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--- | ||
format: | ||
html: {toc: true, toc-depth: 4, theme: spacelab, output-file: intro.datasets.html} | ||
monofont: Fira Code Medium | ||
highlight-style: solarized | ||
title: Clay tutorial | ||
code-block-background: true | ||
include-in-header: {text: '<link rel = "icon" href = "data:," />'} | ||
embed-resources: true | ||
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--- | ||
<style>table { | ||
border-style: thin; | ||
} | ||
th, td { | ||
padding: 6px; | ||
} | ||
td { | ||
text-align: left; | ||
} | ||
th { | ||
text-align: center; | ||
background-color: #ddd; | ||
} | ||
tr:nth-child(even) { | ||
background-color: #f6f6f6; | ||
} | ||
</style><style>.printedClojure .sourceCode { | ||
background-color: transparent; | ||
border-style: none; | ||
} | ||
</style> | ||
<script src="intro.datasets_files/md-default0.js" type="text/javascript"></script><script src="intro.datasets_files/md-default1.js" type="text/javascript"></script> | ||
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# Datasets | ||
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<div class="sourceClojure"> | ||
```clojure | ||
(ns intro.datasets | ||
(:require [scicloj.noj.v1.datasets :as datasets])) | ||
``` | ||
</div> | ||
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<div class="sourceClojure"> | ||
```clojure | ||
datasets/iris | ||
``` | ||
</div> | ||
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_unnamed [150 5]: | ||
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| :sepal-length | :sepal-width | :petal-length | :petal-width | :species | | ||
|--------------:|-------------:|--------------:|-------------:|-----------| | ||
| 5.1 | 3.5 | 1.4 | 0.2 | setosa | | ||
| 4.9 | 3.0 | 1.4 | 0.2 | setosa | | ||
| 4.7 | 3.2 | 1.3 | 0.2 | setosa | | ||
| 4.6 | 3.1 | 1.5 | 0.2 | setosa | | ||
| 5.0 | 3.6 | 1.4 | 0.2 | setosa | | ||
| 5.4 | 3.9 | 1.7 | 0.4 | setosa | | ||
| 4.6 | 3.4 | 1.4 | 0.3 | setosa | | ||
| 5.0 | 3.4 | 1.5 | 0.2 | setosa | | ||
| 4.4 | 2.9 | 1.4 | 0.2 | setosa | | ||
| 4.9 | 3.1 | 1.5 | 0.1 | setosa | | ||
| ... | ... | ... | ... | ... | | ||
| 6.9 | 3.1 | 5.4 | 2.1 | virginica | | ||
| 6.7 | 3.1 | 5.6 | 2.4 | virginica | | ||
| 6.9 | 3.1 | 5.1 | 2.3 | virginica | | ||
| 5.8 | 2.7 | 5.1 | 1.9 | virginica | | ||
| 6.8 | 3.2 | 5.9 | 2.3 | virginica | | ||
| 6.7 | 3.3 | 5.7 | 2.5 | virginica | | ||
| 6.7 | 3.0 | 5.2 | 2.3 | virginica | | ||
| 6.3 | 2.5 | 5.0 | 1.9 | virginica | | ||
| 6.5 | 3.0 | 5.2 | 2.0 | virginica | | ||
| 6.2 | 3.4 | 5.4 | 2.3 | virginica | | ||
| 5.9 | 3.0 | 5.1 | 1.8 | virginica | | ||
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<div class="sourceClojure"> | ||
```clojure | ||
datasets/mtcars | ||
``` | ||
</div> | ||
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_unnamed [32 12]: | ||
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| :name | :mpg | :cyl | :disp | :hp | :drat | :wt | :qsec | :vs | :am | :gear | :carb | | ||
|-------------------|-----:|-----:|------:|----:|------:|------:|------:|----:|----:|------:|------:| | ||
| Mazda RX4 | 21.0 | 6 | 160.0 | 110 | 3.90 | 2.620 | 16.46 | 0 | 1 | 4 | 4 | | ||
| Mazda RX4 Wag | 21.0 | 6 | 160.0 | 110 | 3.90 | 2.875 | 17.02 | 0 | 1 | 4 | 4 | | ||
| Datsun 710 | 22.8 | 4 | 108.0 | 93 | 3.85 | 2.320 | 18.61 | 1 | 1 | 4 | 1 | | ||
| Hornet 4 Drive | 21.4 | 6 | 258.0 | 110 | 3.08 | 3.215 | 19.44 | 1 | 0 | 3 | 1 | | ||
| Hornet Sportabout | 18.7 | 8 | 360.0 | 175 | 3.15 | 3.440 | 17.02 | 0 | 0 | 3 | 2 | | ||
| Valiant | 18.1 | 6 | 225.0 | 105 | 2.76 | 3.460 | 20.22 | 1 | 0 | 3 | 1 | | ||
| Duster 360 | 14.3 | 8 | 360.0 | 245 | 3.21 | 3.570 | 15.84 | 0 | 0 | 3 | 4 | | ||
