娣卞害鐩樼偣 | 鍙蹭笂鏈€鍏╬ython鏁版嵁鍙鍖栧簱
Posted Python鑷姩鍖栧姙鍏ぞ鍖?/a>
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瀹樼綉锛?/span>
https://matplotlib.org
浼樼偣锛氱粯鍥捐川閲忛珮锛屽彲缁樺埗鍑虹増鐗╄川閲忕骇鍒殑鍥惧舰銆備唬鐮佸绠€鍗曪紝鏄撲簬鐞嗚В鍜屾墿灞曪紝浣跨粯鍥惧彉寰楄交鏉撅紝閫氳繃Matplotlib鍙互寰堣交鏉惧湴鐢讳竴浜涙垨绠€鍗曟垨澶嶆潅鐨勫浘褰紝鍑犺浠ｇ爜鍗冲彲鐢熸垚鐩存柟鍥俱€佹潯褰㈠浘銆佹暎鐐瑰浘銆佸瘑搴﹀浘绛夌瓑锛屾渶閲嶈鐨勬槸鍏嶈垂鍜屽紑婧愩€?/span>
鈻?/span>02 Pandas
瀹樼綉锛?/span>
https://pandas.pydata.org/ 馃憠
浼樼偣锛歅andas鏄疨ython鐨勬牳蹇冩暟鎹垎鏋愭敮鎸佸簱锛屾彁渚涗簡蹇€熴€佺伒娲汇€佹槑纭殑鏁版嵁缁撴瀯锛屾棬鍦ㄧ畝鍗曘€佺洿瑙傜殑澶勭悊鍏崇郴鍨嬨€佹爣璁板瀷鏁版嵁銆?/span>
鈻?/span>03 Seaborn
瀹樼綉锛?/span>
https://seaborn.pydata.org/
浼樼偣锛歋eaborn鍒╃敤matplotlib鐨勫己澶у姛鑳斤紝鍑犺浠ｇ爜灏辫兘鍒涘缓婕備寒鐨勫浘琛ㄣ€傚叾涓巑atplotlib涓昏鐨勫尯鍒槸Seaborn鐨勯粯璁ゆ牱寮忎互鍙婃洿缇庤銆佹洿鐜颁唬鐨勮皟鑹叉澘璁捐銆?/span>
鈻?/span>04 Scikit-plot
瀹樼綉锛?/span>
https://pypi.org/project/scikit-plot/
浼樼偣锛歋cikit-Plot鏄敱ReiichiroNakano鍒涘缓鐨勭敤鍦ㄦ満鍣ㄥ涔犵殑鍙鍖栧伐鍏凤紝鑳芥渶蹇€熺畝娲佺殑鐢诲嚭鐢∕atplotlib瑕佸啓寰堝琛岃鍙ユ墠鑳界敾鍑虹殑鍥俱€?/span>
鈻?/span>05 Yellowbrick
瀹樼綉锛?/span>
https://www.scikit-yb.org/en/latest/
浼樼偣锛氳繖鏄竴娆惧熀浜巗klearn+matplotlib妯″潡鏋勫缓鐨勬洿鍔犻珮绾х殑鍙鍖栧伐鍏凤紝鑳藉鏇村姞鏂逛究鍦板畬鎴愬緢澶氭暟鎹帰绱€佸垎璇嶄笌灞曠ず宸ヤ綔銆?/span>
鈻?/span>06 Networkx
瀹樼綉 锛?/span>
https://networkx.github.io/documentation/stable/tutorial.html
浼樼偣锛歂etworkX鏄竴涓狿ython鍖咃紝鐢ㄤ簬鍒涘缓銆佹搷绾靛拰鐮旂┒澶嶆潅缃戠粶鐨勭粨鏋勩€佷互鍙婂涔犲鏉傜綉缁滅殑缁撴瀯銆佸姛鑳藉強鍏跺姩鍔涘銆?/span>
鈻?/span>07 Vega
