Hadoop框架MapReduce 統計人數、總分、關聯

資料

students.txt

1500100001,施笑槐,22,女,文科六班
1500100002,呂金鵬,24,男,文科六班
1500100003,單樂蕊,22,女,理科六班
1500100004,葛德曜,24,男,理科三班
1500100005,宣谷芹,22,女,理科五班
1500100006,邊昂雄,21,男,理科二班
1500100007,尚孤風,23,女,文科六班
1500100008,符半雙,22,女,理科六班
1500100009,沈德昌,21,男,理科一班
1500100010,羿彥昌,23,男,理科六班
1500100011,宰運華,21,男,理科三班
1500100012,梁易槐,21,女,理科一班
1500100013,逯君昊,24,男,文科二班
1500100014,羿旭炎,23,男,理科五班
1500100015,宦懷綠,21,女,理科一班
1500100016,潘訪煙,23,女,文科一班
1500100017,高芷天,21,女,理科五班
1500100018,駱憐雪,21,女,文科六班
1500100019,婁曦之,24,男,理科三班
1500100020,杭振凱,23,男,理科四班
1500100021,連鴻暉,22,男,理科六班
1500100022,薄運珧,23,男,文科四班
1500100023,東鴻疇,23,男,理科二班
1500100024,湛慕卉,22,女,文科二班
1500100025,翁飛昂,22,男,文科四班
1500100026,向鵬池,21,男,理科四班
1500100027,路辰錕,21,男,文科四班
1500100028,幸浩邈,24,男,理科五班
1500100029,滕旭炎,21,男,理科二班
1500100030,姚依絲,21,女,理科六班
1500100031,麻智剛,24,男,文科六班
1500100032,雍靜楓,24,女,文科二班
1500100033,桑昆峰,24,男,理科三班
1500100034,薛鴻朗,24,男,理科五班
1500100035,包瀚玥,24,男,理科四班
1500100036,阮旭炎,22,男,文科二班
1500100037,顧向松,22,女,文科一班
1500100038,薊振強,21,男,理科五班
1500100039,竇孤風,22,女,文科六班
1500100040,紀映之,24,女,文科四班
1500100041,傅景天,24,男,理科四班
1500100042,麻旭堯,24,男,文科四班
1500100043,晏昆鵬,24,男,理科六班
1500100044,田天風,24,女,文科二班
1500100045,仇運晟,21,男,理科一班
1500100046,靳香巧,22,女,理科五班
1500100047,秋旭堯,23,男,文科六班
1500100048,從子辰,21,男,理科六班
1500100049,籍涵煦,21,男,理科六班
1500100050,方小蕾,22,女,文科五班
1500100051,江寄容,24,女,文科五班
1500100052,居初蘭,23,女,理科二班
1500100053,扈鴻朗,21,男,文科五班
1500100054,梅元容,21,女,理科二班
1500100055,衛鴻熙,24,男,文科一班
1500100056,古鴻信,21,男,理科二班
1500100057,經沛白,24,女,文科四班
1500100058,薄谷蕊,23,女,理科三班
1500100059,席昌燎,24,男,理科二班
1500100060,阮迎荷,24,女,文科四班
1500100061,路紫萱,21,女,文科四班
1500100062,空芷荷,24,女,文科二班
1500100063,申半雙,24,女,文科四班
1500100064,汲辰沛,22,男,理科六班
1500100065,蓬昂雄,22,男,理科二班
1500100066,惠耘濤,22,男,文科三班
1500100067,廣浦澤,22,男,文科五班
1500100068,宣南蓉,23,女,理科一班
1500100069,束采波,22,女,文科一班
1500100070,濮佑運,22,男,理科一班
1500100071,祖昌勛,22,男,理科四班
1500100072,段懷夢,23,女,理科二班
1500100073,滕旭炎,23,男,文科二班
1500100074,史鵬煊,22,男,理科六班
1500100075,譚春蕾,21,女,文科二班
1500100076,竺樂蓉,23,女,理科五班
1500100077,鈕元蝶,24,女,理科三班
1500100078,干安珊,24,女,理科四班
1500100079,曾辰宇,22,男,文科六班
1500100080,巫景彰,21,男,理科五班
1500100081,嵇平安,21,女,理科三班
1500100082,凌思菱,22,女,文科一班
1500100083,雍惜玉,22,女,文科二班
1500100084,應景平,22,男,理科三班
1500100085,彭旭東,21,男,文科二班
1500100086,祖昆銳,22,男,理科一班
1500100087,童鴻禧,23,男,理科五班
1500100088,田德明,21,男,文科三班
1500100089,蒙依絲,22,女,文科五班
1500100090,富寄風,21,女,文科五班
1500100091,藺水風,22,女,文科一班
1500100092,竺惜玉,21,女,理科四班
1500100093,裴依秋,22,女,文科二班
1500100094,韓醉柳,22,女,文科一班
1500100095,尹宛秋,23,女,文科三班
1500100096,沈曜瑞,21,男,理科三班
1500100097,葉德昌,24,男,文科二班
1500100098,卞俊暉,22,男,理科一班
1500100099,成曜文,21,男,文科五班
1500100100,寧昊磊,22,男,文科六班
1500100101,計又琴,23,女,文科一班
1500100102,洪天風,24,女,文科五班
1500100103,宣昆皓,21,男,理科五班
1500100104,咸冰蝶,23,女,理科二班
1500100105,壽白亦,22,女,文科五班
1500100106,仲懷蓮,22,女,文科四班
1500100107,能昆明,23,男,理科五班
1500100108,伏易云,24,女,理科五班
1500100109,從振強,24,男,文科三班
1500100110,牛晨朗,22,男,文科六班
