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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

Sun, 11 Dec 2011 09:37:25 -0500

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2011/Dec/11/t1323614267e5kc75x6ssz2xjy.htm/, Retrieved Sun, 28 Apr 2024 21:29:57 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=153782, Retrieved Sun, 28 Apr 2024 21:29:57 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

110

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

-     [Kendall tau Correlation Matrix] [] [2010-12-05 17:44:33] [b98453cac15ba1066b407e146608df68]
- RMPD  [Kendall tau Correlation Matrix] [WS10: pearson] [2011-12-11 13:35:32] [17977ad44e8eb3a4dcd5a9173c81cab3]
- RMP     [Multiple Regression] [WS10: MR] [2011-12-11 14:26:04] [17977ad44e8eb3a4dcd5a9173c81cab3]
- RM          [Recursive Partitioning (Regression Trees)] [WS10: RT] [2011-12-11 14:37:25] [dfccbb29b87008a80f95a64515f2b3fe] [Current]
-   P           [Recursive Partitioning (Regression Trees)] [Paper: RP] [2011-12-18 13:50:11] [17977ad44e8eb3a4dcd5a9173c81cab3] 
- R P           [Recursive Partitioning (Regression Trees)] [] [2011-12-21 23:09:13] [3931071255a6f7f4a767409781cc5f7d] 
-                 [Recursive Partitioning (Regression Trees)] [] [2011-12-21 23:13:35] [3931071255a6f7f4a767409781cc5f7d] 
-                   [Recursive Partitioning (Regression Trees)] [] [2011-12-22 14:46:12] [3931071255a6f7f4a767409781cc5f7d] 

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Dataseries X:

