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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

Fri, 23 Dec 2011 11:01:31 -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/23/t1324656138mjnqsup8bnnj0ge.htm/, Retrieved Mon, 29 Apr 2024 18:30:47 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=160537, Retrieved Mon, 29 Apr 2024 18:30:47 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

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 Patterning] [2011-12-09 14:04:03] [74b1e5a3104ff0b2404b2865a63336ad]
-   PD      [Recursive Partitioning (Regression Trees)] [paper3-4] [2011-12-23 16:01:31] [47995d3a8fac585eeb070a274b466f8c] [Current]
-   P         [Recursive Partitioning (Regression Trees)] [paper3-5] [2011-12-23 16:22:12] [f7a862281046b7153543b12c78921b36] 
-   P           [Recursive Partitioning (Regression Trees)] [paper3-6] [2011-12-23 16:41:03] [f7a862281046b7153543b12c78921b36] 
- RMPD          [ARIMA Backward Selection] [paper2-11] [2011-12-23 18:16:30] [f7a862281046b7153543b12c78921b36] 
- RMPD          [ARIMA Forecasting] [paper2-12] [2011-12-23 18:21:13] [f7a862281046b7153543b12c78921b36] 

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Dataseries X:

Download CSV

Histogram

Boxplots

112285	210907	56	30	79
84786	120982	56	28	58
83123	176508	54	38	60
101193	179321	89	30	108
38361	123185	40	22	49
68504	52746	25	26	0
119182	385534	92	25	121
22807	33170	18	18	1
17140	101645	63	11	20
116174	149061	44	26	43
57635	165446	33	25	69
66198	237213	84	38	78
71701	173326	88	44	86
57793	133131	55	30	44
80444	258873	60	40	104
53855	180083	66	34	63
97668	324799	154	47	158
133824	230964	53	30	102
101481	236785	119	31	77
99645	135473	41	23	82
114789	202925	61	36	115
99052	215147	58	36	101
67654	344297	75	30	80
65553	153935	33	25	50
97500	132943	40	39	83
69112	174724	92	34	123
82753	174415	100	31	73
85323	225548	112	31	81
72654	223632	73	33	105
30727	124817	40	25	47
77873	221698	45	33	105
117478	210767	60	35	94
74007	170266	62	42	44
90183	260561	75	43	114
61542	84853	31	30	38
101494	294424	77	33	107
27570	101011	34	13	30
55813	215641	46	32	71
79215	325107	99	36	84
1423	7176	17	0	0
55461	167542	66	28	59
31081	106408	30	14	33
22996	96560	76	17	42
83122	265769	146	32	96
70106	269651	67	30	106
60578	149112	56	35	56
39992	175824	107	20	57
79892	152871	58	28	59
49810	111665	34	28	39
71570	116408	61	39	34
100708	362301	119	34	76
33032	78800	42	26	20
82875	183167	66	39	91
139077	277965	89	39	115
71595	150629	44	33	85
72260	168809	66	28	76
5950	24188	24	4	8
115762	329267	259	39	79
32551	65029	17	18	21
31701	101097	64	14	30
80670	218946	41	29	76
143558	244052	68	44	101
117105	341570	168	21	94
23789	103597	43	16	27
120733	233328	132	28	92
105195	256462	105	35	123
73107	206161	71	28	75
132068	311473	112	38	128
149193	235800	94	23	105
46821	177939	82	36	55
87011	207176	70	32	56
95260	196553	57	29	41
55183	174184	53	25	72
106671	143246	103	27	67
73511	187559	121	36	75
92945	187681	62	28	114
78664	119016	52	23	118
70054	182192	52	40	77
22618	73566	32	23	22
74011	194979	62	40	66
83737	167488	45	28	69
69094	143756	46	34	105
93133	275541	63	33	116
95536	243199	75	28	88
225920	182999	88	34	73
62133	135649	46	30	99
61370	152299	53	33	62
43836	120221	37	22	53
106117	346485	90	38	118
38692	145790	63	26	30
84651	193339	78	35	100
56622	80953	25	8	49
15986	122774	45	24	24
95364	130585	46	29	67
26706	112611	41	20	46
89691	286468	144	29	57
67267	241066	82	45	75
126846	148446	91	37	135
41140	204713	71	33	68
102860	182079	63	33	124
51715	140344	53	25	33
55801	220516	62	32	98
111813	243060	63	29	58
120293	162765	32	28	68
138599	182613	39	28	81
161647	232138	62	31	131
115929	265318	117	52	110
24266	85574	34	21	37
162901	310839	92	24	130
109825	225060	93	41	93
129838	232317	54	33	118
37510	144966	144	32	39
43750	43287	14	19	13
40652	155754	61	20	74
87771	164709	109	31	81
85872	201940	38	31	109
89275	235454	73	32	151
44418	220801	75	18	51
192565	99466	50	23	28
35232	92661	61	17	40
40909	133328	55	20	56
13294	61361	77	12	27
32387	125930	75	17	37
140867	100750	72	30	83
120662	224549	50	31	54
21233	82316	32	10	27
44332	102010	53	13	28
61056	101523	42	22	59
101338	243511	71	42	133
1168	22938	10	1	12
13497	41566	35	9	0
65567	152474	65	32	106
25162	61857	25	11	23
32334	99923	66	25	44
40735	132487	41	36	71
91413	317394	86	31	116
855	21054	16	0	4
97068	209641	42	24	62
44339	22648	19	13	12
14116	31414	19	8	18
10288	46698	45	13	14
65622	131698	65	19	60
16563	91735	35	18	7
76643	244749	95	33	98
110681	184510	49	40	64
29011	79863	37	22	29
92696	128423	64	38	32
94785	97839	38	24	25
8773	38214	34	8	16
83209	151101	32	35	48
93815	272458	65	43	100
86687	172494	52	43	46
34553	108043	62	14	45
105547	328107	65	41	129
103487	250579	83	38	130
213688	351067	95	45	136
71220	158015	29	31	59
23517	98866	18	13	25
56926	85439	33	28	32
91721	229242	247	31	63
115168	351619	139	40	95
111194	84207	29	30	14
51009	120445	118	16	36
135777	324598	110	37	113
51513	131069	67	30	47
74163	204271	42	35	92
51633	165543	65	32	70
75345	141722	94	27	19
33416	116048	64	20	50
83305	250047	81	18	41
98952	299775	95	31	91
102372	195838	67	31	111
37238	173260	63	21	41
103772	254488	83	39	120
123969	104389	45	41	135
27142	136084	30	13	27
135400	199476	70	32	87
21399	92499	32	18	25
130115	224330	83	39	131
24874	135781	31	14	45
34988	74408	67	7	29
45549	81240	66	17	58
6023	14688	10	0	4
64466	181633	70	30	47
54990	271856	103	37	109
1644	7199	5	0	7
6179	46660	20	5	12
3926	17547	5	1	0
32755	133368	36	16	37
34777	95227	34	32	37
73224	152601	48	24	46
27114	98146	40	17	15
20760	79619	43	11	42
37636	59194	31	24	7
65461	139942	42	22	54
30080	118612	46	12	54
24094	72880	33	19	14
69008	65475	18	13	16
54968	99643	55	17	33
46090	71965	35	15	32
27507	77272	59	16	21
10672	49289	19	24	15
34029	135131	66	15	38
46300	108446	60	17	22
24760	89746	36	18	28
18779	44296	25	20	10
21280	77648	47	16	31
40662	181528	54	16	32
28987	134019	53	18	32
22827	124064	40	22	43
18513	92630	40	8	27
30594	121848	39	17	37
24006	52915	14	18	20
27913	81872	45	16	32
42744	58981	36	23	0
12934	53515	28	22	5
22574	60812	44	13	26
41385	56375	30	13	10
18653	65490	22	16	27
18472	80949	17	16	11
30976	76302	31	20	29
63339	104011	55	22	25
25568	98104	54	17	55
33747	67989	21	18	23
4154	30989	14	17	5
19474	135458	81	12	43
35130	73504	35	7	23
39067	63123	43	17	34
13310	61254	46	14	36
65892	74914	30	23	35
4143	31774	23	17	0
28579	81437	38	14	37
51776	87186	54	15	28
21152	50090	20	17	16
38084	65745	53	21	26
27717	56653	45	18	38
32928	158399	39	18	23
11342	46455	20	17	22
19499	73624	24	17	30
16380	38395	31	16	16
36874	91899	35	15	18
48259	139526	151	21	28
16734	52164	52	16	32
28207	51567	30	14	21
30143	70551	31	15	23
41369	84856	29	17	29
45833	102538	57	15	50
29156	86678	40	15	12
35944	85709	44	10	21
36278	34662	25	6	18
45588	150580	77	22	27
45097	99611	35	21	41
3895	19349	11	1	13
28394	99373	63	18	12
18632	86230	44	17	21
2325	30837	19	4	8
25139	31706	13	10	26
27975	89806	42	16	27
14483	62088	38	16	13
13127	40151	29	9	16
5839	27634	20	16	2
24069	76990	27	17	42
3738	37460	20	7	5
18625	54157	19	15	37
36341	49862	37	14	17
24548	84337	26	14	38
21792	64175	42	18	37
26263	59382	49	12	29
23686	119308	30	16	32
49303	76702	49	21	35
25659	103425	67	19	17
28904	70344	28	16	20
2781	43410	19	1	7
29236	104838	49	16	46
19546	62215	27	10	24
22818	69304	30	19	40
32689	53117	22	12	3
5752	19764	12	2	10
22197	86680	31	14	37
20055	84105	20	17	17
25272	77945	20	19	28
82206	89113	39	14	19
32073	91005	29	11	29
5444	40248	16	4	8
20154	64187	27	16	10
36944	50857	21	20	15
8019	56613	19	12	15
30884	62792	35	15	28
19540	72535	14	16	17

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	'Herman Ole Andreas Wold' @ wold.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 & 'Herman Ole Andreas Wold' @ wold.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=160537&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]'Herman Ole Andreas Wold' @ wold.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=160537&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=160537&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	'Herman Ole Andreas Wold' @ wold.wessa.net

Goodness of Fit
Correlation	0.8167
R-squared	0.667
RMSE	23288.1876

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.8167 \tabularnewline
R-squared & 0.667 \tabularnewline
RMSE & 23288.1876 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=160537&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.8167[/C][/ROW]
[ROW][C]R-squared[/C][C]0.667[/C][/ROW]
[ROW][C]RMSE[/C][C]23288.1876[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=160537&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=160537&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	0.8167
R-squared	0.667
RMSE	23288.1876

Actuals, Predictions, and Residuals
#	Actuals	Forecasts	Residuals
1	112285	87420.8101265823	24864.1898734177
2	84786	87420.8101265823	-2634.81012658228
3	83123	87420.8101265823	-4297.81012658228
4	101193	87420.8101265823	13772.1898734177
5	38361	31752.2352941176	6608.76470588235
6	68504	65840.0263157895	2663.97368421052
7	119182	115134.724137931	4047.27586206897
8	22807	20440.9444444444	2366.05555555555
9	17140	31752.2352941176	-14612.2352941176
10	116174	65840.0263157895	50333.9736842105
11	57635	87420.8101265823	-29785.8101265823
12	66198	87420.8101265823	-21222.8101265823
13	71701	87420.8101265823	-15719.8101265823
14	57793	65840.0263157895	-8047.02631578948
15	80444	87420.8101265823	-6976.81012658228
16	53855	87420.8101265823	-33565.8101265823
17	97668	115134.724137931	-17466.724137931
18	133824	87420.8101265823	46403.1898734177
19	101481	87420.8101265823	14060.1898734177
20	99645	87420.8101265823	12224.1898734177