1500100111,邴惜芹,22,女,理科三班
1500100112,祖昆琦,21,男,理科三班
1500100113,羿思真,24,女,理科三班
1500100114,鈕笑柳,24,女,理科四班
1500100115,益耘豪,24,男,理科四班
1500100116,文元蝶,21,女,文科四班
1500100117,隗寄南,21,女,理科四班
1500100118,藺昆宇,21,男,文科一班
1500100119,臧云天,21,男,文科四班
1500100120,桓浩邈,24,男,文科三班
1500100121,張雪卉,22,女,文科一班
1500100122,喬書雁,23,女,理科四班
1500100123,厙寄琴,23,女,理科四班
1500100124,馮綠蝶,22,女,理科四班
1500100125,蒙涵衍,23,男,文科一班
1500100126,侯昌燎,21,男,理科六班
1500100127,羅芷卉,21,女,文科二班
1500100128,巫鴻哲,24,男,文科一班
1500100129,容寄南,23,女,文科三班
1500100130,寧懷蓮,21,女,理科四班
1500100131,胡昊明,22,男,文科六班
1500100132,曾安寒,22,女,文科五班
1500100133,錢向山,24,女,理科二班
1500100134,計宣朗,22,男,理科四班
1500100135,庾振海,21,男,理科四班
1500100136,黎昆鵬,22,男,文科六班
1500100137,宣向山,22,女,理科四班
1500100138,欒鴻信,22,男,文科二班
1500100139,左代萱,24,女,文科三班
1500100140,郁運發,24,男,文科六班
1500100141,謝昌勛,23,男,理科六班
1500100142,閔華暉,21,男,文科一班
1500100143,匡德明,22,男,文科五班
1500100144,通冰夏,22,女,文科六班
1500100145,毆飛昂,24,男,理科五班
1500100146,于向南,23,女,理科三班
1500100147,翁鴻暉,23,男,理科四班
1500100148,蔣震博,23,男,文科六班
1500100149,仇辰錕,21,男,理科一班
1500100150,牧星睿,24,男,文科四班
1500100151,諸碧萱,22,女,理科六班
1500100152,衡從安,21,女,文科五班
1500100153,孔涵蕾,21,女,文科四班
1500100154,容昊然,22,男,文科五班
1500100155,廣高旻,24,男,文科四班
1500100156,姚星爵,23,男,理科五班
1500100157,孫映冬,24,女,理科一班
1500100158,葛惜夢,24,女,理科三班
1500100159,寇鴻朗,23,男,文科四班
1500100160,云冰真,24,女,文科三班
1500100161,蔣谷夢,23,女,理科五班
1500100162,林昆卉,24,男,文科四班
1500100163,胥凡白,21,女,理科五班
1500100164,封昂杰,21,男,理科六班
1500100165,姜昆皓,22,男,文科一班
1500100166,車懷曼,24,女,文科四班
1500100167,裘昌淼,23,男,理科六班
1500100168,巫辰皓,21,男,理科六班
1500100169,印維運,23,男,理科六班
1500100170,夏鴻暢,21,男,文科四班
1500100171,乜鴻福,24,男,理科一班
1500100172,施昊東,22,男,理科三班
1500100173,連采波,24,女,文科六班
1500100174,茅香薇,22,女,理科六班
1500100175,邰凡靈,21,女,理科一班
1500100176,施元容,21,女,文科六班
1500100177,樊若翠,23,女,文科五班
1500100178,杜芷天,21,女,文科一班
1500100179,阮惜珊,23,女,理科四班
1500100180,古金鵬,24,男,理科一班
1500100181,鞏懷蓮,24,女,理科四班
1500100182,仲秋巧,23,女,文科五班
1500100183,衛若楓,24,女,理科六班
1500100184,夔尋巧,24,女,理科三班
1500100185,杭夢蕊,24,女,理科三班
1500100186,昌元冬,22,女,文科五班
1500100187,武靜珊,23,女,理科六班
1500100188,霍元冬,21,女,理科五班
1500100189,曾覓云,24,女,理科二班
1500100190,韓運升,24,男,理科四班
1500100191,益惜蕊,23,女,理科四班
1500100192,暨君昊,21,男,文科二班
1500100193,景寄文,21,女,文科四班
1500100194,滕代萱,23,女,理科四班
1500100195,凌昆銳,21,男,文科六班
1500100196,湯浩博,21,男,文科三班
1500100197,酈元容,24,女,理科三班
1500100198,于景行,21,男,理科四班
1500100199,陸慕易,24,女,文科三班
1500100200,丁香巧,24,女,理科一班
1500100201,駱鴻卓,23,男,文科六班
1500100202,干曜瑞,23,男,文科三班
1500100203,董旭彬,21,男,理科六班
1500100204,屠昆緯,24,男,理科六班
1500100205,池景明,24,男,理科六班
1500100206,暴鵬池,22,男,文科六班
1500100207,卜幼南,21,女,文科二班
1500100208,曹曼嵐,24,女,理科四班
1500100209,俞海逸,23,男,文科二班
1500100210,蘇代萱,24,女,理科四班
1500100211,米綺晴,21,女,理科一班
1500100212,單旭鵬,23,男,理科二班
1500100213,趙又綠,23,女,理科五班
1500100214,嵇運盛,23,男,理科三班
1500100215,費華暉,24,男,理科六班
1500100216,都凡梅,22,女,理科五班
1500100217,弘寄南,21,女,文科一班
1500100218,嵇幻巧,24,女,理科四班
1500100219,萬青旋,23,女,理科六班
1500100220,向安寒,24,女,文科五班
1500100221,費智偉,23,男,理科六班
1500100222,趙嘉澍,22,男,文科六班
