{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Published on June 17, 2023. By Marília Prata, mpwolke.","metadata":{"_kg_hide-input":false}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\nimport plotly.express as px\nimport plotly.graph_objs as go\n\nimport plotly\nplotly.offline.init_notebook_mode(connected=True)\n\n#Ignore warnings\nimport warnings\nwarnings.filterwarnings('ignore')\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-06-19T22:14:13.855072Z","iopub.execute_input":"2023-06-19T22:14:13.855746Z","iopub.status.idle":"2023-06-19T22:14:16.655577Z","shell.execute_reply.started":"2023-06-19T22:14:13.855701Z","shell.execute_reply":"2023-06-19T22:14:16.654134Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Pseudo Abstract  \n\nPseudo Abstract for lazy Kagglers since the younger generations don't spend much time reading anything.\n\nI revisited The Pandora's Box myth and made a Kaggle version. Here it's a Google's Mythology where Kaggle team Algorithms opened the Python's box and released the curses.\n \nThe liberated curses were the asking of upvotes to kagglers that users had never interacted before and their please disease to pursue medals aiming to achieve higher tier positions before having any background to get there. However, every market adjusts for itself.\n \nIn this Kaggle Notebook, the box was a Nvidia GEForce with many GPUs.\n\nSince that myth has many versions, AI could also be seen like a Pandora's box too. Though, technological advancement is inevitable and no one is able to reverse it. ","metadata":{}},{"cell_type":"markdown","source":"#Clash of Titans \n\n\"According to Google mythology, in the beginning Kaggle Platform was free from the medal's pursuit and desperation for upvotes. The land was covered just with Machine Learning topics. The environment was inhabited only by men, most part professionals and high skilled users. \n\nNo one shared Kaggle Notebooks. Just solutions and their approaches on the Competitions. \n\nGrand Masters? There was No such thing! According to the Competition Grandmaster Mario Filho there were only Masters e o Kaggle \"Normal\" (=average kaggler). I think I'm below Kaggle average. He also added that he is almost retired on Kaggle. That was the funniest and my preferred interview with GMs. Let's check it on youtube:","metadata":{}},{"cell_type":"markdown","source":"#Interview with Competitions Grandmaster Mario Filho (in Brazilian Portuguese)| Kaggle\n\n<iframe width=\"885\" height=\"498\" src=\"https://www.youtube.com/embed/PUV8P_DDxeU\" title=\"Interview with Competitions Grandmaster Mario Filho (in Brazilian Portuguese)| Kaggle\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe>\n\n\nhttps://www.youtube.com/watch?v=PUV8P_DDxeU","metadata":{}},{"cell_type":"markdown","source":"#The Greek Myth of Pandora's \n\nPrometheus (not the software app) offended Zeus (The God) again by stealing fire from heaven to give to man, Zeus exacted revenge. He ordered Hephaestus, the god of the forge, to create Pandora, the first woman. The gods gave her many traits including beauty, curiosity, charm, and cleverness. Hence her name “Pandora,” meaning “all gifted” or, alternately, “a gift to all.”\n\n\"Before he left Pandora on earth, Zeus handed her a beautiful box saying, “This is my own special gift to you. Don’t ever open it.” As Zeus anticipated, Pandora’s curiosity got the best of her, and she opened the box, ending earthly paradise.\" \n\nhttps://www.nga.gov/learn/teachers/lessons-activities/origin-myths/pandora.html#:~:text=Before%20he%20left%20Pandora%20on,the%20box%2C%20ending%20earthly%20paradise.\n\nThen Kaggle team created three more columns on which we depend to be validated by others to get well-succeeded. In other words, we should be upvoted. End of the story.","metadata":{}},{"cell_type":"markdown","source":"#Our Pandora's Box is in fact a Nvidia GEForce Driver\n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQGBu77tATsuKlcUS1ePz7bkHI02WLaGRgTDFccg2x_whS2846h9XinOXlH_ijV7AwCNT8&usqp=CAU)neowin","metadata":{}},{"cell_type":"markdown","source":"#Python was already among the Ancient Greeks: Pithos, Pithoi, Pythia on the Oracle of Delphi.