PyCharm против Spyder: лучший выбор для программирования на Python

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PyCharm vs Spyder: —Å—Ä–∞–≤–Ω–µ–Ω–∏–µ —Ñ—É–Ω–∫—Ü–∏–π

–¢–µ–∫—Å—Ç–æ–≤—ã–µ —Ä–µ–¥–∞–∫—Ç–æ—Ä—ã

PyCharm –∏ Spyder - —ç—Ç–æ –ø—Ä–æ–≥—Ä–∞–º–º—ã –¥–ª—è —Ä–∞—Å—à–∏—Ä–µ–Ω–Ω–æ–≥–æ —Ä–µ–¥–∞–∫—Ç–∏—Ä–æ–≤–∞–Ω–∏—è —Ç–µ–∫—Å—Ç–∞. –û–±–µ IDE –∏–º–µ—é—Ç –º–Ω–æ–∂–µ—Å—Ç–≤–æ –ø–æ–ª–µ–∑–Ω—ã—Ö —Ñ—É–Ω–∫—Ü–∏–π, —Ç–∞–∫–∏—Ö –∫–∞–∫ –∞–≤—Ç–æ–∑–∞–≤–µ—Ä—à–µ–Ω–∏–µ –∫–æ–¥–∞, –ø–æ–º–æ–≥–∞—é—â–µ–µ –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª—è–º –∞–≤—Ç–æ–º–∞—Ç–∏—á–µ—Å–∫–∏ –∑–∞–ø–æ–ª–Ω—è—Ç—å –∑–Ω–∞–∫–æ–º—ã–µ —Å—Ç—Ä–æ–∫–∏ –∫–æ–¥–∞. –¢–∞–∫–∂–µ –≤ –∫–∞–∂–¥–æ–π –ø—Ä–æ–≥—Ä–∞–º–º–µ –µ—Å—Ç—å –ø–æ–¥—Å–≤–µ—Ç–∫–∞ —Å–∏–Ω—Ç–∞–∫—Å–∏—Å–∞ –∏ –∞–Ω–∞–ª–∏–∑ —Å—Ç–∏–ª—è. –û–±–µ –ø—Ä–æ–≥—Ä–∞–º–º—ã —Ç–∞–∫–∂–µ –∏–º–µ—é—Ç —Ñ—É–Ω–∫—Ü–∏—é " –ø–µ—Ä–µ–π—Ç–∏ –∫ –æ–ø—Ä–µ–¥–µ–ª–µ–Ω–∏—é " (Spyder) –∏–ª–∏ " –ø–µ—Ä–µ–π—Ç–∏ –∫ –æ–±—ä—è–≤–ª–µ–Ω–∏—é " (PyCharm), –∫–æ—Ç–æ—Ä—ã–π –ø–æ–º–æ–≥–∞–µ—Ç –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª—è–º –Ω–∞—Ö–æ–¥–∏—Ç—å –æ–ø—Ä–µ–¥–µ–ª–µ–Ω–∏—è –∫–æ–º–ø–æ–Ω–µ–Ω—Ç–æ–≤.