21	114789	115134.724137931	-345.724137931029
22	99052	87420.8101265823	11631.1898734177
23	67654	87420.8101265823	-19766.8101265823
24	65553	65840.0263157895	-287.026315789481
25	97500	87420.8101265823	10079.1898734177
26	69112	115134.724137931	-46022.724137931
27	82753	87420.8101265823	-4667.81012658228
28	85323	87420.8101265823	-2097.81012658228
29	72654	87420.8101265823	-14766.8101265823
30	30727	65840.0263157895	-35113.0263157895
31	77873	87420.8101265823	-9547.81012658228
32	117478	87420.8101265823	30057.1898734177
33	74007	65840.0263157895	8166.97368421052
34	90183	115134.724137931	-24951.724137931
35	61542	65840.0263157895	-4298.02631578948
36	101494	87420.8101265823	14073.1898734177
37	27570	31752.2352941176	-4182.23529411765
38	55813	87420.8101265823	-31607.8101265823
39	79215	87420.8101265823	-8205.81012658228
40	1423	3643.46153846154	-2220.46153846154
41	55461	87420.8101265823	-31959.8101265823
42	31081	31752.2352941176	-671.235294117647
43	22996	31752.2352941176	-8756.23529411765
44	83122	87420.8101265823	-4298.81012658228
45	70106	87420.8101265823	-17314.8101265823
46	60578	65840.0263157895	-5262.02631578948
47	39992	48650.1111111111	-8658.11111111111
48	79892	87420.8101265823	-7528.81012658228
49	49810	65840.0263157895	-16030.0263157895
50	71570	65840.0263157895	5729.97368421052
51	100708	87420.8101265823	13287.1898734177
52	33032	65840.0263157895	-32808.0263157895
53	82875	87420.8101265823	-4545.81012658228
54	139077	115134.724137931	23942.275862069
55	71595	87420.8101265823	-15825.8101265823
56	72260	87420.8101265823	-15160.8101265823
57	5950	3643.46153846154	2306.53846153846
58	115762	87420.8101265823	28341.1898734177
59	32551	31752.2352941176	798.764705882353
60	31701	31752.2352941176	-51.2352941176468
61	80670	87420.8101265823	-6750.81012658228
62	143558	87420.8101265823	56137.1898734177
63	117105	87420.8101265823	29684.1898734177
64	23789	31752.2352941176	-7963.23529411765
65	120733	87420.8101265823	33312.1898734177
66	105195	115134.724137931	-9939.72413793103
67	73107	87420.8101265823	-14313.8101265823
68	132068	115134.724137931	16933.275862069
69	149193	87420.8101265823	61772.1898734177
70	46821	65840.0263157895	-19019.0263157895
71	87011	65840.0263157895	21170.9736842105
72	95260	65840.0263157895	29419.9736842105
73	55183	87420.8101265823	-32237.8101265823
74	106671	87420.8101265823	19250.1898734177
75	73511	87420.8101265823	-13909.8101265823
76	92945	115134.724137931	-22189.724137931
77	78664	115134.724137931	-36470.724137931
78	70054	87420.8101265823	-17366.8101265823
79	22618	65840.0263157895	-43222.0263157895
80	74011	87420.8101265823	-13409.8101265823
81	83737	87420.8101265823	-3683.81012658228
82	69094	87420.8101265823	-18326.8101265823
83	93133	115134.724137931	-22001.724137931
84	95536	87420.8101265823	8115.18987341772
85	225920	87420.8101265823	138499.189873418
86	62133	87420.8101265823	-25287.8101265823
87	61370	87420.8101265823	-26050.8101265823
88	43836	31752.2352941176	12083.7647058824
89	106117	115134.724137931	-9017.72413793103
90	38692	65840.0263157895	-27148.0263157895
91	84651	87420.8101265823	-2769.81012658228
92	56622	31752.2352941176	24869.7647058824
93	15986	65840.0263157895	-49854.0263157895
94	95364	87420.8101265823	7943.18987341772
95	26706	31752.2352941176	-5046.23529411765
96	89691	65840.0263157895	23850.9736842105
97	67267	87420.8101265823	-20153.8101265823
98	126846	115134.724137931	11711.275862069
99	41140	87420.8101265823	-46280.8101265823
100	102860	115134.724137931	-12274.724137931
101	51715	65840.0263157895	-14125.0263157895
102	55801	87420.8101265823	-31619.8101265823
103	111813	87420.8101265823	24392.1898734177
104	120293	87420.8101265823	32872.1898734177
105	138599	87420.8101265823	51178.1898734177
106	161647	115134.724137931	46512.275862069
107	115929	115134.724137931	794.275862068971
108	24266	31752.2352941176	-7486.23529411765
109	162901	115134.724137931	47766.275862069
110	109825	87420.8101265823	22404.1898734177
111	129838	115134.724137931	14703.275862069
112	37510	65840.0263157895	-28330.0263157895
113	43750	20440.9444444444	23309.0555555556
114	40652	87420.8101265823	-46768.8101265823
115	87771	87420.8101265823	350.189873417723
116	85872	87420.8101265823	-1548.81012658228
117	89275	115134.724137931	-25859.724137931
118	44418	48650.1111111111	-4232.11111111111
119	192565	65840.0263157895	126724.973684211
120	35232	31752.2352941176	3479.76470588235
121	40909	31752.2352941176	9156.76470588235
122	13294	20440.9444444444	-7146.94444444445
123	32387	31752.2352941176	634.764705882353
124	140867	87420.8101265823	53446.1898734177
125	120662	65840.0263157895	54821.9736842105
126	21233	31752.2352941176	-10519.2352941176
127	44332	31752.2352941176	12579.7647058824
128	61056	87420.8101265823	-26364.8101265823
129	101338	115134.724137931	-13796.724137931
130	1168	3643.46153846154	-2475.46153846154
131	13497	20440.9444444444	-6943.94444444445
132	65567	87420.8101265823	-21853.8101265823
133	25162	20440.9444444444	4721.05555555555
134	32334	65840.0263157895	-33506.0263157895
135	40735	87420.8101265823	-46685.8101265823
136	91413	115134.724137931	-23721.724137931
137	855	3643.46153846154	-2788.46153846154
138	97068	87420.8101265823	9647.18987341772
139	44339	20440.9444444444	23898.0555555556
140	14116	20440.9444444444	-6324.94444444445
141	10288	20440.9444444444	-10152.9444444444
142	65622	87420.8101265823	-21798.8101265823
143	16563	31752.2352941176	-15189.2352941176
144	76643	87420.8101265823	-10777.8101265823
145	110681	87420.8101265823	23260.1898734177
146	29011	31752.2352941176	-2741.23529411765
147	92696	65840.0263157895	26855.9736842105
148	94785	65840.0263157895	28944.9736842105
149	8773	20440.9444444444	-11667.9444444444
150	83209	65840.0263157895	17368.9736842105
151	93815	87420.8101265823	6394.18987341772
152	86687	65840.0263157895	20846.9736842105
153	34553	31752.2352941176	2800.76470588235
154	105547	115134.724137931	-9587.72413793103
155	103487	115134.724137931	-11647.724137931
156	213688	115134.724137931	98553.275862069
157	71220	87420.8101265823	-16200.8101265823
158	23517	31752.2352941176	-8235.23529411765
159	56926	65840.0263157895	-8914.02631578948
160	91721	87420.8101265823	4300.18987341772
161	115168	87420.8101265823	27747.1898734177
162	111194	65840.0263157895	45353.9736842105
163	51009	31752.2352941176	19256.7647058824
164	135777	115134.724137931	20642.275862069
165	51513	65840.0263157895	-14327.0263157895
166	74163	87420.8101265823	-13257.8101265823
167	51633	87420.8101265823	-35787.8101265823
168	75345	65840.0263157895	9504.97368421052
169	33416	31752.2352941176	1663.76470588235
170	83305	48650.1111111111	34654.8888888889
171	98952	87420.8101265823	11531.1898734177
172	102372	115134.724137931	-12762.724137931
173	37238	48650.1111111111	-11412.1111111111
174	103772	115134.724137931	-11362.724137931
175	123969	115134.724137931	8834.27586206897
176	27142	31752.2352941176	-4610.23529411765
177	135400	87420.8101265823	47979.1898734177
178	21399	31752.2352941176	-10353.2352941176
179	130115	115134.724137931	14980.275862069
180	24874	31752.2352941176	-6878.23529411765
181	34988	31752.2352941176	3235.76470588235
182	45549	87420.8101265823	-41871.8101265823
183	6023	3643.46153846154	2379.53846153846
184	64466	65840.0263157895	-1374.02631578948
185	54990	87420.8101265823	-32430.8101265823
186	1644	3643.46153846154	-1999.46153846154
187	6179	3643.46153846154	2535.53846153846
188	3926	3643.46153846154	282.538461538461
189	32755	31752.2352941176	1002.76470588235
190	34777	65840.0263157895	-31063.0263157895
191	73224	65840.0263157895	7383.97368421052
192	27114	31752.2352941176	-4638.23529411765
193	20760	31752.2352941176	-10992.2352941176
194	37636	65840.0263157895	-28204.0263157895
195	65461	48650.1111111111	16810.8888888889
196	30080	31752.2352941176	-1672.23529411765
197	24094	31752.2352941176	-7658.23529411765
198	69008	31752.2352941176	37255.7647058823
199	54968	31752.2352941176	23215.7647058824
200	46090	31752.2352941176	14337.7647058824
201	27507	31752.2352941176	-4245.23529411765
202	10672	65840.0263157895	-55168.0263157895
203	34029	31752.2352941176	2276.76470588235
204	46300	31752.2352941176	14547.7647058824
205	24760	31752.2352941176	-6992.23529411765
206	18779	20440.9444444444	-1661.94444444445
207	21280	31752.2352941176	-10472.2352941176
208	40662	48650.1111111111	-7988.11111111111
209	28987	31752.2352941176	-2765.23529411765
210	22827	31752.2352941176	-8925.23529411765
211	18513	31752.2352941176	-13239.2352941176
212	30594	31752.2352941176	-1158.23529411765
213	24006	20440.9444444444	3565.05555555555
214	27913	31752.2352941176	-3839.23529411765
215	42744	65840.0263157895	-23096.0263157895
216	12934	20440.9444444444	-7506.94444444445
217	22574	20440.9444444444	2133.05555555555
218	41385	20440.9444444444	20944.0555555556
219	18653	31752.2352941176	-13099.2352941176
220	18472	31752.2352941176	-13280.2352941176
221	30976	31752.2352941176	-776.235294117647
222	63339	31752.2352941176	31586.7647058824
223	25568	31752.2352941176	-6184.23529411765
224	33747	31752.2352941176	1994.76470588235
225	4154	20440.9444444444	-16286.9444444444
226	19474	31752.2352941176	-12278.2352941176
227	35130	31752.2352941176	3377.76470588235
228	39067	31752.2352941176	7314.76470588235
229	13310	20440.9444444444	-7130.94444444445
230	65892	65840.0263157895	51.9736842105194
231	4143	20440.9444444444	-16297.9444444444
232	28579	31752.2352941176	-3173.23529411765
233	51776	31752.2352941176	20023.7647058824
234	21152	20440.9444444444	711.055555555555
235	38084	31752.2352941176	6331.76470588235
236	27717	20440.9444444444	7276.05555555555
237	32928	48650.1111111111	-15722.1111111111
238	11342	20440.9444444444	-9098.94444444445
