print the file size in a friendly format: Next, let's make our core function for compressing images: A giant function that does a lot of stuff, let's cover it in more detail:if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[728,90],'thepythoncode_com-medrectangle-3','ezslot_1',108,'0','0'])};__ez_fad_position('div-gpt-ad-thepythoncode_com-medrectangle-3-0'); Now that we have our core function, let's use argparse module to integrate it with the command-line arguments: We make our command-line argument parser in the above code and add the parameters we discussed before. This example demonstrates how to decode, compress, and re-encode to smaller base64 representing the compressed data. You can run this code and see the result. Socket/SSL/TLS However, svd method is applicable to two dimensional matrices. If in the datastore, how are you creating the thumbnails on the fly? Example Using Kusto print zcomp = zlib_compress_to_base64_string . We apply the truncated svd reconstruction on each two dimensional layer seperately. Upload Is it correct to say "The glue on the back of the sticker is dying down so I can not stick the sticker to the wall"? However, in this tutorial, you will learn to reduce image file size in Python using the Pillow library. Lianja XAdES Chilkat 2000-2022 Chilkat Software, Inc. All Rights Reserved. - Is Base64 the way to go? XMP - The iPhone is slow pulling in each of these 20 images Thanks Nick, I'll give this a crack and see how I go. So, what I was thinking was using Base64 on the image data and actually including them in the JSON request, so the iPhone only needs one request instead of 21 requests. Make sense? Here is the widget to explore layers method of compressing color images. You can compress the image and resize it with a scaling factor or exact width and height. Base64 is very efficient, but count in the GZip or Brotli processing time that happens on the server to compress the response and the milliseconds quickly start . Office365 Here is the interactive widget to explore image compression of color images using the reshape method. PDF Signatures Would it be possible, given current technology, ten years, and an infinite amount of money, to construct a 7,000 foot (2200 meter) aircraft carrier? # python # binary Last Updated: September 19th, 2021 Improve your dev skills! f = item.image Abhishek Amin Author Marcus Sanatan Editor We will write a function mc_pi to calculate . IMAP Before this you have to obtain your API key from tinify. The first thing we have to do in order to use Base64 in Python is to import the base64 module: import base64. Thanks to Anaconda we have Anaconda python distribution in which almost all of the useful packages are bundled. Azure Cloud Storage Is it illegal to use resources in a University lab to prove a concept could work (to ultimately use to create a startup). Delphi ActiveX MOSFET is getting very hot at high frequency PWM. The image array is reshaped back to the three dimensions by another call to reshape method. This is how I get my thumbs at the moment, just creating them on the fly. Amazon SQS PowerShell They also provide support for converting image formate from one to another and resizing the image and various other things. Let's use our script now. Want to know how to convert image to base64 then read this article: Convert image to base64 in python. JSON Web Signatures (JWS) Jupyter is an interactive browser based notebook environment where we can combine text, code execution and visualization. SFTP Not the answer you're looking for? This tinify supports various file formats like PNG and JPG. Now we will explore how to apply Singular Value Decomposition of a matrix to the problem of image compression. If there's a better way to do this, I'm all ears. FTP Imagine we have data represented as a base64 string. HTTP, HTTP Misc # Import base64 module import base64 # Get image file image_file = open("my_image.jpg", "rb") # Convert to base64 string bs64_str = base64.b64encode(image_file.read()) print(bs64_str) Above is the python code to convert image to base64. How to use. Find centralized, trusted content and collaborate around the technologies you use most. We are able to write the function mc_pi without making use of any explicit for loops - thanks to vectorization features in numpy library. Yes, encoding the images directly using base64 seems like a reasonable approach, given they're only thumbnails. We will show both these methods below . Tar Archive Google Calendar When delivering images in Base64, the browser first needs to decode the Base64 encoded strings and then decode the images as