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aria-label="Search Datasets"><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="icon text-lg"><path fill="currentColor" d="m19.6 21l-6.3-6.3q-.75.6-1.725.95T9.5 16q-2.725 0-4.612-1.888T3 9.5q0-2.725 1.888-4.612T9.5 3q2.725 0 4.612 1.888T16 9.5q0 1.1-.35 2.075T14.7 13.3l6.3 6.3l-1.4 1.4ZM9.5 14q1.875 0 3.188-1.313T14 9.5q0-1.875-1.313-3.188T9.5 5Q7.625 5 6.312 6.313T5 9.5q0 1.875 1.313 3.188T9.5 14Z"/></svg></button></div> </div></div></div></form></div> <a href="/auth/login" class="link-hover link-primary hidden items-center md:flex"><svg viewBox="0 0 24 24" width="24" height="24" class="text-primary"><path fill="currentColor" d="M12 21v-2h7V5h-7V3h7q.825 0 1.413.588T21 5v14q0 .825-.588 1.413T19 21h-7Zm-2-4l-1.375-1.45l2.55-2.55H3v-2h8.175l-2.55-2.55L10 7l5 5l-5 5Z"/></svg> <span class="font-semibold" data-svelte-h="svelte-1fjyivv">Login</span></a></div></header> <main class="min-h-screen"> <div class="mx-auto my-12 grid max-w-screen-xl grid-cols-12 gap-4 p-4"><div class="col-span-12 flex flex-col gap-4 md:col-span-9"> <div class="flex flex-col"> <div class="flex w-full items-center justify-between gap-4 bg-primary p-2"><div class="flex items-center gap-4"> <div class="mask flex h-16 w-16 items-center overflow-hidden"> <img src="/static/public/186/Thumbnails/Large.jpg?104"></div> <div><div class="flex items-center gap-4"><h1 class="text-3xl font-semibold text-primary-content">Wine Quality</h1> </div> <h2 class="text-sm text-primary-content">Donated on 10/6/2009</h2></div></div> </div> <div class="relative flex flex-col gap-4 bg-base-100 p-4 shadow"> <div> <div> <p style="--clamp: 2; --display: -webkit-box" class="svelte-1xc1tf7"> <span>Two datasets are included, related to red and white vinho verde wine samples, from the north of Portugal. The goal is to model wine quality based on physicochemical tests (see [Cortez et al., 2009], http://www3.dsi.uminho.pt/pcortez/wine/).</span></p> </div></div> <div class="grid grid-cols-8 gap-4 md:grid-cols-12"><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at">Dataset Characteristics</h1> <p class="text-md">Multivariate</p> </div><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at">Subject Area</h1> <p class="text-md">Business</p> </div><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at">Associated Tasks</h1> <p class="text-md">Classification, Regression</p> </div><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at">Feature Type</h1> <p class="text-md">Real</p> </div><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at"># Instances</h1> <p class="text-md">4898</p> </div><div class="col-span-4"><h1 class="text-lg font-semibold text-primary" data-svelte-h="svelte-1mfm6at"># Features</h1> <p class="text-md">11</p> </div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><div class="flex items-center gap-4" slot="title"><h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-1ajd8ci">Dataset Information</h1> </div> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div class="flex flex-col gap-4"><div class="flex flex-col"><p class="text-md font-semibold">Additional Information</p> <div> <p class="whitespace-pre-wrap svelte-1xc1tf7" style="--clamp: 3; --display: -webkit-box">The two datasets are related to red and white variants of the Portuguese "Vinho Verde" wine. For more details, consult: http://www.vinhoverde.pt/en/ or the reference [Cortez et al., 2009]. Due to privacy and logistic issues, only physicochemical (inputs) and sensory (the output) variables are available (e.g. there is no data about grape types, wine brand, wine selling price, etc.). These datasets can be viewed as classification or regression tasks. The classes are ordered and not balanced (e.g. there are many more normal wines than excellent or poor ones). Outlier detection algorithms could be used to detect the few excellent or poor wines. Also, we are not sure if all input variables are relevant. So it could be interesting to test feature selection methods. </p> </div> </div><div class="flex flex-col"><p class="text-md font-semibold">Has Missing Values?