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Author's title

Author*Unverified author*
R Software Modulerwasp_regression_trees1.wasp
Title produced by softwareRecursive Partitioning (Regression Trees)
Date of computationTue, 11 Dec 2012 04:50:16 -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/2012/Dec/11/t13552194437a2sw2e91rbcnsw.htm/, Retrieved Thu, 28 Mar 2024 15:28:05 +0000
Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=198377, Retrieved Thu, 28 Mar 2024 15:28:05 +0000
QR Codes:

Original text written by user:
IsPrivate?No (this computation is public)
User-defined keywords
Estimated Impact107
Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)
-     [Recursive Partitioning (Regression Trees)] [] [2010-12-05 18:59:57] [b98453cac15ba1066b407e146608df68]
- R PD  [Recursive Partitioning (Regression Trees)] [Recursive Partiti...] [2012-12-06 17:56:41] [37f59b7a972c225c3d32d27fed432050]
-   P     [Recursive Partitioning (Regression Trees)] [Recursive Partiti...] [2012-12-06 18:10:37] [37f59b7a972c225c3d32d27fed432050]
-   P         [Recursive Partitioning (Regression Trees)] [Recursive Partiti...] [2012-12-11 09:50:16] [d41d8cd98f00b204e9800998ecf8427e] [Current]
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Dataseries X:
210907	56	396	3	30	112285	1
120982	56	297	4	28	84786	1
176508	54	559	12	38	83123	1
179321	89	967	2	30	101193	1
123185	40	270	1	22	38361	1
52746	25	143	3	26	68504	1
385534	92	1562	0	25	119182	1
33170	18	109	0	18	22807	1
101645	63	371	0	11	17140	0
149061	44	656	5	26	116174	1
165446	33	511	0	25	57635	1
237213	84	655	0	38	66198	1
173326	88	465	7	44	71701	1
133131	55	525	7	30	57793	1
258873	60	885	3	40	80444	1
180083	66	497	9	34	53855	1
324799	154	1436	0	47	97668	1
230964	53	612	4	30	133824	1
236785	119	865	3	31	101481	1
135473	41	385	0	23	99645	1
202925	61	567	7	36	114789	1
215147	58	639	0	36	99052	1
344297	75	963	1	30	67654	1
153935	33	398	5	25	65553	1
132943	40	410	7	39	97500	1
174724	92	966	0	34	69112	1
174415	100	801	0	31	82753	1
225548	112	892	5	31	85323	1
223632	73	513	0	33	72654	1
124817	40	469	0	25	30727	1
221698	45	683	0	33	77873	1
210767	60	643	3	35	117478	1
170266	62	535	4	42	74007	1
260561	75	625	1	43	90183	1
84853	31	264	4	30	61542	1
294424	77	992	2	33	101494	1
101011	34	238	0	13	27570	1
215641	46	818	0	32	55813	1
325107	99	937	0	36	79215	1
7176	17	70	0	0	1423	1
167542	66	507	2	28	55461	1
106408	30	260	1	14	31081	1
96560	76	503	0	17	22996	1
265769	146	927	2	32	83122	1
269651	67	1269	10	30	70106	1
149112	56	537	6	35	60578	1
175824	107	910	0	20	39992	1
152871	58	532	5	28	79892	1
111665	34	345	4	28	49810	1
116408	61	918	1	39	71570	1
362301	119	1635	2	34	100708	1
78800	42	330	2	26	33032	1
183167	66	557	0	39	82875	1
277965	89	1178	8	39	139077	1
150629	44	740	3	33	71595	1
168809	66	452	0	28	72260	1
24188	24	218	0	4	5950	1
329267	259	764	8	39	115762	1
65029	17	255	5	18	32551	1
101097	64	454	3	14	31701	1
218946	41	866	1	29	80670	1
244052	68	574	5	44	143558	1
341570	168	1276	1	21	117105	1
103597	43	379	1	16	23789	1
233328	132	825	5	28	120733	1
256462	105	798	0	35	105195	1
206161	71	663	12	28	73107	1
311473	112	1069	8	38	132068	1
235800	94	921	8	23	149193	1
177939	82	858	8	36	46821	1
207176	70	711	8	32	87011	1
196553	57	503	2	29	95260	1
174184	53	382	0	25	55183	1
143246	103	464	5	27	106671	1
187559	121	717	8	36	73511	1
187681	62	690	2	28	92945	1
119016	52	462	5	23	78664	1
182192	52	657	12	40	70054	1
73566	32	385	6	23	22618	1
194979	62	577	7	40	74011	1
167488	45	619	2	28	83737	1
143756	46	479	0	34	69094	1
275541	63	817	4	33	93133	1
243199	75	752	3	28	95536	1
182999	88	430	6	34	225920	1
135649	46	451	2	30	62133	1
152299	53	537	0	33	61370	1
120221	37	519	1	22	43836	1
