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澶ц瘽Python鏈哄櫒瀛︿範寮犲眳钀?PDF 涓嬭澆

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璧勬枡綆€浠嬶細
銆婂ぇ璇漃ython鏈哄櫒瀛︿範銆嬩粠鏈哄櫒瀛︿範鐨勫熀紜€鐭ヨ瘑璁茶搗錛屽叏闈€佺郴緇熷湴浠嬬粛浜嗘満鍣ㄥ涔犵畻娉曠殑涓昏鑴夌粶涓庢鏋訛紝騫跺湪姣忎釜綆楁硶鍘熺悊銆佸簲鐢ㄧ瓑鍐呭鍩虹涓婏紝緇撳悎Python緙栫▼璇█娣卞叆嫻呭嚭鍦頒粙緇嶄簡鏈哄櫒瀛︿範涓殑鏁版嵁澶勭悊銆佺壒寰侀€夋嫨銆佺畻娉曞簲鐢ㄧ瓑鎶€宸э紝鏄竴鏈吋鍏蜂笓涓氭€т笌鍏ラ棬鎬х殑Python鏈哄櫒瀛︿範涔︾睄銆?/span>
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璧勬枡鐩綍錛?br /> 絎?绔?鏈哄櫒瀛︿範鍏ラ棬鍩虹
1.1 浠€涔堟槸鏈哄櫒瀛︿範
1.2 鏈哄櫒瀛︿範鐨勬€濈淮
1.3 鏈哄櫒瀛︿範鐨勫熀鏈鏋朵綋緋?/span>
1.4 鏈哄櫒瀛︿範欏圭洰鐨勫疄鏂芥祦紼?/span>
1.5 鏈哄櫒瀛︿範鏈変粈涔堢敤
1.6 灝忕粨
絎?绔?搴旂敤Python瀹炵幇鏈哄櫒瀛︿範鍓嶇殑鍑嗗
2.1 涓轟粈涔堜嬌鐢≒ython
2.2 Python鏈哄櫒瀛︿範鐨勪竴浜涘父鐢ㄥ簱
2.2.1 縐戝璁＄畻鍖咃紙Numpy錛夌畝浠嬪強搴旂敤
2.2.2 鏁版嵁鍒嗘瀽宸ュ叿錛圥andas錛夌畝浠嬪強搴旂敤
2.2.3 鏁板€艱綆楀寘錛圫cipy錛夌畝浠嬪強搴旂敤
2.2.4 緇樺浘宸ュ叿搴擄紙Matplotlib錛夌畝浠嬪強搴旂敤
2.2.5 鏈哄櫒瀛?錛圫cikit顎憀earn錛夌畝浠嬪強搴旂敤
2.3 Anaconda鐨勫畨瑁呬笌浣跨敤
2.3.1 Anaconda鐨勫畨瑁?/span>
2.3.2 Anaconda涓泦鎴愬伐鍏風殑浣跨敤
2.3.3 Conda鐨勭幆澧冪鐞?/span>
2.4 Jupyter Notebook妯″紡
2.4.1 Jupyter Notebook妯″紡鐨勭壒鐐?/span>
2.4.2 Jupyter Notebook妯″紡鐨勫浘褰㈢晫闈?/span>
2.5 灝忕粨
絎?绔?浠庣畝鍗曟渚嬪叆鎵嬶細鍗曞彉閲忕嚎鎬у洖褰?/span>
3.1 鍥炲綊鐨勬湰璐?/span>
3.1.1 鎷熷悎鐨勬蹇?/span>
3.1.2 鎷熷悎涓庡洖褰掔殑鍖哄埆
3.1.3 鍥炲綊鐨勮癁鐢?/span>
3.1.4 鍥炲綊鐨勬湰璐ㄥ惈涔?/span>
3.2 鍗曞彉閲忕嚎鎬у洖褰掔畻娉?/span>
