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Description of Statistical Computation

Author's title

Author*The author of this computation has been verified*
R Software Modulerwasp_regression_trees1.wasp
Title produced by softwareRecursive Partitioning (Regression Trees)
Date of computationMon, 19 Dec 2011 10:29:10 -0500
Cite this page as followsStatistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2011/Dec/19/t13243086515577gf4pmxsog5j.htm/, Retrieved Wed, 15 May 2024 20:33:33 +0000
Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=157453, Retrieved Wed, 15 May 2024 20:33:33 +0000
QR Codes:

Original text written by user:
IsPrivate?No (this computation is public)
User-defined keywords
Estimated Impact85

Tree of Dependent Computations

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)] [] [2011-12-19 15:29:10] [c092f3a3bdd85c7279ddab6c8c6c9261] [Current]
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Dataset

Dataseries X:
Download CSV
Histogram
Boxplots 
56	3	30	112285	24188	146283	144	145	1
56	4	28	84786	18273	98364	103	101	1
54	12	38	83123	14130	86146	98	98	1
89	2	30	101193	32287	96933	135	132	1
40	1	22	38361	8654	79234	61	60	1
25	3	26	68504	9245	42551	39	38	1
92	0	25	119182	33251	195663	150	144	1
18	0	18	22807	1271	6853	5	5	1
63	0	11	17140	5279	21529	28	28	0
44	5	26	116174	27101	95757	84	84	1
33	0	25	57635	16373	85584	80	79	1
84	0	38	66198	19716	143983	130	127	1
88	7	44	71701	17753	75851	82	78	1
55	7	30	57793	9028	59238	60	60	1
60	3	40	80444	18653	93163	131	131	1
66	9	34	53855	8828	96037	84	84	1
154	0	47	97668	29498	151511	140	133	1
53	4	30	133824	27563	136368	151	150	1
119	3	31	101481	18293	112642	91	91	1
41	0	23	99645	22530	94728	138	132	1
61	7	36	114789	15977	105499	150	136	1
58	0	36	99052	35082	121527	124	124	1
75	1	30	67654	16116	127766	119	118	1
33	5	25	65553	15849	98958	73	70	1
40	7	39	97500	16026	77900	110	107	1
92	0	34	69112	26569	85646	123	119	1
100	0	31	82753	24785	98579	90	89	1
112	5	31	85323	17569	130767	116	112	1
73	0	33	72654	23825	131741	113	108	1
40	0	25	30727	7869	53907	56	52	1
45	0	33	77873	14975	178812	115	112	1
60	3	35	117478	37791	146761	119	116	1
62	4	42	74007	9605	82036	129	123	1
75	1	43	90183	27295	163253	127	125	1
31	4	30	61542	2746	27032	27	27	1
77	2	33	101494	34461	171975	175	162	1
34	0	13	27570	8098	65990	35	32	0
46	0	32	55813	4787	86572	64	64	1
99	0	36	79215	24919	159676	96	92	1
17	0	0	1423	603	1929	0	0	0
66	2	28	55461	16329	85371	84	83	1
30	1	14	31081	12558	58391	41	41	1
76	0	17	22996	7784	31580	47	47	0
146	2	32	83122	28522	136815	126	120	1
67	10	30	70106	22265	120642	105	105	1
56	6	35	60578	14459	69107	80	79	1
107	0	20	39992	14526	50495	70	65	0
58	5	28	79892	22240	108016	73	70	1
34	4	28	49810	11802	46341	57	55	1
61	1	39	71570	7623	78348	40	39	1
119	2	34	100708	11912	79336	68	67	1
42	2	26	33032	7935	56968	21	21	1
66	0	39	82875	18220	93176	127	127	1
89	8	39	139077	19199	161632	154	152	1
44	3	33	71595	19918	87850	116	113	1
66	0	28	72260	21884	127969	102	99	1
24	0	4	5950	2694	15049	7	7	1
259	8	39	115762	15808	155135	148	141	1
17	5	18	32551	3597	25109	21	21	1
64	3	14	31701	5296	45824	35	35	1
41	1	29	80670	25239	102996	112	109	1
68	5	44	143558	29801	160604	137	133	1
168	1	21	117105	18450	158051	135	123	0
43	1	16	23789	7132	44547	26	26	0
132	5	28	120733	34861	162647	230	230	1
105	0	35	105195	35940	174141	181	166	1
71	12	28	73107	16688	60622	71	68	1
112	8	38	132068	24683	179566	147	147	1
94	8	23	149193	46230	184301	190	179	1
82	8	36	46821	10387	75661	64	61	1
70	8	32	87011	21436	96144	105	101	1
57	2	29	95260	30546	129847	107	108	1
53	0	25	55183	19746	117286	94	90	1
103	5	27	106671	15977	71180	116	114	1
121	8	36	73511	22583	109377	106	103	1
62	2	28	92945	17274	85298	143	142	1
52	5	23	78664	16469	73631	81	79	1
52	12	40	70054	14251	86767	89	88	1
32	6	23	22618	3007	23824	26	25	1
62	7	40	74011	16851	93487	84	83	1
45	2	28	83737	21113	82981	113	113	1
46	0	34	69094	17401	73815	120	118	1
63	4	33	93133	23958	94552	110	110	1
75	3	28	95536	23567	132190	134	129	1
88	6	34	225920	13065	128754	54	51	1
46	2	30	62133	15358	66363	96	93	1
53	0	33	61370	14587	67808	78	76	1
37	1	22	43836	12770	61724	51	49	1
90	0	38	106117	24021	131722	121	118	1
63	5	26	38692	9648	68580	38	38	1
78	2	35	84651	20537	106175	145	141	1
25	0	8	56622	7905	55792	59	58	1
45	0	24	15986	4527	25157	27	27	1
46	5	29	95364	30495	76669	91	91	1
41	0	20	26706	7117	57283	48	48	0
144	1	29	89691	17719	105805	68	63	1
82	0	45	67267	27056	129484	58	56	1
91	1	37	126846	33473	72413	150	144	1
71	1	33	41140	9758	87831	74	73	1
63	2	33	102860	21115	96971	181	168	1
53	6	25	51715	7236	71299	65	64	1
62	1	32	55801	13790	77494	97	97	1
63	4	29	111813	32902	120336	121	117	1
32	2	28	120293	25131	93913	99	100	1
39	3	28	138599	30910	136048	152	149	1
62	0	31	161647	35947	181248	188	187	1
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34	0	21	24266	6943	32036	40	37	0
92	9	24	162901	42705	186646	254	245	1
93	7	41	109825	31808	102255	87	87	1
54	0	33	129838	26675	168237	178	177	1
144	0	32	37510	8435	64219	51	49	1
14	4	19	43750	7409	19630	49	49	1
61	4	20	40652	14993	76825	73	73	1
109	0	31	87771	36867	115338	176	177	1
38	0	31	85872	33835	109427	94	94	1
73	0	32	89275	24164	118168	120	117	1
75	1	18	44418	12607	84845	66	60	0
50	0	23	192565	22609	153197	56	55	1
61	1	17	35232	5892	29877	39	39	0
55	0	20	40909	17014	63506	66	64	0
77	0	12	13294	5394	22445	27	26	0
75	4	17	32387	9178	47695	65	64	0
72	0	30	140867	6440	68370	58	58	1
50	4	31	120662	21916	146304	98	95	1
32	4	10	21233	4011	38233	25	25	0
53	3	13	44332	5818	42071	26	26	0
42	0	22	61056	18647	50517	77	76	0
71	0	42	101338	20556	103950	130	129	1
10	0	1	1168	238	5841	11	11	1
35	5	9	13497	70	2341	2	2	0
65	0	32	65567	22392	84396	101	101	1
25	4	11	25162	3913	24610	31	28	1
66	0	25	32334	12237	35753	36	36	0
41	0	36	40735	8388	55515	120	89	1
86	1	31	91413	22120	209056	195	193	1
16	0	0	855	338	6622	4	4	1
42	5	24	97068	11727	115814	89	84	1
19	0	13	44339	3704	11609	24	23	0
19	0	8	14116	3988	13155	39	39	1
45	0	13	10288	3030	18274	14	14	0
65	0	19	65622	13520	72875	78	78	0
35	0	18	16563	1421	10112	15	14	0
95	2	33	76643	20923	142775	106	101	1
49	7	40	110681	20237	68847	83	82	1
37	1	22	29011	3219	17659	24	24	0
64	8	38	92696	3769	20112	37	36	1
38	2	24	94785	12252	61023	77	75	1
34	0	8	8773	1888	13983	16	16	1
32	2	35	83209	14497	65176	56	55	1
65	0	43	93815	28864	132432	132	131	1
52	0	43	86687	21721	112494	144	131	1
62	1	14	34553	4821	45109	40	39	0
65	3	41	105547	33644	170875	153	144	1
83	0	38	103487	15923	180759	143	139	1
95	3	45	213688	42935	214921	220	211	1
29	0	31	71220	18864	100226	79	78	1
18	0	13	23517	4977	32043	50	50	0
33	0	28	56926	7785	54454	39	39	1
247	4	31	91721	17939	78876	95	90	1
139	4	40	115168	23436	170745	169	166	1
29	11	30	111194	325	6940	12	12	1
118	0	16	51009	13539	49025	63	57	0
110	0	37	135777	34538	122037	134	133	1
67	4	30	51513	12198	53782	69	69	1
42	0	35	74163	26924	127748	119	119	1
65	1	32	51633	12716	86839	119	119	1
94	0	27	75345	8172	44830	75	65	1
64	0	20	33416	10855	77395	63	61	0
81	0	18	83305	11932	89324	55	49	0
95	9	31	98952	14300	103300	103	101	1
67	1	31	102372	25515	112283	197	196	1
63	3	21	37238	2805	10901	16	15	1
83	10	39	103772	29402	120691	140	136	1
45	5	41	123969	16440	58106	89	89	1
30	0	13	27142	11221	57140	40	40	0
70	2	32	135400	28732	122422	125	123	1
32	0	18	21399	5250	25899	21	21	0
83	1	39	130115	28608	139296	167	163	1
31	2	14	24874	8092	52678	32	29	0
67	4	7	34988	4473	23853	36	35	0
66	0	17	45549	1572	17306	13	13	0
10	0	0	6023	2065	7953	5	5	1
70	2	30	64466	14817	89455	96	96	1
103	1	37	54990	16714	147866	151	151	1
5	0	0	1644	556	4245	6	6	1
20	0	5	6179	2089	21509	13	13	1
5	0	1	3926	2658	7670	3	3	1
36	1	16	32755	10695	66675	57	56	0
34	0	32	34777	1669	14336	23	23	1
48	2	24	73224	16267	53608	61	57	1
40	0	17	27114	7768	30059	21	14	0
43	3	11	20760	7252	29668	43	43	0
31	6	24	37636	6387	22097	20	20	0
42	0	22	65461	18715	96841	82	72	0
46	2	12	30080	7936	41907	90	87	0
33	0	19	24094	8643	27080	25	21	0
18	2	13	69008	7294	35885	60	56	0
55	1	17	54968	4570	41247	61	59	0
35	1	15	46090	7185	28313	85	82	0
59	2	16	27507	10058	36845	43	43	0
19	1	24	10672	2342	16548	25	25	0
66	0	15	34029	8509	36134	41	38	0
60	1	17	46300	13275	55764	26	25	0
36	3	18	24760	6816	28910	38	38	0
25	0	20	18779	1930	13339	12	12	0
47	0	16	21280	8086	25319	29	29	0
54	0	16	40662	10737	66956	49	47	0
53	0	18	28987	8033	47487	46	45	0
40	1	22	22827	7058	52785	41	40	0
40	4	8	18513	6782	44683	31	30	0
39	0	17	30594	5401	35619	41	41	0
14	0	18	24006	6521	21920	26	25	0
45	0	16	27913	10856	45608	23	23	0
36	7	23	42744	2154	7721	14	14	0
28	2	22	12934	6117	20634	16	16	0
44	0	13	22574	5238	29788	25	26	0
30	7	13	41385	4820	31931	21	21	0
22	3	16	18653	5615	37754	32	27	0
17	0	16	18472	4272	32505	9	9	0
31	0	20	30976	8702	40557	35	33	0
55	6	22	63339	15340	94238	42	42	0
54	2	17	25568	8030	44197	68	68	0
21	0	18	33747	9526	43228	32	32	0
14	0	17	4154	1278	4103	6	6	0
81	3	12	19474	4236	44144	68	67	0
35	0	7	35130	3023	32868	33	33	0
43	1	17	39067	7196	27640	84	77	0
46	1	14	13310	3394	14063	46	46	0
30	0	23	65892	6371	28990	30	30	0
23	1	17	4143	1574	4694	0	0	0
38	0	14	28579	9620	42648	36	36	0
54	0	15	51776	6978	64329	47	46	0
20	0	17	21152	4911	21928	20	18	0
53	0	21	38084	8645	25836	50	48	0
45	0	18	27717	8987	22779	30	29	0
39	0	18	32928	5544	40820	30	28	0
20	0	17	11342	3083	27530	34	34	0
24	0	17	19499	6909	32378	33	33	0
31	0	16	16380	3189	10824	34	34	0
35	0	15	36874	6745	39613	37	33	0
151	0	21	48259	16724	60865	83	80	0
52	0	16	16734	4850	19787	32	32	0
30	2	14	28207	7025	20107	30	30	0
31	0	15	30143	6047	36605	43	41	0
29	1	17	41369	7377	40961	41	41	0
57	1	15	45833	9078	48231	51	51	0
40	0	15	29156	4605	39725	19	18	0
44	0	10	35944	3238	21455	37	34	0
25	0	6	36278	8100	23430	33	31	0
77	0	22	45588	9653	62991	41	39	0
35	0	21	45097	8914	49363	54	54	0
11	0	1	3895	786	9604	14	14	0
63	1	18	28394	6700	24552	25	24	0
44	0	17	18632	5788	31493	25	24	0
19	0	4	2325	593	3439	8	8	0
13	0	10	25139	4506	19555	26	26	0
42	0	16	27975	6382	21228	20	19	0
38	1	16	14483	5621	23177	11	11	0
29	0	9	13127	3997	22094	14	14	0
20	0	16	5839	520	2342	3	1	0
27	0	17	24069	8891	38798	40	39	0
20	0	7	3738	999	3255	5	5	0
19	0	15	18625	7067	24261	38	37	0
37	0	14	36341	4639	18511	32	32	0
26	0	14	24548	5654	40798	41	38	0
42	0	18	21792	6928	28893	46	47	0
49	0	12	26263	1514	21425	47	47	0
30	0	16	23686	9238	50276	37	37	0
49	0	21	49303	8204	37643	51	51	0
67	1	19	25659	5926	30377	49	45	0
28	0	16	28904	5785	27126	21	21	0
19	0	1	2781	4	13	1	1	0
49	1	16	29236	5930	42097	44	42	0
27	0	10	19546	3710	24451	26	26	0
30	6	19	22818	705	14335	21	21	0
22	3	12	32689	443	5084	4	4	0
12	1	2	5752	2416	9927	10	10	0
31	2	14	22197	7747	43527	43	43	0
20	0	17	20055	5432	27184	34	34	0
20	0	19	25272	4913	21610	32	31	0
39	0	14	82206	2650	20484	20	19	0
29	3	11	32073	2370	20156	34	34	0
16	1	4	5444	775	6012	6	6	0
27	0	16	20154	5576	18475	12	11	0
21	0	20	36944	1352	12645	24	24	0
19	1	12	8019	3080	11017	16	16	0
35	0	15	30884	10205	37623	72	72	0
14	0	16	19540	6095	35873	27	21	0

