Repository of Reproducible Computations

Free Statistics

of Irreproducible Research!

Author's title

Author

*The author of this computation has been verified*

R Software Module

rwasp_regression_trees1.wasp

Title produced by software

Recursive Partitioning (Regression Trees)

Date of computation

Tue, 13 Dec 2011 12:44:25 -0500

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2011/Dec/13/t132379836148c419423be8y8m.htm/, Retrieved Thu, 02 May 2024 22:04:04 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=154576, Retrieved Thu, 02 May 2024 22:04:04 +0000

QR Codes:

Paste this QR Code to cite your computation.

Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

152

Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)

-     [Recursive Partitioning (Regression Trees)] [] [2010-12-05 18:59:57] [b98453cac15ba1066b407e146608df68]
- R PD    [Recursive Partitioning (Regression Trees)] [Recursive Partiti...] [2011-12-13 17:44:25] [8e74b77f6c0ad21b554439c4ef29c61b] [Current]
-    D      [Recursive Partitioning (Regression Trees)] [Recursive Partiti...] [2011-12-20 08:46:25] [74be16979710d4c4e7c6647856088456] 
- R  D      [Recursive Partitioning (Regression Trees)] [] [2011-12-23 13:30:13] [80bca13c5f9401fbb753952fd2952f4a] 
- R           [Recursive Partitioning (Regression Trees)] [] [2011-12-23 17:24:19] [19d77e37efa419fdc040c74a96874aff] 
- R  D      [Recursive Partitioning (Regression Trees)] [] [2011-12-23 18:39:13] [80bca13c5f9401fbb753952fd2952f4a] 

Feedback Forum

Post a new message

Dataseries X:

Download CSV

Histogram

Boxplots

210907	56	3	79	94
120982	56	4	58	103
176508	54	12	60	93
179321	89	2	108	103
123185	40	1	49	51
52746	25	3	0	70
385534	92	0	121	91
33170	18	0	1	22
101645	63	0	20	38
149061	44	5	43	93
165446	33	0	69	60
237213	84	0	78	123
173326	88	7	86	148
133131	55	7	44	90
258873	60	3	104	124
180083	66	9	63	70
324799	154	0	158	168
230964	53	4	102	115
236785	119	3	77	71
135473	41	0	82	66
202925	61	7	115	134
215147	58	0	101	117
344297	75	1	80	108
153935	33	5	50	84
132943	40	7	83	156
174724	92	0	123	120
174415	100	0	73	114
225548	112	5	81	94
223632	73	0	105	120
124817	40	0	47	81
221698	45	0	105	110
210767	60	3	94	133
170266	62	4	44	122
260561	75	1	114	158
84853	31	4	38	109
294424	77	2	107	124
101011	34	0	30	39
215641	46	0	71	92
325107	99	0	84	126
7176	17	0	0	0
167542	66	2	59	70
106408	30	1	33	37
96560	76	0	42	38
265769	146	2	96	120
269651	67	10	106	93
149112	56	6	56	95
175824	107	0	57	77
152871	58	5	59	90
111665	34	4	39	80
116408	61	1	34	31
362301	119	2	76	110
78800	42	2	20	66
183167	66	0	91	138
277965	89	8	115	133
150629	44	3	85	113
168809	66	0	76	100
24188	24	0	8	7
329267	259	8	79	140
65029	17	5	21	61
101097	64	3	30	41
218946	41	1	76	96
244052	68	5	101	164
341570	168	1	94	78
103597	43	1	27	49
233328	132	5	92	102
256462	105	0	123	124
206161	71	12	75	99
311473	112	8	128	129
235800	94	8	105	62
177939	82	8	55	73
207176	70	8	56	114
196553	57	2	41	99
174184	53	0	72	70
143246	103	5	67	104
187559	121	8	75	116
187681	62	2	114	91
119016	52	5	118	74
182192	52	12	77	138
73566	32	6	22	67
194979	62	7	66	151
167488	45	2	69	72
143756	46	0	105	120
275541	63	4	116	115
243199	75	3	88	105
182999	88	6	73	104
135649	46	2	99	108
152299	53	0	62	98
120221	37	1	53	69
346485	90	0	118	111
145790	63	5	30	99
193339	78	2	100	71
80953	25	0	49	27
122774	45	0	24	69
130585	46	5	67	107
112611	41	0	46	73
286468	144	1	57	107
241066	82	0	75	93
148446	91	1	135	129
204713	71	1	68	69
182079	63	2	124	118
140344	53	6	33	73
220516	62	1	98	119
243060	63	4	58	104
162765	32	2	68	107
182613	39	3	81	99
232138	62	0	131	90
265318	117	10	110	197
85574	34	0	37	36
310839	92	9	130	85
225060	93	7	93	139
232317	54	0	118	106
144966	144	0	39	50
43287	14	4	13	64
155754	61	4	74	31
164709	109	0	81	63
201940	38	0	109	92
235454	73	0	151	106
220801	75	1	51	63
99466	50	0	28	69
92661	61	1	40	41
133328	55	0	56	56
61361	77	0	27	25
125930	75	4	37	65
100750	72	0	83	93
224549	50	4	54	114
82316	32	4	27	38
102010	53	3	28	44
101523	42	0	59	87
243511	71	0	133	110
22938	10	0	12	0
41566	35	5	0	27
152474	65	0	106	83
61857	25	4	23	30
99923	66	0	44	80
132487	41	0	71	98
317394	86	1	116	82
21054	16	0	4	0
209641	42	5	62	60
22648	19	0	12	28
31414	19	0	18	9
46698	45	0	14	33
131698	65	0	60	59
91735	35	0	7	49
244749	95	2	98	115
184510	49	7	64	140
79863	37	1	29	49
128423	64	8	32	120
97839	38	2	25	66
38214	34	0	16	21
151101	32	2	48	124
272458	65	0	100	152
172494	52	0	46	139
108043	62	1	45	38
328107	65	3	129	144
250579	83	0	130	120
351067	95	3	136	160
158015	29	0	59	114
98866	18	0	25	39
85439	33	0	32	78
229242	247	4	63	119
351619	139	4	95	141
84207	29	11	14	101
120445	118	0	36	56
324598	110	0	113	133
131069	67	4	47	83
204271	42	0	92	116
165543	65	1	70	90
141722	94	0	19	36
116048	64	0	50	50
250047	81	0	41	61
299775	95	9	91	97
195838	67	1	111	98
173260	63	3	41	78
254488	83	10	120	117
104389	45	5	135	148
136084	30	0	27	41
199476	70	2	87	105
92499	32	0	25	55
224330	83	1	131	132
135781	31	2	45	44
74408	67	4	29	21
81240	66	0	58	50
14688	10	0	4	0
181633	70	2	47	73
271856	103	1	109	86
7199	5	0	7	0
46660	20	0	12	13
17547	5	0	0	4
133368	36	1	37	57
95227	34	0	37	48
152601	48	2	46	46
98146	40	0	15	48
79619	43	3	42	32
59194	31	6	7	68
139942	42	0	54	87
118612	46	2	54	43
72880	33	0	14	67
65475	18	2	16	46
99643	55	1	33	46
71965	35	1	32	56
77272	59	2	21	48
49289	19	1	15	44
135131	66	0	38	60
108446	60	1	22	65
89746	36	3	28	55
44296	25	0	10	38
77648	47	0	31	52
181528	54	0	32	60
134019	53	0	32	54
124064	40	1	43	86
92630	40	4	27	24
121848	39	0	37	52
52915	14	0	20	49
81872	45	0	32	61
58981	36	7	0	61
53515	28	2	5	81
60812	44	0	26	43
56375	30	7	10	40
65490	22	3	27	40
80949	17	0	11	56
76302	31	0	29	68
104011	55	6	25	79
98104	54	2	55	47
67989	21	0	23	57
30989	14	0	5	41
135458	81	3	43	29
73504	35	0	23	3
63123	43	1	34	60
61254	46	1	36	30
74914	30	0	35	79
31774	23	1	0	47
81437	38	0	37	40
87186	54	0	28	48
50090	20	0	16	36
65745	53	0	26	42
56653	45	0	38	49
158399	39	0	23	57
46455	20	0	22	12
73624	24	0	30	40
38395	31	0	16	43
91899	35	0	18	33
139526	151	0	28	77
52164	52	0	32	43
51567	30	2	21	45
70551	31	0	23	47
84856	29	1	29	43
102538	57	1	50	45
86678	40	0	12	50
85709	44	0	21	35
34662	25	0	18	7
150580	77	0	27	71
99611	35	0	41	67
19349	11	0	13	0
99373	63	1	12	62
86230	44	0	21	54
30837	19	0	8	4
31706	13	0	26	25
89806	42	0	27	40
62088	38	1	13	38
40151	29	0	16	19
27634	20	0	2	17
76990	27	0	42	67
37460	20	0	5	14
54157	19	0	37	30
49862	37	0	17	54
84337	26	0	38	35
64175	42	0	37	59
59382	49	0	29	24
119308	30	0	32	58
76702	49	0	35	42
103425	67	1	17	46
70344	28	0	20	61
43410	19	0	7	3
104838	49	1	46	52
62215	27	0	24	25
69304	30	6	40	40
53117	22	3	3	32
19764	12	1	10	4
86680	31	2	37	49
84105	20	0	17	63
77945	20	0	28	67
89113	39	0	19	32
91005	29	3	29	23
40248	16	1	8	7
64187	27	0	10	54
50857	21	0	15	37
56613	19	1	15	35
62792	35	0	28	51
72535	14	0	17	39

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	5 seconds
R Server	'AstonUniversity' @ aston.wessa.net

\begin{tabular}{lllllllll}
\hline
Summary of computational transaction \tabularnewline
Raw Input & view raw input (R code)  \tabularnewline
Raw Output & view raw output of R engine  \tabularnewline
Computing time & 5 seconds \tabularnewline
R Server & 'AstonUniversity' @ aston.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154576&T=0

[TABLE]
[ROW][C]Summary of computational transaction[/C][/ROW]
[ROW][C]Raw Input[/C][C]view raw input (R code) [/C][/ROW]
[ROW][C]Raw Output[/C][C]view raw output of R engine [/C][/ROW]
[ROW][C]Computing time[/C][C]5 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'AstonUniversity' @ aston.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154576&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154576&T=0

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	5 seconds
R Server	'AstonUniversity' @ aston.wessa.net

Goodness of Fit
Correlation	0.885
R-squared	0.7831
RMSE	38277.4411

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.885 \tabularnewline
R-squared & 0.7831 \tabularnewline
RMSE & 38277.4411 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154576&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.885[/C][/ROW]
[ROW][C]R-squared[/C][C]0.7831[/C][/ROW]
[ROW][C]RMSE[/C][C]38277.4411[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154576&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154576&T=1

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Goodness of Fit
Correlation	0.885
R-squared	0.7831
RMSE	38277.4411

