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INFERENCIA ESTADSTICA
FASE 2.2
ANOVA Y PRUEBAS NO PARAMETRICAS
Maurcio Mora MORA - 106!"6#6!
FABIAN AU$USTO MO%INATu&or. I'()r)'cia E*&a+i*&ica
$RUPO100,0" - 6
UNIVERSIDAD NACIONAL ABIERTA Y A DISTANCIEscuela de Ciencias Bsicas, Tecnologa e Inge
!""#"$ In%eencia Es&adis&ica201
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UNADniea
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Ci)'&) E+a+ D/a $')ro Ciu+a+ +) o1 !, %u')* 1 ,1
2 !2 %u')* 0 "" !, %u')* 1 1,, !2 %u')* 0 2" 61 %u')* 1 2!6 ", %u')* 0 "! 6 %u')* 0 6,# 1 %u')* 1 1! "" %u')* 0 !"
10 6, %u')* 1 1#11 2 %u')* 1 1,12 %u')* 1 #1" 62 %u')* 0 #1, ," %u')* 1 11 66 %u')* 0 !016 2" %u')* 0 6,1! "# %u')* 0 1#1# 26 %u')* 0 "1
1 " %u')* 0 6220 ,1 %u')* 1 121 ! %u')* 0 222 "! %u')* 0 602" 0 %u')* 1 12, "0 %u')* 1 62 6, %u')* 0 ",26 !" %u')* 0 12
2! 20 %u')* 1 ,"2# , %u')* 0 612 !, %u')* 0 ""0 22 %u')* 0 "2"1 2 %u')* 0 6"2 ,2 %u')* 1 ,,"" 20 %u')* 1 !2
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", 6 %u')* 1 6" 2 %u')* 1 21"6 60 %u')* 0 ,1"! !, %u')* 0 6!"# , %u')* 1 ,
" 6 %u')* 1 2!,0 ,, %u')* 1 1!,1 2, %u')* 1 "2,2 1 %u')* 0 0," 2 %u')* 1 !",, , %u')* 0 2#, "1 %u')* 1 2,6 ,2 %u')* 0 22,! "0 %u')* 0 1,# , %u')* 1 "", %u')* 1 20 ,6 %u')* 0 "1 60 %u')* 1 622 6 %u')* 1 61" !0 %u')* 0 1", "# %u')* 1 , ,, %u')* 1 ",
6 62 %u')* 1 2! !0 %u')* 0 !1# 1 %u')* 0 2 6! %u')* 1 1!60 62 %u')* 1 261 " %u')* 0 1262 60 %u')* 1 ,6" ,2 %u')* 0 6, 1 %u')* 1 "6 61 %u')* 0 !66 ,0 %u')* 0 66! ,6 %u')* 1 6# ,# %u')* 0 6#6 0 %u')* 1 ,"!0 26 %u')* 1 2!!1 21 %u')* 1 ,!
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!2 22 %u')* 0 66!" 61 %u')* 0 16!, ,0 %u')* 1 6,! "# %u')* 0 2,!6 "# %u')* 0 60
!! 20 %u')* 1 62!# ! %u')* 1 66! 1# %u')* 1 26#0 ! %u')* 0 1,#1 %u')* 0 10#2 2 %u')* 1 #" " %u')* 0 1#, "1 %u')* 1 !1# 0 %u')* 1 2#6 2 %u')* 1 !1#! 6 %u')* 1 2### 1 %u')* 1 20# !" %u')* 0 ,60 2, %u')* 1 11 6 %u')* 0 1!2 , %u')* 1 " 2 %u')* 1 1
, # Mar&)* 1 " 66 Mar&)* 1 626 " Mar&)* 0 ,! , Mar&)* 0 ,!# !, Mar&)* 0 "2 " Mar&)* 0 "100 2 Mar&)* 1 6,101 "! Mar&)* 0 60102 ", Mar&)* 1 #10" "6 Mar&)* 1 10, 1 Mar&)* 1 #10 # Mar&)* 0 11106 2" Mar&)* 1 !10! 2 Mar&)* 1 6010# "" Mar&)* 0 2#10 2! Mar&)* 0 ,
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110 6 Mar&)* 0 "1111 2# Mar&)* 1 6112 ,# Mar&)* 1 611" 21 Mar&)* 1 1211, 2! Mar&)* 1 6,
11 " Mar&)* 1 26116 20 Mar&)* 1 211! 0 Mar&)* 1 ",11# Mar&)* 0 011 , Mar&)* 1 120 ,2 Mar&)* 1 "2121 ,# Mar&)* 0 2!122 2 Mar&)* 1 #12" "2 Mar&)* 0 212, # Mar&)* 0 12 !0 Mar&)* 0 1126 "2 Mar&)* 1 2612! " Mar&)* 1 !12# 2, Mar&)* 0 "12 ,! Mar&)* 0 "#1"0 2 Mar&)* 1 1!1"1 21 Mar&)* 1 !
