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

Mon, 12 Dec 2011 13:38:05 -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/12/t1323715136lvsxkh4mzsluagn.htm/, Retrieved Fri, 03 May 2024 12:44:31 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=154142, Retrieved Fri, 03 May 2024 12:44:31 +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

102

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

-     [Recursive Partitioning (Regression Trees)] [] [2010-12-05 18:59:57] [b98453cac15ba1066b407e146608df68]
- R PD  [Recursive Partitioning (Regression Trees)] [WS10 PLC no categ...] [2011-12-11 15:02:15] [9d4f280afcb4ecc352d7c6f913a0a151]
-   PD    [Recursive Partitioning (Regression Trees)] [WS10 PLC no categ...] [2011-12-12 18:04:39] [9d4f280afcb4ecc352d7c6f913a0a151]
-   PD        [Recursive Partitioning (Regression Trees)] [WS10 PLC no categ...] [2011-12-12 18:38:05] [2a6d487209befbc7c5ce02a41ecac161] [Current]
-   PD          [Recursive Partitioning (Regression Trees)] [Paper Regression ...] [2011-12-18 18:12:02] [9d4f280afcb4ecc352d7c6f913a0a151] 
-   P             [Recursive Partitioning (Regression Trees)] [Paper Recursive P...] [2011-12-22 17:01:50] [9d4f280afcb4ecc352d7c6f913a0a151] 
-   P               [Recursive Partitioning (Regression Trees)] [Paper Recursive P...] [2011-12-22 17:38:42] [9d4f280afcb4ecc352d7c6f913a0a151] 

Feedback Forum

Post a new message

Dataseries X:

Download CSV

Histogram

Boxplots

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

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	'Gertrude Mary Cox' @ cox.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 & 'Gertrude Mary Cox' @ cox.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154142&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]'Gertrude Mary Cox' @ cox.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154142&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154142&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	'Gertrude Mary Cox' @ cox.wessa.net

Goodness of Fit
Correlation	0.932
R-squared	0.8687
RMSE	29789.2135

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.932 \tabularnewline
R-squared & 0.8687 \tabularnewline
RMSE & 29789.2135 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154142&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.932[/C][/ROW]
[ROW][C]R-squared[/C][C]0.8687[/C][/ROW]
[ROW][C]RMSE[/C][C]29789.2135[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154142&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154142&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	0.932
R-squared	0.8687
RMSE	29789.2135

