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#Pandas

4 posts4 participants1 post today
KaiXinI don't get <a href="https://snac.bsd.cafe?t=python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Python</a> package dependencies. I have two <a href="https://snac.bsd.cafe?t=conda" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#conda</a> envs with exactly python versions, packages all from <a href="https://snac.bsd.cafe?t=pip" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#pip</a> with major overlaps. Tried install another package in env A, after downgrading several packages including <a href="https://snac.bsd.cafe?t=pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#pandas</a> all went well. But when I try loading the newly installed package in REPL cmd, an error occurred complaining about pandas version. I removed the package, deactivate env A and activate env B, install same package in env B, same downgrade happened with pandas while this time all packages loaded without any issue. And this is not the first time I see this. Before this I use conda/mamba to manage packages and I switched to pip for package management hoping this won't happen anymore.<br>
Reuven M. Lerner<p>Every Wednesday, Bamboo Weekly (<a href="https://BambooWeekly.com" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="">BambooWeekly.com</span><span class="invisible"></span></a>) poses data-analysis questions based on current events.</p><p>But what if you want to practice a particular <a href="https://fosstodon.org/tags/Pandas" class="mention hashtag" rel="tag">#<span>Pandas</span></a> skill, such as multi-indexes, regular expressions, PyArrow, or pivot tables?</p><p>Good news: Our new &quot;tags&quot; page, at <a href="https://BambooWeekly.com/tags/" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="">BambooWeekly.com/tags/</span><span class="invisible"></span></a> , lists dozens of topics you might want to learn or practice -- with links to all relevant articles.</p><p>Check it out, and level up your Pandas skills today!</p>
simpleSolution<p>OPEN SOURCE 🚀 </p><p>The Problem❔ </p><p>There have been many instances where I needed to compare two dataframes and analyze their differences. To address this need, I created a fast Python library called "data_fingerprint" that does exactly that.</p><p>Check it out and let me know what you think! 🕵‍♂️ <br><a href="https://github.com/SimpleSimpler/data_fingerprint" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/SimpleSimpler/data_</span><span class="invisible">fingerprint</span></a></p><p><a href="https://mastodon.social/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>datascience</span></a> <a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> <a href="https://mastodon.social/tags/dataanalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataanalytics</span></a> <a href="https://mastodon.social/tags/dataengineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataengineering</span></a> <a href="https://mastodon.social/tags/dataframe" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataframe</span></a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a></p>
CAPETOX<p>Los pandas tienen que ser los animales más felices... se entretienen muy fácilmente.<br>😍🤩🥰🐼🐼<br><a href="https://mastodon.social/tags/Nature" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Nature</span></a> <a href="https://mastodon.social/tags/Naturaleza" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Naturaleza</span></a> <a href="https://mastodon.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pandas</span></a></p>
gdmcbain<p>Parsing CSV with units in the header · Issue #166 · hgrecco/pint-pandas</p><p><a href="https://github.com/hgrecco/pint-pandas/issues/166" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/hgrecco/pint-pandas</span><span class="invisible">/issues/166</span></a></p><p>Now we can read a <a href="https://fosstodon.org/tags/csv" class="mention hashtag" rel="tag">#<span>csv</span></a> file with a header like `time / s,mass / g` into <a href="https://fosstodon.org/tags/pandas" class="mention hashtag" rel="tag">#<span>pandas</span></a> and call `.pint.quantify()` to get a <a href="https://fosstodon.org/tags/dataframe" class="mention hashtag" rel="tag">#<span>dataframe</span></a> in which the columns have <a href="https://fosstodon.org/tags/units" class="mention hashtag" rel="tag">#<span>units</span></a> as in <a href="https://fosstodon.org/tags/Pints" class="mention hashtag" rel="tag">#<span>Pints</span></a> !</p><p>Handy for CSV restricted to single-row headers, as in Confluence Databases and Microsoft Lists.</p>
