Kvartiles, starpkvartiļu amplitūda

[b]Sasniedzamie rezultāti:[br][/b][list=1][*]Skaidro jēdzienus kvartiles un starpkvartiļu amplitūda[/*][*]Nosaka kvartiles dotajām datu kopām. [/*][/list]
[table][tr][td][img]data:image/png;base64,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[/img][/td][td][size=100][size=150][size=50][/size][b]Kvartiles[/b] [math]Q_0,Q_1,Q_2,Q_3,Q_4[/math] – sadala augošā secībā sakārtotu datu kopu četrās vienādās daļās.[br][math]Q_0[/math] un [math]Q_4[/math] sakrīt ar kopas minimumu un maksimumu, bet [math]Q_2[/math]– ar kopas mediānu. [br]Var apgalvot, ka vismaz puse datu pieder intervālam [math]\left[Q_1;Q_3\right][/math] .[/size][/size][size=150][sup][/sup][/size][/td][/tr][/table][br]Izpēti piemēru, kā noteikt kvartiles dotajām datu kopām:[br][img]data:image/png;base64,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[/img]
[size=50]Izmantotā literatūra https://mape.skola2030.lv/resources/3937[/size]
Formulē plānu, sakarību vai formulu, kā noteikt kvartiles datu kopām, atkarībā no datu skaita
[table][tr][td][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAE0AAABRCAYAAACXHStQAAALSElEQVR4Ae2c329UxxXH80dUqlqpL1Uj9bkvrdqXvrVK+9CH4jQpbagxCSFRihTSpjRS2ySFJKVOgQItaWiDTSiQKBVgIA4NpBD8ExuMbezdddbGxsa/WHvX+/P+ONX3rmd27vXee+fO3jV2tCNdzd29M3dmPnvOzJk5x36IaikwgYcC16hVoBo0BSGoQatBUyCgUKUmaTVoCgQUqtQkrQZNgYBClQcqaYZpUkHTKZsv0FI2T8l0jhKpTNkLz1AGZVHHMEyF4YZTZdWhabpBmVyBkulsWThu0Nj3C/fHKTl9g1IT/6XM6CnKTZwjbb6bzPQYkZ4Oh4rPW1YFmmmalMtrgUEtLMxTcrKN0rF3KNv3Wyq0b/C/ereRPnKAjOmPyFwa8Rm+2uOqQgMsqBOTkiD50thpyl/f6g/JB6Q28BIZ97vU6LjUqhq0XEGjhaXgKpic6qJs/+9XwNKuP0ZG/8/JHPoFmcP1RJHNRLEGouhmMiP1xe9vbyL9xk9J63x0RX195CCZ2bsuGIJ9HTo03TAolXGf0L2kDWpoU8HOOjL6NlpALECAJHmZg0WAtvd115MxdS4YoTKlQ4WWL2hKqphYTFDm9h4bMP3mxqJESUJyg2lC+noft787+mYZFPJfhQYNK6KXFLk9W5wZsA0IaggVXAEh2kD56HaavttE8fk2GkqNUF8+SwOZWYotDtDY3GWav3OICtHnVtaNNZAx+ARpXSW11Xq2ylNylAwFWjqbVwM2O2wDBolwwjIiT9L8nYM0mLlHNzRD6gLE1GevEkUd6hzdTHpPSeq0vh0OHHIfK4YGg9NNiry+X0hMUr5rE4dmDG6yA4s20GL8derPzkmBKgd0JNFD6dhO+3shdX0bS+1OvCdHSihVETRVCUskUza7C6uiKGFmZAuNzV8pCyuqG5Q1ibAfmDPMsmWcAKdHG23vR1ta909K4GYuCUj8b5Whqc5hkL70SBPvMEwEEZgW2eYJYt6xfbolobK9mkFX59pt7cBkKXTWFfvRXR/IHFGCprxKpjK0OB/nagl7yrK5lldIM9LgCQwSNOuA1icBDfUu5nU6kxi2gcPiwEwS2HGyKTA02GFec5Xfs3T0Ld5Rm1pGG2h8tpVDi+kmTRsmLZomQbqmDJP6NYMGNIPumyalTKIJSfUEtOuaQe9mC9Q/3mQDJ5ojsjuHwNBUDVfAXJwdpEJHcdnXeh6zdX5+/O8c2JhehAVg4pUwi+Ccc5bs5ws5jf6VKdB9YXGAHcekDVsumRQIGrZGfpLk9Xwpfop3EJ1lc5kWeYYDAwDAEWGJ9wAqC8lZ7nJet6B9NNdFpmCOYF5l4MzUsC83aWjYfKvsJUWI2f6Xrc5h5WLAkE9PHucgoIIiJOc9VNYJQ/Zze8GwoEHa7o28wvsgSpsxdSY8aKqnFQzawsIM/zWxRWLQdMdqiYndCUr8XAk0wAUwXK1zPbwP6AvbLeiRxnCgQcrY4FXz1MQlDg2baQZtYXTPCsmplnqK0AAuF9nG+4Ef0lJRie2VlHriAFEVFqsnnmAwYMhjid4V0Kq1EDihxeN7OTRRRf1OgKWgqR5NM2DI05FDxV+yo453FHtDt/nIzeRwKy/7PVNP5FemL/G+4JCALwY4OvdIvtBwpi8OXvU+c7vR6hTmDiZpMsasLAyZch3CQgBo5+dvCX2p59Dgc/BKvtAq2S6JgLMDrxahCSunEXnKVdJkIAQt88myycGk7WTyHoeGE2AmaXDWeCVfaGGoJuBlbxWPsLXrJXPDuXIGhRC0fKsDWvPSUglarIFDg5fLK3lCg29RlJZK7jODrxclTVBPI7JlVSXt/WxxR8Ak7XQiWoKGDfyykwbuQS+/qic0OGUrASXWzQztL0LrlFsIgkqRX/m2QnE3wIAhvzzzKYeGgwMGDX5VjN0teUKr1KAVoaWj/yh2qmMD7ygWhMH03VWRNrbvFKENjB/lfRFXTzikMXa35AlN9VRWhMXul0aO8V9S9AHMjR+uOjSsmk3LOwER2lJkO4eGExcmaegzxu6WPKF5xVYwGLL5ouAP0G+WDh7z0V9WHVrL8umGCOy9xUmbDwEOHUCDJx9jwtjdkic0WSCy5XK9262OibYaVBSeJL85SfX51TJzGeCNjP6VS5momti5sPGsCWjp2D+5CuDUlBm5ueiOqkDr0Qw6li1u0EUpO5maJj3yJG9fdLQgdmRNQUtOdXBoUAcGDfnk1AehgzvpMDEYuInPXuNtW6vmsq8AsSMIullT0NCZzOAbHJwxUJI27A76ckuhgIMj5d8uwP43c9k2l/HTjfYNhKAbBgy5W1rVOQ0dSd7r4dCch5HOE1yVeQz2mBswSBoMaibh4lyGoBsR2JqChs5khvZxcJhP2CCQJ+O7laSts2AQVsl3ypgWTC3zwvkZ2mIrJlZNRCuFAi1Mk0PsEMyPfPcWDk70F2AwmdiLVpyGjKTBBjuf06jZA9a1qQ8JJyrijyN6ocQVk/VT2eQI07hlnWF598WDHBp+aXFAlhQMP013yywOWBGvFXT6OK/T2ZxGRz1gQcKiY3+zzWF4N0IgmCGLaCXWJzFXNm7D3EaJHTp9poVe2PECvX/IHulo84MuO5BT0R3UOf0xHc8Wylr1TPWced/4u7bjbPajiJY/wCHMS+wbu1feRoW1YR/uvMI7duLEKdq7d58FDeDOHympKQbhDFNgg81GnqU78T/Tfxbi3DniBAVnyZ34HspHnl4huTAtRFcd2kKYF4PkzJU37AhZd74syOfRoX468fyP6eCPvk5NW79HTXt+R2+/fcS6du3azcEd/tOzXF0wGCtGTXC+MHAsh89Sj2yx4GiRp8jAfCX4MVk5lkO6xJBSRCthXvUai/LREOwU1UNIADv2zCMWMEBj11uv/NqC1tj4JocGibvaepRyPXZ4kAzE07LBB82xwMCTjx+CXdhbIszLCxjG