1"2 ,, Mar&)* 1 221"" "0 Mar&)* 1 ,1", # Mar&)* 1 11" ! Mar&)* 0 ,21"6 26 Mar&)* 1 661"! Mar&)* 1 601"# 60 Mar&)* 1 11" 1# Mar&)* 0 #1,0 ! Mar&)* 1 261,1 " Mar&)* 1 61,2 "1 Mar&)* 0 61," 62 Mar&)* 1 "11,, !0 Mar&)* 1 "21, 21 Mar&)* 0 621,6 !, Mar&)* 1 !,1,! , Mar&)* 1 12
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1,# 1 Mar&)* 0 121, 6 Mar&)* 1 ,610 " Mar&)* 1 1111 "2 Mar&)* 0 112 66 Mar&)* 1 1"
1" 6! Mar&)* 1 !01, 6 Mar&)* 1 ,"1 60 Mar&)* 1 2!16 ! Mar&)* 1 11! ,2 Mar&)* 0 #1# 6# Mar&)* 0 !11 0 Mar&)* 1 !2160 66 Mar&)* 0 "6161 , Mar&)* 0 "162 " Mar&)* 1 616" , Mar&)* 1 "16, 6 Mar&)* 0 6216 ,, Mar&)* 0 6,166 , Mar&)* 0 ",16! 0 Mar&)* 0 ,"16# 2" Mar&)* 0 "#16 "2 Mar&)* 1 #
1!0 !2 Mar&)* 1 161!1 ,1 Mar&)* 1 1!2 !0 Mi)rc)* 0 ,1!" ", Mi)rc)* 0 ,!1!, 1 Mi)rc)* 0 2!1! 2" Mi)rc)* 0 !11!6 ,0 Mi)rc)* 0 !11!! " Mi)rc)* 0 21!# ,0 Mi)rc)* 0 161! ! Mi)rc)* 0 621#0 , Mi)rc)* 0 121#1 1# Mi)rc)* 1 611#2 !" Mi)rc)* 0 ,,1#" Mi)rc)* 0 ,11#, Mi)rc)* 0 21# Mi)rc)* 0 !1
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1#6 Mi)rc)* 1 101#! ," Mi)rc)* 1 2"1## 21 Mi)rc)* 0 ,1# , Mi)rc)* 1 "210 2 Mi)rc)* 1 "!
11 1 Mi)rc)* 0 112 "2 Mi)rc)* 1 61" 6, Mi)rc)* 1 ",1, 66 Mi)rc)* 0 11 21 Mi)rc)* 0 ,#16 ,0 Mi)rc)* 1 #1! 6 Mi)rc)* 1 601# "2 Mi)rc)* 0 !11 1 Mi)rc)* 0 !,200 22 Mi)rc)* 0 6"201 1 Mi)rc)* 0 1"202 !1 Mi)rc)* 0 "20" 26 Mi)rc)* 0 ,20, 26 Mi)rc)* 0 "620 "0 Mi)rc)* 0 ""206 6 Mi)rc)* 1 020! 21 Mi)rc)* 1 "#
20# !2 Mi)rc)* 1 1"20 Mi)rc)* 1 ,1210 ! Mi)rc)* 0 211 # Mi)rc)* 1 ""212 "0 Mi)rc)* 0 021" 2, Mi)rc)* 0 #21, 1# Mi)rc)* 0 #21 "# Mi)rc)* 0 ",216 " Mi)rc)* 1 "!21! 6 Mi)rc)* 0 121# "0 Mi)rc)* 0 !221 "! Mi)rc)* 0 "220 " Mi)rc)* 0 "2221 6, Mi)rc)* 0 1"222 2 Mi)rc)* 1 22" " Mi)rc)* 0 !2
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22, 2 Mi)rc)* 0 1#22 ,2 Mi)rc)* 0 6"226 21 Mi)rc)* 0 1"22! 2 Mi)rc)* 1 2#22# "2 Mi)rc)* 0 10
22 1 Mi)rc)* 1 2,2"0 " Mi)rc)* 1 #2"1 1# Mi)rc)* 0 2"2 ,! Mi)rc)* 1 "#2"" "# Mi)rc)* 0 6,2", 2, Mi)rc)* 0 ,62" 6 Mi)rc)* 1 112"6 "" Mi)rc)* 1 ,62"! , Mi)rc)* 1 "12"# ,0 Mi)rc)* 1 6,2" 2" Mi)rc)* 1 602,0 " Mi)rc)* 0 62,1 2 Mi)rc)* 1 #2,2 ,6 Mi)rc)* 1 !02," ,! Mi)rc)* 1 !12,, ," Mi)rc)* 1 2,2, 1 Mi)rc)* 0
2,6 "" Mi)rc)* 1 162,! 0 Mi)rc)* 1 12,# ", Mi)rc)* 1 12, !1 Mi)rc)* 0 ,"20 !" Mi)rc)* 1 21 6" Mi)rc)* 1 ,22 ,0 Mi)rc)* 0 !02" 21 Mi)rc)* 1 ",2, 26 Mi)rc)* 0 2,2 2! Mi)rc)* 1 ,26 # Mi)rc)* 1 2,2! 66 Mi)rc)* 1 202# 2, Mi)rc)* 0 ,2 6! Mi)rc)* 0 6"260 ,# Mi)rc)* 1 "261 "1 Mi)rc)* 0 62