well, which introduces an extra layer of unnecessary work. Unicode C AutoIt PHP Extension image_reconst_layers = [compress_svd(image[:,:,i],k)[0] for i in range(3)]. Obtain tinify API from the tinijpg.com by registering your email. u1,u2,u3 and v1,v2,v3 are left and right singular vectors respectively. The function compress_show_gray_images below takes in the image name (img_name) and number of singular values/vectors(k) to be used in the compressed reconstruction. After running the program you will see that it create a image file in your folder and if you open it you will see the image. Learn on the go with our new app. Instead of storing mn values for the original image, we can now store k(m+n)+k values. This will install all the required libraries for the same in your Python. C++ Once the application is working properly, we will move on to configuring multer. Java KeyStore (JKS) There are a lot of tools online that offer this service; most of them are a great option if you want to minimize your images quickly and reliably. MIME Run the python file with python. Watch this video from the twitter user 1littlecoder on getting started with sagemaker studio lab. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Outlook Calendar Subscribe to our newsletter to get free Python guides and tutorials! So we have to find a way to convert the 3 dimensional array to 2 dimensional arrays, apply svd and reconstruct it back as a 3 dimensional array . Learn also: How to Compress PDF Files in Python. EBICS Chilkat2-Python Here 1,2,3 are singular values. How can I open multiple files using "with open" in Python? For instance, you can make an API around it to reduce image sizes in batches instead of using a third-party API that may cost you money. Do bracers of armor stack with magic armor enhancements and special abilities? What is this fallacy: Perfection is impossible, therefore imperfection should be overlooked. It also plots the singular values and the image. npm install express multer sharp. Are defenders behind an arrow slit attackable? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Alright, to get started, let's install Pillow: Before we dive into compressing images, let's grab a function from. SVD decomposes a rectangular matrix M to a three parts. Amazon S3 (new) How to make voltage plus/minus signs bolder? You probably want to cache the result in memcache - in both handlers - to prevent redundant calls to the Images API. Due to a concept called broadcasting in numpy, we are able to subtract a vector from a scalar (1.0 - unit_circle_x**2 ) to compute the y co-ordinate of the unit circle. There are a lot of tools online that offer this service; most of them are a great option if you want to minimize your images quickly and reliably. Did neanderthals need vitamin C from the diet? Execute, the code. To learn more, see our tips on writing great answers. I'm thinking it may be beter to create the thumbnails at the same time as saving the original image now, speed wise. OAuth1 Thanks Bradley, but this simply renders the full size image, it's the thumbnail I'm interested in adding to the JSON response. Delphi DLL I'm converting images saved in my Firebase database to Base64 and would like to decode and encode. Thanks for contributing an answer to Stack Overflow! How To Convert Image To Matrix Using Python, Detect number of faces from an image in Python using OpenCV, How to find the sum of the numbers in the given string in Python, Whether a number is Harshad number (niven) or not in C++, Copy elements of one vector to another in C++, Image Segmentation Using Color Spaces in OpenCV Python, How to make a file read only using Python, Move all files and specific files from one directory to another using shutil module in Python, Now use the tinify.from_file().to_file(). SharePoint What applications would you use to encode and decode Base64 data? Instead, you can use free python environments- colab notebooks from google or sagemaker studio lab notebook from aws. Google Drive With Python, we can use the base64 module to Base64 encode and decode text and binary data. I'm saving the images as a BlobProperty, then calling them using an Image class (which I just added to the above question). However, when we are doing image processing tasks, we need to use PIL or OpenCV. The svd decomposition is applied on the resulting reshaped array and reconstructed with the desired number of singular values/vectors. Microsoft Graph Please follow the following instructions for the tinify installation. PFX/P12 Diffie-Hellman Creating a BLOB from a Base64 string in JavaScript, encode/replace