Tables (Output of Computation)





Summary of computational transaction
Raw Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time6 seconds
R Server'Gwilym Jenkins' @ jenkins.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 & 'Gwilym Jenkins' @ jenkins.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=157453&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]'Gwilym Jenkins' @ jenkins.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=157453&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=157453&T=0

As an alternative you can also use a QR Code:  
QR Code


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

Summary of computational transaction
Raw Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time6 seconds
R Server'Gwilym Jenkins' @ jenkins.wessa.net






Goodness of Fit
Correlation0.8594
R-squared0.7385
RMSE20634.5767

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.8594 \tabularnewline
R-squared & 0.7385 \tabularnewline
RMSE & 20634.5767 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=157453&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.8594[/C][/ROW]
[ROW][C]R-squared[/C][C]0.7385[/C][/ROW]
[ROW][C]RMSE[/C][C]20634.5767[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=157453&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=157453&T=1

As an alternative you can also use a QR Code:  
QR Code


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

Goodness of Fit
Correlation0.8594
R-squared0.7385
RMSE20634.5767






Actuals, Predictions, and Residuals
#ActualsForecastsResiduals
1112285113150.510204082-865.510204081627
28478687895.3191489362-3109.31914893616
38312365058.807692307718064.1923076923
410119387895.319148936213297.6808510638
53836165058.8076923077-26697.8076923077
66850465286.94444444443217.05555555555
7119182113150.5102040826031.48979591837
822807146478160
91714030124.0283018868-12984.0283018868
1011617487895.319148936228278.6808510638
115763587895.3191489362-30260.3191489362
1266198113150.510204082-46952.5102040816
137170187895.3191489362-16194.3191489362
145779365286.9444444444-7493.94444444445
158044487895.3191489362-7451.31914893616
165385565058.8076923077-11203.8076923077
1797668113150.510204082-15482.5102040816
18133824113150.51020408220673.4897959184
1910148187895.319148936213585.6808510638
209964587895.319148936211749.6808510638
2111478987895.319148936226893.6808510638
2299052113150.510204082-14098.5102040816
2367654113150.510204082-45496.5102040816
246555365058.8076923077494.192307692305
259750087895.31914893629604.68085106384
266911287895.3191489362-18783.3191489362
278275387895.3191489362-5142.31914893616
2885323113150.510204082-27827.5102040816
2972654113150.510204082-40496.5102040816
303072730124.0283018868602.971698113208
3177873113150.510204082-35277.5102040816
32117478113150.5102040824327.48979591837
337400765058.80769230778948.1923076923
3490183113150.510204082-22967.5102040816
356154265286.9444444444-3744.94444444445
36101494113150.510204082-11656.5102040816
372757030124.0283018868-2554.02830188679
385581365058.8076923077-9245.8076923077
3979215113150.510204082-33935.5102040816
4014233991.73333333333-2568.73333333333
415546187895.3191489362-32434.3191489362
423108153045.1-21964.1
432299630124.0283018868-7128.02830188679
4483122113150.510204082-30028.5102040816
457010687895.3191489362-17789.3191489362
466057865058.8076923077-4480.8076923077
473999253045.1-13053.1
487989287895.3191489362-8003.31914893616
494981065286.9444444444-15476.9444444444
507157065058.80769230776511.1923076923
5110070865058.807692307735649.1923076923
523303265286.9444444444-32254.9444444444
538287587895.3191489362-5020.31914893616
54139077113150.51020408225926.4897959184
557159587895.3191489362-16300.3191489362
5672260113150.510204082-40890.5102040816
5759503991.733333333331958.26666666667
58115762113150.5102040822611.48979591837
593255130124.02830188682426.97169811321
603170130124.02830188681576.97169811321
618067087895.3191489362-7225.31914893616
62143558113150.51020408230407.4897959184
63117105113150.5102040823954.48979591837
642378930124.0283018868-6335.02830188679
65120733113150.5102040827582.48979591837
66105195113150.510204082-7955.51020408163
677310765286.94444444447820.05555555555
68132068113150.51020408218917.4897959184
69149193113150.51020408236042.4897959184
704682165058.8076923077-18237.8076923077
718701187895.3191489362-884.319148936163
7295260113150.510204082-17890.5102040816
735518387895.3191489362-32712.3191489362
7410667187895.319148936218775.6808510638
757351187895.3191489362-14384.3191489362
769294587895.31914893625049.68085106384
777866487895.3191489362-9231.31914893616
787005465058.80769230774995.1923076923
792261830124.0283018868-7506.02830188679
807401187895.3191489362-13884.3191489362
818373787895.3191489362-4158.31914893616
826909487895.3191489362-18801.3191489362
839313387895.31914893625237.68085106384
8495536113150.510204082-17614.5102040816
85225920113150.510204082112769.489795918
866213365286.9444444444-3153.94444444445
876137065286.9444444444-3916.94444444445
884383653045.1-9209.1
89106117113150.510204082-7033.51020408163
903869265058.8076923077-26366.8076923077
918465187895.3191489362-3244.31914893616
925662230124.028301886826497.9716981132
931598630124.0283018868-14138.0283018868
949536487895.31914893627468.68085106384
952670630124.0283018868-3418.02830188679
968969187895.31914893621795.68085106384
9767267113150.510204082-45883.5102040816
9812684687895.319148936238950.6808510638
994114065058.8076923077-23918.8076923077
10010286087895.319148936214964.6808510638
1015171565058.8076923077-13343.8076923077
1025580165058.8076923077-9257.8076923077
10311181387895.319148936223917.6808510638
10412029387895.319148936232397.6808510638
105138599113150.51020408225448.4897959184
106161647113150.51020408248496.4897959184
107115929113150.5102040822778.48979591837
1082426630124.0283018868-5858.02830188679
109162901113150.51020408249750.4897959184
11010982587895.319148936221929.6808510638
111129838113150.51020408216687.4897959184
1123751065286.9444444444-27776.9444444444
1134375030124.028301886813625.9716981132
1144065265058.8076923077-24406.8076923077
1158777187895.3191489362-124.319148936163
1168587287895.3191489362-2023.31914893616
1178927587895.31914893621379.68085106384
1184441865058.8076923077-20640.8076923077
119192565113150.51020408279414.4897959184
1203523230124.02830188685107.97169811321
1214090953045.1-12136.1
1221329430124.0283018868-16830.0283018868
1233238730124.02830188682262.97169811321
12414086765058.807692307775808.1923076923
125120662113150.5102040827511.48979591837
1262123330124.0283018868-8891.02830188679
1274433230124.028301886814207.9716981132
1286105653045.18010.9
12910133887895.319148936213442.6808510638
13011683991.73333333333-2823.73333333333
1311349725766-12269
1326556787895.3191489362-22328.3191489362
1332516230124.0283018868-4962.02830188679
1343233430124.02830188682209.97169811321
1354073565286.9444444444-24551.9444444444
13691413113150.510204082-21737.5102040816
1378553991.73333333333-3136.73333333333
1389706865058.807692307732009.1923076923
1394433930124.028301886814214.9716981132
1401411630124.0283018868-16008.0283018868
1411028825766-15478
1426562265058.8076923077563.192307692305
1431656325766-9203
14476643113150.510204082-36507.5102040816
14511068187895.319148936222785.6808510638
1462901130124.0283018868-1113.02830188679
1479269665286.944444444427409.0555555556
1489478553045.141739.9
14987733991.733333333334781.26666666667
1508320965286.944444444417922.0555555556
15193815113150.510204082-19335.5102040816
1528668787895.3191489362-1208.31914893616
1533455330124.02830188684428.97169811321
154105547113150.510204082-7603.51020408163
155103487113150.510204082-9663.51020408163
156213688113150.510204082100537.489795918
1577122087895.3191489362-16675.3191489362
1582351730124.0283018868-6607.02830188679
1595692665286.9444444444-8360.94444444445
1609172187895.31914893623825.68085106384
161115168113150.5102040822017.48979591837
16211119465286.944444444445907.0555555556
1635100953045.1-2036.1
164135777113150.51020408222626.4897959184
1655151365286.9444444444-13773.9444444444
16674163113150.510204082-38987.5102040816
1675163365058.8076923077-13425.8076923077
1687534565286.944444444410058.0555555556
1693341665058.8076923077-31642.8076923077
1708330565058.807692307718246.1923076923
1719895265058.807692307733893.1923076923
17210237287895.319148936214476.6808510638
173372382576611472
174103772113150.510204082-9378.51020408163
17512396965286.944444444458682.0555555556
1762714230124.0283018868-2982.02830188679
177135400113150.51020408222249.4897959184
1782139930124.0283018868-8725.02830188679
179130115113150.51020408216964.4897959184
1802487430124.0283018868-5250.02830188679
1813498830124.02830188684863.97169811321
182455492576619783
18360233991.733333333332031.26666666667
1846446665058.8076923077-592.807692307695
18554990113150.510204082-58160.5102040816
18616443991.73333333333-2347.73333333333
18761793991.733333333332187.26666666667
18839263991.73333333333-65.7333333333331
1893275530124.02830188682630.97169811321
1903477765286.9444444444-30509.9444444444
1917322453045.120178.9
1922711430124.0283018868-3010.02830188679
1932076030124.0283018868-9364.02830188679
1943763630124.02830188687511.97169811321
1956546187895.3191489362-22434.3191489362
1963008030124.0283018868-44.0283018867922
1972409430124.0283018868-6030.02830188679
1986900830124.028301886838883.9716981132
1995496830124.028301886824843.9716981132
2004609030124.028301886815965.9716981132
2012750730124.0283018868-2617.02830188679
2021067230124.0283018868-19452.0283018868
2033402930124.02830188683904.97169811321
2044630053045.1-6745.1
2052476030124.0283018868-5364.02830188679
20618779146474132
2072128030124.0283018868-8844.02830188679
2084066230124.028301886810537.9716981132
2092898730124.0283018868-1137.02830188679
2102282730124.0283018868-7297.02830188679
2111851330124.0283018868-11611.0283018868
2123059430124.0283018868469.971698113208
2132400630124.0283018868-6118.02830188679
2142791330124.0283018868-2211.02830188679
215427442576616978
2161293414647-1713
2172257430124.0283018868-7550.02830188679
2184138530124.028301886811260.9716981132
2191865330124.0283018868-11471.0283018868
22018472146473825
2213097630124.0283018868851.971698113208
2226333965058.8076923077-1719.8076923077
2232556830124.0283018868-4556.02830188679
2243374730124.02830188683622.97169811321
225415414647-10493
2261947430124.0283018868-10650.0283018868
2273513030124.02830188685005.97169811321
2283906730124.02830188688942.97169811321
2291331030124.0283018868-16814.0283018868
2306589230124.028301886835767.9716981132
231414314647-10504
2322857930124.0283018868-1545.02830188679
2335177630124.028301886821651.9716981132
2342115230124.0283018868-8972.02830188679
2353808430124.02830188687959.97169811321
2362771730124.0283018868-2407.02830188679
2373292830124.02830188682803.97169811321
2381134230124.0283018868-18782.0283018868
2391949930124.0283018868-10625.0283018868
2401638030124.0283018868-13744.0283018868
2413687430124.02830188686749.97169811321
2424825953045.1-4786.1
2431673430124.0283018868-13390.0283018868
2442820730124.0283018868-1917.02830188679
2453014330124.028301886818.9716981132078
2464136930124.028301886811244.9716981132
2474583330124.028301886815708.9716981132
2482915630124.0283018868-968.028301886792
2493594430124.02830188685819.97169811321
2503627830124.02830188686153.97169811321
2514558830124.028301886815463.9716981132
2524509730124.028301886814972.9716981132
25338953991.73333333333-96.7333333333331
2542839430124.0283018868-1730.02830188679
2551863230124.0283018868-11492.0283018868
25623253991.73333333333-1666.73333333333
2572513930124.0283018868-4985.02830188679
2582797530124.0283018868-2149.02830188679
2591448325766-11283
2601312714647-1520
261583914647-8808
2622406930124.0283018868-6055.02830188679
26337383991.73333333333-253.733333333333
2641862530124.0283018868-11499.0283018868
2653634130124.02830188686216.97169811321
2662454830124.0283018868-5576.02830188679
2672179230124.0283018868-8332.02830188679
2682626330124.0283018868-3861.02830188679
2692368630124.0283018868-6438.02830188679
2704930330124.028301886819178.9716981132
2712565930124.0283018868-4465.02830188679
2722890430124.0283018868-1220.02830188679
27327813991.73333333333-1210.73333333333
2742923630124.0283018868-888.028301886792
2751954630124.0283018868-10578.0283018868
2762281830124.0283018868-7306.02830188679
277326891464718042
27857523991.733333333331760.26666666667
2792219730124.0283018868-7927.02830188679
2802005530124.0283018868-10069.0283018868
2812527230124.0283018868-4852.02830188679
2828220630124.028301886852081.9716981132
2833207330124.02830188681948.97169811321
28454443991.733333333331452.26666666667
28520154146475507
2863694430124.02830188686819.97169811321
287801914647-6628
2883088430124.0283018868759.971698113208
2891954030124.0283018868-10584.0283018868

