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

Wed, 21 Dec 2011 05:30:44 -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/21/t1324463466tamxpwvibnvs45n.htm/, Retrieved Tue, 07 May 2024 21:32:27 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=158450, Retrieved Tue, 07 May 2024 21:32:27 +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

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]
- RMP   [Kendall tau Correlation Matrix] [ws10.1] [2011-12-14 12:44:38] [8ae0a4da1b3ee81f40dbba5e42914d07]
-    D    [Kendall tau Correlation Matrix] [ws10.3] [2011-12-14 14:10:41] [8ae0a4da1b3ee81f40dbba5e42914d07]
- RMP       [Recursive Partitioning (Regression Trees)] [ws10.6] [2011-12-14 15:11:12] [8ae0a4da1b3ee81f40dbba5e42914d07]
-   PD        [Recursive Partitioning (Regression Trees)] [ws10.9] [2011-12-21 10:12:51] [8ae0a4da1b3ee81f40dbba5e42914d07]
-    D            [Recursive Partitioning (Regression Trees)] [ws10.11] [2011-12-21 10:30:44] [d6b8e0ceefc1e2de0b53f6dffb5d636c] [Current]

Feedback Forum

Post a new message

Dataseries X:

Download CSV

Histogram

Boxplots

210907	79	81	94	56	3	1418
120982	58	55	103	56	4	869
176508	60	50	93	54	12	1530
179321	108	125	103	89	2	2172
123185	49	40	51	40	1	901
52746	0	37	70	25	3	463
385534	121	63	91	92	0	3201
33170	1	44	22	18	0	371
101645	20	88	38	63	0	1192
149061	43	66	93	44	5	1583
165446	69	57	60	33	0	1439
237213	78	74	123	84	0	1764
173326	86	49	148	88	7	1495
133131	44	52	90	55	7	1373
258873	104	88	124	60	3	2187
180083	63	36	70	66	9	1491
324799	158	108	168	154	0	4041
230964	102	43	115	53	4	1706
236785	77	75	71	119	3	2152
135473	82	32	66	41	0	1036
202925	115	44	134	61	7	1882
215147	101	85	117	58	0	1929
344297	80	86	108	75	1	2242
153935	50	56	84	33	5	1220
132943	83	50	156	40	7	1289
174724	123	135	120	92	0	2515
174415	73	63	114	100	0	2147
225548	81	81	94	112	5	2352
223632	105	52	120	73	0	1638
124817	47	44	81	40	0	1222
221698	105	113	110	45	0	1812
210767	94	39	133	60	3	1677
170266	44	73	122	62	4	1579
260561	114	48	158	75	1	1731
84853	38	33	109	31	4	807
294424	107	59	124	77	2	2452
101011	30	41	39	34	0	829
215641	71	69	92	46	0	1940
325107	84	64	126	99	0	2662
7176	0	1	0	17	0	186
167542	59	59	70	66	2	1499
106408	33	32	37	30	1	865
96560	42	129	38	76	0	1793
265769	96	37	120	146	2	2527
269651	106	31	93	67	10	2747
149112	56	65	95	56	6	1324
175824	57	107	77	107	0	2702
152871	59	74	90	58	5	1383
111665	39	54	80	34	4	1179
116408	34	76	31	61	1	2099
362301	76	715	110	119	2	4308
78800	20	57	66	42	2	918
183167	91	66	138	66	0	1831
277965	115	106	133	89	8	3373
150629	85	54	113	44	3	1713
168809	76	32	100	66	0	1438
24188	8	20	7	24	0	496
329267	79	71	140	259	8	2253
65029	21	21	61	17	5	744
101097	30	70	41	64	3	1161
218946	76	112	96	41	1	2352
244052	101	66	164	68	5	2144
341570	94	190	78	168	1	4691
103597	27	66	49	43	1	1112
233328	92	165	102	132	5	2694
256462	123	56	124	105	0	1973
206161	75	61	99	71	12	1769
311473	128	53	129	112	8	3148
235800	105	127	62	94	8	2474
177939	55	63	73	82	8	2084
207176	56	38	114	70	8	1954
196553	41	50	99	57	2	1226
174184	72	52	70	53	0	1389
143246	67	42	104	103	5	1496
187559	75	76	116	121	8	2269
187681	114	67	91	62	2	1833
119016	118	50	74	52	5	1268
182192	77	53	138	52	12	1943
73566	22	39	67	32	6	893
194979	66	50	151	62	7	1762
167488	69	77	72	45	2	1403
143756	105	57	120	46	0	1425
275541	116	73	115	63	4	1857
243199	88	34	105	75	3	1840
182999	73	39	104	88	6	1502
135649	99	46	108	46	2	1441
152299	62	63	98	53	0	1420
120221	53	35	69	37	1	1416
346485	118	106	111	90	0	2970
145790	30	43	99	63	5	1317
193339	100	47	71	78	2	1644
80953	49	31	27	25	0	870
122774	24	162	69	45	0	1654
130585	67	57	107	46	5	1054
112611	46	36	73	41	0	937
286468	57	263	107	144	1	3004
241066	75	78	93	82	0	2008
148446	135	63	129	91	1	2547
204713	68	54	69	71	1	1885
182079	124	63	118	63	2	1626
140344	33	77	73	53	6	1468
220516	98	79	119	62	1	2445
243060	58	110	104	63	4	1964
162765	68	56	107	32	2	1381
182613	81	56	99	39	3	1369
232138	131	43	90	62	0	1659
265318	110	111	197	117	10	2888
85574	37	71	36	34	0	1290
310839	130	62	85	92	9	2845
225060	93	56	139	93	7	1982
232317	118	74	106	54	0	1904
144966	39	60	50	144	0	1391
43287	13	43	64	14	4	602
155754	74	68	31	61	4	1743
164709	81	53	63	109	0	1559
201940	109	87	92	38	0	2014
235454	151	46	106	73	0	2143
220801	51	105	63	75	1	2146
99466	28	32	69	50	0	874
92661	40	133	41	61	1	1590
133328	56	79	56	55	0	1590
61361	27	51	25	77	0	1210
125930	37	207	65	75	4	2072
100750	83	67	93	72	0	1281
224549	54	47	114	50	4	1401
82316	27	34	38	32	4	834
102010	28	66	44	53	3	1105
101523	59	76	87	42	0	1272
243511	133	65	110	71	0	1944
22938	12	9	0	10	0	391
41566	0	42	27	35	5	761
152474	106	45	83	65	0	1605
61857	23	25	30	25	4	530
99923	44	115	80	66	0	1988
132487	71	97	98	41	0	1386
317394	116	53	82	86	1	2395
21054	4	2	0	16	0	387
209641	62	52	60	42	5	1742
22648	12	44	28	19	0	620
31414	18	22	9	19	0	449
46698	14	35	33	45	0	800
131698	60	74	59	65	0	1684
91735	7	103	49	35	0	1050
244749	98	144	115	95	2	2699
184510	64	60	140	49	7	1606
79863	29	134	49	37	1	1502
128423	32	89	120	64	8	1204
97839	25	42	66	38	2	1138
38214	16	52	21	34	0	568
151101	48	98	124	32	2	1459
272458	100	99	152	65	0	2158
172494	46	52	139	52	0	1111
108043	45	29	38	62	1	1421
328107	129	125	144	65	3	2833
250579	130	106	120	83	0	1955
351067	136	95	160	95	3	2922
158015	59	40	114	29	0	1002
98866	25	140	39	18	0	1060
85439	32	43	78	33	0	956
229242	63	128	119	247	4	2186
351619	95	142	141	139	4	3604
84207	14	73	101	29	11	1035
120445	36	72	56	118	0	1417
324598	113	128	133	110	0	3261
131069	47	61	83	67	4	1587
204271	92	73	116	42	0	1424
165543	70	148	90	65	1	1701
141722	19	64	36	94	0	1249
116048	50	45	50	64	0	946
250047	41	58	61	81	0	1926
299775	91	97	97	95	9	3352
195838	111	50	98	67	1	1641
173260	41	37	78	63	3	2035
254488	120	50	117	83	10	2312
104389	135	105	148	45	5	1369
136084	27	69	41	30	0	1577
199476	87	46	105	70	2	2201
92499	25	57	55	32	0	961
224330	131	52	132	83	1	1900
135781	45	98	44	31	2	1254
74408	29	61	21	67	4	1335
81240	58	89	50	66	0	1597
14688	4	0	0	10	0	207
181633	47	48	73	70	2	1645
271856	109	91	86	103	1	2429
7199	7	0	0	5	0	151
46660	12	7	13	20	0	474
17547	0	3	4	5	0	141
133368	37	54	57	36	1	1639
95227	37	70	48	34	0	872
152601	46	36	46	48	2	1318
98146	15	37	48	40	0	1018
79619	42	123	32	43	3	1383
59194	7	247	68	31	6	1314
139942	54	46	87	42	0	1335
118612	54	72	43	46	2	1403
72880	14	41	67	33	0	910
65475	16	24	46	18	2	616
99643	33	45	46	55	1	1407
71965	32	33	56	35	1	771
77272	21	27	48	59	2	766
49289	15	36	44	19	1	473
135131	38	87	60	66	0	1376
108446	22	90	65	60	1	1232
89746	28	114	55	36	3	1521
44296	10	31	38	25	0	572
77648	31	45	52	47	0	1059
181528	32	69	60	54	0	1544
134019	32	51	54	53	0	1230
124064	43	34	86	40	1	1206
92630	27	60	24	40	4	1205
121848	37	45	52	39	0	1255
52915	20	54	49	14	0	613
81872	32	25	61	45	0	721
58981	0	38	61	36	7	1109
53515	5	52	81	28	2	740
60812	26	67	43	44	0	1126
56375	10	74	40	30	7	728
65490	27	38	40	22	3	689
80949	11	30	56	17	0	592
76302	29	26	68	31	0	995
104011	25	67	79	55	6	1613
98104	55	132	47	54	2	2048
67989	23	42	57	21	0	705
30989	5	35	41	14	0	301
135458	43	118	29	81	3	1803
73504	23	68	3	35	0	799
63123	34	43	60	43	1	861
61254	36	76	30	46	1	1186
74914	35	64	79	30	0	1451
31774	0	48	47	23	1	628
81437	37	64	40	38	0	1161
87186	28	56	48	54	0	1463
50090	16	71	36	20	0	742
65745	26	75	42	53	0	979
56653	38	39	49	45	0	675
158399	23	42	57	39	0	1241
46455	22	39	12	20	0	676
73624	30	93	40	24	0	1049
38395	16	38	43	31	0	620
91899	18	60	33	35	0	1081
139526	28	71	77	151	0	1688
52164	32	52	43	52	0	736
51567	21	27	45	30	2	617
70551	23	59	47	31	0	812
84856	29	40	43	29	1	1051
102538	50	79	45	57	1	1656
86678	12	44	50	40	0	705
85709	21	65	35	44	0	945
34662	18	10	7	25	0	554
150580	27	124	71	77	0	1597
99611	41	81	67	35	0	982
19349	13	15	0	11	0	222
99373	12	92	62	63	1	1212
86230	21	42	54	44	0	1143
30837	8	10	4	19	0	435
31706	26	24	25	13	0	532
89806	27	64	40	42	0	882
62088	13	45	38	38	1	608
40151	16	22	19	29	0	459
27634	2	56	17	20	0	578
76990	42	94	67	27	0	826
37460	5	19	14	20	0	509
54157	37	35	30	19	0	717
49862	17	32	54	37	0	637
84337	38	35	35	26	0	857
64175	37	48	59	42	0	830
59382	29	49	24	49	0	652
119308	32	48	58	30	0	707
76702	35	62	42	49	0	954
103425	17	96	46	67	1	1461
70344	20	45	61	28	0	672
43410	7	63	3	19	0	778
104838	46	71	52	49	1	1141
62215	24	26	25	27	0	680
69304	40	48	40	30	6	1090
53117	3	29	32	22	3	616
19764	10	19	4	12	1	285
86680	37	45	49	31	2	1145
84105	17	45	63	20	0	733
77945	28	67	67	20	0	888
89113	19	30	32	39	0	849
91005	29	36	23	29	3	1182
40248	8	34	7	16	1	528
64187	10	36	54	27	0	642
50857	15	34	37	21	0	947
56613	15	37	35	19	1	819
62792	28	46	51	35	0	757
72535	17	44	39	14	0	894