Actuals, Predictions, and Residuals
#	Actuals	Forecasts	Residuals
1	210907	162143.428571429	48763.5714285714
2	120982	162143.428571429	-41161.4285714286
3	176508	162143.428571429	14364.5714285714
4	179321	255726.843137255	-76405.843137255
5	123185	84499.0447761194	38685.9552238806
6	52746	56099.75	-3353.75
7	385534	255726.843137255	129807.156862745
8	33170	34770.3076923077	-1600.3076923077
9	101645	97734.8125	3910.1875
10	149061	134977.625	14083.375
11	165446	162143.428571429	3302.57142857142
12	237213	255726.843137255	-18513.8431372549
13	173326	255726.843137255	-82400.843137255
14	133131	134977.625	-1846.625
15	258873	209940.777777778	48932.2222222222
16	180083	162143.428571429	17939.5714285714
17	324799	255726.843137255	69072.1568627451
18	230964	209940.777777778	21023.2222222222
19	236785	255726.843137255	-18941.8431372549
20	135473	162143.428571429	-26670.4285714286
21	202925	209940.777777778	-7015.77777777778
22	215147	209940.777777778	5206.22222222222
23	344297	255726.843137255	88570.156862745
24	153935	134977.625	18957.375
25	132943	162143.428571429	-29200.4285714286
26	174724	255726.843137255	-81002.8431372549
27	174415	255726.843137255	-81311.843137255
28	225548	255726.843137255	-30178.8431372549
29	223632	255726.843137255	-32094.8431372549
30	124817	134977.625	-10160.625
31	221698	209940.777777778	11757.2222222222
32	210767	209940.777777778	826.222222222219
33	170266	134977.625	35288.375
34	260561	255726.843137255	4834.15686274509
35	84853	134977.625	-50124.625
36	294424	255726.843137255	38697.1568627451
37	101011	84499.0447761194	16511.9552238806
38	215641	162143.428571429	53497.5714285714
39	325107	255726.843137255	69380.1568627451
40	7176	18884.7777777778	-11708.7777777778
41	167542	162143.428571429	5398.57142857142
42	106408	84499.0447761194	21908.9552238806
43	96560	97734.8125	-1174.8125
44	265769	255726.843137255	10042.1568627451
45	269651	209940.777777778	59710.2222222222
46	149112	162143.428571429	-13031.4285714286
47	175824	255726.843137255	-79902.8431372549
48	152871	162143.428571429	-9272.42857142858
49	111665	134977.625	-23312.625
50	116408	97734.8125	18673.1875
51	362301	255726.843137255	106574.156862745
52	78800	84499.0447761194	-5699.04477611941
53	183167	209940.777777778	-26773.7777777778
54	277965	255726.843137255	22238.1568627451
55	150629	162143.428571429	-11514.4285714286
56	168809	162143.428571429	6665.57142857142
57	24188	34770.3076923077	-10582.3076923077
58	329267	255726.843137255	73540.156862745
59	65029	84499.0447761194	-19470.0447761194
60	101097	97734.8125	3362.1875
61	218946	162143.428571429	56802.5714285714
62	244052	209940.777777778	34111.2222222222
63	341570	255726.843137255	85843.156862745
64	103597	84499.0447761194	19097.9552238806
65	233328	255726.843137255	-22398.8431372549
66	256462	255726.843137255	735.15686274509
67	206161	162143.428571429	44017.5714285714
68	311473	255726.843137255	55746.1568627451
69	235800	255726.843137255	-19926.8431372549
70	177939	255726.843137255	-77787.843137255
71	207176	162143.428571429	45032.5714285714
72	196553	134977.625	61575.375
73	174184	162143.428571429	12040.5714285714
74	143246	255726.843137255	-112480.843137255
75	187559	255726.843137255	-68167.8431372549
76	187681	209940.777777778	-22259.7777777778
77	119016	209940.777777778	-90924.7777777778
78	182192	162143.428571429	20048.5714285714
79	73566	84499.0447761194	-10933.0447761194
80	194979	162143.428571429	32835.5714285714
81	167488	162143.428571429	5344.57142857142
82	143756	209940.777777778	-66184.7777777778
83	275541	209940.777777778	65600.2222222222
84	243199	255726.843137255	-12527.8431372549
85	182999	255726.843137255	-72727.843137255
86	135649	209940.777777778	-74291.7777777778
87	152299	162143.428571429	-9844.42857142858
88	120221	162143.428571429	-41922.4285714286
89	346485	255726.843137255	90758.156862745
90	145790	134977.625	10812.375
91	193339	255726.843137255	-62387.8431372549
92	80953	84499.0447761194	-3546.04477611941
93	122774	84499.0447761194	38274.9552238806
94	130585	162143.428571429	-31558.4285714286
95	112611	134977.625	-22366.625
96	286468	255726.843137255	30741.1568627451
97	241066	255726.843137255	-14660.8431372549
98	148446	255726.843137255	-107280.843137255
99	204713	162143.428571429	42569.5714285714
100	182079	209940.777777778	-27861.7777777778
101	140344	134977.625	5366.375
102	220516	209940.777777778	10575.2222222222
103	243060	162143.428571429	80916.5714285714
104	162765	162143.428571429	621.57142857142
105	182613	162143.428571429	20469.5714285714
106	232138	209940.777777778	22197.2222222222
107	265318	255726.843137255	9591.1568627451
108	85574	84499.0447761194	1074.95522388059
109	310839	255726.843137255	55112.1568627451
110	225060	255726.843137255	-30666.8431372549
111	232317	209940.777777778	22376.2222222222
112	144966	146284.444444444	-1318.44444444444
113	43287	56099.75	-12812.75
114	155754	162143.428571429	-6389.42857142858
115	164709	255726.843137255	-91017.8431372549
116	201940	209940.777777778	-8000.77777777778
117	235454	255726.843137255	-20272.8431372549
118	220801	255726.843137255	-34925.8431372549
119	99466	84499.0447761194	14966.9552238806
120	92661	97734.8125	-5073.8125
121	133328	162143.428571429	-28815.4285714286
122	61361	97734.8125	-36373.8125
123	125930	146284.444444444	-20354.4444444444
124	100750	162143.428571429	-61393.4285714286
125	224549	162143.428571429	62405.5714285714
126	82316	84499.0447761194	-2183.04477611941
127	102010	97734.8125	4275.1875
128	101523	162143.428571429	-60620.4285714286
129	243511	209940.777777778	33570.2222222222
130	22938	18884.7777777778	4053.22222222222
131	41566	34770.3076923077	6795.6923076923
132	152474	209940.777777778	-57466.7777777778
133	61857	84499.0447761194	-22642.0447761194
134	99923	134977.625	-35054.625
135	132487	162143.428571429	-29656.4285714286
136	317394	255726.843137255	61667.1568627451
137	21054	18884.7777777778	2169.22222222222
138	209641	162143.428571429	47497.5714285714
139	22648	34770.3076923077	-12122.3076923077
140	31414	34770.3076923077	-3356.3076923077
141	46698	78342.2727272727	-31644.2727272727
142	131698	162143.428571429	-30445.4285714286
143	91735	78342.2727272727	13392.7272727273
144	244749	255726.843137255	-10977.8431372549
145	184510	162143.428571429	22366.5714285714
146	79863	84499.0447761194	-4636.04477611941
147	128423	134977.625	-6554.625
148	97839	84499.0447761194	13339.9552238806
149	38214	34770.3076923077	3443.6923076923
150	151101	134977.625	16123.375
151	272458	209940.777777778	62517.2222222222
152	172494	134977.625	37516.375
153	108043	97734.8125	10308.1875
154	328107	209940.777777778	118166.222222222
155	250579	255726.843137255	-5147.84313725491
156	351067	255726.843137255	95340.156862745
157	158015	162143.428571429	-4128.42857142858
158	98866	84499.0447761194	14366.9552238806
159	85439	134977.625	-49538.625
160	229242	255726.843137255	-26484.8431372549
161	351619	255726.843137255	95892.156862745
162	84207	56099.75	28107.25
163	120445	146284.444444444	-25839.4444444444
164	324598	255726.843137255	68871.1568627451
165	131069	134977.625	-3908.625
166	204271	209940.777777778	-5669.77777777778
167	165543	162143.428571429	3399.57142857142
168	141722	97734.8125	43987.1875
169	116048	146284.444444444	-30236.4444444444
170	250047	146284.444444444	103762.555555556
171	299775	255726.843137255	44048.1568627451
172	195838	209940.777777778	-14102.7777777778
173	173260	134977.625	38282.375
174	254488	255726.843137255	-1238.84313725491
175	104389	209940.777777778	-105551.777777778
176	136084	84499.0447761194	51584.9552238806
177	199476	209940.777777778	-10464.7777777778
178	92499	84499.0447761194	7999.95522388059
179	224330	255726.843137255	-31396.8431372549
180	135781	84499.0447761194	51281.9552238806
181	74408	97734.8125	-23326.8125
182	81240	162143.428571429	-80903.4285714286
183	14688	18884.7777777778	-4196.77777777778
184	181633	134977.625	46655.375
185	271856	255726.843137255	16129.1568627451
186	7199	18884.7777777778	-11685.7777777778
187	46660	34770.3076923077	11889.6923076923
188	17547	18884.7777777778	-1337.77777777778
189	133368	84499.0447761194	48868.9552238806
190	95227	84499.0447761194	10727.9552238806
191	152601	84499.0447761194	68101.9552238806
192	98146	78342.2727272727	19803.7272727273
193	79619	84499.0447761194	-4880.04477611941
194	59194	56099.75	3094.25
195	139942	162143.428571429	-22201.4285714286
196	118612	162143.428571429	-43531.4285714286
197	72880	78342.2727272727	-5462.27272727272
198	65475	56099.75	9375.25
199	99643	97734.8125	1908.1875
200	71965	84499.0447761194	-12534.0447761194
201	77272	97734.8125	-20462.8125
202	49289	56099.75	-6810.75
203	135131	146284.444444444	-11153.4444444444
204	108446	146284.444444444	-37838.4444444444
205	89746	84499.0447761194	5246.95522388059
206	44296	56099.75	-11803.75
207	77648	84499.0447761194	-6851.04477611941
208	181528	146284.444444444	35243.5555555556
209	134019	146284.444444444	-12265.4444444444
210	124064	134977.625	-10913.625
211	92630	84499.0447761194	8130.95522388059
212	121848	84499.0447761194	37348.9552238806
213	52915	84499.0447761194	-31584.0447761194
214	81872	84499.0447761194	-2627.04477611941
215	58981	78342.2727272727	-19361.2727272727
216	53515	56099.75	-2584.75
217	60812	84499.0447761194	-23687.0447761194
218	56375	56099.75	275.25
219	65490	84499.0447761194	-19009.0447761194
220	80949	56099.75	24849.25
221	76302	84499.0447761194	-8197.04477611941
222	104011	134977.625	-30966.625
223	98104	162143.428571429	-64039.4285714286
224	67989	84499.0447761194	-16510.0447761194
225	30989	56099.75	-25110.75
226	135458	97734.8125	37723.1875
227	73504	84499.0447761194	-10995.0447761194
228	63123	84499.0447761194	-21376.0447761194
229	61254	84499.0447761194	-23245.0447761194
230	74914	134977.625	-60063.625
231	31774	56099.75	-24325.75
232	81437	84499.0447761194	-3062.04477611941
233	87186	97734.8125	-10548.8125
234	50090	56099.75	-6009.75
235	65745	97734.8125	-31989.8125
236	56653	84499.0447761194	-27846.0447761194
237	158399	84499.0447761194	73899.9552238806
238	46455	84499.0447761194	-38044.0447761194
239	73624	84499.0447761194	-10875.0447761194
240	38395	56099.75	-17704.75
241	91899	78342.2727272727	13556.7272727273
242	139526	134977.625	4548.375
243	52164	84499.0447761194	-32335.0447761194
244	51567	84499.0447761194	-32932.0447761194
245	70551	84499.0447761194	-13948.0447761194
246	84856	84499.0447761194	356.955223880592
247	102538	97734.8125	4803.1875
248	86678	78342.2727272727	8335.72727272728
249	85709	84499.0447761194	1209.95522388059
250	34662	34770.3076923077	-108.307692307695
251	150580	134977.625	15602.375
252	99611	84499.0447761194	15111.9552238806
253	19349	18884.7777777778	464.222222222223
254	99373	78342.2727272727	21030.7272727273
255	86230	84499.0447761194	1730.95522388059
256	30837	34770.3076923077	-3933.3076923077
257	31706	84499.0447761194	-52793.0447761194
258	89806	84499.0447761194	5306.95522388059
259	62088	78342.2727272727	-16254.2727272727
260	40151	34770.3076923077	5380.6923076923
261	27634	34770.3076923077	-7136.3076923077
262	76990	84499.0447761194	-7509.04477611941
263	37460	34770.3076923077	2689.6923076923
264	54157	84499.0447761194	-30342.0447761194
265	49862	78342.2727272727	-28480.2727272727
266	84337	84499.0447761194	-162.044776119408
267	64175	84499.0447761194	-20324.0447761194
268	59382	84499.0447761194	-25117.0447761194
269	119308	84499.0447761194	34808.9552238806
270	76702	84499.0447761194	-7797.04477611941
271	103425	78342.2727272727	25082.7272727273
272	70344	84499.0447761194	-14155.0447761194
273	43410	34770.3076923077	8639.6923076923
274	104838	84499.0447761194	20338.9552238806
275	62215	84499.0447761194	-22284.0447761194
276	69304	84499.0447761194	-15195.0447761194
277	53117	56099.75	-2982.75
278	19764	18884.7777777778	879.222222222223
279	86680	84499.0447761194	2180.95522388059
280	84105	56099.75	28005.25
281	77945	84499.0447761194	-6554.04477611941
282	89113	84499.0447761194	4613.95522388059
283	91005	84499.0447761194	6505.95522388059
284	40248	18884.7777777778	21363.2222222222
285	64187	56099.75	8087.25
286	50857	56099.75	-5242.75
287	56613	56099.75	513.25
288	62792	84499.0447761194	-21707.0447761194
289	72535	56099.75	16435.25