239	19499	31752.2352941176	-12253.2352941176
240	16380	20440.9444444444	-4060.94444444445
241	36874	31752.2352941176	5121.76470588235
242	48259	48650.1111111111	-391.111111111109
243	16734	20440.9444444444	-3706.94444444445
244	28207	20440.9444444444	7766.05555555555
245	30143	31752.2352941176	-1609.23529411765
246	41369	31752.2352941176	9616.76470588235
247	45833	31752.2352941176	14080.7647058824
248	29156	31752.2352941176	-2596.23529411765
249	35944	31752.2352941176	4191.76470588235
250	36278	20440.9444444444	15837.0555555556
251	45588	48650.1111111111	-3062.11111111111
252	45097	31752.2352941176	13344.7647058824
253	3895	3643.46153846154	251.538461538461
254	28394	31752.2352941176	-3358.23529411765
255	18632	31752.2352941176	-13120.2352941176
256	2325	3643.46153846154	-1318.46153846154
257	25139	20440.9444444444	4698.05555555555
258	27975	31752.2352941176	-3777.23529411765
259	14483	20440.9444444444	-5957.94444444445
260	13127	20440.9444444444	-7313.94444444445
261	5839	20440.9444444444	-14601.9444444444
262	24069	31752.2352941176	-7683.23529411765
263	3738	20440.9444444444	-16702.9444444444
264	18625	20440.9444444444	-1815.94444444445
265	36341	20440.9444444444	15900.0555555556
266	24548	31752.2352941176	-7204.23529411765
267	21792	31752.2352941176	-9960.23529411765
268	26263	20440.9444444444	5822.05555555555
269	23686	31752.2352941176	-8066.23529411765
270	49303	31752.2352941176	17550.7647058824
271	25659	31752.2352941176	-6093.23529411765
272	28904	31752.2352941176	-2848.23529411765
273	2781	3643.46153846154	-862.461538461539
274	29236	31752.2352941176	-2516.23529411765
275	19546	20440.9444444444	-894.944444444445
276	22818	31752.2352941176	-8934.23529411765
277	32689	20440.9444444444	12248.0555555556
278	5752	3643.46153846154	2108.53846153846
279	22197	31752.2352941176	-9555.23529411765
280	20055	31752.2352941176	-11697.2352941176
281	25272	31752.2352941176	-6480.23529411765
282	82206	31752.2352941176	50453.7647058823
283	32073	31752.2352941176	320.764705882353
284	5444	3643.46153846154	1800.53846153846
285	20154	31752.2352941176	-11598.2352941176
286	36944	20440.9444444444	16503.0555555556
287	8019	20440.9444444444	-12421.9444444444
288	30884	31752.2352941176	-868.235294117647
289	19540	31752.2352941176	-12212.2352941176

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 112285 & 87420.8101265823 & 24864.1898734177 \tabularnewline
2 & 84786 & 87420.8101265823 & -2634.81012658228 \tabularnewline
3 & 83123 & 87420.8101265823 & -4297.81012658228 \tabularnewline
4 & 101193 & 87420.8101265823 & 13772.1898734177 \tabularnewline
5 & 38361 & 31752.2352941176 & 6608.76470588235 \tabularnewline
6 & 68504 & 65840.0263157895 & 2663.97368421052 \tabularnewline
7 & 119182 & 115134.724137931 & 4047.27586206897 \tabularnewline
8 & 22807 & 20440.9444444444 & 2366.05555555555 \tabularnewline
9 & 17140 & 31752.2352941176 & -14612.2352941176 \tabularnewline
10 & 116174 & 65840.0263157895 & 50333.9736842105 \tabularnewline
11 & 57635 & 87420.8101265823 & -29785.8101265823 \tabularnewline
12 & 66198 & 87420.8101265823 & -21222.8101265823 \tabularnewline
13 & 71701 & 87420.8101265823 & -15719.8101265823 \tabularnewline
14 & 57793 & 65840.0263157895 & -8047.02631578948 \tabularnewline
15 & 80444 & 87420.8101265823 & -6976.81012658228 \tabularnewline
16 & 53855 & 87420.8101265823 & -33565.8101265823 \tabularnewline
17 & 97668 & 115134.724137931 & -17466.724137931 \tabularnewline
18 & 133824 & 87420.8101265823 & 46403.1898734177 \tabularnewline
19 & 101481 & 87420.8101265823 & 14060.1898734177 \tabularnewline
20 & 99645 & 87420.8101265823 & 12224.1898734177 \tabularnewline
21 & 114789 & 115134.724137931 & -345.724137931029 \tabularnewline
22 & 99052 & 87420.8101265823 & 11631.1898734177 \tabularnewline
23 & 67654 & 87420.8101265823 & -19766.8101265823 \tabularnewline
24 & 65553 & 65840.0263157895 & -287.026315789481 \tabularnewline
25 & 97500 & 87420.8101265823 & 10079.1898734177 \tabularnewline
26 & 69112 & 115134.724137931 & -46022.724137931 \tabularnewline
27 & 82753 & 87420.8101265823 & -4667.81012658228 \tabularnewline
28 & 85323 & 87420.8101265823 & -2097.81012658228 \tabularnewline
29 & 72654 & 87420.8101265823 & -14766.8101265823 \tabularnewline
30 & 30727 & 65840.0263157895 & -35113.0263157895 \tabularnewline
31 & 77873 & 87420.8101265823 & -9547.81012658228 \tabularnewline
32 & 117478 & 87420.8101265823 & 30057.1898734177 \tabularnewline
33 & 74007 & 65840.0263157895 & 8166.97368421052 \tabularnewline
34 & 90183 & 115134.724137931 & -24951.724137931 \tabularnewline
35 & 61542 & 65840.0263157895 & -4298.02631578948 \tabularnewline
36 & 101494 & 87420.8101265823 & 14073.1898734177 \tabularnewline
37 & 27570 & 31752.2352941176 & -4182.23529411765 \tabularnewline
38 & 55813 & 87420.8101265823 & -31607.8101265823 \tabularnewline
39 & 79215 & 87420.8101265823 & -8205.81012658228 \tabularnewline
40 & 1423 & 3643.46153846154 & -2220.46153846154 \tabularnewline
41 & 55461 & 87420.8101265823 & -31959.8101265823 \tabularnewline
42 & 31081 & 31752.2352941176 & -671.235294117647 \tabularnewline
43 & 22996 & 31752.2352941176 & -8756.23529411765 \tabularnewline
44 & 83122 & 87420.8101265823 & -4298.81012658228 \tabularnewline
45 & 70106 & 87420.8101265823 & -17314.8101265823 \tabularnewline
46 & 60578 & 65840.0263157895 & -5262.02631578948 \tabularnewline
47 & 39992 & 48650.1111111111 & -8658.11111111111 \tabularnewline
48 & 79892 & 87420.8101265823 & -7528.81012658228 \tabularnewline
49 & 49810 & 65840.0263157895 & -16030.0263157895 \tabularnewline
50 & 71570 & 65840.0263157895 & 5729.97368421052 \tabularnewline
51 & 100708 & 87420.8101265823 & 13287.1898734177 \tabularnewline
52 & 33032 & 65840.0263157895 & -32808.0263157895 \tabularnewline
53 & 82875 & 87420.8101265823 & -4545.81012658228 \tabularnewline
54 & 139077 & 115134.724137931 & 23942.275862069 \tabularnewline
55 & 71595 & 87420.8101265823 & -15825.8101265823 \tabularnewline
56 & 72260 & 87420.8101265823 & -15160.8101265823 \tabularnewline
57 & 5950 & 3643.46153846154 & 2306.53846153846 \tabularnewline
58 & 115762 & 87420.8101265823 & 28341.1898734177 \tabularnewline
59 & 32551 & 31752.2352941176 & 798.764705882353 \tabularnewline
60 & 31701 & 31752.2352941176 & -51.2352941176468 \tabularnewline
61 & 80670 & 87420.8101265823 & -6750.81012658228 \tabularnewline
62 & 143558 & 87420.8101265823 & 56137.1898734177 \tabularnewline
63 & 117105 & 87420.8101265823 & 29684.1898734177 \tabularnewline
64 & 23789 & 31752.2352941176 & -7963.23529411765 \tabularnewline
65 & 120733 & 87420.8101265823 & 33312.1898734177 \tabularnewline
66 & 105195 & 115134.724137931 & -9939.72413793103 \tabularnewline
67 & 73107 & 87420.8101265823 & -14313.8101265823 \tabularnewline
68 & 132068 & 115134.724137931 & 16933.275862069 \tabularnewline
69 & 149193 & 87420.8101265823 & 61772.1898734177 \tabularnewline
70 & 46821 & 65840.0263157895 & -19019.0263157895 \tabularnewline
71 & 87011 & 65840.0263157895 & 21170.9736842105 \tabularnewline
72 & 95260 & 65840.0263157895 & 29419.9736842105 \tabularnewline
73 & 55183 & 87420.8101265823 & -32237.8101265823 \tabularnewline
74 & 106671 & 87420.8101265823 & 19250.1898734177 \tabularnewline
75 & 73511 & 87420.8101265823 & -13909.8101265823 \tabularnewline
76 & 92945 & 115134.724137931 & -22189.724137931 \tabularnewline
77 & 78664 & 115134.724137931 & -36470.724137931 \tabularnewline
78 & 70054 & 87420.8101265823 & -17366.8101265823 \tabularnewline
79 & 22618 & 65840.0263157895 & -43222.0263157895 \tabularnewline
80 & 74011 & 87420.8101265823 & -13409.8101265823 \tabularnewline
81 & 83737 & 87420.8101265823 & -3683.81012658228 \tabularnewline
82 & 69094 & 87420.8101265823 & -18326.8101265823 \tabularnewline
83 & 93133 & 115134.724137931 & -22001.724137931 \tabularnewline
84 & 95536 & 87420.8101265823 & 8115.18987341772 \tabularnewline
85 & 225920 & 87420.8101265823 & 138499.189873418 \tabularnewline
86 & 62133 & 87420.8101265823 & -25287.8101265823 \tabularnewline
87 & 61370 & 87420.8101265823 & -26050.8101265823 \tabularnewline
88 & 43836 & 31752.2352941176 & 12083.7647058824 \tabularnewline
89 & 106117 & 115134.724137931 & -9017.72413793103 \tabularnewline
90 & 38692 & 65840.0263157895 & -27148.0263157895 \tabularnewline
91 & 84651 & 87420.8101265823 & -2769.81012658228 \tabularnewline
92 & 56622 & 31752.2352941176 & 24869.7647058824 \tabularnewline
93 & 15986 & 65840.0263157895 & -49854.0263157895 \tabularnewline
94 & 95364 & 87420.8101265823 & 7943.18987341772 \tabularnewline
95 & 26706 & 31752.2352941176 & -5046.23529411765 \tabularnewline
96 & 89691 & 65840.0263157895 & 23850.9736842105 \tabularnewline
97 & 67267 & 87420.8101265823 & -20153.8101265823 \tabularnewline
98 & 126846 & 115134.724137931 & 11711.275862069 \tabularnewline
99 & 41140 & 87420.8101265823 & -46280.8101265823 \tabularnewline
100 & 102860 & 115134.724137931 & -12274.724137931 \tabularnewline
101 & 51715 & 65840.0263157895 & -14125.0263157895 \tabularnewline
102 & 55801 & 87420.8101265823 & -31619.8101265823 \tabularnewline
103 & 111813 & 87420.8101265823 & 24392.1898734177 \tabularnewline
104 & 120293 & 87420.8101265823 & 32872.1898734177 \tabularnewline
105 & 138599 & 87420.8101265823 & 51178.1898734177 \tabularnewline
106 & 161647 & 115134.724137931 & 46512.275862069 \tabularnewline
107 & 115929 & 115134.724137931 & 794.275862068971 \tabularnewline
108 & 24266 & 31752.2352941176 & -7486.23529411765 \tabularnewline
109 & 162901 & 115134.724137931 & 47766.275862069 \tabularnewline
110 & 109825 & 87420.8101265823 & 22404.1898734177 \tabularnewline
111 & 129838 & 115134.724137931 & 14703.275862069 \tabularnewline