Actuals, Predictions, and Residuals
#	Actuals	Forecasts	Residuals
1	210907	149794.434782609	61112.5652173913
2	120982	125386.181818182	-4404.18181818182
3	176508	149794.434782609	26713.5652173913
4	179321	246179.653846154	-66858.6538461538
5	123185	125386.181818182	-2201.18181818182
6	52746	39424.1333333333	13321.8666666667
7	385534	321098.0625	64435.9375
8	33170	19387.4	13782.6
9	101645	84318.9245283019	17326.0754716981
10	149061	149794.434782609	-733.434782608703
11	165446	149794.434782609	15651.5652173913
12	237213	246179.653846154	-8966.65384615384
13	173326	149794.434782609	23531.5652173913
14	133131	149794.434782609	-16663.4347826087
15	258873	217124.08	41748.92
16	180083	149794.434782609	30288.5652173913
17	324799	321098.0625	3700.9375
18	230964	217124.08	13839.92
19	236785	246179.653846154	-9394.65384615384
20	135473	125386.181818182	10086.8181818182
21	202925	217124.08	-14199.08
22	215147	217124.08	-1977.07999999999
23	344297	246179.653846154	98117.3461538462
24	153935	149794.434782609	4140.5652173913
25	132943	149794.434782609	-16851.4347826087
26	174724	246179.653846154	-71455.6538461538
27	174415	165998.333333333	8416.66666666666
28	225548	246179.653846154	-20631.6538461538
29	223632	217124.08	6507.92000000001
30	124817	149794.434782609	-24977.4347826087
31	221698	217124.08	4573.92000000001
32	210767	217124.08	-6357.07999999999
33	170266	149794.434782609	20471.5652173913
34	260561	246179.653846154	14381.3461538462
35	84853	84318.9245283019	534.075471698117
36	294424	246179.653846154	48244.3461538462
37	101011	84318.9245283019	16692.0754716981
38	215641	165998.333333333	49642.6666666667
39	325107	246179.653846154	78927.3461538462
40	7176	19387.4	-12211.4
41	167542	149794.434782609	17747.5652173913
42	106408	84318.9245283019	22089.0754716981
43	96560	165998.333333333	-69438.3333333333
44	265769	246179.653846154	19589.3461538462
45	269651	321098.0625	-51447.0625
46	149112	149794.434782609	-682.434782608703
47	175824	165998.333333333	9825.66666666666
48	152871	149794.434782609	3076.5652173913
49	111665	84318.9245283019	27346.0754716981
50	116408	165998.333333333	-49590.3333333333
51	362301	321098.0625	41202.9375
52	78800	84318.9245283019	-5518.92452830188
53	183167	217124.08	-33957.08
54	277965	321098.0625	-43133.0625
55	150629	217124.08	-66495.08
56	168809	149794.434782609	19014.5652173913
57	24188	39424.1333333333	-15236.1333333333
58	329267	246179.653846154	83087.3461538462
59	65029	60147	4882
60	101097	84318.9245283019	16778.0754716981
61	218946	217124.08	1821.92000000001
62	244052	217124.08	26927.92
63	341570	321098.0625	20471.9375
64	103597	84318.9245283019	19278.0754716981
65	233328	246179.653846154	-12851.6538461538
66	256462	246179.653846154	10282.3461538462
67	206161	217124.08	-10963.08
68	311473	321098.0625	-9625.0625
69	235800	246179.653846154	-10379.6538461538
70	177939	165998.333333333	11940.6666666667
71	207176	165998.333333333	41177.6666666667
72	196553	149794.434782609	46758.5652173913
73	174184	149794.434782609	24389.5652173913
74	143246	149794.434782609	-6548.4347826087
75	187559	246179.653846154	-58620.6538461538
76	187681	217124.08	-29443.08
77	119016	149794.434782609	-30778.4347826087
78	182192	217124.08	-34932.08
79	73566	84318.9245283019	-10752.9245283019
80	194979	165998.333333333	28980.6666666667
81	167488	149794.434782609	17693.5652173913
82	143756	149794.434782609	-6038.4347826087
83	275541	217124.08	58416.92
84	243199	246179.653846154	-2980.65384615384
85	182999	149794.434782609	33204.5652173913
86	135649	149794.434782609	-14145.4347826087
87	152299	149794.434782609	2504.5652173913
88	120221	149794.434782609	-29573.4347826087
89	346485	321098.0625	25386.9375
90	145790	115413.625	30376.375
91	193339	246179.653846154	-52840.6538461538
92	80953	125386.181818182	-44433.1818181818
93	122774	165998.333333333	-43224.3333333333
94	130585	125386.181818182	5198.81818181818
95	112611	125386.181818182	-12775.1818181818
96	286468	321098.0625	-34630.0625
97	241066	246179.653846154	-5113.65384615384
98	148446	246179.653846154	-97733.6538461538
99	204713	165998.333333333	38714.6666666667
100	182079	217124.08	-35045.08
101	140344	115413.625	24930.375
102	220516	217124.08	3391.92000000001
103	243060	165998.333333333	77061.6666666667
104	162765	149794.434782609	12970.5652173913
105	182613	149794.434782609	32818.5652173913
106	232138	217124.08	15013.92
107	265318	321098.0625	-55780.0625
108	85574	115413.625	-29839.625
109	310839	321098.0625	-10259.0625
110	225060	246179.653846154	-21119.6538461538
111	232317	217124.08	15192.92
112	144966	115413.625	29552.375
113	43287	60147	-16860
114	155754	165998.333333333	-10244.3333333333
115	164709	149794.434782609	14914.5652173913
116	201940	217124.08	-15184.08
117	235454	217124.08	18329.92
118	220801	165998.333333333	54802.6666666667
119	99466	84318.9245283019	15147.0754716981
120	92661	115413.625	-22752.625
121	133328	149794.434782609	-16466.4347826087
122	61361	84318.9245283019	-22957.9245283019
123	125930	165998.333333333	-40068.3333333333
124	100750	149794.434782609	-49044.4347826087
125	224549	149794.434782609	74754.5652173913
126	82316	84318.9245283019	-2002.92452830188
127	102010	84318.9245283019	17691.0754716981
128	101523	149794.434782609	-48271.4347826087
129	243511	217124.08	26386.92
130	22938	19387.4	3550.6
131	41566	60147	-18581
132	152474	149794.434782609	2679.5652173913
133	61857	39424.1333333333	22432.8666666667
134	99923	165998.333333333	-66075.3333333333
135	132487	149794.434782609	-17307.4347826087
136	317394	246179.653846154	71214.3461538462
137	21054	19387.4	1666.6
138	209641	165998.333333333	43642.6666666667
139	22648	60147	-37499
140	31414	39424.1333333333	-8010.13333333333
141	46698	60147	-13449
142	131698	165998.333333333	-34300.3333333333
143	91735	84318.9245283019	7416.07547169812
144	244749	246179.653846154	-1430.65384615384
145	184510	149794.434782609	34715.5652173913
146	79863	115413.625	-35550.625
147	128423	84318.9245283019	44104.0754716981
148	97839	84318.9245283019	13520.0754716981
149	38214	39424.1333333333	-1210.13333333333
150	151101	149794.434782609	1306.5652173913
151	272458	217124.08	55333.92
152	172494	125386.181818182	47107.8181818182
153	108043	149794.434782609	-41751.4347826087
154	328107	321098.0625	7008.9375
155	250579	246179.653846154	4399.34615384616
156	351067	321098.0625	29968.9375
157	158015	125386.181818182	32628.8181818182
158	98866	84318.9245283019	14547.0754716981
159	85439	84318.9245283019	1120.07547169812
160	229242	165998.333333333	63243.6666666667
161	351619	321098.0625	30520.9375
162	84207	84318.9245283019	-111.924528301883
163	120445	115413.625	5031.375
164	324598	321098.0625	3499.9375
165	131069	149794.434782609	-18725.4347826087
166	204271	149794.434782609	54476.5652173913
167	165543	165998.333333333	-455.333333333343
168	141722	115413.625	26308.375
169	116048	125386.181818182	-9338.18181818182
170	250047	165998.333333333	84048.6666666667
171	299775	321098.0625	-21323.0625
172	195838	217124.08	-21286.08
173	173260	165998.333333333	7261.66666666666
174	254488	246179.653846154	8308.34615384616
175	104389	149794.434782609	-45405.4347826087
176	136084	115413.625	20670.375
177	199476	217124.08	-17648.08
178	92499	84318.9245283019	8180.07547169812
179	224330	246179.653846154	-21849.6538461538
180	135781	149794.434782609	-14013.4347826087
181	74408	115413.625	-41005.625
182	81240	149794.434782609	-68554.4347826087
183	14688	19387.4	-4699.4
184	181633	165998.333333333	15634.6666666667
185	271856	246179.653846154	25676.3461538462
186	7199	19387.4	-12188.4
187	46660	39424.1333333333	7235.86666666667
188	17547	19387.4	-1840.4
189	133368	165998.333333333	-32630.3333333333
190	95227	84318.9245283019	10908.0754716981
191	152601	149794.434782609	2806.5652173913
192	98146	84318.9245283019	13827.0754716981
193	79619	149794.434782609	-70175.4347826087
194	59194	115413.625	-56219.625
195	139942	149794.434782609	-9852.4347826087
196	118612	149794.434782609	-31182.4347826087
197	72880	84318.9245283019	-11438.9245283019
198	65475	60147	5328
199	99643	115413.625	-15770.625
200	71965	60147	11818
201	77272	60147	17125
202	49289	39424.1333333333	9864.86666666667
203	135131	115413.625	19717.375
204	108446	115413.625	-6967.625
205	89746	115413.625	-25667.625
206	44296	39424.1333333333	4871.86666666667
207	77648	84318.9245283019	-6670.92452830188
208	181528	115413.625	66114.375
209	134019	115413.625	18605.375
210	124064	125386.181818182	-1322.18181818182
211	92630	84318.9245283019	8311.07547169812
212	121848	115413.625	6434.375
213	52915	60147	-7232
214	81872	60147	21725
215	58981	84318.9245283019	-25337.9245283019
216	53515	60147	-6632
217	60812	84318.9245283019	-23506.9245283019
218	56375	60147	-3772
219	65490	60147	5343
220	80949	60147	20802
221	76302	84318.9245283019	-8016.92452830188
222	104011	115413.625	-11402.625
223	98104	165998.333333333	-67894.3333333333
224	67989	60147	7842
225	30989	19387.4	11601.6
226	135458	165998.333333333	-30540.3333333333
227	73504	60147	13357
228	63123	84318.9245283019	-21195.9245283019
229	61254	84318.9245283019	-23064.9245283019
230	74914	115413.625	-40499.625
231	31774	60147	-28373
232	81437	84318.9245283019	-2881.92452830188
233	87186	115413.625	-28227.625
234	50090	60147	-10057
235	65745	84318.9245283019	-18573.9245283019
236	56653	60147	-3494
237	158399	115413.625	42985.375
238	46455	60147	-13692
239	73624	84318.9245283019	-10694.9245283019
240	38395	60147	-21752
241	91899	84318.9245283019	7580.07547169812
242	139526	165998.333333333	-26472.3333333333
243	52164	60147	-7983
244	51567	60147	-8580
245	70551	84318.9245283019	-13767.9245283019
246	84856	84318.9245283019	537.075471698117
247	102538	165998.333333333	-63460.3333333333
248	86678	60147	26531
249	85709	84318.9245283019	1390.07547169812
250	34662	39424.1333333333	-4762.13333333333
251	150580	115413.625	35166.375
252	99611	84318.9245283019	15292.0754716981
253	19349	19387.4	-38.4000000000015
254	99373	84318.9245283019	15054.0754716981
255	86230	84318.9245283019	1911.07547169812
256	30837	39424.1333333333	-8587.13333333333
257	31706	39424.1333333333	-7718.13333333333
258	89806	84318.9245283019	5487.07547169812
259	62088	60147	1941
260	40151	39424.1333333333	726.866666666669
261	27634	39424.1333333333	-11790.1333333333
262	76990	84318.9245283019	-7328.92452830188
263	37460	39424.1333333333	-1964.13333333333
264	54157	60147	-5990
265	49862	60147	-10285
266	84337	84318.9245283019	18.0754716981173
267	64175	84318.9245283019	-20143.9245283019
268	59382	60147	-765
269	119308	60147	59161
270	76702	84318.9245283019	-7616.92452830188
271	103425	115413.625	-11988.625
272	70344	60147	10197
273	43410	60147	-16737
274	104838	125386.181818182	-20548.1818181818
275	62215	60147	2068
276	69304	84318.9245283019	-15014.9245283019
277	53117	60147	-7030
278	19764	19387.4	376.599999999999
279	86680	84318.9245283019	2361.07547169812
280	84105	60147	23958
281	77945	84318.9245283019	-6373.92452830188
282	89113	84318.9245283019	4794.07547169812
283	91005	84318.9245283019	6686.07547169812
284	40248	39424.1333333333	823.866666666669
285	64187	60147	4040
286	50857	84318.9245283019	-33461.9245283019
287	56613	84318.9245283019	-27705.9245283019
288	62792	60147	2645
289	72535	84318.9245283019	-11783.9245283019