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 112285 & 113150.510204082 & -865.510204081627 \tabularnewline
2 & 84786 & 87895.3191489362 & -3109.31914893616 \tabularnewline
3 & 83123 & 65058.8076923077 & 18064.1923076923 \tabularnewline
4 & 101193 & 87895.3191489362 & 13297.6808510638 \tabularnewline
5 & 38361 & 65058.8076923077 & -26697.8076923077 \tabularnewline
6 & 68504 & 65286.9444444444 & 3217.05555555555 \tabularnewline
7 & 119182 & 113150.510204082 & 6031.48979591837 \tabularnewline
8 & 22807 & 14647 & 8160 \tabularnewline
9 & 17140 & 30124.0283018868 & -12984.0283018868 \tabularnewline
10 & 116174 & 87895.3191489362 & 28278.6808510638 \tabularnewline
11 & 57635 & 87895.3191489362 & -30260.3191489362 \tabularnewline
12 & 66198 & 113150.510204082 & -46952.5102040816 \tabularnewline
13 & 71701 & 87895.3191489362 & -16194.3191489362 \tabularnewline
14 & 57793 & 65286.9444444444 & -7493.94444444445 \tabularnewline
15 & 80444 & 87895.3191489362 & -7451.31914893616 \tabularnewline
16 & 53855 & 65058.8076923077 & -11203.8076923077 \tabularnewline
17 & 97668 & 113150.510204082 & -15482.5102040816 \tabularnewline
18 & 133824 & 113150.510204082 & 20673.4897959184 \tabularnewline
19 & 101481 & 87895.3191489362 & 13585.6808510638 \tabularnewline
20 & 99645 & 87895.3191489362 & 11749.6808510638 \tabularnewline
21 & 114789 & 87895.3191489362 & 26893.6808510638 \tabularnewline
22 & 99052 & 113150.510204082 & -14098.5102040816 \tabularnewline
23 & 67654 & 113150.510204082 & -45496.5102040816 \tabularnewline
24 & 65553 & 65058.8076923077 & 494.192307692305 \tabularnewline
25 & 97500 & 87895.3191489362 & 9604.68085106384 \tabularnewline
26 & 69112 & 87895.3191489362 & -18783.3191489362 \tabularnewline
27 & 82753 & 87895.3191489362 & -5142.31914893616 \tabularnewline
28 & 85323 & 113150.510204082 & -27827.5102040816 \tabularnewline
29 & 72654 & 113150.510204082 & -40496.5102040816 \tabularnewline
30 & 30727 & 30124.0283018868 & 602.971698113208 \tabularnewline
31 & 77873 & 113150.510204082 & -35277.5102040816 \tabularnewline
32 & 117478 & 113150.510204082 & 4327.48979591837 \tabularnewline
33 & 74007 & 65058.8076923077 & 8948.1923076923 \tabularnewline
34 & 90183 & 113150.510204082 & -22967.5102040816 \tabularnewline
35 & 61542 & 65286.9444444444 & -3744.94444444445 \tabularnewline
36 & 101494 & 113150.510204082 & -11656.5102040816 \tabularnewline
37 & 27570 & 30124.0283018868 & -2554.02830188679 \tabularnewline
38 & 55813 & 65058.8076923077 & -9245.8076923077 \tabularnewline
39 & 79215 & 113150.510204082 & -33935.5102040816 \tabularnewline
40 & 1423 & 3991.73333333333 & -2568.73333333333 \tabularnewline
41 & 55461 & 87895.3191489362 & -32434.3191489362 \tabularnewline
42 & 31081 & 53045.1 & -21964.1 \tabularnewline
43 & 22996 & 30124.0283018868 & -7128.02830188679 \tabularnewline
44 & 83122 & 113150.510204082 & -30028.5102040816 \tabularnewline
45 & 70106 & 87895.3191489362 & -17789.3191489362 \tabularnewline
46 & 60578 & 65058.8076923077 & -4480.8076923077 \tabularnewline
47 & 39992 & 53045.1 & -13053.1 \tabularnewline
48 & 79892 & 87895.3191489362 & -8003.31914893616 \tabularnewline
49 & 49810 & 65286.9444444444 & -15476.9444444444 \tabularnewline
50 & 71570 & 65058.8076923077 & 6511.1923076923 \tabularnewline
51 & 100708 & 65058.8076923077 & 35649.1923076923 \tabularnewline
52 & 33032 & 65286.9444444444 & -32254.9444444444 \tabularnewline
53 & 82875 & 87895.3191489362 & -5020.31914893616 \tabularnewline
54 & 139077 & 113150.510204082 & 25926.4897959184 \tabularnewline
55 & 71595 & 87895.3191489362 & -16300.3191489362 \tabularnewline
56 & 72260 & 113150.510204082 & -40890.5102040816 \tabularnewline
57 & 5950 & 3991.73333333333 & 1958.26666666667 \tabularnewline
58 & 115762 & 113150.510204082 & 2611.48979591837 \tabularnewline
59 & 32551 & 30124.0283018868 & 2426.97169811321 \tabularnewline
60 & 31701 & 30124.0283018868 & 1576.97169811321 \tabularnewline
61 & 80670 & 87895.3191489362 & -7225.31914893616 \tabularnewline
62 & 143558 & 113150.510204082 & 30407.4897959184 \tabularnewline
63 & 117105 & 113150.510204082 & 3954.48979591837 \tabularnewline
64 & 23789 & 30124.0283018868 & -6335.02830188679 \tabularnewline
65 & 120733 & 113150.510204082 & 7582.48979591837 \tabularnewline
66 & 105195 & 113150.510204082 & -7955.51020408163 \tabularnewline
67 & 73107 & 65286.9444444444 & 7820.05555555555 \tabularnewline
68 & 132068 & 113150.510204082 & 18917.4897959184 \tabularnewline
69 & 149193 & 113150.510204082 & 36042.4897959184 \tabularnewline
70 & 46821 & 65058.8076923077 & -18237.8076923077 \tabularnewline
71 & 87011 & 87895.3191489362 & -884.319148936163 \tabularnewline
72 & 95260 & 113150.510204082 & -17890.5102040816 \tabularnewline
73 & 55183 & 87895.3191489362 & -32712.3191489362 \tabularnewline
74 & 106671 & 87895.3191489362 & 18775.6808510638 \tabularnewline
75 & 73511 & 87895.3191489362 & -14384.3191489362 \tabularnewline
76 & 92945 & 87895.3191489362 & 5049.68085106384 \tabularnewline
77 & 78664 & 87895.3191489362 & -9231.31914893616 \tabularnewline
78 & 70054 & 65058.8076923077 & 4995.1923076923 \tabularnewline
79 & 22618 & 30124.0283018868 & -7506.02830188679 \tabularnewline
80 & 74011 & 87895.3191489362 & -13884.3191489362 \tabularnewline
81 & 83737 & 87895.3191489362 & -4158.31914893616 \tabularnewline
82 & 69094 & 87895.3191489362 & -18801.3191489362 \tabularnewline
83 & 93133 & 87895.3191489362 & 5237.68085106384 \tabularnewline
84 & 95536 & 113150.510204082 & -17614.5102040816 \tabularnewline
85 & 225920 & 113150.510204082 & 112769.489795918 \tabularnewline
86 & 62133 & 65286.9444444444 & -3153.94444444445 \tabularnewline
87 & 61370 & 65286.9444444444 & -3916.94444444445 \tabularnewline
88 & 43836 & 53045.1 & -9209.1 \tabularnewline
89 & 106117 & 113150.510204082 & -7033.51020408163 \tabularnewline
90 & 38692 & 65058.8076923077 & -26366.8076923077 \tabularnewline
91 & 84651 & 87895.3191489362 & -3244.31914893616 \tabularnewline
92 & 56622 & 30124.0283018868 & 26497.9716981132 \tabularnewline
93 & 15986 & 30124.0283018868 & -14138.0283018868 \tabularnewline
94 & 95364 & 87895.3191489362 & 7468.68085106384 \tabularnewline
95 & 26706 & 30124.0283018868 & -3418.02830188679 \tabularnewline
96 & 89691 & 87895.3191489362 & 1795.68085106384 \tabularnewline
97 & 67267 & 113150.510204082 & -45883.5102040816 \tabularnewline
98 & 126846 & 87895.3191489362 & 38950.6808510638 \tabularnewline
99 & 41140 & 65058.8076923077 & -23918.8076923077 \tabularnewline
100 & 102860 & 87895.3191489362 & 14964.6808510638 \tabularnewline
101 & 51715 & 65058.8076923077 & -13343.8076923077 \tabularnewline
102 & 55801 & 65058.8076923077 & -9257.8076923077 \tabularnewline
103 & 111813 & 87895.3191489362 & 23917.6808510638 \tabularnewline
104 & 120293 & 87895.3191489362 & 32397.6808510638 \tabularnewline
105 & 138599 & 113150.510204082 & 25448.4897959184 \tabularnewline
106 & 161647 & 113150.510204082 & 48496.4897959184 \tabularnewline
107 & 115929 & 113150.510204082 & 2778.48979591837 \tabularnewline
108 & 24266 & 30124.0283018868 & -5858.02830188679 \tabularnewline
109 & 162901 & 113150.510204082 & 49750.4897959184 \tabularnewline
110 & 109825 & 87895.3191489362 & 21929.6808510638 \tabularnewline
111 & 129838 & 113150.510204082 & 16687.4897959184 \tabularnewline
112 & 37510 & 65286.9444444444 & -27776.9444444444 \tabularnewline
113 & 43750 & 30124.0283018868 & 13625.9716981132 \tabularnewline
114 & 40652 & 65058.8076923077 & -24406.8076923077 \tabularnewline
115 & 87771 & 87895.3191489362 & -124.319148936163 \tabularnewline
116 & 85872 & 87895.3191489362 & -2023.31914893616 \tabularnewline
117 & 89275 & 87895.3191489362 & 1379.68085106384 \tabularnewline
118 & 44418 & 65058.8076923077 & -20640.8076923077 \tabularnewline
119 & 192565 & 113150.510204082 & 79414.4897959184 \tabularnewline
120 & 35232 & 30124.0283018868 & 5107.97169811321 \tabularnewline
121 & 40909 & 53045.1 & -12136.1 \tabularnewline
122 & 13294 & 30124.0283018868 & -16830.0283018868 \tabularnewline
123 & 32387 & 30124.0283018868 & 2262.97169811321 \tabularnewline
124 & 140867 & 65058.8076923077 & 75808.1923076923 \tabularnewline
125 & 120662 & 113150.510204082 & 7511.48979591837 \tabularnewline
126 & 21233 & 30124.0283018868 & -8891.02830188679 \tabularnewline
