5/8/2023 0 Comments Python clean textSo, that’s pretty much all about how to clean your Twitter data. Remove the Stopwords for i in range(len(tweets_to_token)): tweets_to_token = if not word in sw] tweets_to_token Tokenize the tweets for i in range(len(tweets_to_token)): tweets_to_token = word_tokenize(tweets_to_token) Preparing stopwords tweets_to_token = tweets sw = stopwords.words(‘english’) #you can adjust the language as you desire sw.remove(‘not’) #we exclude not from the stopwords corpus since removing not from the text will change the context of the text There are several steps you need to do to remove the stopwords: So, we’re about to clean them now using the nltk Python library. In text-data, mostly it contains insignificant words that are not used for the analysis process because they could mess up the analysis score. Up till now, we already got much cleaner data, but there is one more thing that we need to do to make it even cleaner. for i in range (len(tweets)): tweets = “”, tweets) tweets.head() All those things will be cleaned using the regex Python library. Also, we will clean up hash characters (only the hash characters not the whole hashtags) and username. Since we’re only going to be using the text data, which is the tweets, so we need to clean up the links. Those media will be converted into links on the JSON data. Sometimes when tweeting, Twitter users attach media like pictures, videos, etc. for i in range (len(tweets)): x = tweets.replace(“\n”,” “) #cleaning newline “\n” from the tweets tweets = html.unescape(x) tweets.head() Apart from that, we also need to clean up newlines since they make the data messy. So, we’re cleaning them using html library. Most of the time, the tweets returned by Twitter JSON data contain HTML entities and they need to be decoded into characters. Once we extracted tweet data, we’ll notice things that need to be cleaned. new_data.to_csv(r’your_new_sample.csv’, index = False) new_sample = pd.read_csv(‘your_new_sample.csv’) new_sample.head() tweets = new_sample tweets.head() We’re here assuming that we’re only going to use the tweets data, so we’re going to extract the tweets data out of the file. Don’t forget to store the new dataframe to a new file without including the index on it, so that we could explore the data more freely later on. If your dataframe have indices included on it, once you drop those data duplicates, you need to store the new dataframe in a new file. new_data = data.drop_duplicates(‘Tweet Content’,keep=’first’) #delete the duplicates by dropping them and store the result value to a new variable new_data.head() analysis) these data duplicates could mess up the result by messing up the measurement. Most of the time, we don’t need the data duplicates, because in further use (i.e. The first things that we’re going to clean are data duplicates. Once we have imported the data, we’re now ready for the data cleaning process. pd.set_option(‘display.max_colwidth’, None) data = pd.read_csv(‘your_sample.csv’) data.head() We’re taking advantage of the pandas library here to import the data. in this case, I use CSV Twitter data, you may adjust the code if you use another extension type of file. Secondly, we need to import the Twitter data. Import pandas as pd import html import re from rpus import stopwords from nltk.tokenize import word_tokenize Re, to filter and delete unnecessary links, hash, username, punctuations or whatever you wish.Html, to decode HTML entities into regular characters.Pandas, to open data files and to apply certain operations to the data.In this article, I’m going to show you how to clean Twitter data using the python programming language.įirstly, you need to import the modules needed. Sometimes, the data contain unnecessary things that need to be cleaned, such as unnecessary characters, links, newlines, and other kinds of stuff. Twitter data contains a bunch of information parameters. If you haven’t known how to collect Twitter data using python, you can check my previous post, teehee. Besides, it’s pretty simple to collect data from it. The reason is that it’s open and free to collect unless you subscribe to the paid version one. Twitter is one of the most used data sources for data analysis.
