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  "fetched_at": "2026-10-20T09:46:09Z",
  "source_url": "https://www.kaggle.com/competitions/datasciencebootcamp/data",
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      "name": "rules",
      "content": "One account per participant\n\nYou cannot sign up to Kaggle from multiple accounts and therefore you cannot submit from multiple accounts.\n\nNo private sharing outside teams\n\nPrivately sharing code or data outside of teams is not permitted.\n\nTeam Limits\n\nThere is no team - it is an individual game.\n\nSubmission Limits\n\nYou may submit a maximum of 50 entries per day.\n\nYou may select up to 2 final submissions for judging.\n\n\nCOMPETITION WEBSITE: https://www.datasciencenigeria.org\n\nPRIZES: Prices at the Data Science Bootcamp Gala night \n\n \n\nBy downloading a dataset linked from the Competition Website, submitting an entry to this Competition, you are agreeing to be bound by these Competition Rules which constitute a binding agreement between you and the Competition Sponsor.\n\nThe Competition is sponsored by the Data Science Nigeria and hosted on the Sponsor's behalf by Kaggle Inc ('Kaggle').\n\nThe Competition will run from Start Date to End Date as listed on the Competition Website. Note that Competition deadlines are subject to change and additional hurdle deadlines may be introduced during the Competition. Any additional or altered deadlines not already described in these Competition Rules will be publicized to the Participants via the Competition Website. It is the Participant's responsibility in this Competition to check the website regularly throughout the Competition to stay informed of any new or updated deadlines. Neither Kaggle nor Data Science Nigeria are responsible for any Participant's failure to do so.\n\nEach registered individual or Team is referred to as a Participant. You may only participate using a single, unique Kaggle account registered at http://www.kaggle.com. Participating using more than one Kaggle account per individual Participant is a breach of these Competition Rules and Competition Sponsor reserves the right to disqualify any Participant (or Team including Participant) who is found to breach these Competition Rules.\n\nELIGIBILITY\n\nThe Competition is open to all individuals over the age of 18 at the time of entry and to all validly formed legal entities that have not declared or been declared in bankruptcy.\n\nSUBMISSIONS\n\n'Submission' means the material submitted by you in the manner and format specified on the Website via the Submission form on the Website. You (or if you are part of a Team, your Team) may submit up to the maximum number of Submissions per day as specified above. All Submissions must be uploaded to the Website in the manner and format specified on the Website. Submissions must be received prior to the Competition deadline and adhere to the guidelines for Submissions specified on the Website.\n\nSubmissions may not use or incorporate information from hand labeling or human prediction of the validation dataset or test data records.\n\nIf the Competition is a multi-stage Competition with temporally separate training data and/or leaderboard data, one or more valid Submissions must be made and selected during each stage of the Competition in the manner described on the Competition Website.\n\nINTELLECTUAL PROPERTY\n\nDATA\n'Data' means the Data or Datasets linked from the Competition Website for the purpose of use by Participants in the Competition. For the avoidance of doubt, Data is deemed for the purpose of these Competition Rules to include any prototype or executable code provided to Participants by Kaggle or Competition Sponsor via the Website. Participants must use the Data only as permitted by these Competition Rules and any associated data use rules specified on the Competition Website.\n\nUnless otherwise permitted by the terms of the Competition Website, Participants must use the Data solely for the purpose and duration of the Competition, including but not limited to reading and learning from the Data, analyzing the Data, modifying the Data and generally preparing your Submission and any underlying models and participating in forum discussions on the Website. Participants agree to use suitable measures to prevent persons who have not formally agreed to these Competition Rules from gaining access to the Data and agree not to transmit, duplicate, publish, redistribute or otherwise provide or make available the Data to any party not participating in the Competition. Participants agree to notify Kaggle immediately upon learning of any possible unauthorized transmission or unauthorized access of the Data and agree to work with Kaggle to rectify any unauthorized transmission. Participants agree that participation in the Competition shall not be construed as having or being granted a license (expressly, by implication, estoppel, or otherwise) under, or any right of ownership in, any of the Data.