3.2.1 鍗曞彉閲忕嚎鎬у洖褰掔殑鍩烘湰璁懼畾
3.2.2 鍗曞彉閲忕嚎鎬у洖褰掔殑甯歌姹傝В
3.2.3 鍗曞彉閲忕嚎鎬у洖褰掔殑璇勪環(huán)涓庨嫻?/span>
3.3 鐢ㄦ満鍣ㄥ涔犳€濈淮鏋勫緩鍗曞彉閲忕嚎鎬у洖褰掓ā鍨?/span>
3.3.1 涓€涓畝鍗曟渚嬶細娉㈠＋欏挎埧灞嬩環(huán)鏍肩殑鎷熷悎涓庨嫻?/span>
3.3.2 鏁版嵁闆嗗垝鍒?/span>
3.3.3 妯″瀷姹傝В涓庨嫻嬬殑Python瀹炵幇
3.3.4 妯″瀷璇勪環(huán)
3.3.5 涓?灝忎簩涔樻硶棰勬祴鏁堟灉鐨勬瘮杈?/span>
3.4 鏈哄櫒瀛︿範鐨勫垵姝ュ嵃璞℃€葷粨
3.5 灝忕粨
絎?绔?綰挎€у洖褰掔畻娉曡繘闃?/span>
4.1 澶氬彉閲忕嚎鎬у洖褰掔畻娉?/span>
4.1.1 澶氬彉閲忕嚎鎬у洖褰掔畻娉曠殑灝忎簩涔樻眰瑙?/span>
4.1.2 澶氬彉閲忕嚎鎬у洖褰掔殑Python瀹炵幇錛氬獎鍘呰褰變漢鏁扮殑鎷熷悎錛堜竴錛?/span>
4.2 姊害涓嬮檷娉曟眰瑙ｅ鍙橀噺綰挎€у洖褰?/span>
4.2.1 姊害涓嬮檷鐨勫惈涔?/span>
4.2.2 姊害涓嬮檷鐨勭浉鍏蟲蹇?/span>
4.2.3 姊害涓嬮檷娉曟眰瑙ｇ嚎鎬у洖褰掔畻娉?/span>
4.2.4 姊害涓嬮檷娉曠殑Python瀹炵幇錛氬獎鍘呰褰變漢鏁扮殑鎷熷悎錛堜簩錛?/span>
4.3 綰挎€у洖褰掔殑姝ｅ垯鍖?/span>
4.3.1 涓轟粈涔堣浣跨敤姝ｅ垯鍖?/span>
4.3.2 姝ｅ垯鍖栫殑鍘熺悊
4.3.3 鍩轟簬灝忎簩涔樻硶鐨勬鍒欏寲
4.3.4 鍩轟簬姊害涓嬮檷娉曠殑姝ｅ垯鍖?/span>
4.4 宀洖褰?/span>
4.4.1 宀洖褰掔殑鍘熺悊
4.4.2 宀弬鏁扮殑鍙栧€兼柟娉?/span>
4.4.3 宀洖褰掔殑Python瀹炵幇錛氬獎鍘呰褰變漢鏁扮殑鎷熷悎錛堜笁錛?/span>
4.5 Lasso鍥炲綊
4.5.1 Lasso鍥炲綊鐨勫師鐞?/span>
4.5.2 Lasso鍥炲綊鐨勫弬鏁版眰瑙?/span>
4.5.3 Lasso鍥炲綊鐨凱ython瀹炵幇錛氬獎鍘呰褰變漢鏁扮殑鎷熷悎錛堝洓錛?/span>
4.6 灝忕粨
絎?绔?閫昏緫鍥炲綊綆楁硶
5.1 浠庣嚎鎬у洖褰掑埌鍒嗙被闂
5.2 鍩轟簬Sigmoid鍑芥暟鐨勫垎綾?/span>
5.3 浣跨敤姊害涓嬮檷娉曟眰瑙?/span>
5.3.1 瀵規(guī)暟浼肩劧鍑芥暟
5.3.2 浼肩劧
5.3.3 姊害涓嬮檷娉曠殑鍙傛暟姹傝В
5.4 閫昏緫鍥炲綊鐨凱ython瀹炵幇