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	7 seconds
R Server	'Herman Ole Andreas Wold' @ wold.wessa.net
R Framework error message	The field 'Names of X columns' contains a hard return which cannot be interpreted. Please, resubmit your request without hard returns in the 'Names of X columns'.

\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 & 7 seconds \tabularnewline
R Server & 'Herman Ole Andreas Wold' @ wold.wessa.net \tabularnewline
R Framework error message & The field 'Names of X columns' contains a hard return which cannot be interpreted.
Please, resubmit your request without hard returns in the 'Names of X columns'. \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=158450&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]7 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Herman Ole Andreas Wold' @ wold.wessa.net[/C][/ROW]
[ROW][C]R Framework error message[/C][C]The field 'Names of X columns' contains a hard return which cannot be interpreted.
Please, resubmit your request without hard returns in the 'Names of X columns'.[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=158450&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=158450&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	7 seconds
R Server	'Herman Ole Andreas Wold' @ wold.wessa.net
R Framework error message	The field 'Names of X columns' contains a hard return which cannot be interpreted. Please, resubmit your request without hard returns in the 'Names of X columns'.

Goodness of Fit
Correlation	0.9311
R-squared	0.867
RMSE	29980.3976

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.9311 \tabularnewline
R-squared & 0.867 \tabularnewline
RMSE & 29980.3976 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=158450&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.9311[/C][/ROW]
[ROW][C]R-squared[/C][C]0.867[/C][/ROW]
[ROW][C]RMSE[/C][C]29980.3976[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=158450&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=158450&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	0.9311
R-squared	0.867
RMSE	29980.3976

Actuals, Predictions, and Residuals
#	Actuals	Forecasts	Residuals
1	210907	154722.119047619	56184.8809523809
2	120982	123920.888888889	-2938.88888888889
3	176508	154722.119047619	21785.8809523809
4	179321	228961.909090909	-49640.9090909091
5	123185	106213.625	16971.375
6	52746	39424.1333333333	13321.8666666667
7	385534	321098.0625	64435.9375
8	33170	19387.4	13782.6
9	101645	82620.2978723404	19024.7021276596
10	149061	154722.119047619	-5661.11904761905
11	165446	154722.119047619	10723.8809523809
12	237213	228961.909090909	8251.09090909091
13	173326	154722.119047619	18603.8809523809
14	133131	154722.119047619	-21591.1190476191
15	258873	228961.909090909	29911.0909090909
16	180083	154722.119047619	25360.8809523809
17	324799	321098.0625	3700.9375
18	230964	228961.909090909	2002.09090909091
19	236785	161644.47826087	75140.5217391304
20	135473	106213.625	29259.375
21	202925	228961.909090909	-26036.9090909091
22	215147	228961.909090909	-13814.9090909091
23	344297	228961.909090909	115335.090909091
24	153935	154722.119047619	-787.119047619053
25	132943	154722.119047619	-21779.1190476191
26	174724	228961.909090909	-54237.9090909091
27	174415	228961.909090909	-54546.9090909091
28	225548	228961.909090909	-3413.90909090909
29	223632	228961.909090909	-5329.90909090909
30	124817	154722.119047619	-29905.1190476191
31	221698	228961.909090909	-7263.90909090909
32	210767	228961.909090909	-18194.9090909091
33	170266	154722.119047619	15543.8809523809
34	260561	228961.909090909	31599.0909090909
35	84853	123920.888888889	-39067.8888888889
36	294424	228961.909090909	65462.0909090909
37	101011	82620.2978723404	18390.7021276596
38	215641	228961.909090909	-13320.9090909091
39	325107	228961.909090909	96145.0909090909
40	7176	19387.4	-12211.4
41	167542	154722.119047619	12819.8809523809
42	106408	82620.2978723404	23787.7021276596
43	96560	161644.47826087	-65084.4782608696
44	265769	228961.909090909	36807.0909090909
45	269651	321098.0625	-51447.0625
46	149112	154722.119047619	-5610.11904761905
47	175824	161644.47826087	14179.5217391304
48	152871	154722.119047619	-1851.11904761905
49	111665	123920.888888889	-12255.8888888889
50	116408	161644.47826087	-45236.4782608696
51	362301	321098.0625	41202.9375
52	78800	82620.2978723404	-3820.29787234042
53	183167	228961.909090909	-45794.9090909091
54	277965	321098.0625	-43133.0625
55	150629	228961.909090909	-78332.9090909091
56	168809	154722.119047619	14086.8809523809
57	24188	39424.1333333333	-15236.1333333333
58	329267	228961.909090909	100305.090909091
59	65029	60147	4882
60	101097	82620.2978723404	18476.7021276596
61	218946	228961.909090909	-10015.9090909091
62	244052	228961.909090909	15090.0909090909
63	341570	321098.0625	20471.9375
64	103597	82620.2978723404	20976.7021276596
65	233328	228961.909090909	4366.09090909091
66	256462	228961.909090909	27500.0909090909
67	206161	228961.909090909	-22800.9090909091
68	311473	321098.0625	-9625.0625
69	235800	161644.47826087	74155.5217391304
70	177939	161644.47826087	16294.5217391304
71	207176	228961.909090909	-21785.9090909091
72	196553	154722.119047619	41830.8809523809
73	174184	154722.119047619	19461.8809523809
74	143246	154722.119047619	-11476.1190476191
75	187559	228961.909090909	-41402.9090909091
76	187681	228961.909090909	-41280.9090909091
77	119016	154722.119047619	-35706.1190476191
78	182192	228961.909090909	-46769.9090909091
79	73566	82620.2978723404	-9054.29787234042
80	194979	228961.909090909	-33982.9090909091
81	167488	154722.119047619	12765.8809523809
82	143756	154722.119047619	-10966.1190476191
83	275541	228961.909090909	46579.0909090909
84	243199	228961.909090909	14237.0909090909
85	182999	154722.119047619	28276.8809523809
86	135649	154722.119047619	-19073.1190476191
87	152299	154722.119047619	-2423.11904761905
88	120221	154722.119047619	-34501.1190476191
89	346485	321098.0625	25386.9375
90	145790	154722.119047619	-8932.11904761905
91	193339	161644.47826087	31694.5217391304
92	80953	106213.625	-25260.625
93	122774	161644.47826087	-38870.4782608696
94	130585	123920.888888889	6664.11111111111
95	112611	106213.625	6397.375
96	286468	321098.0625	-34630.0625
97	241066	228961.909090909	12104.0909090909
98	148446	228961.909090909	-80515.9090909091
99	204713	161644.47826087	43068.5217391304
100	182079	228961.909090909	-46882.9090909091
101	140344	154722.119047619	-14378.1190476191
102	220516	228961.909090909	-8445.90909090909
103	243060	228961.909090909	14098.0909090909
104	162765	154722.119047619	8042.88095238095
105	182613	154722.119047619	27890.8809523809
106	232138	228961.909090909	3176.09090909091
107	265318	321098.0625	-55780.0625
108	85574	110514.952380952	-24940.9523809524
109	310839	321098.0625	-10259.0625
110	225060	228961.909090909	-3901.90909090909
111	232317	228961.909090909	3355.09090909091
112	144966	110514.952380952	34451.0476190476
113	43287	60147	-16860
114	155754	161644.47826087	-5890.47826086957
115	164709	154722.119047619	9986.88095238095
116	201940	228961.909090909	-27021.9090909091
117	235454	228961.909090909	6492.09090909091
118	220801	161644.47826087	59156.5217391304
119	99466	82620.2978723404	16845.7021276596
120	92661	110514.952380952	-17853.9523809524
121	133328	110514.952380952	22813.0476190476
122	61361	82620.2978723404	-21259.2978723404
123	125930	161644.47826087	-35714.4782608696
124	100750	154722.119047619	-53972.1190476191
125	224549	154722.119047619	69826.8809523809
126	82316	82620.2978723404	-304.297872340423
127	102010	82620.2978723404	19389.7021276596
128	101523	154722.119047619	-53199.1190476191
129	243511	228961.909090909	14549.0909090909
130	22938	19387.4	3550.6
131	41566	60147	-18581
132	152474	154722.119047619	-2248.11904761905
133	61857	39424.1333333333	22432.8666666667
134	99923	161644.47826087	-61721.4782608696
135	132487	120189.714285714	12297.2857142857
136	317394	228961.909090909	88432.0909090909
137	21054	19387.4	1666.6
138	209641	161644.47826087	47996.5217391304
139	22648	60147	-37499
140	31414	39424.1333333333	-8010.13333333333
141	46698	60147	-13449
142	131698	161644.47826087	-29946.4782608696
143	91735	82620.2978723404	9114.70212765958
144	244749	228961.909090909	15787.0909090909
145	184510	154722.119047619	29787.8809523809
146	79863	110514.952380952	-30651.9523809524
147	128423	123920.888888889	4502.11111111111
148	97839	82620.2978723404	15218.7021276596
149	38214	39424.1333333333	-1210.13333333333
150	151101	120189.714285714	30911.2857142857
151	272458	228961.909090909	43496.0909090909
152	172494	123920.888888889	48573.1111111111
153	108043	110514.952380952	-2471.95238095238
154	328107	321098.0625	7008.9375
155	250579	228961.909090909	21617.0909090909
156	351067	321098.0625	29968.9375
157	158015	123920.888888889	34094.1111111111
158	98866	82620.2978723404	16245.7021276596
159	85439	82620.2978723404	2818.70212765958
160	229242	228961.909090909	280.090909090912
161	351619	321098.0625	30520.9375
162	84207	123920.888888889	-39713.8888888889
163	120445	110514.952380952	9930.04761904762
164	324598	321098.0625	3499.9375
165	131069	154722.119047619	-23653.1190476191
166	204271	154722.119047619	49548.8809523809
167	165543	228961.909090909	-63418.9090909091
168	141722	110514.952380952	31207.0476190476
169	116048	106213.625	9834.375
170	250047	161644.47826087	88402.5217391304
171	299775	321098.0625	-21323.0625
172	195838	228961.909090909	-33123.9090909091
173	173260	161644.47826087	11615.5217391304
174	254488	228961.909090909	25526.0909090909
175	104389	120189.714285714	-15800.7142857143
176	136084	110514.952380952	25569.0476190476
177	199476	228961.909090909	-29485.9090909091
178	92499	82620.2978723404	9878.70212765958
179	224330	228961.909090909	-4631.90909090909
180	135781	110514.952380952	25266.0476190476
181	74408	110514.952380952	-36106.9523809524
182	81240	110514.952380952	-29274.9523809524
183	14688	19387.4	-4699.4
184	181633	161644.47826087	19988.5217391304
185	271856	228961.909090909	42894.0909090909
186	7199	19387.4	-12188.4
187	46660	39424.1333333333	7235.86666666667
188	17547	19387.4	-1840.4
189	133368	161644.47826087	-28276.4782608696
190	95227	82620.2978723404	12606.7021276596
191	152601	110514.952380952	42086.0476190476
192	98146	82620.2978723404	15525.7021276596
193	79619	110514.952380952	-30895.9523809524
194	59194	120189.714285714	-60995.7142857143
195	139942	154722.119047619	-14780.1190476191
196	118612	110514.952380952	8097.04761904762
197	72880	82620.2978723404	-9740.29787234042
198	65475	60147	5328
199	99643	110514.952380952	-10871.9523809524
200	71965	60147	11818
201	77272	60147	17125
202	49289	39424.1333333333	9864.86666666667
203	135131	120189.714285714	14941.2857142857
204	108446	120189.714285714	-11743.7142857143
205	89746	110514.952380952	-20768.9523809524
206	44296	39424.1333333333	4871.86666666667
207	77648	82620.2978723404	-4972.29787234042
208	181528	154722.119047619	26805.8809523809
209	134019	110514.952380952	23504.0476190476
210	124064	123920.888888889	143.111111111109
211	92630	82620.2978723404	10009.7021276596
212	121848	110514.952380952	11333.0476190476
213	52915	60147	-7232
214	81872	60147	21725
215	58981	82620.2978723404	-23639.2978723404
216	53515	60147	-6632
217	60812	82620.2978723404	-21808.2978723404
218	56375	60147	-3772
219	65490	60147	5343
220	80949	60147	20802
221	76302	82620.2978723404	-6318.29787234042
222	104011	154722.119047619	-50711.1190476191
223	98104	161644.47826087	-63540.4782608696
224	67989	60147	7842
225	30989	19387.4	11601.6
226	135458	161644.47826087	-26186.4782608696
227	73504	60147	13357
228	63123	82620.2978723404	-19497.2978723404
229	61254	82620.2978723404	-21366.2978723404
230	74914	154722.119047619	-79808.1190476191
231	31774	60147	-28373
232	81437	82620.2978723404	-1183.29787234042
233	87186	110514.952380952	-23328.9523809524
234	50090	60147	-10057
235	65745	82620.2978723404	-16875.2978723404
236	56653	60147	-3494
237	158399	154722.119047619	3676.88095238095
238	46455	60147	-13692
239	73624	82620.2978723404	-8996.29787234042
240	38395	60147	-21752
241	91899	82620.2978723404	9278.70212765958
242	139526	161644.47826087	-22118.4782608696
243	52164	60147	-7983
244	51567	60147	-8580
245	70551	82620.2978723404	-12069.2978723404
246	84856	82620.2978723404	2235.70212765958
247	102538	161644.47826087	-59106.4782608696
248	86678	60147	26531
249	85709	82620.2978723404	3088.70212765958
250	34662	39424.1333333333	-4762.13333333333
251	150580	120189.714285714	30390.2857142857
252	99611	106213.625	-6602.625
253	19349	19387.4	-38.4000000000015
254	99373	82620.2978723404	16752.7021276596
255	86230	82620.2978723404	3609.70212765958
256	30837	39424.1333333333	-8587.13333333333
257	31706	39424.1333333333	-7718.13333333333
258	89806	82620.2978723404	7185.70212765958
259	62088	60147	1941
260	40151	39424.1333333333	726.866666666669
261	27634	39424.1333333333	-11790.1333333333
262	76990	106213.625	-29223.625
263	37460	39424.1333333333	-1964.13333333333
264	54157	60147	-5990
265	49862	60147	-10285
266	84337	82620.2978723404	1716.70212765958
267	64175	82620.2978723404	-18445.2978723404
268	59382	60147	-765
269	119308	60147	59161
270	76702	82620.2978723404	-5918.29787234042
271	103425	110514.952380952	-7089.95238095238
272	70344	60147	10197
273	43410	60147	-16737
274	104838	106213.625	-1375.625
275	62215	60147	2068
276	69304	82620.2978723404	-13316.2978723404
277	53117	60147	-7030
278	19764	19387.4	376.599999999999
279	86680	82620.2978723404	4059.70212765958
280	84105	60147	23958
281	77945	82620.2978723404	-4675.29787234042
282	89113	82620.2978723404	6492.70212765958
283	91005	82620.2978723404	8384.70212765958
284	40248	39424.1333333333	823.866666666669
285	64187	60147	4040
286	50857	82620.2978723404	-31763.2978723404
287	56613	82620.2978723404	-26007.2978723404
288	62792	60147	2645
289	72535	82620.2978723404	-10085.2978723404