</p> <div> <p class="whitespace-pre-wrap svelte-1xc1tf7" style="--clamp: 3; --display: -webkit-box">No</p> </div> </div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><div class="flex items-center gap-4" slot="title"><h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-7b0u82">Introductory Paper</h1> </div> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div><div><a href="https://www.semanticscholar.org/paper/Modeling-wine-preferences-by-data-mining-from-Cortez-Cerdeira/bf15a0ccc14ac1deb5cea570c870389c16be019c" target="_blank" class="text text-md font-semibold text-primary underline">Modeling wine preferences by data mining from physicochemical properties</a> <p class="text-sm">By P. Cortez, A. Cerdeira, Fernando Almeida, Telmo Matos, J. Reis. 2009</p> <p class="text-sm">Published in Decision Support Systems</p></div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><div class="flex items-center gap-4" slot="title"><h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-fywzbh">Variables Table</h1> </div> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div><div> <div class="overflow-x-auto"><table class="table my-4 w-full"> <thead><tr><th>Variable Name</th><th>Role</th><th>Type</th><th>Description</th><th>Units</th><th>Missing Values</th></tr></thead> <tbody><tr><td>fixed_acidity</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>volatile_acidity</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>citric_acid</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>residual_sugar</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>chlorides</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>free_sulfur_dioxide</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>total_sulfur_dioxide</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>density</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>pH</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr><tr><td>sulphates</td><td>Feature</td><td>Continuous</td><td></td><td></td><td>no</td> </tr></tbody></table></div> <div class="my-4 flex flex-wrap items-center justify-end gap-4"><label><span data-svelte-h="svelte-b2pcbx">Rows per page</span> <select class="select select-primary select-sm rounded-full"><option value="5">5</option><option value="10">10</option><option value="15">15</option><option value="20">20</option><option value="25">25</option></select></label> <p><span>0 to</span> <span>10 of</span> <span>13</span></p> <div class="btn-group"><button class="btn btn-primary btn-sm" disabled aria-label="Previous Page"><svg viewBox="0 0 24 24" width="20" height="20"><path fill="currentColor" d="m14 18l-6-6l6-6l1.4 1.4l-4.6 4.6l4.6 4.6L14 18Z"/></svg></button> <button class="btn btn-primary btn-sm" aria-label="Next Page"><svg viewBox="0 0 24 24" width="20" height="20"><path fill="currentColor" d="M9.4 18L8 16.6l4.6-4.6L8 7.4L9.4 6l6 6l-6 6Z"/></svg></button></div></div></div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><div class="flex items-center gap-4" slot="title"><h1 class="text-xl font-semibold text-primary">Additional Variable Information</h1> </div> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div> <div