{
  "fetched_at": "2026-10-20T06:09:36Z",
  "source_url": "https://www.kaggle.com/competitions/gdsc-data-science-recruitments-2023-24-2/data",
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      "content": "Greetings, wizards and witches! As the Sorting Hat, I invite you to predict the house for each candidate.\n\n## Files\n\n*   **train.csv** - the training set\n*   **test.csv** - the test set\n*   **sample_submission.csv** - a sample submission file in the correct format\n\n## Columns\n\n* ID: Unique identifiers of each creature. \n* Intelligence: Magical knowledge and intellect. \n* Blood Status: Either Muggle or Pure Blood. \n* Loyalty: Devotion to Hogwarts and houses.\n* Gender: Male or Female\n* What are you curious about : Are you curious about life after death , magical creatures etc\n* Dark Arts Affinity: Attraction to or avoidance of dark magic.\n* Transportation: Preferred magical transportation methods.\n* Height: Height of the said creature\n* Goblet Potion: Favorite Potion\n* If you were the principal , how would you choose your students?\n* Species: Are you a giant, dwarf, elf or centaur?\n* Preferred element: Does the element fire, air or water resemble you more?\n* Kindness: Your kindness index\n* House: This is the target variable ",
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    {
      "name": "rules",
      "content": "As you embark on this mystical data quest, heed these words of guidance:\n\n1) No dark arts of plagiarism; stay true to the path of learning.\n2) Avoid automated tools like ChatGPT for code writing.\n3) Utilize external resources to your advantage.\n4) May your journey be enlightening and joyful, for knowledge is your most powerful spell.\n\n",
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    {
      "name": "abstract",
      "content": "Greetings, dear witches, wizards, and esteemed members of the Data Science community,\n\nI, the Sorting Hat, have a most intriguing task to present to you. In the enchanted realm of data analysis and magic, you have been bestowed with a dataset that delves into the psyche of the Sorting Hat. Your mission is to predict the most suitable house for the candidate in question.\n\n**Task Overview:**\n\nWithin the enchanted confines of this dataset, you shall perform the following magical feats:\n\n1) Exploratory Data Analysis:\n\n2) Statistical Data Analysis:\n\n3) Data Cleaning and Preprocessing:\n\n4) Data Modeling:\n\nNow, you shall weave your most powerful spells to conjure a predictive classification model. \nAs you progress, remember to:\n\n1) Train your model on the training dataset.\n2) Use your wand (code) to evaluate the model's performance using **accuracy** as the metric. \nMake predictions on \"Test.csv\" to reveal the outcome.\n\nRemember, your notebook must be free from plagiarism. Any such practices shall lead to disqualification. You shall soon be asked to submit it through a Google form.\n\nWith the wisdom of Ravenclaw, the bravery of Gryffindor, the cunning of Slytherin, and the kindness of Hufflepuff, may your journey into the world of data and magic be a most enlightening one.\n",
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