1500100223,殷醉波,21,女,文科二班
1500100224,裴昂熙,24,男,理科六班
1500100225,安振平,22,男,理科一班
1500100226,應金鵬,24,男,理科四班
1500100227,宗振凱,21,男,文科二班
1500100228,孫鑫鵬,22,男,理科六班
1500100229,逯冬萱,22,女,文科三班
1500100230,扶問寒,22,女,理科三班
1500100231,桂癡安,22,女,文科三班
1500100232,石寄琴,21,女,文科一班
1500100233,師昆鵬,24,男,理科六班
1500100234,廣智杰,22,男,理科二班
1500100235,沈香巧,24,女,理科一班
1500100236,舄以山,23,女,文科二班
1500100237,賀辰釗,21,男,理科五班
1500100238,隗鴻志,21,男,文科五班
1500100239,余向南,21,女,文科四班
1500100240,車惜玉,23,女,理科三班
1500100241,石懷綠,21,女,文科四班
1500100242,舒智陽,21,男,理科六班
1500100243,謝元柏,22,女,理科五班
1500100244,勞若楓,22,女,文科三班
1500100245,蘇旭彬,21,男,文科六班
1500100246,丁運凡,22,男,文科二班
1500100247,戈晗日,23,男,文科六班
1500100248,盛學智,23,男,文科二班
1500100249,扈振翱,24,男,文科三班
1500100250,敖景明,23,男,文科五班
1500100251,曹德昌,24,男,理科四班
1500100252,巴向薇,23,女,理科六班
1500100253,管昌黎,23,男,文科四班
1500100254,陰鴻朗,24,男,理科三班
1500100255,國平安,21,女,文科六班
1500100256,曹振銳,21,男,理科一班
1500100257,山旭東,23,男,理科四班
1500100258,湛昌勛,22,男,文科四班
1500100259,關凡夢,22,女,文科六班
1500100260,莊惜芹,21,女,文科五班
1500100261,蓬昌勛,21,男,理科三班
1500100262,黎盼煙,23,女,理科六班
1500100263,姚昆鵬,22,男,理科二班
1500100264,俞俊暉,24,男,文科三班
1500100265,融尋桃,21,女,文科四班
1500100266,葛亦竹,21,女,理科五班
1500100267,應浩波,22,男,理科二班
1500100268,龍震博,23,男,理科三班
1500100269,胡芷荷,22,女,文科四班
1500100270,貢海之,22,女,文科六班
1500100271,龍浩初,21,男,理科六班
1500100272,蔡起運,23,男,文科四班
1500100273,相寒安,22,女,文科一班
1500100274,貝懷瑤,22,女,理科一班
1500100275,關昆皓,23,男,文科三班
1500100276,庾運鵬,24,男,文科一班
1500100277,舒笑卉,21,女,文科四班
1500100278,鈄寄容,24,女,文科三班
1500100279,蔚盼曼,24,女,文科六班
1500100280,鄧若松,23,女,理科四班
1500100281,葉運凱,21,男,文科三班
1500100282,蔡凡白,22,女,理科三班
1500100283,侯千風,24,女,文科三班
1500100284,昝寄琴,24,女,理科五班
1500100285,燕昌翰,24,男,文科三班
1500100286,易新之,21,女,理科一班
1500100287,凌覓波,23,女,理科一班
1500100288,竺軒昂,22,男,理科二班
1500100289,荊瀚鈺,24,男,理科四班
1500100290,魚惜玉,22,女,文科四班
1500100291,毋高朗,21,男,文科二班
1500100292,易語夢,23,女,文科五班
1500100293,狄惜萍,23,女,理科四班
1500100294,聶冰綠,23,女,文科六班
1500100295,賁從寒,22,女,文科三班
1500100296,空向南,24,女,理科六班
1500100297,燕運良,24,男,文科四班
1500100298,班冬萱,21,女,文科三班
1500100299,祝涵陽,21,女,文科四班
1500100300,吳采波,21,女,理科二班
1500100301,裴運凡,21,男,理科二班
1500100302,韓若翠,22,女,理科二班
1500100303,荊浩邈,21,男,理科二班
1500100304,車易蓉,22,女,理科五班
1500100305,鞠訪煙,22,女,理科四班
1500100306,高子辰,23,男,理科二班
1500100307,危昊然,22,男,文科二班
1500100308,黃初夏,23,女,文科一班
1500100309,乜惜玉,22,女,文科二班
1500100310,邊康震,24,男,理科三班
1500100311,阮半雙,21,女,理科一班
1500100312,平鴻軒,24,男,文科六班
1500100313,席運發,22,男,文科六班
1500100314,符南蓮,24,女,文科一班
1500100315,慕綺彤,23,女,文科一班
1500100316,秋晨軒,22,男,文科三班
1500100317,范盼菡,21,女,理科六班
1500100318,昝鴻振,24,男,文科六班
1500100319,賈懷曼,22,女,文科四班
1500100320,臧鴻暉,24,男,理科一班
1500100321,索旭彬,24,男,理科五班
1500100322,弘子辰,21,男,文科四班
1500100323,周德昌,24,男,理科一班
1500100324,竺香波,24,女,文科四班
1500100325,莫懷綠,23,女,理科二班
1500100326,居涵蓄,24,男,文科四班
1500100327,陰昌翰,24,男,理科二班
1500100328,花平卉,23,女,文科三班
1500100329,秦又綠,23,女,文科四班
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1500100998,容昆宇,22,男,理科四班
1500100999,鐘綺晴,23,女,文科五班
1500101000,符瑞淵,23,男,理科六班