\n\n\"The word translated as \"box\" was actually a large jar (πίθος pithos) in Greek. Pithoi were used for storage of wine, oil, grain or other provisions. Many scholars see a close analogy between Pandora herself, who was made from clay, and the clay jar which dispenses evils.\"\n\n\"The mistranslation of pithos is usually attributed to the 16th-century humanist Erasmus who, in his Latin account of the story of Pandora, changed the Greek pithos to pyxis, meaning \"box\".\"\n\nhttps://en.wikipedia.org/wiki/Pandora's_box","metadata":{}},{"cell_type":"code","source":"import glob\nimport spacy\nfrom spacy import displacy\nfrom pathlib import Path\nfrom sklearn.feature_extraction.text import CountVectorizer\nfrom wordcloud import WordCloud, STOPWORDS, ImageColorGenerator","metadata":{"execution":{"iopub.status.busy":"2023-06-19T22:14:28.643203Z","iopub.execute_input":"2023-06-19T22:14:28.643639Z","iopub.status.idle":"2023-06-19T22:14:44.840326Z","shell.execute_reply.started":"2023-06-19T22:14:28.643605Z","shell.execute_reply":"2023-06-19T22:14:44.839029Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#The First Female Kaglers\n\nI remember when I watched Rachel's (Tatman) video, there was a comment like that: \"She is cute. She was not even wearing make up.\" Have you ever seen/read such comments directed to any Male kaggler? Don't answer it. It's a rethorical question.  \n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSrXt5cLz-mZzcTP6xTZ-hKoQg8aDBEfgmhU4xDHzjtUDTkUsG0xoW0HAYQrwI9Vh562N8&usqp=CAU)pinterest\n\nSince Pandora was the first human woman in Greek mythology, created on Zeus’ order let's mention the first female Kagglers. Very likely, Zeus was a developer and a God in his free time.\n\nI could not identify precisely when women started on Kaggle. However, I found some names on \"Don't Overfit\" prediction Competition. Cause some names are tricky (different from so many countries) and on the Internet people could be anyone, to find exactly female start isn't easy.\n\nOn that competition I found Merkulova, Olga and Lina. Probably, there are more. They did great on LeaderBoard. Unfortunately, No Kaggler shared any code there. As it used to happen at the beginning of Kaggle competitions. ","metadata":{}},{"cell_type":"markdown","source":"#Pan prefix means All or \"involving all members\" of a group.\n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRfOEeUsXepQyJOUSLUrHJ6tZ6GFKU_Ddm2olmReA6P5SOjITjehLStgpIam3or6t6Xqs4&usqp=CAU)reddit","metadata":{}},{"cell_type":"markdown","source":"Pan prefix means \"all\", \"of everything\", or \"involving all members\" of a group.\n\nAncient Greeks don't bother to declare/distinguish sexual orientation like Codes. Social identities doesn't matter to codes.\n\nOnly if your code is good or if doesn't work. In that case, the programm will return some error.\n\nTherefore, No discrimination at all. You can fix it or not. Don't be shy to show your coding failures. Maybe someone could provide you any tip to improve it. I learned that with a GM (Alex S.).","metadata":{}},{"cell_type":"code","source":"#Code by Abu Bakar https://www.kaggle.com/bakar31/writing-evaluation-noob-eda/notebook\n\ndef get_top_n_words(corpus, n=None, remove_stop_words=False, n_words=1): \n    \n    if remove_stop_words:\n        vec = CountVectorizer(stop_words = 'english', ngram_range=(n_words, n_words)).fit(corpus)\n    else:\n        vec = CountVectorizer(ngram_range=(n_words, n_words)).fit(corpus)\n        \n    bag_of_words = vec.transform(corpus)\n    sum_words = bag_of_words.sum(axis=0) \n    words_freq = [(word, sum_words[0, idx]) for word, idx in vec.vocabulary_.items()]\n    words_freq =sorted(words_freq, key = lambda x: x[1], reverse=True)\n    return words_freq[:n]","metadata":{"execution":{"iopub.status.busy":"2023-06-19T22:14:58.106196Z","iopub.execute_input":"2023-06-19T22:14:58.107088Z","iopub.status.idle":"2023-06-19T22:14:58.116468Z","shell.execute_reply.started":"2023-06-19T22:14:58.107049Z","shell.execute_reply":"2023-06-19T22:14:58.114972Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Advice for women or anybody else  - Leave your mark!