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⚔️ Excel vs SQL vs Python — кто кого?

Разработал скрипт, выгрузил данные, открыл таблицу…
А дальше? Чем анализировать? Чем группировать? Где фильтровать?

Вот краткая шпаргалка, как одни и те же действия делаются в Excel, SQL и Python (pandas):
📥 Загрузка данных
🔎 Фильтры
🧮 Суммы, среднее, группировка
🧹 Очистка пропусков
🔗 Джойны
– 📊 Визуализация и экспорт

🐼 Python (pandas) — идеален для автоматизации, логики, гибкости;
💾 Excel — когда надо быстро вручную глянуть и свести;
🧱 SQL — база, если работаешь напрямую с таблицами БД.

⚡️ Каждый инструмент хорош под свою задачу. А вот кто умеет все три — тот в любой команде как швейцарский нож.

💾 Сохрани пост — как шпаргалку для собеса, апгрейда и чтобы не гуглить в следующий раз group by pandas.

#python #sql #cheatsheet #doc

[PYTHON:TODAY]
⚔️ Excel vs SQL vs Python — кто кого?

Разработал скрипт, выгрузил данные, открыл таблицу…
А дальше? Чем анализировать? Чем группировать? Где фильтровать?

Вот краткая шпаргалка, как одни и те же действия делаются в Excel, SQL и Python (pandas):
📥 Загрузка данных
🔎 Фильтры
🧮 Суммы, среднее, группировка
🧹 Очистка пропусков
🔗 Джойны
– 📊 Визуализация и экспорт

🐼 Python (pandas) — идеален для автоматизации, логики, гибкости;
💾 Excel — когда надо быстро вручную глянуть и свести;
🧱 SQL — база, если работаешь напрямую с таблицами БД.

⚡️ Каждый инструмент хорош под свою задачу. А вот кто умеет все три — тот в любой команде как швейцарский нож.

💾 Сохрани пост — как шпаргалку для собеса, апгрейда и чтобы не гуглить в следующий раз group by pandas.

#python #sql #cheatsheet #doc
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⚔️ Excel vs SQL vs Python — кто кого?

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