Habr<p>Как нам удалось упростить жизнь инженера-сметчика и сократить время на разработку сметы в 20 раз</p><p>Если вы инженер-сметчик, то наверняка знаете, что такое ежедневная работа с огромными таблицами и бесконечными спецификациями. Кто-то, возможно, уже смирился с монотонностью, а кто-то разработал свои лайфхаки для ускорения обработки данных. Но сегодня расскажем о новом подходе, который помог нам упростить процесс составления сметы на монтаж системы вентиляции. С чего все начиналось: с типичного дня сметчика Однажды мне поставили задачу — подготовить сметы для нового объекта, включая раздел вентиляции. Как многие сметчики знают, вентиляция — это один из самых трудоемких разделов.</p><p><a href="https://habr.com/ru/articles/896046/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">habr.com/ru/articles/896046/</span><span class="invisible"></span></a></p><p><a href="https://zhub.link/tags/process_tasks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>process_tasks</span></a> <a href="https://zhub.link/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> <a href="https://zhub.link/tags/asyncio" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>asyncio</span></a> <a href="https://zhub.link/tags/math" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>math</span></a></p>
Fish in the Percolator<p>This week&#39;s achievement unlocked 🎉 reporting a bug for a widely used tool that was both simple and unknown before... </p><p>Now the even more useful part - actually submitting fix? <a href="https://fosstodon.org/tags/Pandas" class="mention hashtag" rel="tag">#<span>Pandas</span></a> :python: </p><p><a href="https://github.com/pandas-dev/pandas/issues/61188" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/pandas-dev/pandas/i</span><span class="invisible">ssues/61188</span></a></p>
JRelland :linux: :flower:<p><span class="h-card" translate="no"><a href="https://mastodon.social/@pythonhub" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>pythonhub</span></a></span> <br><span class="h-card" translate="no"><a href="https://fosstodon.org/@pandas_dev" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>pandas_dev</span></a></span> <br><a href="https://framapiaf.org/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> </p><p>Hello, I am looking for a way to identify a commune/city from a geolocation point (lat. - long.)</p><p> Does a library exist?</p><p>How to do that?</p><p>This request is not to find a commune/city from an address. </p><p>For instance, my search is from points in the middle of fields and in a forest...<br>And when I don't have an address :).</p><p>Thank you for your time.<br> <br>----</p><p>Je cherche un moyen de retourner le nom d'une commune à partir de la géolocalisation d'in point.</p><p>Merci.</p>
Tatu Leppämäki<p>Thank you to <a href="https://mstdn.social/tags/Kone" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kone</span></a> &amp; Mai and Tor Nessling Foundations for supporting this work. A quantitative work like this would not be possible without a robust suite of FOSS tools. My thanks to the maintainers of <a href="https://mstdn.social/tags/QGIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>QGIS</span></a>, <a href="https://mstdn.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a>, <a href="https://mstdn.social/tags/geopandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geopandas</span></a>, <a href="https://mstdn.social/tags/duckdb" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>duckdb</span></a>, <a href="https://mstdn.social/tags/dask" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dask</span></a>, <a href="https://mstdn.social/tags/statsmodels" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>statsmodels</span></a>, <a href="https://mstdn.social/tags/jupyter" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>jupyter</span></a> and many more!</p>
Habr<p>Экономия RAM с pandas.read_sql</p><p>Как экономить до 90% оперативной памяти при загрузке pandas DataFrame из базы данных? Сравним различные способы выгрузки данных и найдем метод для снижения потребления оперативной памяти.</p><p><a href="https://habr.com/ru/articles/895330/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">habr.com/ru/articles/895330/</span><span class="invisible"></span></a></p><p><a href="https://zhub.link/tags/%D0%BE%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%BF%D0%B0%D0%BC%D1%8F%D1%82%D0%B8" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>оптимизация_памяти</span></a> <a href="https://zhub.link/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> <a href="https://zhub.link/tags/sql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>sql</span></a></p>
