{"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 July 04, 2023. By Marília Prata, mpwolke. ","metadata":{}},{"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)\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,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Seven Topics. Seven Kaggle GrandMasters: The Magnificent Seven\n\n\"The Magnificent Seven is a 1960 American Western film directed by John Sturges. The screenplay, credited to William Roberts, is a remake – in an Old West–style – of Akira Kurosawa's 1954 Japanese film Seven Samurai (itself initially released in the United States as The Magnificent Seven).\"\n\nhttps://en.wikipedia.org/wiki/The_Magnificent_Seven\n\nOn this 2023 Kaggle AI Report competition we will be evaluated by an expert grading panel of Seven Kaggle Grandmasters. Each of the seven topic areas has a dedicated grader who will be responsible for applying the evaluation rubric to essays submitted to their section.\"\n\nhttps://www.kaggle.com/competitions/2023-kaggle-ai-report/overview/evaluation","metadata":{}},{"cell_type":"markdown","source":"#Improving your Essay (peer reviews)","metadata":{}},{"cell_type":"markdown","source":"![](https://preview.redd.it/vf89xaonvze21.jpg?auto=webp&s=c96cc00d7cd1415644817b7eab49c21ed52c62cc)https://www.reddit.com/r/memes/comments/anu1tm/last_shitpost_of_the_day/","metadata":{}},{"cell_type":"markdown","source":"#Diversity Matters!\n\n\"The seven title characters are hired to protect a small village in Mexico from a group of marauding bandits.\"\n\nThanks for including females GrandMasters Kaggle team.\n\n![](https://y.yarn.co/6ea8aa87-984a-4f44-a937-949d33b910c9_text.gif)https://getyarn.io/yarn-clip/6ea8aa87-984a-4f44-a937-949d33b910c9","metadata":{}},{"cell_type":"markdown","source":"#Respect all Kagglers since we come from different Countries and Cultures ","metadata":{}},{"cell_type":"code","source":"#codes from Rodrigo Lima  @rodrigolima82\nfrom IPython.display import Image\nImage(url = 'data:image/jpeg;base64,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',width=400,height=400)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-07-04T02:44:26.641107Z","iopub.execute_input":"2023-07-04T02:44:26.641482Z","iopub.status.idle":"2023-07-04T02:44:26.684434Z","shell.execute_reply.started":"2023-07-04T02:44:26.641452Z","shell.execute_reply":"2023-07-04T02:44:26.683457Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#The Seven Samurais inspired The Magnificent 7. If you only think of yourself, You'll only destroy yourself.\n\n![](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQFGGATN8YRrHmeErHtdClwEkfHOyQaTVVcnQ&usqp=CAU)https://quotesgram.com/seven-samurai-quotes/","metadata":{}},{"cell_type":"markdown","source":"#Have Brynner meant Kaggle?\n\n![](https://64.media.tumblr.com/2e0b1e95ca8ade5751ec8d4fb06ca6f1/2e1b872ac914ec2b-c1/s540x810/1513566776e7481fe4f88fe8150ba60a65cd17cd.gif)https://spockvarietyhour.tumblr.com/post/641156232860876800","metadata":{}},{"cell_type":"markdown","source":"#Even on Movies we're Numbers\n\n![](https://www.blackfilm.com/read/wp-content/uploads/2016/06/The-Magnificent-Seven-Poster-1.jpg)https://myfavoritewesterns.com/2016/10/03/the-magnificent-seven-2016-box-office/","metadata":{}},{"cell_type":"markdown","source":"#So far this Comp. So good\n\n![](https://64.media.tumblr.com/fb91104c22b40b5b2c87c49519f18401/tumblr_otpbmhHxm71w5san3o4_500.gif)https://hellacluttered.tumblr.com/post/163447287687/the-magnificent-seven-1960-sound-familiar","metadata":{}},{"cell_type":"markdown","source":"#Dedicated to \"The Kaggle Magnificent Seven\" and to the other Kagglers too.\"\n\n\"The music by Elmer Bernstein was one the reasons for the film’s continued admiration throughout the years, earning Bernstein an Oscar nomination for his score.\"\n\n\"The film was selected for preservation in the United States National Film Registry by the Library of Congress as being \"culturally, historically, or aesthetically significant\" (wikipedia), very likely this remarkable Kaggle Competition will be recognized by its cultural, historical and aesthetical importance too.","metadata":{}},{"cell_type":"markdown","source":"<iframe width=\"942\" height=\"530\" src=\"https://www.youtube.com/embed/vybVNgSxyTM\" title=\"Theme (From &quot;The Magnificent Seven&quot;) (From &quot;The Magnificent Seven&quot;)\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe>","metadata":{}},{"cell_type":"markdown","source":"https://www.youtube.com/watch?v=vybVNgSxyTM","metadata":{}}]}