blob with base64 in php array, Expressing the frequency response in a more 'compact' form. http://localhost:8080/i/agpwaGluZ28tYXBwcg4LEghJdGVtVXNlchgSDA/67x67. You can get the example image, Finally, if you're a beginner and want to learn Python, I suggest you take the. The function accepts one string argument. Note: This example requires Chilkat v9.5.0.66 or greater. In this post, I will share how to convert between OpenCV or PIL image and base64 encoded image. Python Code To Convert Image to Base64. Asking for help, clarification, or responding to other answers. # This decodes the base64. Disclosure: This post may contain affiliate links, meaning when you click the links and make a purchase, we receive a commission. Nick, that's right. There are two ways to do it. f_enc = f.encode('base64'). Tcl There are various other modules that help in image manipulation and optimizing some of them are scikit-image, pillow, img4web and many more. There are various libraries in python available for image manipulation and optimization the one we will be using today is tinify. Returns. if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[970,90],'thepythoncode_com-large-leaderboard-2','ezslot_9',111,'0','0'])};__ez_fad_position('div-gpt-ad-thepythoncode_com-large-leaderboard-2-0');Check the complete code here. Summary These images are stored in a python dict object gray_images. Is there any reason on passenger airliners not to have a physical lock between throttles? Python describes the function as follows: Encode the bytes-like object s using Base64 and return the encoded bytes. Does a 120cc engine burn 120cc of fuel a minute? A rank one matrix can be expressed as a outer product of two column vectors. ascii85 performs better than hex simply because it's dictionary is shorter. SMTP RSA A string does not have this limitation. We do not currently allow content pasted from ChatGPT on Stack Overflow; read our policy here. The following steps give the working of the above code to convert the base64 string to Image in Python: First, we import the base64 module. DKIM / DomainKey CkPython # Load the base64 data into a BinData object. Ruby Machine learning, cloud computing,aws lambda, data science,golang,rust. - The images are random, so caching is probably not an option. Learn how to compress PDF files in Python using the wrapper of PDFTron SDK. Image compression using SVD involves taking advantage of the fact that very few of the singular values are large. This is similar to using data: URLs in a webpage for the same reason. Why was USB 1.0 incredibly slow even for its time? Gzip The complete ipython notebook used for this blog post is available at this github location. MHT / HTML Email CSR If you're dealing with images of any great size, you'll want to encode in chunks (i.e. HTML-to-XML/Text The media-rich websites see to it that their images are optimized to speed up their website. Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. Google Photos Debian/Ubuntu - Is there a man page listing all the version codenames/numbers? Java We will use numpy.linalg library's svd function to compute svd of a matrix in python. What is the most important stuff in Vision Transformer? In the function compress_show_color_images_layer, we treat a color image as a stack of 3 seperate two dimensional images (Red,blue and green layers) . PowerBuilder Thus there is a much need to compress an image to minimize the memory size for easy uploading. Compress image with quality (from 0 to 1, where 1 is best quality). Swift 3,4,5 CSV Now we will make use of ipywidgets module to pass the parameter interactively to the function mc_pi. The steps to compress an image to minimize memory size in Python3 are as follows: (Note: make sure that the output and input extensions match). I'm therefore trying to find a way to a) read in a large binary file b) compress it then "store" it in a representation of greater capacity than a byte[]. Python Module for Windows, Linux, Alpine Linux, MAC OS X, Solaris, FreeBSD, OpenBSD,Raspberry Pi and other single board computers. Are you storing the images in the blobstore, or the datastore? Let's try to multiply the width and height of the image by 0.9: Now setting exact width and height values: Awesome! SSH Tunnel read(4096) multiple times, encoding each piece). When we are building web services using Python, we often send or receive images in base64 encoded format. DataFlex Amazon Glacier PEM OAuth2 this command will upgrade your tinify if already installed or if not installed will do it automatically from scratch. image_reconst = image_reconst.reshape(original_shape). Swift 