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You’re very well advised to get it if you need a free Pascal and Object Pascal compiler.Īs mentioned above, Free Pascal provides support for multiple CPU architectures and operating systems:ĪRM – Game Boy Advance, Nintendo DS, Linux, Windows CE. FPK Pascal): the fact that it is available for multiple processor architectures and operating systems, the fact that it is free, the fact that it is a properly good compiler, and the fact that it has lots of history behind it. There is much to like about Free Pascal (a.k.a. 5/8/2023 0 Comments Wii play tanks 100They move at a slow speed, and can fire one rocket at a time. You also can lay a mine which they may eventually wind up steering towards. A quick burst across their path will usually destroy them. They are neither offensive or defensive in their movements. Their turrets mildly seek the player, but their movement does not. They move at a slow speed, and can only fire one slow bullet at a time. Their turrets do not actively seek the player, but only search randomly, firing if you cross their path. They are fixed (non-moving), and can only fire one slow bullet at a time. Purple: like green but no tubular bells (If there are 3 or more Purple tanks, Snare Drums added).Green: tuba and tubular bells (If there are 3 or more Green tanks, Snare Drums added).Red: Snare Drums,Tympani (off beat) and cymbals.Teal: Tympani (If there are 2 or more Teal tanks, chnage to timani (off beats) and add cymbals).Gray: Snare Drums and Triangle(metronome) (If there are 3 or more Gray tanks, Tympani added).Each tank adds an instrumental component: The music indicates which tanks are on the board. Use each one in the appropriate situation. The first is when the angle the original path and ricocheted path of your shots is less than 90 degrees, the second involves angles greater than 90 degrees and less than 180, and the third angles equal to 90 degrees. Each of these involves three main types: acute angle ricochets, obtuse angle ricochets, and right-angle ricochets. There are two main types of ricochet sequences: offensive (to destroy enemy tanks) and defensive (to keep away enemy tanks or shots can easily turn into an offensive ricochet sequence). The concept is simple, but can be difficult to properly make use of in the heat of battle. The moving tanks can push the fixed tanks around.įirst, however, you have to know how to effectively ricochet your shots. For example, the tanks that move never stop moving. Two-player tanks has two major downfalls: there are only 20 missions and only one life per mission for each player (this was probably done to make 20 levels challenging enough to make up for the low quantity).Īlthough the enemy tanks all behave differently, they have a few common characteristics. The number of enemy tanks or their position are sometimes different when compared to single-player mode, but overall the missions are very similar. If one of the players finishes the level, both players will be able to play the next level, even if one of the players died in the previous level. Each player has one life in each level, and if both players die in the same level, the game ends. In this mode, two players can progress no further than mission 20. Missions with a multiple of ten are pre-made (such as Level 50, with two black tanks) and sometimes use new battlefields (like Mission 30) others reuse previous ones (Mission 50 uses the Mission 5 battlefield). After Mission 20, all missions whose numbers are not a multiple of ten will be randomly generated and reuse previous battlefields with different tanks. At mission 50, black tanks are introduced. Of course, as you grow more and more experienced with the game, later missions will become easier too. Missions 1-10 are very easy and serve simply as a way to increase your life count to 4 or 5 after you become familiar with the game. After mission 20 is completed, the full game of 100 missions is available. Initially, only missions 1-20 are accessible. Every five levels, an extra life is rewarded. In single-player mode, the player starts with 3 lives. There are only two play modes, single-player and two-player. They can fire five slow bullets at a time, which ricochet once. P1 is a cobalt blue tank, while P2 is a crimson red tank (be careful not to get P2 mixed up with the enemy red tanks that first appear in Level 10). Tank have several attributes: color, first mission appearance, speed, projectiles allowed at one time, how many times their projectiles ricochet, mines allowed at one time, intelligence, and projectile type. There are nine types of tanks in this game. Once in the window opening, bring the window to gently hold the screen in place. 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5/8/2023 0 Comments Purdue owl apa sample pageTitle of the book Note: For works that stand alone (e.g.Editors, include (Ed.) or (Eds.) in parentheses, and end with a comma. In Editor(s), Note: List each editor's last name and initials as A.Only the first word of the title and subtitle and proper nouns are capitalized. Note: For works that are part of a greater whole (e.g. Use an ampersand (&) before the final author's name. Note: List each chapter author's last name and initials as Author, A. Understanding the breast cancer experience of women: A qualitative study of African American, Asian American, Latina and Caucasian cancer survivors. T., Padilla, G., Tejero, J., Kraemer, J., Wright, K., Coscarelli, A., Clayton, S., Williams, I., & Hills, D. DOI (Digital Object Identifier) Read more about DOIs from the APA Style wesbite.