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 210907 & 162143.428571429 & 48763.5714285714 \tabularnewline
2 & 120982 & 162143.428571429 & -41161.4285714286 \tabularnewline
3 & 176508 & 162143.428571429 & 14364.5714285714 \tabularnewline
4 & 179321 & 255726.843137255 & -76405.843137255 \tabularnewline
5 & 123185 & 84499.0447761194 & 38685.9552238806 \tabularnewline
6 & 52746 & 56099.75 & -3353.75 \tabularnewline
7 & 385534 & 255726.843137255 & 129807.156862745 \tabularnewline
8 & 33170 & 34770.3076923077 & -1600.3076923077 \tabularnewline
9 & 101645 & 97734.8125 & 3910.1875 \tabularnewline
10 & 149061 & 134977.625 & 14083.375 \tabularnewline
11 & 165446 & 162143.428571429 & 3302.57142857142 \tabularnewline
12 & 237213 & 255726.843137255 & -18513.8431372549 \tabularnewline
13 & 173326 & 255726.843137255 & -82400.843137255 \tabularnewline
14 & 133131 & 134977.625 & -1846.625 \tabularnewline
15 & 258873 & 209940.777777778 & 48932.2222222222 \tabularnewline
16 & 180083 & 162143.428571429 & 17939.5714285714 \tabularnewline
17 & 324799 & 255726.843137255 & 69072.1568627451 \tabularnewline
18 & 230964 & 209940.777777778 & 21023.2222222222 \tabularnewline
19 & 236785 & 255726.843137255 & -18941.8431372549 \tabularnewline
20 & 135473 & 162143.428571429 & -26670.4285714286 \tabularnewline
21 & 202925 & 209940.777777778 & -7015.77777777778 \tabularnewline
22 & 215147 & 209940.777777778 & 5206.22222222222 \tabularnewline
23 & 344297 & 255726.843137255 & 88570.156862745 \tabularnewline
24 & 153935 & 134977.625 & 18957.375 \tabularnewline
25 & 132943 & 162143.428571429 & -29200.4285714286 \tabularnewline
26 & 174724 & 255726.843137255 & -81002.8431372549 \tabularnewline
27 & 174415 & 255726.843137255 & -81311.843137255 \tabularnewline
28 & 225548 & 255726.843137255 & -30178.8431372549 \tabularnewline
29 & 223632 & 255726.843137255 & -32094.8431372549 \tabularnewline
30 & 124817 & 134977.625 & -10160.625 \tabularnewline
31 & 221698 & 209940.777777778 & 11757.2222222222 \tabularnewline
32 & 210767 & 209940.777777778 & 826.222222222219 \tabularnewline
33 & 170266 & 134977.625 & 35288.375 \tabularnewline
34 & 260561 & 255726.843137255 & 4834.15686274509 \tabularnewline
35 & 84853 & 134977.625 & -50124.625 \tabularnewline
36 & 294424 & 255726.843137255 & 38697.1568627451 \tabularnewline
37 & 101011 & 84499.0447761194 & 16511.9552238806 \tabularnewline
38 & 215641 & 162143.428571429 & 53497.5714285714 \tabularnewline
39 & 325107 & 255726.843137255 & 69380.1568627451 \tabularnewline
40 & 7176 & 18884.7777777778 & -11708.7777777778 \tabularnewline
41 & 167542 & 162143.428571429 & 5398.57142857142 \tabularnewline
42 & 106408 & 84499.0447761194 & 21908.9552238806 \tabularnewline
43 & 96560 & 97734.8125 & -1174.8125 \tabularnewline
44 & 265769 & 255726.843137255 & 10042.1568627451 \tabularnewline
45 & 269651 & 209940.777777778 & 59710.2222222222 \tabularnewline
46 & 149112 & 162143.428571429 & -13031.4285714286 \tabularnewline
47 & 175824 & 255726.843137255 & -79902.8431372549 \tabularnewline
48 & 152871 & 162143.428571429 & -9272.42857142858 \tabularnewline
49 & 111665 & 134977.625 & -23312.625 \tabularnewline
50 & 116408 & 97734.8125 & 18673.1875 \tabularnewline
51 & 362301 & 255726.843137255 & 106574.156862745 \tabularnewline
52 & 78800 & 84499.0447761194 & -5699.04477611941 \tabularnewline
53 & 183167 & 209940.777777778 & -26773.7777777778 \tabularnewline
54 & 277965 & 255726.843137255 & 22238.1568627451 \tabularnewline
55 & 150629 & 162143.428571429 & -11514.4285714286 \tabularnewline
56 & 168809 & 162143.428571429 & 6665.57142857142 \tabularnewline
57 & 24188 & 34770.3076923077 & -10582.3076923077 \tabularnewline
58 & 329267 & 255726.843137255 & 73540.156862745 \tabularnewline
59 & 65029 & 84499.0447761194 & -19470.0447761194 \tabularnewline
60 & 101097 & 97734.8125 & 3362.1875 \tabularnewline
61 & 218946 & 162143.428571429 & 56802.5714285714 \tabularnewline
62 & 244052 & 209940.777777778 & 34111.2222222222 \tabularnewline
63 & 341570 & 255726.843137255 & 85843.156862745 \tabularnewline
64 & 103597 & 84499.0447761194 & 19097.9552238806 \tabularnewline
65 & 233328 & 255726.843137255 & -22398.8431372549 \tabularnewline
66 & 256462 & 255726.843137255 & 735.15686274509 \tabularnewline
67 & 206161 & 162143.428571429 & 44017.5714285714 \tabularnewline
68 & 311473 & 255726.843137255 & 55746.1568627451 \tabularnewline
69 & 235800 & 255726.843137255 & -19926.8431372549 \tabularnewline
70 & 177939 & 255726.843137255 & -77787.843137255 \tabularnewline
71 & 207176 & 162143.428571429 & 45032.5714285714 \tabularnewline
72 & 196553 & 134977.625 & 61575.375 \tabularnewline
73 & 174184 & 162143.428571429 & 12040.5714285714 \tabularnewline
74 & 143246 & 255726.843137255 & -112480.843137255 \tabularnewline
75 & 187559 & 255726.843137255 & -68167.8431372549 \tabularnewline
76 & 187681 & 209940.777777778 & -22259.7777777778 \tabularnewline
77 & 119016 & 209940.777777778 & -90924.7777777778 \tabularnewline
78 & 182192 & 162143.428571429 & 20048.5714285714 \tabularnewline
79 & 73566 & 84499.0447761194 & -10933.0447761194 \tabularnewline
80 & 194979 & 162143.428571429 & 32835.5714285714 \tabularnewline
81 & 167488 & 162143.428571429 & 5344.57142857142 \tabularnewline
82 & 143756 & 209940.777777778 & -66184.7777777778 \tabularnewline
83 & 275541 & 209940.777777778 & 65600.2222222222 \tabularnewline
84 & 243199 & 255726.843137255 & -12527.8431372549 \tabularnewline
85 & 182999 & 255726.843137255 & -72727.843137255 \tabularnewline
86 & 135649 & 209940.777777778 & -74291.7777777778 \tabularnewline
87 & 152299 & 162143.428571429 & -9844.42857142858 \tabularnewline
88 & 120221 & 162143.428571429 & -41922.4285714286 \tabularnewline
89 & 346485 & 255726.843137255 & 90758.156862745 \tabularnewline
90 & 145790 & 134977.625 & 10812.375 \tabularnewline
91 & 193339 & 255726.843137255 & -62387.8431372549 \tabularnewline
92 & 80953 & 84499.0447761194 & -3546.04477611941 \tabularnewline
93 & 122774 & 84499.0447761194 & 38274.9552238806 \tabularnewline
94 & 130585 & 162143.428571429 & -31558.4285714286 \tabularnewline
95 & 112611 & 134977.625 & -22366.625 \tabularnewline
96 & 286468 & 255726.843137255 & 30741.1568627451 \tabularnewline
97 & 241066 & 255726.843137255 & -14660.8431372549 \tabularnewline
98 & 148446 & 255726.843137255 & -107280.843137255 \tabularnewline
99 & 204713 & 162143.428571429 & 42569.5714285714 \tabularnewline
100 & 182079 & 209940.777777778 & -27861.7777777778 \tabularnewline
101 & 140344 & 134977.625 & 5366.375 \tabularnewline
102 & 220516 & 209940.777777778 & 10575.2222222222 \tabularnewline
103 & 243060 & 162143.428571429 & 80916.5714285714 \tabularnewline
104 & 162765 & 162143.428571429 & 621.57142857142 \tabularnewline
105 & 182613 & 162143.428571429 & 20469.5714285714 \tabularnewline
106 & 232138 & 209940.777777778 & 22197.2222222222 \tabularnewline
107 & 265318 & 255726.843137255 & 9591.1568627451 \tabularnewline
108 & 85574 & 84499.0447761194 & 1074.95522388059 \tabularnewline
109 & 310839 & 255726.843137255 & 55112.1568627451 \tabularnewline
110 & 225060 & 255726.843137255 & -30666.8431372549 \tabularnewline
111 & 232317 & 209940.777777778 & 22376.2222222222 \tabularnewline
112 & 144966 & 146284.444444444 & -1318.44444444444 \tabularnewline
113 & 43287 & 56099.75 & -12812.75 \tabularnewline
114 & 155754 & 162143.428571429 & -6389.42857142858 \tabularnewline
115 & 164709 & 255726.843137255 & -91017.8431372549 \tabularnewline
116 & 201940 & 209940.777777778 & -8000.77777777778 \tabularnewline
117 & 235454 & 255726.843137255 & -20272.8431372549 \tabularnewline
118 & 220801 & 255726.843137255 & -34925.8431372549 \tabularnewline
119 & 99466 & 84499.0447761194 & 14966.9552238806 \tabularnewline
120 & 92661 & 97734.8125 & -5073.8125 \tabularnewline
121 & 133328 & 162143.428571429 & -28815.4285714286 \tabularnewline
122 & 61361 & 97734.8125 & -36373.8125 \tabularnewline
123 & 125930 & 146284.444444444 & -20354.4444444444 \tabularnewline
124 & 100750 & 162143.428571429 & -61393.4285714286 \tabularnewline
125 & 224549 & 162143.428571429 & 62405.5714285714 \tabularnewline
126 & 82316 & 84499.0447761194 & -2183.04477611941 \tabularnewline
127 & 102010 & 97734.8125 & 4275.1875 \tabularnewline
128 & 101523 & 162143.428571429 & -60620.4285714286 \tabularnewline
129 & 243511 & 209940.777777778 & 33570.2222222222 \tabularnewline
130 & 22938 & 18884.7777777778 & 4053.22222222222 \tabularnewline
131 & 41566 & 34770.3076923077 & 6795.6923076923 \tabularnewline
132 & 152474 & 209940.777777778 & -57466.7777777778 \tabularnewline
133 & 61857 & 84499.0447761194 & -22642.0447761194 \tabularnewline
134 & 99923 & 134977.625 & -35054.625 \tabularnewline
135 & 132487 & 162143.428571429 & -29656.4285714286 \tabularnewline
136 & 317394 & 255726.843137255 & 61667.1568627451 \tabularnewline
137 & 21054 & 18884.7777777778 & 2169.22222222222 \tabularnewline
138 & 209641 & 162143.428571429 & 47497.5714285714 \tabularnewline
139 & 22648 & 34770.3076923077 & -12122.3076923077 \tabularnewline
140 & 31414 & 34770.3076923077 & -3356.3076923077 \tabularnewline
141 & 46698 & 78342.2727272727 & -31644.2727272727 \tabularnewline
142 & 131698 & 162143.428571429 & -30445.4285714286 \tabularnewline
143 & 91735 & 78342.2727272727 & 13392.7272727273 \tabularnewline