127 & 44332 & 30124.0283018868 & 14207.9716981132 \tabularnewline
128 & 61056 & 53045.1 & 8010.9 \tabularnewline
129 & 101338 & 87895.3191489362 & 13442.6808510638 \tabularnewline
130 & 1168 & 3991.73333333333 & -2823.73333333333 \tabularnewline
131 & 13497 & 25766 & -12269 \tabularnewline
132 & 65567 & 87895.3191489362 & -22328.3191489362 \tabularnewline
133 & 25162 & 30124.0283018868 & -4962.02830188679 \tabularnewline
134 & 32334 & 30124.0283018868 & 2209.97169811321 \tabularnewline
135 & 40735 & 65286.9444444444 & -24551.9444444444 \tabularnewline
136 & 91413 & 113150.510204082 & -21737.5102040816 \tabularnewline
137 & 855 & 3991.73333333333 & -3136.73333333333 \tabularnewline
138 & 97068 & 65058.8076923077 & 32009.1923076923 \tabularnewline
139 & 44339 & 30124.0283018868 & 14214.9716981132 \tabularnewline
140 & 14116 & 30124.0283018868 & -16008.0283018868 \tabularnewline
141 & 10288 & 25766 & -15478 \tabularnewline
142 & 65622 & 65058.8076923077 & 563.192307692305 \tabularnewline
143 & 16563 & 25766 & -9203 \tabularnewline
144 & 76643 & 113150.510204082 & -36507.5102040816 \tabularnewline
145 & 110681 & 87895.3191489362 & 22785.6808510638 \tabularnewline
146 & 29011 & 30124.0283018868 & -1113.02830188679 \tabularnewline
147 & 92696 & 65286.9444444444 & 27409.0555555556 \tabularnewline
148 & 94785 & 53045.1 & 41739.9 \tabularnewline
149 & 8773 & 3991.73333333333 & 4781.26666666667 \tabularnewline
150 & 83209 & 65286.9444444444 & 17922.0555555556 \tabularnewline
151 & 93815 & 113150.510204082 & -19335.5102040816 \tabularnewline
152 & 86687 & 87895.3191489362 & -1208.31914893616 \tabularnewline
153 & 34553 & 30124.0283018868 & 4428.97169811321 \tabularnewline
154 & 105547 & 113150.510204082 & -7603.51020408163 \tabularnewline
155 & 103487 & 113150.510204082 & -9663.51020408163 \tabularnewline
156 & 213688 & 113150.510204082 & 100537.489795918 \tabularnewline
157 & 71220 & 87895.3191489362 & -16675.3191489362 \tabularnewline
158 & 23517 & 30124.0283018868 & -6607.02830188679 \tabularnewline
159 & 56926 & 65286.9444444444 & -8360.94444444445 \tabularnewline
160 & 91721 & 87895.3191489362 & 3825.68085106384 \tabularnewline
161 & 115168 & 113150.510204082 & 2017.48979591837 \tabularnewline
162 & 111194 & 65286.9444444444 & 45907.0555555556 \tabularnewline
163 & 51009 & 53045.1 & -2036.1 \tabularnewline
164 & 135777 & 113150.510204082 & 22626.4897959184 \tabularnewline
165 & 51513 & 65286.9444444444 & -13773.9444444444 \tabularnewline
166 & 74163 & 113150.510204082 & -38987.5102040816 \tabularnewline
167 & 51633 & 65058.8076923077 & -13425.8076923077 \tabularnewline
168 & 75345 & 65286.9444444444 & 10058.0555555556 \tabularnewline
169 & 33416 & 65058.8076923077 & -31642.8076923077 \tabularnewline
170 & 83305 & 65058.8076923077 & 18246.1923076923 \tabularnewline
171 & 98952 & 65058.8076923077 & 33893.1923076923 \tabularnewline
172 & 102372 & 87895.3191489362 & 14476.6808510638 \tabularnewline
173 & 37238 & 25766 & 11472 \tabularnewline
174 & 103772 & 113150.510204082 & -9378.51020408163 \tabularnewline
175 & 123969 & 65286.9444444444 & 58682.0555555556 \tabularnewline
176 & 27142 & 30124.0283018868 & -2982.02830188679 \tabularnewline
177 & 135400 & 113150.510204082 & 22249.4897959184 \tabularnewline
178 & 21399 & 30124.0283018868 & -8725.02830188679 \tabularnewline
179 & 130115 & 113150.510204082 & 16964.4897959184 \tabularnewline
180 & 24874 & 30124.0283018868 & -5250.02830188679 \tabularnewline
181 & 34988 & 30124.0283018868 & 4863.97169811321 \tabularnewline
182 & 45549 & 25766 & 19783 \tabularnewline
183 & 6023 & 3991.73333333333 & 2031.26666666667 \tabularnewline
184 & 64466 & 65058.8076923077 & -592.807692307695 \tabularnewline
185 & 54990 & 113150.510204082 & -58160.5102040816 \tabularnewline
186 & 1644 & 3991.73333333333 & -2347.73333333333 \tabularnewline
187 & 6179 & 3991.73333333333 & 2187.26666666667 \tabularnewline
188 & 3926 & 3991.73333333333 & -65.7333333333331 \tabularnewline
189 & 32755 & 30124.0283018868 & 2630.97169811321 \tabularnewline
190 & 34777 & 65286.9444444444 & -30509.9444444444 \tabularnewline
191 & 73224 & 53045.1 & 20178.9 \tabularnewline
192 & 27114 & 30124.0283018868 & -3010.02830188679 \tabularnewline
193 & 20760 & 30124.0283018868 & -9364.02830188679 \tabularnewline
194 & 37636 & 30124.0283018868 & 7511.97169811321 \tabularnewline
195 & 65461 & 87895.3191489362 & -22434.3191489362 \tabularnewline
196 & 30080 & 30124.0283018868 & -44.0283018867922 \tabularnewline
197 & 24094 & 30124.0283018868 & -6030.02830188679 \tabularnewline
198 & 69008 & 30124.0283018868 & 38883.9716981132 \tabularnewline
199 & 54968 & 30124.0283018868 & 24843.9716981132 \tabularnewline
200 & 46090 & 30124.0283018868 & 15965.9716981132 \tabularnewline
201 & 27507 & 30124.0283018868 & -2617.02830188679 \tabularnewline
202 & 10672 & 30124.0283018868 & -19452.0283018868 \tabularnewline
203 & 34029 & 30124.0283018868 & 3904.97169811321 \tabularnewline
204 & 46300 & 53045.1 & -6745.1 \tabularnewline
205 & 24760 & 30124.0283018868 & -5364.02830188679 \tabularnewline
206 & 18779 & 14647 & 4132 \tabularnewline
207 & 21280 & 30124.0283018868 & -8844.02830188679 \tabularnewline
208 & 40662 & 30124.0283018868 & 10537.9716981132 \tabularnewline
209 & 28987 & 30124.0283018868 & -1137.02830188679 \tabularnewline
210 & 22827 & 30124.0283018868 & -7297.02830188679 \tabularnewline
211 & 18513 & 30124.0283018868 & -11611.0283018868 \tabularnewline
212 & 30594 & 30124.0283018868 & 469.971698113208 \tabularnewline
213 & 24006 & 30124.0283018868 & -6118.02830188679 \tabularnewline
214 & 27913 & 30124.0283018868 & -2211.02830188679 \tabularnewline
215 & 42744 & 25766 & 16978 \tabularnewline
216 & 12934 & 14647 & -1713 \tabularnewline
217 & 22574 & 30124.0283018868 & -7550.02830188679 \tabularnewline
218 & 41385 & 30124.0283018868 & 11260.9716981132 \tabularnewline
219 & 18653 & 30124.0283018868 & -11471.0283018868 \tabularnewline
220 & 18472 & 14647 & 3825 \tabularnewline
221 & 30976 & 30124.0283018868 & 851.971698113208 \tabularnewline
222 & 63339 & 65058.8076923077 & -1719.8076923077 \tabularnewline
223 & 25568 & 30124.0283018868 & -4556.02830188679 \tabularnewline
224 & 33747 & 30124.0283018868 & 3622.97169811321 \tabularnewline
225 & 4154 & 14647 & -10493 \tabularnewline
226 & 19474 & 30124.0283018868 & -10650.0283018868 \tabularnewline
227 & 35130 & 30124.0283018868 & 5005.97169811321 \tabularnewline
228 & 39067 & 30124.0283018868 & 8942.97169811321 \tabularnewline
229 & 13310 & 30124.0283018868 & -16814.0283018868 \tabularnewline
230 & 65892 & 30124.0283018868 & 35767.9716981132 \tabularnewline
231 & 4143 & 14647 & -10504 \tabularnewline
232 & 28579 & 30124.0283018868 & -1545.02830188679 \tabularnewline
233 & 51776 & 30124.0283018868 & 21651.9716981132 \tabularnewline
234 & 21152 & 30124.0283018868 & -8972.02830188679 \tabularnewline
235 & 38084 & 30124.0283018868 & 7959.97169811321 \tabularnewline
236 & 27717 & 30124.0283018868 & -2407.02830188679 \tabularnewline
237 & 32928 & 30124.0283018868 & 2803.97169811321 \tabularnewline
238 & 11342 & 30124.0283018868 & -18782.0283018868 \tabularnewline
239 & 19499 & 30124.0283018868 & -10625.0283018868 \tabularnewline
240 & 16380 & 30124.0283018868 & -13744.0283018868 \tabularnewline
241 & 36874 & 30124.0283018868 & 6749.97169811321 \tabularnewline
242 & 48259 & 53045.1 & -4786.1 \tabularnewline
243 & 16734 & 30124.0283018868 & -13390.0283018868 \tabularnewline
244 & 28207 & 30124.0283018868 & -1917.02830188679 \tabularnewline
245 & 30143 & 30124.0283018868 & 18.9716981132078 \tabularnewline
246 & 41369 & 30124.0283018868 & 11244.9716981132 \tabularnewline
247 & 45833 & 30124.0283018868 & 15708.9716981132 \tabularnewline
248 & 29156 & 30124.0283018868 & -968.028301886792 \tabularnewline
249 & 35944 & 30124.0283018868 & 5819.97169811321 \tabularnewline
250 & 36278 & 30124.0283018868 & 6153.97169811321 \tabularnewline
251 & 45588 & 30124.0283018868 & 15463.9716981132 \tabularnewline
252 & 45097 & 30124.0283018868 & 14972.9716981132 \tabularnewline
253 & 3895 & 3991.73333333333 & -96.7333333333331 \tabularnewline
254 & 28394 & 30124.0283018868 & -1730.02830188679 \tabularnewline
255 & 18632 & 30124.0283018868 & -11492.0283018868 \tabularnewline
256 & 2325 & 3991.73333333333 & -1666.73333333333 \tabularnewline