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 210907 & 154722.119047619 & 56184.8809523809 \tabularnewline
2 & 120982 & 123920.888888889 & -2938.88888888889 \tabularnewline
3 & 176508 & 154722.119047619 & 21785.8809523809 \tabularnewline
4 & 179321 & 228961.909090909 & -49640.9090909091 \tabularnewline
5 & 123185 & 106213.625 & 16971.375 \tabularnewline
6 & 52746 & 39424.1333333333 & 13321.8666666667 \tabularnewline
7 & 385534 & 321098.0625 & 64435.9375 \tabularnewline
8 & 33170 & 19387.4 & 13782.6 \tabularnewline
9 & 101645 & 82620.2978723404 & 19024.7021276596 \tabularnewline
10 & 149061 & 154722.119047619 & -5661.11904761905 \tabularnewline
11 & 165446 & 154722.119047619 & 10723.8809523809 \tabularnewline
12 & 237213 & 228961.909090909 & 8251.09090909091 \tabularnewline
13 & 173326 & 154722.119047619 & 18603.8809523809 \tabularnewline
14 & 133131 & 154722.119047619 & -21591.1190476191 \tabularnewline
15 & 258873 & 228961.909090909 & 29911.0909090909 \tabularnewline
16 & 180083 & 154722.119047619 & 25360.8809523809 \tabularnewline
17 & 324799 & 321098.0625 & 3700.9375 \tabularnewline
18 & 230964 & 228961.909090909 & 2002.09090909091 \tabularnewline
19 & 236785 & 161644.47826087 & 75140.5217391304 \tabularnewline
20 & 135473 & 106213.625 & 29259.375 \tabularnewline
21 & 202925 & 228961.909090909 & -26036.9090909091 \tabularnewline
22 & 215147 & 228961.909090909 & -13814.9090909091 \tabularnewline
23 & 344297 & 228961.909090909 & 115335.090909091 \tabularnewline
24 & 153935 & 154722.119047619 & -787.119047619053 \tabularnewline
25 & 132943 & 154722.119047619 & -21779.1190476191 \tabularnewline
26 & 174724 & 228961.909090909 & -54237.9090909091 \tabularnewline
27 & 174415 & 228961.909090909 & -54546.9090909091 \tabularnewline
28 & 225548 & 228961.909090909 & -3413.90909090909 \tabularnewline
29 & 223632 & 228961.909090909 & -5329.90909090909 \tabularnewline
30 & 124817 & 154722.119047619 & -29905.1190476191 \tabularnewline
31 & 221698 & 228961.909090909 & -7263.90909090909 \tabularnewline
32 & 210767 & 228961.909090909 & -18194.9090909091 \tabularnewline
33 & 170266 & 154722.119047619 & 15543.8809523809 \tabularnewline
34 & 260561 & 228961.909090909 & 31599.0909090909 \tabularnewline
35 & 84853 & 123920.888888889 & -39067.8888888889 \tabularnewline
36 & 294424 & 228961.909090909 & 65462.0909090909 \tabularnewline
37 & 101011 & 82620.2978723404 & 18390.7021276596 \tabularnewline
38 & 215641 & 228961.909090909 & -13320.9090909091 \tabularnewline
39 & 325107 & 228961.909090909 & 96145.0909090909 \tabularnewline
40 & 7176 & 19387.4 & -12211.4 \tabularnewline
41 & 167542 & 154722.119047619 & 12819.8809523809 \tabularnewline
42 & 106408 & 82620.2978723404 & 23787.7021276596 \tabularnewline
43 & 96560 & 161644.47826087 & -65084.4782608696 \tabularnewline
44 & 265769 & 228961.909090909 & 36807.0909090909 \tabularnewline
45 & 269651 & 321098.0625 & -51447.0625 \tabularnewline
46 & 149112 & 154722.119047619 & -5610.11904761905 \tabularnewline
47 & 175824 & 161644.47826087 & 14179.5217391304 \tabularnewline
48 & 152871 & 154722.119047619 & -1851.11904761905 \tabularnewline
49 & 111665 & 123920.888888889 & -12255.8888888889 \tabularnewline
50 & 116408 & 161644.47826087 & -45236.4782608696 \tabularnewline
51 & 362301 & 321098.0625 & 41202.9375 \tabularnewline
52 & 78800 & 82620.2978723404 & -3820.29787234042 \tabularnewline
53 & 183167 & 228961.909090909 & -45794.9090909091 \tabularnewline
54 & 277965 & 321098.0625 & -43133.0625 \tabularnewline
55 & 150629 & 228961.909090909 & -78332.9090909091 \tabularnewline
56 & 168809 & 154722.119047619 & 14086.8809523809 \tabularnewline
57 & 24188 & 39424.1333333333 & -15236.1333333333 \tabularnewline
58 & 329267 & 228961.909090909 & 100305.090909091 \tabularnewline
59 & 65029 & 60147 & 4882 \tabularnewline
60 & 101097 & 82620.2978723404 & 18476.7021276596 \tabularnewline
61 & 218946 & 228961.909090909 & -10015.9090909091 \tabularnewline
62 & 244052 & 228961.909090909 & 15090.0909090909 \tabularnewline
63 & 341570 & 321098.0625 & 20471.9375 \tabularnewline
64 & 103597 & 82620.2978723404 & 20976.7021276596 \tabularnewline
65 & 233328 & 228961.909090909 & 4366.09090909091 \tabularnewline
66 & 256462 & 228961.909090909 & 27500.0909090909 \tabularnewline
67 & 206161 & 228961.909090909 & -22800.9090909091 \tabularnewline
68 & 311473 & 321098.0625 & -9625.0625 \tabularnewline
69 & 235800 & 161644.47826087 & 74155.5217391304 \tabularnewline
70 & 177939 & 161644.47826087 & 16294.5217391304 \tabularnewline
71 & 207176 & 228961.909090909 & -21785.9090909091 \tabularnewline
72 & 196553 & 154722.119047619 & 41830.8809523809 \tabularnewline
73 & 174184 & 154722.119047619 & 19461.8809523809 \tabularnewline
74 & 143246 & 154722.119047619 & -11476.1190476191 \tabularnewline
75 & 187559 & 228961.909090909 & -41402.9090909091 \tabularnewline
76 & 187681 & 228961.909090909 & -41280.9090909091 \tabularnewline
77 & 119016 & 154722.119047619 & -35706.1190476191 \tabularnewline
78 & 182192 & 228961.909090909 & -46769.9090909091 \tabularnewline
79 & 73566 & 82620.2978723404 & -9054.29787234042 \tabularnewline
80 & 194979 & 228961.909090909 & -33982.9090909091 \tabularnewline
81 & 167488 & 154722.119047619 & 12765.8809523809 \tabularnewline
82 & 143756 & 154722.119047619 & -10966.1190476191 \tabularnewline
83 & 275541 & 228961.909090909 & 46579.0909090909 \tabularnewline
84 & 243199 & 228961.909090909 & 14237.0909090909 \tabularnewline
85 & 182999 & 154722.119047619 & 28276.8809523809 \tabularnewline
86 & 135649 & 154722.119047619 & -19073.1190476191 \tabularnewline
87 & 152299 & 154722.119047619 & -2423.11904761905 \tabularnewline
88 & 120221 & 154722.119047619 & -34501.1190476191 \tabularnewline
89 & 346485 & 321098.0625 & 25386.9375 \tabularnewline
90 & 145790 & 154722.119047619 & -8932.11904761905 \tabularnewline
91 & 193339 & 161644.47826087 & 31694.5217391304 \tabularnewline
92 & 80953 & 106213.625 & -25260.625 \tabularnewline
93 & 122774 & 161644.47826087 & -38870.4782608696 \tabularnewline
94 & 130585 & 123920.888888889 & 6664.11111111111 \tabularnewline
95 & 112611 & 106213.625 & 6397.375 \tabularnewline
96 & 286468 & 321098.0625 & -34630.0625 \tabularnewline
97 & 241066 & 228961.909090909 & 12104.0909090909 \tabularnewline
98 & 148446 & 228961.909090909 & -80515.9090909091 \tabularnewline
99 & 204713 & 161644.47826087 & 43068.5217391304 \tabularnewline
100 & 182079 & 228961.909090909 & -46882.9090909091 \tabularnewline
101 & 140344 & 154722.119047619 & -14378.1190476191 \tabularnewline
102 & 220516 & 228961.909090909 & -8445.90909090909 \tabularnewline
103 & 243060 & 228961.909090909 & 14098.0909090909 \tabularnewline
104 & 162765 & 154722.119047619 & 8042.88095238095 \tabularnewline
105 & 182613 & 154722.119047619 & 27890.8809523809 \tabularnewline
106 & 232138 & 228961.909090909 & 3176.09090909091 \tabularnewline
107 & 265318 & 321098.0625 & -55780.0625 \tabularnewline
108 & 85574 & 110514.952380952 & -24940.9523809524 \tabularnewline
109 & 310839 & 321098.0625 & -10259.0625 \tabularnewline
110 & 225060 & 228961.909090909 & -3901.90909090909 \tabularnewline
111 & 232317 & 228961.909090909 & 3355.09090909091 \tabularnewline
112 & 144966 & 110514.952380952 & 34451.0476190476 \tabularnewline
113 & 43287 & 60147 & -16860 \tabularnewline
114 & 155754 & 161644.47826087 & -5890.47826086957 \tabularnewline
115 & 164709 & 154722.119047619 & 9986.88095238095 \tabularnewline
116 & 201940 & 228961.909090909 & -27021.9090909091 \tabularnewline
117 & 235454 & 228961.909090909 & 6492.09090909091 \tabularnewline
118 & 220801 & 161644.47826087 & 59156.5217391304 \tabularnewline
119 & 99466 & 82620.2978723404 & 16845.7021276596 \tabularnewline
120 & 92661 & 110514.952380952 & -17853.9523809524 \tabularnewline
121 & 133328 & 110514.952380952 & 22813.0476190476 \tabularnewline
122 & 61361 & 82620.2978723404 & -21259.2978723404 \tabularnewline
123 & 125930 & 161644.47826087 & -35714.4782608696 \tabularnewline
124 & 100750 & 154722.119047619 & -53972.1190476191 \tabularnewline
125 & 224549 & 154722.119047619 & 69826.8809523809 \tabularnewline
126 & 82316 & 82620.2978723404 & -304.297872340423 \tabularnewline
127 & 102010 & 82620.2978723404 & 19389.7021276596 \tabularnewline
128 & 101523 & 154722.119047619 & -53199.1190476191 \tabularnewline
129 & 243511 & 228961.909090909 & 14549.0909090909 \tabularnewline
130 & 22938 & 19387.4 & 3550.6 \tabularnewline
131 & 41566 & 60147 & -18581 \tabularnewline
132 & 152474 & 154722.119047619 & -2248.11904761905 \tabularnewline
133 & 61857 & 39424.1333333333 & 22432.8666666667 \tabularnewline
134 & 99923 & 161644.47826087 & -61721.4782608696 \tabularnewline
135 & 132487 & 120189.714285714 & 12297.2857142857 \tabularnewline
136 & 317394 & 228961.909090909 & 88432.0909090909 \tabularnewline
137 & 21054 & 19387.4 & 1666.6 \tabularnewline
138 & 209641 & 161644.47826087 & 47996.5217391304 \tabularnewline
139 & 22648 & 60147 & -37499 \tabularnewline
140 & 31414 & 39424.1333333333 & -8010.13333333333 \tabularnewline
141 & 46698 & 60147 & -13449 \tabularnewline