5.4.1 姊害涓嬮檷娉曟眰瑙ｇ殑Python紺轟緥錛氶嫻嬪鐢熸槸鍚﹁褰曞彇錛堜竴錛?/span>
5.4.2 鐢⊿cikit learn鍋氶€昏緫鍥炲綊錛氶嫻嬪鐢熸槸鍚﹁褰曞彇錛堜簩錛?/span>
5.4.3 涓ょ瀹炵幇鏂瑰紡鐨勬瘮杈?/span>
5.5 閫昏緫鍥炲綊鐨勬鍒欏寲
5.6 灝忕粨
絎?绔?璐濆彾鏂垎綾葷畻娉?/span>
6.1 璐濆彾鏂垎綾誨櫒鐨勫垎綾誨師鐞?/span>
6.1.1 璐濆彾鏂畾鐞?/span>
6.1.2 璐濆彾鏂畾鐞嗙殑涓€涓畝鍗曚緥瀛?/span>
6.1.3 璐濆彾鏂垎綾葷殑鍘熺悊涓庣壒鐐?/span>
6.2 鏈寸礌璐濆彾鏂垎綾?/span>
6.2.1 鏈寸礌璐濆彾鏂負浠€涔堟槸“鏈寸礌”鐨?/span>
6.2.2 鏈寸礌璐濆彾鏂垎綾葷畻娉曠殑鍘熺悊
6.2.3 鏈寸礌璐濆彾鏂垎綾葷畻娉曠殑鍙傛暟浼拌
6.2.4 鏈寸礌璐濆彾鏂殑浼樸€佺己鐐瑰強搴旂敤鍦烘櫙
6.3 楂樻柉鏈寸礌璐濆彾鏂垎綾葷畻娉?/span>
6.3.1 楂樻柉鏈寸礌璐濆彾鏂殑Python瀹炵幇錛氬€熸鑰呬俊鐢ㄧ瓑綰ц瘎浼幫紙涓€錛?/span>
6.3.2 棰勬祴緇撴灉鐨勮瘎浠峰強鍏朵笌閫昏緫鍥炲綊綆楁硶鐨勬瘮杈?/span>
6.4 澶氶」寮忔湸绱犺礉鍙舵柉鍒嗙被綆楁硶
6.4.1 澶氶」寮忔湸绱犺礉鍙舵柉綆楁硶鐨勫師鐞?/span>
6.4.2 澶氶」寮忔湸绱犺礉鍙舵柉鐨凱ython瀹炵幇錛氬€熸鑰呬俊鐢ㄧ瓑綰ц瘎浼幫紙浜岋級
6.5 浼姫鍒╂湸绱犺礉鍙舵柉鍒嗙被綆楁硶
6.6 璐濆彾鏂綉緇滅畻娉曠殑鍩烘湰鍘熺悊涓庣壒鐐?/span>
6.6.1 璐濆彾鏂綉緇滅畻娉曠殑鍩烘湰鍘熺悊
6.6.2 璐濆彾鏂綉緇滅畻娉曠殑瀹炵幇鍙婂叾鐗圭偣
6.7 灝忕粨
絎?绔?鍩轟簬鍐崇瓥鏍戠殑鍒嗙被綆楁硶
7.1 鍐崇瓥鏍戝垎綾葷畻娉曞師鐞?/span>
7.1.1 浠ヤ俊鎭涓哄熀紜€鐨勫垎綾誨師鐞?/span>
7.1.2 鍐崇瓥鏍戝垎綾葷畻娉曟鏋?/span>
7.1.3 琛￠噺鏍囧噯錛氫俊鎭喌
7.1.4 鍐崇瓥鏍戠畻娉曠殑綆€鍖?/span>
7.1.5 鍐崇瓥鏍戠畻娉曠殑浼樸€佺己鐐逛笌搴旂敤
7.2 鍩烘湰鍐崇瓥鏍慖D3綆楁硶
7.2.1 鐗瑰緛閫夋嫨涔嬩俊鎭鐩?/span>
7.2.2 ID3綆楁硶鍘熺悊涓庢楠?/span>
7.2.3 ID3綆楁硶鐨勪竴涓畝鍗曚緥瀛愶細欏懼璐拱鏈嶈鐨勫睘鎬у垎鏋愶紙涓€錛?/span>
7.2.4 ID3綆楁硶鐨凱ython瀹炵幇錛氶【瀹㈣喘涔版湇瑁呯殑灞炴€у垎鏋愶紙浜岋級
7.3 鍏朵粬鍐崇瓥鏍戠畻娉?/span>
7.3.1 C4.5綆楁硶
7.3.2 CART綆楁硶