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262 1 Mi)rc)* 1 126" !" Mi)rc)* 0 "26, ," Mi)rc)* 1 626 !" Mi)rc)* 0 62266 6 Mi)rc)* 1 16
26! 60 Mi)rc)* 0 "226# " Mi)rc)* 0 1226 " Mi)rc)* 1 2"2!0 66 Mi)rc)* 0 02!1 "# Mi)rc)* 1 !02!2 " Mi)rc)* 1 ,62!" , Mi)rc)* 1 2!, ", Mi)rc)* 1 ,2! ,0 Mi)rc)* 0 6#2!6 6! Mi)rc)* 0 ,22!! , Mi)rc)* 0 #2!# 1 Mi)rc)* 1 !2! !0 Mi)rc)* 0 ,,2#0 6 Mi)rc)* 1 12#1 2 Mi)rc)* 1 6#2#2 "1 Mi)rc)* 0 12#" 62 Mi)rc)* 0 ,0
2#, " Mi)rc)* 1 1#2# ,6 Mi)rc)* 0 ,!2#6 6 Mi)rc)* 1 6"2#! 1 Mi)rc)* 1 "62## 6, Mi)rc)* 1 162# Mi)rc)* 0 20 ! Mi)rc)* 0 6"21 !" Mi)rc)* 1 2022 6, Mi)rc)* 0 "12" 60 Mi)rc)* 1 !"2, # Mi)rc)* 0 ,2 " Mi)rc)* 0 "126 !" Mi)rc)* 0 6!2! 21 Mi)rc)* 1 1#2# !2 Mi)rc)* 1 "2 ,0 Mi)rc)* 0 "2
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"00 !, Mi)rc)* 0 20"01 "1 Mi)rc)* 1 2"02 ,0 Mi)rc)* 0 66"0" "1 Mi)rc)* 0 ""0, ! Mi)rc)* 0 6#
"0 # Mi)rc)* 1 "1"06 2 Mi)rc)* 1 "0! ,, Mi)rc)* 1 ,"0# 26 Mi)rc)* 0 ,"0 6 Mi)rc)* 0 !,"10 62 Mi)rc)* 0 ,#"11 "! Mi)rc)* 0 2!"12 ", Mi)rc)* 0 66"1" 6! Mi)rc)* 1 ""1, "# u)3)* 0 11"1 21 u)3)* 0 6"16 0 u)3)* 0 !1"1! u)3)* 1 "1# !, u)3)* 1 12"1 6# u)3)* 0 "#"20 2 u)3)* 0 ""21 2# u)3)* 0 6#
"22 , u)3)* 0 1"2" 1 u)3)* 1 !1"2, ,# u)3)* 1 6"2 "" u)3)* 1 1""26 "# u)3)* 0 1"2! "# u)3)* 0 2"2# 66 u)3)* 1 "2 u)3)* 0 6!""0 ,0 u)3)* 1 26""1 , u)3)* 0 ,,""2 6 u)3)* 0 """" !" u)3)* 1 6"", 61 u)3)* 0 #"" ! u)3)* 0 "6""6 ,# u)3)* 0 !1""! !0 u)3)* 1 6
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""# "1 u)3)* 0 12"" 2# u)3)* 0 10",0 6" u)3)* 0 1!",1 1 u)3)* 1 1"",2 , u)3)* 0 ,!
"," ! u)3)* 0 "",, 61 u)3)* 1 6!", ," u)3)* 0 "#",6 6 u)3)* 0 ,0",! ," u)3)* 1 "#",# "1 u)3)* 1 """, ,, u)3)* 0 "0 0 u)3)* 1 !0"1 ,6 u)3)* 0 2!"2 ,0 u)3)* 0 "!"" 2" u)3)* 1 21", "" u)3)* 0 61" ! u)3)* 1 11"6 2, u)3)* 1 2,"! !2 u)3)* 0 !1"# "0 u)3)* 1 ," !" u)3)* 0 ""
"60 "# u)3)* 1 !2"61 6# u)3)* 1 20"62 62 u)3)* 1 ""6" u)3)* 1 ,,"6, ,0 u)3)* 0 60"6 !, u)3)* 1 6"66 " u)3)* 1 1#"6! ,! u)3)* 1 ,"6# , u)3)* 0 "6 ", u)3)* 1 ,1"!0 "" u)3)* 1 !,"!1 ,6 u)3)* 0 !"!2 ,, u)3)* 1 1!"!" 6, u)3)* 1 6"!, , u)3)* 1 1#"! 2" u)3)* 1 6
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"!6 !1 u)3)* 1 6""!! u)3)* 1 !""!# 6# u)3)* 0 6"! !2 u)3)* 0 !"#0 ,6 u)3)* 1 ,#
"#1 2, u)3)* 0 !"#2 6! u)3)* 1 ""#" 2# u)3)* 1 #"#, 2 u)3)* 0 2"# 6! u)3)* 1 ,#"#6 , u)3)* 0 "!"#! u)3)* 1 ,!"## "1 u)3)* 0 #"# 22 u)3)* 0 #"0 ", u)3)* 0 6!"1 "6 u)3)* 1 ,#"2 , u)3)* 0 2"" u)3)* 0 !"", !, u)3)* 1 6," " u)3)* 0 2""6 "2 u)3)* 0 ","! "0 u)3)* 0 1