瀹樼綉锛?/span>
https://vega.github.io/vega
浼樼偣锛歏ega鏄竴绉嶅彲瑙嗗寲璇硶锛岀敤浜庡垱寤恒€佷繚瀛樺拰鍏变韩浜や簰寮忓彲瑙嗗寲璁捐鐨勫０鏄庡紡璇█銆備娇鐢╒ega锛屾垜浠兘澶熶互jsON鏍煎紡鎻忚堪鍙鍖栫殑瑙嗚澶栬鍜屼氦浜掕涓猴紝骞朵娇鐢–anvas鎴朣VG鐢熸垚鍩轰簬Web鐨勮鍥俱€?/span>
鈻?/span>08 D3js
瀹樼綉锛?/span>
https://d3js.org
浼樼偣锛欴3.js鏄洰鍓嶅競鍦轰笂鏈€濂界殑鏁版嵁鍙鍖栧簱涔嬩竴锛屾棦鍙互灏嗗畠涓巔ython涓€璧蜂娇鐢紝涔熷彲浠ヤ笌R涓€璧蜂娇鐢ㄣ€傛渶鍒濓紝瀹冨彲浠ヤ笌JavaScript涓€璧蜂娇鐢紝鏍规嵁鏁版嵁鎿嶄綔鏂囨。銆傛偍鍙互浣跨敤HTML锛孲VG鍜孋SS灏嗘暟鎹彉鎴愭椿鐏垫椿鐜扮殑鍥捐〃銆?/span>
鈻?/span>09 Mpld3
瀹樼綉锛?/span>
https://mpld3.github.io/
浼樼偣锛歮pld3鍩轰簬python鐨刧raphinglibrary鍜孌3js锛屾眹闆嗕簡Matplotlib娴佽鐨勯」鐩殑JavaScript搴擄紝鐢ㄤ簬鍒涘缓web浜や簰寮忔暟鎹彲瑙嗗寲銆?/span>
鈻?/span>010 Vincent
瀹?缃戯細
https://vincent.readthedocs.io/en/lates/
浼樼偣锛歏incent鏄竴涓緢閰风殑鍙鍖栧伐鍏凤紝瀹冧互Python鏁版嵁缁撴瀯浣滀负鏁版嵁婧愶紝鐒跺悗鎶婂畠缈昏瘧鎴怴ega鍙鍖栬娉曪紝骞朵笖鑳藉鍦╠3.js涓婅繍琛屻€傝繖璁╀綘鍙互浣跨敤Python鑴氭湰鏉ュ垱寤烘紓浜殑3D鍥惧舰鏉ュ睍绀轰綘鐨勬暟鎹€俈incent搴曞眰浣跨敤Pandas鍜孌ataFrames鏁版嵁锛屽苟涓旀敮鎸佸ぇ閲忕殑鍥捐〃鈥?鏉″舰鍥俱€佺嚎鍥俱€佹暎鐐瑰浘銆佺儹鍔涘浘銆佸爢鏉″浘銆佸垎缁勬潯褰㈠浘銆侀ゼ鍥俱€佸湀鍥俱€佸湴鍥剧瓑绛夈€?/span>
鈻?/span>011 Altair
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https://altair-viz.github.io/
浼樼偣锛欰ltair鏄疨ython鐨勪竴涓叕璁ょ殑缁熻鍙鍖栧簱銆傚畠鐨凙PI绠€鍗曘€佸弸濂姐€佷竴鑷达紝骞跺缓绔嬪湪寮哄ぇ鐨剉ega-lite锛堜氦浜掑紡鍥惧舰璇硶锛変箣涓娿€?/span>
鈻?/span>012 OpenGL
瀹樼綉锛?/span>
https://www.opengl.org/
浼樼偣锛歄penGL鏄竴涓紑鏀剧殑涓夌淮鍥惧舰杞欢鍖咃紝瀹冪嫭绔嬩簬绐楀彛绯荤粺鍜屾搷浣滅郴缁燂紝浠ュ畠涓哄熀纭€寮€鍙?鐨勫簲鐢ㄧ▼搴忓彲浠ュ崄鍒嗘柟渚垮湴鍦ㄥ悇绉嶅钩鍙伴棿绉绘銆?/span>