PyCharm –≤–∫–ª—é—á–∞–µ—Ç —Ñ—Ä–∞–≥–º–µ–Ω—Ç—ã –∫–æ–¥–∞ –∏ –Ω–∞—Å—Ç—Ä–∞–∏–≤–∞–µ–º—ã–µ –≥–æ—Ç–æ–≤—ã–µ —à–∞–±–ª–æ–Ω—ã. –í –Ω–µ–≥–æ –≤—Å—Ç—Ä–æ–µ–Ω –±—Ä–∞—É–∑–µ—Ä –ø—Ä–æ–µ–∫—Ç–æ–≤, –∫–æ—Ç–æ—Ä—ã–π —á–∞—Å—Ç–æ –Ω—É–∂–µ–Ω —Ä–∞–∑—Ä–∞–±–æ—Ç—á–∏–∫–∞–º. & Nbsp; –ë–æ–ª–µ–µ —Ç–æ–≥–æ, –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª–∏ –º–æ–≥—É—Ç –Ω–∞—Å—Ç—Ä–∞–∏–≤–∞—Ç—å –≤—Å–µ, –æ—Ç –ø–æ–¥—Å–≤–µ—Ç–∫–∏ —Å–∏–Ω—Ç–∞–∫—Å–∏—Å–∞ –¥–æ —Ç–µ–º. PyCharm —Ç–∞–∫–∂–µ –∏–º–µ–µ—Ç —Ñ—É–Ω–∫—Ü–∏—é –±–µ–∑–æ–ø–∞—Å–Ω–æ–≥–æ —Ä–µ—Ñ–∞–∫—Ç–æ—Ä–∏–Ω–≥–∞. Spyder, —Å –¥—Ä—É–≥–æ–π —Å—Ç–æ—Ä–æ–Ω—ã, –∏–º–µ–µ—Ç –ø—Ä–æ–≤–æ–¥–Ω–∏–∫ —Å—Ç—Ä—É–∫—Ç—É—Ä—ã, –∫–æ—Ç–æ—Ä—ã–π –ø—Ä–µ–¥—Å—Ç–∞–≤–ª—è–µ—Ç —Å–æ–±–æ–π –æ–±–æ–∑—Ä–µ–≤–∞—Ç–µ–ª—å —Ñ—É–Ω–∫—Ü–∏–π / –∫–ª–∞—Å—Å–æ–≤ / –º–µ—Ç–æ–¥–æ–≤. & Nbsp;

Spyder –ø–æ–∑–≤–æ–ª—è–µ—Ç —Ä–∞–∑—Ä–∞–±–æ—Ç—á–∏–∫–∞–º —Å–æ–∑–¥–∞–≤–∞—Ç—å —è—á–µ–π–∫–∏ –∫–æ–¥–∞. & Nbsp; –°–æ–≥–ª–∞—Å–Ω–æ –∫–æ–º–ø–∞–Ω–∏–∏, " –∫–æ–¥ —è—á–µ–π–∫–∞ " –≤ Spyder - —ç—Ç–æ —á–∞—Å—Ç—å —Å—Ç—Ä–æ–∫ (–æ–±—ã—á–Ω–æ –≤ —Å—Ü–µ–Ω–∞—Ä–∏–∏), –∫–æ—Ç–æ—Ä—ã–µ –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª–∏ –º–æ–≥—É—Ç –≤—ã–ø–æ–ª–Ω—è—Ç—å –æ–¥–Ω–æ–≤—Ä–µ–º–µ–Ω–Ω–æ. Spyder —Ç–∞–∫–∂–µ –ø–æ–¥–¥–µ—Ä–∂–∏–≤–∞–µ—Ç –≤–µ—Ä—Ç–∏–∫–∞–ª—å–Ω–æ–µ –∏ –≥–æ—Ä–∏–∑–æ–Ω—Ç–∞–ª—å–Ω–æ–µ —Ä–∞–∑–¥–µ–ª–µ–Ω–∏–µ.

81% —É—á–∞—Å—Ç–Ω–∏–∫–æ–≤ –∑–∞—è–≤–∏–ª–∏, —á—Ç–æ –æ–Ω–∏ –ø–æ—á—É–≤—Å—Ç–≤–æ–≤–∞–ª–∏ —Å–µ–±—è –±–æ–ª–µ–µ —É–≤–µ—Ä–µ–Ω–Ω—ã–º–∏ –≤ —Å–≤–æ–∏—Ö –ø–µ—Ä—Å–ø–µ–∫—Ç–∏–≤–∞—Ö —Ä–∞–±–æ—Ç—ã –≤ —Å—Ñ–µ—Ä–µ –≤—ã—Å–æ–∫–∏—Ö —Ç–µ—Ö–Ω–æ–ª–æ–≥–∏–π –ø–æ—Å–ª–µ –ø–æ—Å–µ—â–µ–Ω–∏—è —É—á–µ–±–Ω–æ–≥–æ –ª–∞–≥–µ—Ä—è. –ü—Ä–æ–π–¥–∏—Ç–µ —É—á–µ–±–Ω—ã–π –∫—É—Ä—Å —É–∂–µ —Å–µ–≥–æ–¥–Ω—è.