346485	90	1000	0	38	106117	1
145790	63	637	5	26	38692	1
193339	78	465	2	35	84651	1
80953	25	437	0	8	56622	1
122774	45	711	0	24	15986	1
130585	46	299	5	29	95364	1
112611	41	248	0	20	26706	0
286468	144	1162	1	29	89691	1
241066	82	714	0	45	67267	1
148446	91	905	1	37	126846	1
204713	71	649	1	33	41140	1
182079	63	512	2	33	102860	1
140344	53	472	6	25	51715	1
220516	62	905	1	32	55801	1
243060	63	786	4	29	111813	1
162765	32	489	2	28	120293	1
182613	39	479	3	28	138599	1
232138	62	617	0	31	161647	1
265318	117	925	10	52	115929	1
85574	34	351	0	21	24266	0
310839	92	1144	9	24	162901	1
225060	93	669	7	41	109825	1
232317	54	707	0	33	129838	1
144966	144	458	0	32	37510	1
43287	14	214	4	19	43750	1
155754	61	599	4	20	40652	1
164709	109	572	0	31	87771	1
201940	38	897	0	31	85872	1
235454	73	819	0	32	89275	1
220801	75	720	1	18	44418	0
99466	50	273	0	23	192565	1
92661	61	508	1	17	35232	0
133328	55	506	0	20	40909	0
61361	77	451	0	12	13294	0
125930	75	699	4	17	32387	0
100750	72	407	0	30	140867	1
224549	50	465	4	31	120662	1
82316	32	245	4	10	21233	0
102010	53	370	3	13	44332	0
101523	42	316	0	22	61056	0
243511	71	603	0	42	101338	1
22938	10	154	0	1	1168	1
41566	35	229	5	9	13497	0
152474	65	577	0	32	65567	1
61857	25	192	4	11	25162	1
99923	66	617	0	25	32334	0
132487	41	411	0	36	40735	1
317394	86	975	1	31	91413	1
21054	16	146	0	0	855	1
209641	42	705	5	24	97068	1
22648	19	184	0	13	44339	0
31414	19	200	0	8	14116	1
46698	45	274	0	13	10288	0
131698	65	502	0	19	65622	0
91735	35	382	0	18	16563	0
244749	95	964	2	33	76643	1
184510	49	537	7	40	110681	1
79863	37	438	1	22	29011	0
128423	64	369	8	38	92696	1
97839	38	417	2	24	94785	1
38214	34	276	0	8	8773	1
151101	32	514	2	35	83209	1
272458	65	822	0	43	93815	1
172494	52	389	0	43	86687	1
108043	62	466	1	14	34553	0
328107	65	1255	3	41	105547	1
250579	83	694	0	38	103487	1
351067	95	1024	3	45	213688	1
158015	29	400	0	31	71220	1
98866	18	397	0	13	23517	0
85439	33	350	0	28	56926	1
229242	247	719	4	31	91721	1
351619	139	1277	4	40	115168	1
84207	29	356	11	30	111194	1
120445	118	457	0	16	51009	0
324598	110	1402	0	37	135777	1
131069	67	600	4	30	51513	1
204271	42	480	0	35	74163	1
165543	65	595	1	32	51633	1
141722	94	436	0	27	75345	1
116048	64	230	0	20	33416	0
250047	81	651	0	18	83305	0
299775	95	1367	9	31	98952	1
195838	67	564	1	31	102372	1
173260	63	716	3	21	37238	1
254488	83	747	10	39	103772	1
104389	45	467	5	41	123969	1
136084	30	671	0	13	27142	0
199476	70	861	2	32	135400	1
92499	32	319	0	18	21399	0
224330	83	612	1	39	130115	1
135781	31	433	2	14	24874	0
74408	67	434	4	7	34988	0
81240	66	503	0	17	45549	0
14688	10	85	0	0	6023	1
181633	70	564	2	30	64466	1
271856	103	824	1	37	54990	1
7199	5	74	0	0	1644	1
46660	20	259	0	5	6179	1
17547	5	69	0	1	3926	1
133368	36	535	1	16	32755	0
95227	34	239	0	32	34777	1
152601	48	438	2	24	73224	1
98146	40	459	0	17	27114	0
79619	43	426	3	11	20760	0
59194	31	288	6	24	37636	0
139942	42	498	0	22	65461	0
118612	46	454	2	12	30080	0
72880	33	376	0	19	24094	0
65475	18	225	2	13	69008	0
99643	55	555	1	17	54968	0
71965	35	252	1	15	46090	0
77272	59	208	2	16	27507	0
49289	19	130	1	24	10672	0
135131	66	481	0	15	34029	0
108446	60	389	1	17	46300	0
89746	36	565	3	18	24760	0
44296	25	173	0	20	18779	0
77648	47	278	0	16	21280	0
181528	54	609	0	16	40662	0
134019	53	422	0	18	28987	0
124064	40	445	1	22	22827	0
92630	40	387	4	8	18513	0
121848	39	339	0	17	30594	0
52915	14	181	0	18	24006	0
81872	45	245	0	16	27913	0
58981	36	384	7	23	42744	0
53515	28	212	2	22	12934	0
60812	44	399	0	13	22574	0
56375	30	229	7	13	41385	0
65490	22	224	3	16	18653	0
80949	17	203	0	16	18472	0
76302	31	333	0	20	30976	0
104011	55	384	6	22	63339	0
98104	54	636	2	17	25568	0
67989	21	185	0	18	33747	0
30989	14	93	0	17	4154	0