112 & 37510 & 65840.0263157895 & -28330.0263157895 \tabularnewline
113 & 43750 & 20440.9444444444 & 23309.0555555556 \tabularnewline
114 & 40652 & 87420.8101265823 & -46768.8101265823 \tabularnewline
115 & 87771 & 87420.8101265823 & 350.189873417723 \tabularnewline
116 & 85872 & 87420.8101265823 & -1548.81012658228 \tabularnewline
117 & 89275 & 115134.724137931 & -25859.724137931 \tabularnewline
118 & 44418 & 48650.1111111111 & -4232.11111111111 \tabularnewline
119 & 192565 & 65840.0263157895 & 126724.973684211 \tabularnewline
120 & 35232 & 31752.2352941176 & 3479.76470588235 \tabularnewline
121 & 40909 & 31752.2352941176 & 9156.76470588235 \tabularnewline
122 & 13294 & 20440.9444444444 & -7146.94444444445 \tabularnewline
123 & 32387 & 31752.2352941176 & 634.764705882353 \tabularnewline
124 & 140867 & 87420.8101265823 & 53446.1898734177 \tabularnewline
125 & 120662 & 65840.0263157895 & 54821.9736842105 \tabularnewline
126 & 21233 & 31752.2352941176 & -10519.2352941176 \tabularnewline
127 & 44332 & 31752.2352941176 & 12579.7647058824 \tabularnewline
128 & 61056 & 87420.8101265823 & -26364.8101265823 \tabularnewline
129 & 101338 & 115134.724137931 & -13796.724137931 \tabularnewline
130 & 1168 & 3643.46153846154 & -2475.46153846154 \tabularnewline
131 & 13497 & 20440.9444444444 & -6943.94444444445 \tabularnewline
132 & 65567 & 87420.8101265823 & -21853.8101265823 \tabularnewline
133 & 25162 & 20440.9444444444 & 4721.05555555555 \tabularnewline
134 & 32334 & 65840.0263157895 & -33506.0263157895 \tabularnewline
135 & 40735 & 87420.8101265823 & -46685.8101265823 \tabularnewline
136 & 91413 & 115134.724137931 & -23721.724137931 \tabularnewline
137 & 855 & 3643.46153846154 & -2788.46153846154 \tabularnewline
138 & 97068 & 87420.8101265823 & 9647.18987341772 \tabularnewline
139 & 44339 & 20440.9444444444 & 23898.0555555556 \tabularnewline
140 & 14116 & 20440.9444444444 & -6324.94444444445 \tabularnewline
141 & 10288 & 20440.9444444444 & -10152.9444444444 \tabularnewline
142 & 65622 & 87420.8101265823 & -21798.8101265823 \tabularnewline
143 & 16563 & 31752.2352941176 & -15189.2352941176 \tabularnewline
144 & 76643 & 87420.8101265823 & -10777.8101265823 \tabularnewline
145 & 110681 & 87420.8101265823 & 23260.1898734177 \tabularnewline
146 & 29011 & 31752.2352941176 & -2741.23529411765 \tabularnewline
147 & 92696 & 65840.0263157895 & 26855.9736842105 \tabularnewline
148 & 94785 & 65840.0263157895 & 28944.9736842105 \tabularnewline
149 & 8773 & 20440.9444444444 & -11667.9444444444 \tabularnewline
150 & 83209 & 65840.0263157895 & 17368.9736842105 \tabularnewline
151 & 93815 & 87420.8101265823 & 6394.18987341772 \tabularnewline
152 & 86687 & 65840.0263157895 & 20846.9736842105 \tabularnewline
153 & 34553 & 31752.2352941176 & 2800.76470588235 \tabularnewline
154 & 105547 & 115134.724137931 & -9587.72413793103 \tabularnewline
155 & 103487 & 115134.724137931 & -11647.724137931 \tabularnewline
156 & 213688 & 115134.724137931 & 98553.275862069 \tabularnewline
157 & 71220 & 87420.8101265823 & -16200.8101265823 \tabularnewline
158 & 23517 & 31752.2352941176 & -8235.23529411765 \tabularnewline
159 & 56926 & 65840.0263157895 & -8914.02631578948 \tabularnewline
160 & 91721 & 87420.8101265823 & 4300.18987341772 \tabularnewline
161 & 115168 & 87420.8101265823 & 27747.1898734177 \tabularnewline
162 & 111194 & 65840.0263157895 & 45353.9736842105 \tabularnewline
163 & 51009 & 31752.2352941176 & 19256.7647058824 \tabularnewline
164 & 135777 & 115134.724137931 & 20642.275862069 \tabularnewline
165 & 51513 & 65840.0263157895 & -14327.0263157895 \tabularnewline
166 & 74163 & 87420.8101265823 & -13257.8101265823 \tabularnewline
167 & 51633 & 87420.8101265823 & -35787.8101265823 \tabularnewline
168 & 75345 & 65840.0263157895 & 9504.97368421052 \tabularnewline
169 & 33416 & 31752.2352941176 & 1663.76470588235 \tabularnewline
170 & 83305 & 48650.1111111111 & 34654.8888888889 \tabularnewline
171 & 98952 & 87420.8101265823 & 11531.1898734177 \tabularnewline
172 & 102372 & 115134.724137931 & -12762.724137931 \tabularnewline
173 & 37238 & 48650.1111111111 & -11412.1111111111 \tabularnewline
174 & 103772 & 115134.724137931 & -11362.724137931 \tabularnewline
175 & 123969 & 115134.724137931 & 8834.27586206897 \tabularnewline
176 & 27142 & 31752.2352941176 & -4610.23529411765 \tabularnewline
177 & 135400 & 87420.8101265823 & 47979.1898734177 \tabularnewline
178 & 21399 & 31752.2352941176 & -10353.2352941176 \tabularnewline
179 & 130115 & 115134.724137931 & 14980.275862069 \tabularnewline
180 & 24874 & 31752.2352941176 & -6878.23529411765 \tabularnewline
181 & 34988 & 31752.2352941176 & 3235.76470588235 \tabularnewline
182 & 45549 & 87420.8101265823 & -41871.8101265823 \tabularnewline
183 & 6023 & 3643.46153846154 & 2379.53846153846 \tabularnewline
184 & 64466 & 65840.0263157895 & -1374.02631578948 \tabularnewline
185 & 54990 & 87420.8101265823 & -32430.8101265823 \tabularnewline
186 & 1644 & 3643.46153846154 & -1999.46153846154 \tabularnewline
187 & 6179 & 3643.46153846154 & 2535.53846153846 \tabularnewline
188 & 3926 & 3643.46153846154 & 282.538461538461 \tabularnewline
189 & 32755 & 31752.2352941176 & 1002.76470588235 \tabularnewline
190 & 34777 & 65840.0263157895 & -31063.0263157895 \tabularnewline
191 & 73224 & 65840.0263157895 & 7383.97368421052 \tabularnewline
192 & 27114 & 31752.2352941176 & -4638.23529411765 \tabularnewline
193 & 20760 & 31752.2352941176 & -10992.2352941176 \tabularnewline
194 & 37636 & 65840.0263157895 & -28204.0263157895 \tabularnewline
195 & 65461 & 48650.1111111111 & 16810.8888888889 \tabularnewline
196 & 30080 & 31752.2352941176 & -1672.23529411765 \tabularnewline
197 & 24094 & 31752.2352941176 & -7658.23529411765 \tabularnewline
198 & 69008 & 31752.2352941176 & 37255.7647058823 \tabularnewline
199 & 54968 & 31752.2352941176 & 23215.7647058824 \tabularnewline
200 & 46090 & 31752.2352941176 & 14337.7647058824 \tabularnewline
201 & 27507 & 31752.2352941176 & -4245.23529411765 \tabularnewline
202 & 10672 & 65840.0263157895 & -55168.0263157895 \tabularnewline
203 & 34029 & 31752.2352941176 & 2276.76470588235 \tabularnewline
204 & 46300 & 31752.2352941176 & 14547.7647058824 \tabularnewline
205 & 24760 & 31752.2352941176 & -6992.23529411765 \tabularnewline
206 & 18779 & 20440.9444444444 & -1661.94444444445 \tabularnewline
207 & 21280 & 31752.2352941176 & -10472.2352941176 \tabularnewline
208 & 40662 & 48650.1111111111 & -7988.11111111111 \tabularnewline
209 & 28987 & 31752.2352941176 & -2765.23529411765 \tabularnewline
210 & 22827 & 31752.2352941176 & -8925.23529411765 \tabularnewline
211 & 18513 & 31752.2352941176 & -13239.2352941176 \tabularnewline
212 & 30594 & 31752.2352941176 & -1158.23529411765 \tabularnewline
213 & 24006 & 20440.9444444444 & 3565.05555555555 \tabularnewline
214 & 27913 & 31752.2352941176 & -3839.23529411765 \tabularnewline
215 & 42744 & 65840.0263157895 & -23096.0263157895 \tabularnewline
216 & 12934 & 20440.9444444444 & -7506.94444444445 \tabularnewline
217 & 22574 & 20440.9444444444 & 2133.05555555555 \tabularnewline
218 & 41385 & 20440.9444444444 & 20944.0555555556 \tabularnewline
219 & 18653 & 31752.2352941176 & -13099.2352941176 \tabularnewline
220 & 18472 & 31752.2352941176 & -13280.2352941176 \tabularnewline
221 & 30976 & 31752.2352941176 & -776.235294117647 \tabularnewline
222 & 63339 & 31752.2352941176 & 31586.7647058824 \tabularnewline
223 & 25568 & 31752.2352941176 & -6184.23529411765 \tabularnewline
224 & 33747 & 31752.2352941176 & 1994.76470588235 \tabularnewline
225 & 4154 & 20440.9444444444 & -16286.9444444444 \tabularnewline
226 & 19474 & 31752.2352941176 & -12278.2352941176 \tabularnewline
227 & 35130 & 31752.2352941176 & 3377.76470588235 \tabularnewline
228 & 39067 & 31752.2352941176 & 7314.76470588235 \tabularnewline
229 & 13310 & 20440.9444444444 & -7130.94444444445 \tabularnewline
230 & 65892 & 65840.0263157895 & 51.9736842105194 \tabularnewline
231 & 4143 & 20440.9444444444 & -16297.9444444444 \tabularnewline
232 & 28579 & 31752.2352941176 & -3173.23529411765 \tabularnewline
233 & 51776 & 31752.2352941176 & 20023.7647058824 \tabularnewline
234 & 21152 & 20440.9444444444 & 711.055555555555 \tabularnewline
235 & 38084 & 31752.2352941176 & 6331.76470588235 \tabularnewline
236 & 27717 & 20440.9444444444 & 7276.05555555555 \tabularnewline
237 & 32928 & 48650.1111111111 & -15722.1111111111 \tabularnewline
238 & 11342 & 20440.9444444444 & -9098.94444444445 \tabularnewline
239 & 19499 & 31752.2352941176 & -12253.2352941176 \tabularnewline
240 & 16380 & 20440.9444444444 & -4060.94444444445 \tabularnewline
241 & 36874 & 31752.2352941176 & 5121.76470588235 \tabularnewline
242 & 48259 & 48650.1111111111 & -391.111111111109 \tabularnewline
243 & 16734 & 20440.9444444444 & -3706.94444444445 \tabularnewline
244 & 28207 & 20440.9444444444 & 7766.05555555555 \tabularnewline
245 & 30143 & 31752.2352941176 & -1609.23529411765 \tabularnewline
246 & 41369 & 31752.2352941176 & 9616.76470588235 \tabularnewline
247 & 45833 & 31752.2352941176 & 14080.7647058824 \tabularnewline
248 & 29156 & 31752.2352941176 & -2596.23529411765 \tabularnewline
249 & 35944 & 31752.2352941176 & 4191.76470588235 \tabularnewline
250 & 36278 & 20440.9444444444 & 15837.0555555556 \tabularnewline
251 & 45588 & 48650.1111111111 & -3062.11111111111 \tabularnewline
252 & 45097 & 31752.2352941176 & 13344.7647058824 \tabularnewline
253 & 3895 & 3643.46153846154 & 251.538461538461 \tabularnewline
254 & 28394 & 31752.2352941176 & -3358.23529411765 \tabularnewline
255 & 18632 & 31752.2352941176 & -13120.2352941176 \tabularnewline