"# " u)3)* 0 " 26 u)3)* 0 62,00 u)3)* 1 2,01 u)3)* 1 ,02 ,# u)3)* 0 !,,0" !2 u)3)* 0 1,0, ,1 u)3)* 1 2#,0 "! u)3)* 1 "#,06 2 u)3)* 0 #,0! ,! u)3)* 0 61,0# 66 u)3)* 0 ,0 66 u)3)* 1 61,10 21 u)3)* 0 0,11 !1 u)3)* 1 2#,12 , u)3)* 0 ",1" 60 u)3)* 0 "
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,1, 60 u)3)* 0 62,1 ", Vi)r')* 1 6#,16 ,6 Vi)r')* 0 "",1! ,2 Vi)r')* 0 ,,1# , Vi)r')* 0 ,,
,1 ", Vi)r')* 0 26,20 !2 Vi)r')* 0 21,21 2 Vi)r')* 1 2,22 "2 Vi)r')* 0 0,2" 1 Vi)r')* 1 6,2, "1 Vi)r')* 0 "",2 20 Vi)r')* 1 6,26 26 Vi)r')* 1 21,2! 6 Vi)r')* 0 62,2# 6! Vi)r')* 0 22,2 21 Vi)r')* 1 ,2,"0 "! Vi)r')* 0 !1,"1 ,1 Vi)r')* 0 ,1,"2 ! Vi)r')* 1 #,"" "0 Vi)r')* 0 ,", 6 Vi)r')* 1 62," 26 Vi)r')* 0 66
,"6 , Vi)r')* 1 ",,"! 61 Vi)r')* 1 ,"# 2# Vi)r')* 1 ,#," ! Vi)r')* 0 !0,,0 2 Vi)r')* 0 "6,,1 ,! Vi)r')* 1 22,,2 2 Vi)r')* 0 "2,," "1 Vi)r')* 1 ,,, !0 Vi)r')* 0 20,, ,2 Vi)r')* 1 !0,,6 20 Vi)r')* 0 6",,! ,# Vi)r')* 1 "#,,# ,6 Vi)r')* 1 6,, Vi)r')* 0 6,0 22 Vi)r')* 1 6,1 Vi)r')* 1 10
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,2 !1 Vi)r')* 1 ," 2 Vi)r')* 0 ,1,, "" Vi)r')* 1 1#, "# Vi)r')* 1 2,6 ,2 Vi)r')* 1 6
,! " Vi)r')* 1 6,# 2 Vi)r')* 0 , Vi)r')* 0 1,60 "2 Vi)r')* 1 60,61 ,# Vi)r')* 0 ,,62 2 Vi)r')* 0 12,6" "6 Vi)r')* 0 2,6, ,0 Vi)r')* 1 ,",6 6# Vi)r')* 0 ,6,66 # Vi)r')* 0 1,6! 6 Vi)r')* 0 ,,6# " Vi)r')* 1 1,6 ,! Vi)r')* 0 6,,!0 ", Vi)r')* 1 !,!1 ! Vi)r')* 0 !,!2 2, Vi)r')* 0 "0,!" 62 Vi)r')* 0 1
,!, 6# Vi)r')* 1 ,,! 6" Vi)r')* 1 2,!6 " Vi)r')* 1 ,0,!! ,2 Vi)r')* 1 !,!# "! Vi)r')* 0 6,! " Vi)r')* 0 6,#0 ,, Vi)r')* 1 ,!,#1 "" Vi)r')* 0 1",#2 " Vi)r')* 1 6,#" Vi)r')* 1 ,,#, 22 Vi)r')* 0 ,,# "# Vi)r')* 1 #,#6 1# Vi)r')* 1 ,1,#! ", Vi)r')* 0 1,,## 1 Vi)r')* 1 ,6,# 2! Vi)r')* 0 ""
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,0 2" Vi)r')* 1 ",,1 2 Vi)r')* 1 "2,2 66 Vi)r')* 0 1,," "6 Vi)r')* 1 "1,, Vi)r')* 0 !0
, "2 Vi)r')* 1 ",6 ,1 Vi)r')* 1 !,! ," Vi)r')* 0 "2,# ! Vi)r')* 1 20, !" Vi)r')* 1 1000 2 Vi)r')* 1 201 "# Vi)r')* 0 ,002 !, Vi)r')* 1 660" !1 Vi)r')* 1 610, ,0 Vi)r')* 1 ,60 62 Vi)r')* 1 106 "" Vi)r')* 1 160! , Vi)r')* 1 2#0# ! Vi)r')* 0 6!0 Vi)r')* 1 ,,10 2 Vi)r')* 1 ,"11 ", Vi)r')* 1 !,
12 ", Vi)r')* 0 !"1" 6, Vi)r')* 1 "1, "1 Vi)r')* 0 1#1 1# Vi)r')* 0 616 66 Vi)r')* 1 !"1! Vi)r')* 0 ,01# 22 Vi)r')* 0 !,1 66 Vi)r')* 0 620 ", Vi)r')* 1 221 ,1 Vi)r')* 0 ""22 66 Vi)r')* 0 ,22" 66 Vi)r')* 0 #2, 6# Vi)r')* 1 "12 21 Vi)r')* 1 ,26 ,1 Vi)r')* 0 02! 6" Vi)r')* 0 1!
