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πŸ“Š Python for Nonprofits β€” ΠΊΠ½ΠΈΠ³Π° ΠΈ ΠΊΠΎΠ΄ для Π°Π½Π°Π»ΠΈΠ·Π° Π΄Π°Π½Π½Ρ‹Ρ… Π² НКО

Π­Ρ‚ΠΎ ΠΏΠΎΠ»Π½ΠΎΡ†Π΅Π½Π½ΠΎΠ΅ ΡƒΡ‡Π΅Π±Π½ΠΎΠ΅ пособиС ΠΏΠΎ Python, Π·Π°Ρ‚ΠΎΡ‡Π΅Π½Π½ΠΎΠ΅ ΠΏΠΎΠ΄ Π½ΡƒΠΆΠ΄Ρ‹ нСкоммСрчСских ΠΎΡ€Π³Π°Π½ΠΈΠ·Π°Ρ†ΠΈΠΉ.

Автор β€” Kenneth Burchfiel β€” собрал Π² ΠΎΠ΄Π½ΠΎΠΌ Ρ€Π΅ΠΏΠΎΠ·ΠΈΡ‚ΠΎΡ€ΠΈΠΈ ΠΈ ΠΊΠ½ΠΈΠ³Ρƒ, ΠΈ Ρ€Π°Π±ΠΎΡ‡ΠΈΠ΅ Π±Π»ΠΎΠΊΠ½ΠΎΡ‚Ρ‹ для Ρ€Π΅Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ Π°Π½Π°Π»ΠΈΠ·Π° Π΄Π°Π½Π½Ρ‹Ρ….

β–ͺ Π˜ΠΌΠΏΠΎΡ€Ρ‚ ΠΈ очистка Π΄Π°Π½Π½Ρ‹Ρ… (CSV, API, Google Sheets)
β–ͺ ΠžΠΏΠΈΡΠ°Ρ‚Π΅Π»ΡŒΠ½Π°Ρ статистика, Π»ΠΈΠ½Π΅ΠΉΠ½Ρ‹Π΅ рСгрСссии
β–ͺ Визуализация: Π³Ρ€Π°Ρ„ΠΈΠΊΠΈ, ΠΈΠ½Ρ‚Π΅Ρ€Π°ΠΊΡ‚ΠΈΠ²Π½Ρ‹Π΅ ΠΊΠ°Ρ€Ρ‚Ρ‹ (Plotly, Folium)
β–ͺ Dash-прилоТСния ΠΈ публикация Π΄Π°ΡˆΠ±ΠΎΡ€Π΄ΠΎΠ²
β–ͺ Всё ΠΎΡ„ΠΎΡ€ΠΌΠ»Π΅Π½ΠΎ ΠΊΠ°ΠΊ Jupyter-ΠΊΠ½ΠΈΠ³Π°: ΠΌΠΎΠΆΠ½ΠΎ Ρ‡ΠΈΡ‚Π°Ρ‚ΡŒ, Π·Π°ΠΏΡƒΡΠΊΠ°Ρ‚ΡŒ, ΠΌΠ΅Π½ΡΡ‚ΡŒ

ΠšΠΎΠΌΡƒ ΠΏΠΎΠ΄ΠΎΠΉΠ΄Ρ‘Ρ‚:
– Π½Π°Ρ‡ΠΈΠ½Π°ΡŽΡ‰ΠΈΠΌ Π΄Π°Ρ‚Π°-Π°Π½Π°Π»ΠΈΡ‚ΠΈΠΊΠ°ΠΌ, ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Π΅ хотят Π΄Π΅Π»Π°Ρ‚ΡŒ ΠΏΠΎΠ»Π΅Π·Π½Ρ‹Π΅ ΠΏΡ€ΠΎΠ΅ΠΊΡ‚Ρ‹
– НКО, Ρ€Π°Π±ΠΎΡ‚Π°ΡŽΡ‰ΠΈΠΌ с ΠΎΡ‚ΠΊΡ€Ρ‹Ρ‚Ρ‹ΠΌΠΈ Π΄Π°Π½Π½Ρ‹ΠΌΠΈ ΠΈ ΠΎΡ‚Ρ‡Ρ‘Ρ‚Π°ΠΌΠΈ
– прСподаватСлям, ΠΈΡ‰ΡƒΡ‰ΠΈΠΌ ΡƒΡ‡Π΅Π±Π½Ρ‹ΠΉ курс ΠΏΠΎ Python с ΠΏΡ€Π°ΠΊΡ‚ΠΈΠΊΠΎΠΉ

πŸ’‘ МоТно Ρ‡ΠΈΡ‚Π°Ρ‚ΡŒ ΠΎΠ½Π»Π°ΠΉΠ½ ΠΈΠ»ΠΈ ΡΠΊΠ°Ρ‡Π°Ρ‚ΡŒ ΠΊΠ°ΠΊ ΠΊΠ½ΠΈΠ³Ρƒ. ЛицСнзия MIT β€” ΠΌΠΎΠΆΠ½ΠΎ ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚ΡŒ Π³Π΄Π΅ ΡƒΠ³ΠΎΠ΄Π½ΠΎ.