class="flex flex-col gap-6"><div class="flex flex-col"><p class="text-md font-semibold"></p> <div> <p class="whitespace-pre-wrap svelte-1xc1tf7" style="--clamp: 3; --display: -webkit-box">For more information, read [Cortez et al., 2009]. Input variables (based on physicochemical tests): 1 - fixed acidity 2 - volatile acidity 3 - citric acid 4 - residual sugar 5 - chlorides 6 - free sulfur dioxide 7 - total sulfur dioxide 8 - density 9 - pH 10 - sulphates 11 - alcohol Output variable (based on sensory data): 12 - quality (score between 0 and 10)</p> </div> </div></div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><h1 class="text-xl font-semibold text-primary" slot="title" data-svelte-h="svelte-vextmm">Dataset Files</h1> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div><div> <div class="overflow-x-auto"><table class="table my-4 w-full"> <thead><tr><th>File</th><th>Size</th></tr></thead> <tbody><tr><td>winequality-white.csv</td><td>258.2 KB</td> </tr><tr><td>winequality-red.csv</td><td>82.2 KB</td> </tr><tr><td>winequality.names</td><td>3.2 KB</td> </tr></tbody></table></div> </div></div></div></div> <div class="shadow"> <div class="flex items-center justify-between p-4 hover:bg-base-200" role="button" tabindex="0"><h1 class="text-xl font-semibold text-primary" slot="title" data-svelte-h="svelte-1juv038">Reviews</h1> <svg xmlns="http://www.w3.org/2000/svg" class="fill-primary size-5 transition-transform -rotate-180" viewBox="0 0 20 20"><path d="m10 13.062-5-5L6.062 7 10 10.938 13.938 7 15 8.062Z"></path></svg></div> <div class="p-4 pt-0"> <div class="m-4 flex flex-wrap items-center justify-between gap-x-6 gap-y-4"> <div class="flex items-center justify-around gap-4 overflow-auto"><p class="text-gray-500" data-svelte-h="svelte-10gpfpv">There are no reviews for this dataset yet.</p></div> <a class="btn btn-primary btn-sm" href="/auth/login" data-svelte-h="svelte-131aevo">Login to Write a Review</a></div> <div class="my-4 flex 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10.782-23.98 23.822-23.98h47.627c15.864 0 29.787-13.71 29.787-29.963v-20.964h17.858c13.87 0 20.4 10.305 23.822 23.964 4.764 18.97 4.976 33.157 0 47.945-4.817 14.364-9.97 23.964-23.822 23.964H763.9v6h47.627v17.98z" fill="url(#B)"/><path d="M728.166 541.505c0-4.976 3.988-9 8.93-9 4.923 0 8.93 4.023 8.93 9 0 4.96-4.006 8.982-8.93 8.982-4.94 0-8.93-4.023-8.93-8.982zm53.59 149.798c0-4.96 4.006-8.982 8.93-8.982 4.94 0 8.93 4.023 8.93 8.982 0 4.976-3.988 9-8.93 9-4.923 0-8.93-4.023-8.93-9z" fill="#fff"/></g></svg> <p data-svelte-h="svelte-14z1qra">Import in Python</p></button> <div class="modal"><div class="modal-box relative"><div class="flex flex-col gap-4 py-4"> <div><span class="text text-xl font-semibold text-primary" data-svelte-h="svelte-1uhkjun">Install the ucimlrepo package</span> <div class="tooltip tooltip-top" data-tip="Copy command"> <button class="btn btn-ghost" ><span class="swap"><svg viewBox="0 0 24 24" width="20" height="20" class="swap-on text-primary"><path fill="currentColor" d="M21 7L9 19l-5.5-5.5l1.41-1.41L9 16.17L19.59 5.59L21 7Z"/></svg> <svg viewBox="0 0 24 24" width="20" height="20" class="swap-off text-primary"><path fill="currentColor" d="M19 21H8V7h11m0-2H8a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h11a2 2 0 0 0 2-2V7a2 2 0 0 0-2-2m-3-4H4a2 2 0 0 0-2 2v14h2V3h12V1Z"/></svg></span></button></div> <pre class="h-full w-full whitespace-pre-wrap bg-base-200 p-2 text-xs" data-svelte-h="svelte-ninrhs">pip install ucimlrepo</pre></div> <div><span class="text text-xl font-semibold text-primary" data-svelte-h="svelte-sanyhf">Import the dataset into