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2# , Vi)r')* 1 122 1 Vi)r')* 0 1"0 "0 S45a+o 0 2!"1 "# S45a+o 1 #"2 ,# S45a+o 1 1
"" 6 S45a+o 0 1#", !0 S45a+o 0 " "0 S45a+o 0 "0"6 ,, S45a+o 1 !"! 1 S45a+o 1 1!"# 6" S45a+o 1 61" ,2 S45a+o 0 "#,0 ," S45a+o 1 ,,1 2, S45a+o 0 66,2 2 S45a+o 1 "1," "# S45a+o 0 2!,, 1 S45a+o 0 2,, 2 S45a+o 1 1,6 22 S45a+o 0 ,,! ,, S45a+o 0 1#,# ,1 S45a+o 0 1, "! S45a+o 0 2#
0 "" S45a+o 1 11 !" S45a+o 1 ,02 "6 S45a+o 1 10" 6! S45a+o 1 1,, 6 S45a+o 1 !1 60 S45a+o 1 06 # S45a+o 0 1! ,0 S45a+o 0 26# !1 S45a+o 1 20 # S45a+o 1 "60 ,0 S45a+o 1 6661 1 S45a+o 0 !162 0 S45a+o 0 2,6" 1 S45a+o 0 06, "0 S45a+o 0 "#6 ,! S45a+o 0 2
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66 ,# S45a+o 0 1!6! 61 S45a+o 1 126# 21 S45a+o 0 616 6# S45a+o 0 12!0 ,, S45a+o 1 "0
!1 , S45a+o 0 62!2 !0 S45a+o 1 "#!" 20 S45a+o 0 2#!, " S45a+o 0 2!! 61 S45a+o 1 1"!6 ! S45a+o 1 16!! !, S45a+o 0 !2!# 2 S45a+o 1 60! 2# S45a+o 1 ,#0 ,0 S45a+o 0 !2#1 ,2 S45a+o 0 11#2 26 S45a+o 0 #" 6# S45a+o 1 6!#, ,, S45a+o 1 ,# 0 S45a+o 0 66#6 26 S45a+o 1 ##! !" S45a+o 0 1
## ,, S45a+o 1 16# 1# S45a+o 1 "20 2# S45a+o 0 ,#1 6 S45a+o 0 12 6 S45a+o 1 2#" ,0 S45a+o 1 ",, S45a+o 0 ! ,1 S45a+o 0 26 6, S45a+o 0 6! 1# S45a+o 0 ,,# !1 S45a+o 0 6 "! S45a+o 1 6"600 1# S45a+o 0 16601 "# S45a+o 1 12602 2 S45a+o 0 !60" 61 S45a+o 0 1"
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60, 2" S45a+o 0 1060 "0 S45a+o 1 11606 2 S45a+o 1 "660! 6 S45a+o 1 6660# S45a+o 1 ,#
60 6 S45a+o 1 26610 S45a+o 1 !0611 0 S45a+o 0 61612 66 S45a+o 1 #61" 61 S45a+o 1 6161, 6# S45a+o 0 ,61 !0 S45a+o 0 !616 2# S45a+o 0 2!61! "! S45a+o 1 661# "1 S45a+o 1 !61 !1 S45a+o 1 6"620 6 S45a+o 0 ,2621 "! S45a+o 0 20622 2 S45a+o 0 !162" 2# S45a+o 0 2262, 6 S45a+o 1 "262 26 S45a+o 0 2!
626 2# S45a+o 0 1062! ! S45a+o 0 2662# 61 S45a+o 1 1262 1# S45a+o 1 "6"0 20 S45a+o 0 ,!6"1 "2 S45a+o 0 ,06"2 60 S45a+o 1 16"" ,0 S45a+o 1 !6", 2 S45a+o 0 ,6" "# S45a+o 0 !"6"6 6" S45a+o 1 66"! 1# S45a+o 0 16"# S45a+o 1 66" 1 S45a+o 0 !16,0 " S45a+o 0 26,1 " S45a+o 0 1!
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6,2 22 S45a+o 0 216," !2 S45a+o 1 6,, S45a+o 1 6#6, , S45a+o 1 ,26,6 62 S45a+o 1 "2
6,! "# S45a+o 1 ,"6,# ,1 S45a+o 1 2"6, !1 S45a+o 1 2060 ,! S45a+o 1 6061 6 S45a+o 0 6!62 " S45a+o 1 "06" "# S45a+o 0 "6, 2# S45a+o 0 6,6 0 S45a+o 0 "166 1 S45a+o 0 "66! 22 S45a+o 1 #6# 66 S45a+o 1 2"6 !0 S45a+o 1 2"660 6, S45a+o 1 "2661 ,1 S45a+o 0 10662 1 S45a+o 1 ,066" "1 S45a+o 1 6
66, " S45a+o 0 ,666 22 S45a+o 0 "666 , S45a+o 0 "66! !2 S45a+o 1 2!66# 1# S45a+o 1 6"66 " S45a+o 0 ,!6!0 66 S45a+o 1 "6!1 "1 S45a+o 0 6!2 6 S45a+o 1 26!" 1# S45a+o 1 6!, 6 S45a+o 1 ,06! 22 S45a+o 1 "!6!6 6 S45a+o 0 ,26!! 6 S45a+o 1 6!# 66 S45a+o 1 2#6! 21 S45a+o 0 !"
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6#0 !" S45a+o 0 6#1 "1 S45a+o 0 "#6#2 !0 S45a+o 1 1,6#" " S45a+o 0 2"6#, ! S45a+o 1 ,
6# 2! S45a+o 1 616#6 !0 S45a+o 1 16#! 1# S45a+o 1 !26## # S45a+o 1 6# 6 S45a+o 0 ,260 ,0 S45a+o 0 !,61 2, S45a+o 0 1062 62 S45a+o 1 26" " S45a+o 1 2"6, 22 S45a+o 0 "66 2# S45a+o 0 2#66 ,1 S45a+o 0 1"6! ,# S45a+o 0 "6# "# S45a+o 0 !"6 0 S45a+o 1 ,!00 6 S45a+o 1 1!01 !, S45a+o 0 !
!02 !1 S45a+o 1 ,!0" 6 S45a+o 1 !0, 1 S45a+o 1 2!0 "! S45a+o 1 1,!06 ,0 S45a+o 1 1!0! 6! S45a+o 0 61!0# 2 S45a+o 0 !!0 2 S45a+o 0 62!10 2 S45a+o 1 "!11 , S45a+o 0 ,6!12 2# S45a+o 1 ,!1" , S45a+o 1 2#!1, S45a+o 1 ,6!1 22 S45a+o 0 12!16 "! S45a+o 1 6!1! ,1 S45a+o 0 1"
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!1# 0 S45a+o 1 21!1 60 S45a+o 1 "6!20 !2 S45a+o 0 ,!21 ! S45a+o 1 !1!22 6! S45a+o 1 !