\n\nEXTERNAL DATA\nUnless otherwise expressly stated on the Competition Website, Participants must not use data other than the Data to develop and test their models and Submissions. Competition Sponsor reserves the right in its sole discretion to disqualify any Participant who Competition Sponsor discovers has undertaken or attempted to undertake the use of data other than the Data, or who uses the Data other than as permitted according to the Competition Website and in these Competition Rules, in the course of the Competition.\n\nCODE SHARING\nParticipants are prohibited from privately sharing source or executable code developed in connection with or based upon the Data, and any such sharing is a breach of these Competition Rules and may result in disqualification.\n\nOPEN-SOURCE CODE\nA Submission will be ineligible to win a prize if it was developed using code containing or depending on software licensed under an open source license:\n\nother than an Open Source Initiative-approved license (see http://opensource.org/); or\nan open source license that prohibits commercial use.\nWINNING\n\nDETERMINING WINNERS\nThis Competition is a challenge of skill and the final results are determined solely by leaderboard ranking on the private leaderboard (subject to compliance with these Competition Rules). Participants' scores and ranks on the Competition Website at any given stage of the Competition will be based on the evaluation metric described on the Competition Website, as determined by applying the predictions in the Submission to the ground truth of a validation dataset whose instances were a fixed set sampled from the Data.\n\nThe evaluation metric used for scoring and ranking Submissions will be displayed on the Competition Website.\n\nPrize awards are subject to verification of eligibility and compliance with these Competition Rules. All decisions of the Competition Sponsor and judges will be final and binding on all matters relating to this Competition. Competition Sponsor reserves the right to examine the Submission and any associated code or documentation for compliance with these Competition Rules. In the event that the Submission demonstrates a breach of these Competition Rules, Competition Sponsor may at its discretion take either of the following actions:\n\ndisqualify your Submission(s); or\nrequire that you remediate within one week all issues identified in your Submission(s) (including, without limitation, the resolution of license conflicts, the fulfillment of all obligations required by software licenses, and the removal of any software that violates the software restrictions).\nRESOLVING TIES\nA tie between two or more valid and identically ranked submissions will be resolved in favour of the tied submission that was submitted first.\n\nDECLINING PRIZES\nA Participant may decline to be nominated as a Winner by notifying Kaggle directly within one week following the Competition deadline, in which case the declining Participant forgoes any prize or other features associated with winning the Competition. Kaggle reserves the right to disqualify a Participant who so declines at Kaggle's sole discretion if Kaggle deems disqualification appropriate.\n\nWINNERS' OBLIGATIONS\n\nDELIVERY & DOCUMENTATION\nAs a condition of receipt of the Prize, the Prize winner must deliver the final model’s software code as used to generate the winning Submission and associated documentation (consistent with the winning model documentation template available on the kaggle wiki at https://www.kaggle.com/wiki/WinningModelDocumentationTemplate) to the Competition Sponsor. The delivered software code must be capable of generating the winning Submission and contain a description of resources required to build and/or run the executable code successfully.\n\nIf a potential winning Participant or Team member is a U.S. citizen, potential winner must also sign and return an IRS W-9 form, or if a foreign resident, an IRS W-8BEN form, within the stated time in order to claim the prize.\n\nPotential winners will be disqualified and the prize may be awarded to an alternate winner (the next-ranked qualified Participant on the leaderboard) if\n\nthe required documentation is not returned within 14 days after receipt of any request to provide documentation;\nprize notification letter/email or prize is returned as undeliverable; or\npotential winner or winning Team member is disqualified for any reason.