7JU87TRUVDnudgPGwO177me08zc7ObSWcxesQSzORWzmiDXQjjor/BPSIgbLuAG0Ym1vbrSFUuE9kC5EKyHMywsYnmHMXskXWlDHih8wgNv/w4fpD49/34LWcu7DFYOAASzuHJiUFCFuIK2zznLu4ugcBrLl6O1YDpsSpKpY/lFC0A2ilfxgsecYs1fyhYbKsioqA4xJ2+5vf4mO/KrBcyDJqXZKRw6vUFsbRCek5c8IgUDsCIJuGAyZ3E81wUMKmoyzOAiwfY98jV7+xhdo17e+LD0grHQ4yMQJMI7O4XOAswZeLrgH4VeFkQpPPkIgZACVK4Ox+iUpaH5hCUGA7f/Bw/THb37RggZwV5oPKQ+w3KAr/Q5j9UtS0PASN0O3EmBvfPerawqYl0ErgpSGVi7UqhJgr33nK3Tj4tk1Aw1hZDJSBnjS0FBYDOr7PAGDSmNssikQNLwU4aOfN2AYU5AUGNrs6HBZS5+ZEmLunPTXmkqyRQPB10FSYGh4+dAnLXxbJEIS79cLMIT3B01K0NDItea9ruDWCzC/7ZIbTGVoeGHrX15cAW69AMOfKKmmiqCh0Q9eeoKDWy/AvE5lZUBWDA2NtB0/QOsFWCUSxoCGAg0vO7vreb41WqurpOocxmCxPDRoeGFb8wFaq8BUVkkGyZmHCg0vH75yQfkP/5ndFGYOwzWoHeaE5PwcOjTWgOq/mAgLGPaSQbZGrN8yedWgoXFsgN1OR8KCU+49aFN28y0DyVmmqtBYYxiAyr/NKQfE7TucuKKNasJi41kVaKwx5JX+gyYRGkBhRfQ70xfbD+N+1aGJnYZvEU5ZqBMMTq/YETxDGZRFHfhkH1R6oNAe1KArbbcGTYFgDVoNmgIBhSo1SatBUyCgUKUmaTVoCgQUqvwfQDOh+Nk6FbYAAAAASUVORK5CYII=[/img][/td][td][size=100][size=150][size=50][/size][b]Starpkvartiļu amplitūda[/b] ir trešās un pirmās kvartiles starpība [math]Q_3-Q_1[/math], šis lielums palīdz atsijāt datus - kopas izlecošās vērtības, proti, vērtības, kas atrodas ārpus intervāla[math]\left[Q_1-1,5\left(Q_3-Q_1\right);Q_3+1,5\left(Q_3-Q_1\right)\right][/math] .[br]Izlecošās vērtības mēdz izslēgt no analizējamās datu kopas.[/size][/size][/td][/tr][/table]
Mini iemeslus, kāpēc būtu jāizslēdz izlecošās vērtības no datu kopas.
[b][size=150]Amerikas Kinoakadēmijas balvas ieguvušo aktieru vecums[/size][/b]
Tabulā attēloti 93 aktieru vecumi (par vienu vairāk nekā sagaidīts, jo 1968. gadā bija divi uzvarētāji) augošā secībā, kad viņi ieguvuši Kinoakadēmijas balvu.
Nosaki kvartiles dotajā situācijā
Ja nepieciešama palīdzība, kā programmā Geogebra aprēķināt kvartiles, noskaties video:
Kādu secinājumu var uzrakstīt, izmantojot pirmo un trešo kvartili, šajā situācijā?
Kuri no vecumiem ir izlecošās vērtības un būtu jāizslēdz no datu kopas?
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Information: Kvartiles, starpkvartiļu amplitūda