257 & 25139 & 30124.0283018868 & -4985.02830188679 \tabularnewline
258 & 27975 & 30124.0283018868 & -2149.02830188679 \tabularnewline
259 & 14483 & 25766 & -11283 \tabularnewline
260 & 13127 & 14647 & -1520 \tabularnewline
261 & 5839 & 14647 & -8808 \tabularnewline
262 & 24069 & 30124.0283018868 & -6055.02830188679 \tabularnewline
263 & 3738 & 3991.73333333333 & -253.733333333333 \tabularnewline
264 & 18625 & 30124.0283018868 & -11499.0283018868 \tabularnewline
265 & 36341 & 30124.0283018868 & 6216.97169811321 \tabularnewline
266 & 24548 & 30124.0283018868 & -5576.02830188679 \tabularnewline
267 & 21792 & 30124.0283018868 & -8332.02830188679 \tabularnewline
268 & 26263 & 30124.0283018868 & -3861.02830188679 \tabularnewline
269 & 23686 & 30124.0283018868 & -6438.02830188679 \tabularnewline
270 & 49303 & 30124.0283018868 & 19178.9716981132 \tabularnewline
271 & 25659 & 30124.0283018868 & -4465.02830188679 \tabularnewline
272 & 28904 & 30124.0283018868 & -1220.02830188679 \tabularnewline
273 & 2781 & 3991.73333333333 & -1210.73333333333 \tabularnewline
274 & 29236 & 30124.0283018868 & -888.028301886792 \tabularnewline
275 & 19546 & 30124.0283018868 & -10578.0283018868 \tabularnewline
276 & 22818 & 30124.0283018868 & -7306.02830188679 \tabularnewline
277 & 32689 & 14647 & 18042 \tabularnewline
278 & 5752 & 3991.73333333333 & 1760.26666666667 \tabularnewline
279 & 22197 & 30124.0283018868 & -7927.02830188679 \tabularnewline
280 & 20055 & 30124.0283018868 & -10069.0283018868 \tabularnewline
281 & 25272 & 30124.0283018868 & -4852.02830188679 \tabularnewline
282 & 82206 & 30124.0283018868 & 52081.9716981132 \tabularnewline
283 & 32073 & 30124.0283018868 & 1948.97169811321 \tabularnewline
284 & 5444 & 3991.73333333333 & 1452.26666666667 \tabularnewline
285 & 20154 & 14647 & 5507 \tabularnewline
286 & 36944 & 30124.0283018868 & 6819.97169811321 \tabularnewline
287 & 8019 & 14647 & -6628 \tabularnewline
288 & 30884 & 30124.0283018868 & 759.971698113208 \tabularnewline
289 & 19540 & 30124.0283018868 & -10584.0283018868 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=157453&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]113150.510204082[/C][C]-865.510204081627[/C][/ROW]
[ROW][C]2[/C][C]84786[/C][C]87895.3191489362[/C][C]-3109.31914893616[/C][/ROW]
[ROW][C]3[/C][C]83123[/C][C]65058.8076923077[/C][C]18064.1923076923[/C][/ROW]
[ROW][C]4[/C][C]101193[/C][C]87895.3191489362[/C][C]13297.6808510638[/C][/ROW]
[ROW][C]5[/C][C]38361[/C][C]65058.8076923077[/C][C]-26697.8076923077[/C][/ROW]
[ROW][C]6[/C][C]68504[/C][C]65286.9444444444[/C][C]3217.05555555555[/C][/ROW]
[ROW][C]7[/C][C]119182[/C][C]113150.510204082[/C][C]6031.48979591837[/C][/ROW]
[ROW][C]8[/C][C]22807[/C][C]14647[/C][C]8160[/C][/ROW]
[ROW][C]9[/C][C]17140[/C][C]30124.0283018868[/C][C]-12984.0283018868[/C][/ROW]
[ROW][C]10[/C][C]116174[/C][C]87895.3191489362[/C][C]28278.6808510638[/C][/ROW]
[ROW][C]11[/C][C]57635[/C][C]87895.3191489362[/C][C]-30260.3191489362[/C][/ROW]
[ROW][C]12[/C][C]66198[/C][C]113150.510204082[/C][C]-46952.5102040816[/C][/ROW]
[ROW][C]13[/C][C]71701[/C][C]87895.3191489362[/C][C]-16194.3191489362[/C][/ROW]
[ROW][C]14[/C][C]57793[/C][C]65286.9444444444[/C][C]-7493.94444444445[/C][/ROW]
[ROW][C]15[/C][C]80444[/C][C]87895.3191489362[/C][C]-7451.31914893616[/C][/ROW]
[ROW][C]16[/C][C]53855[/C][C]65058.8076923077[/C][C]-11203.8076923077[/C][/ROW]
[ROW][C]17[/C][C]97668[/C][C]113150.510204082[/C][C]-15482.5102040816[/C][/ROW]
[ROW][C]18[/C][C]133824[/C][C]113150.510204082[/C][C]20673.4897959184[/C][/ROW]
[ROW][C]19[/C][C]101481[/C][C]87895.3191489362[/C][C]13585.6808510638[/C][/ROW]
[ROW][C]20[/C][C]99645[/C][C]87895.3191489362[/C][C]11749.6808510638[/C][/ROW]
[ROW][C]21[/C][C]114789[/C][C]87895.3191489362[/C][C]26893.6808510638[/C][/ROW]
[ROW][C]22[/C][C]99052[/C][C]113150.510204082[/C][C]-14098.5102040816[/C][/ROW]
[ROW][C]23[/C][C]67654[/C][C]113150.510204082[/C][C]-45496.5102040816[/C][/ROW]
[ROW][C]24[/C][C]65553[/C][C]65058.8076923077[/C][C]494.192307692305[/C][/ROW]
[ROW][C]25[/C][C]97500[/C][C]87895.3191489362[/C][C]9604.68085106384[/C][/ROW]
[ROW][C]26[/C][C]69112[/C][C]87895.3191489362[/C][C]-18783.3191489362[/C][/ROW]
[ROW][C]27[/C][C]82753[/C][C]87895.3191489362[/C][C]-5142.31914893616[/C][/ROW]
[ROW][C]28[/C][C]85323[/C][C]113150.510204082[/C][C]-27827.5102040816[/C][/ROW]
[ROW][C]29[/C][C]72654[/C][C]113150.510204082[/C][C]-40496.5102040816[/C][/ROW]
[ROW][C]30[/C][C]30727[/C][C]30124.0283018868[/C][C]602.971698113208[/C][/ROW]
[ROW][C]31[/C][C]77873[/C][C]113150.510204082[/C][C]-35277.5102040816[/C][/ROW]
[ROW][C]32[/C][C]117478[/C][C]113150.510204082[/C][C]4327.48979591837[/C][/ROW]
[ROW][C]33[/C][C]74007[/C][C]65058.8076923077[/C][C]8948.1923076923[/C][/ROW]
[ROW][C]34[/C][C]90183[/C][C]113150.510204082[/C][C]-22967.5102040816[/C][/ROW]
[ROW][C]35[/C][C]61542[/C][C]65286.9444444444[/C][C]-3744.94444444445[/C][/ROW]
[ROW][C]36[/C][C]101494[/C][C]113150.510204082[/C][C]-11656.5102040816[/C][/ROW]
[ROW][C]37[/C][C]27570[/C][C]30124.0283018868[/C][C]-2554.02830188679[/C][/ROW]
[ROW][C]38[/C][C]55813[/C][C]65058.8076923077[/C][C]-9245.8076923077[/C][/ROW]
[ROW][C]39[/C][C]79215[/C][C]113150.510204082[/C][C]-33935.5102040816[/C][/ROW]
[ROW][C]40[/C][C]1423[/C][C]3991.73333333333[/C][C]-2568.73333333333[/C][/ROW]
[ROW][C]41[/C][C]55461[/C][C]87895.3191489362[/C][C]-32434.3191489362[/C][/ROW]
[ROW][C]42[/C][C]31081[/C][C]53045.1[/C][C]-21964.1[/C][/ROW]
[ROW][C]43[/C][C]22996[/C][C]30124.0283018868[/C][C]-7128.02830188679[/C][/ROW]
[ROW][C]44[/C][C]83122[/C][C]113150.510204082[/C][C]-30028.5102040816[/C][/ROW]
[ROW][C]45[/C][C]70106[/C][C]87895.3191489362[/C][C]-17789.3191489362[/C][/ROW]
[ROW][C]46[/C][C]60578[/C][C]65058.8076923077[/C][C]-4480.8076923077[/C][/ROW]
[ROW][C]47[/C][C]39992[/C][C]53045.1[/C][C]-13053.1[/C][/ROW]
[ROW][C]48[/C][C]79892[/C][C]87895.3191489362[/C][C]-8003.31914893616[/C][/ROW]
[ROW][C]49[/C][C]49810[/C][C]65286.9444444444[/C][C]-15476.9444444444[/C][/ROW]
[ROW][C]50[/C][C]71570[/C][C]65058.8076923077[/C][C]6511.1923076923[/C][/ROW]
[ROW][C]51[/C][C]100708[/C][C]65058.8076923077[/C][C]35649.1923076923[/C][/ROW]
[ROW][C]52[/C][C]33032[/C][C]65286.9444444444[/C][C]-32254.9444444444[/C][/ROW]
[ROW][C]53[/C][C]82875[/C][C]87895.3191489362[/C][C]-5020.31914893616[/C][/ROW]
[ROW][C]54[/C][C]139077[/C][C]113150.510204082[/C][C]25926.4897959184[/C][/ROW]
[ROW][C]55[/C][C]71595[/C][C]87895.3191489362[/C][C]-16300.3191489362[/C][/ROW]
[ROW][C]56[/C][C]72260[/C][C]113150.510204082[/C][C]-40890.5102040816[/C][/ROW]
[ROW][C]57[/C][C]5950[/C][C]3991.73333333333[/C][C]1958.26666666667[/C][/ROW]
[ROW][C]58[/C][C]115762[/C][C]113150.510204082[/C][C]2611.48979591837[/C][/ROW]
[ROW][C]59[/C][C]32551[/C][C]30124.0283018868[/C][C]2426.97169811321[/C][/ROW]
[ROW][C]60[/C][C]31701[/C][C]30124.0283018868[/C][C]1576.97169811321[/C][/ROW]
[ROW][C]61[/C][C]80670[/C][C]87895.3191489362[/C][C]-7225.31914893616[/C][/ROW]
[ROW][C]62[/C][C]143558[/C][C]113150.510204082[/C][C]30407.4897959184[/C][/ROW]
[ROW][C]63[/C][C]117105[/C][C]113150.510204082[/C][C]3954.48979591837[/C][/ROW]
[ROW][C]64[/C][C]23789[/C][C]30124.0283018868[/C][C]-6335.02830188679[/C][/ROW]
[ROW][C]65[/C][C]120733[/C][C]113150.510204082[/C][C]7582.48979591837[/C][/ROW]
[ROW][C]66[/C][C]105195[/C][C]113150.510204082[/C][C]-7955.51020408163[/C][/ROW]
[ROW][C]67[/C][C]73107[/C][C]65286.9444444444[/C][C]7820.05555555555[/C][/ROW]
[ROW][C]68[/C][C]132068[/C][C]113150.510204082[/C][C]18917.4897959184[/C][/ROW]
[ROW][C]69[/C][C]149193[/C][C]113150.510204082[/C][C]36042.4897959184[/C][/ROW]
[ROW][C]70[/C][C]46821[/C][C]65058.8076923077[/C][C]-18237.8076923077[/C][/ROW]
[ROW][C]71[/C][C]87011[/C][C]87895.3191489362[/C][C]-884.319148936163[/C][/ROW]
[ROW][C]72[/C][C]95260[/C][C]113150.510204082[/C][C]-17890.5102040816[/C][/ROW]
[ROW][C]73[/C][C]55183[/C][C]87895.3191489362[/C][C]-32712.3191489362[/C][/ROW]
[ROW][C]74[/C][C]106671[/C][C]87895.3191489362[/C][C]18775.6808510638[/C][/ROW]
[ROW][C]75[/C][C]73511[/C][C]87895.3191489362[/C][C]-14384.3191489362[/C][/ROW]
[ROW][C]76[/C][C]92945[/C][C]87895.3191489362[/C][C]5049.68085106384[/C][/ROW]
[ROW][C]77[/C][C]78664[/C][C]87895.3191489362[/C][C]-9231.31914893616[/C][/ROW]
[ROW][C]78[/C][C]70054[/C][C]65058.8076923077[/C][C]4995.1923076923[/C][/ROW]