鈻?/span>013 Vispy
瀹樼綉锛?/span>
https://vispy.org/index.html
浼樼偣锛歏isPy鏄竴涓敤浜庝氦浜掑紡绉戝鍙鍖栫殑Python搴擄紝蹇€熴€佸彲浼哥缉銆佷笖鏄撲簬浣跨敤锛屾槸涓€涓珮鎬ц兘鐨勪氦浜掑紡2缁达紝3缁存暟鎹彲瑙嗗寲搴擄紝鍒╃敤浜嗙幇浠ｅ浘褰㈠鐞嗗崟鍏?gpu)鐨勮绠楄兘鍔涳紝閫氳繃OpenGL搴撴潵鏄剧ず闈炲父澶х殑鏁版嵁闆嗐€?/span>
鈻?/span>014 Glumpy
瀹樼綉锛?/span>
http://glumpy.github.io/
浼樼偣锛欸lumpy浣跨敤OpenGL绾圭悊锛坱extures锛夋潵琛ㄧず闃靛垪锛屽洜涓鸿繖鎭愭€曟槸鍦ㄧ幇浠ｅ浘褰㈢‖浠朵笂鏈€蹇殑鍙鍖栨柟娉曚簡銆?/span>
鈻?/span>015 Vaex
瀹樼綉锛?/span>
https://vaex.readthedocs.io/en/latest/
浼樼偣锛歏aex鏄竴涓紑婧愮殑DataFrame搴擄紝瀹冨彲浠ュ琛ㄦ牸鏁版嵁闆嗚繘琛屽彲瑙嗗寲銆佹帰绱€佸垎鏋愶紝鍙鍖栦娇鐢ㄧ洿鏂瑰浘銆佷娇鐢ㄧ洿鏂瑰浘銆佸瘑搴﹀浘鍜?D绔嬩綋娓叉煋杩涜鍙鍖栥€?/span>
鈻?/span>016 Datashader
瀹樼綉锛?/span>
https://datashader.org/
浼樼偣锛欴atashader鏄竴涓浘褰㈢閬撶郴缁燂紝鐢ㄤ簬蹇€燂紝鐏垫椿鍦板垱寤哄ぇ鍨嬫暟鎹泦鐨勬湁鎰忎箟鐨勮〃绀哄舰寮忋€?/span>
鈻?/span>017 Ipyvolume
瀹?nbsp;缃?nbsp;锛?/span>
https://github.com/maartenbreddels/ipyvolume
浼樼偣锛欼Pyvolume鏄3缁存暟鎹殑鍙鍖栵紝matplotlib鏄2缁存暟鎹殑鍙鍖栥€?/span>
鈻?/span>018 Ipyleaflet
瀹?缃?锛?/span>
https://github.com/doclements/ipyleaflet
浼樼偣锛歩pyleaflet鏄熀浜巐eaflet鐨勫湴鍥炬樉绀烘ā鍧楋紝鎻愪緵浜唈upyterlab鏀寔銆俰pyleaflet鍙繘琛屽湴鍥惧姩鎬佹樉绀猴紝鍥惧舰娣诲姞绛夈€?/span>
鈻?/span>019 Pythreejs
瀹?缃?锛?/span>
https://pypi.org/project/pythreejs/0.2.0/
浼樼偣锛歅ythreejs鏄熀浜嶫upyter锛岃繛鎺ython鍜宼hreejs鐨勪竴涓?d鍙鍖栧浘褰㈠簱銆?/span>
鈻?/span>020 Bokeh
瀹樼綉锛?/span>
https://bokeh.pydata.org/en/latest/