\nBy accepting any Prize, each Participant receiving a Prize thereby agrees to use of his/her name, address, likeness and/or Prize information by Kaggle and Competition Sponsor for promotional purposes in any medium without additional compensation.\n\nPARTICIPANT INTELLECTUAL PROPERTY LICENSING\nAs a further condition of receipt of a Prize, each winning Participant thereby licenses their winning Submission and the source code used to generate the Submission according to the Winner License Type specified above (note: if no Winner License Type is specified above, the Winner License Type is deemed to be Non-Exclusive License).\n\nPUBLIC COMPETITIONS: NON-EXCLUSIVE LICENSE\nIf the Winner License Type for the Competition (see Winner License Type above) is a Non-Exclusive License then each Winner by accepting a Prize thereby:\n\ngrants to Competition Sponsor and its designees a worldwide, non-exclusive, sub-licensable, transferable, fully paid-up, royalty-free, perpetual, irrevocable right to use, not use, reproduce, distribute, create derivative works of, publicly perform, publicly display, digitally perform, make, have made, sell, offer for sale and import their winning Submission and the source code used to generate the Submission, in any media now known or hereafter developed, for any purpose whatsoever, commercial or otherwise, without further approval by or payment to Participant; and\nrepresents that he/she/it has the unrestricted right to grant that license.\nRESEARCH COMPETITIONS: OPEN SOURCE LICENSE\nIf the Winner License Type for the Competition (see Winner License Type above) is Open Source License, then each Winner by accepting a Prize thereby:\n\nlicenses their winning Submission and the source code used to generate the Submission under the MIT License (an open source software license commonly described at http://opensource.org/licenses/MIT), unless another open source license is chosen explicitly from the list of those approved by the Open Source Initiative at http://opensource.org/licenses/; and\nrepresents that he/she/it has the unrestricted right to grant that license.\nRECRUITING COMPETITION SUBMISSION LICENSE GRANT\nIf the Competition is classed above as a Recruiting Competition, Participant agrees to grant and hereby grants to Competition Sponsor a perpetual, irrevocable, worldwide, royalty-free, transferable, and sublicenseable right to use, review, reproduce, and internally distribute the Submission (including any and all submitted source code) in connection with evaluating Participant's suitability for employment, provided that the Submission licensed as set forth above will not be used for Competition Host’s commercial purposes except as may otherwise be set forth in this Agreement.\n\nCHEATING\nParticipating using more than one Kaggle account is deemed cheating and, if discovered, will result in disqualification from the Competition and any other affected Competitions and may result in banning or deactivation of affected Kaggle accounts.\n\nRECEIVING PRIZES\nAfter verification of eligibility, each Prize winner will receive the prize in the form of a check or wire transfer made out to the Prize winner (if an individual, or to the individual Team members if a Team). Allow 30 days from final confirmation for Prize delivery. Any winners who are U.S. citizens will receive an IRS 1099 form in the amount of their prize at the appropriate time. Prize winners are responsible for any taxes, fees or other liability resulting from their receipt of a Prize.\n\nWARRANTIES AND OBLIGATIONS\n\nPARTICIPANT WARRANTIES AND OBLIGATIONS\nBy registering, you agree that (a) your Account is complete, correct and accurate and (b) your registration may be rejected or terminated and all Entries submitted by you and/or your Team may be disqualified if any of the information in your Account is (or Competition Sponsor has reasonable grounds to believe it is) incomplete, incorrect or inaccurate. You are solely responsible for your Account. All registration information is deemed collected in the United States.\n\nParticipation is subject to all federal, state and local laws and regulations. Void where prohibited or restricted by law. You are responsible for checking applicable laws and regulations in your jurisdiction before participating in the Competition to make sure that your participation is legal. You are responsible for all taxes and reporting related to any award that you may receive as part of the Competition. You are responsible for abiding by your employer's policies regarding participation in the Competition. Competition Sponsor disclaims any and all liability or responsibility for disputes arising between you and your employer related to this Competition.