–°—Ä–µ–¥–Ω–∏–π –≤—ã–ø—É—Å–∫–Ω–∏–∫ —É—á–µ–±–Ω–æ–≥–æ –ª–∞–≥–µ—Ä—è –ø–æ—Ç—Ä–∞—Ç–∏–ª –º–µ–Ω–µ–µ —à–µ—Å—Ç–∏ –º–µ—Å—è—Ü–µ–≤ –Ω–∞ —Å–º–µ–Ω—É –∫–∞—Ä—å–µ—Ä—ã, –æ—Ç –Ω–∞—á–∞–ª–∞ —É—á–µ–±–Ω–æ–≥–æ –ª–∞–≥–µ—Ä—è –¥–æ –ø–æ–∏—Å–∫–∞ —Å–≤–æ–µ–π –ø–µ—Ä–≤–æ–π —Ä–∞–±–æ—Ç—ã.

–û–±–µ —Å—Ä–µ–¥—ã IDE –ø–æ–¥–¥–µ—Ä–∂–∏–≤–∞—é—Ç –Ω–µ—Å–∫–æ–ª—å–∫–æ –Ω–∞—É—á–Ω—ã—Ö –±–∏–±–ª–∏–æ—Ç–µ–∫. –∏ –∑–∞–≤–∏—Å–∏–º–æ—Å—Ç–∏, –≤ –ø–µ—Ä–≤—É—é –æ—á–µ—Ä–µ–¥—å —á–µ—Ä–µ–∑ Conda. –ë–∏–±–ª–∏–æ—Ç–µ–∫–∏, –ø–æ–¥–¥–µ—Ä–∂–∏–≤–∞–µ–º—ã–µ –æ–±–µ–∏–º–∏ –ø—Ä–æ–≥—Ä–∞–º–º–∞–º–∏, –≤–∫–ª—é—á–∞—é—Ç Matplotlib, NumPy, Jupyter Notebooks, –∞ R. Spyder –∏ Anaconda –∏–º–µ—é—Ç –æ–±—â–∏–µ —Å—Ç–∞–Ω–¥–∞—Ä—Ç–Ω—ã–µ –±–∏–±–ª–∏–æ—Ç–µ–∫–∏, –Ω–æ –≤—ã –º–æ–∂–µ—Ç–µ –∑–∞–≥—Ä—É–∑–∏—Ç—å –±–æ–ª–µ–µ 1500 –ø–∞–∫–µ—Ç–æ–≤ Python –∏–ª–∏ R.

–í —Ç–æ –∂–µ –≤—Ä–µ–º—è, PyCharm –∏–º–µ–µ—Ç –∏–Ω—Ç–µ–≥—Ä–∞—Ü–∏—é —Å Conda, –∫–æ—Ç–æ—Ä–∞—è –ø–æ–∑–≤–æ–ª—è–µ—Ç –≤–∞–º —Ä–∞–∑–¥–µ–ª—è—Ç—å –∑–∞–≤–∏—Å–∏–º–æ—Å—Ç–∏ –ø–æ –ø—Ä–æ–µ–∫—Ç–∞–º. PyCharm –ø—Ä–µ–¥–ª–∞–≥–∞–µ—Ç –Ω–µ–∫–æ—Ç–æ—Ä—ã–µ –±–∏–±–ª–∏–æ—Ç–µ–∫–∏ —á–µ—Ä–µ–∑ " –Ω–∞—É—á–Ω—ã–π —Ä–µ–∂–∏–º " –∫–æ—Ç–æ—Ä—ã–π –¥–æ—Å—Ç—É–ø–µ–Ω —Ç–æ–ª—å–∫–æ –≤ —Å—Ç—É–¥–µ–Ω—á–µ—Å–∫–æ–π –∏ —Ä–∞—Å—à–∏—Ä–µ–Ω–Ω–æ–π –≤–µ—Ä—Å–∏—è—Ö –ø—Ä–æ–≥—Ä–∞–º–º–Ω–æ–≥–æ –æ–±–µ—Å–ø–µ—á–µ–Ω–∏—è.