浼樼偣锛欱okeh鏄竴涓笓闂ㄩ拡瀵筗eb娴忚鍣ㄧ殑鍛堢幇鍔熻兘鐨勪氦浜掑紡鍙鍖朠ython搴?鏀寔鐜颁唬鍖杦eb娴忚鍣ㄥ睍绀猴紝Bokeh鑳戒笌NumPy锛孭andas锛孊laze绛夊ぇ閮ㄥ垎鏁扮粍鎴栬〃鏍煎紡鐨勬暟鎹粨鏋勫畬缇庣粨鍚堛€?/span>
鈻?/span>021 Toyplot
瀹?缃?锛?/span>
https://toyplot.readthedocs.io/en/stable/
浼樼偣锛歍oyplot鏄竴涓狿ython鐨勪氦浜掑紡缁樺浘搴擄紝鍙敤浜庢暟鎹彲瑙嗗寲銆佺粯鍥俱€佹枃瀛楋紝鐢ㄥ悇绉嶅舰寮忓睍绀恒€?/span>
鈻?/span>022 Cufflinks
瀹?缃?锛?/span>
https://github.com/santosjorge/cufflinks
浼樼偣锛欳ufflinks灏哖lotly鐩存帴缁戝畾鍒皃andas鏁版嵁甯с€傝繖绉嶇粍鍚堥潪甯告儕浜猴紝缁撳悎浜哖andas鐨勭伒娲绘€э紝姣擯lotly鏇存湁鏁堬紝璇硶鐢氳嚦姣攑lotly绠€鍗曘€?/span>
鈻?/span>023 Plotly
瀹樼綉锛?/span>
https://plot.ly/python/
浼樼偣锛歅lotly鏄竴涓紑婧愶紝浜や簰寮忓拰鍩轰簬娴忚鍣ㄧ殑Python鍥惧舰搴擄紝鍙互鍒涘缓鑳藉湪浠〃鏉挎垨缃戠珯涓娇鐢ㄧ殑浜や簰寮忓浘琛紙鍙互灏嗗畠浠繚瀛樹负html鏂囦欢鎴栭潤鎬佸浘鍍忥級銆?/span>
鈻?/span>024 Pygal
瀹樼綉锛?/span>
https://www.pygal.org/en/stable
浼樼偣锛歱ygal鏄竴绉嶅紑鏀炬爣鍑嗙殑鐭㈤噺鍥惧舰璇█锛屽畠鍩轰簬XML锛圗xtensibleMarkupLanguage锛夛紝鍙互鐢熸垚澶氫釜杈撳嚭鏍煎紡鐨勯珮鍒嗚鲸鐜嘩eb鍥惧舰椤甸潰锛岃繕鏀寔缁欏畾鏁版嵁鐨刪tml琛ㄥ鍑恒€?/span>
鈻?/span>025 Chaco
瀹樼綉锛?/span>
https://pypi.org/project/chaco
浼樼偣锛欳haco 鍜?Matplotlib 鏄緢浼樼鐨?2D 缁樺浘搴擄紝 Chaco 搴撳拰 Traits 搴撶揣瀵嗙浉杩烇紝鏂逛究鍒朵綔鍔ㄦ€佷氦浜掑紡鐨勫浘琛ㄥ姛鑳姐€?/span>
鈻?/span>026 pyQTgraph
瀹樼綉锛?/span>
https://www.pyqtgraph.org/
浼樼偣锛歅yQtGraph鏄湪PyQt4/PySide鍜宯umpy涓婃瀯寤虹殑绾痯ython鐨凣UI鍥惧舰搴撱€侾yQtGraph瀹屽叏鏄湪python涓紪鍐欑殑锛屾槸涓€涓潪甯告湁鑳藉姏鐨勫浘褰㈢郴缁燂紝鍙互杩涜澶ч噺鐨勬暟鎹鐞嗭紝鏁板瓧杩愮畻锛涗娇鐢ㄤ簡Qt鐨凣raphicsView妗嗘灦浼樺寲鍜岀畝鍖栦簡宸ヤ綔娴佺▼锛屽疄鐜颁互鏈€灏戠殑宸ヤ綔閲忓畬鎴愭暟鎹彲瑙嗗寲锛屼笖閫熷害涔熼潪甯稿揩銆?/span>