\n\nWrite, make public stuff. Otherwise, don't complain about oblivion or that you had been erased. Don't forget to interact. Soft skills matter. Remember that asking for upvotes or to check your work for somebody that you've never talked before is Not interacting. That's just playing fool of yourself before the whole Kaggle community. \n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRd8fpgxdkTqLulSnglYdZ190j45lYi_nMAxQmssp-vjqgUMt-nNs-LHIcVM8dEaFIIZ2A&usqp=CAU)Pinterest","metadata":{}},{"cell_type":"markdown","source":"#Spacy","metadata":{}},{"cell_type":"code","source":"!pip install -U spacy","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-06-19T22:15:07.536011Z","iopub.execute_input":"2023-06-19T22:15:07.536405Z","iopub.status.idle":"2023-06-19T22:15:23.792201Z","shell.execute_reply.started":"2023-06-19T22:15:07.536376Z","shell.execute_reply":"2023-06-19T22:15:23.790230Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!python -m spacy download en_core_web_lg","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-06-19T22:15:28.636430Z","iopub.execute_input":"2023-06-19T22:15:28.636887Z","iopub.status.idle":"2023-06-19T22:16:10.879078Z","shell.execute_reply.started":"2023-06-19T22:15:28.636846Z","shell.execute_reply":"2023-06-19T22:16:10.877374Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Opening the Curse of Upvotes. Do you want a Curse to be Reversed?","metadata":{}},{"cell_type":"code","source":"nlp = spacy.load(\"en_core_web_lg\")\ndoc = nlp(\"Upvoted. Do check out my work as well, your feedback will be highly appreciated. Do check out my work as well, your feedback will be highly appreciated. Keep up the good work! your feedback will be highly appreciated! Your feedback will be highly appreciated!Your feedback will be highly appreciated! Your feedback will be highly appreciated! Keep up the great work always. Upvoted! Would love to hear your feedback. Please Upvote! Please!\")\n#See the entity present\nprint(doc.ents)\nfor ent in doc.ents:\n    print(ent.text, ent.start_char, ent.end_char, ent.label_)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:16:27.054457Z","iopub.execute_input":"2023-06-19T22:16:27.054949Z","iopub.status.idle":"2023-06-19T22:16:32.593922Z","shell.execute_reply.started":"2023-06-19T22:16:27.054905Z","shell.execute_reply":"2023-06-19T22:16:32.592563Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#The Return of GodMasters (oops!) Gods to the Olympus\n\n\"Hope is the only good god remaining among mankind;\n\nthe others have left and gone to Olympus.\n\nTrust, a mighty god has gone, Restraint has gone from men,\n\nand the Graces, my friend, have abandoned the earth.\"\n\nThat was stated by the 6th-century BC Greek elegiac poet Theognis of Megara \n\nhttps://en.wikipedia.org/wiki/Pandora%27s_box\n\n#Things that I don't get. \n\nFirstly, do the Poet Theognis of Megara or any poet write \"my friend\"? \n\nConcerning on Kaggle Platform. Why some kagglers stop to share just after reaching GM tier position? Thanks God! Competitors GMs don't do that.\n\nOk, that's Nonya (None of my business) What, Me Worry?","metadata":{}},{"cell_type":"markdown","source":"#Remember that everyone starts as a beginner.\n\nBesides, many beginners have that status cause they don't have time to spend on Kaggle.\nAnd simply, don't care either to reach any higher poisition.\n\nOutside this Platform, many are successful, experienced, skilled professionals.