–°–ø—Ä–∞–≤–∫–∞ & ndash; –î–æ–∫—É–º–µ–Ω—Ç–∞—Ü–∏—è

–û–±–µ —Å—Ä–µ–¥—ã IDE –æ–±–µ—Å–ø–µ—á–∏–≤–∞—é—Ç –±—ã—Å—Ç—Ä—ã–π –∏ –∏–Ω—Ç–µ–≥—Ä–∏—Ä–æ–≤–∞–Ω–Ω—ã–π –¥–æ—Å—Ç—É–ø –∫ —Å–ø—Ä–∞–≤–æ—á–Ω–æ–π –¥–æ–∫—É–º–µ–Ω—Ç–∞—Ü–∏–∏. & Nbsp; –ü–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª–∏ –º–æ–≥—É—Ç –ø–æ–ª—É—á–∏—Ç—å –¥–æ—Å—Ç—É–ø –∫ —Ñ—É–Ω–∫—Ü–∏—è–º —Å–ø—Ä–∞–≤–∫–∏ –∏–∑ —Ç–µ–∫—Å—Ç–æ–≤–æ–≥–æ —Ä–µ–¥–∞–∫—Ç–æ—Ä–∞ –∏–ª–∏ –∫–æ–º–∞–Ω–¥–Ω–æ–π —Å—Ç—Ä–æ–∫–∏. –û–∫–∞–∑–∞–≤—à–∏—Å—å —Ç–∞–º, –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª–∏ –º–æ–≥—É—Ç –Ω–∞–π—Ç–∏ –æ–ø—Ä–µ–¥–µ–ª–µ–Ω–∏–µ –ª—é–±–æ–≥–æ –æ–±—ä–µ–∫—Ç–∞, –º–µ—Ç–æ–¥–∞ –∏–ª–∏ –∫–ª–∞—Å—Å–∞, –≤–∫–ª—é—á–µ–Ω–Ω–æ–≥–æ –≤ –æ–±—â–∏–µ –±–∏–±–ª–∏–æ—Ç–µ–∫–∏, –∏ —É–≤–∏–¥–µ—Ç—å –ø—Ä–∏–º–µ—Ä—ã –∏ —Ñ—Ä–∞–≥–º–µ–Ω—Ç—ã –∫–æ–¥–∞. & Nbsp; –ö—Ä–æ–º–µ —Ç–æ–≥–æ, –æ–±–µ —Å—Ä–µ–¥—ã IDE –∏–º–µ—é—Ç –≤—Å—Ç—Ä–æ–µ–Ω–Ω—ã–π –±—Ä–∞—É–∑–µ—Ä –¥–ª—è –∏–Ω—Ç–µ—Ä–∞–∫—Ç–∏–≤–Ω–æ–π –∏–Ω—Ñ–æ—Ä–º–∞—Ü–∏–∏ –æ —Å—Ç–∞–Ω–¥–∞—Ä—Ç–Ω—ã—Ö –±–∏–±–ª–∏–æ—Ç–µ–∫–∞—Ö.