135458	81	581	3	12	19474	0
73504	35	248	0	7	35130	0
63123	43	304	1	17	39067	0
61254	46	344	1	14	13310	0
74914	30	407	0	23	65892	0
31774	23	170	1	17	4143	0
81437	38	312	0	14	28579	0
87186	54	507	0	15	51776	0
50090	20	224	0	17	21152	0
65745	53	340	0	21	38084	0
56653	45	168	0	18	27717	0
158399	39	443	0	18	32928	0
46455	20	204	0	17	11342	0
73624	24	367	0	17	19499	0
38395	31	210	0	16	16380	0
91899	35	335	0	15	36874	0
139526	151	364	0	21	48259	0
52164	52	178	0	16	16734	0
51567	30	206	2	14	28207	0
70551	31	279	0	15	30143	0
84856	29	387	1	17	41369	0
102538	57	490	1	15	45833	0
86678	40	238	0	15	29156	0
85709	44	343	0	10	35944	0
34662	25	232	0	6	36278	0
150580	77	530	0	22	45588	0
99611	35	291	0	21	45097	0
19349	11	67	0	1	3895	0
99373	63	397	1	18	28394	0
86230	44	467	0	17	18632	0
30837	19	178	0	4	2325	0
31706	13	175	0	10	25139	0
89806	42	299	0	16	27975	0
62088	38	154	1	16	14483	0
40151	29	106	0	9	13127	0
27634	20	189	0	16	5839	0
76990	27	194	0	17	24069	0
37460	20	135	0	7	3738	0
54157	19	201	0	15	18625	0
49862	37	207	0	14	36341	0
84337	26	280	0	14	24548	0
64175	42	260	0	18	21792	0
59382	49	227	0	12	26263	0
119308	30	239	0	16	23686	0
76702	49	333	0	21	49303	0
103425	67	428	1	19	25659	0
70344	28	230	0	16	28904	0
43410	19	292	0	1	2781	0
104838	49	350	1	16	29236	0
62215	27	186	0	10	19546	0
69304	30	326	6	19	22818	0
53117	22	155	3	12	32689	0
19764	12	75	1	2	5752	0
86680	31	361	2	14	22197	0
84105	20	261	0	17	20055	0
77945	20	299	0	19	25272	0
89113	39	300	0	14	82206	0
91005	29	450	3	11	32073	0
40248	16	183	1	4	5444	0
64187	27	238	0	16	20154	0
50857	21	165	0	20	36944	0
56613	19	234	1	12	8019	0
62792	35	176	0	15	30884	0
72535	14	329	0	16	19540	0




Summary of computational transaction
Raw Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time11 seconds
R Server'Sir Maurice George Kendall' @ kendall.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 & 11 seconds \tabularnewline
R Server & 'Sir Maurice George Kendall' @ kendall.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=198377&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]11 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Sir Maurice George Kendall' @ kendall.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=198377&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=198377&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 Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time11 seconds
R Server'Sir Maurice George Kendall' @ kendall.wessa.net







Goodness of Fit
Correlation0.939
R-squared0.8818
RMSE28262.0895

\begin{tabular}{lllllllll}
\hline
Goodness of Fit \tabularnewline
Correlation & 0.939 \tabularnewline
R-squared & 0.8818 \tabularnewline
RMSE & 28262.0895 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=198377&T=1

[TABLE]
[ROW][C]Goodness of Fit[/C][/ROW]
[ROW][C]Correlation[/C][C]0.939[/C][/ROW]
[ROW][C]R-squared[/C][C]0.8818[/C][/ROW]
[ROW][C]RMSE[/C][C]28262.0895[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=198377&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=198377&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
Correlation0.939
R-squared0.8818
RMSE28262.0895







Actuals, Predictions, and Residuals
#ActualsForecastsResiduals
1210907161692.71052631649214.2894736842
212098287325.872340425533656.1276595745
3176508204881.741935484-28373.7419354839
4179321237560.35483871-58239.3548387097
512318587325.872340425535859.1276595745
65274651607.69444444441138.30555555555
7385534322592.29411764762941.705882353
83317051607.6944444444-18437.6944444444
9101645104038.568627451-2393.56862745098
10149061204881.741935484-55820.7419354839
11165446161692.7105263163753.28947368421
12237213237560.35483871-347.354838709667
