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11686
Abstract
class="hljs-keyword">import</span> chartify
<span class="hljs-meta">#Load example dataset from chartify</span>
<span class="hljs-class"><span class="hljs-keyword">data</span> = chartify.examples.example_data()</span>
<span class="hljs-class"><span class="hljs-keyword">data</span>.head()</span></pre></div><p id="3245"><b>Output</b></p><figure id="8bc3"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*3mayUybhbm3rynmT484ZEQ.png"><figcaption></figcaption></figure><p id="3e3c"><b>Projects Videos —</b></p><p id="861e"><b><i>All the <a href="https://readmedium.com/data-science-and-ml-projects-series-d9b07789368b?sk=4f1aaffd6d9dcf0255b7e02139d3dc71">projects</a>, <a href="https://readmedium.com/day-1-of-30-days-of-data-structures-and-algorithms-and-system-design-simplified-dsa-and-system-965e860ec677?sk=aa49bdbc46a72f600cb51774f0aea6b6">data structures</a>, <a href="https://readmedium.com/day-1-of-15-days-of-advanced-sql-series-a3676272dd5f?sk=991e8c82a9c378675080b83254ad13a2">SQL</a>, <a href="https://readmedium.com/day-1-of-30-days-of-data-structures-and-algorithms-and-system-design-simplified-dsa-and-system-965e860ec677?sk=aa49bdbc46a72f600cb51774f0aea6b6">algorithms</a>, <a href="https://readmedium.com/complete-system-design-series-part-1-45bf9c8654bc?sk=f72cc209adf149b0f0d887fc12acad25">system design</a>, <a href="https://readmedium.com/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129">Data Science and ML </a>, <a href="https://readmedium.com/day-1-of-30-days-of-data-analytics-with-projects-series-6c2f939ec865?sk=55671d964311268ae548dbdac902ebe5">Data Analytics</a>, <a href="https://readmedium.com/day-1-of-30-days-of-data-engineering-894822fcb128?sk=76ba558bfe2d9f85cbe741e505295531">Data Engineering</a>, , <a href="https://readmedium.com/data-science-and-ml-projects-series-d9b07789368b?sk=4f1aaffd6d9dcf0255b7e02139d3dc71&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Data Science and ML projects</a>, <a href="https://readmedium.com/implemented-data-engineering-projects-59a8c4190b28?sk=d08d3f406f1dddd6d8122c03ca4fef5d">Implemented Data Engineering Projects</a>, <a href="https://readmedium.com/implemented-deep-learning-projects-aa18d5551046?sk=ac0dacd3bce951bc2d63cf8fd30a6bde&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Deep Learning Projects</a>, <a href="https://readmedium.com/implemented-machine-learning-ops-projects-60b9414cd8c3?sk=6e1a5000842aafe7d39f5f5bb0df1544&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Machine Learning Ops Projects</a>, <a href="https://readmedium.com/implemented-time-series-analysis-and-forecasting-projects-3adea88b7fe8?sk=7c05f325b2a14a44c84c4832a91a7be9&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Time Series Analysis and Forecasting Projects</a>, <a href="https://readmedium.com/implemented-applied-machine-learning-projects-95294db9cd5?sk=a418f26d2b07b86cecbed625b5570ce8&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Applied Machine Learning Projects</a>, <a href="https://readmedium.com/implemented-tensorflow-and-keras-projects-adbaed77d572?sk=dab9d9584be3eb7a63125b871515e0e4&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Tensorflow and Keras Projects</a>, <a href="https://readmedium.com/implemented-pytorch-projects-f434f6faed4d?sk=baaae01f83ed39a9517d8ad58d8d9606&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented PyTorch Projects</a>, <a href="https://readmedium.com/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Scikit Learn Projects</a>, <a href="https://readmedium.com/implemented-big-data-projects-9973d14131ca?sk=f41dfc9c96be347127ab78ac998e06ee">Implemented Big Data Projects</a>, <a href="https://readmedium.com/implemented-cloud-machine-learning-projects-b5a34d1d7f8?sk=6fa9d02dde908aa397dcaeb02cf754b4">Implemented Cloud Machine Learning Projects</a>, <a