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–û—Ç–ª–∞–¥—á–∏–∫

–û—Ç–ª–∞–¥—á–∏–∫ - –ø–æ–ª–µ–∑–Ω—ã–π –∏–Ω—Å—Ç—Ä—É–º–µ–Ω—Ç –¥–ª—è –ø—Ä–æ–≥—Ä–∞–º–º–∏—Å—Ç–æ–≤. –í —ç—Ç–æ–º —Å–ª—É—á–∞–µ –∏ PyCharm, –∏ Spyder –∏–º–µ—é—Ç –≤—Å—Ç—Ä–æ–µ–Ω–Ω—ã–π –æ—Ç–ª–∞–¥—á–∏–∫. –û—Ç–ª–∞–¥—á–∏–∫ PyCharm –º–æ–∂–Ω–æ –∏—Å–ø–æ–ª—å–∑–æ–≤–∞—Ç—å –≥–¥–µ —É–≥–æ–¥–Ω–æ. & Nbsp;

–í–µ—Ä—Å–∏—è PyCharm Pro –ø–æ—Å—Ç–∞–≤–ª—è–µ—Ç—Å—è —Å –æ—Ç–ª–∞–¥—á–∏–∫–æ–º JavaScript. –ö—Ä–æ–º–µ —Ç–æ–≥–æ, PyCharm –ø—Ä–µ–¥–ª–∞–≥–∞–µ—Ç –≤–æ–∑–º–æ–∂–Ω–æ—Å—Ç—å –≤–∏–∑—É–∞–ª—å–Ω–æ–≥–æ –ø–æ—à–∞–≥–æ–≤–æ–≥–æ –ø—Ä–æ—Å–º–æ—Ç—Ä–∞ –∫–æ–¥–∞. –°–æ–≥–ª–∞—Å–Ω–æ –≤–µ–±-—Å–∞–π—Ç—É JetBrains , –æ—Ç–ª–∞–¥—á–∏–∫ PyCharm —è–≤–ª—è–µ—Ç—Å—è —Å–∞–º—ã–º –±—ã—Å—Ç—Ä—ã–º –Ω–∞ market.

Spyder –∏—Å–ø–æ–ª—å–∑—É–µ—Ç –æ—Ç–ª–∞–¥—á–∏–∫ PDB. –≠—Ç–æ—Ç –æ—Ç–ª–∞–¥—á–∏–∫ –∏–º–µ–µ—Ç –º–Ω–æ–≥–æ –ø–æ–ª–µ–∑–Ω—ã—Ö —ç–ª–µ–º–µ–Ω—Ç–æ–≤, —Ç–∞–∫–∏—Ö –∫–∞–∫ –ø–∞–Ω–µ–ª—å, –∫–æ—Ç–æ—Ä–∞—è –æ—Ç–æ–±—Ä–∞–∂–∞–µ—Ç —Å—Ç—Ä–æ–∫—É, —Ñ–∞–π–ª –∏ —Å–æ—Å—Ç–æ—è–Ω–∏–µ –∫–∞–∂–¥–æ–π —Ç–æ—á–∫–∏ –æ—Å—Ç–∞–Ω–æ–≤–∞. –ò –æ–Ω –º–æ–∂–µ—Ç –±—ã—Å—Ç—Ä–æ —Ä–µ–¥–∞–∫—Ç–∏—Ä–æ–≤–∞—Ç—å –ø–µ—Ä–µ–º–µ–Ω–Ω—ã–µ –≤ –∫–∞–∂–¥–æ–π —Ç–æ—á–∫–µ –æ—Å—Ç–∞–Ω–æ–≤–∞ —á–µ—Ä–µ–∑ –ø—Ä–æ–≤–æ–¥–Ω–∏–∫ –ø–µ—Ä–µ–º–µ–Ω–Ω—ã—Ö. –û–±–æ–∑—Ä–µ–≤–∞—Ç–µ–ª—å –ø–µ—Ä–µ–º–µ–Ω–Ω—ã—Ö –≤ Spyder —è–≤–ª—è–µ—Ç—Å—è –ø—Ä–∏–≤–ª–µ–∫–∞—Ç–µ–ª—å–Ω–æ–π —Ö–∞—Ä–∞–∫—Ç–µ—Ä–∏—Å—Ç–∏–∫–æ–π —ç—Ç–æ–π IDE; –æ–Ω –ø–æ–∫–∞–∑—ã–≤–∞–µ—Ç –≤—Å–µ —Å—Å—ã–ª–∫–∏ –Ω–∞ –≥–ª–æ–±–∞–ª—å–Ω—ã–µ –æ–±—ä–µ–∫—Ç—ã –∏ –ø–æ–∑–≤–æ–ª—è–µ—Ç –≤–∞–º –≤–∑–∞–∏–º–æ–¥–µ–π—Å—Ç–≤–æ–≤–∞—Ç—å —Å –Ω–∏–º–∏.