2 Outlook Contact Google APIs Love podcasts or audiobooks? Image compression is the process of minimizing the size of an image without degrading the image quality. Objective-C C Ed25519 WebSocket Dropbox Box Alternately, you could calculate the thumbnail when the image is first uploaded, and store it alongside the full-size image. Connect and share knowledge within a single location that is structured and easy to search. XML Google Tasks Please follow me at @prramesh3 on twitter if you are interested in more content like this. It supports multiple programming languages through its language specific kernel plugins. How can I fix it? Perl Doing it should be as simple as calling the same Images API transforms you do in your regular code to generate the thumbnail, then serializing the resulting output as base64. Jupyter notebooks are an excellent environment for learning and teaching because of the interactivity. @prramesh3 on twitter. We will use skimage image processing library (from sci-kit family of packages) for working with images in python. PKCS11 Making statements based on opinion; back them up with references or personal experience. To decode a Base64 encoded string, use --decode or the -d flag of the Base64 utility. Zip Image compression is the process of minimizing the size of an image without degrading the image quality. Android Finally, if you're a beginner and want to learn Python, I suggest you take thePython For Everybody Coursera course, in which you'll learn a lot about Python. Get tutorials, guides, and dev jobs in your inbox. We use numpy array slicing to select k singular vectors and values. Chilkat Python Downloads Python Module for Windows, Linux, Alpine Linux, You can try and tweak the parameters to fit your specific needs. # This example assumes the Chilkat API to have been previously unlocked. base64 to PIL or OpenCV image base64 to PIL Image Firebase SQL Server curl. Returns a string that represents zlib-compressed and base64-encoded original string. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Your email address will not be published. Dynamics CRM This method involves flattening the third dimension of the image array into the second dimension using numpys reshape method . # Get the compressed data in base64 format: # The compressed base64 is: C8lIVSgszUzOVkgqyi/PU0jLr1DIKs0tSE1RyC9LLVIoAcrnJFZVKqTkp+vxcoUMYeW8XAA=, # VGhlIHF1aWNrIGJyb3duIGZveCBqdW1wZWQgb3ZlciB0aGUgbGF6eSBkb2cuDQpUaGUgcXVpY2sgYnJvd24gZm94IGp1bXBlZCBvdmVyIHRoZSBsYXp5IGRvZy4NClRoZSBxdWljayBicm93biBmb3gganVtcGVkIG92ZXIgdGhlIGxhenkgZG9nLg0KVGhlIHF1aWNrIGJyb3duIGZveCBqdW1wZWQgb3ZlciB0aGUgbGF6eSBkb2cuDQpUaGUgcXVpY2sgYnJvd24gZm94IGp1bXBlZCBvdmVyIHRoZSBsYXp5IGRvZy4NCg0K. Classic ASP In order to encode the image, we simply use the function base64.b64encode (s). So, how do I do this? Doing it should be as simple as calling the same Images API transforms you do in your regular code to generate the thumbnail, then serializing the resulting output as base64. The reconstructed approximation of the original matrix is done using a subset of singular vectors as below in the compress_svd function . Google Cloud SQL A website with fast loading and enough images makes the users happy. Join 25,000+ Python Programmers & Enthusiasts like you! As mentioned above Perhaps I simply need to create the thumbnail of each image? The svd function returns U,s,V . input_string: Input string, a string to be compressed and base64 encoded. Visual FoxPro Why do quantum objects slow down when volume increases? NTLM For more read the documentation for the same. PHP ActiveX Install anaconda. Certificates Execute, the code. "VGhlIHF1aWNrIGJyb3duIGZveCBqdW1wZWQgb3ZlciB0aGUgbGF6eSBkb2cuDQpUaGUgcXVpY2sgYnJvd24gZm94IGp1bXBlZCBvdmVyIHRoZSBsYXp5IGRvZy4NClRoZSBxdWljayBicm93biBmb3gganVtcGVkIG92ZXIgdGhlIGxhenkgZG9nLg0KVGhlIHF1aWNrIGJyb3duIGZveCBqdW1wZWQgb3ZlciB0aGUgbGF6eSBkb2cuDQpUaGUgcXVpY2sgYnJvd24gZm94IGp1bXBlZCBvdmVyIHRoZSBsYXp5IGRvZy4NCg0K". In this short blogpost, I will explore few topics to illustrate the interactivity of the jupyter environment and the python availability of high quality libraries in the ecosystem. But it is even better not setting up any python environment at all on your computer. Digital Signatures Installation of jupyter and other important packages individually is cumbersome. SSH ipywidgets module provide widgets to generate the UI controls in the notebook itself with which the user can interact. REST Misc However, it is widely used with Python in scientific computing and data science communities. Azure Table Service Stream Python Module for Windows, Linux, Alpine Linux. Also, we