142 & 131698 & 161644.47826087 & -29946.4782608696 \tabularnewline
143 & 91735 & 82620.2978723404 & 9114.70212765958 \tabularnewline
144 & 244749 & 228961.909090909 & 15787.0909090909 \tabularnewline
145 & 184510 & 154722.119047619 & 29787.8809523809 \tabularnewline
146 & 79863 & 110514.952380952 & -30651.9523809524 \tabularnewline
147 & 128423 & 123920.888888889 & 4502.11111111111 \tabularnewline
148 & 97839 & 82620.2978723404 & 15218.7021276596 \tabularnewline
149 & 38214 & 39424.1333333333 & -1210.13333333333 \tabularnewline
150 & 151101 & 120189.714285714 & 30911.2857142857 \tabularnewline
151 & 272458 & 228961.909090909 & 43496.0909090909 \tabularnewline
152 & 172494 & 123920.888888889 & 48573.1111111111 \tabularnewline
153 & 108043 & 110514.952380952 & -2471.95238095238 \tabularnewline
154 & 328107 & 321098.0625 & 7008.9375 \tabularnewline
155 & 250579 & 228961.909090909 & 21617.0909090909 \tabularnewline
156 & 351067 & 321098.0625 & 29968.9375 \tabularnewline
157 & 158015 & 123920.888888889 & 34094.1111111111 \tabularnewline
158 & 98866 & 82620.2978723404 & 16245.7021276596 \tabularnewline
159 & 85439 & 82620.2978723404 & 2818.70212765958 \tabularnewline
160 & 229242 & 228961.909090909 & 280.090909090912 \tabularnewline
161 & 351619 & 321098.0625 & 30520.9375 \tabularnewline
162 & 84207 & 123920.888888889 & -39713.8888888889 \tabularnewline
163 & 120445 & 110514.952380952 & 9930.04761904762 \tabularnewline
164 & 324598 & 321098.0625 & 3499.9375 \tabularnewline
165 & 131069 & 154722.119047619 & -23653.1190476191 \tabularnewline
166 & 204271 & 154722.119047619 & 49548.8809523809 \tabularnewline
167 & 165543 & 228961.909090909 & -63418.9090909091 \tabularnewline
168 & 141722 & 110514.952380952 & 31207.0476190476 \tabularnewline
169 & 116048 & 106213.625 & 9834.375 \tabularnewline
170 & 250047 & 161644.47826087 & 88402.5217391304 \tabularnewline
171 & 299775 & 321098.0625 & -21323.0625 \tabularnewline
172 & 195838 & 228961.909090909 & -33123.9090909091 \tabularnewline
173 & 173260 & 161644.47826087 & 11615.5217391304 \tabularnewline
174 & 254488 & 228961.909090909 & 25526.0909090909 \tabularnewline
175 & 104389 & 120189.714285714 & -15800.7142857143 \tabularnewline
176 & 136084 & 110514.952380952 & 25569.0476190476 \tabularnewline
177 & 199476 & 228961.909090909 & -29485.9090909091 \tabularnewline
178 & 92499 & 82620.2978723404 & 9878.70212765958 \tabularnewline
179 & 224330 & 228961.909090909 & -4631.90909090909 \tabularnewline
180 & 135781 & 110514.952380952 & 25266.0476190476 \tabularnewline
181 & 74408 & 110514.952380952 & -36106.9523809524 \tabularnewline
182 & 81240 & 110514.952380952 & -29274.9523809524 \tabularnewline
183 & 14688 & 19387.4 & -4699.4 \tabularnewline
184 & 181633 & 161644.47826087 & 19988.5217391304 \tabularnewline
185 & 271856 & 228961.909090909 & 42894.0909090909 \tabularnewline
186 & 7199 & 19387.4 & -12188.4 \tabularnewline
187 & 46660 & 39424.1333333333 & 7235.86666666667 \tabularnewline
188 & 17547 & 19387.4 & -1840.4 \tabularnewline
189 & 133368 & 161644.47826087 & -28276.4782608696 \tabularnewline
190 & 95227 & 82620.2978723404 & 12606.7021276596 \tabularnewline
191 & 152601 & 110514.952380952 & 42086.0476190476 \tabularnewline
192 & 98146 & 82620.2978723404 & 15525.7021276596 \tabularnewline
193 & 79619 & 110514.952380952 & -30895.9523809524 \tabularnewline
194 & 59194 & 120189.714285714 & -60995.7142857143 \tabularnewline
195 & 139942 & 154722.119047619 & -14780.1190476191 \tabularnewline
196 & 118612 & 110514.952380952 & 8097.04761904762 \tabularnewline
197 & 72880 & 82620.2978723404 & -9740.29787234042 \tabularnewline
198 & 65475 & 60147 & 5328 \tabularnewline
199 & 99643 & 110514.952380952 & -10871.9523809524 \tabularnewline
200 & 71965 & 60147 & 11818 \tabularnewline
201 & 77272 & 60147 & 17125 \tabularnewline
202 & 49289 & 39424.1333333333 & 9864.86666666667 \tabularnewline
203 & 135131 & 120189.714285714 & 14941.2857142857 \tabularnewline
204 & 108446 & 120189.714285714 & -11743.7142857143 \tabularnewline
205 & 89746 & 110514.952380952 & -20768.9523809524 \tabularnewline
206 & 44296 & 39424.1333333333 & 4871.86666666667 \tabularnewline
207 & 77648 & 82620.2978723404 & -4972.29787234042 \tabularnewline
208 & 181528 & 154722.119047619 & 26805.8809523809 \tabularnewline
209 & 134019 & 110514.952380952 & 23504.0476190476 \tabularnewline
210 & 124064 & 123920.888888889 & 143.111111111109 \tabularnewline
211 & 92630 & 82620.2978723404 & 10009.7021276596 \tabularnewline
212 & 121848 & 110514.952380952 & 11333.0476190476 \tabularnewline
213 & 52915 & 60147 & -7232 \tabularnewline
214 & 81872 & 60147 & 21725 \tabularnewline
215 & 58981 & 82620.2978723404 & -23639.2978723404 \tabularnewline
216 & 53515 & 60147 & -6632 \tabularnewline
217 & 60812 & 82620.2978723404 & -21808.2978723404 \tabularnewline
218 & 56375 & 60147 & -3772 \tabularnewline
219 & 65490 & 60147 & 5343 \tabularnewline
220 & 80949 & 60147 & 20802 \tabularnewline
221 & 76302 & 82620.2978723404 & -6318.29787234042 \tabularnewline
222 & 104011 & 154722.119047619 & -50711.1190476191 \tabularnewline
223 & 98104 & 161644.47826087 & -63540.4782608696 \tabularnewline
224 & 67989 & 60147 & 7842 \tabularnewline
225 & 30989 & 19387.4 & 11601.6 \tabularnewline
226 & 135458 & 161644.47826087 & -26186.4782608696 \tabularnewline
227 & 73504 & 60147 & 13357 \tabularnewline
228 & 63123 & 82620.2978723404 & -19497.2978723404 \tabularnewline
229 & 61254 & 82620.2978723404 & -21366.2978723404 \tabularnewline
230 & 74914 & 154722.119047619 & -79808.1190476191 \tabularnewline
231 & 31774 & 60147 & -28373 \tabularnewline
232 & 81437 & 82620.2978723404 & -1183.29787234042 \tabularnewline
233 & 87186 & 110514.952380952 & -23328.9523809524 \tabularnewline
234 & 50090 & 60147 & -10057 \tabularnewline
235 & 65745 & 82620.2978723404 & -16875.2978723404 \tabularnewline
236 & 56653 & 60147 & -3494 \tabularnewline
237 & 158399 & 154722.119047619 & 3676.88095238095 \tabularnewline
238 & 46455 & 60147 & -13692 \tabularnewline
239 & 73624 & 82620.2978723404 & -8996.29787234042 \tabularnewline
240 & 38395 & 60147 & -21752 \tabularnewline
241 & 91899 & 82620.2978723404 & 9278.70212765958 \tabularnewline
242 & 139526 & 161644.47826087 & -22118.4782608696 \tabularnewline
243 & 52164 & 60147 & -7983 \tabularnewline
244 & 51567 & 60147 & -8580 \tabularnewline
245 & 70551 & 82620.2978723404 & -12069.2978723404 \tabularnewline
246 & 84856 & 82620.2978723404 & 2235.70212765958 \tabularnewline
247 & 102538 & 161644.47826087 & -59106.4782608696 \tabularnewline
248 & 86678 & 60147 & 26531 \tabularnewline
249 & 85709 & 82620.2978723404 & 3088.70212765958 \tabularnewline
250 & 34662 & 39424.1333333333 & -4762.13333333333 \tabularnewline
251 & 150580 & 120189.714285714 & 30390.2857142857 \tabularnewline
252 & 99611 & 106213.625 & -6602.625 \tabularnewline
253 & 19349 & 19387.4 & -38.4000000000015 \tabularnewline
254 & 99373 & 82620.2978723404 & 16752.7021276596 \tabularnewline
255 & 86230 & 82620.2978723404 & 3609.70212765958 \tabularnewline
256 & 30837 & 39424.1333333333 & -8587.13333333333 \tabularnewline
257 & 31706 & 39424.1333333333 & -7718.13333333333 \tabularnewline
258 & 89806 & 82620.2978723404 & 7185.70212765958 \tabularnewline
259 & 62088 & 60147 & 1941 \tabularnewline
260 & 40151 & 39424.1333333333 & 726.866666666669 \tabularnewline
261 & 27634 & 39424.1333333333 & -11790.1333333333 \tabularnewline
262 & 76990 & 106213.625 & -29223.625 \tabularnewline
263 & 37460 & 39424.1333333333 & -1964.13333333333 \tabularnewline
264 & 54157 & 60147 & -5990 \tabularnewline
265 & 49862 & 60147 & -10285 \tabularnewline
266 & 84337 & 82620.2978723404 & 1716.70212765958 \tabularnewline
267 & 64175 & 82620.2978723404 & -18445.2978723404 \tabularnewline
268 & 59382 & 60147 & -765 \tabularnewline
269 & 119308 & 60147 & 59161 \tabularnewline
270 & 76702 & 82620.2978723404 & -5918.29787234042 \tabularnewline
271 & 103425 & 110514.952380952 & -7089.95238095238 \tabularnewline
272 & 70344 & 60147 & 10197 \tabularnewline
273 & 43410 & 60147 & -16737 \tabularnewline
274 & 104838 & 106213.625 & -1375.625 \tabularnewline
275 & 62215 & 60147 & 2068 \tabularnewline
276 & 69304 & 82620.2978723404 & -13316.2978723404 \tabularnewline
277 & 53117 & 60147 & -7030 \tabularnewline
278 & 19764 & 19387.4 & 376.599999999999 \tabularnewline
279 & 86680 & 82620.2978723404 & 4059.70212765958 \tabularnewline
280 & 84105 & 60147 & 23958 \tabularnewline
281 & 77945 & 82620.2978723404 & -4675.29787234042 \tabularnewline
282 & 89113 & 82620.2978723404 & 6492.70212765958 \tabularnewline
283 & 91005 & 82620.2978723404 & 8384.70212765958 \tabularnewline
284 & 40248 & 39424.1333333333 & 823.866666666669 \tabularnewline
285 & 64187 & 60147 & 4040 \tabularnewline
286 & 50857 & 82620.2978723404 & -31763.2978723404 \tabularnewline
287 & 56613 & 82620.2978723404 & -26007.2978723404 \tabularnewline
288 & 62792 & 60147 & 2645 \tabularnewline