score.txt

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1500100941,1000006,78
1500100942,1000001,35
1500100942,1000002,38
1500100942,1000003,83
1500100942,1000007,53
1500100942,1000008,39
1500100942,1000009,1
1500100943,1000001,58
1500100943,1000002,128
1500100943,1000003,117
1500100943,1000004,99
1500100943,1000005,99
1500100943,1000006,79
1500100944,1000001,82
1500100944,1000002,28
1500100944,1000003,35
1500100944,1000007,24
1500100944,1000008,15
1500100944,1000009,78
1500100945,1000001,53
1500100945,1000002,71
1500100945,1000003,17
1500100945,1000007,50
1500100945,1000008,35
1500100945,1000009,16
1500100946,1000001,74
1500100946,1000002,83
1500100946,1000003,24
1500100946,1000004,99
1500100946,1000005,22
1500100946,1000006,51
1500100947,1000001,57
1500100947,1000002,29
1500100947,1000003,41
1500100947,1000007,18
1500100947,1000008,35
1500100947,1000009,81
1500100948,1000001,75
1500100948,1000002,73
1500100948,1000003,119
1500100948,1000007,69
1500100948,1000008,47
1500100948,1000009,65
1500100949,1000001,73
1500100949,1000002,122
1500100949,1000003,143
1500100949,1000004,67
1500100949,1000005,68
1500100949,1000006,91
1500100950,1000001,129
1500100950,1000002,77
1500100950,1000003,114
1500100950,1000004,84
1500100950,1000005,36
1500100950,1000006,35
1500100951,1000001,29
1500100951,1000002,86
1500100951,1000003,64
1500100951,1000004,37
1500100951,1000005,58
1500100951,1000006,49
1500100952,1000001,97
1500100952,1000002,131
1500100952,1000003,64
1500100952,1000004,83
1500100952,1000005,44
1500100952,1000006,63
1500100953,1000001,90
1500100953,1000002,24
1500100953,1000003,86
1500100953,1000004,64
1500100953,1000005,99
1500100953,1000006,1
1500100954,1000001,132
1500100954,1000002,104
1500100954,1000003,84
1500100954,1000004,78
1500100954,1000005,72
1500100954,1000006,63
1500100955,1000001,61
1500100955,1000002,74
1500100955,1000003,131
1500100955,1000004,20
1500100955,1000005,26
1500100955,1000006,82
1500100956,1000001,103
1500100956,1000002,19
1500100956,1000003,24
1500100956,1000004,57
1500100956,1000005,68
1500100956,1000006,17
1500100957,1000001,74
1500100957,1000002,73
1500100957,1000003,111
1500100957,1000004,50
1500100957,1000005,1
1500100957,1000006,26
1500100958,1000001,46
1500100958,1000002,13
1500100958,1000003,138
1500100958,1000007,23
1500100958,1000008,63
1500100958,1000009,39
1500100959,1000001,135
1500100959,1000002,56
1500100959,1000003,89
1500100959,1000007,17
1500100959,1000008,99
1500100959,1000009,95
1500100960,1000001,29
1500100960,1000002,84
1500100960,1000003,89
1500100960,1000004,22
1500100960,1000005,60
1500100960,1000006,56
1500100961,1000001,77
1500100961,1000002,71
1500100961,1000003,124
1500100961,1000004,25
1500100961,1000005,82
1500100961,1000006,86
1500100962,1000001,81
1500100962,1000002,11
1500100962,1000003,82
1500100962,1000007,27
1500100962,1000008,16
1500100962,1000009,92
1500100963,1000001,98
1500100963,1000002,123
1500100963,1000003,77
1500100963,1000007,70
1500100963,1000008,54
1500100963,1000009,46
1500100964,1000001,57
1500100964,1000002,85
1500100964,1000003,39
1500100964,1000007,46
1500100964,1000008,94
1500100964,1000009,9
1500100965,1000001,7
1500100965,1000002,80
1500100965,1000003,15
1500100965,1000004,3
1500100965,1000005,37
1500100965,1000006,73
1500100966,1000001,51
1500100966,1000002,99
1500100966,1000003,56
1500100966,1000004,40
1500100966,1000005,71
1500100966,1000006,7
1500100967,1000001,16
1500100967,1000002,110
1500100967,1000003,116
1500100967,1000004,7
1500100967,1000005,97
1500100967,1000006,66
1500100968,1000001,77
1500100968,1000002,6
1500100968,1000003,137
1500100968,1000004,43
1500100968,1000005,39
1500100968,1000006,18
1500100969,1000001,75
1500100969,1000002,27
1500100969,1000003,38
1500100969,1000004,47
1500100969,1000005,78
1500100969,1000006,51
1500100970,1000001,90
1500100970,1000002,125
1500100970,1000003,118
1500100970,1000007,39
1500100970,1000008,74
1500100970,1000009,88
1500100971,1000001,13