your code</span> <div class="tooltip tooltip-top" data-tip="Copy code"> <button class="btn btn-ghost" ><span class="swap"><svg viewBox="0 0 24 24" width="20" height="20" class="swap-on text-primary"><path fill="currentColor" d="M21 7L9 19l-5.5-5.5l1.41-1.41L9 16.17L19.59 5.59L21 7Z"/></svg> <svg viewBox="0 0 24 24" width="20" height="20" class="swap-off text-primary"><path fill="currentColor" d="M19 21H8V7h11m0-2H8a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h11a2 2 0 0 0 2-2V7a2 2 0 0 0-2-2m-3-4H4a2 2 0 0 0-2 2v14h2V3h12V1Z"/></svg></span></button></div> <pre class="h-full w-full whitespace-pre-wrap bg-base-200 p-2 text-xs">from ucimlrepo import fetch_ucirepo # fetch dataset wine_quality = fetch_ucirepo(id=186) # data (as pandas dataframes) X = wine_quality.data.features y = wine_quality.data.targets # metadata print(wine_quality.metadata) # variable information print(wine_quality.variables) </pre></div> <span class="my-2" data-svelte-h="svelte-pyek0w"><a class="font-semibold text-primary hover:underline" href="https://github.com/uci-ml-repo/ucimlrepo" target="_blank" rel="noreferrer">View the full documentation</a></span></div></div></div> <button class="btn btn-secondary w-full text-secondary-content" data-svelte-h="svelte-41bdhy">Cite</button> <div> <div class="flex items-center gap-2"><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="m15 17l2-4h-4V6h7v7l-2 4h-3Zm-9 0l2-4H4V6h7v7l-2 4H6Z"/></svg> <span class="font-semibold text-primary">1 citations</span></div> <div class="flex items-center gap-2"><svg viewBox="0 0 24 24" width="20" height="20" class="text-primary"><path fill="currentColor" d="M12 16q1.875 0 3.188-1.313T16.5 11.5q0-1.875-1.313-3.188T12 7q-1.875 0-3.188 1.313T7.5 11.5q0 1.875 1.313 3.188T12 16Zm0-1.8q-1.125 0-1.913-.788T9.3 11.5q0-1.125.788-1.913T12 8.8q1.125 0 1.913.788T14.7 11.5q0 1.125-.787 1.913T12 14.2Zm0 4.8q-3.65 0-6.65-2.038T1 11.5q1.35-3.425 4.35-5.463T12 4q3.65 0 6.65 2.038T23 11.5q-1.35 3.425-4.35 5.463T12 19Z"/></svg> <span class="font-semibold text-primary">373228 views</span></div></div></div> <div class="modal"><div class="modal-box relative"><div class="flex flex-col gap-4"><div class="space-y-2"><div class="flex items-center justify-between"><div class="text-lg font-semibold text-primary" data-svelte-h="svelte-fghksg">Citation</div> <div class="tooltip tooltip-left" data-tip="Copy citation"> <button class="btn btn-ghost" ><span class="swap"><svg viewBox="0 0 24 24" width="20" height="20" class="swap-on text-primary"><path fill="currentColor" d="M21 7L9 19l-5.5-5.5l1.41-1.41L9 16.17L19.59 5.59L21 7Z"/></svg> <svg viewBox="0 0 24 24" width="20" height="20" class="swap-off text-primary"><path fill="currentColor" d="M19 21H8V7h11m0-2H8a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h11a2 2 0 0 0 2-2V7a2 2 0 0 0-2-2m-3-4H4a2 2 0 0 0-2 2v14h2V3h12V1Z"/></svg></span></button></div></div> <div class="space-y-4"> <div class="h-full w-full overflow-auto rounded-md bg-base-200 p-2"><pre class="whitespace-pre-wrap text-xs">Cortez, P., Cerdeira, A., Almeida, F., Matos, T., & Reis, J. (2009). Wine Quality [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C56S3T.