256 & 2325 & 3643.46153846154 & -1318.46153846154 \tabularnewline
257 & 25139 & 20440.9444444444 & 4698.05555555555 \tabularnewline
258 & 27975 & 31752.2352941176 & -3777.23529411765 \tabularnewline
259 & 14483 & 20440.9444444444 & -5957.94444444445 \tabularnewline
260 & 13127 & 20440.9444444444 & -7313.94444444445 \tabularnewline
261 & 5839 & 20440.9444444444 & -14601.9444444444 \tabularnewline
262 & 24069 & 31752.2352941176 & -7683.23529411765 \tabularnewline
263 & 3738 & 20440.9444444444 & -16702.9444444444 \tabularnewline
264 & 18625 & 20440.9444444444 & -1815.94444444445 \tabularnewline
265 & 36341 & 20440.9444444444 & 15900.0555555556 \tabularnewline
266 & 24548 & 31752.2352941176 & -7204.23529411765 \tabularnewline
267 & 21792 & 31752.2352941176 & -9960.23529411765 \tabularnewline
268 & 26263 & 20440.9444444444 & 5822.05555555555 \tabularnewline
269 & 23686 & 31752.2352941176 & -8066.23529411765 \tabularnewline
270 & 49303 & 31752.2352941176 & 17550.7647058824 \tabularnewline
271 & 25659 & 31752.2352941176 & -6093.23529411765 \tabularnewline
272 & 28904 & 31752.2352941176 & -2848.23529411765 \tabularnewline
273 & 2781 & 3643.46153846154 & -862.461538461539 \tabularnewline
274 & 29236 & 31752.2352941176 & -2516.23529411765 \tabularnewline
275 & 19546 & 20440.9444444444 & -894.944444444445 \tabularnewline
276 & 22818 & 31752.2352941176 & -8934.23529411765 \tabularnewline
277 & 32689 & 20440.9444444444 & 12248.0555555556 \tabularnewline
278 & 5752 & 3643.46153846154 & 2108.53846153846 \tabularnewline
279 & 22197 & 31752.2352941176 & -9555.23529411765 \tabularnewline
280 & 20055 & 31752.2352941176 & -11697.2352941176 \tabularnewline
281 & 25272 & 31752.2352941176 & -6480.23529411765 \tabularnewline
282 & 82206 & 31752.2352941176 & 50453.7647058823 \tabularnewline
283 & 32073 & 31752.2352941176 & 320.764705882353 \tabularnewline
284 & 5444 & 3643.46153846154 & 1800.53846153846 \tabularnewline
285 & 20154 & 31752.2352941176 & -11598.2352941176 \tabularnewline
286 & 36944 & 20440.9444444444 & 16503.0555555556 \tabularnewline
287 & 8019 & 20440.9444444444 & -12421.9444444444 \tabularnewline
288 & 30884 & 31752.2352941176 & -868.235294117647 \tabularnewline
289 & 19540 & 31752.2352941176 & -12212.2352941176 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=160537&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]112285[/C][C]87420.8101265823[/C][C]24864.1898734177[/C][/ROW]
[ROW][C]2[/C][C]84786[/C][C]87420.8101265823[/C][C]-2634.81012658228[/C][/ROW]
[ROW][C]3[/C][C]83123[/C][C]87420.8101265823[/C][C]-4297.81012658228[/C][/ROW]
[ROW][C]4[/C][C]101193[/C][C]87420.8101265823[/C][C]13772.1898734177[/C][/ROW]
[ROW][C]5[/C][C]38361[/C][C]31752.2352941176[/C][C]6608.76470588235[/C][/ROW]
[ROW][C]6[/C][C]68504[/C][C]65840.0263157895[/C][C]2663.97368421052[/C][/ROW]
[ROW][C]7[/C][C]119182[/C][C]115134.724137931[/C][C]4047.27586206897[/C][/ROW]
[ROW][C]8[/C][C]22807[/C][C]20440.9444444444[/C][C]2366.05555555555[/C][/ROW]
[ROW][C]9[/C][C]17140[/C][C]31752.2352941176[/C][C]-14612.2352941176[/C][/ROW]
[ROW][C]10[/C][C]116174[/C][C]65840.0263157895[/C][C]50333.9736842105[/C][/ROW]
[ROW][C]11[/C][C]57635[/C][C]87420.8101265823[/C][C]-29785.8101265823[/C][/ROW]
[ROW][C]12[/C][C]66198[/C][C]87420.8101265823[/C][C]-21222.8101265823[/C][/ROW]
[ROW][C]13[/C][C]71701[/C][C]87420.8101265823[/C][C]-15719.8101265823[/C][/ROW]
[ROW][C]14[/C][C]57793[/C][C]65840.0263157895[/C][C]-8047.02631578948[/C][/ROW]
[ROW][C]15[/C][C]80444[/C][C]87420.8101265823[/C][C]-6976.81012658228[/C][/ROW]
[ROW][C]16[/C][C]53855[/C][C]87420.8101265823[/C][C]-33565.8101265823[/C][/ROW]
[ROW][C]17[/C][C]97668[/C][C]115134.724137931[/C][C]-17466.724137931[/C][/ROW]
[ROW][C]18[/C][C]133824[/C][C]87420.8101265823[/C][C]46403.1898734177[/C][/ROW]
[ROW][C]19[/C][C]101481[/C][C]87420.8101265823[/C][C]14060.1898734177[/C][/ROW]
[ROW][C]20[/C][C]99645[/C][C]87420.8101265823[/C][C]12224.1898734177[/C][/ROW]
[ROW][C]21[/C][C]114789[/C][C]115134.724137931[/C][C]-345.724137931029[/C][/ROW]
[ROW][C]22[/C][C]99052[/C][C]87420.8101265823[/C][C]11631.1898734177[/C][/ROW]
[ROW][C]23[/C][C]67654[/C][C]87420.8101265823[/C][C]-19766.8101265823[/C][/ROW]
[ROW][C]24[/C][C]65553[/C][C]65840.0263157895[/C][C]-287.026315789481[/C][/ROW]
[ROW][C]25[/C][C]97500[/C][C]87420.8101265823[/C][C]10079.1898734177[/C][/ROW]
[ROW][C]26[/C][C]69112[/C][C]115134.724137931[/C][C]-46022.724137931[/C][/ROW]
[ROW][C]27[/C][C]82753[/C][C]87420.8101265823[/C][C]-4667.81012658228[/C][/ROW]
[ROW][C]28[/C][C]85323[/C][C]87420.8101265823[/C][C]-2097.81012658228[/C][/ROW]
[ROW][C]29[/C][C]72654[/C][C]87420.8101265823[/C][C]-14766.8101265823[/C][/ROW]
[ROW][C]30[/C][C]30727[/C][C]65840.0263157895[/C][C]-35113.0263157895[/C][/ROW]
[ROW][C]31[/C][C]77873[/C][C]87420.8101265823[/C][C]-9547.81012658228[/C][/ROW]
[ROW][C]32[/C][C]117478[/C][C]87420.8101265823[/C][C]30057.1898734177[/C][/ROW]
[ROW][C]33[/C][C]74007[/C][C]65840.0263157895[/C][C]8166.97368421052[/C][/ROW]
[ROW][C]34[/C][C]90183[/C][C]115134.724137931[/C][C]-24951.724137931[/C][/ROW]
[ROW][C]35[/C][C]61542[/C][C]65840.0263157895[/C][C]-4298.02631578948[/C][/ROW]
[ROW][C]36[/C][C]101494[/C][C]87420.8101265823[/C][C]14073.1898734177[/C][/ROW]
[ROW][C]37[/C][C]27570[/C][C]31752.2352941176[/C][C]-4182.23529411765[/C][/ROW]
[ROW][C]38[/C][C]55813[/C][C]87420.8101265823[/C][C]-31607.8101265823[/C][/ROW]
[ROW][C]39[/C][C]79215[/C][C]87420.8101265823[/C][C]-8205.81012658228[/C][/ROW]
[ROW][C]40[/C][C]1423[/C][C]3643.46153846154[/C][C]-2220.46153846154[/C][/ROW]
[ROW][C]41[/C][C]55461[/C][C]87420.8101265823[/C][C]-31959.8101265823[/C][/ROW]
[ROW][C]42[/C][C]31081[/C][C]31752.2352941176[/C][C]-671.235294117647[/C][/ROW]
[ROW][C]43[/C][C]22996[/C][C]31752.2352941176[/C][C]-8756.23529411765[/C][/ROW]
[ROW][C]44[/C][C]83122[/C][C]87420.8101265823[/C][C]-4298.81012658228[/C][/ROW]
[ROW][C]45[/C][C]70106[/C][C]87420.8101265823[/C][C]-17314.8101265823[/C][/ROW]
[ROW][C]46[/C][C]60578[/C][C]65840.0263157895[/C][C]-5262.02631578948[/C][/ROW]
[ROW][C]47[/C][C]39992[/C][C]48650.1111111111[/C][C]-8658.11111111111[/C][/ROW]
[ROW][C]48[/C][C]79892[/C][C]87420.8101265823[/C][C]-7528.81012658228[/C][/ROW]
[ROW][C]49[/C][C]49810[/C][C]65840.0263157895[/C][C]-16030.0263157895[/C][/ROW]
[ROW][C]50[/C][C]71570[/C][C]65840.0263157895[/C][C]5729.97368421052[/C][/ROW]
[ROW][C]51[/C][C]100708[/C][C]87420.8101265823[/C][C]13287.1898734177[/C][/ROW]
[ROW][C]52[/C][C]33032[/C][C]65840.0263157895[/C][C]-32808.0263157895[/C][/ROW]
[ROW][C]53[/C][C]82875[/C][C]87420.8101265823[/C][C]-4545.81012658228[/C][/ROW]
[ROW][C]54[/C][C]139077[/C][C]115134.724137931[/C][C]23942.275862069[/C][/ROW]
[ROW][C]55[/C][C]71595[/C][C]87420.8101265823[/C][C]-15825.8101265823[/C][/ROW]
[ROW][C]56[/C][C]72260[/C][C]87420.8101265823[/C][C]-15160.8101265823[/C][/ROW]
[ROW][C]57[/C][C]5950[/C][C]3643.46153846154[/C][C]2306.53846153846[/C][/ROW]
[ROW][C]58[/C][C]115762[/C][C]87420.8101265823[/C][C]28341.1898734177[/C][/ROW]
[ROW][C]59[/C][C]32551[/C][C]31752.2352941176[/C][C]798.764705882353[/C][/ROW]
[ROW][C]60[/C][C]31701[/C][C]31752.2352941176[/C][C]-51.2352941176468[/C][/ROW]
[ROW][C]61[/C][C]80670[/C][C]87420.8101265823[/C][C]-6750.81012658228[/C][/ROW]
[ROW][C]62[/C][C]143558[/C][C]87420.8101265823[/C][C]56137.1898734177[/C][/ROW]
[ROW][C]63[/C][C]117105[/C][C]87420.8101265823[/C][C]29684.1898734177[/C][/ROW]
[ROW][C]64[/C][C]23789[/C][C]31752.2352941176[/C][C]-7963.23529411765[/C][/ROW]
[ROW][C]65[/C][C]120733[/C][C]87420.8101265823[/C][C]33312.1898734177[/C][/ROW]
[ROW][C]66[/C][C]105195[/C][C]115134.724137931[/C][C]-9939.72413793103[/C][/ROW]
[ROW][C]67[/C][C]73107[/C][C]87420.8101265823[/C][C]-14313.8101265823[/C][/ROW]
[ROW][C]68[/C][C]132068[/C][C]115134.724137931[/C][C]16933.275862069[/C][/ROW]
[ROW][C]69[/C][C]149193[/C][C]87420.8101265823[/C][C]61772.1898734177[/C][/ROW]
[ROW][C]70[/C][C]46821[/C][C]65840.0263157895[/C][C]-19019.0263157895[/C][/ROW]
[ROW][C]71[/C][C]87011[/C][C]65840.0263157895[/C][C]21170.9736842105[/C][/ROW]
[ROW][C]72[/C][C]95260[/C][C]65840.0263157895[/C][C]29419.9736842105[/C][/ROW]
[ROW][C]73[/C][C]55183[/C][C]87420.8101265823[/C][C]-32237.8101265823[/C][/ROW]
[ROW][C]74[/C][C]106671[/C][C]87420.8101265823[/C][C]19250.1898734177[/C][/ROW]
[ROW][C]75[/C][C]73511[/C][C]87420.8101265823[/C][C]-13909.8101265823[/C][/ROW]
[ROW][C]76[/C][C]92945[/C][C]115134.724137931[/C][C]-22189.724137931[/C][/ROW]
[ROW][C]77[/C][C]78664[/C][C]115134.724137931[/C][C]-36470.724137931[/C][/ROW]
[ROW][C]78[/C][C]70054[/C][C]87420.8101265823[/C][C]-17366.8101265823[/C][/ROW]
[ROW][C]79[/C][C]22618[/C][C]65840.0263157895[/C][C]-43222.0263157895[/C][/ROW]
[ROW][C]80[/C][C]74011[/C][C]87420.8101265823[/C][C]-13409.8101265823[/C][/ROW]
[ROW][C]81[/C][C]83737[/C][C]87420.8101265823[/C][C]-3683.81012658228[/C][/ROW]
[ROW][C]82[/C][C]69094[/C][C]87420.8101265823[/C][C]-18326.8101265823[/C][/ROW]
[ROW][C]83[/C][C]93133[/C][C]115134.724137931[/C][C]-22001.724137931[/C][/ROW]
[ROW][C]84[/C][C]95536[/C][C]87420.8101265823[/C][C]8115.18987341772[/C][/ROW]
[ROW][C]85[/C][C]225920[/C][C]87420.8101265823[/C][C]138499.189873418[/C][/ROW]
[ROW][C]86[/C][C]62133[/C][C]87420.8101265823[/C][C]-25287.8101265823[/C][/ROW]
[ROW][C]87[/C][C]61370[/C][C]87420.8101265823[/C][C]-26050.8101265823[/C][/ROW]
[ROW][C]88[/C][C]43836[/C][C]31752.2352941176[/C][C]12083.7647058824[/C][/ROW]
[ROW][C]89[/C][C]106117[/C][C]115134.724137931[/C][C]-9017.72413793103[/C][/ROW]
[ROW][C]90[/C][C]38692[/C][C]65840.0263157895[/C][C]-27148.0263157895[/C][/ROW]
[ROW][C]91[/C][C]84651[/C][C]87420.8101265823[/C][C]-2769.81012658228[/C][/ROW]
[ROW][C]92[/C][C]56622[/C][C]31752.2352941176[/C][C]24869.7647058824[/C][/ROW]