鈻?/span>027 Pyecharts
瀹?缃?锛?/span>
https://github.com/pyecharts/pyecharts/
浼樼偣锛歱yecharts鏄熀浜嶦charts寮€鍙戠殑锛屾槸涓€涓敤浜庣敓鎴怑charts鍥捐〃鐨勭被搴撱€侲charts鏄櫨搴﹀紑婧愮殑涓€涓暟鎹彲瑙嗗寲JS搴擄紝鍑€熺潃鑹ソ鐨勪氦浜掓€э紝绮惧阀鐨勫浘琛ㄨ璁★紝寰楀埌浜嗕紬澶氬紑鍙戣€呯殑璁ゅ彲銆?/span>
鈻?/span>028 Wordcloud
瀹樼綉锛?/span>
https://amueller.github.io/word_cloud/
浼樼偣锛歸ordcloud鍩轰簬Python鐨勮瘝浜戠敓鎴愮被搴撱€傝瘝浜戝浘锛屼篃鍙枃瀛椾簯锛屾槸瀵规枃鏈腑鍑虹幇棰戠巼杈冮珮鐨勨€滃叧閿瘝鈥濅簣浠ヨ瑙夊寲鐨勫睍鐜帮紝璇嶄簯鍥捐繃婊ゆ帀澶ч噺鐨勪綆棰戜綆璐ㄧ殑鏂囨湰淇℃伅锛屼娇寰楁祻瑙堣€呭彧瑕佷竴鐪兼壂杩囨枃鏈氨鍙鐣ユ枃鏈殑涓绘棬銆?/span>
鈻?/span>029 Ggplot
瀹樼綉锛?/span>
https://ggplot.yhathq.com/
浼樼偣锛歡gplot鏄熀浜嶳鐨刧gplot2鍜屽浘褰㈣娉曠殑Python鐨勭粯鍥剧郴缁燂紝瀹炵幇浜嗘洿灏戠殑浠ｇ爜缁樺埗鏇翠笓涓氱殑鍥惧舰銆?/span>
鈻?/span>030 Geoplotlib
瀹?缃?锛?/span>
https://residentmario.github.io/geoplot/index.html
浼樼偣锛歡eoplotlib鏄痯ython鐨勪竴涓敤浜庡湴鐞嗘暟鎹彲瑙嗗寲鍜岀粯鍒跺湴鍥剧殑宸ュ叿绠憋紝浣犲彲浠ョ敤瀹冩潵鍒涘缓鍚勭鍚勬牱鐨勫湴鍥剧被鍨嬶紝姣斿绛夊€肩嚎鍥俱€佺儹鍥惧拰鐐瑰瘑搴﹀湴鍥俱€?/span>
鈻?/span>031 Folium
瀹?缃?锛?/span>
https://github.com/python-visualization/folium
浼樼偣锛欶olium鏄竴涓缓绔嬪湪Python绯荤粺涔嬩笂鐨刯s搴擄紝闆哖ython鐢熸€佺郴缁熺殑鏁版嵁浼樺娍鍜孡eaflet.js搴撶殑鏄犲皠浼樺娍涔嬩笂銆傛棦鍙互鍦╬ython涓搷浣滄暟鎹紝鐒跺悗閫氳繃folium鍦↙eaflet鍦板浘涓皢鍏跺彲瑙嗗寲锛岃繕鍙嚜瀹氫箟绠ご锛岀綉鏍肩瓑HTML鏍煎紡鐨勫湴鍥炬爣璁般€?/span>
鈻?/span>032 Missingno
瀹?缃?锛?/span>
https://www.github.com/ResidentMario/missingno