</pre></div> <div class="flex items-center space-x-2"><span data-svelte-h="svelte-1r81uk3">Style:</span> <select class="select select-bordered select-sm font-medium"><option value="APA">APA</option><option value="MLA">MLA</option><option value="Chicago">Chicago</option><option value="Vancouver">Vancouver</option><option value="IEEE">IEEE</option><option value="BibTeX">BibTeX</option></select></div></div></div></div></div></div> <div class="divider h-0"></div> <div class="flex flex-col gap-2"><div></div></div> <div class="flex flex-col gap-2"><div class="flex items-center gap-4"> <h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-f3swnu">Keywords</h1> </div> <div class="my-2 flex flex-wrap gap-2"><a href="/datasets?search=&Keywords=Chemistry" class="badge badge-primary badge-outline truncate hover:bg-primary-focus/10 hover:underline">Chemistry </a></div></div> <div class="divider h-0"></div> <div> <div class="flex flex-col gap-2"><div class="flex items-center gap-2"><h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-1tclolh">Creators</h1> </div> <div class="flex flex-col gap-2"><div class="flex items-center gap-2"> <div><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M12 12q-1.65 0-2.825-1.175T8 8q0-1.65 1.175-2.825T12 4q1.65 0 2.825 1.175T16 8q0 1.65-1.175 2.825T12 12Zm-8 8v-2.8q0-.85.438-1.563T5.6 14.55q1.55-.775 3.15-1.163T12 13q1.65 0 3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20H4Z"/></svg></div> <div class="flex flex-col"><p class="font-semibold">Paulo Cortez</p> </div> </div><div class="flex items-center gap-2"> <div><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M12 12q-1.65 0-2.825-1.175T8 8q0-1.65 1.175-2.825T12 4q1.65 0 2.825 1.175T16 8q0 1.65-1.175 2.825T12 12Zm-8 8v-2.8q0-.85.438-1.563T5.6 14.55q1.55-.775 3.15-1.163T12 13q1.65 0 3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20H4Z"/></svg></div> <div class="flex flex-col"><p class="font-semibold">A. Cerdeira</p> </div> </div><div class="flex items-center gap-2"> <div><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M12 12q-1.65 0-2.825-1.175T8 8q0-1.65 1.175-2.825T12 4q1.65 0 2.825 1.175T16 8q0 1.65-1.175 2.825T12 12Zm-8 8v-2.8q0-.85.438-1.563T5.6 14.55q1.55-.775 3.15-1.163T12 13q1.65 0 3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20H4Z"/></svg></div> <div class="flex flex-col"><p class="font-semibold">F. Almeida</p> </div> </div><div class="flex items-center gap-2"> <div><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M12 12q-1.65 0-2.825-1.175T8 8q0-1.65 1.175-2.825T12 4q1.65 0 2.825 1.175T16 8q0 1.65-1.175 2.825T12 12Zm-8 8v-2.8q0-.85.438-1.563T5.6 14.55q1.55-.775 3.15-1.163T12 13q1.65 0 3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20H4Z"/></svg></div> <div class="flex flex-col"><p class="font-semibold">T. Matos</p> </div> </div><div class="flex items-center gap-2"> <div><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M12 12q-1.65 0-2.825-1.175T8 8q0-1.65 1.175-2.825T12 4q1.65 0 2.825 1.175T16 8q0 1.65-1.175 2.825T12 12Zm-8 8v-2.8q0-.85.438-1.563T5.6 14.55q1.55-.775 3.15-1.163T12 13q1.65 0 3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20H4Z"/></svg></div> <div class="flex flex-col"><p class="font-semibold">J. Reis</p> </div> </div></div></div> </div> <div class="divider h-0"></div> <div class="flex flex-col gap-2"><div class="flex items-center gap-2" data-svelte-h="svelte-7768jg"><h1 class="text-xl font-semibold text-primary">DOI</h1></div> <div><a href="https://doi.org/10.24432/C56S3T" class="text-sm font-semibold text-primary hover:underline" target="_blank" rel="noreferrer">10.24432/C56S3T</a></div></div> <div class="divider h-0"></div> <div class="flex flex-col gap-3"><h1 class="text-xl font-semibold text-primary" data-svelte-h="svelte-qzgb5b">License</h1> <div class="prose text-sm prose-a:link-hover prose-a:link-primary prose-a:link"><p data-svelte-h="svelte-mkv31">This dataset is licensed under a <a href="https://creativecommons.org/licenses/by/4.0/legalcode" rel="nofollow">Creative Commons Attribution 4.0 International</a> (CC BY 4.0) license.