1500100971,1000002,3
1500100971,1000003,134
1500100971,1000004,90
1500100971,1000005,19
1500100971,1000006,0
1500100972,1000001,95
1500100972,1000002,89
1500100972,1000003,98
1500100972,1000007,51
1500100972,1000008,41
1500100972,1000009,58
1500100973,1000001,3
1500100973,1000002,120
1500100973,1000003,96
1500100973,1000004,47
1500100973,1000005,81
1500100973,1000006,72
1500100974,1000001,108
1500100974,1000002,136
1500100974,1000003,15
1500100974,1000004,96
1500100974,1000005,80
1500100974,1000006,80
1500100975,1000001,101
1500100975,1000002,137
1500100975,1000003,65
1500100975,1000007,79
1500100975,1000008,54
1500100975,1000009,96
1500100976,1000001,59
1500100976,1000002,96
1500100976,1000003,131
1500100976,1000004,64
1500100976,1000005,54
1500100976,1000006,19
1500100977,1000001,55
1500100977,1000002,138
1500100977,1000003,114
1500100977,1000004,47
1500100977,1000005,42
1500100977,1000006,38
1500100978,1000001,106
1500100978,1000002,31
1500100978,1000003,83
1500100978,1000004,19
1500100978,1000005,15
1500100978,1000006,9
1500100979,1000001,78
1500100979,1000002,42
1500100979,1000003,124
1500100979,1000004,22
1500100979,1000005,58
1500100979,1000006,24
1500100980,1000001,33
1500100980,1000002,113
1500100980,1000003,54
1500100980,1000007,12
1500100980,1000008,65
1500100980,1000009,29
1500100981,1000001,104
1500100981,1000002,59
1500100981,1000003,137
1500100981,1000004,21
1500100981,1000005,40
1500100981,1000006,16
1500100982,1000001,34
1500100982,1000002,69
1500100982,1000003,35
1500100982,1000007,85
1500100982,1000008,80
1500100982,1000009,29
1500100983,1000001,82
1500100983,1000002,54
1500100983,1000003,61
1500100983,1000007,77
1500100983,1000008,95
1500100983,1000009,0
1500100984,1000001,24
1500100984,1000002,127
1500100984,1000003,37
1500100984,1000007,31
1500100984,1000008,86
1500100984,1000009,5
1500100985,1000001,15
1500100985,1000002,26
1500100985,1000003,36
1500100985,1000004,39
1500100985,1000005,46
1500100985,1000006,81
1500100986,1000001,24
1500100986,1000002,109
1500100986,1000003,98
1500100986,1000004,2
1500100986,1000005,70
1500100986,1000006,85
1500100987,1000001,143
1500100987,1000002,128
1500100987,1000003,142
1500100987,1000004,36
1500100987,1000005,6
1500100987,1000006,44
1500100988,1000001,4
1500100988,1000002,4
1500100988,1000003,63
1500100988,1000004,60
1500100988,1000005,23
1500100988,1000006,62
1500100989,1000001,37
1500100989,1000002,97
1500100989,1000003,52
1500100989,1000007,81
1500100989,1000008,41
1500100989,1000009,41
1500100990,1000001,52
1500100990,1000002,115
1500100990,1000003,133
1500100990,1000007,75
1500100990,1000008,17
1500100990,1000009,30
1500100991,1000001,0
1500100991,1000002,33
1500100991,1000003,26
1500100991,1000007,0
1500100991,1000008,16
1500100991,1000009,1
1500100992,1000001,118
1500100992,1000002,47
1500100992,1000003,104
1500100992,1000007,67
1500100992,1000008,46
1500100992,1000009,25
1500100993,1000001,62
1500100993,1000002,89
1500100993,1000003,59
1500100993,1000007,82
1500100993,1000008,7
1500100993,1000009,87
1500100994,1000001,91
1500100994,1000002,19
1500100994,1000003,74
1500100994,1000007,52
1500100994,1000008,23
1500100994,1000009,51
1500100995,1000001,9
1500100995,1000002,103
1500100995,1000003,4
1500100995,1000007,26
1500100995,1000008,72
1500100995,1000009,13
1500100996,1000001,43
1500100996,1000002,66
1500100996,1000003,135
1500100996,1000004,85
1500100996,1000005,9
1500100996,1000006,17
1500100997,1000001,113
1500100997,1000002,41
1500100997,1000003,44
1500100997,1000007,29
1500100997,1000008,23
1500100997,1000009,43
1500100998,1000001,37
1500100998,1000002,57
1500100998,1000003,106
1500100998,1000007,91
1500100998,1000008,9
1500100998,1000009,98
1500100999,1000001,115
1500100999,1000002,55
1500100999,1000003,102
1500100999,1000004,48
1500100999,1000005,41
1500100999,1000006,10
1500101000,1000001,100
1500101000,1000002,78
1500101000,1000003,81
1500101000,1000007,5
1500101000,1000008,87
1500101000,1000009,28