7.3.3 CART綆楁硶鐨勫簲鐢ㄤ婦渚嬶細欏懼璐拱鏈嶈鐨勫睘鎬у垎鏋愶紙涓夛級
7.3.4 CART綆楁硶鐨凱ython瀹炵幇錛氶【瀹㈣喘涔版湇瑁呯殑灞炴€у垎鏋愶紙鍥涳級
7.4 鍐崇瓥鏍戝壀鏋濇柟娉?/span>
7.4.1 棰勫壀鏋濆強鍏跺疄鐜?/span>
7.4.2 鍚庡壀鏋濅箣閿欒鐜囬檷浣庡壀鏋濇柟娉?/span>
7.4.3 鍚庡壀鏋濅箣鎮(zhèn)茶閿欒鍓灊鏂規(guī)硶
7.5 鍐崇瓥鏍戠殑闆嗘垚瀛︿範綆楁硶涔嬮殢鏈烘．鏋?/span>
7.5.1 闆嗘垚瀛︿範綆楁硶
7.5.2 闅忔満媯灄
7.5.3 闅忔満媯灄鐨凱ython瀹炵幇錛氳В鍐充氦閫氭嫢鍫甸棶棰橈紙涓€錛?/span>
7.6 灝忕粨
絎?绔?K榪戦偦綆楁硶
8.1 K榪戦偦綆楁硶鐨勫師鐞嗕笌鐗圭偣
8.1.1 K榪戦偦綆楁硶鐨勫師鐞?/span>
8.1.2 K榪戦偦綆楁硶闇€瑕佽В鍐崇殑闂
8.1.3 K榪戦偦綆楁硶鐨勪紭銆佺己鐐?/span>
8.2 K榪戦偦綆楁硶鐨勫叿浣撳唴瀹規(guī)帰璁?/span>
8.2.1 璺濈鐨勫害閲?/span>
8.2.2 灞炴€鐨勫喅瀹?/span>
8.2.3 K榪戦偦鐨勫揩閫熸悳绱箣Kd鏍?/span>
8.3 K榪戦偦綆楁硶鐨勫簲鐢?/span>
8.3.1 K榪戦偦綆楁硶鐨勪竴涓畝鍗曚緥瀛愶細鏂囧寲鍏徃鎺ㄥ箍媧誨姩鐨勬晥鏋滈浼?/span>
8.3.2 K榪戦偦綆楁硶鐨凱ython瀹炵幇錛氳В鍐充氦閫氭嫢鍫甸棶棰橈紙浜岋級
8.4 灝忕粨
絎?绔?鏀寔鍚戦噺鏈?/span>
9.1 鏀寔鍚戦噺鏈虹殑鍩烘湰鐭ヨ瘑
9.1.1 瓚呭鉤闈?/span>
9.1.2 闂撮殧涓庨棿闅?鍖?/span>
9.1.3 鍑芥暟闂撮殧涓庡嚑浣曢棿闅?/span>
9.2 涓嶅悓鎯呭艦涓嬬殑鏀寔鍚戦噺鏈?/span>
9.2.1 綰挎€у彲鍒嗕笅鐨勬敮鎸佸悜閲忔満
9.2.2 綰挎€т笉鍙垎涓嬬殑鏀寔鍚戦噺鏈?/span>
9.2.3 闈炵嚎鎬ф敮鎸佸悜閲忔満
9.2.4 闈炵嚎鎬ф敮鎸佸悜閲忔満涔嬫牳鍑芥暟
9.2.5 澶氱被鍒嗙被鏀寔鍚戦噺鏈?/span>
9.2.6 鏀寔鍚戦噺鍥炲綊鏈?/span>
9.3 鏀寔鍚戦噺鏈虹殑Python瀹炵幇
9.3.1 綰挎€у彲鍒哠VM鐨凱ython瀹炵幇
9.3.2 綰挎€т笉鍙垎SVM鐨凱ython瀹炵幇
9.3.3 闈炵嚎鎬у彲鍒哠VM鐨凱ython瀹炵幇
9.3.4 鏀寔鍚戦噺鍥炲綊鏈篠VR鐨凱ython瀹炵幇
9.4 灝忕粨
0绔?浜哄伐紲炵粡緗戠粶
10.1 浜哄伐紲炵粡緗戠粶鍏ラ棬
10.1.1 浠庣緇忓厓鍒扮緇忕綉緇?/span>