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 210907 & 149794.434782609 & 61112.5652173913 \tabularnewline
2 & 120982 & 125386.181818182 & -4404.18181818182 \tabularnewline
3 & 176508 & 149794.434782609 & 26713.5652173913 \tabularnewline
4 & 179321 & 246179.653846154 & -66858.6538461538 \tabularnewline
5 & 123185 & 125386.181818182 & -2201.18181818182 \tabularnewline
6 & 52746 & 39424.1333333333 & 13321.8666666667 \tabularnewline
7 & 385534 & 321098.0625 & 64435.9375 \tabularnewline
8 & 33170 & 19387.4 & 13782.6 \tabularnewline
9 & 101645 & 84318.9245283019 & 17326.0754716981 \tabularnewline
10 & 149061 & 149794.434782609 & -733.434782608703 \tabularnewline
11 & 165446 & 149794.434782609 & 15651.5652173913 \tabularnewline
12 & 237213 & 246179.653846154 & -8966.65384615384 \tabularnewline
13 & 173326 & 149794.434782609 & 23531.5652173913 \tabularnewline
14 & 133131 & 149794.434782609 & -16663.4347826087 \tabularnewline
15 & 258873 & 217124.08 & 41748.92 \tabularnewline
16 & 180083 & 149794.434782609 & 30288.5652173913 \tabularnewline
17 & 324799 & 321098.0625 & 3700.9375 \tabularnewline
18 & 230964 & 217124.08 & 13839.92 \tabularnewline
19 & 236785 & 246179.653846154 & -9394.65384615384 \tabularnewline
20 & 135473 & 125386.181818182 & 10086.8181818182 \tabularnewline
21 & 202925 & 217124.08 & -14199.08 \tabularnewline
22 & 215147 & 217124.08 & -1977.07999999999 \tabularnewline
23 & 344297 & 246179.653846154 & 98117.3461538462 \tabularnewline
24 & 153935 & 149794.434782609 & 4140.5652173913 \tabularnewline
25 & 132943 & 149794.434782609 & -16851.4347826087 \tabularnewline
26 & 174724 & 246179.653846154 & -71455.6538461538 \tabularnewline
27 & 174415 & 165998.333333333 & 8416.66666666666 \tabularnewline
28 & 225548 & 246179.653846154 & -20631.6538461538 \tabularnewline
29 & 223632 & 217124.08 & 6507.92000000001 \tabularnewline
30 & 124817 & 149794.434782609 & -24977.4347826087 \tabularnewline
31 & 221698 & 217124.08 & 4573.92000000001 \tabularnewline
32 & 210767 & 217124.08 & -6357.07999999999 \tabularnewline
33 & 170266 & 149794.434782609 & 20471.5652173913 \tabularnewline
34 & 260561 & 246179.653846154 & 14381.3461538462 \tabularnewline
35 & 84853 & 84318.9245283019 & 534.075471698117 \tabularnewline
36 & 294424 & 246179.653846154 & 48244.3461538462 \tabularnewline
37 & 101011 & 84318.9245283019 & 16692.0754716981 \tabularnewline
38 & 215641 & 165998.333333333 & 49642.6666666667 \tabularnewline
39 & 325107 & 246179.653846154 & 78927.3461538462 \tabularnewline
40 & 7176 & 19387.4 & -12211.4 \tabularnewline
41 & 167542 & 149794.434782609 & 17747.5652173913 \tabularnewline
42 & 106408 & 84318.9245283019 & 22089.0754716981 \tabularnewline
43 & 96560 & 165998.333333333 & -69438.3333333333 \tabularnewline
44 & 265769 & 246179.653846154 & 19589.3461538462 \tabularnewline
45 & 269651 & 321098.0625 & -51447.0625 \tabularnewline
46 & 149112 & 149794.434782609 & -682.434782608703 \tabularnewline
47 & 175824 & 165998.333333333 & 9825.66666666666 \tabularnewline
48 & 152871 & 149794.434782609 & 3076.5652173913 \tabularnewline
49 & 111665 & 84318.9245283019 & 27346.0754716981 \tabularnewline
50 & 116408 & 165998.333333333 & -49590.3333333333 \tabularnewline
51 & 362301 & 321098.0625 & 41202.9375 \tabularnewline
52 & 78800 & 84318.9245283019 & -5518.92452830188 \tabularnewline
53 & 183167 & 217124.08 & -33957.08 \tabularnewline
54 & 277965 & 321098.0625 & -43133.0625 \tabularnewline
55 & 150629 & 217124.08 & -66495.08 \tabularnewline
56 & 168809 & 149794.434782609 & 19014.5652173913 \tabularnewline
57 & 24188 & 39424.1333333333 & -15236.1333333333 \tabularnewline
58 & 329267 & 246179.653846154 & 83087.3461538462 \tabularnewline
59 & 65029 & 60147 & 4882 \tabularnewline
60 & 101097 & 84318.9245283019 & 16778.0754716981 \tabularnewline
61 & 218946 & 217124.08 & 1821.92000000001 \tabularnewline
62 & 244052 & 217124.08 & 26927.92 \tabularnewline
63 & 341570 & 321098.0625 & 20471.9375 \tabularnewline
64 & 103597 & 84318.9245283019 & 19278.0754716981 \tabularnewline
65 & 233328 & 246179.653846154 & -12851.6538461538 \tabularnewline
66 & 256462 & 246179.653846154 & 10282.3461538462 \tabularnewline
67 & 206161 & 217124.08 & -10963.08 \tabularnewline
68 & 311473 & 321098.0625 & -9625.0625 \tabularnewline
69 & 235800 & 246179.653846154 & -10379.6538461538 \tabularnewline
70 & 177939 & 165998.333333333 & 11940.6666666667 \tabularnewline
71 & 207176 & 165998.333333333 & 41177.6666666667 \tabularnewline
72 & 196553 & 149794.434782609 & 46758.5652173913 \tabularnewline
73 & 174184 & 149794.434782609 & 24389.5652173913 \tabularnewline
74 & 143246 & 149794.434782609 & -6548.4347826087 \tabularnewline
75 & 187559 & 246179.653846154 & -58620.6538461538 \tabularnewline
76 & 187681 & 217124.08 & -29443.08 \tabularnewline
77 & 119016 & 149794.434782609 & -30778.4347826087 \tabularnewline
78 & 182192 & 217124.08 & -34932.08 \tabularnewline
79 & 73566 & 84318.9245283019 & -10752.9245283019 \tabularnewline
80 & 194979 & 165998.333333333 & 28980.6666666667 \tabularnewline
81 & 167488 & 149794.434782609 & 17693.5652173913 \tabularnewline
82 & 143756 & 149794.434782609 & -6038.4347826087 \tabularnewline
83 & 275541 & 217124.08 & 58416.92 \tabularnewline
84 & 243199 & 246179.653846154 & -2980.65384615384 \tabularnewline
85 & 182999 & 149794.434782609 & 33204.5652173913 \tabularnewline
86 & 135649 & 149794.434782609 & -14145.4347826087 \tabularnewline
87 & 152299 & 149794.434782609 & 2504.5652173913 \tabularnewline
88 & 120221 & 149794.434782609 & -29573.4347826087 \tabularnewline
89 & 346485 & 321098.0625 & 25386.9375 \tabularnewline
90 & 145790 & 115413.625 & 30376.375 \tabularnewline
91 & 193339 & 246179.653846154 & -52840.6538461538 \tabularnewline
92 & 80953 & 125386.181818182 & -44433.1818181818 \tabularnewline
93 & 122774 & 165998.333333333 & -43224.3333333333 \tabularnewline
94 & 130585 & 125386.181818182 & 5198.81818181818 \tabularnewline
95 & 112611 & 125386.181818182 & -12775.1818181818 \tabularnewline
96 & 286468 & 321098.0625 & -34630.0625 \tabularnewline
97 & 241066 & 246179.653846154 & -5113.65384615384 \tabularnewline
98 & 148446 & 246179.653846154 & -97733.6538461538 \tabularnewline
99 & 204713 & 165998.333333333 & 38714.6666666667 \tabularnewline
100 & 182079 & 217124.08 & -35045.08 \tabularnewline
101 & 140344 & 115413.625 & 24930.375 \tabularnewline
102 & 220516 & 217124.08 & 3391.92000000001 \tabularnewline
103 & 243060 & 165998.333333333 & 77061.6666666667 \tabularnewline
104 & 162765 & 149794.434782609 & 12970.5652173913 \tabularnewline
105 & 182613 & 149794.434782609 & 32818.5652173913 \tabularnewline
106 & 232138 & 217124.08 & 15013.92 \tabularnewline
107 & 265318 & 321098.0625 & -55780.0625 \tabularnewline
108 & 85574 & 115413.625 & -29839.625 \tabularnewline
109 & 310839 & 321098.0625 & -10259.0625 \tabularnewline
110 & 225060 & 246179.653846154 & -21119.6538461538 \tabularnewline
111 & 232317 & 217124.08 & 15192.92 \tabularnewline
112 & 144966 & 115413.625 & 29552.375 \tabularnewline
113 & 43287 & 60147 & -16860 \tabularnewline
114 & 155754 & 165998.333333333 & -10244.3333333333 \tabularnewline
115 & 164709 & 149794.434782609 & 14914.5652173913 \tabularnewline
116 & 201940 & 217124.08 & -15184.08 \tabularnewline
117 & 235454 & 217124.08 & 18329.92 \tabularnewline
118 & 220801 & 165998.333333333 & 54802.6666666667 \tabularnewline
119 & 99466 & 84318.9245283019 & 15147.0754716981 \tabularnewline
120 & 92661 & 115413.625 & -22752.625 \tabularnewline
121 & 133328 & 149794.434782609 & -16466.4347826087 \tabularnewline
122 & 61361 & 84318.9245283019 & -22957.9245283019 \tabularnewline
123 & 125930 & 165998.333333333 & -40068.3333333333 \tabularnewline
124 & 100750 & 149794.434782609 & -49044.4347826087 \tabularnewline
125 & 224549 & 149794.434782609 & 74754.5652173913 \tabularnewline
126 & 82316 & 84318.9245283019 & -2002.92452830188 \tabularnewline
127 & 102010 & 84318.9245283019 & 17691.0754716981 \tabularnewline
128 & 101523 & 149794.434782609 & -48271.4347826087 \tabularnewline
129 & 243511 & 217124.08 & 26386.92 \tabularnewline
130 & 22938 & 19387.4 & 3550.6 \tabularnewline
131 & 41566 & 60147 & -18581 \tabularnewline
132 & 152474 & 149794.434782609 & 2679.5652173913 \tabularnewline