–ö–æ–Ω—Ç—Ä–æ–ª—å –≤–µ—Ä—Å–∏–π

PyCharm –∏–º–µ–µ—Ç –º–Ω–æ–∂–µ—Å—Ç–≤–æ —Å–∏—Å—Ç–µ–º –∫–æ–Ω—Ç—Ä–æ–ª—è –≤–µ—Ä—Å–∏–π, –≤–∫–ª—é—á–∞—è Git, SVN, Perforce –∏ –¥—Ä—É–≥–∏–µ. –ü—Ä–æ–≥—Ä–∞–º–º–∞ –ø—Ä–µ–¥–ª–∞–≥–∞–µ—Ç —É–Ω–∏—Ñ–∏—Ü–∏—Ä–æ–≤–∞–Ω–Ω—É—é –ø–æ–¥–¥–µ—Ä–∂–∫—É –¥–ª—è –≤—Å–µ—Ö —Å–∏—Å—Ç–µ–º VS —Å —Ç–∞–∫–∏–º–∏ –∞—Ç—Ä–∏–±—É—Ç–∞–º–∏, –∫–∞–∫ –ø—Ä–µ–¥—Å—Ç–∞–≤–ª–µ–Ω–∏—è –∏–∑–º–µ–Ω–µ–Ω–∏–π —Ä–µ–ø–æ–∑–∏—Ç–æ—Ä–∏—è, —É–≤–µ–¥–æ–º–ª–µ–Ω–∏–µ –æ–± —É—Å—Ç–∞—Ä–µ–≤—à–∏—Ö –∏–∑–º–µ–Ω–µ–Ω–∏—è—Ö, –∏–Ω—Ç–µ–≥—Ä–∏—Ä–æ–≤–∞–Ω–Ω—ã–µ —Å–ø–∏—Å–∫–∏ –∏–∑–º–µ–Ω–µ–Ω–∏–π –∏ –æ—Ç–ª–æ–∂–µ–Ω–Ω—ã–µ –∏–∑–º–µ–Ω–µ–Ω–∏—è. –≠—Ç–∏ —Å–∏—Å—Ç–µ–º—ã VC –ø–æ—Å—Ç–∞–≤–ª—è—é—Ç—Å—è —Å –ø–ª–∞–≥–∏–Ω–∞–º–∏, –∫–æ—Ç–æ—Ä—ã–µ –ø–æ —É–º–æ–ª—á–∞–Ω–∏—é –≤–∫–ª—é—á–µ–Ω—ã –≤ —Å—Ä–µ–¥–µ IDE. Spyder, —Å –¥—Ä—É–≥–æ–π —Å—Ç–æ—Ä–æ–Ω—ã, –∏–º–µ–µ—Ç —Ç–æ–ª—å–∫–æ –±–∞–∑–æ–≤—É—é –∏–Ω—Ç–µ–≥—Ä–∞—Ü–∏—é —Å —Å–∏—Å—Ç–µ–º–æ–π –∫–æ–Ω—Ç—Ä–æ–ª—è –≤–µ—Ä—Å–∏–π Git.