144 & 244749 & 255726.843137255 & -10977.8431372549 \tabularnewline
145 & 184510 & 162143.428571429 & 22366.5714285714 \tabularnewline
146 & 79863 & 84499.0447761194 & -4636.04477611941 \tabularnewline
147 & 128423 & 134977.625 & -6554.625 \tabularnewline
148 & 97839 & 84499.0447761194 & 13339.9552238806 \tabularnewline
149 & 38214 & 34770.3076923077 & 3443.6923076923 \tabularnewline
150 & 151101 & 134977.625 & 16123.375 \tabularnewline
151 & 272458 & 209940.777777778 & 62517.2222222222 \tabularnewline
152 & 172494 & 134977.625 & 37516.375 \tabularnewline
153 & 108043 & 97734.8125 & 10308.1875 \tabularnewline
154 & 328107 & 209940.777777778 & 118166.222222222 \tabularnewline
155 & 250579 & 255726.843137255 & -5147.84313725491 \tabularnewline
156 & 351067 & 255726.843137255 & 95340.156862745 \tabularnewline
157 & 158015 & 162143.428571429 & -4128.42857142858 \tabularnewline
158 & 98866 & 84499.0447761194 & 14366.9552238806 \tabularnewline
159 & 85439 & 134977.625 & -49538.625 \tabularnewline
160 & 229242 & 255726.843137255 & -26484.8431372549 \tabularnewline
161 & 351619 & 255726.843137255 & 95892.156862745 \tabularnewline
162 & 84207 & 56099.75 & 28107.25 \tabularnewline
163 & 120445 & 146284.444444444 & -25839.4444444444 \tabularnewline
164 & 324598 & 255726.843137255 & 68871.1568627451 \tabularnewline
165 & 131069 & 134977.625 & -3908.625 \tabularnewline
166 & 204271 & 209940.777777778 & -5669.77777777778 \tabularnewline
167 & 165543 & 162143.428571429 & 3399.57142857142 \tabularnewline
168 & 141722 & 97734.8125 & 43987.1875 \tabularnewline
169 & 116048 & 146284.444444444 & -30236.4444444444 \tabularnewline
170 & 250047 & 146284.444444444 & 103762.555555556 \tabularnewline
171 & 299775 & 255726.843137255 & 44048.1568627451 \tabularnewline
172 & 195838 & 209940.777777778 & -14102.7777777778 \tabularnewline
173 & 173260 & 134977.625 & 38282.375 \tabularnewline
174 & 254488 & 255726.843137255 & -1238.84313725491 \tabularnewline
175 & 104389 & 209940.777777778 & -105551.777777778 \tabularnewline
176 & 136084 & 84499.0447761194 & 51584.9552238806 \tabularnewline
177 & 199476 & 209940.777777778 & -10464.7777777778 \tabularnewline
178 & 92499 & 84499.0447761194 & 7999.95522388059 \tabularnewline
179 & 224330 & 255726.843137255 & -31396.8431372549 \tabularnewline
180 & 135781 & 84499.0447761194 & 51281.9552238806 \tabularnewline
181 & 74408 & 97734.8125 & -23326.8125 \tabularnewline
182 & 81240 & 162143.428571429 & -80903.4285714286 \tabularnewline
183 & 14688 & 18884.7777777778 & -4196.77777777778 \tabularnewline
184 & 181633 & 134977.625 & 46655.375 \tabularnewline
185 & 271856 & 255726.843137255 & 16129.1568627451 \tabularnewline
186 & 7199 & 18884.7777777778 & -11685.7777777778 \tabularnewline
187 & 46660 & 34770.3076923077 & 11889.6923076923 \tabularnewline
188 & 17547 & 18884.7777777778 & -1337.77777777778 \tabularnewline
189 & 133368 & 84499.0447761194 & 48868.9552238806 \tabularnewline
190 & 95227 & 84499.0447761194 & 10727.9552238806 \tabularnewline
191 & 152601 & 84499.0447761194 & 68101.9552238806 \tabularnewline
192 & 98146 & 78342.2727272727 & 19803.7272727273 \tabularnewline
193 & 79619 & 84499.0447761194 & -4880.04477611941 \tabularnewline
194 & 59194 & 56099.75 & 3094.25 \tabularnewline
195 & 139942 & 162143.428571429 & -22201.4285714286 \tabularnewline
196 & 118612 & 162143.428571429 & -43531.4285714286 \tabularnewline
197 & 72880 & 78342.2727272727 & -5462.27272727272 \tabularnewline
198 & 65475 & 56099.75 & 9375.25 \tabularnewline
199 & 99643 & 97734.8125 & 1908.1875 \tabularnewline
200 & 71965 & 84499.0447761194 & -12534.0447761194 \tabularnewline
201 & 77272 & 97734.8125 & -20462.8125 \tabularnewline
202 & 49289 & 56099.75 & -6810.75 \tabularnewline
203 & 135131 & 146284.444444444 & -11153.4444444444 \tabularnewline
204 & 108446 & 146284.444444444 & -37838.4444444444 \tabularnewline
205 & 89746 & 84499.0447761194 & 5246.95522388059 \tabularnewline
206 & 44296 & 56099.75 & -11803.75 \tabularnewline
207 & 77648 & 84499.0447761194 & -6851.04477611941 \tabularnewline
208 & 181528 & 146284.444444444 & 35243.5555555556 \tabularnewline
209 & 134019 & 146284.444444444 & -12265.4444444444 \tabularnewline
210 & 124064 & 134977.625 & -10913.625 \tabularnewline
211 & 92630 & 84499.0447761194 & 8130.95522388059 \tabularnewline
212 & 121848 & 84499.0447761194 & 37348.9552238806 \tabularnewline
213 & 52915 & 84499.0447761194 & -31584.0447761194 \tabularnewline
214 & 81872 & 84499.0447761194 & -2627.04477611941 \tabularnewline
215 & 58981 & 78342.2727272727 & -19361.2727272727 \tabularnewline
216 & 53515 & 56099.75 & -2584.75 \tabularnewline
217 & 60812 & 84499.0447761194 & -23687.0447761194 \tabularnewline
218 & 56375 & 56099.75 & 275.25 \tabularnewline
219 & 65490 & 84499.0447761194 & -19009.0447761194 \tabularnewline
220 & 80949 & 56099.75 & 24849.25 \tabularnewline
221 & 76302 & 84499.0447761194 & -8197.04477611941 \tabularnewline
222 & 104011 & 134977.625 & -30966.625 \tabularnewline
223 & 98104 & 162143.428571429 & -64039.4285714286 \tabularnewline
224 & 67989 & 84499.0447761194 & -16510.0447761194 \tabularnewline
225 & 30989 & 56099.75 & -25110.75 \tabularnewline
226 & 135458 & 97734.8125 & 37723.1875 \tabularnewline
227 & 73504 & 84499.0447761194 & -10995.0447761194 \tabularnewline
228 & 63123 & 84499.0447761194 & -21376.0447761194 \tabularnewline
229 & 61254 & 84499.0447761194 & -23245.0447761194 \tabularnewline
230 & 74914 & 134977.625 & -60063.625 \tabularnewline
231 & 31774 & 56099.75 & -24325.75 \tabularnewline
232 & 81437 & 84499.0447761194 & -3062.04477611941 \tabularnewline
233 & 87186 & 97734.8125 & -10548.8125 \tabularnewline
234 & 50090 & 56099.75 & -6009.75 \tabularnewline
235 & 65745 & 97734.8125 & -31989.8125 \tabularnewline
236 & 56653 & 84499.0447761194 & -27846.0447761194 \tabularnewline
237 & 158399 & 84499.0447761194 & 73899.9552238806 \tabularnewline
238 & 46455 & 84499.0447761194 & -38044.0447761194 \tabularnewline
239 & 73624 & 84499.0447761194 & -10875.0447761194 \tabularnewline
240 & 38395 & 56099.75 & -17704.75 \tabularnewline
241 & 91899 & 78342.2727272727 & 13556.7272727273 \tabularnewline
242 & 139526 & 134977.625 & 4548.375 \tabularnewline
243 & 52164 & 84499.0447761194 & -32335.0447761194 \tabularnewline
244 & 51567 & 84499.0447761194 & -32932.0447761194 \tabularnewline
245 & 70551 & 84499.0447761194 & -13948.0447761194 \tabularnewline
246 & 84856 & 84499.0447761194 & 356.955223880592 \tabularnewline
247 & 102538 & 97734.8125 & 4803.1875 \tabularnewline
248 & 86678 & 78342.2727272727 & 8335.72727272728 \tabularnewline
249 & 85709 & 84499.0447761194 & 1209.95522388059 \tabularnewline
250 & 34662 & 34770.3076923077 & -108.307692307695 \tabularnewline
251 & 150580 & 134977.625 & 15602.375 \tabularnewline
252 & 99611 & 84499.0447761194 & 15111.9552238806 \tabularnewline
253 & 19349 & 18884.7777777778 & 464.222222222223 \tabularnewline
254 & 99373 & 78342.2727272727 & 21030.7272727273 \tabularnewline
255 & 86230 & 84499.0447761194 & 1730.95522388059 \tabularnewline
256 & 30837 & 34770.3076923077 & -3933.3076923077 \tabularnewline
257 & 31706 & 84499.0447761194 & -52793.0447761194 \tabularnewline
258 & 89806 & 84499.0447761194 & 5306.95522388059 \tabularnewline
259 & 62088 & 78342.2727272727 & -16254.2727272727 \tabularnewline
260 & 40151 & 34770.3076923077 & 5380.6923076923 \tabularnewline
261 & 27634 & 34770.3076923077 & -7136.3076923077 \tabularnewline
262 & 76990 & 84499.0447761194 & -7509.04477611941 \tabularnewline
263 & 37460 & 34770.3076923077 & 2689.6923076923 \tabularnewline
264 & 54157 & 84499.0447761194 & -30342.0447761194 \tabularnewline
265 & 49862 & 78342.2727272727 & -28480.2727272727 \tabularnewline
266 & 84337 & 84499.0447761194 & -162.044776119408 \tabularnewline
267 & 64175 & 84499.0447761194 & -20324.0447761194 \tabularnewline
268 & 59382 & 84499.0447761194 & -25117.0447761194 \tabularnewline
269 & 119308 & 84499.0447761194 & 34808.9552238806 \tabularnewline
270 & 76702 & 84499.0447761194 & -7797.04477611941 \tabularnewline
271 & 103425 & 78342.2727272727 & 25082.7272727273 \tabularnewline
272 & 70344 & 84499.0447761194 & -14155.0447761194 \tabularnewline
273 & 43410 & 34770.3076923077 & 8639.6923076923 \tabularnewline
274 & 104838 & 84499.0447761194 & 20338.9552238806 \tabularnewline
275 & 62215 & 84499.0447761194 & -22284.0447761194 \tabularnewline
276 & 69304 & 84499.0447761194 & -15195.0447761194 \tabularnewline
277 & 53117 & 56099.75 & -2982.75 \tabularnewline
278 & 19764 & 18884.7777777778 & 879.222222222223 \tabularnewline
279 & 86680 & 84499.0447761194 & 2180.95522388059 \tabularnewline
280 & 84105 & 56099.75 & 28005.25 \tabularnewline
281 & 77945 & 84499.0447761194 & -6554.04477611941 \tabularnewline
282 & 89113 & 84499.0447761194 & 4613.95522388059 \tabularnewline
283 & 91005 & 84499.0447761194 & 6505.95522388059 \tabularnewline
284 & 40248 & 18884.7777777778 & 21363.2222222222 \tabularnewline
285 & 64187 & 56099.75 & 8087.25 \tabularnewline
286 & 50857 & 56099.75 & -5242.75 \tabularnewline
287 & 56613 & 56099.75 & 513.25 \tabularnewline
288 & 62792 & 84499.0447761194 & -21707.0447761194 \tabularnewline
289 & 72535 & 56099.75 & 16435.25 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154576&T=2