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1418	210907	56	3	79	30	112285
869	120982	56	4	58	28	84786
1530	176508	54	12	60	38	83123
2172	179321	89	2	108	30	101193
901	123185	40	1	49	22	38361
463	52746	25	3	0	26	68504
3201	385534	92	0	121	25	119182
371	33170	18	0	1	18	22807
1192	101645	63	0	20	11	17140
1583	149061	44	5	43	26	116174
1439	165446	33	0	69	25	57635
1764	237213	84	0	78	38	66198
1495	173326	88	7	86	44	71701
1373	133131	55	7	44	30	57793
2187	258873	60	3	104	40	80444
1491	180083	66	9	63	34	53855
4041	324799	154	0	158	47	97668
1706	230964	53	4	102	30	133824
2152	236785	119	3	77	31	101481
1036	135473	41	0	82	23	99645
1882	202925	61	7	115	36	114789
1929	215147	58	0	101	36	99052
2242	344297	75	1	80	30	67654
1220	153935	33	5	50	25	65553
1289	132943	40	7	83	39	97500
2515	174724	92	0	123	34	69112
2147	174415	100	0	73	31	82753
2352	225548	112	5	81	31	85323
1638	223632	73	0	105	33	72654
1222	124817	40	0	47	25	30727
1812	221698	45	0	105	33	77873
1677	210767	60	3	94	35	117478
1579	170266	62	4	44	42	74007
1731	260561	75	1	114	43	90183
807	84853	31	4	38	30	61542
2452	294424	77	2	107	33	101494
829	101011	34	0	30	13	27570
1940	215641	46	0	71	32	55813
2662	325107	99	0	84	36	79215
186	7176	17	0	0	0	1423
1499	167542	66	2	59	28	55461
865	106408	30	1	33	14	31081
1793	96560	76	0	42	17	22996
2527	265769	146	2	96	32	83122
2747	269651	67	10	106	30	70106
1324	149112	56	6	56	35	60578
2702	175824	107	0	57	20	39992
1383	152871	58	5	59	28	79892
1179	111665	34	4	39	28	49810
2099	116408	61	1	34	39	71570
4308	362301	119	2	76	34	100708
918	78800	42	2	20	26	33032
1831	183167	66	0	91	39	82875
3373	277965	89	8	115	39	139077
1713	150629	44	3	85	33	71595
1438	168809	66	0	76	28	72260
496	24188	24	0	8	4	5950
2253	329267	259	8	79	39	115762
744	65029	17	5	21	18	32551
1161	101097	64	3	30	14	31701
2352	218946	41	1	76	29	80670
2144	244052	68	5	101	44	143558
4691	341570	168	1	94	21	117105
1112	103597	43	1	27	16	23789
2694	233328	132	5	92	28	120733
1973	256462	105	0	123	35	105195
1769	206161	71	12	75	28	73107
3148	311473	112	8	128	38	132068
2474	235800	94	8	105	23	149193
2084	177939	82	8	55	36	46821
1954	207176	70	8	56	32	87011
1226	196553	57	2	41	29	95260
1389	174184	53	0	72	25	55183
1496	143246	103	5	67	27	106671
2269	187559	121	8	75	36	73511
1833	187681	62	2	114	28	92945
1268	119016	52	5	118	23	78664
1943	182192	52	12	77	40	70054
893	73566	32	6	22	23	22618
1762	194979	62	7	66	40	74011
1403	167488	45	2	69	28	83737
1425	143756	46	0	105	34	69094
1857	275541	63	4	116	33	93133
1840	243199	75	3	88	28	95536
1502	182999	88	6	73	34	225920
1441	135649	46	2	99	30	62133
1420	152299	53	0	62	33	61370
1416	120221	37	1	53	22	43836
2970	346485	90	0	118	38	106117
1317	145790	63	5	30	26	38692
1644	193339	78	2	100	35	84651
870	80953	25	0	49	8	56622
1654	122774	45	0	24	24	15986
1054	130585	46	5	67	29	95364
937	112611	41	0	46	20	26706
3004	286468	144	1	57	29	89691
2008	241066	82	0	75	45	67267
2547	148446	91	1	135	37	126846
1885	204713	71	1	68	33	41140
1626	182079	63	2	124	33	102860
1468	140344	53	6	33	25	51715
2445	220516	62	1	98	32	55801
1964	243060	63	4	58	29	111813
1381	162765	32	2	68	28	120293
1369	182613	39	3	81	28	138599
1659	232138	62	0	131	31	161647
2888	265318	117	10	110	52	115929
1290	85574	34	0	37	21	24266
2845	310839	92	9	130	24	162901
1982	225060	93	7	93	41	109825
1904	232317	54	0	118	33	129838
1391	144966	144	0	39	32	37510
602	43287	14	4	13	19	43750
1743	155754	61	4	74	20	40652
1559	164709	109	0	81	31	87771
2014	201940	38	0	109	31	85872
2143	235454	73	0	151	32	89275
2146	220801	75	1	51	18	44418
874	99466	50	0	28	23	192565
1590	92661	61	1	40	17	35232
1590	133328	55	0	56	20	40909
1210	61361	77	0	27	12	13294
2072	125930	75	4	37	17	32387
1281	100750	72	0	83	30	140867
1401	224549	50	4	54	31	120662
834	82316	32	4	27	10	21233
1105	102010	53	3	28	13	44332
1272	101523	42	0	59	22	61056
1944	243511	71	0	133	42	101338
391	22938	10	0	12	1	1168
761	41566	35	5	0	9	13497
1605	152474	65	0	106	32	65567
530	61857	25	4	23	11	25162
1988	99923	66	0	44	25	32334
1386	132487	41	0	71	36	40735
2395	317394	86	1	116	31	91413
387	21054	16	0	4	0	855
1742	209641	42	5	62	24	97068
620	22648	19	0	12	13	44339
449	31414	19	0	18	8	14116
800	46698	45	0	14	13	10288
1684	131698	65	0	60	19	65622
1050	91735	35	0	7	18	16563
2699	244749	95	2	98	33	76643
1606	184510	49	7	64	40	110681
1502	79863	37	1	29	22	29011
1204	128423	64	8	32	38	92696
1138	97839	38	2	25	24	94785
568	38214	34	0	16	8	8773
1459	151101	32	2	48	35	83209
2158	272458	65	0	100	43	93815
1111	172494	52	0	46	43	86687
1421	108043	62	1	45	14	34553
2833	328107	65	3	129	41	105547
1955	250579	83	0	130	38	103487
2922	351067	95	3	136	45	213688
1002	158015	29	0	59	31	71220