href="https://readmedium.com/implemented-neural-networks-projects-d25a6476d72b?sk=022a810763e8e8366974c066fa9c1c85">Implemented Neural Networks Projects</a>, <a href="https://readmedium.com/implemented-opencv-projects-7406d9b89032?sk=eea2d41edcb2da4a87830dfb7d702524">Implemented OpenCV Projects</a>,<a href="https://readmedium.com/complete-ml-research-papers-summarized-a69afd5bb9bf?sk=54dcfdc31cf7c959192ebf666ca24cdd">Complete ML Research Papers Summarized</a>, <a href="https://readmedium.com/data-analytics-projects-series-b6abc25e4815?sk=571e1a7e344560ab7aa01d7af7004824&utm_campaign=Become%20a%20Tech%20Samurai&utm_medium=email&utm_source=Revue%20newsletter">Implemented Data Analytics projects</a></i></b>,<b><i> <a href="https://readmedium.com/implemented-data-visualization-projects-9576431db13d?sk=280a40c65eced3fd9febd11a40d68bf0">Implemented Data Visualization Projects</a>, <a href="https://readmedium.com/implemented-data-mining-projects-b448780b5869?sk=a41f09a7fe9c71566977dfd47ed76e9f">Implemented Data Mining Projects</a>, <a href="https://readmedium.com/implemented-natural-leaning-processing-projects-f5efa8c4cb31?sk=597f814c51b392abd8b2a9e28c1eebb5">Implemented Natural Leaning Processing Projects</a>, <a href="https://readmedium.com/day-1-of-30-days-of-machine-learning-ops-7c299e4b09be?sk=4ab48350a5c359fc157109e48b1d738f">MLOps </a>and <a href="https://readmedium.com/day-1-of-60-days-of-deep-learning-with-projects-series-4a5caa305cf6?sk=89f3d43dd450035546bf3a8cf85bb125">Deep Learning</a>, <a href="https://readmedium.com/60-days-of-applied-machine-learning-with-projects-series-cd975641da0a?sk=09cf1f30e912774cba6501c8bac5edde">Applied Machine Learning with Projects Series</a>, <a href="https://readmedium.com/30-days-of-pytorch-with-projects-series-737941e5aa4f?sk=d0ead140034be9f1fff27d059b525221">PyTorch with Projects Series</a>, <a href="https://readmedium.com/30-days-of-tensorflow-and-keras-with-projects-series-f52e0815d696?sk=945bb73c32bc967b7e056f894fab7626">Tensorflow and Keras with Projects Series</a>, <a href="https://readmedium.com/day-1-of-30-days-of-scikit-learn-series-with-projects-76341935e5fd?sk=44a6845c53109c2482c368bdb7924e46">Scikit Learn Series with Projects</a>, <a href="https://readmedium.com/day-1-of-15-days-of-time-series-analysis-and-forecasting-with-projects-series-5ba3b6cf7528?sk=7a5826927d95b8fd22deae9ee53bc54d">Time Series Analysis and Forecasting with Projects Series</a>, <a href="https://readmedium.com/day-1-of-ml-system-design-case-studies-series-ml-system-design-basics-dbf7765b3c0c?sk=9ce5aee0a8b5208be05ac5284872e91b">ML System Design Case Studies Series</a> videos will be published on our youtube channel ( just launched).</i></b></p><p id="4b19"><b><i>Subscribe today!</i></b></p><div id="1520" class="link-block">
<a href="https://www.youtube.com/@ignito5917/about">
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<h2>Ignito</h2>
<div><h3>Excited to share that we have launched our Youtube channel — Ignito to cover all the projects and coding exercise for …</h3></div>
<div><p>www.youtube.com</p></div>
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</div><p id="6a0f"><b>Code</b></p><div id="61cc"><pre>bar_data = (<span class="hljs-name">data</span>.groupby('country')[['quantity']].sum()
.reset_index()
)
bar_data</pre></div><p id="0614"><b>Output</b></p><figure id="b3a6"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*lHNrfTdf89He6fy1finb8g.png"><figcaption></figcaption></figure><p id="3ac8"><b>Code</b></p><div id="aae4"><pre>grouped_bar_data = (data<span class="hljs-selector-class">.groupby</span>(<span class="hljs-selector-attr">[<span class="hljs-string">'country'</span>, <span class="hljs-string">'fruit'</span>]</span>)<span class="hljs-selector-attr">[[<span class="hljs-string">'quantity'</span>]</span>]<span class="hljs-selector-class">.sum</span>()<span class="hljs-selector-class">.reset_index</span>()
)
grouped_bar_data