\n\n![](https://quotefancy.com/media/wallpaper/3840x2160/6507650-Rick-Riordan-Quote-Promise-me-one-thing-Whatever-happens-when-you.jpg)https://quotefancy.com/quote/2087283/Rick-Riordan-Promise-me-one-thing-Whatever-happens-when-you-get-back-to-Olympus-when-you","metadata":{}},{"cell_type":"code","source":"from spacy import displacy\nnlp = spacy.load(\"en_core_web_lg\")\ndoc= nlp(\"\"\"Upvoted. Do check out my work as well, your feedback will be highly appreciated. Do check out my work as well, your feedback will be highly appreciated. Keep up the good work! your feedback will be highly appreciated! Your feedback will be highly appreciated!Your feedback will be highly appreciated! Your feedback will be highly appreciated! Keep up the great work always. Upvoted! Would love to hear your feedback. Please Upvote! Please!\"\"\")\nentities=[(i, i.label_, i.label) for i in doc.ents]\nentities","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:16:59.003135Z","iopub.execute_input":"2023-06-19T22:16:59.003511Z","iopub.status.idle":"2023-06-19T22:17:02.094126Z","shell.execute_reply.started":"2023-06-19T22:16:59.003483Z","shell.execute_reply":"2023-06-19T22:17:02.093010Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Upvote Spacy? Really? Would we expect another word with that \"Please Disease\"? ","metadata":{}},{"cell_type":"code","source":"displacy.render(doc, style = \"ent\",jupyter = True)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:17:08.178340Z","iopub.execute_input":"2023-06-19T22:17:08.178787Z","iopub.status.idle":"2023-06-19T22:17:08.189675Z","shell.execute_reply.started":"2023-06-19T22:17:08.178751Z","shell.execute_reply":"2023-06-19T22:17:08.188416Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Tokenization of Feedbacks","metadata":{}},{"cell_type":"code","source":"import spacy\n\nnlp = spacy.load('en_core_web_sm')\ndoc = nlp(\"Upvoted. Do check out my work as well, your feedback will be highly appreciated. Do check out my work as well, your feedback will be highly appreciated. Keep up the good work! your feedback will be highly appreciated! Your feedback will be highly appreciated!Your feedback will be highly appreciated! Your feedback will be highly appreciated! Keep up the great work always. Upvoted! Would love to hear your feedback. Please Upvote! Please!\")\nfor token in doc:\n    print(token.text)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:17:15.805143Z","iopub.execute_input":"2023-06-19T22:17:15.805574Z","iopub.status.idle":"2023-06-19T22:17:17.174519Z","shell.execute_reply.started":"2023-06-19T22:17:15.805539Z","shell.execute_reply":"2023-06-19T22:17:17.172877Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#The True Olympus Gods: Kaggle Algorithms\n\n\"Currently, Kaggle use a complex algorithm to determine which posts/datasets/Notebooks we see. This algorithm takes into account a variety of factors, such as the type of content, the person who posted it, and your past interactions with the content.\"\n\nNo matter how any algorithm is made, it's up to us to make critical decisions about what we choose to read and when do we want to read it. Or simply, just ignore the chosen content.\n\nWarnings: \n\n* Don't cheat. \n* Don't plagiarize.\n* Be original.\n* Remember that the Audience matters. \n* Don't change your convictions to please the Audience. If the Audience sucks, move forward\n\nNow, quoting Heraclitus (or CSI Gil Grissom): \"Is in changing that we find purpose\".\nSince change and opportunity are constants, let's create a better Kaggle community. Which means adapt and overcome.","metadata":{}},{"cell_type":"code","source":"from wordcloud import WordCloud, STOPWORDS\nimport matplotlib.pyplot as plt\nnlp = spacy.load(\"en_core_web_sm\")  # make sure to use larger model!\ntokens = nlp(\"Upvoted. Do check out my work as well, your feedback will be highly appreciated. Do check out my work as well, your feedback will be highly appreciated. Keep up the good work! your feedback will be highly appreciated! Your feedback will be highly appreciated!Your feedback will be highly appreciated! Your feedback will be highly appreciated! Keep up the great work always. Upvoted! Would love to hear your feedback. Please Upvote! Please!