[TABLE]
[ROW][C]Actuals, Predictions, and Residuals[/C][/ROW]
[ROW][C]#[/C][C]Actuals[/C][C]Forecasts[/C][C]Residuals[/C][/ROW]
[ROW][C]1[/C][C]210907[/C][C]162143.428571429[/C][C]48763.5714285714[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]162143.428571429[/C][C]-41161.4285714286[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]162143.428571429[/C][C]14364.5714285714[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]255726.843137255[/C][C]-76405.843137255[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]84499.0447761194[/C][C]38685.9552238806[/C][/ROW]
[ROW][C]6[/C][C]52746[/C][C]56099.75[/C][C]-3353.75[/C][/ROW]
[ROW][C]7[/C][C]385534[/C][C]255726.843137255[/C][C]129807.156862745[/C][/ROW]
[ROW][C]8[/C][C]33170[/C][C]34770.3076923077[/C][C]-1600.3076923077[/C][/ROW]
[ROW][C]9[/C][C]101645[/C][C]97734.8125[/C][C]3910.1875[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]134977.625[/C][C]14083.375[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]162143.428571429[/C][C]3302.57142857142[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]255726.843137255[/C][C]-18513.8431372549[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]255726.843137255[/C][C]-82400.843137255[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]134977.625[/C][C]-1846.625[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]209940.777777778[/C][C]48932.2222222222[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]162143.428571429[/C][C]17939.5714285714[/C][/ROW]
[ROW][C]17[/C][C]324799[/C][C]255726.843137255[/C][C]69072.1568627451[/C][/ROW]
[ROW][C]18[/C][C]230964[/C][C]209940.777777778[/C][C]21023.2222222222[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]255726.843137255[/C][C]-18941.8431372549[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]162143.428571429[/C][C]-26670.4285714286[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]209940.777777778[/C][C]-7015.77777777778[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]209940.777777778[/C][C]5206.22222222222[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]255726.843137255[/C][C]88570.156862745[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]134977.625[/C][C]18957.375[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]162143.428571429[/C][C]-29200.4285714286[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]255726.843137255[/C][C]-81002.8431372549[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]255726.843137255[/C][C]-81311.843137255[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]255726.843137255[/C][C]-30178.8431372549[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]255726.843137255[/C][C]-32094.8431372549[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]134977.625[/C][C]-10160.625[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]209940.777777778[/C][C]11757.2222222222[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]209940.777777778[/C][C]826.222222222219[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]134977.625[/C][C]35288.375[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]255726.843137255[/C][C]4834.15686274509[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]134977.625[/C][C]-50124.625[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]255726.843137255[/C][C]38697.1568627451[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]84499.0447761194[/C][C]16511.9552238806[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]162143.428571429[/C][C]53497.5714285714[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]255726.843137255[/C][C]69380.1568627451[/C][/ROW]
[ROW][C]40[/C][C]7176[/C][C]18884.7777777778[/C][C]-11708.7777777778[/C][/ROW]
[ROW][C]41[/C][C]167542[/C][C]162143.428571429[/C][C]5398.57142857142[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]84499.0447761194[/C][C]21908.9552238806[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]97734.8125[/C][C]-1174.8125[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]255726.843137255[/C][C]10042.1568627451[/C][/ROW]
[ROW][C]45[/C][C]269651[/C][C]209940.777777778[/C][C]59710.2222222222[/C][/ROW]
[ROW][C]46[/C][C]149112[/C][C]162143.428571429[/C][C]-13031.4285714286[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]255726.843137255[/C][C]-79902.8431372549[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]162143.428571429[/C][C]-9272.42857142858[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]134977.625[/C][C]-23312.625[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]97734.8125[/C][C]18673.1875[/C][/ROW]
[ROW][C]51[/C][C]362301[/C][C]255726.843137255[/C][C]106574.156862745[/C][/ROW]
[ROW][C]52[/C][C]78800[/C][C]84499.0447761194[/C][C]-5699.04477611941[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]209940.777777778[/C][C]-26773.7777777778[/C][/ROW]
[ROW][C]54[/C][C]277965[/C][C]255726.843137255[/C][C]22238.1568627451[/C][/ROW]
[ROW][C]55[/C][C]150629[/C][C]162143.428571429[/C][C]-11514.4285714286[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]162143.428571429[/C][C]6665.57142857142[/C][/ROW]
[ROW][C]57[/C][C]24188[/C][C]34770.3076923077[/C][C]-10582.3076923077[/C][/ROW]
[ROW][C]58[/C][C]329267[/C][C]255726.843137255[/C][C]73540.156862745[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]84499.0447761194[/C][C]-19470.0447761194[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]97734.8125[/C][C]3362.1875[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]162143.428571429[/C][C]56802.5714285714[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]209940.777777778[/C][C]34111.2222222222[/C][/ROW]
[ROW][C]63[/C][C]341570[/C][C]255726.843137255[/C][C]85843.156862745[/C][/ROW]
[ROW][C]64[/C][C]103597[/C][C]84499.0447761194[/C][C]19097.9552238806[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]255726.843137255[/C][C]-22398.8431372549[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]255726.843137255[/C][C]735.15686274509[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]162143.428571429[/C][C]44017.5714285714[/C][/ROW]
[ROW][C]68[/C][C]311473[/C][C]255726.843137255[/C][C]55746.1568627451[/C][/ROW]
[ROW][C]69[/C][C]235800[/C][C]255726.843137255[/C][C]-19926.8431372549[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]255726.843137255[/C][C]-77787.843137255[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]162143.428571429[/C][C]45032.5714285714[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]134977.625[/C][C]61575.375[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]162143.428571429[/C][C]12040.5714285714[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]255726.843137255[/C][C]-112480.843137255[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]255726.843137255[/C][C]-68167.8431372549[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]209940.777777778[/C][C]-22259.7777777778[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]209940.777777778[/C][C]-90924.7777777778[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]162143.428571429[/C][C]20048.5714285714[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]84499.0447761194[/C][C]-10933.0447761194[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]162143.428571429[/C][C]32835.5714285714[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]162143.428571429[/C][C]5344.57142857142[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]209940.777777778[/C][C]-66184.7777777778[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]209940.777777778[/C][C]65600.2222222222[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]255726.843137255[/C][C]-12527.8431372549[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]255726.843137255[/C][C]-72727.843137255[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]209940.777777778[/C][C]-74291.7777777778[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]162143.428571429[/C][C]-9844.42857142858[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]162143.428571429[/C][C]-41922.4285714286[/C][/ROW]
[ROW][C]89[/C][C]346485[/C][C]255726.843137255[/C][C]90758.156862745[/C][/ROW]
[ROW][C]90[/C][C]145790[/C][C]134977.625[/C][C]10812.375[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]255726.843137255[/C][C]-62387.8431372549[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]84499.0447761194[/C][C]-3546.04477611941[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]84499.0447761194[/C][C]38274.9552238806[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]162143.428571429[/C][C]-31558.4285714286[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]134977.625[/C][C]-22366.625[/C][/ROW]
[ROW][C]96[/C][C]286468[/C][C]255726.843137255[/C][C]30741.1568627451[/C][/ROW]
[ROW][C]97[/C][C]241066[/C][C]255726.843137255[/C][C]-14660.8431372549[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]255726.843137255[/C][C]-107280.843137255[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]162143.428571429[/C][C]42569.5714285714[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]209940.777777778[/C][C]-27861.7777777778[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]134977.625[/C][C]5366.375[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]209940.777777778[/C][C]10575.2222222222[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]162143.428571429[/C][C]80916.5714285714[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]162143.428571429[/C][C]621.57142857142[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]162143.428571429[/C][C]20469.5714285714[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]209940.777777778[/C][C]22197.2222222222[/C][/ROW]
[ROW][C]107[/C][C]265318[/C][C]255726.843137255[/C][C]9591.1568627451[/C][/ROW]
[ROW][C]108[/C][C]85574[/C][C]84499.0447761194[/C][C]1074.95522388059[/C][/ROW]
[ROW][C]109[/C][C]310839[/C][C]255726.843137255[/C][C]55112.1568627451[/C][/ROW]
[ROW][C]110[/C][C]225060[/C][C]255726.843137255[/C][C]-30666.8431372549[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]209940.777777778[/C][C]22376.2222222222[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]146284.444444444[/C][C]-1318.44444444444[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]56099.75[/C][C]-12812.75[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]162143.428571429[/C][C]-6389.42857142858[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]255726.843137255[/C][C]-91017.8431372549[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]209940.777777778[/C][C]-8000.77777777778[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]255726.843137255[/C][C]-20272.8431372549[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]255726.843137255[/C][C]-34925.8431372549[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]84499.0447761194[/C][C]14966.9552238806[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]97734.8125[/C][C]-5073.8125[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]162143.428571429[/C][C]-28815.4285714286[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]97734.8125[/C][C]-36373.8125[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]146284.444444444[/C][C]-20354.4444444444[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]162143.428571429[/C][C]-61393.4285714286[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]162143.428571429[/C][C]62405.5714285714[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]84499.0447761194[/C][C]-2183.04477611941[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]97734.8125[/C][C]4275.1875[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]162143.428571429[/C][C]-60620.4285714286[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]209940.777777778[/C][C]33570.2222222222[/C][/ROW]
[ROW][C]130[/C][C]22938[/C][C]18884.7777777778[/C][C]4053.22222222222[/C][/ROW]
[ROW][C]131[/C][C]41566[/C][C]34770.3076923077[/C][C]6795.6923076923[/C][/ROW]
[ROW][C]132[/C][C]152474[/C][C]209940.777777778[/C][C]-57466.7777777778[/C][/ROW]
[ROW][C]133[/C][C]61857[/C][C]84499.0447761194[/C][C]-22642.0447761194[/C][/ROW]
[ROW][C]134[/C][C]99923[/C][C]134977.625[/C][C]-35054.625[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]162143.428571429[/C][C]-29656.4285714286[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]255726.843137255[/C][C]61667.1568627451[/C][/ROW]
[ROW][C]137[/C][C]21054[/C][C]18884.7777777778[/C][C]2169.22222222222[/C][/ROW]
[ROW][C]138[/C][C]209641[/C][C]162143.428571429[/C][C]47497.5714285714[/C][/ROW]
[ROW][C]139[/C][C]22648[/C][C]34770.3076923077[/C][C]-12122.3076923077[/C][/ROW]
[ROW][C]140[/C][C]31414[/C][C]34770.3076923077[/C][C]-3356.3076923077[/C][/ROW]
[ROW][C]141[/C][C]46698[/C][C]78342.2727272727[/C][C]-31644.2727272727[/C][/ROW]