10.1.2 紲炵粡緗戠粶鍐崇瓥鐨勪竴涓畝鍗曚緥瀛愶細灝忔潕瑕佷笉瑕佺湅鐢?shù)濯?/span>
10.2 浜哄伐紲炵粡緗戠粶鍩烘湰鐞嗚
10.2.1 嬋€媧誨嚱鏁?/span>
10.2.2 浜哄伐紲炵粡緗戠粶鐨勫熀鏈粨鏋?/span>
10.2.3 浜哄伐紲炵粡緗戠粶鐨勪富瑕佺被鍨?/span>
10.2.4 浜哄伐紲炵粡緗戠粶鐨勭壒鐐?/span>
10.2.5 涓€涓渚嬶細寮傛垨閫昏緫鐨勫疄鐜?/span>
10.3 BP紲炵粡緗戠粶綆楁硶
10.3.1 BP綆楁硶鐨勭綉緇滅粨鏋勪笌璁粌鏂瑰紡
10.3.2 淇℃伅姝ｅ悜浼犻€掍笌璇樊鍙嶅悜浼犳挱
10.3.3 BP紲炵粡緗戠粶鐨勫涔犳祦紼?/span>
10.3.4 BP綆楁硶鐨勪竴涓紨紺轟婦渚?/span>
10.4 浜哄伐紲炵粡緗戠粶鐨凱ython瀹炵幇
10.4.1 浜哄伐紲炵粡緗戠粶鐨凱ython妗堜緥錛氭墜鍐欐暟瀛楃殑璇嗗埆
10.4.2 鎵嬪啓鏁板瓧鏁版嵁鐨勭緇忕綉緇滆緇?/span>
10.4.3 鎵嬪啓鏁板瓧鏁版嵁鐨勭緇忕綉緇滆瘎浠蜂笌棰勬祴
10.5 浠庝漢宸ョ緇忕綉緇滃埌娣卞害瀛︿範
10.5.1 浠庝漢宸ョ緇忕綉緇滃埌娣卞害瀛︿範鐨勬紨榪?/span>
10.5.2 娣卞害瀛︿範鐩告瘮ANN鐨勬妧鏈獊鐮?/span>
10.6 灝忕粨
1绔?鑱氱被綆楁硶
11.1 鑱氱被綆楁硶姒傝堪
11.1.1 鐩戠潱瀛︿範涓庢棤鐩戠潱瀛︿範錛氬師鐞嗕笌鍖哄埆
11.1.2 浠庣洃鐫ｅ涔犲埌鏃犵洃鐫ｅ涔?/span>
11.1.3 鑱氱被綆楁硶綆€浠嬩笌搴旂敤
11.1.4 涓昏鐨勮仛綾葷畻娉?/span>
11.1.5 鑱氱被緇撴灉鐨勬湁鏁堟€ц瘎浠?/span>
11.2 鑱氱被涔婯鍧囧€肩畻娉?/span>
11.2.1 K鍧囧€肩畻娉曠殑鎬濇兂
11.2.2 K鍧囧€肩畻娉曠殑嫻佺▼
11.2.3 K鍧囧€肩畻娉曠殑涓€涓畝鍗曚緥瀛愶細浜岀淮鏍鋒湰鐨勮仛綾?/span>
11.2.4 K鍧囧€肩畻娉曠殑Python瀹炵幇錛氫笉鍚屽惈閲忔灉姹侀ギ鏂欑殑鑱氱被錛堜竴錛?/span>
11.3 灞傛鑱氱被綆楁硶
11.3.1 灞傛鑱氱被綆楁硶鍩烘湰鍘熺悊
11.3.2 綆楁硶鐨勮窛紱誨害閲忔柟娉?/span>
11.3.3 灞傛鑱氱被鐨勭畝鍗曟渚嬩箣AGNES綆楁硶
11.3.4 灞傛鑱氱被鐨勭畝鍗曟渚嬩箣DIANA綆楁硶
11.3.5 灞傛鑱氱被鐨凱ython瀹炵幇錛氫笉鍚屽惈閲忔灉姹侀ギ鏂欑殑鑱氱被錛堜簩錛?/span>
11.4 鍏朵粬綾誨瀷鑱氱被綆楁硶綆€浠?/span>
11.4.1 鍩轟簬瀵嗗害鐨凞BSCAN綆楁硶
11.4.2 鍩轟簬緗戞牸鐨凷TING綆楁硶