\")\n\nnewText =''\nfor word in tokens:\n if word.pos_ in ['ADJ', 'NOUN']:\n  newText = \" \".join((newText, word.text.lower()))\n\nwordcloud = WordCloud(stopwords=STOPWORDS, colormap='Reds', background_color=\"blue\").generate(newText)\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis(\"off\")\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:17:39.755205Z","iopub.execute_input":"2023-06-19T22:17:39.755628Z","iopub.status.idle":"2023-06-19T22:17:41.167304Z","shell.execute_reply.started":"2023-06-19T22:17:39.755595Z","shell.execute_reply":"2023-06-19T22:17:41.165719Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#The rising of GPU\n\nWe had TPU's time too. It started on \"Petals to the Metal - Flower Classification on TPU\" Competition\n\nThough most of the Notebooks I read are made with GPU's","metadata":{}},{"cell_type":"markdown","source":"![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQgdb4VKmOmirqFAVpSjjazTV9Bxl89vKtM5Q&usqp=CAU)https://www.overclockers.co.uk/blog/anatomy-of-a-graphics-card-everything-you-need-to-know/","metadata":{}},{"cell_type":"markdown","source":"#Peer-Feedback, That's new.\n\nWhen I joined Kaggle, four years ago. Users comments are concise, very minimalist: \"Great\", \"Good job\", \"Thanks for sharing\".\n\nThen many started to make comments to hunt bronze medals and maybe, achieve at least Expert tier position. By the way, that shows that they don't have much expertise, since what really matters is growing by yourself. \"Not depending on anyone's else\", like Whitney words: Grow on Competitions.\n\nNowadays, comments became longer. Motive: many kagglers are applying AI to provide their answers. Those bots are awesome, however they are better to give us assistance. Not to deliver the whole job. Therefore, whenever we read those feedbacks it seems just fine for a 6th/7th grade student that are used to copy stuff to avoid \"wasting\" time.\n\nThe answers given by the AI should not be merely copied but improved upon, otherwise the work will lack spontaneity. Only sameness, on all posts/comments/topics.\n\nIf someone intend or aspire to be a Data Scientist or any Data-pro. Start to think by yourself. Give your comments/feedbacks some personality or even a kind of soul. Cause the quality that is being delivered is so Booooooooring!\n\nArticial Inteligence is fantastic but the material you provide shouldn't seem Artificial.","metadata":{}},{"cell_type":"markdown","source":"![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTMRBUb7gTrXbD51mTYtAIoLEtIBiNVpSDy_w&usqp=CAU)https://www.prompts.finance/p/crafting-stellar-chatgpt-prompts","metadata":{}},{"cell_type":"markdown","source":"#Ok, it's a long long way from where you want to be. And it's a long long road, but AI, you're too blind to see\n\nPandora's Box - Orchestral Manoeuvres In The Dark \n\n\"The song, which deals with the less glamorous side of celebrity, was inspired by silent film actress Louise Brooks and is named after the 1929 film Pandora's Box in which she starred.\"\n\n\"The video is in black and white and features Louise Brooks and singer Andy McCluskey. According to the video intro, all of the scenes of Brooks in the video are from the original 1929 film.\"\n\nhttps://en.wikipedia.org/wiki/Pandora%27s_Box_(Orchestral_Manoeuvres_in_the_Dark_song)\n\n<iframe width=\"718\" height=\"530\" src=\"https://www.youtube.com/embed/PMFKib_Byb8\" title=\"Orchestral Manoeuvres In The Dark - Pandora&#39;s Box\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe>\n\nhttps://www.youtube.com/watch?v=PMFKib_Byb8","metadata":{}},{"cell_type":"markdown","source":"#Closing Arguments\n\n\"The process of technological revolution is almost always inevitable and nearly impossible to reverse.