\n\nEach Participant is solely responsible for all equipment, including but not necessarily limited to a computer and internet connection necessary to access the Website and to develop and upload any Submission, and any telephone, data, hosting or other service fees associated with such access, as well as all costs incurred by or behalf of the Entrant in participating in the Competition.\n\nBy entering a Submission, you represent and warrant that all information you enter on the Website is true and complete to the best of your knowledge, that you have the right and authority to make the Submission (including any underlying code and model) on your own behalf or on behalf of the persons and entities that you specify within the Submission, and that your Submission:\n\nis your own original work, or is used by permission, in which case full and proper credit and identify is given and the third party contributions are clearly identified within your Submission;\ndoes not contain confidential information or trade secrets and is not the subject of a registered patent or pending patent application;\ndoes not violate or infringe upon the patent rights, industrial design rights, copyrights, trademarks, rights of privacy, publicity or other intellectual property or other rights of any person or entity;\ndoes not contain malicious code, such as viruses, timebombs, cancelbots, worms, Trojan horses or other potentially harmful programs or other material or information;\ndoes not and will not violate any applicable law, statute, ordinance, rule or regulation;\ndoes not trigger any reporting or royalty obligation to any third party; and\nwas not previously published and has not won any other prize/award. \nA breach of any of these warranties will result in the corresponding Submission being invalid.\nLIMITATION OF LIABILITY\nBy participating in the Competition, each Participant agrees to release, indemnify and hold harmless Competition Sponsor, Kaggle, their respective affiliates, subsidiaries, advertising and promotions agencies, as applicable, and each of their respective agents, representatives, officers, directors, shareholders, and employees from and against any injuries, losses, damages, claims, actions and any liability of any kind resulting from or arising out of your participation in or association with the Competition. Competition Sponsor is not responsible for any miscommunications such as technical failures related to computer, telephone, cable, and unavailable network or server connections, related technical failures, or other failures related to hardware, software or virus, or incomplete, late or misdirected Submissions. Competition Sponsor reserves the right to cancel, modify or suspend the Competition should any computer virus, bug or other technical difficulty or other causes beyond the control of Competition Sponsor corrupt the administration, security or proper play of the Competition, and to determine winners from among Submission not affected by the corruption, if any, in its sole discretion.\n\nNeither Kaggle nor Competition Sponsor are responsible for (a) late, lost, stolen, damaged, garbled, incomplete, incorrect or misdirected Entries or other communications, (b) errors, omissions, interruptions, deletions, defects, or delays in operations or transmission of information, in each case whether arising by way of technical or other failures or malfunctions of computer hardware, software, communications devices, or transmission lines, or (c) data corruption, theft, destruction, unauthorized access to or alteration of Submission materials, loss or otherwise. Neither Kaggle nor Competition Sponsor are responsible for electronic communications or emails which are undeliverable as a result of any form of active or passive filtering of any kind, or insufficient space in any email account to receive email messages. Competition Sponsor disclaims any liability for damage to any computer system resulting from participation in, or accessing or downloading information in connection with, the Competition.\n\nRESERVATION OF RIGHTS\nCompetition Sponsor reserves the right to modify the Start Date, End Date, and the right to modify, add or remove additional Competition deadlines for any reason. Any changes will be communicated through the Competition Website. Competition Sponsor also reserves the right to modify, remove or add Data to the Website upon notice via the Competition Website. NEITHER KAGGLE NOR COMPETITION SPONSOR ARE RESPONSIBLE FOR ANY FAILURE OF A PARTICIPANT TO RECEIVE DATA CHANGES.\n\nMISCELLANEOUS\n\nSEVERABILITY\nThe invalidity or unenforceability of any provision of these Competition Rules shall not affect the validity or enforceability of any other provision. In the event that any provision is determined to be invalid or otherwise unenforceable or illegal, these Competition Rules shall otherwise remain in effect and be construed in accordance with their terms as if the invalid or illegal provision was not contained herein.\n\nLAW\nYou agree that these terms and the relationship between you and Competition Sponsor shall be governed by the laws of the State of California and the United States of America.",