浼樼偣锛歮issingno 鏄熀浜巑atplotlib寤洪€犵殑涓€涓ā鍧楋紝鍑哄浘閫熷害寰堝揩锛屽苟涓旇兘澶熺伒娲荤殑澶勭悊pandas鏁版嵁锛屽畠鍏佽浣犻€氳繃鐩磋鐨勬€荤粨蹇€熻 閲忔暟鎹泦鐨勫畬鏁存€э紝鑰屼笉鏄壈闅惧湴娴忚琛ㄦ牸銆備綘鍙互鏍规嵁鐑浘鎴栨爲褰㈠浘涓殑瀹屾垚搴︽垨鐐圭浉鍏虫潵杩囨护鍜屾帓搴忔暟鎹€?/span>
鈻?/span>033 Leather
瀹樼綉锛?/span>
https://leather.rtfd.io
浼樼偣锛歀eather涓€绉嶅彲璇讳笖鐢ㄦ埛鐣岄潰鍙嬪ソ鐨凙PI锛屾柊鎵嬩篃鑳藉揩閫熸帉鎻°€傚浘鍍忔垚鍝侀潪甯稿熀纭€锛岄€傜敤浜庢墍鏈夌殑鏁版嵁绫诲瀷锛岄拡瀵规帰绱㈡€у浘琛ㄨ繘琛屼簡浼樺寲锛屼骇鐢熶笌姣斾緥鏃犲叧鐨凷VG鍥撅紝杩欐牱鍦ㄤ綘璋冩暣鍥惧儚澶у皬鐨勬椂鍊欏氨涓嶄細鎹熷け鍥惧儚璐ㄩ噺銆?/span>
鈻?/span>034 HoloViews
瀹樼綉锛?/span>
https://holoviews.org/
浼樼偣锛欻oloViews鏄竴涓紑婧愮殑Python搴擄紝鍙互鐢ㄩ潪甯稿皯鐨勪唬鐮佽涓畬鎴愭暟鎹垎鏋愬拰鍙鍖栵紝瀹冨皢matplotlib鍜孊okeh缁撳悎浜嗚捣鏉ャ€?/span>
鈻?/span>035 Mayavi2
瀹?缃?锛?/span>
https://docs.enthought.com/mayavi/mayavi
浼樼偣锛歁ayavi2鏄竴涓€氱敤鐨勩€佽法骞冲彴鐨勪笁缁寸瀛︽暟鎹彲瑙嗗寲宸ュ叿銆傚彲浠ュ湪浜岀淮鍜屼笁缁寸┖闂翠腑鏄剧ず鏍囬噺銆佸悜閲忓拰寮犻噺鏁版嵁銆傚彲閫氳繃鑷畾涔夋簮銆佹ā鍧楀拰鏁版嵁杩囨护鍣ㄨ交鏉炬墿灞曘€?/span>
鈻?/span>036 python-igraph
瀹樼綉锛?/span>
https://igraph.org/python/
浼樼偣锛歅ython鐣岄潰鐨刬graph楂樻€ц兘鍥惧舰搴擄紝涓昏閽堝澶嶆潅鐨勭綉缁滅爺绌跺拰鍒嗘瀽銆傝繖涓富瑕佹槸鐢ㄤ簬缁樺埗鍏崇郴鍥剧殑銆?/span>
鈻?/span>037 gleam
瀹樼綉锛?/span>
https://gleam.io/
浼樼偣锛欸leam鍏佽鍙埄鐢≒ython鏋勫缓鏁版嵁鐨勪氦浜掑紡锛岀敓鎴愬彲瑙嗗寲鐨勭綉缁滃簲鐢ㄣ€傛棤闇€鍏峰HTMLCSS鎴朖aveScript鐭ヨ瘑锛屽氨鑳戒娇鐢ㄤ换涓€绉峆ython鍙鍖栧簱鎺у埗杈撳叆銆?/span>
鈻?/span>038 YT
瀹樼綉锛?/span>
https://github.com/yt-project/yt
浼樼偣锛歽t鏄竴涓紑婧愮殑銆佽鍙殑python鍖咃紝鐢ㄤ簬鍒嗘瀽鍜屽彲瑙嗗寲浣撶Н鏁版嵁銆?/span>
鏁寸悊 | 灏忕唺
鎺掔増 | 涔濆熬
鏍″ | 鍏嗛攱
End
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