!2" 1# S45a+o 0 ""!2, 0 S45a+o 0 ,6!2 ,1 S45a+o 0 #!26 " S45a+o 1 1#!2! ,6 S45a+o 0 20!2# ,6 S45a+o 1 1#!2 ,! S45a+o 0 ,!"0 !" S45a+o 0 16!"1 !" S45a+o 1 10!"2 2 S45a+o 0 10!"" 0 S45a+o 0 6!", 0 S45a+o 1 2!" ,0 S45a+o 1 ""!"6 ,! S45a+o 1 !0!"! "6 S45a+o 1 26!"# !" S45a+o 0 6!" ,1 S45a+o 1 1
!,0 2 S45a+o 0 1"!,1 6! S45a+o 0 2!,2 , S45a+o 1 !1!," "1 S45a+o 1 1#!,, 6# S45a+o 1 ""!, S45a+o 1 ,!,6 22 S45a+o 0 ,#!,! 2 S45a+o 0 ,2!,# ,1 S45a+o 1 2,!, 61 S45a+o 1 1!0 ,# S45a+o 1 66!1 2" S45a+o 1 !2 26 S45a+o 1 !" "2 S45a+o 0 61!, "" S45a+o 0 2! ,2 S45a+o 0 6
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" 2!60,#
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, 11!!6
1 !2!26
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1,,!2"
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7/24/2019 aporte Fase_2.2
77/304
1 2!16
#"##
2 0#"""
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1 #!600
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2 10"!!!
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2##000
2 166!"2"
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1 1,1#"2
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2 2,0#2"
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1 102"62,, 101011
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" 1!!0,!
2 2,206!0
, 2!0,##
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" 10!#16
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" 061
2 12!!#66
" 161
, 2""2##
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1 1#,2 6!,,60
2 20!#
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1 2"202
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, 1",,
1 2,,110
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1 ,"#
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, ,"01"
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7/24/2019 aporte Fase_2.2
86/304
TIPO DE MUESTREO
MUESTRO ALEATORIOa)a&orio *i=) >M.A.S?
1000
1
1000
EDAD CONSUMO KB
!0 ## ,0 1 #""0!666 ##! "0 , 1"##"
2, 1,2 "2 2262!!
"1 ,, 1! 1!1"
,, ,, ,0 2 2#26"!
2 10 1 200102
,# 60 1! , 1!#06#
26 " "1 , 1!,,2
2 61 10 1 260!0!2
1 # 1 2 12#1!1 ," 2# " 161#!#"
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1 1," 2" 1 1112,0"
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!0 116, " 1#2#
,1 10!0 "0 , 10"201#
# 1"! 1 1 1,!2
,6 ,"0 "1 1,#1"0"
", !6" 1 1 16!60#
HORA DELLAMADA
DURACINMINUTO
NMERO DELLAMADAS
=.(Inferior;Suerior!
7/24/2019 aporte Fase_2.2
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1# # 21 " 262,1
6 00 "0 2 2"160,
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!6 ," " "#20
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7/24/2019 aporte Fase_2.2
90/304
7/24/2019 aporte Fase_2.2
91/304
7/24/2019 aporte Fase_2.2
92/304
7/24/2019 aporte Fase_2.2
93/304
7/24/2019 aporte Fase_2.2
94/304
7/24/2019 aporte Fase_2.2
95/304
7/24/2019 aporte Fase_2.2
96/304
7/24/2019 aporte Fase_2.2
97/304
7/24/2019 aporte Fase_2.2
98/304
7/24/2019 aporte Fase_2.2
99/304
7/24/2019 aporte Fase_2.2
100/304
7/24/2019 aporte Fase_2.2
101/304
7/24/2019 aporte Fase_2.2
102/304
7/24/2019 aporte Fase_2.2
103/304
7/24/2019 aporte Fase_2.2
104/304
7/24/2019 aporte Fase_2.2
105/304
7/24/2019 aporte Fase_2.2
106/304
7/24/2019 aporte Fase_2.2
107/304
7/24/2019 aporte Fase_2.2
108/304
7/24/2019 aporte Fase_2.2
109/304
7/24/2019 aporte Fase_2.2
110/304
7/24/2019 aporte Fase_2.2
111/304
7/24/2019 aporte Fase_2.2
112/304
7/24/2019 aporte Fase_2.2
113/304
DIA "#NERO CIUDAD ASESOR MOTI$O
S45a+o 0 # # 2" 2S45a+o 1 2 2 2" ,
%u')* 1 11 11 "
Mi)rc)* 0 2 2 2" 2
Mi)rc)* 1 10 10 16 2
S45a+o 0 1 1 ,
Vi)r')* 0 10 10 2" 1
u)3)* 0 11 11 2"
Vi)r')* 0 2 2 2" ,
%u')* 0 2 2 2" "Mi)rc)* 1 16 1
Mi)rc)* 0 10 10 16
S45a+o 0 6 6 2" "
Mar&)* 1 # # 2"
Doi'7o 0 16 2
%u')* 1 # # 16 1
Doi'7o 1 # # 16 "
Doi'7o 1 16 "Mar&)* 1 6 6 16 2
Doi'7o 0 , , 16 1
S45a+o 1 1
Doi'7o 1 1 1 2"
Mi)rc)* 0 " " ,
Vi)r')* 1 2" ,
%ECHA DECORTE