13173326161692.71052631611633.2894736842
14133131161692.710526316-28561.7105263158
15258873204881.74193548453991.2580645161
16180083161692.71052631618390.2894736842
17324799322592.2941176472206.70588235295
18230964204881.74193548426082.2580645161
19236785237560.35483871-775.354838709667
20135473104038.56862745131434.431372549
21202925204881.741935484-1956.74193548388
22215147204881.74193548410265.2580645161
23344297237560.35483871106736.64516129
24153935161692.710526316-7757.71052631579
25132943161692.710526316-28749.7105263158
26174724237560.35483871-62836.3548387097
27174415237560.35483871-63145.3548387097
28225548237560.35483871-12012.3548387097
29223632161692.71052631661939.2894736842
30124817161692.710526316-36875.7105263158
31221698204881.74193548416816.2580645161
32210767204881.7419354845885.25806451612
33170266161692.7105263168573.28947368421
34260561237560.3548387123000.6451612903
358485387325.8723404255-2472.87234042553
36294424322592.294117647-28168.294117647
3710101187325.872340425513685.1276595745
38215641204881.74193548410759.2580645161
39325107237560.3548387187546.6451612903
40717622604.7692307692-15428.7692307692
41167542161692.7105263165849.28947368421
4210640887325.872340425519082.1276595745
4396560104038.568627451-7478.56862745098
44265769237560.3548387128208.6451612903
45269651322592.294117647-52941.294117647
46149112161692.710526316-12580.7105263158
47175824149425.88235294126398.1176470588
48152871161692.710526316-8821.71052631579
4911166587325.872340425524339.1276595745
50116408204881.741935484-88473.7419354839
51362301322592.29411764739708.705882353
527880087325.8723404255-8525.87234042553
53183167204881.741935484-21714.7419354839
54277965322592.294117647-44627.294117647
55150629204881.741935484-54252.7419354839
56168809161692.7105263167116.28947368421
572418822604.76923076921583.23076923077
58329267237560.3548387191706.6451612903
596502987325.8723404255-22296.8723404255
60101097104038.568627451-2941.56862745098
61218946204881.74193548414064.2580645161
62244052204881.74193548439170.2580645161
63341570322592.29411764718977.705882353
64103597104038.568627451-441.568627450979
65233328237560.35483871-4232.35483870967
66256462237560.3548387118901.6451612903
67206161237560.35483871-31399.3548387097
68311473322592.294117647-11119.294117647
69235800237560.35483871-1760.35483870967
70177939149425.88235294128513.1176470588
71207176204881.7419354842294.25806451612
72196553161692.71052631634860.2894736842
73174184161692.71052631612491.2894736842
74143246161692.710526316-18446.7105263158
75187559237560.35483871-50001.3548387097
76187681204881.741935484-17200.7419354839
77119016104038.56862745114977.431372549
78182192204881.741935484-22689.7419354839
7973566104038.568627451-30472.568627451
80194979204881.741935484-9902.74193548388
81167488204881.741935484-37393.7419354839
82143756161692.710526316-17936.7105263158
83275541204881.74193548470659.2580645161
84243199237560.354838715638.64516129033
85182999161692.71052631621306.2894736842
86135649161692.710526316-26043.7105263158
87152299161692.710526316-9393.71052631579
88120221104038.56862745116182.431372549
89346485322592.29411764723892.705882353
90145790149425.882352941-3635.88235294117
91193339161692.71052631631646.2894736842
9280953104038.568627451-23085.568627451
93122774149425.882352941-26651.8823529412
9413058587325.872340425543259.1276595745
9511261187325.872340425525285.1276595745
96286468322592.294117647-36124.294117647
97241066237560.354838713505.64516129033
98148446237560.35483871-89114.3548387097
99204713149425.88235294155287.1176470588
100182079161692.71052631620386.2894736842
101140344161692.710526316-21348.7105263158