289 & 72535 & 82620.2978723404 & -10085.2978723404 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=158450&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]154722.119047619[/C][C]56184.8809523809[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]123920.888888889[/C][C]-2938.88888888889[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]154722.119047619[/C][C]21785.8809523809[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]228961.909090909[/C][C]-49640.9090909091[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]106213.625[/C][C]16971.375[/C][/ROW]
[ROW][C]6[/C][C]52746[/C][C]39424.1333333333[/C][C]13321.8666666667[/C][/ROW]
[ROW][C]7[/C][C]385534[/C][C]321098.0625[/C][C]64435.9375[/C][/ROW]
[ROW][C]8[/C][C]33170[/C][C]19387.4[/C][C]13782.6[/C][/ROW]
[ROW][C]9[/C][C]101645[/C][C]82620.2978723404[/C][C]19024.7021276596[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]154722.119047619[/C][C]-5661.11904761905[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]154722.119047619[/C][C]10723.8809523809[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]228961.909090909[/C][C]8251.09090909091[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]154722.119047619[/C][C]18603.8809523809[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]154722.119047619[/C][C]-21591.1190476191[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]228961.909090909[/C][C]29911.0909090909[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]154722.119047619[/C][C]25360.8809523809[/C][/ROW]
[ROW][C]17[/C][C]324799[/C][C]321098.0625[/C][C]3700.9375[/C][/ROW]
[ROW][C]18[/C][C]230964[/C][C]228961.909090909[/C][C]2002.09090909091[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]161644.47826087[/C][C]75140.5217391304[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]106213.625[/C][C]29259.375[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]228961.909090909[/C][C]-26036.9090909091[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]228961.909090909[/C][C]-13814.9090909091[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]228961.909090909[/C][C]115335.090909091[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]154722.119047619[/C][C]-787.119047619053[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]154722.119047619[/C][C]-21779.1190476191[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]228961.909090909[/C][C]-54237.9090909091[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]228961.909090909[/C][C]-54546.9090909091[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]228961.909090909[/C][C]-3413.90909090909[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]228961.909090909[/C][C]-5329.90909090909[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]154722.119047619[/C][C]-29905.1190476191[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]228961.909090909[/C][C]-7263.90909090909[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]228961.909090909[/C][C]-18194.9090909091[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]154722.119047619[/C][C]15543.8809523809[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]228961.909090909[/C][C]31599.0909090909[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]123920.888888889[/C][C]-39067.8888888889[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]228961.909090909[/C][C]65462.0909090909[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]82620.2978723404[/C][C]18390.7021276596[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]228961.909090909[/C][C]-13320.9090909091[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]228961.909090909[/C][C]96145.0909090909[/C][/ROW]
[ROW][C]40[/C][C]7176[/C][C]19387.4[/C][C]-12211.4[/C][/ROW]
[ROW][C]41[/C][C]167542[/C][C]154722.119047619[/C][C]12819.8809523809[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]82620.2978723404[/C][C]23787.7021276596[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]161644.47826087[/C][C]-65084.4782608696[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]228961.909090909[/C][C]36807.0909090909[/C][/ROW]
[ROW][C]45[/C][C]269651[/C][C]321098.0625[/C][C]-51447.0625[/C][/ROW]
[ROW][C]46[/C][C]149112[/C][C]154722.119047619[/C][C]-5610.11904761905[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]161644.47826087[/C][C]14179.5217391304[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]154722.119047619[/C][C]-1851.11904761905[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]123920.888888889[/C][C]-12255.8888888889[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]161644.47826087[/C][C]-45236.4782608696[/C][/ROW]
[ROW][C]51[/C][C]362301[/C][C]321098.0625[/C][C]41202.9375[/C][/ROW]
[ROW][C]52[/C][C]78800[/C][C]82620.2978723404[/C][C]-3820.29787234042[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]228961.909090909[/C][C]-45794.9090909091[/C][/ROW]
[ROW][C]54[/C][C]277965[/C][C]321098.0625[/C][C]-43133.0625[/C][/ROW]
[ROW][C]55[/C][C]150629[/C][C]228961.909090909[/C][C]-78332.9090909091[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]154722.119047619[/C][C]14086.8809523809[/C][/ROW]
[ROW][C]57[/C][C]24188[/C][C]39424.1333333333[/C][C]-15236.1333333333[/C][/ROW]
[ROW][C]58[/C][C]329267[/C][C]228961.909090909[/C][C]100305.090909091[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]60147[/C][C]4882[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]82620.2978723404[/C][C]18476.7021276596[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]228961.909090909[/C][C]-10015.9090909091[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]228961.909090909[/C][C]15090.0909090909[/C][/ROW]
[ROW][C]63[/C][C]341570[/C][C]321098.0625[/C][C]20471.9375[/C][/ROW]
[ROW][C]64[/C][C]103597[/C][C]82620.2978723404[/C][C]20976.7021276596[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]228961.909090909[/C][C]4366.09090909091[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]228961.909090909[/C][C]27500.0909090909[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]228961.909090909[/C][C]-22800.9090909091[/C][/ROW]
[ROW][C]68[/C][C]311473[/C][C]321098.0625[/C][C]-9625.0625[/C][/ROW]
[ROW][C]69[/C][C]235800[/C][C]161644.47826087[/C][C]74155.5217391304[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]161644.47826087[/C][C]16294.5217391304[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]228961.909090909[/C][C]-21785.9090909091[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]154722.119047619[/C][C]41830.8809523809[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]154722.119047619[/C][C]19461.8809523809[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]154722.119047619[/C][C]-11476.1190476191[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]228961.909090909[/C][C]-41402.9090909091[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]228961.909090909[/C][C]-41280.9090909091[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]154722.119047619[/C][C]-35706.1190476191[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]228961.909090909[/C][C]-46769.9090909091[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]82620.2978723404[/C][C]-9054.29787234042[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]228961.909090909[/C][C]-33982.9090909091[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]154722.119047619[/C][C]12765.8809523809[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]154722.119047619[/C][C]-10966.1190476191[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]228961.909090909[/C][C]46579.0909090909[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]228961.909090909[/C][C]14237.0909090909[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]154722.119047619[/C][C]28276.8809523809[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]154722.119047619[/C][C]-19073.1190476191[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]154722.119047619[/C][C]-2423.11904761905[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]154722.119047619[/C][C]-34501.1190476191[/C][/ROW]
[ROW][C]89[/C][C]346485[/C][C]321098.0625[/C][C]25386.9375[/C][/ROW]
[ROW][C]90[/C][C]145790[/C][C]154722.119047619[/C][C]-8932.11904761905[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]161644.47826087[/C][C]31694.5217391304[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]106213.625[/C][C]-25260.625[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]161644.47826087[/C][C]-38870.4782608696[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]123920.888888889[/C][C]6664.11111111111[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]106213.625[/C][C]6397.375[/C][/ROW]
[ROW][C]96[/C][C]286468[/C][C]321098.0625[/C][C]-34630.0625[/C][/ROW]
[ROW][C]97[/C][C]241066[/C][C]228961.909090909[/C][C]12104.0909090909[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]228961.909090909[/C][C]-80515.9090909091[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]161644.47826087[/C][C]43068.5217391304[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]228961.909090909[/C][C]-46882.9090909091[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]154722.119047619[/C][C]-14378.1190476191[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]228961.909090909[/C][C]-8445.90909090909[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]228961.909090909[/C][C]14098.0909090909[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]154722.119047619[/C][C]8042.88095238095[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]154722.119047619[/C][C]27890.8809523809[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]228961.909090909[/C][C]3176.09090909091[/C][/ROW]