\nWe should dialogue with the novelty and reflect critically:\n\n\"Every new technology benefits whom?\" \n\n\"What does it produce?\"\n\n\"And what is the result of this disruption?\"\n\nWords by Leandro Karnal on the video: Leandro Karnal challenges ChatGPT\n\nhttps://www.youtube.com/watch?v=OONpZy0sTqo","metadata":{}},{"cell_type":"markdown","source":"#By the way, Bard, where are you?\n\n#Is that a meme? Enter your Prompt :D \n\n![](https://cdn.mos.cms.futurecdn.net/cVjbHuSnpYUycukiZs9nMK.jpg)https://www.techradar.com/news/dont-worry-googles-bard-isnt-trained-using-your-private-gmails","metadata":{}},{"cell_type":"markdown","source":"#What the community has learned over the past 2 years of working and experimenting?\n\nI don't know. I know what my friends, acquaintances and kagglers that I interact with are doing. I don't have followers. It's the other way around. It's me that follow them all.\n\nNotebooks, Datasets, Discussion topics, joining Competitions are part of a Kaggle learning path. \n\nThere are some subjects that are classified. It's a privilege to be, in general, the first one to post a comment in any work. It's almost saving a spot to read all the feeds that will come after yours. Cause kagglers have an endless capacity of generating funny and insightful material. Mostly when they don't intend to be funny.","metadata":{}},{"cell_type":"markdown","source":"#Kaggle Arts & Culture\n\n![](https://i0.wp.com/ctnewsjunkie.com/wp-content/uploads/2023/02/pandoras-ai-box-rick-mckee-cagle-271773_1536_rgb-1200x782-1.jpg?resize=780%2C508&ssl=1)https://ctnewsjunkie.com/2023/05/15/op-ed-has-artificial-intelligence-escaped-pandoras-box/","metadata":{}},{"cell_type":"code","source":"!pip install stylecloud","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-06-19T22:18:51.858941Z","iopub.execute_input":"2023-06-19T22:18:51.859391Z","iopub.status.idle":"2023-06-19T22:19:12.889189Z","shell.execute_reply.started":"2023-06-19T22:18:51.859359Z","shell.execute_reply":"2023-06-19T22:19:12.886245Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#StyleCloud","metadata":{}},{"cell_type":"code","source":"import stylecloud\nfrom IPython.display import Image","metadata":{"execution":{"iopub.status.busy":"2023-06-19T22:19:17.412569Z","iopub.execute_input":"2023-06-19T22:19:17.413032Z","iopub.status.idle":"2023-06-19T22:19:17.543107Z","shell.execute_reply.started":"2023-06-19T22:19:17.412992Z","shell.execute_reply":"2023-06-19T22:19:17.541793Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Code by Kapa Kudaibergenov https://www.kaggle.com/kapakudaibergenov/stylecloud/notebook\n\nstylecloud.gen_stylecloud(text=\"Upvoted. Do check out my work as well, your feedback will be highly appreciated. Do check out my work as well, your feedback. Please upvote. Please upvote.\",\n                          icon_name='fas fa-biking',\n                          palette='colorbrewer.diverging.Spectral_11',\n                          background_color='black', \n                          gradient='horizontal',\n                          size=1024)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:19:23.234162Z","iopub.execute_input":"2023-06-19T22:19:23.234544Z","iopub.status.idle":"2023-06-19T22:19:24.723138Z","shell.execute_reply.started":"2023-06-19T22:19:23.234515Z","shell.execute_reply":"2023-06-19T22:19:24.721831Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Image(filename=\"./stylecloud.png\", width=1024, height=1024)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-06-19T22:19:49.259620Z","iopub.execute_input":"2023-06-19T22:19:49.260081Z","iopub.status.idle":"2023-06-19T22:19:49.269569Z","shell.execute_reply.started":"2023-06-19T22:19:49.260036Z","shell.execute_reply":"2023-06-19T22:19:49.268226Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Hic et Nunc (Here and Now)\n\nAlors vous comprendrez. Jusqu'où on peut aller. Quand on n'a plus rien à perdre.\n\nNow GPTs, try to emulate my style.","metadata":{}}]}