[ROW][C]93[/C][C]15986[/C][C]65840.0263157895[/C][C]-49854.0263157895[/C][/ROW]
[ROW][C]94[/C][C]95364[/C][C]87420.8101265823[/C][C]7943.18987341772[/C][/ROW]
[ROW][C]95[/C][C]26706[/C][C]31752.2352941176[/C][C]-5046.23529411765[/C][/ROW]
[ROW][C]96[/C][C]89691[/C][C]65840.0263157895[/C][C]23850.9736842105[/C][/ROW]
[ROW][C]97[/C][C]67267[/C][C]87420.8101265823[/C][C]-20153.8101265823[/C][/ROW]
[ROW][C]98[/C][C]126846[/C][C]115134.724137931[/C][C]11711.275862069[/C][/ROW]
[ROW][C]99[/C][C]41140[/C][C]87420.8101265823[/C][C]-46280.8101265823[/C][/ROW]
[ROW][C]100[/C][C]102860[/C][C]115134.724137931[/C][C]-12274.724137931[/C][/ROW]
[ROW][C]101[/C][C]51715[/C][C]65840.0263157895[/C][C]-14125.0263157895[/C][/ROW]
[ROW][C]102[/C][C]55801[/C][C]87420.8101265823[/C][C]-31619.8101265823[/C][/ROW]
[ROW][C]103[/C][C]111813[/C][C]87420.8101265823[/C][C]24392.1898734177[/C][/ROW]
[ROW][C]104[/C][C]120293[/C][C]87420.8101265823[/C][C]32872.1898734177[/C][/ROW]
[ROW][C]105[/C][C]138599[/C][C]87420.8101265823[/C][C]51178.1898734177[/C][/ROW]
[ROW][C]106[/C][C]161647[/C][C]115134.724137931[/C][C]46512.275862069[/C][/ROW]
[ROW][C]107[/C][C]115929[/C][C]115134.724137931[/C][C]794.275862068971[/C][/ROW]
[ROW][C]108[/C][C]24266[/C][C]31752.2352941176[/C][C]-7486.23529411765[/C][/ROW]
[ROW][C]109[/C][C]162901[/C][C]115134.724137931[/C][C]47766.275862069[/C][/ROW]
[ROW][C]110[/C][C]109825[/C][C]87420.8101265823[/C][C]22404.1898734177[/C][/ROW]
[ROW][C]111[/C][C]129838[/C][C]115134.724137931[/C][C]14703.275862069[/C][/ROW]
[ROW][C]112[/C][C]37510[/C][C]65840.0263157895[/C][C]-28330.0263157895[/C][/ROW]
[ROW][C]113[/C][C]43750[/C][C]20440.9444444444[/C][C]23309.0555555556[/C][/ROW]
[ROW][C]114[/C][C]40652[/C][C]87420.8101265823[/C][C]-46768.8101265823[/C][/ROW]
[ROW][C]115[/C][C]87771[/C][C]87420.8101265823[/C][C]350.189873417723[/C][/ROW]
[ROW][C]116[/C][C]85872[/C][C]87420.8101265823[/C][C]-1548.81012658228[/C][/ROW]
[ROW][C]117[/C][C]89275[/C][C]115134.724137931[/C][C]-25859.724137931[/C][/ROW]
[ROW][C]118[/C][C]44418[/C][C]48650.1111111111[/C][C]-4232.11111111111[/C][/ROW]
[ROW][C]119[/C][C]192565[/C][C]65840.0263157895[/C][C]126724.973684211[/C][/ROW]
[ROW][C]120[/C][C]35232[/C][C]31752.2352941176[/C][C]3479.76470588235[/C][/ROW]
[ROW][C]121[/C][C]40909[/C][C]31752.2352941176[/C][C]9156.76470588235[/C][/ROW]
[ROW][C]122[/C][C]13294[/C][C]20440.9444444444[/C][C]-7146.94444444445[/C][/ROW]
[ROW][C]123[/C][C]32387[/C][C]31752.2352941176[/C][C]634.764705882353[/C][/ROW]
[ROW][C]124[/C][C]140867[/C][C]87420.8101265823[/C][C]53446.1898734177[/C][/ROW]
[ROW][C]125[/C][C]120662[/C][C]65840.0263157895[/C][C]54821.9736842105[/C][/ROW]
[ROW][C]126[/C][C]21233[/C][C]31752.2352941176[/C][C]-10519.2352941176[/C][/ROW]
[ROW][C]127[/C][C]44332[/C][C]31752.2352941176[/C][C]12579.7647058824[/C][/ROW]
[ROW][C]128[/C][C]61056[/C][C]87420.8101265823[/C][C]-26364.8101265823[/C][/ROW]
[ROW][C]129[/C][C]101338[/C][C]115134.724137931[/C][C]-13796.724137931[/C][/ROW]
[ROW][C]130[/C][C]1168[/C][C]3643.46153846154[/C][C]-2475.46153846154[/C][/ROW]
[ROW][C]131[/C][C]13497[/C][C]20440.9444444444[/C][C]-6943.94444444445[/C][/ROW]
[ROW][C]132[/C][C]65567[/C][C]87420.8101265823[/C][C]-21853.8101265823[/C][/ROW]
[ROW][C]133[/C][C]25162[/C][C]20440.9444444444[/C][C]4721.05555555555[/C][/ROW]
[ROW][C]134[/C][C]32334[/C][C]65840.0263157895[/C][C]-33506.0263157895[/C][/ROW]
[ROW][C]135[/C][C]40735[/C][C]87420.8101265823[/C][C]-46685.8101265823[/C][/ROW]
[ROW][C]136[/C][C]91413[/C][C]115134.724137931[/C][C]-23721.724137931[/C][/ROW]
[ROW][C]137[/C][C]855[/C][C]3643.46153846154[/C][C]-2788.46153846154[/C][/ROW]
[ROW][C]138[/C][C]97068[/C][C]87420.8101265823[/C][C]9647.18987341772[/C][/ROW]
[ROW][C]139[/C][C]44339[/C][C]20440.9444444444[/C][C]23898.0555555556[/C][/ROW]
[ROW][C]140[/C][C]14116[/C][C]20440.9444444444[/C][C]-6324.94444444445[/C][/ROW]
[ROW][C]141[/C][C]10288[/C][C]20440.9444444444[/C][C]-10152.9444444444[/C][/ROW]
[ROW][C]142[/C][C]65622[/C][C]87420.8101265823[/C][C]-21798.8101265823[/C][/ROW]
[ROW][C]143[/C][C]16563[/C][C]31752.2352941176[/C][C]-15189.2352941176[/C][/ROW]
[ROW][C]144[/C][C]76643[/C][C]87420.8101265823[/C][C]-10777.8101265823[/C][/ROW]
[ROW][C]145[/C][C]110681[/C][C]87420.8101265823[/C][C]23260.1898734177[/C][/ROW]
[ROW][C]146[/C][C]29011[/C][C]31752.2352941176[/C][C]-2741.23529411765[/C][/ROW]
[ROW][C]147[/C][C]92696[/C][C]65840.0263157895[/C][C]26855.9736842105[/C][/ROW]
[ROW][C]148[/C][C]94785[/C][C]65840.0263157895[/C][C]28944.9736842105[/C][/ROW]
[ROW][C]149[/C][C]8773[/C][C]20440.9444444444[/C][C]-11667.9444444444[/C][/ROW]
[ROW][C]150[/C][C]83209[/C][C]65840.0263157895[/C][C]17368.9736842105[/C][/ROW]
[ROW][C]151[/C][C]93815[/C][C]87420.8101265823[/C][C]6394.18987341772[/C][/ROW]
[ROW][C]152[/C][C]86687[/C][C]65840.0263157895[/C][C]20846.9736842105[/C][/ROW]
[ROW][C]153[/C][C]34553[/C][C]31752.2352941176[/C][C]2800.76470588235[/C][/ROW]
[ROW][C]154[/C][C]105547[/C][C]115134.724137931[/C][C]-9587.72413793103[/C][/ROW]
[ROW][C]155[/C][C]103487[/C][C]115134.724137931[/C][C]-11647.724137931[/C][/ROW]
[ROW][C]156[/C][C]213688[/C][C]115134.724137931[/C][C]98553.275862069[/C][/ROW]
[ROW][C]157[/C][C]71220[/C][C]87420.8101265823[/C][C]-16200.8101265823[/C][/ROW]
[ROW][C]158[/C][C]23517[/C][C]31752.2352941176[/C][C]-8235.23529411765[/C][/ROW]
[ROW][C]159[/C][C]56926[/C][C]65840.0263157895[/C][C]-8914.02631578948[/C][/ROW]
[ROW][C]160[/C][C]91721[/C][C]87420.8101265823[/C][C]4300.18987341772[/C][/ROW]
[ROW][C]161[/C][C]115168[/C][C]87420.8101265823[/C][C]27747.1898734177[/C][/ROW]
[ROW][C]162[/C][C]111194[/C][C]65840.0263157895[/C][C]45353.9736842105[/C][/ROW]
[ROW][C]163[/C][C]51009[/C][C]31752.2352941176[/C][C]19256.7647058824[/C][/ROW]
[ROW][C]164[/C][C]135777[/C][C]115134.724137931[/C][C]20642.275862069[/C][/ROW]
[ROW][C]165[/C][C]51513[/C][C]65840.0263157895[/C][C]-14327.0263157895[/C][/ROW]
[ROW][C]166[/C][C]74163[/C][C]87420.8101265823[/C][C]-13257.8101265823[/C][/ROW]
[ROW][C]167[/C][C]51633[/C][C]87420.8101265823[/C][C]-35787.8101265823[/C][/ROW]
[ROW][C]168[/C][C]75345[/C][C]65840.0263157895[/C][C]9504.97368421052[/C][/ROW]
[ROW][C]169[/C][C]33416[/C][C]31752.2352941176[/C][C]1663.76470588235[/C][/ROW]
[ROW][C]170[/C][C]83305[/C][C]48650.1111111111[/C][C]34654.8888888889[/C][/ROW]
[ROW][C]171[/C][C]98952[/C][C]87420.8101265823[/C][C]11531.1898734177[/C][/ROW]
[ROW][C]172[/C][C]102372[/C][C]115134.724137931[/C][C]-12762.724137931[/C][/ROW]
[ROW][C]173[/C][C]37238[/C][C]48650.1111111111[/C][C]-11412.1111111111[/C][/ROW]
[ROW][C]174[/C][C]103772[/C][C]115134.724137931[/C][C]-11362.724137931[/C][/ROW]
[ROW][C]175[/C][C]123969[/C][C]115134.724137931[/C][C]8834.27586206897[/C][/ROW]
[ROW][C]176[/C][C]27142[/C][C]31752.2352941176[/C][C]-4610.23529411765[/C][/ROW]
[ROW][C]177[/C][C]135400[/C][C]87420.8101265823[/C][C]47979.1898734177[/C][/ROW]
[ROW][C]178[/C][C]21399[/C][C]31752.2352941176[/C][C]-10353.2352941176[/C][/ROW]
[ROW][C]179[/C][C]130115[/C][C]115134.724137931[/C][C]14980.275862069[/C][/ROW]
[ROW][C]180[/C][C]24874[/C][C]31752.2352941176[/C][C]-6878.23529411765[/C][/ROW]
[ROW][C]181[/C][C]34988[/C][C]31752.2352941176[/C][C]3235.76470588235[/C][/ROW]
[ROW][C]182[/C][C]45549[/C][C]87420.8101265823[/C][C]-41871.8101265823[/C][/ROW]
[ROW][C]183[/C][C]6023[/C][C]3643.46153846154[/C][C]2379.53846153846[/C][/ROW]
[ROW][C]184[/C][C]64466[/C][C]65840.0263157895[/C][C]-1374.02631578948[/C][/ROW]
[ROW][C]185[/C][C]54990[/C][C]87420.8101265823[/C][C]-32430.8101265823[/C][/ROW]
[ROW][C]186[/C][C]1644[/C][C]3643.46153846154[/C][C]-1999.46153846154[/C][/ROW]
[ROW][C]187[/C][C]6179[/C][C]3643.46153846154[/C][C]2535.53846153846[/C][/ROW]
[ROW][C]188[/C][C]3926[/C][C]3643.46153846154[/C][C]282.538461538461[/C][/ROW]
[ROW][C]189[/C][C]32755[/C][C]31752.2352941176[/C][C]1002.76470588235[/C][/ROW]
[ROW][C]190[/C][C]34777[/C][C]65840.0263157895[/C][C]-31063.0263157895[/C][/ROW]
[ROW][C]191[/C][C]73224[/C][C]65840.0263157895[/C][C]7383.97368421052[/C][/ROW]
[ROW][C]192[/C][C]27114[/C][C]31752.2352941176[/C][C]-4638.23529411765[/C][/ROW]
[ROW][C]193[/C][C]20760[/C][C]31752.2352941176[/C][C]-10992.2352941176[/C][/ROW]
[ROW][C]194[/C][C]37636[/C][C]65840.0263157895[/C][C]-28204.0263157895[/C][/ROW]
[ROW][C]195[/C][C]65461[/C][C]48650.1111111111[/C][C]16810.8888888889[/C][/ROW]
[ROW][C]196[/C][C]30080[/C][C]31752.2352941176[/C][C]-1672.23529411765[/C][/ROW]
[ROW][C]197[/C][C]24094[/C][C]31752.2352941176[/C][C]-7658.23529411765[/C][/ROW]
[ROW][C]198[/C][C]69008[/C][C]31752.2352941176[/C][C]37255.7647058823[/C][/ROW]
[ROW][C]199[/C][C]54968[/C][C]31752.2352941176[/C][C]23215.7647058824[/C][/ROW]
[ROW][C]200[/C][C]46090[/C][C]31752.2352941176[/C][C]14337.7647058824[/C][/ROW]
[ROW][C]201[/C][C]27507[/C][C]31752.2352941176[/C][C]-4245.23529411765[/C][/ROW]
[ROW][C]202[/C][C]10672[/C][C]65840.0263157895[/C][C]-55168.0263157895[/C][/ROW]
[ROW][C]203[/C][C]34029[/C][C]31752.2352941176[/C][C]2276.76470588235[/C][/ROW]
[ROW][C]204[/C][C]46300[/C][C]31752.2352941176[/C][C]14547.7647058824[/C][/ROW]
[ROW][C]205[/C][C]24760[/C][C]31752.2352941176[/C][C]-6992.23529411765[/C][/ROW]
[ROW][C]206[/C][C]18779[/C][C]20440.9444444444[/C][C]-1661.94444444445[/C][/ROW]
[ROW][C]207[/C][C]21280[/C][C]31752.2352941176[/C][C]-10472.2352941176[/C][/ROW]
[ROW][C]208[/C][C]40662[/C][C]48650.1111111111[/C][C]-7988.11111111111[/C][/ROW]
[ROW][C]209[/C][C]28987[/C][C]31752.2352941176[/C][C]-2765.23529411765[/C][/ROW]
[ROW][C]210[/C][C]22827[/C][C]31752.2352941176[/C][C]-8925.23529411765[/C][/ROW]
[ROW][C]211[/C][C]18513[/C][C]31752.2352941176[/C][C]-13239.2352941176[/C][/ROW]