Īshing‐Giwa, K.(Issue), Note: If there is a issue number in addition to a volume number, include it in parentheses.If there is no issue, include a comma before the page range. Volume Note: Italicize the journal volume.Title of the Journal, Note: Italicize and capitalize each word in the journal.Read more from the APA Style website if there are 21 or more authors. Note: List each author's last name and initial as Author, A. In the sciences and social sciences, only use the exact phrasing or argument of an individual when necessary. Tip: Use direct quotes sparingly! Focus on summarizing the findings from multiple research studies. Shavers (2007) study found the following: While research studies have established that socioeconomic status influences disease incidence, severity and access to healthcare, there has been relatively less study of the specific manner in which low SES influences receipt of quality care and consequent morbidity and mortality among patients with similar disease characteristics, particularly among those who have gained access to the healthcare system. The in-text citation in parentheses goes after the punctuation of the quote. Instead, indent the text 1/2" as a visual cue that you are citing. If you're directly quoting more than 40 words, use a blockquote. Brown (2019) found that "Direct quote" (p.According to Brown (2019), "Direct quote" (p.Any sentence punctuation goes after the closing parenthesis. If you're quoting the exact words of someone else, introduce the quote with an in-text citation in parentheses. "Supporting the Academic Success of Hispanic Students." College Libraries and Student Culture: What We Now Know, edited by Andrew D. If there are multiple editors, use and before the last author's name. Editors Note: If there is one editor, use the format edited by First Name Middle Name or Initial (if any) Last Name."Title of the Chapter." Note: Include the title of a shorter work like a chapter in quotation marks and use headline-style capitalization.If there are multiple authors, use and before the last author's name. Note: Use the format Last Name, First Name Middle Name or Initial (if any). Letters from Langston: From the Harlem Renaissance to the Red Scare and Beyond, edited by Evelyn Louise Crawford and Mary Louise Patterson. Editors Note: If there is one editor, use the format edited by Last Name, First Name.Title of the Book, Note: Use italics for the title of a longer work like a book and use headline-style capitalization.Edition Note: If there are multiple editions, use the format 1st/2nd/3rd ed.,.Note: Use italics for the title of a longer work like a book and use headline-style capitalization. "Disrupting Neoliberalism and Bridging the Multiple Worlds of Marginalized Youth via Hip-Hop Pedagogy: Contemplating Possibilities." Review of Education, Pedagogy, and Cultural Studies, vol. Database, Note: Use italics for names of databases.If accessed online or in a library database. #, Note: If there is no additional number after the volume, only include the volume number. Title of the Journal, Note: Use italics for the title of a longer work like a journal and use headline-style capitalization."Title of the Article." Note: Include the title of a shorter work like an article in a journal in quotation marks and use headline-style capitalization. Note: Use the format Last Name, First Name Middle Name or Initial. 5/8/2023 0 Comments Textual artThis procedure can also be seen as a kind of language-guided search, and can have a dramatic impact on sample quality. Similar to the rejection sampling used in VQVAE-2, we use CLIP to rerank the top 32 of 512 samples for each caption in all of the interactive visuals. al explores sampling-based strategies for image generation that leverage pretrained multimodal discriminative models. This typographical design project by Pawel Nolbert is a combination of quirky DIY, whimsical colors and shape. Other work incorporates additional sources of supervision during training to improve image quality. This is interesting to compare to our reranking with CLIP, which is done offline. AttnGAN incorporates attention between the text and image features, and proposes a contrastive text-image feature matching loss as an auxiliary objective. StackGAN and StackGAN++ use multi-scale GANs to scale up the image resolution and improve visual fidelity. The embeddings are produced by an encoder pretrained using a