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      "content": "STUDENT ACADEMIC PERFORMANCE PREDICTION DATASETS - TRAIN AND TEST This data captures performance of randomly selected students. The data attributes include student grades, demographic, social and school related features) . The student performance data has been split into two groups, a 'training set' titled Train.csv and a 'test set' titled as Test/csv above. For the training set, we provide the outcome ( 'score' ) for each student. You will use this set to build your model to generate predictions for the test set.\n\nData attribute Information is below;\n\nS/N – student number (nominal)\n\nGender - student's gender (binary: 'F' - female or 'M' - male)\n\nAge - student's age (numeric: from 10 to 17)\n\nLocation - Student's home address type (binary: 'U' - urban or 'R' - rural)\n\nfamsize - Family size (binary: 'LE3' - less or equal to 3 or 'GT3' - greater than 3)\n\nPstatus - Parent's cohabitation status (binary: 'T' - living together or 'A' - apart)\n\nMedu - mother's education (numeric: 0 - none, 1 – Lower Primary 2 Upper Primary to JSS3, 3 SSCE level or 4 Higher education)\n\nFedu - Father's education (numeric: 0 - none, 1 – Lower Primary 2 Upper Primary to JSS3, 3 SSCE level or 4 Higher education)\n\ntraveltime - home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour)\n\nstudytime - weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours)\n\nfailures - number of past class failures (numeric: n if 1<=n<3, else 4)\n\nschoolsup - extra educational support (binary: yes or no)\n\nfamsup - family educational support (binary: yes or no)\n\npaid - extra paid classes within the course subject (binary: yes or no)\n\nactivities - extra-curricular activities (binary: yes or no)\n\nnursery - attended nursery school (binary: yes or no)\n\nhigher - wants to take higher education (binary: yes or no)\n\ninternet - Internet access at home (binary: yes or no)\n\nfamrel - quality of family relationships (numeric: from 1 - very bad to 5 - excellent)\n\nfreetime - free time after school (numeric: from 1 - very low to 5 - very high)\n\nhealth - current health status (numeric: from 1 - very bad to 5 - very good)\n\nabsences - number of school absences (numeric: from 0 to 93)\n\nScores (numeric, 0-60)",
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      "name": "Description",
      "content": "DATA SCIENCE NIGERIA  BOOTCAMP ACTIVITY 1\n\nWelcome to the Data Science Nigeria 2nd bootcamp activity 1\n\nTo participate, please note the following:\n\nYour work must be exclusive to you and must not be shared. We can run a scan of all submissions to identify collusion. Where this is observed all the parties will be disqualified\n\nIt does not matter what tool you use, R or Python, your final submission must be a CSV file that you upload with only 2 variables – S/N and Scores\n\nAs soon as you upload your scores, you will have an idea of your placement on the leaderboard, which should stimulate your desire to refine your model in order to go further up.\n\nThe student performance data has been split into two groups, a 'training set' and a 'test set'. For the training set, we provide the outcome ( 'score' ) for each student. You will use this set to build your model to generate predictions for the test set.\n\nThe competition runs for 18 hours between now and 6pm October  14, 2017 (Saturday)\nBest participants shall be rewarded at the bootcamp Gala night\n\n",
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      "content": "Goal\n\nIt is your job to predict the score for each student. For each S/N in the test set, you must predict the value of the Score variable.\n\nMetric\n\nSubmissions are evaluated on Root Mean Squared Error (RMSE) The square root of the mean/average of the square of all of the error. RMSE is very commonly used and makes for an excellent general purpose error metric for numerical predictions. Compared to the similar Mean Absolute Error, RMSE amplifies and severely punishes large errors.\n\nSubmission File Format You can download an example submission file (sample_submission.csv) on the Data page.",
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