2 2? 2 1? 2 2 ?( ( ( +
N TaaGo u)*&raH 2 I'&)r3ao +) co'a'Ja
S2 D)*3iaci' )*&a'+ar2 )rror +) u)*&r)o
7/24/2019 aporte Fase_2.2
114/304
S45a+o 1 1 1 2
S45a+o 0 " " 16 "
Doi'7o 1 1
Mar&)* 1 # # 1
u)3)* 1 10 10 1
u)3)* 0 2" 1u)3)* 0 1 1 2" ,
Doi'7o 1 11 11 ,
%u')* 0 " " 16 "
S45a+o 0 " " "
Doi'7o 1 6 6 2" ,
Mi)rc)* 1 10 10 2"
Doi'7o 1 " " 1
Doi'7o 0 11 11 16
Mar&)* 0 1 1 "
Mar&)* 0 2" 2
Mi)rc)* 0 # # 2" "
Doi'7o 0 6 6 16 ,
%u')* 0 2 2 2" "
Mar&)* 1 2 2 2" 2
u)3)* 0 2" ,
%u')* 0 2 2 2" 1
S45a+o 1 16 "S45a+o 0 2" 1
S45a+o 1 , , 16 "
S45a+o 0 " " 1
S45a+o 0 1 1 2" ,
Mi)rc)* 0 2
Doi'7o 0 " " 16 "
Mi)rc)* 0 11 11 16 "
Mi)rc)* 0 # #
Doi'7o 1 # # 16 "
Vi)r')* 1 , , 2" "
S45a+o 0 6 6 2
%u')* 1 6 6 2
Mi)rc)* 1 , , 1
Mi)rc)* 0 11 11 2" 2
Doi'7o 0 10 10 2" ,
7/24/2019 aporte Fase_2.2
115/304
Vi)r')* 0 ! ! 16 ,
S45a+o 0 , , 2" ,
Doi'7o 1 , , ,
%u')* 1 " " 2" ,
Vi)r')* 0 6 6 16 2
Mar&)* 0 11 11 "S45a+o 1 2 2 16 ,
S45a+o 1 6 6 2" 1
S45a+o 0 , , 2"
Doi'7o 1 6 6 2" "
Mi)rc)* 1 " " ,
Vi)r')* 0 1 1 ,
Doi'7o 1 2" "
7/24/2019 aporte Fase_2.2
116/304
7/24/2019 aporte Fase_2.2
117/304
7/24/2019 aporte Fase_2.2
118/304
7/24/2019 aporte Fase_2.2
119/304
7/24/2019 aporte Fase_2.2
120/304
7/24/2019 aporte Fase_2.2
121/304
7/24/2019 aporte Fase_2.2
122/304
7/24/2019 aporte Fase_2.2
123/304
7/24/2019 aporte Fase_2.2
124/304
7/24/2019 aporte Fase_2.2
125/304
7/24/2019 aporte Fase_2.2
126/304
7/24/2019 aporte Fase_2.2
127/304
7/24/2019 aporte Fase_2.2
128/304
7/24/2019 aporte Fase_2.2
129/304
7/24/2019 aporte Fase_2.2
130/304
7/24/2019 aporte Fase_2.2
131/304
7/24/2019 aporte Fase_2.2
132/304
7/24/2019 aporte Fase_2.2
133/304
7/24/2019 aporte Fase_2.2
134/304
7/24/2019 aporte Fase_2.2
135/304
7/24/2019 aporte Fase_2.2
136/304
7/24/2019 aporte Fase_2.2
137/304
7/24/2019 aporte Fase_2.2
138/304
7/24/2019 aporte Fase_2.2
139/304
7/24/2019 aporte Fase_2.2
140/304
SATIS%ACCIN
1"
1
2
"
1
,
,
1
2
"
,
"1
2
,
"
,
7/24/2019 aporte Fase_2.2
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,
"
1
"
2
1
2
2
1
,
,
1
1
"
,
,
,
,
21
2
2
,
1
"
2
,
"
,
"
,
,
7/24/2019 aporte Fase_2.2
142/304
7/24/2019 aporte Fase_2.2
143/304
7/24/2019 aporte Fase_2.2
144/304
7/24/2019 aporte Fase_2.2
145/304
7/24/2019 aporte Fase_2.2
146/304
7/24/2019 aporte Fase_2.2
147/304
7/24/2019 aporte Fase_2.2
148/304
7/24/2019 aporte Fase_2.2
149/304
7/24/2019 aporte Fase_2.2
150/304
7/24/2019 aporte Fase_2.2
151/304
7/24/2019 aporte Fase_2.2
152/304
7/24/2019 aporte Fase_2.2
153/304
7/24/2019 aporte Fase_2.2
154/304
7/24/2019 aporte Fase_2.2
155/304
7/24/2019 aporte Fase_2.2
156/304
7/24/2019 aporte Fase_2.2
157/304
7/24/2019 aporte Fase_2.2
158/304
7/24/2019 aporte Fase_2.2
159/304
7/24/2019 aporte Fase_2.2
160/304
7/24/2019 aporte Fase_2.2
161/304
7/24/2019 aporte Fase_2.2
162/304
7/24/2019 aporte Fase_2.2
163/304
7/24/2019 aporte Fase_2.2
164/304
7/24/2019 aporte Fase_2.2
165/304
7/24/2019 aporte Fase_2.2
166/304
7/24/2019 aporte Fase_2.2
167/304
7/24/2019 aporte Fase_2.2
168/304
7/24/2019 aporte Fase_2.2
169/304
7/24/2019 aporte Fase_2.2
170/304
7/24/2019 aporte Fase_2.2
171/304
7/24/2019 aporte Fase_2.2
172/304
7/24/2019 aporte Fase_2.2
173/304
7/24/2019 aporte Fase_2.2
174/304
7/24/2019 aporte Fase_2.2
175/304
7/24/2019 aporte Fase_2.2
176/304
7/24/2019 aporte Fase_2.2
177/304
7/24/2019 aporte Fase_2.2
178/304
7/24/2019 aporte Fase_2.2
179/304
7/24/2019 aporte Fase_2.2
180/304
7/24/2019 aporte Fase_2.2
181/304
7/24/2019 aporte Fase_2.2
182/304
7/24/2019 aporte Fase_2.2
183/304
7/24/2019 aporte Fase_2.2
184/304
7/24/2019 aporte Fase_2.2
185/304
7/24/2019 aporte Fase_2.2
186/304
7/24/2019 aporte Fase_2.2
187/304
7/24/2019 aporte Fase_2.2
188/304
7/24/2019 aporte Fase_2.2
189/304
7/24/2019 aporte Fase_2.2
190/304
7/24/2019 aporte Fase_2.2
191/304
7/24/2019 aporte Fase_2.2
192/304
7/24/2019 aporte Fase_2.2
193/304
7/24/2019 aporte Fase_2.2
194/304
REPORTE DURACION MINUTOS
OBSER$ACION ASESOR ' ASESOR ASESOR ) TOTAL
1 "1 2, 1!