11.5 灝忕粨
2绔?闄嶇淮鎶€鏈笌鍏寵仈瑙勫垯鎸栨帢
12.1 闄嶇淮鎶€鏈?/span>
12.2 PCA闄嶇淮鎶€鏈殑鍘熺悊涓庡疄鐜?/span>
12.2.1 涓繪垚鍒嗗垎鏋愶紙PCA錛夌殑鍩烘湰鍘熺悊
12.2.2 涓繪垚鍒嗗垎鏋愶紙PCA錛夌殑姝ラ
12.2.3 PCA闄嶇淮鐨勪竴涓畝鍗曟渚嬶細浜岀淮鏍鋒湰鐨勯檷緇達紙涓€錛?/span>
12.2.4 PCA闄嶇淮鐨凱ython瀹炵幇錛氫簩緇存牱鏈殑闄嶇淮錛堜簩錛?/span>
12.3 LDA闄嶇淮鎶€鏈殑鍘熺悊涓庡疄鐜?/span>
12.3.1 鍒ゅ埆闂涓庣嚎鎬у垽鍒嚱鏁?/span>
12.3.2 綰挎€у垽鍒垎鏋愶紙LDA錛夌殑鍩烘湰鍘熺悊
12.3.3 LDA鐨勭壒鐐逛笌灞€闄愭€?/span>
12.3.4 LDA闄嶇淮鎶€鏈殑Python瀹炵幇錛氫簩緇存牱鏈殑闄嶇淮錛堜笁錛?/span>
12.4 鍏寵仈瑙勫垯鎸栨帢姒傝堪
12.4.1 鍏寵仈瑙勫垯鎸栨帢鐨勭浉鍏沖畾涔?/span>
12.4.2 鍏寵仈瑙勫垯鐨勬寲鎺樿繃紼?/span>
12.4.3 鍏寵仈瑙勫垯鎸栨帢鐨勫垎綾?/span>
12.5 鍏寵仈瑙勫垯鎸栨帢鐨勪富瑕佺畻娉?/span>
12.5.1 Apriori綆楁硶綆€浠嬪強妗堜緥錛氱敤鎴瘋祫璁祻瑙堢殑鎸栨帢錛堜竴錛?/span>
12.5.2 FP Growth綆楁硶綆€浠嬪強妗堜緥錛氱敤鎴瘋祫璁祻瑙堢殑鎸栨帢錛堜簩錛?/span>
12.6 灝忕粨
3绔?鏈哄櫒瀛︿範欏圭洰瀹炴垬鍏ㄦ祦紼嬪叆闂?/span>
13.1 鏈哄櫒瀛︿範欏圭洰瀹炴垬姒傝堪
13.1.1 鏈哄櫒瀛︿範欏圭洰瀹炴垬鐨勬剰涔?/span>
13.1.2 濡備綍鍏ラ棬涓€涓満鍣ㄥ涔犵珵璧涢」鐩?/span>
13.2 涓€涓畝鍗曠殑鏈哄櫒瀛︿範欏圭洰瀹炴垬錛氭埧浠烽嫻?/span>
13.3 欏圭洰瀹炴垬涔嬫暟鎹澶勭悊
13.3.1 鏁版嵁鍔犺澆涓庨瑙?/span>
13.3.2 緙哄け鍊煎鐞?/span>
13.3.3 鏁版嵁杞崲
13.4 欏圭洰瀹炴垬涔嬬壒寰佹彁鍙?/span>
13.4.1 鍙橀噺鐗瑰緛鍥捐〃
13.4.2 鍙橀噺鍏寵仈鎬у垎鏋?/span>
13.5 欏圭洰瀹炴垬涔嬪緩妯¤緇?/span>
13.5.1 瀵硅緇冩暟鎹泦鐨勫垝鍒?/span>
13.5.2 閲囩敤涓嶅悓綆楁硶鐨勫緩妯¤緇?/span>
13.5.3 鍙傛暟璋冧紭
13.6 棰勬祴涓庢彁浜ょ粨鏋?/span>
13.7 灝忕粨

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