ch = chartify<span class="hljs-selector-class">.Chart</span>(x_axis_type=<span class="hljs-string">'categorical'</span>,
blank_labels=True)
ch<span class="hljs-selector-class">.style</span><span class="hljs-selector-class">.set_color_palette</span>(<span class="hljs-string">'categorical'</span>, <span class="hljs-string">'Dark2'</span>)
ch<span class="hljs-selector-class">.plot</span><span class="hljs-selector-class">.bar</span>(data_frame=grouped_bar_data,
categorical_columns=<span class="hljs-selector-attr">[<span class="hljs-string">'fruit'</span>, <span class="hljs-string">'country'</span>]</span>,
numeric_column=<span class="hljs-string">'quantity'</span>,
color_column=<span class="hljs-string">'fruit'</span>)
ch<span class="hljs-selector-class">.show</span>()</pre></div><p id="0ac8"><b>Output</b></p><figure id="6cf9"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*Nx4GHjtAv5DKB2jSK-cv2Q.png"><figcaption></figcaption></figure><p id="213a"><b>Code</b></p><div id="a2c1"><pre>layout_options = [<span class="hljs-string">'slide_100%'</span>, <span class="hljs-string">'slide_75%'</span>, <span class="hljs-string">'slide_50%'</span>, <span class="hljs-string">'slide_25%'</span>]
<span class="hljs-keyword">for</span> option <span class="hljs-keyword">in</span> layout_options:
ch = chartify.Chart(<span class="hljs-attribute">layout</span>=option, <span class="hljs-attribute">blank_labels</span>=<span class="hljs-literal">True</span>, <span class="hljs-attribute">x_axis_type</span>=<span class="hljs-string">'categorical'</span>)
ch.set_title(<span class="hljs-string">'Layout: {}'</span>.format(option))
ch.plot.bar(<span class="hljs-attribute">data_frame</span>=grouped_bar_data,
categorical_columns=[<span class="hljs-string">'fruit'</span>, <span class="hljs-string">'country'</span>],
<span class="hljs-attribute">numeric_column</span>=<span class="hljs-string">'quantity'</span>,
<span class="hljs-attribute">color_column</span>=<span class="hljs-string">'fruit'</span>)</pre></div><div id="d2cc"><pre>ch.<span class="hljs-keyword">show</span>()</pre></div><p id="fc1c"><b>Output</b></p><figure id="d2e1"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*QjUirg-SR7EonS77VDMVjA.png"><figcaption></figcaption></figure><figure id="8983"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*eKhjoeSX4pN4hThY8nxbyw.png"><figcaption></figcaption></figure><figure id="fb5a"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*8xYtgqMjiXIGv8N12nkh5Q.png"><figcaption></figcaption></figure><figure id="70e4"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*4odStC01OMyT2OHWaGyPMA.png"><figcaption></figcaption></figure><p id="6fe1"><b>Code</b></p><div id="8913"><pre>ch<span class="hljs-selector-class">.figure</span><span class="hljs-selector-class">.xaxis</span><span class="hljs-selector-class">.axis_label_text_color</span>
Options
= <span class="hljs-string">'red'</span>
ch<span class="hljs-selector-class">.figure</span><span class="hljs-selector-class">.height</span> = <span class="hljs-number">500</span>
ch<span class="hljs-selector-class">.axes</span><span class="hljs-selector-class">.set_xaxis_label</span>(<span class="hljs-string">'X-axis label'</span>)
ch<span class="hljs-selector-class">.show</span>()</pre></div><p id="b06b"><b>Output</b></p><figure id="b0da"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*ErpTIIrQXj1IzmUx9-K32w.png"><figcaption></figcaption></figure><p id="fda6"><b>Implementation Screenshot</b></p><figure id="c283"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*TPlun6u5TGL02XhWsFtfuA.png"><figcaption>Chartify Example implementation</figcaption></figure><figure id="2be3"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*HmnnXqfc02zSZ62DghlWXw.png"><figcaption>Chartify Example implementation</figcaption></figure><h1 id="0619">4. Faker</h1><p id="ea76">Faker is a Python library that generates fake data for you. Whether you need to bootstrap your database, create good-looking XML documents, or anonymize data taken from a production service, Faker is just perfect for you.</p><p id="b18f"><b>Installation</b></p><div id="b703"><pre>pip <span class="hljs-keyword">install</span> Faker</pre></div><p id="820f"><b>Code</b></p><div id="4c1d"><pre><span class="hljs-comment">#Import faker library</span>