[ROW][C]79[/C][C]22618[/C][C]30124.0283018868[/C][C]-7506.02830188679[/C][/ROW]
[ROW][C]80[/C][C]74011[/C][C]87895.3191489362[/C][C]-13884.3191489362[/C][/ROW]
[ROW][C]81[/C][C]83737[/C][C]87895.3191489362[/C][C]-4158.31914893616[/C][/ROW]
[ROW][C]82[/C][C]69094[/C][C]87895.3191489362[/C][C]-18801.3191489362[/C][/ROW]
[ROW][C]83[/C][C]93133[/C][C]87895.3191489362[/C][C]5237.68085106384[/C][/ROW]
[ROW][C]84[/C][C]95536[/C][C]113150.510204082[/C][C]-17614.5102040816[/C][/ROW]
[ROW][C]85[/C][C]225920[/C][C]113150.510204082[/C][C]112769.489795918[/C][/ROW]
[ROW][C]86[/C][C]62133[/C][C]65286.9444444444[/C][C]-3153.94444444445[/C][/ROW]
[ROW][C]87[/C][C]61370[/C][C]65286.9444444444[/C][C]-3916.94444444445[/C][/ROW]
[ROW][C]88[/C][C]43836[/C][C]53045.1[/C][C]-9209.1[/C][/ROW]
[ROW][C]89[/C][C]106117[/C][C]113150.510204082[/C][C]-7033.51020408163[/C][/ROW]
[ROW][C]90[/C][C]38692[/C][C]65058.8076923077[/C][C]-26366.8076923077[/C][/ROW]
[ROW][C]91[/C][C]84651[/C][C]87895.3191489362[/C][C]-3244.31914893616[/C][/ROW]
[ROW][C]92[/C][C]56622[/C][C]30124.0283018868[/C][C]26497.9716981132[/C][/ROW]
[ROW][C]93[/C][C]15986[/C][C]30124.0283018868[/C][C]-14138.0283018868[/C][/ROW]
[ROW][C]94[/C][C]95364[/C][C]87895.3191489362[/C][C]7468.68085106384[/C][/ROW]
[ROW][C]95[/C][C]26706[/C][C]30124.0283018868[/C][C]-3418.02830188679[/C][/ROW]
[ROW][C]96[/C][C]89691[/C][C]87895.3191489362[/C][C]1795.68085106384[/C][/ROW]
[ROW][C]97[/C][C]67267[/C][C]113150.510204082[/C][C]-45883.5102040816[/C][/ROW]
[ROW][C]98[/C][C]126846[/C][C]87895.3191489362[/C][C]38950.6808510638[/C][/ROW]
[ROW][C]99[/C][C]41140[/C][C]65058.8076923077[/C][C]-23918.8076923077[/C][/ROW]
[ROW][C]100[/C][C]102860[/C][C]87895.3191489362[/C][C]14964.6808510638[/C][/ROW]
[ROW][C]101[/C][C]51715[/C][C]65058.8076923077[/C][C]-13343.8076923077[/C][/ROW]
[ROW][C]102[/C][C]55801[/C][C]65058.8076923077[/C][C]-9257.8076923077[/C][/ROW]
[ROW][C]103[/C][C]111813[/C][C]87895.3191489362[/C][C]23917.6808510638[/C][/ROW]
[ROW][C]104[/C][C]120293[/C][C]87895.3191489362[/C][C]32397.6808510638[/C][/ROW]
[ROW][C]105[/C][C]138599[/C][C]113150.510204082[/C][C]25448.4897959184[/C][/ROW]
[ROW][C]106[/C][C]161647[/C][C]113150.510204082[/C][C]48496.4897959184[/C][/ROW]
[ROW][C]107[/C][C]115929[/C][C]113150.510204082[/C][C]2778.48979591837[/C][/ROW]
[ROW][C]108[/C][C]24266[/C][C]30124.0283018868[/C][C]-5858.02830188679[/C][/ROW]
[ROW][C]109[/C][C]162901[/C][C]113150.510204082[/C][C]49750.4897959184[/C][/ROW]
[ROW][C]110[/C][C]109825[/C][C]87895.3191489362[/C][C]21929.6808510638[/C][/ROW]
[ROW][C]111[/C][C]129838[/C][C]113150.510204082[/C][C]16687.4897959184[/C][/ROW]
[ROW][C]112[/C][C]37510[/C][C]65286.9444444444[/C][C]-27776.9444444444[/C][/ROW]
[ROW][C]113[/C][C]43750[/C][C]30124.0283018868[/C][C]13625.9716981132[/C][/ROW]
[ROW][C]114[/C][C]40652[/C][C]65058.8076923077[/C][C]-24406.8076923077[/C][/ROW]
[ROW][C]115[/C][C]87771[/C][C]87895.3191489362[/C][C]-124.319148936163[/C][/ROW]
[ROW][C]116[/C][C]85872[/C][C]87895.3191489362[/C][C]-2023.31914893616[/C][/ROW]
[ROW][C]117[/C][C]89275[/C][C]87895.3191489362[/C][C]1379.68085106384[/C][/ROW]
[ROW][C]118[/C][C]44418[/C][C]65058.8076923077[/C][C]-20640.8076923077[/C][/ROW]
[ROW][C]119[/C][C]192565[/C][C]113150.510204082[/C][C]79414.4897959184[/C][/ROW]
[ROW][C]120[/C][C]35232[/C][C]30124.0283018868[/C][C]5107.97169811321[/C][/ROW]
[ROW][C]121[/C][C]40909[/C][C]53045.1[/C][C]-12136.1[/C][/ROW]
[ROW][C]122[/C][C]13294[/C][C]30124.0283018868[/C][C]-16830.0283018868[/C][/ROW]
[ROW][C]123[/C][C]32387[/C][C]30124.0283018868[/C][C]2262.97169811321[/C][/ROW]
[ROW][C]124[/C][C]140867[/C][C]65058.8076923077[/C][C]75808.1923076923[/C][/ROW]
[ROW][C]125[/C][C]120662[/C][C]113150.510204082[/C][C]7511.48979591837[/C][/ROW]
[ROW][C]126[/C][C]21233[/C][C]30124.0283018868[/C][C]-8891.02830188679[/C][/ROW]
[ROW][C]127[/C][C]44332[/C][C]30124.0283018868[/C][C]14207.9716981132[/C][/ROW]
[ROW][C]128[/C][C]61056[/C][C]53045.1[/C][C]8010.9[/C][/ROW]
[ROW][C]129[/C][C]101338[/C][C]87895.3191489362[/C][C]13442.6808510638[/C][/ROW]
[ROW][C]130[/C][C]1168[/C][C]3991.73333333333[/C][C]-2823.73333333333[/C][/ROW]
[ROW][C]131[/C][C]13497[/C][C]25766[/C][C]-12269[/C][/ROW]
[ROW][C]132[/C][C]65567[/C][C]87895.3191489362[/C][C]-22328.3191489362[/C][/ROW]
[ROW][C]133[/C][C]25162[/C][C]30124.0283018868[/C][C]-4962.02830188679[/C][/ROW]
[ROW][C]134[/C][C]32334[/C][C]30124.0283018868[/C][C]2209.97169811321[/C][/ROW]
[ROW][C]135[/C][C]40735[/C][C]65286.9444444444[/C][C]-24551.9444444444[/C][/ROW]
[ROW][C]136[/C][C]91413[/C][C]113150.510204082[/C][C]-21737.5102040816[/C][/ROW]
[ROW][C]137[/C][C]855[/C][C]3991.73333333333[/C][C]-3136.73333333333[/C][/ROW]
[ROW][C]138[/C][C]97068[/C][C]65058.8076923077[/C][C]32009.1923076923[/C][/ROW]
[ROW][C]139[/C][C]44339[/C][C]30124.0283018868[/C][C]14214.9716981132[/C][/ROW]
[ROW][C]140[/C][C]14116[/C][C]30124.0283018868[/C][C]-16008.0283018868[/C][/ROW]
[ROW][C]141[/C][C]10288[/C][C]25766[/C][C]-15478[/C][/ROW]
[ROW][C]142[/C][C]65622[/C][C]65058.8076923077[/C][C]563.192307692305[/C][/ROW]
[ROW][C]143[/C][C]16563[/C][C]25766[/C][C]-9203[/C][/ROW]
[ROW][C]144[/C][C]76643[/C][C]113150.510204082[/C][C]-36507.5102040816[/C][/ROW]
[ROW][C]145[/C][C]110681[/C][C]87895.3191489362[/C][C]22785.6808510638[/C][/ROW]
[ROW][C]146[/C][C]29011[/C][C]30124.0283018868[/C][C]-1113.02830188679[/C][/ROW]
[ROW][C]147[/C][C]92696[/C][C]65286.9444444444[/C][C]27409.0555555556[/C][/ROW]
[ROW][C]148[/C][C]94785[/C][C]53045.1[/C][C]41739.9[/C][/ROW]
[ROW][C]149[/C][C]8773[/C][C]3991.73333333333[/C][C]4781.26666666667[/C][/ROW]
[ROW][C]150[/C][C]83209[/C][C]65286.9444444444[/C][C]17922.0555555556[/C][/ROW]
[ROW][C]151[/C][C]93815[/C][C]113150.510204082[/C][C]-19335.5102040816[/C][/ROW]
[ROW][C]152[/C][C]86687[/C][C]87895.3191489362[/C][C]-1208.31914893616[/C][/ROW]
[ROW][C]153[/C][C]34553[/C][C]30124.0283018868[/C][C]4428.97169811321[/C][/ROW]
[ROW][C]154[/C][C]105547[/C][C]113150.510204082[/C][C]-7603.51020408163[/C][/ROW]
[ROW][C]155[/C][C]103487[/C][C]113150.510204082[/C][C]-9663.51020408163[/C][/ROW]
[ROW][C]156[/C][C]213688[/C][C]113150.510204082[/C][C]100537.489795918[/C][/ROW]
[ROW][C]157[/C][C]71220[/C][C]87895.3191489362[/C][C]-16675.3191489362[/C][/ROW]
[ROW][C]158[/C][C]23517[/C][C]30124.0283018868[/C][C]-6607.02830188679[/C][/ROW]
[ROW][C]159[/C][C]56926[/C][C]65286.9444444444[/C][C]-8360.94444444445[/C][/ROW]
[ROW][C]160[/C][C]91721[/C][C]87895.3191489362[/C][C]3825.68085106384[/C][/ROW]
[ROW][C]161[/C][C]115168[/C][C]113150.510204082[/C][C]2017.48979591837[/C][/ROW]
[ROW][C]162[/C][C]111194[/C][C]65286.9444444444[/C][C]45907.0555555556[/C][/ROW]
[ROW][C]163[/C][C]51009[/C][C]53045.1[/C][C]-2036.1[/C][/ROW]
[ROW][C]164[/C][C]135777[/C][C]113150.510204082[/C][C]22626.4897959184[/C][/ROW]
[ROW][C]165[/C][C]51513[/C][C]65286.9444444444[/C][C]-13773.9444444444[/C][/ROW]
[ROW][C]166[/C][C]74163[/C][C]113150.510204082[/C][C]-38987.5102040816[/C][/ROW]
[ROW][C]167[/C][C]51633[/C][C]65058.8076923077[/C][C]-13425.8076923077[/C][/ROW]
[ROW][C]168[/C][C]75345[/C][C]65286.9444444444[/C][C]10058.0555555556[/C][/ROW]
[ROW][C]169[/C][C]33416[/C][C]65058.8076923077[/C][C]-31642.8076923077[/C][/ROW]
[ROW][C]170[/C][C]83305[/C][C]65058.8076923077[/C][C]18246.1923076923[/C][/ROW]
[ROW][C]171[/C][C]98952[/C][C]65058.8076923077[/C][C]33893.1923076923[/C][/ROW]
[ROW][C]172[/C][C]102372[/C][C]87895.3191489362[/C][C]14476.6808510638[/C][/ROW]
[ROW][C]173[/C][C]37238[/C][C]25766[/C][C]11472[/C][/ROW]
[ROW][C]174[/C][C]103772[/C][C]113150.510204082[/C][C]-9378.51020408163[/C][/ROW]
[ROW][C]175[/C][C]123969[/C][C]65286.9444444444[/C][C]58682.0555555556[/C][/ROW]
[ROW][C]176[/C][C]27142[/C][C]30124.0283018868[/C][C]-2982.02830188679[/C][/ROW]
[ROW][C]177[/C][C]135400[/C][C]113150.510204082[/C][C]22249.4897959184[/C][/ROW]
[ROW][C]178[/C][C]21399[/C][C]30124.0283018868[/C][C]-8725.02830188679[/C][/ROW]
[ROW][C]179[/C][C]130115[/C][C]113150.510204082[/C][C]16964.4897959184[/C][/ROW]
[ROW][C]180[/C][C]24874[/C][C]30124.0283018868[/C][C]-5250.02830188679[/C][/ROW]
[ROW][C]181[/C][C]34988[/C][C]30124.0283018868[/C][C]4863.97169811321[/C][/ROW]
[ROW][C]182[/C][C]45549[/C][C]25766[/C][C]19783[/C][/ROW]
[ROW][C]183[/C][C]6023[/C][C]3991.73333333333[/C][C]2031.26666666667[/C][/ROW]