–í —Ü–µ–ª–æ–º, –Ω–µ–ª–µ–≥–∫–æ —Å–¥–µ–ª–∞—Ç—å –≤—ã–≤–æ–¥, –∫–∞–∫–∞—è IDE –ª—É—á—à–µ. –≠—Ç–æ –∑–∞–≤–∏—Å–∏—Ç –æ—Ç –º–Ω–æ–≥–∏—Ö —Ñ–∞–∫—Ç–æ—Ä–æ–≤, —Ç–∞–∫–∏—Ö –∫–∞–∫ –ª–∏—á–Ω—ã–µ –ø—Ä–µ–¥–ø–æ—á—Ç–µ–Ω–∏—è, –æ–±–ª–∞—Å—Ç—å –ø—Ä–∏–º–µ–Ω–µ–Ω–∏—è –∏ —è–∑—ã–∫ –ø—Ä–æ–≥—Ä–∞–º–º–∏—Ä–æ–≤–∞–Ω–∏—è, –∫–æ—Ç–æ—Ä—ã–π –≤—ã –ø–ª–∞–Ω–∏—Ä—É–µ—Ç–µ –∏—Å–ø–æ–ª—å–∑–æ–≤–∞—Ç—å.

Spyder –ª–µ–≥—á–µ PyCharm —Ç–æ–ª—å–∫–æ –ø–æ—Ç–æ–º—É, —á—Ç–æ PyCharm –∏–º–µ–µ—Ç –≥–æ—Ä–∞–∑–¥–æ –±–æ–ª—å—à–µ –ø–æ–¥–∫–ª—é—á–∞–µ–º—ã—Ö –º–æ–¥—É–ª–µ–π, –∫–æ—Ç–æ—Ä—ã–µ –∑–∞–≥—Ä—É–∂–∞—é—Ç—Å—è –ø–æ —É–º–æ–ª—á–∞–Ω–∏—é. Spyder –ø–æ—Å—Ç–∞–≤–ª—è–µ—Ç—Å—è —Å –±–∏–±–ª–∏–æ—Ç–µ–∫–æ–π –±–æ–ª—å—à–µ–≥–æ —Ä–∞–∑–º–µ—Ä–∞, –∫–æ—Ç–æ—Ä—É—é –≤—ã –∑–∞–≥—Ä—É–∂–∞–µ—Ç–µ –ø—Ä–∏ —É—Å—Ç–∞–Ω–æ–≤–∫–µ –ø—Ä–æ–≥—Ä–∞–º–º—ã —Å Anaconda. –ù–æ PyCharm –º–æ–∂–µ—Ç –±—ã—Ç—å –Ω–µ–º–Ω–æ–≥–æ –±–æ–ª–µ–µ —É–¥–æ–±–Ω—ã–º –¥–ª—è –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª—è, –ø–æ—Å–∫–æ–ª—å–∫—É –µ–≥–æ –ø–æ–ª—å–∑–æ–≤–∞—Ç–µ–ª—å—Å–∫–∏–π –∏–Ω—Ç–µ—Ä—Ñ–µ–π—Å –Ω–∞—Å—Ç—Ä–∞–∏–≤–∞–µ—Ç—Å—è —Å–≤–µ—Ä—Ö—É –≤–Ω–∏–∑.

–ù–∞–¥–µ—é—Å—å, —ç—Ç–∞ —Å—Ç–∞—Ç—å—è –¥–∞–ª–∞ –≤–∞–º –ø–æ–ª–µ–∑–Ω—ã–µ —Å—Ä–∞–≤–Ω–µ–Ω–∏—è, –∫–æ—Ç–æ—Ä—ã–µ –ø–æ–¥—Ç–æ–ª–∫–Ω—É–ª–∏ –≤–∞—Å –∫ –≤–∞—à–µ–º—É —Ä–µ—à–µ–Ω–∏—é. –ù–µ —Å—Ç–µ—Å–Ω—è–π—Ç–µ—Å—å –æ—Å—Ç–∞–≤–ª—è—Ç—å —Å–≤–æ–µ –º–Ω–µ–Ω–∏–µ –Ω–∏–∂–µ.

–ß–∞—Å—Ç–æ –∑–∞–¥–∞–≤–∞–µ–º—ã–µ –≤–æ–ø—Ä–æ—Å—ã