133 & 61857 & 39424.1333333333 & 22432.8666666667 \tabularnewline
134 & 99923 & 165998.333333333 & -66075.3333333333 \tabularnewline
135 & 132487 & 149794.434782609 & -17307.4347826087 \tabularnewline
136 & 317394 & 246179.653846154 & 71214.3461538462 \tabularnewline
137 & 21054 & 19387.4 & 1666.6 \tabularnewline
138 & 209641 & 165998.333333333 & 43642.6666666667 \tabularnewline
139 & 22648 & 60147 & -37499 \tabularnewline
140 & 31414 & 39424.1333333333 & -8010.13333333333 \tabularnewline
141 & 46698 & 60147 & -13449 \tabularnewline
142 & 131698 & 165998.333333333 & -34300.3333333333 \tabularnewline
143 & 91735 & 84318.9245283019 & 7416.07547169812 \tabularnewline
144 & 244749 & 246179.653846154 & -1430.65384615384 \tabularnewline
145 & 184510 & 149794.434782609 & 34715.5652173913 \tabularnewline
146 & 79863 & 115413.625 & -35550.625 \tabularnewline
147 & 128423 & 84318.9245283019 & 44104.0754716981 \tabularnewline
148 & 97839 & 84318.9245283019 & 13520.0754716981 \tabularnewline
149 & 38214 & 39424.1333333333 & -1210.13333333333 \tabularnewline
150 & 151101 & 149794.434782609 & 1306.5652173913 \tabularnewline
151 & 272458 & 217124.08 & 55333.92 \tabularnewline
152 & 172494 & 125386.181818182 & 47107.8181818182 \tabularnewline
153 & 108043 & 149794.434782609 & -41751.4347826087 \tabularnewline
154 & 328107 & 321098.0625 & 7008.9375 \tabularnewline
155 & 250579 & 246179.653846154 & 4399.34615384616 \tabularnewline
156 & 351067 & 321098.0625 & 29968.9375 \tabularnewline
157 & 158015 & 125386.181818182 & 32628.8181818182 \tabularnewline
158 & 98866 & 84318.9245283019 & 14547.0754716981 \tabularnewline
159 & 85439 & 84318.9245283019 & 1120.07547169812 \tabularnewline
160 & 229242 & 165998.333333333 & 63243.6666666667 \tabularnewline
161 & 351619 & 321098.0625 & 30520.9375 \tabularnewline
162 & 84207 & 84318.9245283019 & -111.924528301883 \tabularnewline
163 & 120445 & 115413.625 & 5031.375 \tabularnewline
164 & 324598 & 321098.0625 & 3499.9375 \tabularnewline
165 & 131069 & 149794.434782609 & -18725.4347826087 \tabularnewline
166 & 204271 & 149794.434782609 & 54476.5652173913 \tabularnewline
167 & 165543 & 165998.333333333 & -455.333333333343 \tabularnewline
168 & 141722 & 115413.625 & 26308.375 \tabularnewline
169 & 116048 & 125386.181818182 & -9338.18181818182 \tabularnewline
170 & 250047 & 165998.333333333 & 84048.6666666667 \tabularnewline
171 & 299775 & 321098.0625 & -21323.0625 \tabularnewline
172 & 195838 & 217124.08 & -21286.08 \tabularnewline
173 & 173260 & 165998.333333333 & 7261.66666666666 \tabularnewline
174 & 254488 & 246179.653846154 & 8308.34615384616 \tabularnewline
175 & 104389 & 149794.434782609 & -45405.4347826087 \tabularnewline
176 & 136084 & 115413.625 & 20670.375 \tabularnewline
177 & 199476 & 217124.08 & -17648.08 \tabularnewline
178 & 92499 & 84318.9245283019 & 8180.07547169812 \tabularnewline
179 & 224330 & 246179.653846154 & -21849.6538461538 \tabularnewline
180 & 135781 & 149794.434782609 & -14013.4347826087 \tabularnewline
181 & 74408 & 115413.625 & -41005.625 \tabularnewline
182 & 81240 & 149794.434782609 & -68554.4347826087 \tabularnewline
183 & 14688 & 19387.4 & -4699.4 \tabularnewline
184 & 181633 & 165998.333333333 & 15634.6666666667 \tabularnewline
185 & 271856 & 246179.653846154 & 25676.3461538462 \tabularnewline
186 & 7199 & 19387.4 & -12188.4 \tabularnewline
187 & 46660 & 39424.1333333333 & 7235.86666666667 \tabularnewline
188 & 17547 & 19387.4 & -1840.4 \tabularnewline
189 & 133368 & 165998.333333333 & -32630.3333333333 \tabularnewline
190 & 95227 & 84318.9245283019 & 10908.0754716981 \tabularnewline
191 & 152601 & 149794.434782609 & 2806.5652173913 \tabularnewline
192 & 98146 & 84318.9245283019 & 13827.0754716981 \tabularnewline
193 & 79619 & 149794.434782609 & -70175.4347826087 \tabularnewline
194 & 59194 & 115413.625 & -56219.625 \tabularnewline
195 & 139942 & 149794.434782609 & -9852.4347826087 \tabularnewline
196 & 118612 & 149794.434782609 & -31182.4347826087 \tabularnewline
197 & 72880 & 84318.9245283019 & -11438.9245283019 \tabularnewline
198 & 65475 & 60147 & 5328 \tabularnewline
199 & 99643 & 115413.625 & -15770.625 \tabularnewline
200 & 71965 & 60147 & 11818 \tabularnewline
201 & 77272 & 60147 & 17125 \tabularnewline
202 & 49289 & 39424.1333333333 & 9864.86666666667 \tabularnewline
203 & 135131 & 115413.625 & 19717.375 \tabularnewline
204 & 108446 & 115413.625 & -6967.625 \tabularnewline
205 & 89746 & 115413.625 & -25667.625 \tabularnewline
206 & 44296 & 39424.1333333333 & 4871.86666666667 \tabularnewline
207 & 77648 & 84318.9245283019 & -6670.92452830188 \tabularnewline
208 & 181528 & 115413.625 & 66114.375 \tabularnewline
209 & 134019 & 115413.625 & 18605.375 \tabularnewline
210 & 124064 & 125386.181818182 & -1322.18181818182 \tabularnewline
211 & 92630 & 84318.9245283019 & 8311.07547169812 \tabularnewline
212 & 121848 & 115413.625 & 6434.375 \tabularnewline
213 & 52915 & 60147 & -7232 \tabularnewline
214 & 81872 & 60147 & 21725 \tabularnewline
215 & 58981 & 84318.9245283019 & -25337.9245283019 \tabularnewline
216 & 53515 & 60147 & -6632 \tabularnewline
217 & 60812 & 84318.9245283019 & -23506.9245283019 \tabularnewline
218 & 56375 & 60147 & -3772 \tabularnewline
219 & 65490 & 60147 & 5343 \tabularnewline
220 & 80949 & 60147 & 20802 \tabularnewline
221 & 76302 & 84318.9245283019 & -8016.92452830188 \tabularnewline
222 & 104011 & 115413.625 & -11402.625 \tabularnewline
223 & 98104 & 165998.333333333 & -67894.3333333333 \tabularnewline
224 & 67989 & 60147 & 7842 \tabularnewline
225 & 30989 & 19387.4 & 11601.6 \tabularnewline
226 & 135458 & 165998.333333333 & -30540.3333333333 \tabularnewline
227 & 73504 & 60147 & 13357 \tabularnewline
228 & 63123 & 84318.9245283019 & -21195.9245283019 \tabularnewline
229 & 61254 & 84318.9245283019 & -23064.9245283019 \tabularnewline
230 & 74914 & 115413.625 & -40499.625 \tabularnewline
231 & 31774 & 60147 & -28373 \tabularnewline
232 & 81437 & 84318.9245283019 & -2881.92452830188 \tabularnewline
233 & 87186 & 115413.625 & -28227.625 \tabularnewline
234 & 50090 & 60147 & -10057 \tabularnewline
235 & 65745 & 84318.9245283019 & -18573.9245283019 \tabularnewline
236 & 56653 & 60147 & -3494 \tabularnewline
237 & 158399 & 115413.625 & 42985.375 \tabularnewline
238 & 46455 & 60147 & -13692 \tabularnewline
239 & 73624 & 84318.9245283019 & -10694.9245283019 \tabularnewline
240 & 38395 & 60147 & -21752 \tabularnewline
241 & 91899 & 84318.9245283019 & 7580.07547169812 \tabularnewline
242 & 139526 & 165998.333333333 & -26472.3333333333 \tabularnewline
243 & 52164 & 60147 & -7983 \tabularnewline
244 & 51567 & 60147 & -8580 \tabularnewline
245 & 70551 & 84318.9245283019 & -13767.9245283019 \tabularnewline
246 & 84856 & 84318.9245283019 & 537.075471698117 \tabularnewline
247 & 102538 & 165998.333333333 & -63460.3333333333 \tabularnewline
248 & 86678 & 60147 & 26531 \tabularnewline
249 & 85709 & 84318.9245283019 & 1390.07547169812 \tabularnewline
250 & 34662 & 39424.1333333333 & -4762.13333333333 \tabularnewline
251 & 150580 & 115413.625 & 35166.375 \tabularnewline
252 & 99611 & 84318.9245283019 & 15292.0754716981 \tabularnewline
253 & 19349 & 19387.4 & -38.4000000000015 \tabularnewline
254 & 99373 & 84318.9245283019 & 15054.0754716981 \tabularnewline
255 & 86230 & 84318.9245283019 & 1911.07547169812 \tabularnewline
256 & 30837 & 39424.1333333333 & -8587.13333333333 \tabularnewline
257 & 31706 & 39424.1333333333 & -7718.13333333333 \tabularnewline
258 & 89806 & 84318.9245283019 & 5487.07547169812 \tabularnewline
259 & 62088 & 60147 & 1941 \tabularnewline
260 & 40151 & 39424.1333333333 & 726.866666666669 \tabularnewline
261 & 27634 & 39424.1333333333 & -11790.1333333333 \tabularnewline
262 & 76990 & 84318.9245283019 & -7328.92452830188 \tabularnewline
263 & 37460 & 39424.1333333333 & -1964.13333333333 \tabularnewline
264 & 54157 & 60147 & -5990 \tabularnewline
265 & 49862 & 60147 & -10285 \tabularnewline
266 & 84337 & 84318.9245283019 & 18.0754716981173 \tabularnewline
267 & 64175 & 84318.9245283019 & -20143.9245283019 \tabularnewline
268 & 59382 & 60147 & -765 \tabularnewline
269 & 119308 & 60147 & 59161 \tabularnewline
270 & 76702 & 84318.9245283019 & -7616.92452830188 \tabularnewline