[ROW][C]142[/C][C]131698[/C][C]162143.428571429[/C][C]-30445.4285714286[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]78342.2727272727[/C][C]13392.7272727273[/C][/ROW]
[ROW][C]144[/C][C]244749[/C][C]255726.843137255[/C][C]-10977.8431372549[/C][/ROW]
[ROW][C]145[/C][C]184510[/C][C]162143.428571429[/C][C]22366.5714285714[/C][/ROW]
[ROW][C]146[/C][C]79863[/C][C]84499.0447761194[/C][C]-4636.04477611941[/C][/ROW]
[ROW][C]147[/C][C]128423[/C][C]134977.625[/C][C]-6554.625[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]84499.0447761194[/C][C]13339.9552238806[/C][/ROW]
[ROW][C]149[/C][C]38214[/C][C]34770.3076923077[/C][C]3443.6923076923[/C][/ROW]
[ROW][C]150[/C][C]151101[/C][C]134977.625[/C][C]16123.375[/C][/ROW]
[ROW][C]151[/C][C]272458[/C][C]209940.777777778[/C][C]62517.2222222222[/C][/ROW]
[ROW][C]152[/C][C]172494[/C][C]134977.625[/C][C]37516.375[/C][/ROW]
[ROW][C]153[/C][C]108043[/C][C]97734.8125[/C][C]10308.1875[/C][/ROW]
[ROW][C]154[/C][C]328107[/C][C]209940.777777778[/C][C]118166.222222222[/C][/ROW]
[ROW][C]155[/C][C]250579[/C][C]255726.843137255[/C][C]-5147.84313725491[/C][/ROW]
[ROW][C]156[/C][C]351067[/C][C]255726.843137255[/C][C]95340.156862745[/C][/ROW]
[ROW][C]157[/C][C]158015[/C][C]162143.428571429[/C][C]-4128.42857142858[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]84499.0447761194[/C][C]14366.9552238806[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]134977.625[/C][C]-49538.625[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]255726.843137255[/C][C]-26484.8431372549[/C][/ROW]
[ROW][C]161[/C][C]351619[/C][C]255726.843137255[/C][C]95892.156862745[/C][/ROW]
[ROW][C]162[/C][C]84207[/C][C]56099.75[/C][C]28107.25[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]146284.444444444[/C][C]-25839.4444444444[/C][/ROW]
[ROW][C]164[/C][C]324598[/C][C]255726.843137255[/C][C]68871.1568627451[/C][/ROW]
[ROW][C]165[/C][C]131069[/C][C]134977.625[/C][C]-3908.625[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]209940.777777778[/C][C]-5669.77777777778[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]162143.428571429[/C][C]3399.57142857142[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]97734.8125[/C][C]43987.1875[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]146284.444444444[/C][C]-30236.4444444444[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]146284.444444444[/C][C]103762.555555556[/C][/ROW]
[ROW][C]171[/C][C]299775[/C][C]255726.843137255[/C][C]44048.1568627451[/C][/ROW]
[ROW][C]172[/C][C]195838[/C][C]209940.777777778[/C][C]-14102.7777777778[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]134977.625[/C][C]38282.375[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]255726.843137255[/C][C]-1238.84313725491[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]209940.777777778[/C][C]-105551.777777778[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]84499.0447761194[/C][C]51584.9552238806[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]209940.777777778[/C][C]-10464.7777777778[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]84499.0447761194[/C][C]7999.95522388059[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]255726.843137255[/C][C]-31396.8431372549[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]84499.0447761194[/C][C]51281.9552238806[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]97734.8125[/C][C]-23326.8125[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]162143.428571429[/C][C]-80903.4285714286[/C][/ROW]
[ROW][C]183[/C][C]14688[/C][C]18884.7777777778[/C][C]-4196.77777777778[/C][/ROW]
[ROW][C]184[/C][C]181633[/C][C]134977.625[/C][C]46655.375[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]255726.843137255[/C][C]16129.1568627451[/C][/ROW]
[ROW][C]186[/C][C]7199[/C][C]18884.7777777778[/C][C]-11685.7777777778[/C][/ROW]
[ROW][C]187[/C][C]46660[/C][C]34770.3076923077[/C][C]11889.6923076923[/C][/ROW]
[ROW][C]188[/C][C]17547[/C][C]18884.7777777778[/C][C]-1337.77777777778[/C][/ROW]
[ROW][C]189[/C][C]133368[/C][C]84499.0447761194[/C][C]48868.9552238806[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]84499.0447761194[/C][C]10727.9552238806[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]84499.0447761194[/C][C]68101.9552238806[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]78342.2727272727[/C][C]19803.7272727273[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]84499.0447761194[/C][C]-4880.04477611941[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]56099.75[/C][C]3094.25[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]162143.428571429[/C][C]-22201.4285714286[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]162143.428571429[/C][C]-43531.4285714286[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]78342.2727272727[/C][C]-5462.27272727272[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]56099.75[/C][C]9375.25[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]97734.8125[/C][C]1908.1875[/C][/ROW]
[ROW][C]200[/C][C]71965[/C][C]84499.0447761194[/C][C]-12534.0447761194[/C][/ROW]
[ROW][C]201[/C][C]77272[/C][C]97734.8125[/C][C]-20462.8125[/C][/ROW]
[ROW][C]202[/C][C]49289[/C][C]56099.75[/C][C]-6810.75[/C][/ROW]
[ROW][C]203[/C][C]135131[/C][C]146284.444444444[/C][C]-11153.4444444444[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]146284.444444444[/C][C]-37838.4444444444[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]84499.0447761194[/C][C]5246.95522388059[/C][/ROW]
[ROW][C]206[/C][C]44296[/C][C]56099.75[/C][C]-11803.75[/C][/ROW]
[ROW][C]207[/C][C]77648[/C][C]84499.0447761194[/C][C]-6851.04477611941[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]146284.444444444[/C][C]35243.5555555556[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]146284.444444444[/C][C]-12265.4444444444[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]134977.625[/C][C]-10913.625[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]84499.0447761194[/C][C]8130.95522388059[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]84499.0447761194[/C][C]37348.9552238806[/C][/ROW]
[ROW][C]213[/C][C]52915[/C][C]84499.0447761194[/C][C]-31584.0447761194[/C][/ROW]
[ROW][C]214[/C][C]81872[/C][C]84499.0447761194[/C][C]-2627.04477611941[/C][/ROW]
[ROW][C]215[/C][C]58981[/C][C]78342.2727272727[/C][C]-19361.2727272727[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]56099.75[/C][C]-2584.75[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]84499.0447761194[/C][C]-23687.0447761194[/C][/ROW]
[ROW][C]218[/C][C]56375[/C][C]56099.75[/C][C]275.25[/C][/ROW]
[ROW][C]219[/C][C]65490[/C][C]84499.0447761194[/C][C]-19009.0447761194[/C][/ROW]
[ROW][C]220[/C][C]80949[/C][C]56099.75[/C][C]24849.25[/C][/ROW]
[ROW][C]221[/C][C]76302[/C][C]84499.0447761194[/C][C]-8197.04477611941[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]134977.625[/C][C]-30966.625[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]162143.428571429[/C][C]-64039.4285714286[/C][/ROW]
[ROW][C]224[/C][C]67989[/C][C]84499.0447761194[/C][C]-16510.0447761194[/C][/ROW]
[ROW][C]225[/C][C]30989[/C][C]56099.75[/C][C]-25110.75[/C][/ROW]
[ROW][C]226[/C][C]135458[/C][C]97734.8125[/C][C]37723.1875[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]84499.0447761194[/C][C]-10995.0447761194[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]84499.0447761194[/C][C]-21376.0447761194[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]84499.0447761194[/C][C]-23245.0447761194[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]134977.625[/C][C]-60063.625[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]56099.75[/C][C]-24325.75[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]84499.0447761194[/C][C]-3062.04477611941[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]97734.8125[/C][C]-10548.8125[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]56099.75[/C][C]-6009.75[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]97734.8125[/C][C]-31989.8125[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]84499.0447761194[/C][C]-27846.0447761194[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]84499.0447761194[/C][C]73899.9552238806[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]84499.0447761194[/C][C]-38044.0447761194[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]84499.0447761194[/C][C]-10875.0447761194[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]56099.75[/C][C]-17704.75[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]78342.2727272727[/C][C]13556.7272727273[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]134977.625[/C][C]4548.375[/C][/ROW]
[ROW][C]243[/C][C]52164[/C][C]84499.0447761194[/C][C]-32335.0447761194[/C][/ROW]
[ROW][C]244[/C][C]51567[/C][C]84499.0447761194[/C][C]-32932.0447761194[/C][/ROW]
[ROW][C]245[/C][C]70551[/C][C]84499.0447761194[/C][C]-13948.0447761194[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]84499.0447761194[/C][C]356.955223880592[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]97734.8125[/C][C]4803.1875[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]78342.2727272727[/C][C]8335.72727272728[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]84499.0447761194[/C][C]1209.95522388059[/C][/ROW]
[ROW][C]250[/C][C]34662[/C][C]34770.3076923077[/C][C]-108.307692307695[/C][/ROW]
[ROW][C]251[/C][C]150580[/C][C]134977.625[/C][C]15602.375[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]84499.0447761194[/C][C]15111.9552238806[/C][/ROW]
[ROW][C]253[/C][C]19349[/C][C]18884.7777777778[/C][C]464.222222222223[/C][/ROW]
[ROW][C]254[/C][C]99373[/C][C]78342.2727272727[/C][C]21030.7272727273[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]84499.0447761194[/C][C]1730.95522388059[/C][/ROW]
[ROW][C]256[/C][C]30837[/C][C]34770.3076923077[/C][C]-3933.3076923077[/C][/ROW]
[ROW][C]257[/C][C]31706[/C][C]84499.0447761194[/C][C]-52793.0447761194[/C][/ROW]
[ROW][C]258[/C][C]89806[/C][C]84499.0447761194[/C][C]5306.95522388059[/C][/ROW]
[ROW][C]259[/C][C]62088[/C][C]78342.2727272727[/C][C]-16254.2727272727[/C][/ROW]
[ROW][C]260[/C][C]40151[/C][C]34770.3076923077[/C][C]5380.6923076923[/C][/ROW]
[ROW][C]261[/C][C]27634[/C][C]34770.3076923077[/C][C]-7136.3076923077[/C][/ROW]
[ROW][C]262[/C][C]76990[/C][C]84499.0447761194[/C][C]-7509.04477611941[/C][/ROW]
[ROW][C]263[/C][C]37460[/C][C]34770.3076923077[/C][C]2689.6923076923[/C][/ROW]
[ROW][C]264[/C][C]54157[/C][C]84499.0447761194[/C][C]-30342.0447761194[/C][/ROW]
[ROW][C]265[/C][C]49862[/C][C]78342.2727272727[/C][C]-28480.2727272727[/C][/ROW]
[ROW][C]266[/C][C]84337[/C][C]84499.0447761194[/C][C]-162.044776119408[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]84499.0447761194[/C][C]-20324.0447761194[/C][/ROW]
[ROW][C]268[/C][C]59382[/C][C]84499.0447761194[/C][C]-25117.0447761194[/C][/ROW]
[ROW][C]269[/C][C]119308[/C][C]84499.0447761194[/C][C]34808.9552238806[/C][/ROW]
[ROW][C]270[/C][C]76702[/C][C]84499.0447761194[/C][C]-7797.04477611941[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]78342.2727272727[/C][C]25082.7272727273[/C][/ROW]
[ROW][C]272[/C][C]70344[/C][C]84499.0447761194[/C][C]-14155.0447761194[/C][/ROW]
[ROW][C]273[/C][C]43410[/C][C]34770.3076923077[/C][C]8639.6923076923[/C][/ROW]
[ROW][C]274[/C][C]104838[/C][C]84499.0447761194[/C][C]20338.9552238806[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]84499.0447761194[/C][C]-22284.0447761194[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]84499.0447761194[/C][C]-15195.0447761194[/C][/ROW]
[ROW][C]277[/C][C]53117[/C][C]56099.75[/C][C]-2982.75[/C][/ROW]
[ROW][C]278[/C][C]19764[/C][C]18884.7777777778[/C][C]879.222222222223[/C][/ROW]
[ROW][C]279[/C][C]86680[/C][C]84499.0447761194[/C][C]2180.95522388059[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]56099.75[/C][C]28005.25[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]84499.0447761194[/C][C]-6554.04477611941[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]84499.0447761194[/C][C]4613.95522388059[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]84499.0447761194[/C][C]6505.95522388059[/C][/ROW]
[ROW][C]284[/C][C]40248[/C][C]18884.7777777778[/C][C]21363.2222222222[/C][/ROW]
[ROW][C]285[/C][C]64187[/C][C]56099.75[/C][C]8087.25[/C][/ROW]
[ROW][C]286[/C][C]50857[/C][C]56099.75[/C][C]-5242.75[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]56099.75[/C][C]513.25[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]84499.0447761194[/C][C]-21707.0447761194[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]56099.75[/C][C]16435.25[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154576&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154576&T=2