<span class="hljs-keyword">from</span> faker <span class="hljs-keyword">import</span> Faker</pre></div><div id="9f26"><pre><span class="hljs-comment"># Generating fake email</span>
fake = Faker()
<span class="hljs-built_in">print</span> (fake.email())
<span class="hljs-built_in">print</span>(fake.country())
<span class="hljs-comment"># Generating fake name</span>
<span class="hljs-built_in">print</span>(fake.name())
<span class="hljs-comment"># Generating fake text</span>
<span class="hljs-built_in">print</span>(fake.text())
<span class="hljs-comment"># Generating fake url</span>
<span class="hljs-built_in">print</span>(fake.url())
<span class="hljs-comment"># Generating fake profile</span>
<span class="hljs-built_in">print</span>(fake.profile())
<span class="hljs-comment"># Generating random number</span>
<span class="hljs-built_in">print</span>(fake.random_number())</pre></div><p id="441d"><b>Output</b></p><div id="ec81"><pre>[email protected]
Saint Vincent and the Grenadines
Gilbert Carr
Voluptates eos minus illo ad. Ad consequatur maxime doloribus tempora. Hic quae minus placeat rerum perspiciatis. Iusto at reprehenderit animi id aperiam.
http:<span class="hljs-comment">//www.shah.com/</span>
{'job': 'Musician', 'company': 'Smith-Vang', 'ssn': '472-36-<span class="hljs-number">5899</span>', 'residence': '<span class="hljs-number">0252</span> Sierra Island Suite 754\nSharonfort, OR <span class="hljs-number">9411</span>9-<span class="hljs-number">4839</span>', 'current_location': (Decimal('86.<span class="hljs-number">231100</span>5'), Decimal('136.<span class="hljs-number">358187</span>')), 'blood_group': 'A+', 'website': ['http://cox.com/', 'https://www.alexander.org/', 'https://www.savage-bradley.com/'], 'username': 'holly15', 'name': 'Dustin Cook', 'sex': 'M', 'address': '485 Cynthia Wall\nWhiteton, MO <span class="hljs-number">7556</span>1', 'mail': '[email protected]', 'birthdate': '<span class="hljs-number">1999-05-08</span>'}
<span class="hljs-number">58</span></pre></div><p id="e2f7"><b>Code</b></p><div id="cd6e"><pre>for _ in <span class="hljs-built_in">range</span>(<span class="hljs-number">10</span>):
<span class="hljs-built_in">print</span>(fake.<span class="hljs-built_in">name</span>())</pre></div><p id="64a4"><b>Output</b></p><div id="c606"><pre>Regina Deleon
Teresa Robertson
Rodney Hodges
Chad Smith
Peter Gomez
<span class="hljs-keyword">John </span>Carter
Kevin <span class="hljs-keyword">Blanchard
</span>Michael Esparza
Steven <span class="hljs-keyword">Bennett
</span>Robin Campbell</pre></div><p id="b91c"><b>Implementation Screenshot</b></p><figure id="a415"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*4WluMDpAkt8gQKN3UsJdeA.png"><figcaption>Faker example Implementation</figcaption></figure><p id="9b20"><b>References</b></p><div id="e3b9" class="link-block">
<a href="https://pypi.org/">
<div>
<div>
<h2>PyPI · The Python Package Index</h2>
<div><h3>The Python Package Index (PyPI) is a repository of software for the Python programming language. PyPI helps you find…</h3></div>
<div><p>pypi.org</p></div>
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<div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*bIoO61CHGKRdAvUt)"></div>
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</div><h1 id="04b5">Thanks for Reading. Keep Learning :)</h1><h1 id="e3f1">Want to read programmers humor?</h1><div id="fd28" class="link-block">
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<div><p>medium.com</p></div>
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<h2>Advanced Python Made Easy — Part 1</h2>
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