統計性別人數Demo2GenderCnt

準備作業將資料.txt檔案上傳到Linux本地

統計性別人數

package com.liangzai.MapReduce;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

import java.io.IOException;

public class Demo2GenderCnt {
    // Map端
    public static class MyMapper extends Mapper<LongWritable, Text,Text, IntWritable> {
        @Override
        protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, Text, IntWritable>.Context context) throws IOException, InterruptedException {
            // 將資料以逗號進行切分
            String[] splits = value.toString().split(",");
            // 取出年齡
            String gender = splits[3];
            // 以性別作為key ，1作為value
            context.write(new Text(gender),new IntWritable(1));
        }
    }

    // Reduce 端
    public static class MyReducer extends Reducer<Text, IntWritable,Text,IntWritable> {
        @Override
        protected void reduce(Text key, Iterable<IntWritable> values, Reducer<Text, IntWritable, Text, IntWritable>.Context context) throws IOException, InterruptedException {
            // 定義變數統計人數
            int cnt = 0;
            // 統計性別人數
            for (IntWritable value : values) {
                cnt += value.get();
            }
            context.write(key,new IntWritable(cnt));
        }
    }

    // Driver端
    public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
        // 創建組態檔
        Configuration conf = new Configuration();
        // 創建一個Job實體
        Job job = Job.getInstance(conf);
        // 對Job進行一些簡單的配置
        job.setJobName("Demo2GenderCnt");
        // 通過class類設定運行Job時該執行哪一個類
        job.setJarByClass(Demo2GenderCnt.class);

        // 對Map端進行配置
        // 對Map端輸出的Key的型別進行配置
        job.setMapperClass(MyMapper.class);
        // 對Map端輸出的Value的型別進行配置
        job.setMapOutputKeyClass(Text.class);
        // 配置Map任務該運行哪一個類
        job.setMapOutputValueClass(IntWritable.class);