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Actuals, Predictions, and Residuals
#	Actuals	Forecasts	Residuals
1	210907	162143.428571429	48763.5714285714
2	120982	162143.428571429	-41161.4285714286
3	176508	162143.428571429	14364.5714285714
4	179321	255726.843137255	-76405.843137255
5	123185	84499.0447761194	38685.9552238806
6	52746	56099.75	-3353.75
7	385534	255726.843137255	129807.156862745
8	33170	34770.3076923077	-1600.3076923077
9	101645	97734.8125	3910.1875
10	149061	134977.625	14083.375
11	165446	162143.428571429	3302.57142857142
12	237213	255726.843137255	-18513.8431372549
13	173326	255726.843137255	-82400.843137255
14	133131	134977.625	-1846.625
15	258873	209940.777777778	48932.2222222222
16	180083	162143.428571429	17939.5714285714
17	324799	255726.843137255	69072.1568627451
18	230964	209940.777777778	21023.2222222222
19	236785	255726.843137255	-18941.8431372549
20	135473	162143.428571429	-26670.4285714286
21	202925	209940.777777778	-7015.77777777778
22	215147	209940.777777778	5206.22222222222
23	344297	255726.843137255	88570.156862745
24	153935	134977.625	18957.375
25	132943	162143.428571429	-29200.4285714286
26	174724	255726.843137255	-81002.8431372549
27	174415	255726.843137255	-81311.843137255
28	225548	255726.843137255	-30178.8431372549
29	223632	255726.843137255	-32094.8431372549
30	124817	134977.625	-10160.625
31	221698	209940.777777778	11757.2222222222
32	210767	209940.777777778	826.222222222219
33	170266	134977.625	35288.375
34	260561	255726.843137255	4834.15686274509
35	84853	134977.625	-50124.625
36	294424	255726.843137255	38697.1568627451
37	101011	84499.0447761194	16511.9552238806
38	215641	162143.428571429	53497.5714285714
39	325107	255726.843137255	69380.1568627451
40	7176	18884.7777777778	-11708.7777777778
41	167542	162143.428571429	5398.57142857142
42	106408	84499.0447761194	21908.9552238806
43	96560	97734.8125	-1174.8125
44	265769	255726.843137255	10042.1568627451
45	269651	209940.777777778	59710.2222222222
46	149112	162143.428571429	-13031.4285714286
47	175824	255726.843137255	-79902.8431372549
48	152871	162143.428571429	-9272.42857142858
49	111665	134977.625	-23312.625
50	116408	97734.8125	18673.1875
51	362301	255726.843137255	106574.156862745
52	78800	84499.0447761194	-5699.04477611941
53	183167	209940.777777778	-26773.7777777778
54	277965	255726.843137255	22238.1568627451
55	150629	162143.428571429	-11514.4285714286
56	168809	162143.428571429	6665.57142857142
57	24188	34770.3076923077	-10582.3076923077
58	329267	255726.843137255	73540.156862745
59	65029	84499.0447761194	-19470.0447761194
60	101097	97734.8125	3362.1875
61	218946	162143.428571429	56802.5714285714
62	244052	209940.777777778	34111.2222222222
63	341570	255726.843137255	85843.156862745
64	103597	84499.0447761194	19097.9552238806
65	233328	255726.843137255	-22398.8431372549
66	256462	255726.843137255	735.15686274509
67	206161	162143.428571429	44017.5714285714
68	311473	255726.843137255	55746.1568627451
69	235800	255726.843137255	-19926.8431372549
70	177939	255726.843137255	-77787.843137255
71	207176	162143.428571429	45032.5714285714
72	196553	134977.625	61575.375
73	174184	162143.428571429	12040.5714285714
74	143246	255726.843137255	-112480.843137255
75	187559	255726.843137255	-68167.8431372549
76	187681	209940.777777778	-22259.7777777778
77	119016	209940.777777778	-90924.7777777778
78	182192	162143.428571429	20048.5714285714
79	73566	84499.0447761194	-10933.0447761194
80	194979	162143.428571429	32835.5714285714
81	167488	162143.428571429	5344.57142857142
82	143756	209940.777777778	-66184.7777777778
83	275541	209940.777777778	65600.2222222222
84	243199	255726.843137255	-12527.8431372549
85	182999	255726.843137255	-72727.843137255
86	135649	209940.777777778	-74291.7777777778
87	152299	162143.428571429	-9844.42857142858
88	120221	162143.428571429	-41922.4285714286
89	346485	255726.843137255	90758.156862745
90	145790	134977.625	10812.375
91	193339	255726.843137255	-62387.8431372549
92	80953	84499.0447761194	-3546.04477611941
93	122774	84499.0447761194	38274.9552238806
94	130585	162143.428571429	-31558.4285714286
95	112611	134977.625	-22366.625
96	286468	255726.843137255	30741.1568627451
97	241066	255726.843137255	-14660.8431372549
98	148446	255726.843137255	-107280.843137255
99	204713	162143.428571429	42569.5714285714
100	182079	209940.777777778	-27861.7777777778
101	140344	134977.625	5366.375
102	220516	209940.777777778	10575.2222222222
103	243060	162143.428571429	80916.5714285714
104	162765	162143.428571429	621.57142857142
105	182613	162143.428571429	20469.5714285714
106	232138	209940.777777778	22197.2222222222
107	265318	255726.843137255	9591.1568627451
108	85574	84499.0447761194	1074.95522388059
109	310839	255726.843137255	55112.1568627451
110	225060	255726.843137255	-30666.8431372549
111	232317	209940.777777778	22376.2222222222
112	144966	146284.444444444	-1318.44444444444
113	43287	56099.75	-12812.75
114	155754	162143.428571429	-6389.42857142858
115	164709	255726.843137255	-91017.8431372549
116	201940	209940.777777778	-8000.77777777778
117	235454	255726.843137255	-20272.8431372549
118	220801	255726.843137255	-34925.8431372549
119	99466	84499.0447761194	14966.9552238806
120	92661	97734.8125	-5073.8125
121	133328	162143.428571429	-28815.4285714286
122	61361	97734.8125	-36373.8125
123	125930	146284.444444444	-20354.4444444444
124	100750	162143.428571429	-61393.4285714286
125	224549	162143.428571429	62405.5714285714
126	82316	84499.0447761194	-2183.04477611941
127	102010	97734.8125	4275.1875
128	101523	162143.428571429	-60620.4285714286
129	243511	209940.777777778	33570.2222222222
130	22938	18884.7777777778	4053.22222222222
131	41566	34770.3076923077	6795.6923076923
132	152474	209940.777777778	-57466.7777777778
133	61857	84499.0447761194	-22642.0447761194
134	99923	134977.625	-35054.625
135	132487	162143.428571429	-29656.4285714286
136	317394	255726.843137255	61667.1568627451
137	21054	18884.7777777778	2169.22222222222
138	209641	162143.428571429	47497.5714285714
139	22648	34770.3076923077	-12122.3076923077
140	31414	34770.3076923077	-3356.3076923077
141	46698	78342.2727272727	-31644.2727272727
142	131698	162143.428571429	-30445.4285714286
143	91735	78342.2727272727	13392.7272727273
144	244749	255726.843137255	-10977.8431372549
145	184510	162143.428571429	22366.5714285714
146	79863	84499.0447761194	-4636.04477611941
147	128423	134977.625	-6554.625
148	97839	84499.0447761194	13339.9552238806
149	38214	34770.3076923077	3443.6923076923
150	151101	134977.625	16123.375
151	272458	209940.777777778	62517.2222222222
152	172494	134977.625	37516.375
153	108043	97734.8125	10308.1875
154	328107	209940.777777778	118166.222222222
155	250579	255726.843137255	-5147.84313725491
156	351067	255726.843137255	95340.156862745
157	158015	162143.428571429	-4128.42857142858
158	98866	84499.0447761194	14366.9552238806
159	85439	134977.625	-49538.625
160	229242	255726.843137255	-26484.8431372549
161	351619	255726.843137255	95892.156862745
162	84207	56099.75	28107.25
163	120445	146284.444444444	-25839.4444444444
164	324598	255726.843137255	68871.1568627451
165	131069	134977.625	-3908.625
166	204271	209940.777777778	-5669.77777777778
167	165543	162143.428571429	3399.57142857142
168	141722	97734.8125	43987.1875
169	116048	146284.444444444	-30236.4444444444
170	250047	146284.444444444	103762.555555556
171	299775	255726.843137255	44048.1568627451
172	195838	209940.777777778	-14102.7777777778
173	173260	134977.625	38282.375
174	254488	255726.843137255	-1238.84313725491
175	104389	209940.777777778	-105551.777777778
176	136084	84499.0447761194	51584.9552238806
177	199476	209940.777777778	-10464.7777777778
178	92499	84499.0447761194	7999.95522388059
179	224330	255726.843137255	-31396.8431372549
180	135781	84499.0447761194	51281.9552238806
181	74408	97734.8125	-23326.8125
182	81240	162143.428571429	-80903.4285714286
183	14688	18884.7777777778	-4196.77777777778
184	181633	134977.625	46655.375
185	271856	255726.843137255	16129.1568627451
186	7199	18884.7777777778	-11685.7777777778
187	46660	34770.3076923077	11889.6923076923
188	17547	18884.7777777778	-1337.77777777778
189	133368	84499.0447761194	48868.9552238806
190	95227	84499.0447761194	10727.9552238806
191	152601	84499.0447761194	68101.9552238806
192	98146	78342.2727272727	19803.7272727273
193	79619	84499.0447761194	-4880.04477611941
194	59194	56099.75	3094.25
195	139942	162143.428571429	-22201.4285714286
196	118612	162143.428571429	-43531.4285714286
197	72880	78342.2727272727	-5462.27272727272
198	65475	56099.75	9375.25
199	99643	97734.8125	1908.1875
200	71965	84499.0447761194	-12534.0447761194
201	77272	97734.8125	-20462.8125
202	49289	56099.75	-6810.75
203	135131	146284.444444444	-11153.4444444444
204	108446	146284.444444444	-37838.4444444444
205	89746	84499.0447761194	5246.95522388059
206	44296	56099.75	-11803.75
207	77648	84499.0447761194	-6851.04477611941
208	181528	146284.444444444	35243.5555555556
209	134019	146284.444444444	-12265.4444444444
210	124064	134977.625	-10913.625
211	92630	84499.0447761194	8130.95522388059
212	121848	84499.0447761194	37348.9552238806
213	52915	84499.0447761194	-31584.0447761194
214	81872	84499.0447761194	-2627.04477611941
215	58981	78342.2727272727	-19361.2727272727
216	53515	56099.75	-2584.75
217	60812	84499.0447761194	-23687.0447761194
218	56375	56099.75	275.25
219	65490	84499.0447761194	-19009.0447761194
220	80949	56099.75	24849.25
221	76302	84499.0447761194	-8197.04477611941
222	104011	134977.625	-30966.625
223	98104	162143.428571429	-64039.4285714286
224	67989	84499.0447761194	-16510.0447761194
225	30989	56099.75	-25110.75
226	135458	97734.8125	37723.1875
227	73504	84499.0447761194	-10995.0447761194
228	63123	84499.0447761194	-21376.0447761194
229	61254	84499.0447761194	-23245.0447761194
230	74914	134977.625	-60063.625
231	31774	56099.75	-24325.75
232	81437	84499.0447761194	-3062.04477611941
233	87186	97734.8125	-10548.8125
234	50090	56099.75	-6009.75
235	65745	97734.8125	-31989.8125
236	56653	84499.0447761194	-27846.0447761194
237	158399	84499.0447761194	73899.9552238806
238	46455	84499.0447761194	-38044.0447761194
239	73624	84499.0447761194	-10875.0447761194
240	38395	56099.75	-17704.75
241	91899	78342.2727272727	13556.7272727273
242	139526	134977.625	4548.375
243	52164	84499.0447761194	-32335.0447761194
244	51567	84499.0447761194	-32932.0447761194
245	70551	84499.0447761194	-13948.0447761194
246	84856	84499.0447761194	356.955223880592
247	102538	97734.8125	4803.1875
248	86678	78342.2727272727	8335.72727272728
249	85709	84499.0447761194	1209.95522388059
250	34662	34770.3076923077	-108.307692307695
251	150580	134977.625	15602.375
252	99611	84499.0447761194	15111.9552238806
253	19349	18884.7777777778	464.222222222223
254	99373	78342.2727272727	21030.7272727273
255	86230	84499.0447761194	1730.95522388059
256	30837	34770.3076923077	-3933.3076923077
257	31706	84499.0447761194	-52793.0447761194
258	89806	84499.0447761194	5306.95522388059
259	62088	78342.2727272727	-16254.2727272727
260	40151	34770.3076923077	5380.6923076923
261	27634	34770.3076923077	-7136.3076923077
262	76990	84499.0447761194	-7509.04477611941
263	37460	34770.3076923077	2689.6923076923
264	54157	84499.0447761194	-30342.0447761194
265	49862	78342.2727272727	-28480.2727272727
266	84337	84499.0447761194	-162.044776119408
267	64175	84499.0447761194	-20324.0447761194
268	59382	84499.0447761194	-25117.0447761194
269	119308	84499.0447761194	34808.9552238806
270	76702	84499.0447761194	-7797.04477611941
271	103425	78342.2727272727	25082.7272727273
272	70344	84499.0447761194	-14155.0447761194
273	43410	34770.3076923077	8639.6923076923
274	104838	84499.0447761194	20338.9552238806
275	62215	84499.0447761194	-22284.0447761194
276	69304	84499.0447761194	-15195.0447761194
277	53117	56099.75	-2982.75
278	19764	18884.7777777778	879.222222222223
279	86680	84499.0447761194	2180.95522388059
280	84105	56099.75	28005.25
281	77945	84499.0447761194	-6554.04477611941
282	89113	84499.0447761194	4613.95522388059
283	91005	84499.0447761194	6505.95522388059
284	40248	18884.7777777778	21363.2222222222
285	64187	56099.75	8087.25
286	50857	56099.75	-5242.75
287	56613	56099.75	513.25
288	62792	84499.0447761194	-21707.0447761194
289	72535	56099.75	16435.25