[ROW][C]184[/C][C]64466[/C][C]65058.8076923077[/C][C]-592.807692307695[/C][/ROW]
[ROW][C]185[/C][C]54990[/C][C]113150.510204082[/C][C]-58160.5102040816[/C][/ROW]
[ROW][C]186[/C][C]1644[/C][C]3991.73333333333[/C][C]-2347.73333333333[/C][/ROW]
[ROW][C]187[/C][C]6179[/C][C]3991.73333333333[/C][C]2187.26666666667[/C][/ROW]
[ROW][C]188[/C][C]3926[/C][C]3991.73333333333[/C][C]-65.7333333333331[/C][/ROW]
[ROW][C]189[/C][C]32755[/C][C]30124.0283018868[/C][C]2630.97169811321[/C][/ROW]
[ROW][C]190[/C][C]34777[/C][C]65286.9444444444[/C][C]-30509.9444444444[/C][/ROW]
[ROW][C]191[/C][C]73224[/C][C]53045.1[/C][C]20178.9[/C][/ROW]
[ROW][C]192[/C][C]27114[/C][C]30124.0283018868[/C][C]-3010.02830188679[/C][/ROW]
[ROW][C]193[/C][C]20760[/C][C]30124.0283018868[/C][C]-9364.02830188679[/C][/ROW]
[ROW][C]194[/C][C]37636[/C][C]30124.0283018868[/C][C]7511.97169811321[/C][/ROW]
[ROW][C]195[/C][C]65461[/C][C]87895.3191489362[/C][C]-22434.3191489362[/C][/ROW]
[ROW][C]196[/C][C]30080[/C][C]30124.0283018868[/C][C]-44.0283018867922[/C][/ROW]
[ROW][C]197[/C][C]24094[/C][C]30124.0283018868[/C][C]-6030.02830188679[/C][/ROW]
[ROW][C]198[/C][C]69008[/C][C]30124.0283018868[/C][C]38883.9716981132[/C][/ROW]
[ROW][C]199[/C][C]54968[/C][C]30124.0283018868[/C][C]24843.9716981132[/C][/ROW]
[ROW][C]200[/C][C]46090[/C][C]30124.0283018868[/C][C]15965.9716981132[/C][/ROW]
[ROW][C]201[/C][C]27507[/C][C]30124.0283018868[/C][C]-2617.02830188679[/C][/ROW]
[ROW][C]202[/C][C]10672[/C][C]30124.0283018868[/C][C]-19452.0283018868[/C][/ROW]
[ROW][C]203[/C][C]34029[/C][C]30124.0283018868[/C][C]3904.97169811321[/C][/ROW]
[ROW][C]204[/C][C]46300[/C][C]53045.1[/C][C]-6745.1[/C][/ROW]
[ROW][C]205[/C][C]24760[/C][C]30124.0283018868[/C][C]-5364.02830188679[/C][/ROW]
[ROW][C]206[/C][C]18779[/C][C]14647[/C][C]4132[/C][/ROW]
[ROW][C]207[/C][C]21280[/C][C]30124.0283018868[/C][C]-8844.02830188679[/C][/ROW]
[ROW][C]208[/C][C]40662[/C][C]30124.0283018868[/C][C]10537.9716981132[/C][/ROW]
[ROW][C]209[/C][C]28987[/C][C]30124.0283018868[/C][C]-1137.02830188679[/C][/ROW]
[ROW][C]210[/C][C]22827[/C][C]30124.0283018868[/C][C]-7297.02830188679[/C][/ROW]
[ROW][C]211[/C][C]18513[/C][C]30124.0283018868[/C][C]-11611.0283018868[/C][/ROW]
[ROW][C]212[/C][C]30594[/C][C]30124.0283018868[/C][C]469.971698113208[/C][/ROW]
[ROW][C]213[/C][C]24006[/C][C]30124.0283018868[/C][C]-6118.02830188679[/C][/ROW]
[ROW][C]214[/C][C]27913[/C][C]30124.0283018868[/C][C]-2211.02830188679[/C][/ROW]
[ROW][C]215[/C][C]42744[/C][C]25766[/C][C]16978[/C][/ROW]
[ROW][C]216[/C][C]12934[/C][C]14647[/C][C]-1713[/C][/ROW]
[ROW][C]217[/C][C]22574[/C][C]30124.0283018868[/C][C]-7550.02830188679[/C][/ROW]
[ROW][C]218[/C][C]41385[/C][C]30124.0283018868[/C][C]11260.9716981132[/C][/ROW]
[ROW][C]219[/C][C]18653[/C][C]30124.0283018868[/C][C]-11471.0283018868[/C][/ROW]
[ROW][C]220[/C][C]18472[/C][C]14647[/C][C]3825[/C][/ROW]
[ROW][C]221[/C][C]30976[/C][C]30124.0283018868[/C][C]851.971698113208[/C][/ROW]
[ROW][C]222[/C][C]63339[/C][C]65058.8076923077[/C][C]-1719.8076923077[/C][/ROW]
[ROW][C]223[/C][C]25568[/C][C]30124.0283018868[/C][C]-4556.02830188679[/C][/ROW]
[ROW][C]224[/C][C]33747[/C][C]30124.0283018868[/C][C]3622.97169811321[/C][/ROW]
[ROW][C]225[/C][C]4154[/C][C]14647[/C][C]-10493[/C][/ROW]
[ROW][C]226[/C][C]19474[/C][C]30124.0283018868[/C][C]-10650.0283018868[/C][/ROW]
[ROW][C]227[/C][C]35130[/C][C]30124.0283018868[/C][C]5005.97169811321[/C][/ROW]
[ROW][C]228[/C][C]39067[/C][C]30124.0283018868[/C][C]8942.97169811321[/C][/ROW]
[ROW][C]229[/C][C]13310[/C][C]30124.0283018868[/C][C]-16814.0283018868[/C][/ROW]
[ROW][C]230[/C][C]65892[/C][C]30124.0283018868[/C][C]35767.9716981132[/C][/ROW]
[ROW][C]231[/C][C]4143[/C][C]14647[/C][C]-10504[/C][/ROW]
[ROW][C]232[/C][C]28579[/C][C]30124.0283018868[/C][C]-1545.02830188679[/C][/ROW]
[ROW][C]233[/C][C]51776[/C][C]30124.0283018868[/C][C]21651.9716981132[/C][/ROW]
[ROW][C]234[/C][C]21152[/C][C]30124.0283018868[/C][C]-8972.02830188679[/C][/ROW]
[ROW][C]235[/C][C]38084[/C][C]30124.0283018868[/C][C]7959.97169811321[/C][/ROW]
[ROW][C]236[/C][C]27717[/C][C]30124.0283018868[/C][C]-2407.02830188679[/C][/ROW]
[ROW][C]237[/C][C]32928[/C][C]30124.0283018868[/C][C]2803.97169811321[/C][/ROW]
[ROW][C]238[/C][C]11342[/C][C]30124.0283018868[/C][C]-18782.0283018868[/C][/ROW]
[ROW][C]239[/C][C]19499[/C][C]30124.0283018868[/C][C]-10625.0283018868[/C][/ROW]
[ROW][C]240[/C][C]16380[/C][C]30124.0283018868[/C][C]-13744.0283018868[/C][/ROW]
[ROW][C]241[/C][C]36874[/C][C]30124.0283018868[/C][C]6749.97169811321[/C][/ROW]
[ROW][C]242[/C][C]48259[/C][C]53045.1[/C][C]-4786.1[/C][/ROW]
[ROW][C]243[/C][C]16734[/C][C]30124.0283018868[/C][C]-13390.0283018868[/C][/ROW]
[ROW][C]244[/C][C]28207[/C][C]30124.0283018868[/C][C]-1917.02830188679[/C][/ROW]
[ROW][C]245[/C][C]30143[/C][C]30124.0283018868[/C][C]18.9716981132078[/C][/ROW]
[ROW][C]246[/C][C]41369[/C][C]30124.0283018868[/C][C]11244.9716981132[/C][/ROW]
[ROW][C]247[/C][C]45833[/C][C]30124.0283018868[/C][C]15708.9716981132[/C][/ROW]
[ROW][C]248[/C][C]29156[/C][C]30124.0283018868[/C][C]-968.028301886792[/C][/ROW]
[ROW][C]249[/C][C]35944[/C][C]30124.0283018868[/C][C]5819.97169811321[/C][/ROW]
[ROW][C]250[/C][C]36278[/C][C]30124.0283018868[/C][C]6153.97169811321[/C][/ROW]
[ROW][C]251[/C][C]45588[/C][C]30124.0283018868[/C][C]15463.9716981132[/C][/ROW]
[ROW][C]252[/C][C]45097[/C][C]30124.0283018868[/C][C]14972.9716981132[/C][/ROW]
[ROW][C]253[/C][C]3895[/C][C]3991.73333333333[/C][C]-96.7333333333331[/C][/ROW]
[ROW][C]254[/C][C]28394[/C][C]30124.0283018868[/C][C]-1730.02830188679[/C][/ROW]
[ROW][C]255[/C][C]18632[/C][C]30124.0283018868[/C][C]-11492.0283018868[/C][/ROW]
[ROW][C]256[/C][C]2325[/C][C]3991.73333333333[/C][C]-1666.73333333333[/C][/ROW]
[ROW][C]257[/C][C]25139[/C][C]30124.0283018868[/C][C]-4985.02830188679[/C][/ROW]
[ROW][C]258[/C][C]27975[/C][C]30124.0283018868[/C][C]-2149.02830188679[/C][/ROW]
[ROW][C]259[/C][C]14483[/C][C]25766[/C][C]-11283[/C][/ROW]
[ROW][C]260[/C][C]13127[/C][C]14647[/C][C]-1520[/C][/ROW]
[ROW][C]261[/C][C]5839[/C][C]14647[/C][C]-8808[/C][/ROW]
[ROW][C]262[/C][C]24069[/C][C]30124.0283018868[/C][C]-6055.02830188679[/C][/ROW]
[ROW][C]263[/C][C]3738[/C][C]3991.73333333333[/C][C]-253.733333333333[/C][/ROW]
[ROW][C]264[/C][C]18625[/C][C]30124.0283018868[/C][C]-11499.0283018868[/C][/ROW]
[ROW][C]265[/C][C]36341[/C][C]30124.0283018868[/C][C]6216.97169811321[/C][/ROW]
[ROW][C]266[/C][C]24548[/C][C]30124.0283018868[/C][C]-5576.02830188679[/C][/ROW]
[ROW][C]267[/C][C]21792[/C][C]30124.0283018868[/C][C]-8332.02830188679[/C][/ROW]
[ROW][C]268[/C][C]26263[/C][C]30124.0283018868[/C][C]-3861.02830188679[/C][/ROW]
[ROW][C]269[/C][C]23686[/C][C]30124.0283018868[/C][C]-6438.02830188679[/C][/ROW]
[ROW][C]270[/C][C]49303[/C][C]30124.0283018868[/C][C]19178.9716981132[/C][/ROW]
[ROW][C]271[/C][C]25659[/C][C]30124.0283018868[/C][C]-4465.02830188679[/C][/ROW]
[ROW][C]272[/C][C]28904[/C][C]30124.0283018868[/C][C]-1220.02830188679[/C][/ROW]
[ROW][C]273[/C][C]2781[/C][C]3991.73333333333[/C][C]-1210.73333333333[/C][/ROW]
[ROW][C]274[/C][C]29236[/C][C]30124.0283018868[/C][C]-888.028301886792[/C][/ROW]
[ROW][C]275[/C][C]19546[/C][C]30124.0283018868[/C][C]-10578.0283018868[/C][/ROW]
[ROW][C]276[/C][C]22818[/C][C]30124.0283018868[/C][C]-7306.02830188679[/C][/ROW]
[ROW][C]277[/C][C]32689[/C][C]14647[/C][C]18042[/C][/ROW]
[ROW][C]278[/C][C]5752[/C][C]3991.73333333333[/C][C]1760.26666666667[/C][/ROW]
[ROW][C]279[/C][C]22197[/C][C]30124.0283018868[/C][C]-7927.02830188679[/C][/ROW]
[ROW][C]280[/C][C]20055[/C][C]30124.0283018868[/C][C]-10069.0283018868[/C][/ROW]
[ROW][C]281[/C][C]25272[/C][C]30124.0283018868[/C][C]-4852.02830188679[/C][/ROW]
[ROW][C]282[/C][C]82206[/C][C]30124.0283018868[/C][C]52081.9716981132[/C][/ROW]
[ROW][C]283[/C][C]32073[/C][C]30124.0283018868[/C][C]1948.97169811321[/C][/ROW]
[ROW][C]284[/C][C]5444[/C][C]3991.73333333333[/C][C]1452.26666666667[/C][/ROW]
[ROW][C]285[/C][C]20154[/C][C]14647[/C][C]5507[/C][/ROW]
[ROW][C]286[/C][C]36944[/C][C]30124.0283018868[/C][C]6819.97169811321[/C][/ROW]
[ROW][C]287[/C][C]8019[/C][C]14647[/C][C]-6628[/C][/ROW]
[ROW][C]288[/C][C]30884[/C][C]30124.0283018868[/C][C]759.971698113208[/C][/ROW]
[ROW][C]289[/C][C]19540[/C][C]30124.0283018868[/C][C]-10584.0283018868[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=157453&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=157453&T=2