TerpieCat<p>Miss Chris-Anne. <a href="https://ohai.social/tags/TongueOutTuesday" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TongueOutTuesday</span></a> <a href="https://ohai.social/tags/RedPandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RedPandas</span></a> <a href="https://ohai.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pandas</span></a> <a href="https://ohai.social/tags/DCPandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DCPandas</span></a> <a href="https://ohai.social/tags/NationalZoo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NationalZoo</span></a></p>
Paul Houle<p>🐼 Evaluating Past Range Shifts and Niche Dynamics of Giant Pandas Since the Last Interglacial</p><p><a href="https://www.mdpi.com/2076-2615/15/6/801" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">mdpi.com/2076-2615/15/6/801</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> <a href="https://mastodon.social/tags/animals" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>animals</span></a> <a href="https://mastodon.social/tags/ecology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ecology</span></a></p>
Dragofix<p>Urgent: Pandas Must Not Go to Crumbling San Francisco Zoo <a href="https://www.idausa.org/campaign/wild-animals-and-habitats/latest-news/urgent-pandas-must-not-go-to-crumbling-san-francisco-zoo/?utm_source=Mastodon" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">idausa.org/campaign/wild-anima</span><span class="invisible">ls-and-habitats/latest-news/urgent-pandas-must-not-go-to-crumbling-san-francisco-zoo/?utm_source=Mastodon</span></a></p><p><a href="https://veganism.social/tags/AnimalRights" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AnimalRights</span></a> <a href="https://veganism.social/tags/panda" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>panda</span></a> <a href="https://veganism.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a></p>
Technology Tales<p>Transform your tedious data cleaning tasks with automated pipelines in Python using pandas! Reduce time spent on repetitive processes and enhance data quality by leveraging structured workflows, validation, and monitoring. Build reusable functions and pipelines to create a more efficient data cleaning system. <a href="https://mstdn.social/tags/DataCleaning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataCleaning</span></a> <a href="https://mstdn.social/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> <a href="https://mstdn.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pandas</span></a> <a href="https://mstdn.social/tags/Automation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Automation</span></a> <a href="https://mstdn.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://www.kdnuggets.com/creating-automated-data-cleaning-pipelines-using-python-and-pandas" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">kdnuggets.com/creating-automat</span><span class="invisible">ed-data-cleaning-pipelines-using-python-and-pandas</span></a></p>
PyCharm Blog<p>Polars vs. pandas – Python のデータフレームライブラリを徹底比較<br><a href="https://techhub.social/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> <a href="https://techhub.social/tags/Pycharm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pycharm</span></a> <a href="https://techhub.social/tags/Datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Datascience</span></a> <a href="https://techhub.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pandas</span></a> <a href="https://techhub.social/tags/Polars" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Polars</span></a></p><p><a href="https://blog.jetbrains.com/pycharm/2025/02/polars-vs-pandas" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">blog.jetbrains.com/pycharm/202</span><span class="invisible">5/02/polars-vs-pandas</span></a></p>
Ciarán Fahey<p>Photos of Berlin's two panda cubs taking their first walk outside today </p><p>(AP) <a href="https://berlin.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pandas</span></a> <a href="https://berlin.social/tags/BerlinZoo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BerlinZoo</span></a> 🐼</p><p><a href="https://apnews.com/article/twin-panda-cubs-berlin-zoo-photos-germany-91c8e7875b07aa2a4e29ff1b2a940f7e" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">apnews.com/article/twin-panda-</span><span class="invisible">cubs-berlin-zoo-photos-germany-91c8e7875b07aa2a4e29ff1b2a940f7e</span></a></p>