| Merc 240D | 24.4 | 4 | 146.7 | 62 | 3.69 | 3.190 | 20.00 | 1 | 0 | 4 | 2 | | ||
| Merc 230 | 22.8 | 4 | 140.8 | 95 | 3.92 | 3.150 | 22.90 | 1 | 0 | 4 | 2 | | ||
| Merc 280 | 19.2 | 6 | 167.6 | 123 | 3.92 | 3.440 | 18.30 | 1 | 0 | 4 | 4 | | ||
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ||
| Dodge Challenger | 15.5 | 8 | 318.0 | 150 | 2.76 | 3.520 | 16.87 | 0 | 0 | 3 | 2 | | ||
| AMC Javelin | 15.2 | 8 | 304.0 | 150 | 3.15 | 3.435 | 17.30 | 0 | 0 | 3 | 2 | | ||
| Camaro Z28 | 13.3 | 8 | 350.0 | 245 | 3.73 | 3.840 | 15.41 | 0 | 0 | 3 | 4 | | ||
| Pontiac Firebird | 19.2 | 8 | 400.0 | 175 | 3.08 | 3.845 | 17.05 | 0 | 0 | 3 | 2 | | ||
| Fiat X1-9 | 27.3 | 4 | 79.0 | 66 | 4.08 | 1.935 | 18.90 | 1 | 1 | 4 | 1 | | ||
| Porsche 914-2 | 26.0 | 4 | 120.3 | 91 | 4.43 | 2.140 | 16.70 | 0 | 1 | 5 | 2 | | ||
| Lotus Europa | 30.4 | 4 | 95.1 | 113 | 3.77 | 1.513 | 16.90 | 1 | 1 | 5 | 2 | | ||
| Ford Pantera L | 15.8 | 8 | 351.0 | 264 | 4.22 | 3.170 | 14.50 | 0 | 1 | 5 | 4 | | ||
| Ferrari Dino | 19.7 | 6 | 145.0 | 175 | 3.62 | 2.770 | 15.50 | 0 | 1 | 5 | 6 | | ||
| Maserati Bora | 15.0 | 8 | 301.0 | 335 | 3.54 | 3.570 | 14.60 | 0 | 1 | 5 | 8 | | ||
| Volvo 142E | 21.4 | 4 | 121.0 | 109 | 4.11 | 2.780 | 18.60 | 1 | 1 | 4 | 2 | | ||
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<div class="sourceClojure"> | ||
```clojure | ||
datasets/diamonds | ||
``` | ||
</div> | ||
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_unnamed [53940 10]: | ||
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| :carat | :cut | :color | :clarity | :depth | :table | :price | :x | :y | :z | | ||
|-------:|-----------|--------|----------|-------:|-------:|-------:|-----:|-----:|-----:| | ||
| 0.23 | Ideal | E | SI2 | 61.5 | 55.0 | 326 | 3.95 | 3.98 | 2.43 | | ||
| 0.21 | Premium | E | SI1 | 59.8 | 61.0 | 326 | 3.89 | 3.84 | 2.31 | | ||
| 0.23 | Good | E | VS1 | 56.9 | 65.0 | 327 | 4.05 | 4.07 | 2.31 | | ||
| 0.29 | Premium | I | VS2 | 62.4 | 58.0 | 334 | 4.20 | 4.23 | 2.63 | | ||
| 0.31 | Good | J | SI2 | 63.3 | 58.0 | 335 | 4.34 | 4.35 | 2.75 | | ||
| 0.24 | Very Good | J | VVS2 | 62.8 | 57.0 | 336 | 3.94 | 3.96 | 2.48 | | ||
| 0.24 | Very Good | I | VVS1 | 62.3 | 57.0 | 336 | 3.95 | 3.98 | 2.47 | | ||
| 0.26 | Very Good | H | SI1 | 61.9 | 55.0 | 337 | 4.07 | 4.11 | 2.53 | | ||
| 0.22 | Fair | E | VS2 | 65.1 | 61.0 | 337 | 3.87 | 3.78 | 2.49 | | ||
| 0.23 | Very Good | H | VS1 | 59.4 | 61.0 | 338 | 4.00 | 4.05 | 2.39 | | ||
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ||
| 0.71 | Ideal | G | VS1 | 61.4 | 56.0 | 2756 | 5.76 | 5.73 | 3.53 | | ||
| 0.71 | Premium | E | SI1 | 60.5 | 55.0 | 2756 | 5.79 | 5.74 | 3.49 | | ||
| 0.71 | Premium | F | SI1 | 59.8 | 62.0 | 2756 | 5.74 | 5.73 | 3.43 | | ||
| 0.70 | Very Good | E | VS2 | 60.5 | 59.0 | 2757 | 5.71 | 5.76 | 3.47 | | ||
| 0.70 | Very Good | E | VS2 | 61.2 | 59.0 | 2757 | 5.69 | 5.72 | 3.49 | | ||
| 0.72 | Premium | D | SI1 | 62.7 | 59.0 | 2757 | 5.69 | 5.73 | 3.58 | | ||
| 0.72 | Ideal | D | SI1 | 60.8 | 57.0 | 2757 | 5.75 | 5.76 | 3.50 | | ||
| 0.72 | Good | D | SI1 | 63.1 | 55.0 | 2757 | 5.69 | 5.75 | 3.61 | | ||
| 0.70 | Very Good | D | SI1 | 62.8 | 60.0 | 2757 | 5.66 | 5.68 | 3.56 | | ||
| 0.86 | Premium | H | SI2 | 61.0 | 58.0 | 2757 | 6.15 | 6.12 | 3.74 | | ||
| 0.75 | Ideal | D | SI2 | 62.2 | 55.0 | 2757 | 5.83 | 5.87 | 3.64 | | ||
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<div style="background-color:grey;height:2px;width:100%;"></div> | ||
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<div><pre><small><small>source: <a href="https://github.com/scicloj/clay/blob/main/notebooks/intro/datasets.clj">notebooks/intro/datasets.clj</a></small></small></pre></div> |
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