        // 對Reduce端進行配置
        // 對Reduce端輸出的Key的型別進行配置
        job.setReducerClass(MyReducer.class);
        // 對Reduce端輸出的Value的型別進行配置
        job.setMapOutputKeyClass(Text.class);
        // 配置Reduce任務該運行哪一個類
        job.setMapOutputValueClass(IntWritable.class);

        // 配置輸出路徑
        FileInputFormat.addInputPath(job,new Path("/student/input"));
        // 輸出路徑不需要提前創建，如果該目錄已存在則會報錯
        // 通過HDFS的JavaAPI判斷輸出路徑是否存在
        Path outPath = new Path("/student/output");
        FileSystem fs = FileSystem.get(conf);
        if (fs.exists(outPath)) {
            fs.delete(outPath,true);
        }

        FileOutputFormat.setOutputPath(job,outPath);

        // 等待job運行完成
        job.waitForCompletion(true);

        /**
         * 1、準備資料，將students.txt上傳至HDFS的/student/input目錄下面
         * hdfs dfs -mkdir -p /student/input
         * hdfs dfs -put students.txt /student/input/
         * 2、提交MapReduce任務
         * hadoop jar Hadoop-1.0.jar com.shujia.MapReduce.Demo2GenderCnt
         * 3、查看日志、殺死任務
         * yarn logs -applicationId application_1644553768092_0003
         * yarn application -kill application_1644553768092_0003
         */
    }
}

打jar包

上傳到HDFS

hdfs dfs -mkdir -p /student/input
hdfs dfs -put students.txt /student/input/

提交MapReduce任務

hadoop jar Hadoop-1.0.jar com.shujia.MapReduce.Demo2GenderCnt

查看yarn運行狀態及日志資訊

查看輸出結果

hdfs dfs -cat /student/output/part-r-00000
hadoop fs -cat /student/output/part-r-00000

輸出結果：

女	493
男	507

統計學生總分Demo03SunScore

package com.liangzai.MapReduce;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

import java.io.IOException;

public class Demo03SunScore {
    // Map端
    public static class MyMapper extends Mapper<LongWritable, Text, LongWritable, IntWritable> {
        @Override
        protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, LongWritable, IntWritable>.Context context) throws IOException, InterruptedException {
            // 按照逗號進行切分
            String[] splits = value.toString().split(",");
            // 取出學生Id編號
            String id = splits[0];
            // 取出學生分數
            String socre = splits[2];
            // 以id作為Key，分數score作為Value
            context.write(new LongWritable(Long.parseLong(id)), new IntWritable(Integer.parseInt(socre)));
        }
    }

    // Reduce端
    public static class MyReduce extends Reducer<LongWritable, IntWritable, LongWritable, IntWritable> {
        @Override
        protected void reduce(LongWritable key, Iterable<IntWritable> values, Reducer<LongWritable, IntWritable, LongWritable, IntWritable>.Context context) throws IOException, InterruptedException {
            int sumScore = 0;
            // 統計學生總分
            for (IntWritable value : values) {
                sumScore += value.get();
            }
            context.write(key, new IntWritable(sumScore));
        }
    }

    // Driver端
    public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
        // 創建組態檔
        Configuration conf = new Configuration();
        // 創建Job實體
        Job job = Job.getInstance(conf);
        // 對Job進行一些簡單的配置
        job.setJobName("Demo03SunScore");
        // 通過class類設定運行Job該執行哪一個類
        job.setJarByClass(Demo03SunScore.class);

        // 對Map端進行配置
        // 配置Map任務該運行哪一個類
        job.setMapperClass(MyMapper.class);
        // 對Map輸出的Key的型別進行配置
        job.setOutputKeyClass(LongWritable.class);
        // 對Map輸出的Value的型別進行配置
        job.setMapOutputValueClass(IntWritable.class);

        // 對Reduce端進行配置
        // 配置reduce任務該運行哪一個類
        job.setReducerClass(MyReduce.class);
        // 對Reduce輸出的Key的型別進行配置
        job.setOutputKeyClass(LongWritable.class);
        // 對Reduce輸出的Value的型別進行配置
        job.setMapOutputValueClass(IntWritable.class);

        // 配置輸入輸出路徑
        // hdfs dfs -mkdir -p /student/socre/input
        FileInputFormat.addInputPath(job, new Path("/student/score/input"));
        // 輸出路徑不需要提前創建，如果該目錄已存在則會報錯
        // 通過HDFS的JavaAPI判斷輸出路徑是否存在
        Path outPath = new Path("/student/score/output");
        FileSystem fs = FileSystem.get(conf);
        if (fs.exists(outPath)) {
            fs.delete(outPath, true);
        }