samama<p>❓Who's in the Woods?<br><a href="https://mastodon.social/tags/minecraft" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraft</span></a> <a href="https://mastodon.social/tags/minecraftmemes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraftmemes</span></a> <a href="https://mastodon.social/tags/minecraftmeme" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraftmeme</span></a> <a href="https://mastodon.social/tags/gaming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gaming</span></a> <a href="https://mastodon.social/tags/games" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>games</span></a> <a href="https://mastodon.social/tags/game" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>game</span></a> <a href="https://mastodon.social/tags/panda" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>panda</span></a> <a href="https://mastodon.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a><br><a href="https://www.youtube.com/watch?v=2iSKFKAXj1c&amp;list=PLXLl7CnFMpTUfhXQKxVsOop9rPElYUlvf&amp;index=1" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/watch?v=2iSKFKAXj1</span><span class="invisible">c&amp;list=PLXLl7CnFMpTUfhXQKxVsOop9rPElYUlvf&amp;index=1</span></a></p>
v i r g o ! 💛<p>❓Who's in the Woods?<br><a href="https://mastodon.social/tags/minecraft" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraft</span></a> <a href="https://mastodon.social/tags/minecraftmemes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraftmemes</span></a> <a href="https://mastodon.social/tags/minecraftmeme" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>minecraftmeme</span></a> <a href="https://mastodon.social/tags/gaming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gaming</span></a> <a href="https://mastodon.social/tags/games" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>games</span></a> <a href="https://mastodon.social/tags/game" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>game</span></a> <a href="https://mastodon.social/tags/panda" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>panda</span></a> <a href="https://mastodon.social/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a><br><a href="https://www.youtube.com/watch?v=0YY58_4MpG4&amp;list=PLUAp37sz1QsCiAnwpJpsHgSH281eHmrKe&amp;index=1&amp;ab_channel=virgo%21%F0%9F%92%9B" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/watch?v=0YY58_4MpG</span><span class="invisible">4&amp;list=PLUAp37sz1QsCiAnwpJpsHgSH281eHmrKe&amp;index=1&amp;ab_channel=virgo%21%F0%9F%92%9B</span></a></p>
EuroSciPy<p>Working on core array computing libraries that power <a href="https://fosstodon.org/tags/scientificPython" class="mention hashtag" rel="tag">#<span>scientificPython</span></a>? <a href="https://fosstodon.org/tags/EuroSciPy2025" class="mention hashtag" rel="tag">#<span>EuroSciPy2025</span></a> wants your proposals on optimized array operations, vectorization techniques, and numerical foundations. Submit your groundbreaking work!</p><p><a href="https://pretalx.com/euroscipy-2025/cfp" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="">pretalx.com/euroscipy-2025/cfp</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/ScientificComputing" class="mention hashtag" rel="tag">#<span>ScientificComputing</span></a> <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="tag">#<span>Python</span></a> <a href="https://fosstodon.org/tags/EuroSciPy" class="mention hashtag" rel="tag">#<span>EuroSciPy</span></a> <a href="https://fosstodon.org/tags/numpy" class="mention hashtag" rel="tag">#<span>numpy</span></a> <a href="https://fosstodon.org/tags/scipy" class="mention hashtag" rel="tag">#<span>scipy</span></a> <a href="https://fosstodon.org/tags/pandas" class="mention hashtag" rel="tag">#<span>pandas</span></a> <a href="https://fosstodon.org/tags/polars" class="mention hashtag" rel="tag">#<span>polars</span></a></p>
Habr<p>Как мы искали должников при помощи Pandas</p><p>Петербургский Фонд капитального ремонта опубликовал документы, в которых указана задолженность за каждую квартиру в городе по итогам 2024 года. Мы изучили эти файлы, чтобы ответить на вопрос: где и почему хуже всего платят за ремонт в своём доме. Я занимаюсь анализом данных и дата-журналистикой в газете "Деловой Петербург". Расскажу о том, как объединяли информацию из множества локальных html-таблиц и приведу примеры кода на "Питоне".</p><p><a href="https://habr.com/ru/articles/891704/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">habr.com/ru/articles/891704/</span><span class="invisible"></span></a></p><p><a href="https://zhub.link/tags/pandas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>pandas</span></a> <a href="https://zhub.link/tags/%D1%83%D1%80%D0%B1%D0%B0%D0%BD%D0%B8%D1%81%D1%82%D0%B8%D0%BA%D0%B0" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>урбанистика</span></a> <a href="https://zhub.link/tags/%D0%BF%D0%B8%D1%82%D0%BE%D0%BD" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>питон</span></a> <a href="https://zhub.link/tags/%D0%BF%D0%B5%D1%82%D0%B5%D1%80%D0%B1%D1%83%D1%80%D0%B3" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>петербург</span></a> <a href="https://zhub.link/tags/%D0%B3%D0%BE%D1%80%D0%BE%D0%B4%D0%B0" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>города</span></a> <a href="https://zhub.link/tags/sql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>sql</span></a></p>