1060	98866	18	0	25	13	23517
956	85439	33	0	32	28	56926
2186	229242	247	4	63	31	91721
3604	351619	139	4	95	40	115168
1035	84207	29	11	14	30	111194
1417	120445	118	0	36	16	51009
3261	324598	110	0	113	37	135777
1587	131069	67	4	47	30	51513
1424	204271	42	0	92	35	74163
1701	165543	65	1	70	32	51633
1249	141722	94	0	19	27	75345
946	116048	64	0	50	20	33416
1926	250047	81	0	41	18	83305
3352	299775	95	9	91	31	98952
1641	195838	67	1	111	31	102372
2035	173260	63	3	41	21	37238
2312	254488	83	10	120	39	103772
1369	104389	45	5	135	41	123969
1577	136084	30	0	27	13	27142
2201	199476	70	2	87	32	135400
961	92499	32	0	25	18	21399
1900	224330	83	1	131	39	130115
1254	135781	31	2	45	14	24874
1335	74408	67	4	29	7	34988
1597	81240	66	0	58	17	45549
207	14688	10	0	4	0	6023
1645	181633	70	2	47	30	64466
2429	271856	103	1	109	37	54990
151	7199	5	0	7	0	1644
474	46660	20	0	12	5	6179
141	17547	5	0	0	1	3926
1639	133368	36	1	37	16	32755
872	95227	34	0	37	32	34777
1318	152601	48	2	46	24	73224
1018	98146	40	0	15	17	27114
1383	79619	43	3	42	11	20760
1314	59194	31	6	7	24	37636
1335	139942	42	0	54	22	65461
1403	118612	46	2	54	12	30080
910	72880	33	0	14	19	24094
616	65475	18	2	16	13	69008
1407	99643	55	1	33	17	54968
771	71965	35	1	32	15	46090
766	77272	59	2	21	16	27507
473	49289	19	1	15	24	10672
1376	135131	66	0	38	15	34029
1232	108446	60	1	22	17	46300
1521	89746	36	3	28	18	24760
572	44296	25	0	10	20	18779
1059	77648	47	0	31	16	21280
1544	181528	54	0	32	16	40662
1230	134019	53	0	32	18	28987
1206	124064	40	1	43	22	22827
1205	92630	40	4	27	8	18513
1255	121848	39	0	37	17	30594
613	52915	14	0	20	18	24006
721	81872	45	0	32	16	27913
1109	58981	36	7	0	23	42744
740	53515	28	2	5	22	12934
1126	60812	44	0	26	13	22574
728	56375	30	7	10	13	41385
689	65490	22	3	27	16	18653
592	80949	17	0	11	16	18472
995	76302	31	0	29	20	30976
1613	104011	55	6	25	22	63339
2048	98104	54	2	55	17	25568
705	67989	21	0	23	18	33747
301	30989	14	0	5	17	4154
1803	135458	81	3	43	12	19474
799	73504	35	0	23	7	35130
861	63123	43	1	34	17	39067
1186	61254	46	1	36	14	13310
1451	74914	30	0	35	23	65892
628	31774	23	1	0	17	4143
1161	81437	38	0	37	14	28579
1463	87186	54	0	28	15	51776
742	50090	20	0	16	17	21152
979	65745	53	0	26	21	38084
675	56653	45	0	38	18	27717
1241	158399	39	0	23	18	32928
676	46455	20	0	22	17	11342
1049	73624	24	0	30	17	19499
620	38395	31	0	16	16	16380
1081	91899	35	0	18	15	36874
1688	139526	151	0	28	21	48259
736	52164	52	0	32	16	16734
617	51567	30	2	21	14	28207
812	70551	31	0	23	15	30143
1051	84856	29	1	29	17	41369
1656	102538	57	1	50	15	45833
705	86678	40	0	12	15	29156
945	85709	44	0	21	10	35944
554	34662	25	0	18	6	36278
1597	150580	77	0	27	22	45588
982	99611	35	0	41	21	45097
222	19349	11	0	13	1	3895
1212	99373	63	1	12	18	28394
1143	86230	44	0	21	17	18632
435	30837	19	0	8	4	2325
532	31706	13	0	26	10	25139
882	89806	42	0	27	16	27975
608	62088	38	1	13	16	14483
459	40151	29	0	16	9	13127
578	27634	20	0	2	16	5839
826	76990	27	0	42	17	24069
509	37460	20	0	5	7	3738
717	54157	19	0	37	15	18625
637	49862	37	0	17	14	36341
857	84337	26	0	38	14	24548
830	64175	42	0	37	18	21792
652	59382	49	0	29	12	26263
707	119308	30	0	32	16	23686
954	76702	49	0	35	21	49303
1461	103425	67	1	17	19	25659
672	70344	28	0	20	16	28904
778	43410	19	0	7	1	2781
1141	104838	49	1	46	16	29236
680	62215	27	0	24	10	19546
1090	69304	30	6	40	19	22818
616	53117	22	3	3	12	32689
285	19764	12	1	10	2	5752
1145	86680	31	2	37	14	22197
733	84105	20	0	17	17	20055
888	77945	20	0	28	19	25272
849	89113	39	0	19	14	82206
1182	91005	29	3	29	11	32073
528	40248	16	1	8	4	5444
642	64187	27	0	10	16	20154
947	50857	21	0	15	20	36944
819	56613	19	1	15	12	8019
757	62792	35	0	28	15	30884
894	72535	14	0	17	16	19540

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	6 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 & 6 seconds \tabularnewline
R Server & 'Herman Ole Andreas Wold' @ wold.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=153782&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]6 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=153782&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=153782&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	6 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=153782&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=153782&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=153782&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=153782&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=153782&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=153782&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 = kendall ;

Parameters (R input):

par1 = 7 ; 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