[ROW][C]107[/C][C]265318[/C][C]321098.0625[/C][C]-55780.0625[/C][/ROW]
[ROW][C]108[/C][C]85574[/C][C]110514.952380952[/C][C]-24940.9523809524[/C][/ROW]
[ROW][C]109[/C][C]310839[/C][C]321098.0625[/C][C]-10259.0625[/C][/ROW]
[ROW][C]110[/C][C]225060[/C][C]228961.909090909[/C][C]-3901.90909090909[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]228961.909090909[/C][C]3355.09090909091[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]110514.952380952[/C][C]34451.0476190476[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]60147[/C][C]-16860[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]161644.47826087[/C][C]-5890.47826086957[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]154722.119047619[/C][C]9986.88095238095[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]228961.909090909[/C][C]-27021.9090909091[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]228961.909090909[/C][C]6492.09090909091[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]161644.47826087[/C][C]59156.5217391304[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]82620.2978723404[/C][C]16845.7021276596[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]110514.952380952[/C][C]-17853.9523809524[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]110514.952380952[/C][C]22813.0476190476[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]82620.2978723404[/C][C]-21259.2978723404[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]161644.47826087[/C][C]-35714.4782608696[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]154722.119047619[/C][C]-53972.1190476191[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]154722.119047619[/C][C]69826.8809523809[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]82620.2978723404[/C][C]-304.297872340423[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]82620.2978723404[/C][C]19389.7021276596[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]154722.119047619[/C][C]-53199.1190476191[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]228961.909090909[/C][C]14549.0909090909[/C][/ROW]
[ROW][C]130[/C][C]22938[/C][C]19387.4[/C][C]3550.6[/C][/ROW]
[ROW][C]131[/C][C]41566[/C][C]60147[/C][C]-18581[/C][/ROW]
[ROW][C]132[/C][C]152474[/C][C]154722.119047619[/C][C]-2248.11904761905[/C][/ROW]
[ROW][C]133[/C][C]61857[/C][C]39424.1333333333[/C][C]22432.8666666667[/C][/ROW]
[ROW][C]134[/C][C]99923[/C][C]161644.47826087[/C][C]-61721.4782608696[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]120189.714285714[/C][C]12297.2857142857[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]228961.909090909[/C][C]88432.0909090909[/C][/ROW]
[ROW][C]137[/C][C]21054[/C][C]19387.4[/C][C]1666.6[/C][/ROW]
[ROW][C]138[/C][C]209641[/C][C]161644.47826087[/C][C]47996.5217391304[/C][/ROW]
[ROW][C]139[/C][C]22648[/C][C]60147[/C][C]-37499[/C][/ROW]
[ROW][C]140[/C][C]31414[/C][C]39424.1333333333[/C][C]-8010.13333333333[/C][/ROW]
[ROW][C]141[/C][C]46698[/C][C]60147[/C][C]-13449[/C][/ROW]
[ROW][C]142[/C][C]131698[/C][C]161644.47826087[/C][C]-29946.4782608696[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]82620.2978723404[/C][C]9114.70212765958[/C][/ROW]
[ROW][C]144[/C][C]244749[/C][C]228961.909090909[/C][C]15787.0909090909[/C][/ROW]
[ROW][C]145[/C][C]184510[/C][C]154722.119047619[/C][C]29787.8809523809[/C][/ROW]
[ROW][C]146[/C][C]79863[/C][C]110514.952380952[/C][C]-30651.9523809524[/C][/ROW]
[ROW][C]147[/C][C]128423[/C][C]123920.888888889[/C][C]4502.11111111111[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]82620.2978723404[/C][C]15218.7021276596[/C][/ROW]
[ROW][C]149[/C][C]38214[/C][C]39424.1333333333[/C][C]-1210.13333333333[/C][/ROW]
[ROW][C]150[/C][C]151101[/C][C]120189.714285714[/C][C]30911.2857142857[/C][/ROW]
[ROW][C]151[/C][C]272458[/C][C]228961.909090909[/C][C]43496.0909090909[/C][/ROW]
[ROW][C]152[/C][C]172494[/C][C]123920.888888889[/C][C]48573.1111111111[/C][/ROW]
[ROW][C]153[/C][C]108043[/C][C]110514.952380952[/C][C]-2471.95238095238[/C][/ROW]
[ROW][C]154[/C][C]328107[/C][C]321098.0625[/C][C]7008.9375[/C][/ROW]
[ROW][C]155[/C][C]250579[/C][C]228961.909090909[/C][C]21617.0909090909[/C][/ROW]
[ROW][C]156[/C][C]351067[/C][C]321098.0625[/C][C]29968.9375[/C][/ROW]
[ROW][C]157[/C][C]158015[/C][C]123920.888888889[/C][C]34094.1111111111[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]82620.2978723404[/C][C]16245.7021276596[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]82620.2978723404[/C][C]2818.70212765958[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]228961.909090909[/C][C]280.090909090912[/C][/ROW]
[ROW][C]161[/C][C]351619[/C][C]321098.0625[/C][C]30520.9375[/C][/ROW]
[ROW][C]162[/C][C]84207[/C][C]123920.888888889[/C][C]-39713.8888888889[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]110514.952380952[/C][C]9930.04761904762[/C][/ROW]
[ROW][C]164[/C][C]324598[/C][C]321098.0625[/C][C]3499.9375[/C][/ROW]
[ROW][C]165[/C][C]131069[/C][C]154722.119047619[/C][C]-23653.1190476191[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]154722.119047619[/C][C]49548.8809523809[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]228961.909090909[/C][C]-63418.9090909091[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]110514.952380952[/C][C]31207.0476190476[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]106213.625[/C][C]9834.375[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]161644.47826087[/C][C]88402.5217391304[/C][/ROW]
[ROW][C]171[/C][C]299775[/C][C]321098.0625[/C][C]-21323.0625[/C][/ROW]
[ROW][C]172[/C][C]195838[/C][C]228961.909090909[/C][C]-33123.9090909091[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]161644.47826087[/C][C]11615.5217391304[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]228961.909090909[/C][C]25526.0909090909[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]120189.714285714[/C][C]-15800.7142857143[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]110514.952380952[/C][C]25569.0476190476[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]228961.909090909[/C][C]-29485.9090909091[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]82620.2978723404[/C][C]9878.70212765958[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]228961.909090909[/C][C]-4631.90909090909[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]110514.952380952[/C][C]25266.0476190476[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]110514.952380952[/C][C]-36106.9523809524[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]110514.952380952[/C][C]-29274.9523809524[/C][/ROW]
[ROW][C]183[/C][C]14688[/C][C]19387.4[/C][C]-4699.4[/C][/ROW]
[ROW][C]184[/C][C]181633[/C][C]161644.47826087[/C][C]19988.5217391304[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]228961.909090909[/C][C]42894.0909090909[/C][/ROW]
[ROW][C]186[/C][C]7199[/C][C]19387.4[/C][C]-12188.4[/C][/ROW]
[ROW][C]187[/C][C]46660[/C][C]39424.1333333333[/C][C]7235.86666666667[/C][/ROW]
[ROW][C]188[/C][C]17547[/C][C]19387.4[/C][C]-1840.4[/C][/ROW]
[ROW][C]189[/C][C]133368[/C][C]161644.47826087[/C][C]-28276.4782608696[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]82620.2978723404[/C][C]12606.7021276596[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]110514.952380952[/C][C]42086.0476190476[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]82620.2978723404[/C][C]15525.7021276596[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]110514.952380952[/C][C]-30895.9523809524[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]120189.714285714[/C][C]-60995.7142857143[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]154722.119047619[/C][C]-14780.1190476191[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]110514.952380952[/C][C]8097.04761904762[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]82620.2978723404[/C][C]-9740.29787234042[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]60147[/C][C]5328[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]110514.952380952[/C][C]-10871.9523809524[/C][/ROW]
[ROW][C]200[/C][C]71965[/C][C]60147[/C][C]11818[/C][/ROW]
[ROW][C]201[/C][C]77272[/C][C]60147[/C][C]17125[/C][/ROW]
[ROW][C]202[/C][C]49289[/C][C]39424.1333333333[/C][C]9864.86666666667[/C][/ROW]
[ROW][C]203[/C][C]135131[/C][C]120189.714285714[/C][C]14941.2857142857[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]120189.714285714[/C][C]-11743.7142857143[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]110514.952380952[/C][C]-20768.9523809524[/C][/ROW]
[ROW][C]206[/C][C]44296[/C][C]39424.1333333333[/C][C]4871.86666666667[/C][/ROW]