</p> <p data-svelte-h="svelte-4rjnr6">This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.</p></div></div></div></div></main> <div class="alert fixed bottom-0"><div class="flex"><svg viewBox="0 0 24 24" width="1.2em" height="1.2em" class="text-primary"><path fill="currentColor" d="M11 9h2V7h-2m1 13c-4.41 0-8-3.59-8-8s3.59-8 8-8s8 3.59 8 8s-3.59 8-8 8m0-18A10 10 0 0 0 2 12a10 10 0 0 0 10 10a10 10 0 0 0 10-10A10 10 0 0 0 12 2m-1 15h2v-6h-2v6Z"/></svg></div> <span><p data-svelte-h="svelte-9yk4se">By using the UCI Machine Learning Repository, you acknowledge and accept the cookies and privacy practices used by the UCI Machine Learning Repository.</p></span> <div><button class="btn btn-primary btn-sm m-1" data-svelte-h="svelte-12u1xve">Accept</button> <a href="/privacy" class="btn btn-outline btn-sm m-1" data-svelte-h="svelte-ltc145">Read Policy</a></div></div> <footer class="footer bg-primary p-10 text-primary-content"><div class="flex h-full w-full items-center justify-center"><a href="/" class="btn btn-ghost h-full" aria-label="Home Page"><svg width="190" 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Cortez, A. Cerdeira, Fernando Almeida, Telmo Matos, J. Reis\",\"venue\":\"Decision Support Systems\",\"year\":2009,\"journal\":null,\"DOI\":null,\"URL\":\"https://www.semanticscholar.org/paper/Modeling-wine-preferences-by-data-mining-from-Cortez-Cerdeira/bf15a0ccc14ac1deb5cea570c870389c16be019c\",\"sha\":null,\"corpus\":null,\"arxiv\":null,\"mag\":null,\"acl\":null,\"pmid\":null,\"pmcid\":null},\"foreign_papers\":null},\"NumPapers\":1,\"NumEvals\":0,\"NumEdits\":6,\"href\":\"/static/public/186/wine+quality.zip\",\"pythonSnippet\":\"from ucimlrepo import fetch_ucirepo \\n \\n# fetch dataset \\nwine_quality = fetch_ucirepo(id=186) \\n \\n# data (as pandas dataframes) \\nX = wine_quality.data.features \\ny = wine_quality.data.targets \\n \\n# metadata \\nprint(wine_quality.metadata) \\n \\n# variable information \\nprint(wine_quality.variables) \\n\"},\"meta\":{\"values\":{\"DateDonated\":[\"Date\"],\"edits.0.submittedAt\":[\"Date\"],\"edits.0.reviewedAt\":[\"Date\"],\"edits.1.submittedAt\":[\"Date\"],\"edits.1.reviewedAt\":[\"Date\"],\"edits.2.submittedAt\":[\"Date\"],\"edits.2.reviewedAt\":[\"Date\"],\"edits.3.submittedAt\":[\"Date\"],\"edits.3.reviewedAt\":[\"Date\"],\"edits.4.submittedAt\":[\"Date\"],\"edits.4.reviewedAt\":[\"Date\"],\"edits.5.submittedAt\":[\"Date\"],\"edits.5.reviewedAt\":[\"Date\"]}}}}}]"}</script> <script type="application/json" data-sveltekit-fetched 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data-hash="u87jg8">{"status":200,"statusText":"","headers":{},"body":"[{\"result\":{\"data\":{\"json\":[\"Chemistry\"]}}},{\"result\":{\"data\":{\"json\":{\"headers\":[\"Variable Name\",\"Role\",\"Type\",\"Description\",\"Units\",\"Missing Values\"],\"data\":[[\"fixed_acidity\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"volatile_acidity\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"citric_acid\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"residual_sugar\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"chlorides\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"free_sulfur_dioxide\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"total_sulfur_dioxide\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"density\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"pH\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"sulphates\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"alcohol\",\"Feature\",\"Continuous\",\"\",\"\",\"no\"],[\"quality\",\"Target\",\"Integer\",\"score between 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