271 & 103425 & 115413.625 & -11988.625 \tabularnewline
272 & 70344 & 60147 & 10197 \tabularnewline
273 & 43410 & 60147 & -16737 \tabularnewline
274 & 104838 & 125386.181818182 & -20548.1818181818 \tabularnewline
275 & 62215 & 60147 & 2068 \tabularnewline
276 & 69304 & 84318.9245283019 & -15014.9245283019 \tabularnewline
277 & 53117 & 60147 & -7030 \tabularnewline
278 & 19764 & 19387.4 & 376.599999999999 \tabularnewline
279 & 86680 & 84318.9245283019 & 2361.07547169812 \tabularnewline
280 & 84105 & 60147 & 23958 \tabularnewline
281 & 77945 & 84318.9245283019 & -6373.92452830188 \tabularnewline
282 & 89113 & 84318.9245283019 & 4794.07547169812 \tabularnewline
283 & 91005 & 84318.9245283019 & 6686.07547169812 \tabularnewline
284 & 40248 & 39424.1333333333 & 823.866666666669 \tabularnewline
285 & 64187 & 60147 & 4040 \tabularnewline
286 & 50857 & 84318.9245283019 & -33461.9245283019 \tabularnewline
287 & 56613 & 84318.9245283019 & -27705.9245283019 \tabularnewline
288 & 62792 & 60147 & 2645 \tabularnewline
289 & 72535 & 84318.9245283019 & -11783.9245283019 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154142&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]149794.434782609[/C][C]61112.5652173913[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]125386.181818182[/C][C]-4404.18181818182[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]149794.434782609[/C][C]26713.5652173913[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]246179.653846154[/C][C]-66858.6538461538[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]125386.181818182[/C][C]-2201.18181818182[/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]84318.9245283019[/C][C]17326.0754716981[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]149794.434782609[/C][C]-733.434782608703[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]149794.434782609[/C][C]15651.5652173913[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]246179.653846154[/C][C]-8966.65384615384[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]149794.434782609[/C][C]23531.5652173913[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]149794.434782609[/C][C]-16663.4347826087[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]217124.08[/C][C]41748.92[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]149794.434782609[/C][C]30288.5652173913[/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]217124.08[/C][C]13839.92[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]246179.653846154[/C][C]-9394.65384615384[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]125386.181818182[/C][C]10086.8181818182[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]217124.08[/C][C]-14199.08[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]217124.08[/C][C]-1977.07999999999[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]246179.653846154[/C][C]98117.3461538462[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]149794.434782609[/C][C]4140.5652173913[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]149794.434782609[/C][C]-16851.4347826087[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]246179.653846154[/C][C]-71455.6538461538[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]165998.333333333[/C][C]8416.66666666666[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]246179.653846154[/C][C]-20631.6538461538[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]217124.08[/C][C]6507.92000000001[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]149794.434782609[/C][C]-24977.4347826087[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]217124.08[/C][C]4573.92000000001[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]217124.08[/C][C]-6357.07999999999[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]149794.434782609[/C][C]20471.5652173913[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]246179.653846154[/C][C]14381.3461538462[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]84318.9245283019[/C][C]534.075471698117[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]246179.653846154[/C][C]48244.3461538462[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]84318.9245283019[/C][C]16692.0754716981[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]165998.333333333[/C][C]49642.6666666667[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]246179.653846154[/C][C]78927.3461538462[/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]149794.434782609[/C][C]17747.5652173913[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]84318.9245283019[/C][C]22089.0754716981[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]165998.333333333[/C][C]-69438.3333333333[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]246179.653846154[/C][C]19589.3461538462[/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]149794.434782609[/C][C]-682.434782608703[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]165998.333333333[/C][C]9825.66666666666[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]149794.434782609[/C][C]3076.5652173913[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]84318.9245283019[/C][C]27346.0754716981[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]165998.333333333[/C][C]-49590.3333333333[/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]84318.9245283019[/C][C]-5518.92452830188[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]217124.08[/C][C]-33957.08[/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]217124.08[/C][C]-66495.08[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]149794.434782609[/C][C]19014.5652173913[/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]246179.653846154[/C][C]83087.3461538462[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]60147[/C][C]4882[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]84318.9245283019[/C][C]16778.0754716981[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]217124.08[/C][C]1821.92000000001[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]217124.08[/C][C]26927.92[/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]84318.9245283019[/C][C]19278.0754716981[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]246179.653846154[/C][C]-12851.6538461538[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]246179.653846154[/C][C]10282.3461538462[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]217124.08[/C][C]-10963.08[/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]246179.653846154[/C][C]-10379.6538461538[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]165998.333333333[/C][C]11940.6666666667[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]165998.333333333[/C][C]41177.6666666667[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]149794.434782609[/C][C]46758.5652173913[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]149794.434782609[/C][C]24389.5652173913[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]149794.434782609[/C][C]-6548.4347826087[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]246179.653846154[/C][C]-58620.6538461538[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]217124.08[/C][C]-29443.08[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]149794.434782609[/C][C]-30778.4347826087[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]217124.08[/C][C]-34932.08[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]84318.9245283019[/C][C]-10752.9245283019[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]165998.333333333[/C][C]28980.6666666667[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]149794.434782609[/C][C]17693.5652173913[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]149794.434782609[/C][C]-6038.4347826087[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]217124.08[/C][C]58416.92[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]246179.653846154[/C][C]-2980.65384615384[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]149794.434782609[/C][C]33204.5652173913[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]149794.434782609[/C][C]-14145.4347826087[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]149794.434782609[/C][C]2504.5652173913[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]149794.434782609[/C][C]-29573.4347826087[/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