        FileOutputFormat.setOutputPath(job, outPath);

        // 等待job運行完成
        job.waitForCompletion(true);

        /**
         * 1、準備資料，將students.txt上傳至HDFS的/student/input目錄下面
         * hdfs dfs -mkdir -p /student/score/input
         * hdfs dfs -put score.txt /student/score/input/
         * 2、提交MapReduce任務
         * hadoop jar Hadoop-1.0.jar com.shujia.MapReduce.Demo3SumScore
         * 3、查看日志、殺死任務
         * yarn logs -applicationId application_1644553768092_0005
         * yarn application -kill application_1644553768092_0005
         * 4、查看任務
         * hdfs dfs -cat /student/score/output/part-r-00000
         */
    }
}

1、準備資料

準備資料，將students.txt上傳至HDFS的/student/input目錄下面
hdfs dfs -mkdir -p /student/score/input
 hdfs dfs -put score.txt /student/score/input/

2、提交MapReduce任務

hadoop jar Hadoop-1.0.jar com.shujia.MapReduce.Demo3SumScore

3、查看日志、殺死任務

yarn logs -applicationId application_1644553768092_0005
yarn application -kill application_1644553768092_0005

4、查看任務

hdfs dfs -cat /student/score/output/part-r-00000

兩表關聯(根據內容關聯)

在Map端完成關聯，取出對應的Key即可

package com.liangzai.MapReduce;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

import java.io.IOException;

public class Demo4Join {
    public static class MyMapper extends Mapper<LongWritable, Text, LongWritable, Text> {
        // Map端
        @Override
        protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, LongWritable, Text>.Context context) throws IOException, InterruptedException {
            // 區分value到底是哪個檔案的資料
            String v = value.toString();
            if (v.contains(",")) {
                // 學生資料
                String[] stuSplits = v.split(",");
                long id = Long.parseLong(stuSplits[0]);
                String name = stuSplits[1];
                String clazz = stuSplits[4];
                context.write(new LongWritable(id), new Text(name + "," + clazz + "|"));
            } else {
                // 總分資料
                String[] sumScoreSplit = v.split("\t");
                context.write(new LongWritable(Long.parseLong(sumScoreSplit[0])), new Text(sumScoreSplit[1] + "#"));
            }

        }
    }

    // Reduce端
    public static class MyReducer extends Reducer<LongWritable, Text, LongWritable, Text> {
        @Override
        protected void reduce(LongWritable key, Iterable<Text> values, Reducer<LongWritable, Text, LongWritable, Text>.Context context) throws IOException, InterruptedException {
            String stuV = "";
            String sumScoreV = "";
            for (Text value : values) {
                String v = value.toString();
                if (v.contains("|")) {
                    // 學生資料
                    stuV = v.replace("|", "");
                } else {
                    // 總分資料
                    sumScoreV = v.replace("#", "");
                }

            }
            context.write(key, new Text(stuV + "," + sumScoreV));

        }
    }

    // Driver端
    public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
        Configuration conf = new Configuration();
        // 設定MapReduce輸出的K-V的分隔符
        conf.set("mapred.textoutputformat.separator", ",");
        Job job = Job.getInstance(conf);
        job.setJobName("Demo4Join");
        job.setJarByClass(Demo4Join.class);

        job.setMapperClass(MyMapper.class);
        job.setMapOutputKeyClass(LongWritable.class);
        job.setMapOutputValueClass(Text.class);

        job.setReducerClass(MyReducer.class);
        job.setOutputKeyClass(LongWritable.class);
        job.setOutputValueClass(Text.class);

        // 配置輸入輸出路徑
        FileInputFormat.addInputPath(job, new Path("/student/input"));
        FileInputFormat.addInputPath(job, new Path("/student/score/output"));
        // 輸出路徑不需要提前創建，如果該目錄已存在則會報錯
        // 通過HDFS的JavaAPI判斷輸出路徑是否存在
        Path outPath = new Path("/student/join/output");
        FileSystem fs = FileSystem.get(conf);
        if (fs.exists(outPath)) {
            fs.delete(outPath, true);
        }

        FileOutputFormat.setOutputPath(job, outPath);

        // 等待job運行完成
        job.waitForCompletion(true);

        /**
         * 創建目錄
         * hdfs dfs -mkdir -p /student/join/output
         * 提交任務
         * hadoop jar Hadoop-1.0.jar com.shujia.MapReduce.Demo4Join
         */
    }
}

1、創建目錄

hdfs dfs -mkdir -p /student/join/output

2、提交MapReduce任務

3、查看運行結果

到底啦！覺得靚仔的文章對你學習Hadoop有所幫助的話，關注我吧！q(≧▽≦q)