[ROW][C]212[/C][C]30594[/C][C]31752.2352941176[/C][C]-1158.23529411765[/C][/ROW]
[ROW][C]213[/C][C]24006[/C][C]20440.9444444444[/C][C]3565.05555555555[/C][/ROW]
[ROW][C]214[/C][C]27913[/C][C]31752.2352941176[/C][C]-3839.23529411765[/C][/ROW]
[ROW][C]215[/C][C]42744[/C][C]65840.0263157895[/C][C]-23096.0263157895[/C][/ROW]
[ROW][C]216[/C][C]12934[/C][C]20440.9444444444[/C][C]-7506.94444444445[/C][/ROW]
[ROW][C]217[/C][C]22574[/C][C]20440.9444444444[/C][C]2133.05555555555[/C][/ROW]
[ROW][C]218[/C][C]41385[/C][C]20440.9444444444[/C][C]20944.0555555556[/C][/ROW]
[ROW][C]219[/C][C]18653[/C][C]31752.2352941176[/C][C]-13099.2352941176[/C][/ROW]
[ROW][C]220[/C][C]18472[/C][C]31752.2352941176[/C][C]-13280.2352941176[/C][/ROW]
[ROW][C]221[/C][C]30976[/C][C]31752.2352941176[/C][C]-776.235294117647[/C][/ROW]
[ROW][C]222[/C][C]63339[/C][C]31752.2352941176[/C][C]31586.7647058824[/C][/ROW]
[ROW][C]223[/C][C]25568[/C][C]31752.2352941176[/C][C]-6184.23529411765[/C][/ROW]
[ROW][C]224[/C][C]33747[/C][C]31752.2352941176[/C][C]1994.76470588235[/C][/ROW]
[ROW][C]225[/C][C]4154[/C][C]20440.9444444444[/C][C]-16286.9444444444[/C][/ROW]
[ROW][C]226[/C][C]19474[/C][C]31752.2352941176[/C][C]-12278.2352941176[/C][/ROW]
[ROW][C]227[/C][C]35130[/C][C]31752.2352941176[/C][C]3377.76470588235[/C][/ROW]
[ROW][C]228[/C][C]39067[/C][C]31752.2352941176[/C][C]7314.76470588235[/C][/ROW]
[ROW][C]229[/C][C]13310[/C][C]20440.9444444444[/C][C]-7130.94444444445[/C][/ROW]
[ROW][C]230[/C][C]65892[/C][C]65840.0263157895[/C][C]51.9736842105194[/C][/ROW]
[ROW][C]231[/C][C]4143[/C][C]20440.9444444444[/C][C]-16297.9444444444[/C][/ROW]
[ROW][C]232[/C][C]28579[/C][C]31752.2352941176[/C][C]-3173.23529411765[/C][/ROW]
[ROW][C]233[/C][C]51776[/C][C]31752.2352941176[/C][C]20023.7647058824[/C][/ROW]
[ROW][C]234[/C][C]21152[/C][C]20440.9444444444[/C][C]711.055555555555[/C][/ROW]
[ROW][C]235[/C][C]38084[/C][C]31752.2352941176[/C][C]6331.76470588235[/C][/ROW]
[ROW][C]236[/C][C]27717[/C][C]20440.9444444444[/C][C]7276.05555555555[/C][/ROW]
[ROW][C]237[/C][C]32928[/C][C]48650.1111111111[/C][C]-15722.1111111111[/C][/ROW]
[ROW][C]238[/C][C]11342[/C][C]20440.9444444444[/C][C]-9098.94444444445[/C][/ROW]
[ROW][C]239[/C][C]19499[/C][C]31752.2352941176[/C][C]-12253.2352941176[/C][/ROW]
[ROW][C]240[/C][C]16380[/C][C]20440.9444444444[/C][C]-4060.94444444445[/C][/ROW]
[ROW][C]241[/C][C]36874[/C][C]31752.2352941176[/C][C]5121.76470588235[/C][/ROW]
[ROW][C]242[/C][C]48259[/C][C]48650.1111111111[/C][C]-391.111111111109[/C][/ROW]
[ROW][C]243[/C][C]16734[/C][C]20440.9444444444[/C][C]-3706.94444444445[/C][/ROW]
[ROW][C]244[/C][C]28207[/C][C]20440.9444444444[/C][C]7766.05555555555[/C][/ROW]
[ROW][C]245[/C][C]30143[/C][C]31752.2352941176[/C][C]-1609.23529411765[/C][/ROW]
[ROW][C]246[/C][C]41369[/C][C]31752.2352941176[/C][C]9616.76470588235[/C][/ROW]
[ROW][C]247[/C][C]45833[/C][C]31752.2352941176[/C][C]14080.7647058824[/C][/ROW]
[ROW][C]248[/C][C]29156[/C][C]31752.2352941176[/C][C]-2596.23529411765[/C][/ROW]
[ROW][C]249[/C][C]35944[/C][C]31752.2352941176[/C][C]4191.76470588235[/C][/ROW]
[ROW][C]250[/C][C]36278[/C][C]20440.9444444444[/C][C]15837.0555555556[/C][/ROW]
[ROW][C]251[/C][C]45588[/C][C]48650.1111111111[/C][C]-3062.11111111111[/C][/ROW]
[ROW][C]252[/C][C]45097[/C][C]31752.2352941176[/C][C]13344.7647058824[/C][/ROW]
[ROW][C]253[/C][C]3895[/C][C]3643.46153846154[/C][C]251.538461538461[/C][/ROW]
[ROW][C]254[/C][C]28394[/C][C]31752.2352941176[/C][C]-3358.23529411765[/C][/ROW]
[ROW][C]255[/C][C]18632[/C][C]31752.2352941176[/C][C]-13120.2352941176[/C][/ROW]
[ROW][C]256[/C][C]2325[/C][C]3643.46153846154[/C][C]-1318.46153846154[/C][/ROW]
[ROW][C]257[/C][C]25139[/C][C]20440.9444444444[/C][C]4698.05555555555[/C][/ROW]
[ROW][C]258[/C][C]27975[/C][C]31752.2352941176[/C][C]-3777.23529411765[/C][/ROW]
[ROW][C]259[/C][C]14483[/C][C]20440.9444444444[/C][C]-5957.94444444445[/C][/ROW]
[ROW][C]260[/C][C]13127[/C][C]20440.9444444444[/C][C]-7313.94444444445[/C][/ROW]
[ROW][C]261[/C][C]5839[/C][C]20440.9444444444[/C][C]-14601.9444444444[/C][/ROW]
[ROW][C]262[/C][C]24069[/C][C]31752.2352941176[/C][C]-7683.23529411765[/C][/ROW]
[ROW][C]263[/C][C]3738[/C][C]20440.9444444444[/C][C]-16702.9444444444[/C][/ROW]
[ROW][C]264[/C][C]18625[/C][C]20440.9444444444[/C][C]-1815.94444444445[/C][/ROW]
[ROW][C]265[/C][C]36341[/C][C]20440.9444444444[/C][C]15900.0555555556[/C][/ROW]
[ROW][C]266[/C][C]24548[/C][C]31752.2352941176[/C][C]-7204.23529411765[/C][/ROW]
[ROW][C]267[/C][C]21792[/C][C]31752.2352941176[/C][C]-9960.23529411765[/C][/ROW]
[ROW][C]268[/C][C]26263[/C][C]20440.9444444444[/C][C]5822.05555555555[/C][/ROW]
[ROW][C]269[/C][C]23686[/C][C]31752.2352941176[/C][C]-8066.23529411765[/C][/ROW]
[ROW][C]270[/C][C]49303[/C][C]31752.2352941176[/C][C]17550.7647058824[/C][/ROW]
[ROW][C]271[/C][C]25659[/C][C]31752.2352941176[/C][C]-6093.23529411765[/C][/ROW]
[ROW][C]272[/C][C]28904[/C][C]31752.2352941176[/C][C]-2848.23529411765[/C][/ROW]
[ROW][C]273[/C][C]2781[/C][C]3643.46153846154[/C][C]-862.461538461539[/C][/ROW]
[ROW][C]274[/C][C]29236[/C][C]31752.2352941176[/C][C]-2516.23529411765[/C][/ROW]
[ROW][C]275[/C][C]19546[/C][C]20440.9444444444[/C][C]-894.944444444445[/C][/ROW]
[ROW][C]276[/C][C]22818[/C][C]31752.2352941176[/C][C]-8934.23529411765[/C][/ROW]
[ROW][C]277[/C][C]32689[/C][C]20440.9444444444[/C][C]12248.0555555556[/C][/ROW]
[ROW][C]278[/C][C]5752[/C][C]3643.46153846154[/C][C]2108.53846153846[/C][/ROW]
[ROW][C]279[/C][C]22197[/C][C]31752.2352941176[/C][C]-9555.23529411765[/C][/ROW]
[ROW][C]280[/C][C]20055[/C][C]31752.2352941176[/C][C]-11697.2352941176[/C][/ROW]
[ROW][C]281[/C][C]25272[/C][C]31752.2352941176[/C][C]-6480.23529411765[/C][/ROW]
[ROW][C]282[/C][C]82206[/C][C]31752.2352941176[/C][C]50453.7647058823[/C][/ROW]
[ROW][C]283[/C][C]32073[/C][C]31752.2352941176[/C][C]320.764705882353[/C][/ROW]
[ROW][C]284[/C][C]5444[/C][C]3643.46153846154[/C][C]1800.53846153846[/C][/ROW]
[ROW][C]285[/C][C]20154[/C][C]31752.2352941176[/C][C]-11598.2352941176[/C][/ROW]
[ROW][C]286[/C][C]36944[/C][C]20440.9444444444[/C][C]16503.0555555556[/C][/ROW]
[ROW][C]287[/C][C]8019[/C][C]20440.9444444444[/C][C]-12421.9444444444[/C][/ROW]
[ROW][C]288[/C][C]30884[/C][C]31752.2352941176[/C][C]-868.235294117647[/C][/ROW]
[ROW][C]289[/C][C]19540[/C][C]31752.2352941176[/C][C]-12212.2352941176[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=160537&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=160537&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	112285	87420.8101265823	24864.1898734177
2	84786	87420.8101265823	-2634.81012658228
3	83123	87420.8101265823	-4297.81012658228
4	101193	87420.8101265823	13772.1898734177
5	38361	31752.2352941176	6608.76470588235
6	68504	65840.0263157895	2663.97368421052
7	119182	115134.724137931	4047.27586206897
8	22807	20440.9444444444	2366.05555555555
9	17140	31752.2352941176	-14612.2352941176
10	116174	65840.0263157895	50333.9736842105
11	57635	87420.8101265823	-29785.8101265823
12	66198	87420.8101265823	-21222.8101265823
13	71701	87420.8101265823	-15719.8101265823
14	57793	65840.0263157895	-8047.02631578948
15	80444	87420.8101265823	-6976.81012658228
16	53855	87420.8101265823	-33565.8101265823
17	97668	115134.724137931	-17466.724137931
18	133824	87420.8101265823	46403.1898734177
19	101481	87420.8101265823	14060.1898734177
20	99645	87420.8101265823	12224.1898734177
21	114789	115134.724137931	-345.724137931029
22	99052	87420.8101265823	11631.1898734177
23	67654	87420.8101265823	-19766.8101265823
24	65553	65840.0263157895	-287.026315789481
25	97500	87420.8101265823	10079.1898734177
26	69112	115134.724137931	-46022.724137931
27	82753	87420.8101265823	-4667.81012658228
28	85323	87420.8101265823	-2097.81012658228
29	72654	87420.8101265823	-14766.8101265823
30	30727	65840.0263157895	-35113.0263157895
31	77873	87420.8101265823	-9547.81012658228
32	117478	87420.8101265823	30057.1898734177
33	74007	65840.0263157895	8166.97368421052
34	90183	115134.724137931	-24951.724137931
35	61542	65840.0263157895	-4298.02631578948
36	101494	87420.8101265823	14073.1898734177
37	27570	31752.2352941176	-4182.23529411765
38	55813	87420.8101265823	-31607.8101265823
39	79215	87420.8101265823	-8205.81012658228
40	1423	3643.46153846154	-2220.46153846154
41	55461	87420.8101265823	-31959.8101265823
42	31081	31752.2352941176	-671.235294117647
43	22996	31752.2352941176	-8756.23529411765
44	83122	87420.8101265823	-4298.81012658228
45	70106	87420.8101265823	-17314.8101265823
46	60578	65840.0263157895	-5262.02631578948
47	39992	48650.1111111111	-8658.11111111111
48	79892	87420.8101265823	-7528.81012658228
49	49810	65840.0263157895	-16030.0263157895
50	71570	65840.0263157895	5729.97368421052
51	100708	87420.8101265823	13287.1898734177
52	33032	65840.0263157895	-32808.0263157895
53	82875	87420.8101265823	-4545.81012658228
54	139077	115134.724137931	23942.275862069
55	71595	87420.8101265823	-15825.8101265823
56	72260	87420.8101265823	-15160.8101265823
57	5950	3643.46153846154	2306.53846153846
58	115762	87420.8101265823	28341.1898734177
59	32551	31752.2352941176	798.764705882353
60	31701	31752.2352941176	-51.2352941176468
61	80670	87420.8101265823	-6750.81012658228
62	143558	87420.8101265823	56137.1898734177
63	117105	87420.8101265823	29684.1898734177
64	23789	31752.2352941176	-7963.23529411765
65	120733	87420.8101265823	33312.1898734177
66	105195	115134.724137931	-9939.72413793103
67	73107	87420.8101265823	-14313.8101265823
68	132068	115134.724137931	16933.275862069
69	149193	87420.8101265823	61772.1898734177
70	46821	65840.0263157895	-19019.0263157895
71	87011	65840.0263157895	21170.9736842105
72	95260	65840.0263157895	29419.9736842105
73	55183	87420.8101265823	-32237.8101265823
74	106671	87420.8101265823	19250.1898734177