]115413.625[/C][C]30376.375[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]246179.653846154[/C][C]-52840.6538461538[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]125386.181818182[/C][C]-44433.1818181818[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]165998.333333333[/C][C]-43224.3333333333[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]125386.181818182[/C][C]5198.81818181818[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]125386.181818182[/C][C]-12775.1818181818[/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]246179.653846154[/C][C]-5113.65384615384[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]246179.653846154[/C][C]-97733.6538461538[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]165998.333333333[/C][C]38714.6666666667[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]217124.08[/C][C]-35045.08[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]115413.625[/C][C]24930.375[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]217124.08[/C][C]3391.92000000001[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]165998.333333333[/C][C]77061.6666666667[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]149794.434782609[/C][C]12970.5652173913[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]149794.434782609[/C][C]32818.5652173913[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]217124.08[/C][C]15013.92[/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]115413.625[/C][C]-29839.625[/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]246179.653846154[/C][C]-21119.6538461538[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]217124.08[/C][C]15192.92[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]115413.625[/C][C]29552.375[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]60147[/C][C]-16860[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]165998.333333333[/C][C]-10244.3333333333[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]149794.434782609[/C][C]14914.5652173913[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]217124.08[/C][C]-15184.08[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]217124.08[/C][C]18329.92[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]165998.333333333[/C][C]54802.6666666667[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]84318.9245283019[/C][C]15147.0754716981[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]115413.625[/C][C]-22752.625[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]149794.434782609[/C][C]-16466.4347826087[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]84318.9245283019[/C][C]-22957.9245283019[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]165998.333333333[/C][C]-40068.3333333333[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]149794.434782609[/C][C]-49044.4347826087[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]149794.434782609[/C][C]74754.5652173913[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]84318.9245283019[/C][C]-2002.92452830188[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]84318.9245283019[/C][C]17691.0754716981[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]149794.434782609[/C][C]-48271.4347826087[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]217124.08[/C][C]26386.92[/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]149794.434782609[/C][C]2679.5652173913[/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]165998.333333333[/C][C]-66075.3333333333[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]149794.434782609[/C][C]-17307.4347826087[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]246179.653846154[/C][C]71214.3461538462[/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]165998.333333333[/C][C]43642.6666666667[/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]165998.333333333[/C][C]-34300.3333333333[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]84318.9245283019[/C][C]7416.07547169812[/C][/ROW]
[ROW][C]144[/C][C]244749[/C][C]246179.653846154[/C][C]-1430.65384615384[/C][/ROW]
[ROW][C]145[/C][C]184510[/C][C]149794.434782609[/C][C]34715.5652173913[/C][/ROW]
[ROW][C]146[/C][C]79863[/C][C]115413.625[/C][C]-35550.625[/C][/ROW]
[ROW][C]147[/C][C]128423[/C][C]84318.9245283019[/C][C]44104.0754716981[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]84318.9245283019[/C][C]13520.0754716981[/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]149794.434782609[/C][C]1306.5652173913[/C][/ROW]
[ROW][C]151[/C][C]272458[/C][C]217124.08[/C][C]55333.92[/C][/ROW]
[ROW][C]152[/C][C]172494[/C][C]125386.181818182[/C][C]47107.8181818182[/C][/ROW]
[ROW][C]153[/C][C]108043[/C][C]149794.434782609[/C][C]-41751.4347826087[/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]246179.653846154[/C][C]4399.34615384616[/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]125386.181818182[/C][C]32628.8181818182[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]84318.9245283019[/C][C]14547.0754716981[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]84318.9245283019[/C][C]1120.07547169812[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]165998.333333333[/C][C]63243.6666666667[/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]84318.9245283019[/C][C]-111.924528301883[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]115413.625[/C][C]5031.375[/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]149794.434782609[/C][C]-18725.4347826087[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]149794.434782609[/C][C]54476.5652173913[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]165998.333333333[/C][C]-455.333333333343[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]115413.625[/C][C]26308.375[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]125386.181818182[/C][C]-9338.18181818182[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]165998.333333333[/C][C]84048.6666666667[/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]217124.08[/C][C]-21286.08[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]165998.333333333[/C][C]7261.66666666666[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]246179.653846154[/C][C]8308.34615384616[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]149794.434782609[/C][C]-45405.4347826087[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]115413.625[/C][C]20670.375[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]217124.08[/C][C]-17648.08[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]84318.9245283019[/C][C]8180.07547169812[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]246179.653846154[/C][C]-21849.6538461538[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]149794.434782609[/C][C]-14013.4347826087[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]115413.625[/C][C]-41005.625[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]149794.434782609[/C][C]-68554.4347826087[/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]165998.333333333[/C][C]15634.6666666667[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]246179.653846154[/C][C]25676.3461538462[/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]165998.333333333[/C][C]-32630.3333333333[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]84318.9245283019[/C][C]10908.0754716981[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]149794.434782609[/C][C]2806.5652173913[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]84318.9245283019[/C][C]13827.0754716981[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]149794.434782609[/C][C]-70175.4347826087[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]115413.625[/C][C]-56219.625[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]149794.434782609[/C][C]-9852.4347826087[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]149794.434782609[/C][C]-31182.4347826087[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]84318.9245283019[/C][C]-11438.9245283019[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]60147[/C][C]5328[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]115413.625[/C][C]-15770.625[/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]115413.625[/C][C]19717.375[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]115413.625[/C][C]-6967.625[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