πŸ“˜ ΠŸΠΎΠ΄Ρ€ΠΎΠ±Π½Π΅Π΅ ΠΈ исходники: https://github.com/kburchfiel/pfn

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πŸ“Š Python for Nonprofits β€” ΠΊΠ½ΠΈΠ³Π° ΠΈ ΠΊΠΎΠ΄ для Π°Π½Π°Π»ΠΈΠ·Π° Π΄Π°Π½Π½Ρ‹Ρ… Π² НКО

Π­Ρ‚ΠΎ ΠΏΠΎΠ»Π½ΠΎΡ†Π΅Π½Π½ΠΎΠ΅ ΡƒΡ‡Π΅Π±Π½ΠΎΠ΅ пособиС ΠΏΠΎ Python, Π·Π°Ρ‚ΠΎΡ‡Π΅Π½Π½ΠΎΠ΅ ΠΏΠΎΠ΄ Π½ΡƒΠΆΠ΄Ρ‹ нСкоммСрчСских ΠΎΡ€Π³Π°Π½ΠΈΠ·Π°Ρ†ΠΈΠΉ.

Автор β€” Kenneth Burchfiel β€” собрал Π² ΠΎΠ΄Π½ΠΎΠΌ Ρ€Π΅ΠΏΠΎΠ·ΠΈΡ‚ΠΎΡ€ΠΈΠΈ ΠΈ ΠΊΠ½ΠΈΠ³Ρƒ, ΠΈ Ρ€Π°Π±ΠΎΡ‡ΠΈΠ΅ Π±Π»ΠΎΠΊΠ½ΠΎΡ‚Ρ‹ для Ρ€Π΅Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ Π°Π½Π°Π»ΠΈΠ·Π° Π΄Π°Π½Π½Ρ‹Ρ….

β–ͺ Π˜ΠΌΠΏΠΎΡ€Ρ‚ ΠΈ очистка Π΄Π°Π½Π½Ρ‹Ρ… (CSV, API, Google Sheets)
β–ͺ ΠžΠΏΠΈΡΠ°Ρ‚Π΅Π»ΡŒΠ½Π°Ρ статистика, Π»ΠΈΠ½Π΅ΠΉΠ½Ρ‹Π΅ рСгрСссии
β–ͺ Визуализация: Π³Ρ€Π°Ρ„ΠΈΠΊΠΈ, ΠΈΠ½Ρ‚Π΅Ρ€Π°ΠΊΡ‚ΠΈΠ²Π½Ρ‹Π΅ ΠΊΠ°Ρ€Ρ‚Ρ‹ (Plotly, Folium)
β–ͺ Dash-прилоТСния ΠΈ публикация Π΄Π°ΡˆΠ±ΠΎΡ€Π΄ΠΎΠ²
β–ͺ Всё ΠΎΡ„ΠΎΡ€ΠΌΠ»Π΅Π½ΠΎ ΠΊΠ°ΠΊ Jupyter-ΠΊΠ½ΠΈΠ³Π°: ΠΌΠΎΠΆΠ½ΠΎ Ρ‡ΠΈΡ‚Π°Ρ‚ΡŒ, Π·Π°ΠΏΡƒΡΠΊΠ°Ρ‚ΡŒ, ΠΌΠ΅Π½ΡΡ‚ΡŒ

ΠšΠΎΠΌΡƒ ΠΏΠΎΠ΄ΠΎΠΉΠ΄Ρ‘Ρ‚:
– Π½Π°Ρ‡ΠΈΠ½Π°ΡŽΡ‰ΠΈΠΌ Π΄Π°Ρ‚Π°-Π°Π½Π°Π»ΠΈΡ‚ΠΈΠΊΠ°ΠΌ, ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Π΅ хотят Π΄Π΅Π»Π°Ρ‚ΡŒ ΠΏΠΎΠ»Π΅Π·Π½Ρ‹Π΅ ΠΏΡ€ΠΎΠ΅ΠΊΡ‚Ρ‹
– НКО, Ρ€Π°Π±ΠΎΡ‚Π°ΡŽΡ‰ΠΈΠΌ с ΠΎΡ‚ΠΊΡ€Ρ‹Ρ‚Ρ‹ΠΌΠΈ Π΄Π°Π½Π½Ρ‹ΠΌΠΈ ΠΈ ΠΎΡ‚Ρ‡Ρ‘Ρ‚Π°ΠΌΠΈ
– прСподаватСлям, ΠΈΡ‰ΡƒΡ‰ΠΈΠΌ ΡƒΡ‡Π΅Π±Π½Ρ‹ΠΉ курс ΠΏΠΎ Python с ΠΏΡ€Π°ΠΊΡ‚ΠΈΠΊΠΎΠΉ

πŸ’‘ МоТно Ρ‡ΠΈΡ‚Π°Ρ‚ΡŒ ΠΎΠ½Π»Π°ΠΉΠ½ ΠΈΠ»ΠΈ ΡΠΊΠ°Ρ‡Π°Ρ‚ΡŒ ΠΊΠ°ΠΊ ΠΊΠ½ΠΈΠ³Ρƒ. ЛицСнзия MIT β€” ΠΌΠΎΠΆΠ½ΠΎ ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚ΡŒ Π³Π΄Π΅ ΡƒΠ³ΠΎΠ΄Π½ΠΎ.

πŸ“˜ ΠŸΠΎΠ΄Ρ€ΠΎΠ±Π½Π΅Π΅ ΠΈ исходники: https://github.com/kburchfiel/pfn

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πŸ“Š Python for Nonprofits β€” ΠΊΠ½ΠΈΠ³Π° ΠΈ ΠΊΠΎΠ΄ для Π°Π½Π°Π»ΠΈΠ·Π° Π΄Π°Π½Π½Ρ‹Ρ… Π² НКО

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