2 ," 1 ,0
" ,1 2# 21, ," 0 2 2# ""6 ,0 ,1 ,
MEDIA "# 2" 2# !0$ARIAN*A " 1" 1#
DES$IACION 6.21 1".1 1,.0
N 6 6 6 1#SUMA 22! 1"6 16 2#
7/24/2019 aporte Fase_2.2
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ANO$A & PRUEBAS NO PARA
ANALISIS DE $ARESUMEN
"RUPOS CUENTAASESOR ' 6ASESOR 6ASESOR ) 6
AN+LISISOrigen de las variaciones Suma de cuadrados Grados de libertad
En,re -ruo. "6 2Den,ro /e 0o. -ruo. 21, 1
To,10 22"0 1!
7/24/2019 aporte Fase_2.2
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ETRICAS
A*)*or E=r)*a KAKMauricio Lar)' 6Mi7u) !
IAN*A DE UN %ACTOR
SUMA PROMEDIO $ARIAN*A22! "# "1"6 2" 1"16 2# 1#
E $ARIAN*AProm. cuadrados F Probabilidad Valor crtico para F
1#.166666666! 0.12,2212," 0.##,0#"2 ".6#2"20","!1,6.2,,,,,,,,,
7/24/2019 aporte Fase_2.2
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PRUEBAS NO PARAMETRICAS2 3! PRUEBA 4I5CUADRADO
C0ien,e Con.u6o f(8i! Ei PASO 2.
1 1"#" 0.1,"612 2,!00.262"1 62"!!.!#!"
2 ,0#016 0.22,0,1# ,,200."",! "!6601.#6"!" 2!!6 0.22,0,1# ,,200."",! 1,!#".6,, 2!,!,0 0.16#0"1, ""1"!.!1 22!6!.10, 1,0#20 0.100#1## 1#22.6!!06 !0"1.02!1
6 20",!6 0.00,0, ,61.""#"1 ,16261,.2! 662# 0.02160, ,2626.2#!,2 !2,#,.101# 2!126 0.00#101 1#,.#!!# ,1"601261.0 12!16#2 0.002!00 "2#.2#2! "0"0!6."10 16"62, 0.000#102 1#.,#!!# 16!,0,"",11 !!",, 0.000221 ,".06!21" 1"!"#,1"12 2#!0" .2,E-00 10#.#!66#0" !!010061,01" #6"0 1.2!E-00 2.11000"1 1"6!#0#1#,1, 2,2"2 2.!"2E-006 ."#0006!6 ,#!"E0121 20!!221 .,6"E-00! 1.0!!0001" 0"01E01216 1,!,02 1.02,E-00! 0.20210622 !0E01"1! 2#20#20 1.#0#E-00# 0.0"66#0" "100E01,1# 161# ".01"E-00 0.00,,"01 1E01,
1 16!!021 ,.!!E-010 0.000"#!" 6,6E0120 21,2 !.1"E-011 0.0001,0!#61 ,2E016
21 260"1 1.01E-011 2.0112"0E-00 #E01!22 106! 1."0E-012 2.!,2#6E-006 ,"1E01
2" 20!!"!, 1.#1"E-01" ".!!2#6E-00! 012, 1016 2.266E-01, ,.,!160#E-00# 66E012 6""## 2.!20E-01 ".!#0E-006 22E0126 60!1, ".1"#E-016 6.11,!E-010 E01#
2! 6,6 ".,#!E-01! 6.#!"!E-011 22# 2!02#2 ".!"6E-01# !."!0!#2E-012.#2E02"
2 ,6,2 ".#6E-01 !.62,,!E-01"2.!"21"E02""0 2!,01 ".#6E-020 !.62,,!E-01,1.02"#1E026"1 2#!,0! ".!,0E-021 !."!##1E-011.12"E02!"2 126"6 ".06E-022 6.1!!E-016"."6!!#E02!
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22" 111#21 1E-"2" 0 ;DIV022, 2##2" 0 0 ;DIV022 #!26, 0 0 ;DIV0226 116 0 0 ;DIV022! 2602, 0 0 ;DIV0
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261 1!#, 0 0 ;DIV0262 2,66!1 0 0 ;DIV026" 12" 0 0 ;DIV026, 160"1 0 0 ;DIV026 110"2,1 0 0 ;DIV0
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