]115413.625[/C][C]-25667.625[/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]84318.9245283019[/C][C]-6670.92452830188[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]115413.625[/C][C]66114.375[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]115413.625[/C][C]18605.375[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]125386.181818182[/C][C]-1322.18181818182[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]84318.9245283019[/C][C]8311.07547169812[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]115413.625[/C][C]6434.375[/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]84318.9245283019[/C][C]-25337.9245283019[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]60147[/C][C]-6632[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]84318.9245283019[/C][C]-23506.9245283019[/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]84318.9245283019[/C][C]-8016.92452830188[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]115413.625[/C][C]-11402.625[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]165998.333333333[/C][C]-67894.3333333333[/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]165998.333333333[/C][C]-30540.3333333333[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]60147[/C][C]13357[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]84318.9245283019[/C][C]-21195.9245283019[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]84318.9245283019[/C][C]-23064.9245283019[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]115413.625[/C][C]-40499.625[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]60147[/C][C]-28373[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]84318.9245283019[/C][C]-2881.92452830188[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]115413.625[/C][C]-28227.625[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]60147[/C][C]-10057[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]84318.9245283019[/C][C]-18573.9245283019[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]60147[/C][C]-3494[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]115413.625[/C][C]42985.375[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]60147[/C][C]-13692[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]84318.9245283019[/C][C]-10694.9245283019[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]60147[/C][C]-21752[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]84318.9245283019[/C][C]7580.07547169812[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]165998.333333333[/C][C]-26472.3333333333[/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]84318.9245283019[/C][C]-13767.9245283019[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]84318.9245283019[/C][C]537.075471698117[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]165998.333333333[/C][C]-63460.3333333333[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]60147[/C][C]26531[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]84318.9245283019[/C][C]1390.07547169812[/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]115413.625[/C][C]35166.375[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]84318.9245283019[/C][C]15292.0754716981[/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]84318.9245283019[/C][C]15054.0754716981[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]84318.9245283019[/C][C]1911.07547169812[/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]84318.9245283019[/C][C]5487.07547169812[/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]84318.9245283019[/C][C]-7328.92452830188[/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]84318.9245283019[/C][C]18.0754716981173[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]84318.9245283019[/C][C]-20143.9245283019[/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]84318.9245283019[/C][C]-7616.92452830188[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]115413.625[/C][C]-11988.625[/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]125386.181818182[/C][C]-20548.1818181818[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]60147[/C][C]2068[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]84318.9245283019[/C][C]-15014.9245283019[/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]84318.9245283019[/C][C]2361.07547169812[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]60147[/C][C]23958[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]84318.9245283019[/C][C]-6373.92452830188[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]84318.9245283019[/C][C]4794.07547169812[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]84318.9245283019[/C][C]6686.07547169812[/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]84318.9245283019[/C][C]-33461.9245283019[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]84318.9245283019[/C][C]-27705.9245283019[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]60147[/C][C]2645[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]84318.9245283019[/C][C]-11783.9245283019[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154142&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154142&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	149794.434782609	61112.5652173913
2	120982	125386.181818182	-4404.18181818182
3	176508	149794.434782609	26713.5652173913
4	179321	246179.653846154	-66858.6538461538
5	123185	125386.181818182	-2201.18181818182
6	52746	39424.1333333333	13321.8666666667
7	385534	321098.0625	64435.9375
8	33170	19387.4	13782.6
9	101645	84318.9245283019	17326.0754716981
10	149061	149794.434782609	-733.434782608703
11	165446	149794.434782609	15651.5652173913
12	237213	246179.653846154	-8966.65384615384
13	173326	149794.434782609	23531.5652173913
14	133131	149794.434782609	-16663.4347826087
15	258873	217124.08	41748.92
16	180083	149794.434782609	30288.5652173913
17	324799	321098.0625	3700.9375
18	230964	217124.08	13839.92
19	236785	246179.653846154	-9394.65384615384
20	135473	125386.181818182	10086.8181818182
21	202925	217124.08	-14199.08
22	215147	217124.08	-1977.07999999999
23	344297	246179.653846154	98117.3461538462
24	153935	149794.434782609	4140.5652173913
25	132943	149794.434782609	-16851.4347826087
26	174724	246179.653846154	-71455.6538461538
27	174415	165998.333333333	8416.66666666666
28	225548	246179.653846154	-20631.6538461538
29	223632	217124.08	6507.92000000001
30	124817	149794.434782609	-24977.4347826087
31	221698	217124.08	4573.92000000001
32	210767	217124.08	-6357.07999999999
33	170266	149794.434782609	20471.5652173913
34	260561	246179.653846154	14381.3461538462
35	84853	84318.9245283019	534.075471698117
36	294424	246179.653846154	48244.3461538462
37	101011	84318.9245283019	16692.0754716981
38	215641	165998.333333333	49642.6666666667
39	325107	246179.653846154	78927.3461538462
40	7176	19387.4	-12211.4
41	167542	149794.434782609	17747.5652173913
42	106408	84318.9245283019	22089.0754716981
43	96560	165998.333333333	-69438.3333333333
44	265769	246179.653846154	19589.3461538462
45	269651	321098.0625	-51447.0625
46	149112	149794.434782609	-682.434782608703
47	175824	165998.333333333	9825.66666666666
48	152871	149794.434782609	3076.5652173913
49	111665	84318.9245283019	27346.0754716981
50	116408	165998.333333333	-49590.3333333333
51	362301	321098.0625	41202.9375
52	78800	84318.9245283019	-5518.92452830188
53	183167	217124.08	-33957.08
54	277965	321098.0625	-43133.0625
55	150629	217124.08	-66495.08
56	168809	149794.434782609	19014.5652173913
57	24188	39424.1333333333	-15236.1333333333
58	329267	246179.653846154	83087.3461538462
59	65029	60147	4882
60	101097	84318.9245283019	16778.0754716981
61	218946	217124.08	1821.92000000001
62	244052	217124.08	26927.92
63	341570	321098.0625	20471.9375
64	103597	84318.9245283019	19278.0754716981
65	233328	246179.653846154	-12851.6538461538
66	256462	246179.653846154	10282.3461538462
67	206161	217124.08	-10963.08
68	311473	321098.0625	-9625.0625
69	235800	246179.653846154	-10379.6538461538
70	177939	165998.333333333	11940.6666666667
71	207176	165998.333333333	41177.6666666667
72	196553	149794.434782609	46758.5652173913
73	174184	149794.434782609	24389.5652173913
74	143246	149794.434782609	-6548.4347826087
75	187559	246179.653846154	-58620.6538461538
76	187681	217124.08	-29443.08