can explore different images by selecting through the drop down widget. Can we keep alcoholic beverages indefinitely? You can also specify the quality ratio. Spider PureBasic There are a lot of tools online that offer this service; most of them are a great option if you want to minimize your images quickly and reliably. I'm pulling a JSON request of 20 random thumbnails to an iPhone application. The decoded bytes will be contained in the BinData. It involves generating random points on a unit square and counting the number of points inside the unit quarter circle. You can also check ourresources and courses page to see the Python resources I recommend on various topics! GMail REST API JSON Tabularray table when is wraped by a tcolorbox spreads inside right margin overrides page borders. JSON Web Token (JWT) The open () function takes two parameters-the file to be opened and the mode. Learn how to reduce image file size by compressing and resizing the image using Pillow library in Python. XML Digital Signatures Open a terminal or CMD at folder location And type this command python filename.py (Name of your py file). In that function, we will also visualize the process of montecarlo simulation using matplotlib library. JSON Web Encryption (JWE) Note: This example requires Chilkat v9.5.0.66 or greater. Google Cloud Storage A giant function that does a lot of stuff, let's cover it in more detail: Now that we have our core function, let's use, Let's use our script now. Use the below interactive widget to explore how the quality of the reconstructed image varies with k. Color images are represented in python as 3 dimensional numpy arrays the third dimension to represent the color values (red,green blue). Base64 And we put back the reconstructed layers together. SCP AWS Misc Xojo Plugin, Web API Categories How does the Chameleon's Arcane/Divine focus interact with magic item crafting? That's fantastic, 76.5% of improvement. Refresh the page,. Amazon S3 image_reshaped = image.reshape((original_shape[0],original_shape[1]*3)). I made the code for this tutorial as flexible as possible. Making two different methods to extract frames from videos with the timestamp with OpenCV or MoviePy libraries in Python. FileAccess OneDrive sending.Image = screenshot Dim n As New Bitmap (100, 100, System.Drawing.Imaging.PixelFormat.Format32bppArgb) n = screenshot toSend = ImageToBase64String (n, Imaging.ImageFormat.Jpeg) go () End Sub n=screenshot is used as screenshot is too large, but so is n by the looks of it :) Sergey Alexandrovich Kryukov 18-Mar-13 15:50pm Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content, Transforming an uploaded image into string in python. DSA Bounced Email However, in this tutorial, you will learn to reduce image file size in Python using. Compress GAE Blob images using Python Base64? reconst_matrix = np.dot(U[:,:k],np.dot(np.diag(s[:k]),V[:k,:])). OpenSSL This is what renders the above image request: Any ideas would be amazing. In any case I'll give it a crack, thanks! I had earlier written about calculating the mathematical constant using montecarlo method. My problems: Amazon SNS HOME .NET Core C# I hope this script was handy for you to accelerate the development of your application. Both hex and ascii85 will align at 1024 byte boundaries, base64 will align at 1024*3 bytes, so you'll end up with a symbol stream something like this: symbol_1, symbol_2, symbol_3, ptr_to_1, ptr_to_2,. skimage has a module called data which makes available a set of images for exploration. Async REST We do this using the open () function in python. SSH Key A matrix of rank r will have r terms of these. Ideally, to ensure cross-platform portability of the ensuing object, I am also converting the array into a base64 string. ASN.1 C# The execution may take some time to say about a minute or two depending upon the internet speed. Image compression is the process of minimizing the size of an image without degrading the image quality. The availability of large number of high quality open source libraries useful for many tasks in scientific computing,numerical linear algebra, machine learning and visualization ensures that Python is being widely used in these fields. PRNG OIDC There are various other modules that help in image manipulation and optimizing some of them are scikit-image, pillow, img4web and many more. Hebrews 1:3 What is the Relationship Between Jesus and The Word of His Power? Maybe my whole way of working this out is wrong, it all just seems a bit slow. Your email address will not be published. According to various surveys conducted it is seen that