[ROW][C]207[/C][C]77648[/C][C]82620.2978723404[/C][C]-4972.29787234042[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]154722.119047619[/C][C]26805.8809523809[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]110514.952380952[/C][C]23504.0476190476[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]123920.888888889[/C][C]143.111111111109[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]82620.2978723404[/C][C]10009.7021276596[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]110514.952380952[/C][C]11333.0476190476[/C][/ROW]
[ROW][C]213[/C][C]52915[/C][C]60147[/C][C]-7232[/C][/ROW]
[ROW][C]214[/C][C]81872[/C][C]60147[/C][C]21725[/C][/ROW]
[ROW][C]215[/C][C]58981[/C][C]82620.2978723404[/C][C]-23639.2978723404[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]60147[/C][C]-6632[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]82620.2978723404[/C][C]-21808.2978723404[/C][/ROW]
[ROW][C]218[/C][C]56375[/C][C]60147[/C][C]-3772[/C][/ROW]
[ROW][C]219[/C][C]65490[/C][C]60147[/C][C]5343[/C][/ROW]
[ROW][C]220[/C][C]80949[/C][C]60147[/C][C]20802[/C][/ROW]
[ROW][C]221[/C][C]76302[/C][C]82620.2978723404[/C][C]-6318.29787234042[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]154722.119047619[/C][C]-50711.1190476191[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]161644.47826087[/C][C]-63540.4782608696[/C][/ROW]
[ROW][C]224[/C][C]67989[/C][C]60147[/C][C]7842[/C][/ROW]
[ROW][C]225[/C][C]30989[/C][C]19387.4[/C][C]11601.6[/C][/ROW]
[ROW][C]226[/C][C]135458[/C][C]161644.47826087[/C][C]-26186.4782608696[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]60147[/C][C]13357[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]82620.2978723404[/C][C]-19497.2978723404[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]82620.2978723404[/C][C]-21366.2978723404[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]154722.119047619[/C][C]-79808.1190476191[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]60147[/C][C]-28373[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]82620.2978723404[/C][C]-1183.29787234042[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]110514.952380952[/C][C]-23328.9523809524[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]60147[/C][C]-10057[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]82620.2978723404[/C][C]-16875.2978723404[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]60147[/C][C]-3494[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]154722.119047619[/C][C]3676.88095238095[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]60147[/C][C]-13692[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]82620.2978723404[/C][C]-8996.29787234042[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]60147[/C][C]-21752[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]82620.2978723404[/C][C]9278.70212765958[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]161644.47826087[/C][C]-22118.4782608696[/C][/ROW]
[ROW][C]243[/C][C]52164[/C][C]60147[/C][C]-7983[/C][/ROW]
[ROW][C]244[/C][C]51567[/C][C]60147[/C][C]-8580[/C][/ROW]
[ROW][C]245[/C][C]70551[/C][C]82620.2978723404[/C][C]-12069.2978723404[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]82620.2978723404[/C][C]2235.70212765958[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]161644.47826087[/C][C]-59106.4782608696[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]60147[/C][C]26531[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]82620.2978723404[/C][C]3088.70212765958[/C][/ROW]
[ROW][C]250[/C][C]34662[/C][C]39424.1333333333[/C][C]-4762.13333333333[/C][/ROW]
[ROW][C]251[/C][C]150580[/C][C]120189.714285714[/C][C]30390.2857142857[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]106213.625[/C][C]-6602.625[/C][/ROW]
[ROW][C]253[/C][C]19349[/C][C]19387.4[/C][C]-38.4000000000015[/C][/ROW]
[ROW][C]254[/C][C]99373[/C][C]82620.2978723404[/C][C]16752.7021276596[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]82620.2978723404[/C][C]3609.70212765958[/C][/ROW]
[ROW][C]256[/C][C]30837[/C][C]39424.1333333333[/C][C]-8587.13333333333[/C][/ROW]
[ROW][C]257[/C][C]31706[/C][C]39424.1333333333[/C][C]-7718.13333333333[/C][/ROW]
[ROW][C]258[/C][C]89806[/C][C]82620.2978723404[/C][C]7185.70212765958[/C][/ROW]
[ROW][C]259[/C][C]62088[/C][C]60147[/C][C]1941[/C][/ROW]
[ROW][C]260[/C][C]40151[/C][C]39424.1333333333[/C][C]726.866666666669[/C][/ROW]
[ROW][C]261[/C][C]27634[/C][C]39424.1333333333[/C][C]-11790.1333333333[/C][/ROW]
[ROW][C]262[/C][C]76990[/C][C]106213.625[/C][C]-29223.625[/C][/ROW]
[ROW][C]263[/C][C]37460[/C][C]39424.1333333333[/C][C]-1964.13333333333[/C][/ROW]
[ROW][C]264[/C][C]54157[/C][C]60147[/C][C]-5990[/C][/ROW]
[ROW][C]265[/C][C]49862[/C][C]60147[/C][C]-10285[/C][/ROW]
[ROW][C]266[/C][C]84337[/C][C]82620.2978723404[/C][C]1716.70212765958[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]82620.2978723404[/C][C]-18445.2978723404[/C][/ROW]
[ROW][C]268[/C][C]59382[/C][C]60147[/C][C]-765[/C][/ROW]
[ROW][C]269[/C][C]119308[/C][C]60147[/C][C]59161[/C][/ROW]
[ROW][C]270[/C][C]76702[/C][C]82620.2978723404[/C][C]-5918.29787234042[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]110514.952380952[/C][C]-7089.95238095238[/C][/ROW]
[ROW][C]272[/C][C]70344[/C][C]60147[/C][C]10197[/C][/ROW]
[ROW][C]273[/C][C]43410[/C][C]60147[/C][C]-16737[/C][/ROW]
[ROW][C]274[/C][C]104838[/C][C]106213.625[/C][C]-1375.625[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]60147[/C][C]2068[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]82620.2978723404[/C][C]-13316.2978723404[/C][/ROW]
[ROW][C]277[/C][C]53117[/C][C]60147[/C][C]-7030[/C][/ROW]
[ROW][C]278[/C][C]19764[/C][C]19387.4[/C][C]376.599999999999[/C][/ROW]
[ROW][C]279[/C][C]86680[/C][C]82620.2978723404[/C][C]4059.70212765958[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]60147[/C][C]23958[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]82620.2978723404[/C][C]-4675.29787234042[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]82620.2978723404[/C][C]6492.70212765958[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]82620.2978723404[/C][C]8384.70212765958[/C][/ROW]
[ROW][C]284[/C][C]40248[/C][C]39424.1333333333[/C][C]823.866666666669[/C][/ROW]
[ROW][C]285[/C][C]64187[/C][C]60147[/C][C]4040[/C][/ROW]
[ROW][C]286[/C][C]50857[/C][C]82620.2978723404[/C][C]-31763.2978723404[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]82620.2978723404[/C][C]-26007.2978723404[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]60147[/C][C]2645[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]82620.2978723404[/C][C]-10085.2978723404[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=158450&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=158450&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	154722.119047619	56184.8809523809
2	120982	123920.888888889	-2938.88888888889
3	176508	154722.119047619	21785.8809523809
4	179321	228961.909090909	-49640.9090909091
5	123185	106213.625	16971.375
6	52746	39424.1333333333	13321.8666666667
7	385534	321098.0625	64435.9375
8	33170	19387.4	13782.6
9	101645	82620.2978723404	19024.7021276596
10	149061	154722.119047619	-5661.11904761905
11	165446	154722.119047619	10723.8809523809
12	237213	228961.909090909	8251.09090909091
13	173326	154722.119047619	18603.8809523809
14	133131	154722.119047619	-21591.1190476191
15	258873	228961.909090909	29911.0909090909
16	180083	154722.119047619	25360.8809523809
17	324799	321098.0625	3700.9375
18	230964	228961.909090909	2002.09090909091
19	236785	161644.47826087	75140.5217391304
20	135473	106213.625	29259.375
21	202925	228961.909090909	-26036.9090909091
22	215147	228961.909090909	-13814.9090909091
23	344297	228961.909090909	115335.090909091
24	153935	154722.119047619	-787.119047619053
25	132943	154722.119047619	-21779.1190476191
26	174724	228961.909090909	-54237.9090909091
27	174415	228961.909090909	-54546.9090909091
28	225548	228961.909090909	-3413.90909090909
29	223632	228961.909090909	-5329.90909090909
30	124817	154722.119047619	-29905.1190476191
31	221698	228961.909090909	-7263.90909090909
32	210767	228961.909090909	-18194.9090909091
33	170266	154722.119047619	15543.8809523809
34	260561	228961.909090909	31599.0909090909
35	84853	123920.888888889	-39067.8888888889
36	294424	228961.909090909	65462.0909090909
37	101011	82620.2978723404	18390.7021276596
38	215641	228961.909090909	-13320.9090909091
39	325107	228961.909090909	96145.0909090909
40	7176	19387.4	-12211.4
41	167542	154722.119047619	12819.8809523809
42	106408	82620.2978723404	23787.7021276596
43	96560	161644.47826087	-65084.4782608696
44	265769	228961.909090909	36807.0909090909
45	269651	321098.0625	-51447.0625
46	149112	154722.119047619	-5610.11904761905
47	175824	161644.47826087	14179.5217391304
48	152871	154722.119047619	-1851.11904761905
49	111665	123920.888888889	-12255.8888888889
50	116408	161644.47826087	-45236.4782608696
51	362301	321098.0625	41202.9375
52	78800	82620.2978723404	-3820.29787234042
53	183167	228961.909090909	-45794.9090909091
54	277965	321098.0625	-43133.0625
55	150629	228961.909090909	-78332.9090909091
56	168809	154722.119047619	14086.8809523809
57	24188	39424.1333333333	-15236.1333333333
58	329267	228961.909090909	100305.090909091
59	65029	60147	4882
60	101097	82620.2978723404	18476.7021276596
61	218946	228961.909090909	-10015.9090909091
62	244052	228961.909090909	15090.0909090909
63	341570	321098.0625	20471.9375