contrastive loss, not unlike CLIP. al, whose approach uses a GAN conditioned on text embeddings. Text-to-image synthesis has been an active area of research since the pioneering work of Reed et. We provide more details about the architecture and training procedure in our paper. DALL♾ uses the standard causal mask for the text tokens, and sparse attention for the image tokens with either a row, column, or convolutional attention pattern, depending on the layer. The attention mask at each of its 64 self-attention layers allows each image token to attend to all text tokens. Finally, the transformations “a sketch of the animal” and “a cell phone case with the animal” explore the use of this capability for illustrations and product design.ĭALL♾ is a simple decoder-only transformer that receives both the text and the image as a single stream of 1280 tokens-256 for the text and 1024 for the image-and models all of them autoregressively. Those that only change the color of the animal, such as “animal colored pink,” are less reliable, but show that DALL♾ is sometimes capable of segmenting the animal from the background. Other transformations, such as “animal with sunglasses” and “animal wearing a bow tie,” require placing the accessory on the correct part of the animal’s body. Influence, Hidden or Explicit The literary canon is ever-growing. Knowledge does not exist in a vacuum, and neither does literature. This works less reliably, and for several of the photos, DALL♾ only generates plausible completions in one or two instances. Texts can influence, derive from, parody, reference, quote, contrast with, build on, draw from, or even inspire each other. The transformation “animal in extreme close-up view” requires DALL♾ to recognize the breed of the animal in the photo, and render it up close with the appropriate details. The most straightforward ones, such as “photo colored pink” and “photo reflected upside-down,” also tend to be the most reliable, although the photo is often not copied or reflected exactly. You are free to post text art made by others in the comments section of this group or crate some of your own.We find that DALL♾ is able to apply several kinds of image transformations to photos of animals, with varying degrees of reliability. Some of the art that I post is not created by myself, however most of it is highly edited and cleaned up by me. Text Art Memes is a group I've personally created to exchange some interesting text art (formally known as ASCII Art). 5/7/2023 0 Comments Spongebob porthole"During many years of seafaring life, I have frequently considered the origin of this phrase, and have now arrived at the conclusion, that it is derived from the scriptural account of the prophet Jonah. In the story, Jones is described as having saucer eyes, three rows of teeth, horns, a tail, and blue smoke coming from his nostrils. This same Davy Jones, according to sailors, is the fiend that presides over all the evil spirits of the deep, and is often seen in various shapes, perching among the rigging on the eve of hurricanes:, ship-wrecks, and other disasters to which sea-faring life is exposed, warning the devoted wretch of death and woe. Īn early description of Davy Jones occurs in Tobias Smollett's The Adventures of Peregrine Pickle, published in 1751: Some of Loe's Company said, They would look out some things, and give me along with me when I was going away but Ruffel told them, they should not, for he would toss them all into Davy Jones's Locker if they did. George Roberts, by author Daniel Defoe, published in 1726 in London. The earliest known reference of the negative connotation of Davy Jones occurs in the Four Years Voyages of Capt. Other explanations of this nautical superstition have been put forth, including an incompetent sailor or a pub owner who kidnapped sailors. The origins of the name of Davy Jones, the sailors' devil, are unclear, with a 19th-century dictionary tracing Davy Jones to a "ghost of Jonah". It is a euphemism for drowning or shipwrecks in which the sailors' and ships' remains are consigned to the depths of the ocean (to be sent to Davy Jones' Locker). Davy Jones pictured by George Cruikshank in 1832, as described by Tobias Smollett in The Adventures of Peregrine Pickle ĭavy Jones's locker is a metaphor for the oceanic abyss, the final resting place of drowned sailors and travellers. Even better: plan ahead and always leave old solution sitting in your lens case for the purpose of removing alcohol off your fingers. No water at all? Dip your index and thumb into the lens solution before removing your contacts. We find filling the lenses caps with water works fine for this. To prevent burning your eyes after sanitizing, dip whatever fingers you use to remove your contacts with a small amount of water or lens solution. Be careful because your fingers may burn your eyes due to the alcohol. Make sure you rub the sanitizer on your fingertips. Because dirt is a migration path for microbes, start with clean hands prior to use. Just keep in mind sanitizers do not clean. Soap and water is the cheapest and most effective way to remove both dirt and bacteria – neither of which you want in your eyes.