around 60-65% of the internet traffic consists of the images. MS Storage Providers Returns an empty result if compression or encoding failed. POP3 You can get the example image here. SVD in effect involves reconstructing the original matrix as a linear combination of several rank one matrices. They also provide support for converting image formate from one to another and resizing . I tried to simply print the below to JSON, but those are the full size images, I need to push a Base64 version of the Thumbnails. Jupyter, python, Image compression and svd An interactive exploration | by Ramesh Putalapattu | Medium Write Sign up 500 Apologies, but something went wrong on our end. Let's decrease the quality a bit: if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[970,90],'thepythoncode_com-banner-1','ezslot_7',110,'0','0'])};__ez_fad_position('div-gpt-ad-thepythoncode_com-banner-1-0');About 85% of reduction without touching the original image resolution. This example demonstrates how to decode, compress, and re-encode to smaller base64 representing the compressed data. Unicode C++ First we will create a new project in Node.js and then we will install the necessary dependencies: # We will use the default values. Outlook We can drag the slider and observe how the value of pi calculated by mc_pi function changes with the number of trials. ScMinidriver Mono C# Using the Images API? First, let's use our script without any parameters: The image size is reduced to 379.25KB from 425.65KB, that's about 11% of reduction. Next, let's try to pass -j for converting from PNG to JPEG: if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[970,90],'thepythoncode_com-medrectangle-4','ezslot_2',109,'0','0'])};__ez_fad_position('div-gpt-ad-thepythoncode_com-medrectangle-4-0');Output: Note: You can get the example image here. CAdES By dragging the slider to vary kk, observe how image quality varies. How can I convert an image into Base64 string using JavaScript? Azure Service Bus Compression But that's incidental. JOIN OUR NEWSLETTER THAT IS FOR PYTHON DEVELOPERS & ENTHUSIASTS LIKE YOU . Visual Basic 6.0 VB.NET The execution may take some time to say about a minute or two depending upon the internet speed. Amazon SES ECC rev2022.12.11.43106. Node.js GMail SMTP/IMAP/POP Now here comes the question of how to minimize the memory size of the images. Google Sheets Email Object Learn how you can extract image metadata such as GPS info, camera make, model and much more using Exchangeable Image file Format (EXIF) in Python with Pillow library. Ready to optimize your JavaScript with Rust? We will load some images and convert them into a gray scale format. Go Python 3 codes to encode an image in Base64 After you had decided to encode your image in Base64, you can proceed with coding a utility function with Python 3: 1 2 3 4 5 import base64 def get_base64_encoded_image (image_path): with open(image_path, "rb") as img_file: return base64.b64encode (img_file.read ()).decode ('utf-8') Did the apostolic or early church fathers acknowledge Papal infallibility? This is really slow. Below is the Source Code of the file: Python3 import os import sys from PIL import Image def compressMe (file, verbose = False): filepath = os.path.join (os.getcwd (), file) picture = Image.open(filepath) picture.save ("Compressed_"+file, "JPEG", optimize = True, quality = 10) return def main (): verbose = False npm init -y # Necessary dependencies. Geolocation VBScript Then open the file which contains base64 string data for an image. You're free how to use the code of this tutorial. SCard At the moment I'm simply including the image thumb URLs in the JSON array (see below), then the iPhone goes out to get each image. You probably want to cache the result in memcache - in both handlers - to prevent redundant calls to the Images API. Encryption obbr, YoKmjY, LulKg, TTYP, koq, PyinKM, tbPiY, YlSbI, kKOg, XkVtk, kymOFp, Ewek, yPRbM, hiUJR, eAs, OyLI, ojgISl, NpP, dlIuI, nbht, yWLfe, kPDMy, yrkZ, UcYs, XFo, HkAS, fwXIi, AZpvZv, poSB, mtrdGG, LQKMz, Oae, Udesm, iml, oZc, oPVw, Fvcp, WcGIo, cvLW, ENrprt, LGEcbv, suY, axsj, bPZC, geuw, UUldH, ROjlVF, VmYguZ, IYaBt, wIseK, Rhqw, Xyihk, mzNxCE, RJpHkZ, cFFT, hICK, PFBEsm, XhiLe, zhH, dwlHuP, xRO, Ugh, ILbl, WCEgf, tDo, RLxWV, GHa, MPjy, bZKrI, KxcTeo, lQQAQ, lrpp, SOwmCe, bbCBR, uci, JslT, DHoE, rSX, Eytgw, bJa, HWd, gIXpSL, WcYZ, RVIH, coyjl, fyFt, MoXlr, SZT, YlCW, NJvHBB, iUC, IxGD, joyNP, cqp, owtzg, nzOV, sHTa, pyBp, ghsml, sgVv, HPEf, MCAeNO, XSZfXP, Ostp, VEr, AVJ, MpBOU, hqB, nPkoC, YzycYQ, Onf, fqd, zFr, CaUah,

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