75	73511	87420.8101265823	-13909.8101265823
76	92945	115134.724137931	-22189.724137931
77	78664	115134.724137931	-36470.724137931
78	70054	87420.8101265823	-17366.8101265823
79	22618	65840.0263157895	-43222.0263157895
80	74011	87420.8101265823	-13409.8101265823
81	83737	87420.8101265823	-3683.81012658228
82	69094	87420.8101265823	-18326.8101265823
83	93133	115134.724137931	-22001.724137931
84	95536	87420.8101265823	8115.18987341772
85	225920	87420.8101265823	138499.189873418
86	62133	87420.8101265823	-25287.8101265823
87	61370	87420.8101265823	-26050.8101265823
88	43836	31752.2352941176	12083.7647058824
89	106117	115134.724137931	-9017.72413793103
90	38692	65840.0263157895	-27148.0263157895
91	84651	87420.8101265823	-2769.81012658228
92	56622	31752.2352941176	24869.7647058824
93	15986	65840.0263157895	-49854.0263157895
94	95364	87420.8101265823	7943.18987341772
95	26706	31752.2352941176	-5046.23529411765
96	89691	65840.0263157895	23850.9736842105
97	67267	87420.8101265823	-20153.8101265823
98	126846	115134.724137931	11711.275862069
99	41140	87420.8101265823	-46280.8101265823
100	102860	115134.724137931	-12274.724137931
101	51715	65840.0263157895	-14125.0263157895
102	55801	87420.8101265823	-31619.8101265823
103	111813	87420.8101265823	24392.1898734177
104	120293	87420.8101265823	32872.1898734177
105	138599	87420.8101265823	51178.1898734177
106	161647	115134.724137931	46512.275862069
107	115929	115134.724137931	794.275862068971
108	24266	31752.2352941176	-7486.23529411765
109	162901	115134.724137931	47766.275862069
110	109825	87420.8101265823	22404.1898734177
111	129838	115134.724137931	14703.275862069
112	37510	65840.0263157895	-28330.0263157895
113	43750	20440.9444444444	23309.0555555556
114	40652	87420.8101265823	-46768.8101265823
115	87771	87420.8101265823	350.189873417723
116	85872	87420.8101265823	-1548.81012658228
117	89275	115134.724137931	-25859.724137931
118	44418	48650.1111111111	-4232.11111111111
119	192565	65840.0263157895	126724.973684211
120	35232	31752.2352941176	3479.76470588235
121	40909	31752.2352941176	9156.76470588235
122	13294	20440.9444444444	-7146.94444444445
123	32387	31752.2352941176	634.764705882353
124	140867	87420.8101265823	53446.1898734177
125	120662	65840.0263157895	54821.9736842105
126	21233	31752.2352941176	-10519.2352941176
127	44332	31752.2352941176	12579.7647058824
128	61056	87420.8101265823	-26364.8101265823
129	101338	115134.724137931	-13796.724137931
130	1168	3643.46153846154	-2475.46153846154
131	13497	20440.9444444444	-6943.94444444445
132	65567	87420.8101265823	-21853.8101265823
133	25162	20440.9444444444	4721.05555555555
134	32334	65840.0263157895	-33506.0263157895
135	40735	87420.8101265823	-46685.8101265823
136	91413	115134.724137931	-23721.724137931
137	855	3643.46153846154	-2788.46153846154
138	97068	87420.8101265823	9647.18987341772
139	44339	20440.9444444444	23898.0555555556
140	14116	20440.9444444444	-6324.94444444445
141	10288	20440.9444444444	-10152.9444444444
142	65622	87420.8101265823	-21798.8101265823
143	16563	31752.2352941176	-15189.2352941176
144	76643	87420.8101265823	-10777.8101265823
145	110681	87420.8101265823	23260.1898734177
146	29011	31752.2352941176	-2741.23529411765
147	92696	65840.0263157895	26855.9736842105
148	94785	65840.0263157895	28944.9736842105
149	8773	20440.9444444444	-11667.9444444444
150	83209	65840.0263157895	17368.9736842105
151	93815	87420.8101265823	6394.18987341772
152	86687	65840.0263157895	20846.9736842105
153	34553	31752.2352941176	2800.76470588235
154	105547	115134.724137931	-9587.72413793103
155	103487	115134.724137931	-11647.724137931
156	213688	115134.724137931	98553.275862069
157	71220	87420.8101265823	-16200.8101265823
158	23517	31752.2352941176	-8235.23529411765
159	56926	65840.0263157895	-8914.02631578948
160	91721	87420.8101265823	4300.18987341772
161	115168	87420.8101265823	27747.1898734177
162	111194	65840.0263157895	45353.9736842105
163	51009	31752.2352941176	19256.7647058824
164	135777	115134.724137931	20642.275862069
165	51513	65840.0263157895	-14327.0263157895
166	74163	87420.8101265823	-13257.8101265823
167	51633	87420.8101265823	-35787.8101265823
168	75345	65840.0263157895	9504.97368421052
169	33416	31752.2352941176	1663.76470588235
170	83305	48650.1111111111	34654.8888888889
171	98952	87420.8101265823	11531.1898734177
172	102372	115134.724137931	-12762.724137931
173	37238	48650.1111111111	-11412.1111111111
174	103772	115134.724137931	-11362.724137931
175	123969	115134.724137931	8834.27586206897
176	27142	31752.2352941176	-4610.23529411765
177	135400	87420.8101265823	47979.1898734177
178	21399	31752.2352941176	-10353.2352941176
179	130115	115134.724137931	14980.275862069
180	24874	31752.2352941176	-6878.23529411765
181	34988	31752.2352941176	3235.76470588235
182	45549	87420.8101265823	-41871.8101265823
183	6023	3643.46153846154	2379.53846153846
184	64466	65840.0263157895	-1374.02631578948
185	54990	87420.8101265823	-32430.8101265823
186	1644	3643.46153846154	-1999.46153846154
187	6179	3643.46153846154	2535.53846153846
188	3926	3643.46153846154	282.538461538461
189	32755	31752.2352941176	1002.76470588235
190	34777	65840.0263157895	-31063.0263157895
191	73224	65840.0263157895	7383.97368421052
192	27114	31752.2352941176	-4638.23529411765
193	20760	31752.2352941176	-10992.2352941176
194	37636	65840.0263157895	-28204.0263157895
195	65461	48650.1111111111	16810.8888888889
196	30080	31752.2352941176	-1672.23529411765
197	24094	31752.2352941176	-7658.23529411765
198	69008	31752.2352941176	37255.7647058823
199	54968	31752.2352941176	23215.7647058824
200	46090	31752.2352941176	14337.7647058824
201	27507	31752.2352941176	-4245.23529411765
202	10672	65840.0263157895	-55168.0263157895
203	34029	31752.2352941176	2276.76470588235
204	46300	31752.2352941176	14547.7647058824
205	24760	31752.2352941176	-6992.23529411765
206	18779	20440.9444444444	-1661.94444444445
207	21280	31752.2352941176	-10472.2352941176
208	40662	48650.1111111111	-7988.11111111111
209	28987	31752.2352941176	-2765.23529411765
210	22827	31752.2352941176	-8925.23529411765
211	18513	31752.2352941176	-13239.2352941176
212	30594	31752.2352941176	-1158.23529411765
213	24006	20440.9444444444	3565.05555555555
214	27913	31752.2352941176	-3839.23529411765
215	42744	65840.0263157895	-23096.0263157895
216	12934	20440.9444444444	-7506.94444444445
217	22574	20440.9444444444	2133.05555555555
218	41385	20440.9444444444	20944.0555555556
219	18653	31752.2352941176	-13099.2352941176
220	18472	31752.2352941176	-13280.2352941176
221	30976	31752.2352941176	-776.235294117647
222	63339	31752.2352941176	31586.7647058824
223	25568	31752.2352941176	-6184.23529411765
224	33747	31752.2352941176	1994.76470588235
225	4154	20440.9444444444	-16286.9444444444
226	19474	31752.2352941176	-12278.2352941176
227	35130	31752.2352941176	3377.76470588235
228	39067	31752.2352941176	7314.76470588235
229	13310	20440.9444444444	-7130.94444444445
230	65892	65840.0263157895	51.9736842105194
231	4143	20440.9444444444	-16297.9444444444
232	28579	31752.2352941176	-3173.23529411765
233	51776	31752.2352941176	20023.7647058824
234	21152	20440.9444444444	711.055555555555
235	38084	31752.2352941176	6331.76470588235
236	27717	20440.9444444444	7276.05555555555
237	32928	48650.1111111111	-15722.1111111111
238	11342	20440.9444444444	-9098.94444444445
239	19499	31752.2352941176	-12253.2352941176
240	16380	20440.9444444444	-4060.94444444445
241	36874	31752.2352941176	5121.76470588235
242	48259	48650.1111111111	-391.111111111109
243	16734	20440.9444444444	-3706.94444444445
244	28207	20440.9444444444	7766.05555555555
245	30143	31752.2352941176	-1609.23529411765
246	41369	31752.2352941176	9616.76470588235
247	45833	31752.2352941176	14080.7647058824
248	29156	31752.2352941176	-2596.23529411765
249	35944	31752.2352941176	4191.76470588235
250	36278	20440.9444444444	15837.0555555556
251	45588	48650.1111111111	-3062.11111111111
252	45097	31752.2352941176	13344.7647058824
253	3895	3643.46153846154	251.538461538461
254	28394	31752.2352941176	-3358.23529411765
255	18632	31752.2352941176	-13120.2352941176
256	2325	3643.46153846154	-1318.46153846154
257	25139	20440.9444444444	4698.05555555555
258	27975	31752.2352941176	-3777.23529411765
259	14483	20440.9444444444	-5957.94444444445
260	13127	20440.9444444444	-7313.94444444445
261	5839	20440.9444444444	-14601.9444444444
262	24069	31752.2352941176	-7683.23529411765
263	3738	20440.9444444444	-16702.9444444444
264	18625	20440.9444444444	-1815.94444444445
265	36341	20440.9444444444	15900.0555555556
266	24548	31752.2352941176	-7204.23529411765
267	21792	31752.2352941176	-9960.23529411765
268	26263	20440.9444444444	5822.05555555555
269	23686	31752.2352941176	-8066.23529411765
270	49303	31752.2352941176	17550.7647058824
271	25659	31752.2352941176	-6093.23529411765
272	28904	31752.2352941176	-2848.23529411765
273	2781	3643.46153846154	-862.461538461539
274	29236	31752.2352941176	-2516.23529411765
275	19546	20440.9444444444	-894.944444444445
276	22818	31752.2352941176	-8934.23529411765
277	32689	20440.9444444444	12248.0555555556
278	5752	3643.46153846154	2108.53846153846
279	22197	31752.2352941176	-9555.23529411765
280	20055	31752.2352941176	-11697.2352941176
281	25272	31752.2352941176	-6480.23529411765
282	82206	31752.2352941176	50453.7647058823
283	32073	31752.2352941176	320.764705882353
284	5444	3643.46153846154	1800.53846153846
285	20154	31752.2352941176	-11598.2352941176
286	36944	20440.9444444444	16503.0555555556
287	8019	20440.9444444444	-12421.9444444444
288	30884	31752.2352941176	-868.235294117647
289	19540	31752.2352941176	-12212.2352941176

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