Figure 1

PNG link

Postscript link

PDF link

Figure 2

PNG link

Postscript link

PDF link

Figure 3

PNG link

Postscript link

PDF link

Parameters (Session):

par1 = 1 ; par2 = none ; par3 = 3 ; par4 = no ;

Parameters (R input):

par1 = 1 ; par2 = none ; par3 = 3 ; par4 = no ;

R code (references can be found in the software module):

library(party)
library(Hmisc)
par1 <- as.numeric(par1)
par3 <- as.numeric(par3)
x <- data.frame(t(y))
is.data.frame(x)
x <- x[!is.na(x[,par1]),]
k <- length(x[1,])
n <- length(x[,1])
colnames(x)[par1]
x[,par1]
if (par2 == 'kmeans') {
cl <- kmeans(x[,par1], par3)
print(cl)
clm <- matrix(cbind(cl$centers,1:par3),ncol=2)
clm <- clm[sort.list(clm[,1]),]
for (i in 1:par3) {
cl$cluster[cl$cluster==clm[i,2]] <- paste('C',i,sep='')
}
cl$cluster <- as.factor(cl$cluster)
print(cl$cluster)
x[,par1] <- cl$cluster
}
if (par2 == 'quantiles') {
x[,par1] <- cut2(x[,par1],g=par3)
}
if (par2 == 'hclust') {
hc <- hclust(dist(x[,par1])^2, 'cen')
print(hc)
memb <- cutree(hc, k = par3)
dum <- c(mean(x[memb==1,par1]))
for (i in 2:par3) {
dum <- c(dum, mean(x[memb==i,par1]))
}
hcm <- matrix(cbind(dum,1:par3),ncol=2)
hcm <- hcm[sort.list(hcm[,1]),]
for (i in 1:par3) {
memb[memb==hcm[i,2]] <- paste('C',i,sep='')
}
memb <- as.factor(memb)
print(memb)
x[,par1] <- memb
}
if (par2=='equal') {
ed <- cut(as.numeric(x[,par1]),par3,labels=paste('C',1:par3,sep=''))
x[,par1] <- as.factor(ed)
}
table(x[,par1])
colnames(x)
colnames(x)[par1]
x[,par1]
if (par2 == 'none') {
m <- ctree(as.formula(paste(colnames(x)[par1],' ~ .',sep='')),data = x)
}
load(file='createtable')
if (par2 != 'none') {
m <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data = x)
if (par4=='yes') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'10-Fold Cross Validation',3+2*par3,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
a<-table.element(a,'Prediction (training)',par3+1,TRUE)
a<-table.element(a,'Prediction (testing)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Actual',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
a<-table.row.end(a)
for (i in 1:10) {
ind <- sample(2, nrow(x), replace=T, prob=c(0.9,0.1))
m.ct <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data =x[ind==1,])
if (i==1) {
m.ct.i.pred <- predict(m.ct, newdata=x[ind==1,])
m.ct.i.actu <- x[ind==1,par1]
m.ct.x.pred <- predict(m.ct, newdata=x[ind==2,])
m.ct.x.actu <- x[ind==2,par1]
} else {
m.ct.i.pred <- c(m.ct.i.pred,predict(m.ct, newdata=x[ind==1,]))
m.ct.i.actu <- c(m.ct.i.actu,x[ind==1,par1])
m.ct.x.pred <- c(m.ct.x.pred,predict(m.ct, newdata=x[ind==2,]))
m.ct.x.actu <- c(m.ct.x.actu,x[ind==2,par1])
}
}
print(m.ct.i.tab <- table(m.ct.i.actu,m.ct.i.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.i.tab[i,i] / sum(m.ct.i.tab[i,]))
numer <- numer + m.ct.i.tab[i,i]
}
print(m.ct.i.cp <- numer / sum(m.ct.i.tab))
print(m.ct.x.tab <- table(m.ct.x.actu,m.ct.x.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.x.tab[i,i] / sum(m.ct.x.tab[i,]))
numer <- numer + m.ct.x.tab[i,i]
}
print(m.ct.x.cp <- numer / sum(m.ct.x.tab))
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (jjj in 1:par3) a<-table.element(a,m.ct.i.tab[i,jjj])
a<-table.element(a,round(m.ct.i.tab[i,i]/sum(m.ct.i.tab[i,]),4))
for (jjj in 1:par3) a<-table.element(a,m.ct.x.tab[i,jjj])
a<-table.element(a,round(m.ct.x.tab[i,i]/sum(m.ct.x.tab[i,]),4))
a<-table.row.end(a)
}
a<-table.row.start(a)
a<-table.element(a,'Overall',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.i.cp,4))
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.x.cp,4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
}
}
m
bitmap(file='test1.png')
plot(m)
dev.off()
bitmap(file='test1a.png')
plot(x[,par1] ~ as.factor(where(m)),main='Response by Terminal Node',xlab='Terminal Node',ylab='Response')
dev.off()
if (par2 == 'none') {
forec <- predict(m)
result <- as.data.frame(cbind(x[,par1],forec,x[,par1]-forec))
colnames(result) <- c('Actuals','Forecasts','Residuals')
print(result)
}
if (par2 != 'none') {
print(cbind(as.factor(x[,par1]),predict(m)))
myt <- table(as.factor(x[,par1]),predict(m))
print(myt)
}
bitmap(file='test2.png')
if(par2=='none') {
op <- par(mfrow=c(2,2))
plot(density(result$Actuals),main='Kernel Density Plot of Actuals')
plot(density(result$Residuals),main='Kernel Density Plot of Residuals')
plot(result$Forecasts,result$Actuals,main='Actuals versus Predictions',xlab='Predictions',ylab='Actuals')
plot(density(result$Forecasts),main='Kernel Density Plot of Predictions')
par(op)
}
if(par2!='none') {
plot(myt,main='Confusion Matrix',xlab='Actual',ylab='Predicted')
}
dev.off()
if (par2 == 'none') {
detcoef <- cor(result$Forecasts,result$Actuals)
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goodness of Fit',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Correlation',1,TRUE)
a<-table.element(a,round(detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'R-squared',1,TRUE)
a<-table.element(a,round(detcoef*detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'RMSE',1,TRUE)
a<-table.element(a,round(sqrt(mean((result$Residuals)^2)),4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Actuals, Predictions, and Residuals',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'#',header=TRUE)
a<-table.element(a,'Actuals',header=TRUE)
a<-table.element(a,'Forecasts',header=TRUE)
a<-table.element(a,'Residuals',header=TRUE)
a<-table.row.end(a)
for (i in 1:length(result$Actuals)) {
a<-table.row.start(a)
a<-table.element(a,i,header=TRUE)
a<-table.element(a,result$Actuals[i])
a<-table.element(a,result$Forecasts[i])
a<-table.element(a,result$Residuals[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable.tab')
}
if (par2 != 'none') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Confusion Matrix (predicted in columns / actuals in rows)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
for (i in 1:par3) {
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
}
a<-table.row.end(a)
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (j in 1:par3) {
a<-table.element(a,myt[i,j])
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
}

Free Statistics

Description of Statistical Computation

Tree of Dependent Computations

Dataset

Tables (Output of Computation)

Figures (Output of Computation)

Input Parameters & R Code