Ī waterless sanitizer is your best option in areas requiring extreme water rationing. Now splash a small amount of water directly on your fingers and face to rinse. Bronners on your dry bandanna, pour some water on it, and wipe your face and hands thoroughly. What we find works best is to place a very tiny drop of concentrated soap, such as Dr. This is the obvious choice but depends on water availability. A few tips and suggestions that you might not have considered – The last thing you want is an eye infection, or a speck of dirt scratching or tearing your contacts. You’ll need a method to wipe the grime off your fingertips to avoid the transfer of pathogens into your eye, which can lead to infection. Sales representatives often give eye doctors free samples to give out to patients. Tip: The next time you are in for your eye exam, ask your optometrist if they have any trial size contact lens solution. Before leaving for your trip, fill up the lens case with the disinfecting solution and seal tightly. We recommend using a screw lid case - these tend to be more durable and less likely to accidentally tear your lenses or leak. Get a small travel size bottle of solution and refill it as needed. So, yes, glasses are probably an essential item to bring backpacking. If you have astigmatism and wear toric lenses, you may have more difficulty with the lenses staying correctly centered to your eye in a drier climate, or at higher altitude. If you have allergies, your eyes may tear up and swell more. Likewise, you never know when you might develop an eye infection, and it becomes too painful to wear your contacts. Bring glasses if you can’t see clearly enough to recognize if that thing nestled inside your shoe is your sock or a snake. Just think how confident you can make your way around if you lose your contact lenses for any reason. Bring along your normal supplies that you use at home for cleaning your lenses, plus a spare set of contact lenses and glasses. You’ll just need to pay attention to maintaining lens hygiene. No. It is possible to successfully wear and sanitize your contact lenses in the wilderness. So, is there any reason you should give up wearing your contact lenses when backpacking? If you wear contact lens, chances are you have bad eyesight and dislike wearing glasses. 5/7/2023 0 Comments Storyboard quick on vimeoThe director can make sure he and the cinematographer have a complete list of scenes and shots within those scenes that they must get in order to put the entire thing together.Īt that pro level the story board determines so many things.Īt the amatuer level having a story board gives you a direction while you are getting your shots, it helps you to take advantage of any situation so that you can choose to shoot or not and let’s you know what shots you may need to be looking for in case you haven’t gotten them yet. In fact an easier term to use that would be far more familiar is flow chart.įrom this flow chart the production people can plan out their shooting schedule to make sure not only that everything gets covered but in a sequence of actions that will be the most efficient. When you look at it, all the storyboard is doing is laying out the entire project into a series of understandable and simple actions. To do that all you really need to do is understand the function of the story board rather than duplicate the process exactly. However as amateur video editors and video makers how can we apply this obviously useful tool at our level to get some kind of benefit from it? In fact even in lower budget smaller movies it is also true. Of course in the world of full length feature movies that is absolutely true. When we think of storyboards it is easy to get into the mindset that it is is some kind of complex and highly rendered graphic representation of every little detail of every little shot in a movie. However there are points on which you as a video maker can compete with the big boys and use techniques they use to improve your results. In fact for the most part the amateur video maker pretty well has NO budget! Obviously a number of these points come down to superior technical expertise available, superior equipment or a superior budget. There are a few basic points in the video making process that clearly delineate the pro from the amateur. |