As an alternative you can also use a QR Code:  
QR Code


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

Actuals, Predictions, and Residuals
#ActualsForecastsResiduals
1112285113150.510204082-865.510204081627
28478687895.3191489362-3109.31914893616
38312365058.807692307718064.1923076923
410119387895.319148936213297.6808510638
53836165058.8076923077-26697.8076923077
66850465286.94444444443217.05555555555
7119182113150.5102040826031.48979591837
822807146478160
91714030124.0283018868-12984.0283018868
1011617487895.319148936228278.6808510638
115763587895.3191489362-30260.3191489362
1266198113150.510204082-46952.5102040816
137170187895.3191489362-16194.3191489362
145779365286.9444444444-7493.94444444445
158044487895.3191489362-7451.31914893616
165385565058.8076923077-11203.8076923077
1797668113150.510204082-15482.5102040816
18133824113150.51020408220673.4897959184
1910148187895.319148936213585.6808510638
209964587895.319148936211749.6808510638
2111478987895.319148936226893.6808510638
2299052113150.510204082-14098.5102040816
2367654113150.510204082-45496.5102040816
246555365058.8076923077494.192307692305
259750087895.31914893629604.68085106384
266911287895.3191489362-18783.3191489362
278275387895.3191489362-5142.31914893616
2885323113150.510204082-27827.5102040816
2972654113150.510204082-40496.5102040816
303072730124.0283018868602.971698113208
3177873113150.510204082-35277.5102040816
32117478113150.5102040824327.48979591837
337400765058.80769230778948.1923076923
3490183113150.510204082-22967.5102040816
356154265286.9444444444-3744.94444444445
36101494113150.510204082-11656.5102040816
372757030124.0283018868-2554.02830188679
385581365058.8076923077-9245.8076923077
3979215113150.510204082-33935.5102040816
4014233991.73333333333-2568.73333333333
415546187895.3191489362-32434.3191489362
423108153045.1-21964.1
432299630124.0283018868-7128.02830188679
4483122113150.510204082-30028.5102040816
457010687895.3191489362-17789.3191489362
466057865058.8076923077-4480.8076923077
473999253045.1-13053.1
487989287895.3191489362-8003.31914893616
494981065286.9444444444-15476.9444444444
507157065058.80769230776511.1923076923
5110070865058.807692307735649.1923076923
523303265286.9444444444-32254.9444444444
538287587895.3191489362-5020.31914893616
54139077113150.51020408225926.4897959184
557159587895.3191489362-16300.3191489362
5672260113150.510204082-40890.5102040816
5759503991.733333333331958.26666666667
58115762113150.5102040822611.48979591837
593255130124.02830188682426.97169811321
603170130124.02830188681576.97169811321
618067087895.3191489362-7225.31914893616
62143558113150.51020408230407.4897959184
63117105113150.5102040823954.48979591837
642378930124.0283018868-6335.02830188679
65120733113150.5102040827582.48979591837
66105195113150.510204082-7955.51020408163
677310765286.94444444447820.05555555555
68132068113150.51020408218917.4897959184
69149193113150.51020408236042.4897959184
704682165058.8076923077-18237.8076923077
718701187895.3191489362-884.319148936163
7295260113150.510204082-17890.5102040816
735518387895.3191489362-32712.3191489362
7410667187895.319148936218775.6808510638
757351187895.3191489362-14384.3191489362
769294587895.31914893625049.68085106384
777866487895.3191489362-9231.31914893616
787005465058.80769230774995.1923076923
792261830124.0283018868-7506.02830188679
807401187895.3191489362-13884.3191489362
818373787895.3191489362-4158.31914893616
826909487895.3191489362-18801.3191489362
839313387895.31914893625237.68085106384
8495536113150.510204082-17614.5102040816
85225920113150.510204082112769.489795918
866213365286.9444444444-3153.94444444445
876137065286.9444444444-3916.94444444445
884383653045.1-9209.1
89106117113150.510204082-7033.51020408163
903869265058.8076923077-26366.8076923077
918465187895.3191489362-3244.31914893616
925662230124.028301886826497.9716981132
931598630124.0283018868-14138.0283018868
949536487895.31914893627468.68085106384
952670630124.0283018868-3418.02830188679
968969187895.31914893621795.68085106384
9767267113150.510204082-45883.5102040816
9812684687895.319148936238950.6808510638
994114065058.8076923077-23918.8076923077
10010286087895.319148936214964.6808510638
1015171565058.8076923077-13343.8076923077
1025580165058.8076923077-9257.8076923077
10311181387895.319148936223917.6808510638
10412029387895.319148936232397.6808510638
105138599113150.51020408225448.4897959184
106161647113150.51020408248496.4897959184
107115929113150.5102040822778.48979591837
1082426630124.0283018868-5858.02830188679
109162901113150.51020408249750.4897959184
11010982587895.319148936221929.6808510638
111129838113150.51020408216687.4897959184
1123751065286.9444444444-27776.9444444444
1134375030124.028301886813625.9716981132
1144065265058.8076923077-24406.8076923077
1158777187895.3191489362-124.319148936163
1168587287895.3191489362-2023.31914893616
1178927587895.31914893621379.68085106384
1184441865058.8076923077-20640.8076923077
119192565113150.51020408279414.4897959184
1203523230124.02830188685107.97169811321
1214090953045.1-12136.1
1221329430124.0283018868-16830.0283018868
1233238730124.02830188682262.97169811321
12414086765058.807692307775808.1923076923
125120662113150.5102040827511.48979591837
1262123330124.0283018868-8891.02830188679
1274433230124.028301886814207.9716981132
1286105653045.18010.9
12910133887895.319148936213442.6808510638
13011683991.73333333333-2823.73333333333
1311349725766-12269
1326556787895.3191489362-22328.3191489362
1332516230124.0283018868-4962.02830188679
1343233430124.02830188682209.97169811321
1354073565286.9444444444-24551.9444444444
13691413113150.510204082-21737.5102040816
1378553991.73333333333-3136.73333333333
1389706865058.807692307732009.1923076923
1394433930124.028301886814214.9716981132
1401411630124.0283018868-16008.0283018868
1411028825766-15478
1426562265058.8076923077563.192307692305
1431656325766-9203
14476643113150.510204082-36507.5102040816
14511068187895.319148936222785.6808510638
1462901130124.0283018868-1113.02830188679
1479269665286.944444444427409.0555555556
1489478553045.141739.9
14987733991.733333333334781.26666666667
1508320965286.944444444417922.0555555556
15193815113150.510204082-19335.5102040816
1528668787895.3191489362-1208.31914893616
1533455330124.02830188684428.97169811321
154105547113150.510204082-7603.51020408163
155103487113150.510204082-9663.51020408163
156213688113150.510204082100537.489795918
1577122087895.3191489362-16675.3191489362
1582351730124.0283018868-6607.02830188679
1595692665286.9444444444-8360.94444444445
1609172187895.31914893623825.68085106384
161115168113150.5102040822017.48979591837
16211119465286.944444444445907.0555555556
1635100953045.1-2036.1
164135777113150.51020408222626.4897959184
1655151365286.9444444444-13773.9444444444
16674163113150.510204082-38987.5102040816
1675163365058.8076923077-13425.8076923077
1687534565286.944444444410058.0555555556
1693341665058.8076923077-31642.8076923077
1708330565058.807692307718246.1923076923
1719895265058.807692307733893.1923076923
17210237287895.319148936214476.6808510638
173372382576611472
174103772113150.510204082-9378.51020408163
17512396965286.944444444458682.0555555556
1762714230124.0283018868-2982.02830188679
177135400113150.51020408222249.4897959184
1782139930124.0283018868-8725.02830188679
179130115113150.51020408216964.4897959184
1802487430124.0283018868-5250.02830188679
1813498830124.02830188684863.97169811321
182455492576619783
18360233991.733333333332031.26666666667
1846446665058.8076923077-592.807692307695
18554990113150.510204082-58160.5102040816
18616443991.73333333333-2347.73333333333
18761793991.733333333332187.26666666667
18839263991.73333333333-65.7333333333331
1893275530124.02830188682630.97169811321
1903477765286.9444444444-30509.9444444444
1917322453045.120178.9
1922711430124.0283018868-3010.02830188679
1932076030124.0283018868-9364.02830188679
1943763630124.02830188687511.97169811321
1956546187895.3191489362-22434.3191489362
1963008030124.0283018868-44.0283018867922
1972409430124.0283018868-6030.02830188679
1986900830124.028301886838883.9716981132
1995496830124.028301886824843.9716981132
2004609030124.028301886815965.9716981132
2012750730124.0283018868-2617.02830188679
2021067230124.0283018868-19452.0283018868
2033402930124.02830188683904.97169811321
2044630053045.1-6745.1
2052476030124.0283018868-5364.02830188679
20618779146474132
2072128030124.0283018868-8844.02830188679
2084066230124.028301886810537.9716981132
2092898730124.0283018868-1137.02830188679
2102282730124.0283018868-7297.02830188679
2111851330124.0283018868-11611.0283018868
2123059430124.0283018868469.971698113208
2132400630124.0283018868-6118.02830188679
2142791330124.0283018868-2211.02830188679
215427442576616978
2161293414647-1713
2172257430124.0283018868-7550.02830188679
2184138530124.028301886811260.9716981132
2191865330124.0283018868-11471.0283018868
22018472146473825
2213097630124.0283018868851.971698113208
2226333965058.8076923077-1719.8076923077
2232556830124.0283018868-4556.02830188679
2243374730124.02830188683622.97169811321
225415414647-10493
2261947430124.0283018868-10650.0283018868
2273513030124.02830188685005.97169811321
2283906730124.02830188688942.97169811321
2291331030124.0283018868-16814.0283018868
2306589230124.028301886835767.9716981132
231414314647-10504
2322857930124.0283018868-1545.02830188679
2335177630124.028301886821651.9716981132
2342115230124.0283018868-8972.02830188679
2353808430124.02830188687959.97169811321
2362771730124.0283018868-2407.02830188679
2373292830124.02830188682803.97169811321
2381134230124.0283018868-18782.0283018868
2391949930124.0283018868-10625.0283018868
2401638030124.0283018868-13744.0283018868
2413687430124.02830188686749.97169811321
2424825953045.1-4786.1
2431673430124.0283018868-13390.0283018868
2442820730124.0283018868-1917.02830188679
2453014330124.028301886818.9716981132078
2464136930124.028301886811244.9716981132
2474583330124.028301886815708.9716981132
2482915630124.0283018868-968.028301886792
2493594430124.02830188685819.97169811321
2503627830124.02830188686153.97169811321
2514558830124.028301886815463.9716981132
2524509730124.028301886814972.9716981132
25338953991.73333333333-96.7333333333331
2542839430124.0283018868-1730.02830188679
2551863230124.0283018868-11492.0283018868
25623253991.73333333333-1666.73333333333
2572513930124.0283018868-4985.02830188679
2582797530124.0283018868-2149.02830188679
2591448325766-11283
2601312714647-1520
261583914647-8808
2622406930124.0283018868-6055.02830188679
26337383991.73333333333-253.733333333333
2641862530124.0283018868-11499.0283018868
2653634130124.02830188686216.97169811321
2662454830124.0283018868-5576.02830188679
2672179230124.0283018868-8332.02830188679
2682626330124.0283018868-3861.02830188679
2692368630124.0283018868-6438.02830188679
2704930330124.028301886819178.9716981132
2712565930124.0283018868-4465.02830188679
2722890430124.0283018868-1220.02830188679
27327813991.73333333333-1210.73333333333
2742923630124.0283018868-888.028301886792
2751954630124.0283018868-10578.0283018868
2762281830124.0283018868-7306.02830188679
277326891464718042
27857523991.733333333331760.26666666667
2792219730124.0283018868-7927.02830188679
2802005530124.0283018868-10069.0283018868
2812527230124.0283018868-4852.02830188679
2828220630124.028301886852081.9716981132
2833207330124.02830188681948.97169811321
28454443991.733333333331452.26666666667
28520154146475507
2863694430124.02830188686819.97169811321
287801914647-6628
2883088430124.0283018868759.971698113208
2891954030124.0283018868-10584.0283018868


Figures (Output of Computation)

Input Parameters & R Code

Parameters (Session):
par1 = 4 ; par2 = none ; par3 = 3 ; par4 = no ;
Parameters (R input):
par1 = 4 ; 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')
}