77	119016	149794.434782609	-30778.4347826087
78	182192	217124.08	-34932.08
79	73566	84318.9245283019	-10752.9245283019
80	194979	165998.333333333	28980.6666666667
81	167488	149794.434782609	17693.5652173913
82	143756	149794.434782609	-6038.4347826087
83	275541	217124.08	58416.92
84	243199	246179.653846154	-2980.65384615384
85	182999	149794.434782609	33204.5652173913
86	135649	149794.434782609	-14145.4347826087
87	152299	149794.434782609	2504.5652173913
88	120221	149794.434782609	-29573.4347826087
89	346485	321098.0625	25386.9375
90	145790	115413.625	30376.375
91	193339	246179.653846154	-52840.6538461538
92	80953	125386.181818182	-44433.1818181818
93	122774	165998.333333333	-43224.3333333333
94	130585	125386.181818182	5198.81818181818
95	112611	125386.181818182	-12775.1818181818
96	286468	321098.0625	-34630.0625
97	241066	246179.653846154	-5113.65384615384
98	148446	246179.653846154	-97733.6538461538
99	204713	165998.333333333	38714.6666666667
100	182079	217124.08	-35045.08
101	140344	115413.625	24930.375
102	220516	217124.08	3391.92000000001
103	243060	165998.333333333	77061.6666666667
104	162765	149794.434782609	12970.5652173913
105	182613	149794.434782609	32818.5652173913
106	232138	217124.08	15013.92
107	265318	321098.0625	-55780.0625
108	85574	115413.625	-29839.625
109	310839	321098.0625	-10259.0625
110	225060	246179.653846154	-21119.6538461538
111	232317	217124.08	15192.92
112	144966	115413.625	29552.375
113	43287	60147	-16860
114	155754	165998.333333333	-10244.3333333333
115	164709	149794.434782609	14914.5652173913
116	201940	217124.08	-15184.08
117	235454	217124.08	18329.92
118	220801	165998.333333333	54802.6666666667
119	99466	84318.9245283019	15147.0754716981
120	92661	115413.625	-22752.625
121	133328	149794.434782609	-16466.4347826087
122	61361	84318.9245283019	-22957.9245283019
123	125930	165998.333333333	-40068.3333333333
124	100750	149794.434782609	-49044.4347826087
125	224549	149794.434782609	74754.5652173913
126	82316	84318.9245283019	-2002.92452830188
127	102010	84318.9245283019	17691.0754716981
128	101523	149794.434782609	-48271.4347826087
129	243511	217124.08	26386.92
130	22938	19387.4	3550.6
131	41566	60147	-18581
132	152474	149794.434782609	2679.5652173913
133	61857	39424.1333333333	22432.8666666667
134	99923	165998.333333333	-66075.3333333333
135	132487	149794.434782609	-17307.4347826087
136	317394	246179.653846154	71214.3461538462
137	21054	19387.4	1666.6
138	209641	165998.333333333	43642.6666666667
139	22648	60147	-37499
140	31414	39424.1333333333	-8010.13333333333
141	46698	60147	-13449
142	131698	165998.333333333	-34300.3333333333
143	91735	84318.9245283019	7416.07547169812
144	244749	246179.653846154	-1430.65384615384
145	184510	149794.434782609	34715.5652173913
146	79863	115413.625	-35550.625
147	128423	84318.9245283019	44104.0754716981
148	97839	84318.9245283019	13520.0754716981
149	38214	39424.1333333333	-1210.13333333333
150	151101	149794.434782609	1306.5652173913
151	272458	217124.08	55333.92
152	172494	125386.181818182	47107.8181818182
153	108043	149794.434782609	-41751.4347826087
154	328107	321098.0625	7008.9375
155	250579	246179.653846154	4399.34615384616
156	351067	321098.0625	29968.9375
157	158015	125386.181818182	32628.8181818182
158	98866	84318.9245283019	14547.0754716981
159	85439	84318.9245283019	1120.07547169812
160	229242	165998.333333333	63243.6666666667
161	351619	321098.0625	30520.9375
162	84207	84318.9245283019	-111.924528301883
163	120445	115413.625	5031.375
164	324598	321098.0625	3499.9375
165	131069	149794.434782609	-18725.4347826087
166	204271	149794.434782609	54476.5652173913
167	165543	165998.333333333	-455.333333333343
168	141722	115413.625	26308.375
169	116048	125386.181818182	-9338.18181818182
170	250047	165998.333333333	84048.6666666667
171	299775	321098.0625	-21323.0625
172	195838	217124.08	-21286.08
173	173260	165998.333333333	7261.66666666666
174	254488	246179.653846154	8308.34615384616
175	104389	149794.434782609	-45405.4347826087
176	136084	115413.625	20670.375
177	199476	217124.08	-17648.08
178	92499	84318.9245283019	8180.07547169812
179	224330	246179.653846154	-21849.6538461538
180	135781	149794.434782609	-14013.4347826087
181	74408	115413.625	-41005.625
182	81240	149794.434782609	-68554.4347826087
183	14688	19387.4	-4699.4
184	181633	165998.333333333	15634.6666666667
185	271856	246179.653846154	25676.3461538462
186	7199	19387.4	-12188.4
187	46660	39424.1333333333	7235.86666666667
188	17547	19387.4	-1840.4
189	133368	165998.333333333	-32630.3333333333
190	95227	84318.9245283019	10908.0754716981
191	152601	149794.434782609	2806.5652173913
192	98146	84318.9245283019	13827.0754716981
193	79619	149794.434782609	-70175.4347826087
194	59194	115413.625	-56219.625
195	139942	149794.434782609	-9852.4347826087
196	118612	149794.434782609	-31182.4347826087
197	72880	84318.9245283019	-11438.9245283019
198	65475	60147	5328
199	99643	115413.625	-15770.625
200	71965	60147	11818
201	77272	60147	17125
202	49289	39424.1333333333	9864.86666666667
203	135131	115413.625	19717.375
204	108446	115413.625	-6967.625
205	89746	115413.625	-25667.625
206	44296	39424.1333333333	4871.86666666667
207	77648	84318.9245283019	-6670.92452830188
208	181528	115413.625	66114.375
209	134019	115413.625	18605.375
210	124064	125386.181818182	-1322.18181818182
211	92630	84318.9245283019	8311.07547169812
212	121848	115413.625	6434.375
213	52915	60147	-7232
214	81872	60147	21725
215	58981	84318.9245283019	-25337.9245283019
216	53515	60147	-6632
217	60812	84318.9245283019	-23506.9245283019
218	56375	60147	-3772
219	65490	60147	5343
220	80949	60147	20802
221	76302	84318.9245283019	-8016.92452830188
222	104011	115413.625	-11402.625
223	98104	165998.333333333	-67894.3333333333
224	67989	60147	7842
225	30989	19387.4	11601.6
226	135458	165998.333333333	-30540.3333333333
227	73504	60147	13357
228	63123	84318.9245283019	-21195.9245283019
229	61254	84318.9245283019	-23064.9245283019
230	74914	115413.625	-40499.625
231	31774	60147	-28373
232	81437	84318.9245283019	-2881.92452830188
233	87186	115413.625	-28227.625
234	50090	60147	-10057
235	65745	84318.9245283019	-18573.9245283019
236	56653	60147	-3494
237	158399	115413.625	42985.375
238	46455	60147	-13692
239	73624	84318.9245283019	-10694.9245283019
240	38395	60147	-21752
241	91899	84318.9245283019	7580.07547169812
242	139526	165998.333333333	-26472.3333333333
243	52164	60147	-7983
244	51567	60147	-8580
245	70551	84318.9245283019	-13767.9245283019
246	84856	84318.9245283019	537.075471698117
247	102538	165998.333333333	-63460.3333333333
248	86678	60147	26531
249	85709	84318.9245283019	1390.07547169812
250	34662	39424.1333333333	-4762.13333333333
251	150580	115413.625	35166.375
252	99611	84318.9245283019	15292.0754716981
253	19349	19387.4	-38.4000000000015
254	99373	84318.9245283019	15054.0754716981
255	86230	84318.9245283019	1911.07547169812
256	30837	39424.1333333333	-8587.13333333333
257	31706	39424.1333333333	-7718.13333333333
258	89806	84318.9245283019	5487.07547169812
259	62088	60147	1941
260	40151	39424.1333333333	726.866666666669
261	27634	39424.1333333333	-11790.1333333333
262	76990	84318.9245283019	-7328.92452830188
263	37460	39424.1333333333	-1964.13333333333
264	54157	60147	-5990
265	49862	60147	-10285
266	84337	84318.9245283019	18.0754716981173
267	64175	84318.9245283019	-20143.9245283019
268	59382	60147	-765
269	119308	60147	59161
270	76702	84318.9245283019	-7616.92452830188
271	103425	115413.625	-11988.625
272	70344	60147	10197
273	43410	60147	-16737
274	104838	125386.181818182	-20548.1818181818
275	62215	60147	2068
276	69304	84318.9245283019	-15014.9245283019
277	53117	60147	-7030
278	19764	19387.4	376.599999999999
279	86680	84318.9245283019	2361.07547169812
280	84105	60147	23958
281	77945	84318.9245283019	-6373.92452830188
282	89113	84318.9245283019	4794.07547169812
283	91005	84318.9245283019	6686.07547169812
284	40248	39424.1333333333	823.866666666669
285	64187	60147	4040
286	50857	84318.9245283019	-33461.9245283019
287	56613	84318.9245283019	-27705.9245283019
288	62792	60147	2645
289	72535	84318.9245283019	-11783.9245283019

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 = 5 ; par4 = no ;

Parameters (R input):

par1 = 1 ; par2 = none ; par3 = 5 ; 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