64	103597	82620.2978723404	20976.7021276596
65	233328	228961.909090909	4366.09090909091
66	256462	228961.909090909	27500.0909090909
67	206161	228961.909090909	-22800.9090909091
68	311473	321098.0625	-9625.0625
69	235800	161644.47826087	74155.5217391304
70	177939	161644.47826087	16294.5217391304
71	207176	228961.909090909	-21785.9090909091
72	196553	154722.119047619	41830.8809523809
73	174184	154722.119047619	19461.8809523809
74	143246	154722.119047619	-11476.1190476191
75	187559	228961.909090909	-41402.9090909091
76	187681	228961.909090909	-41280.9090909091
77	119016	154722.119047619	-35706.1190476191
78	182192	228961.909090909	-46769.9090909091
79	73566	82620.2978723404	-9054.29787234042
80	194979	228961.909090909	-33982.9090909091
81	167488	154722.119047619	12765.8809523809
82	143756	154722.119047619	-10966.1190476191
83	275541	228961.909090909	46579.0909090909
84	243199	228961.909090909	14237.0909090909
85	182999	154722.119047619	28276.8809523809
86	135649	154722.119047619	-19073.1190476191
87	152299	154722.119047619	-2423.11904761905
88	120221	154722.119047619	-34501.1190476191
89	346485	321098.0625	25386.9375
90	145790	154722.119047619	-8932.11904761905
91	193339	161644.47826087	31694.5217391304
92	80953	106213.625	-25260.625
93	122774	161644.47826087	-38870.4782608696
94	130585	123920.888888889	6664.11111111111
95	112611	106213.625	6397.375
96	286468	321098.0625	-34630.0625
97	241066	228961.909090909	12104.0909090909
98	148446	228961.909090909	-80515.9090909091
99	204713	161644.47826087	43068.5217391304
100	182079	228961.909090909	-46882.9090909091
101	140344	154722.119047619	-14378.1190476191
102	220516	228961.909090909	-8445.90909090909
103	243060	228961.909090909	14098.0909090909
104	162765	154722.119047619	8042.88095238095
105	182613	154722.119047619	27890.8809523809
106	232138	228961.909090909	3176.09090909091
107	265318	321098.0625	-55780.0625
108	85574	110514.952380952	-24940.9523809524
109	310839	321098.0625	-10259.0625
110	225060	228961.909090909	-3901.90909090909
111	232317	228961.909090909	3355.09090909091
112	144966	110514.952380952	34451.0476190476
113	43287	60147	-16860
114	155754	161644.47826087	-5890.47826086957
115	164709	154722.119047619	9986.88095238095
116	201940	228961.909090909	-27021.9090909091
117	235454	228961.909090909	6492.09090909091
118	220801	161644.47826087	59156.5217391304
119	99466	82620.2978723404	16845.7021276596
120	92661	110514.952380952	-17853.9523809524
121	133328	110514.952380952	22813.0476190476
122	61361	82620.2978723404	-21259.2978723404
123	125930	161644.47826087	-35714.4782608696
124	100750	154722.119047619	-53972.1190476191
125	224549	154722.119047619	69826.8809523809
126	82316	82620.2978723404	-304.297872340423
127	102010	82620.2978723404	19389.7021276596
128	101523	154722.119047619	-53199.1190476191
129	243511	228961.909090909	14549.0909090909
130	22938	19387.4	3550.6
131	41566	60147	-18581
132	152474	154722.119047619	-2248.11904761905
133	61857	39424.1333333333	22432.8666666667
134	99923	161644.47826087	-61721.4782608696
135	132487	120189.714285714	12297.2857142857
136	317394	228961.909090909	88432.0909090909
137	21054	19387.4	1666.6
138	209641	161644.47826087	47996.5217391304
139	22648	60147	-37499
140	31414	39424.1333333333	-8010.13333333333
141	46698	60147	-13449
142	131698	161644.47826087	-29946.4782608696
143	91735	82620.2978723404	9114.70212765958
144	244749	228961.909090909	15787.0909090909
145	184510	154722.119047619	29787.8809523809
146	79863	110514.952380952	-30651.9523809524
147	128423	123920.888888889	4502.11111111111
148	97839	82620.2978723404	15218.7021276596
149	38214	39424.1333333333	-1210.13333333333
150	151101	120189.714285714	30911.2857142857
151	272458	228961.909090909	43496.0909090909
152	172494	123920.888888889	48573.1111111111
153	108043	110514.952380952	-2471.95238095238
154	328107	321098.0625	7008.9375
155	250579	228961.909090909	21617.0909090909
156	351067	321098.0625	29968.9375
157	158015	123920.888888889	34094.1111111111
158	98866	82620.2978723404	16245.7021276596
159	85439	82620.2978723404	2818.70212765958
160	229242	228961.909090909	280.090909090912
161	351619	321098.0625	30520.9375
162	84207	123920.888888889	-39713.8888888889
163	120445	110514.952380952	9930.04761904762
164	324598	321098.0625	3499.9375
165	131069	154722.119047619	-23653.1190476191
166	204271	154722.119047619	49548.8809523809
167	165543	228961.909090909	-63418.9090909091
168	141722	110514.952380952	31207.0476190476
169	116048	106213.625	9834.375
170	250047	161644.47826087	88402.5217391304
171	299775	321098.0625	-21323.0625
172	195838	228961.909090909	-33123.9090909091
173	173260	161644.47826087	11615.5217391304
174	254488	228961.909090909	25526.0909090909
175	104389	120189.714285714	-15800.7142857143
176	136084	110514.952380952	25569.0476190476
177	199476	228961.909090909	-29485.9090909091
178	92499	82620.2978723404	9878.70212765958
179	224330	228961.909090909	-4631.90909090909
180	135781	110514.952380952	25266.0476190476
181	74408	110514.952380952	-36106.9523809524
182	81240	110514.952380952	-29274.9523809524
183	14688	19387.4	-4699.4
184	181633	161644.47826087	19988.5217391304
185	271856	228961.909090909	42894.0909090909
186	7199	19387.4	-12188.4
187	46660	39424.1333333333	7235.86666666667
188	17547	19387.4	-1840.4
189	133368	161644.47826087	-28276.4782608696
190	95227	82620.2978723404	12606.7021276596
191	152601	110514.952380952	42086.0476190476
192	98146	82620.2978723404	15525.7021276596
193	79619	110514.952380952	-30895.9523809524
194	59194	120189.714285714	-60995.7142857143
195	139942	154722.119047619	-14780.1190476191
196	118612	110514.952380952	8097.04761904762
197	72880	82620.2978723404	-9740.29787234042
198	65475	60147	5328
199	99643	110514.952380952	-10871.9523809524
200	71965	60147	11818
201	77272	60147	17125
202	49289	39424.1333333333	9864.86666666667
203	135131	120189.714285714	14941.2857142857
204	108446	120189.714285714	-11743.7142857143
205	89746	110514.952380952	-20768.9523809524
206	44296	39424.1333333333	4871.86666666667
207	77648	82620.2978723404	-4972.29787234042
208	181528	154722.119047619	26805.8809523809
209	134019	110514.952380952	23504.0476190476
210	124064	123920.888888889	143.111111111109
211	92630	82620.2978723404	10009.7021276596
212	121848	110514.952380952	11333.0476190476
213	52915	60147	-7232
214	81872	60147	21725
215	58981	82620.2978723404	-23639.2978723404
216	53515	60147	-6632
217	60812	82620.2978723404	-21808.2978723404
218	56375	60147	-3772
219	65490	60147	5343
220	80949	60147	20802
221	76302	82620.2978723404	-6318.29787234042
222	104011	154722.119047619	-50711.1190476191
223	98104	161644.47826087	-63540.4782608696
224	67989	60147	7842
225	30989	19387.4	11601.6
226	135458	161644.47826087	-26186.4782608696
227	73504	60147	13357
228	63123	82620.2978723404	-19497.2978723404
229	61254	82620.2978723404	-21366.2978723404
230	74914	154722.119047619	-79808.1190476191
231	31774	60147	-28373
232	81437	82620.2978723404	-1183.29787234042
233	87186	110514.952380952	-23328.9523809524
234	50090	60147	-10057
235	65745	82620.2978723404	-16875.2978723404
236	56653	60147	-3494
237	158399	154722.119047619	3676.88095238095
238	46455	60147	-13692
239	73624	82620.2978723404	-8996.29787234042
240	38395	60147	-21752
241	91899	82620.2978723404	9278.70212765958
242	139526	161644.47826087	-22118.4782608696
243	52164	60147	-7983
244	51567	60147	-8580
245	70551	82620.2978723404	-12069.2978723404
246	84856	82620.2978723404	2235.70212765958
247	102538	161644.47826087	-59106.4782608696
248	86678	60147	26531
249	85709	82620.2978723404	3088.70212765958
250	34662	39424.1333333333	-4762.13333333333
251	150580	120189.714285714	30390.2857142857
252	99611	106213.625	-6602.625
253	19349	19387.4	-38.4000000000015
254	99373	82620.2978723404	16752.7021276596
255	86230	82620.2978723404	3609.70212765958
256	30837	39424.1333333333	-8587.13333333333
257	31706	39424.1333333333	-7718.13333333333
258	89806	82620.2978723404	7185.70212765958
259	62088	60147	1941
260	40151	39424.1333333333	726.866666666669
261	27634	39424.1333333333	-11790.1333333333
262	76990	106213.625	-29223.625
263	37460	39424.1333333333	-1964.13333333333
264	54157	60147	-5990
265	49862	60147	-10285
266	84337	82620.2978723404	1716.70212765958
267	64175	82620.2978723404	-18445.2978723404
268	59382	60147	-765
269	119308	60147	59161
270	76702	82620.2978723404	-5918.29787234042
271	103425	110514.952380952	-7089.95238095238
272	70344	60147	10197
273	43410	60147	-16737
274	104838	106213.625	-1375.625
275	62215	60147	2068
276	69304	82620.2978723404	-13316.2978723404
277	53117	60147	-7030
278	19764	19387.4	376.599999999999
279	86680	82620.2978723404	4059.70212765958
280	84105	60147	23958
281	77945	82620.2978723404	-4675.29787234042
282	89113	82620.2978723404	6492.70212765958
283	91005	82620.2978723404	8384.70212765958
284	40248	39424.1333333333	823.866666666669
285	64187	60147	4040
286	50857	82620.2978723404	-31763.2978723404
287	56613	82620.2978723404	-26007.2978723404
288	62792	60147	2645
289	72535	82620.2978723404	-10085.2978723404

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