102220516204881.74193548415634.2580645161
103243060204881.74193548438178.2580645161
104162765161692.7105263161072.28947368421
105182613161692.71052631620920.2894736842
106232138204881.74193548427256.2580645161
107265318237560.3548387127757.6451612903
1088557487325.8723404255-1751.87234042553
109310839322592.294117647-11753.294117647
110225060237560.35483871-12500.3548387097
111232317204881.74193548427435.2580645161
112144966161692.710526316-16726.7105263158
1134328751607.6944444444-8320.69444444445
114155754149425.8823529416328.11764705883
115164709237560.35483871-72851.3548387097
116201940204881.741935484-2941.74193548388
117235454237560.35483871-2106.35483870967
118220801149425.88235294171375.1176470588
1199946687325.872340425512140.1276595745
12092661104038.568627451-11377.568627451
121133328104038.56862745129289.431372549
12261361104038.568627451-42677.568627451
123125930149425.882352941-23495.8823529412
124100750161692.710526316-60942.7105263158
125224549161692.71052631662856.2894736842
126823165763624680
127102010104038.568627451-2028.56862745098
12810152387325.872340425514197.1276595745
129243511237560.354838715950.64516129033
1302293822604.7692307692333.23076923077
1314156651607.6944444444-10041.6944444444
132152474204881.741935484-52407.7419354839
1336185751607.694444444410249.3055555556
13499923149425.882352941-49502.8823529412
135132487161692.710526316-29205.7105263158
136317394322592.294117647-5198.29411764705
1372105422604.7692307692-1550.76923076923
138209641204881.7419354844759.25806451612
1392264851607.6944444444-28959.6944444444
1403141422604.76923076928809.23076923077
1414669887325.8723404255-40627.8723404255
142131698104038.56862745127659.431372549
14391735104038.568627451-12303.568627451
144244749237560.354838717188.64516129033
145184510161692.71052631622817.2894736842
14679863104038.568627451-24175.568627451
147128423161692.710526316-33269.7105263158
14897839104038.568627451-6199.56862745098
1493821457636-19422
150151101161692.710526316-10591.7105263158
151272458204881.74193548467576.2580645161
152172494161692.71052631610801.2894736842
153108043104038.5686274514004.43137254902
154328107322592.2941176475514.70588235295
155250579237560.3548387113018.6451612903
156351067322592.29411764728474.705882353
157158015161692.710526316-3677.71052631579
15898866104038.568627451-5172.56862745098
1598543987325.8723404255-1886.87234042553
160229242237560.35483871-8318.35483870967
161351619322592.29411764729026.705882353
1628420787325.8723404255-3118.87234042553
163120445104038.56862745116406.431372549
164324598322592.2941176472005.70588235295
165131069149425.882352941-18356.8823529412
166204271161692.71052631642578.2894736842
167165543149425.88235294116117.1176470588
168141722161692.710526316-19970.7105263158
16911604887325.872340425528722.1276595745
170250047237560.3548387112486.6451612903
171299775322592.294117647-22817.294117647
172195838204881.741935484-9043.74193548388
173173260149425.88235294123834.1176470588
174254488237560.3548387116927.6451612903
175104389161692.710526316-57303.7105263158
176136084149425.882352941-13341.8823529412
177199476204881.741935484-5405.74193548388
1789249987325.87234042555173.12765957447
179224330237560.35483871-13230.3548387097
180135781104038.56862745131742.431372549
18174408104038.568627451-29630.568627451
18281240104038.568627451-22798.568627451
1831468822604.7692307692-7916.76923076923
184181633204881.741935484-23248.7419354839
185271856237560.3548387134295.6451612903
186719922604.7692307692-15405.7692307692
1874666057636-10976
1881754722604.7692307692-5057.76923076923
189133368104038.56862745129329.431372549
1909522787325.87234042557901.12765957447
191152601104038.56862745148562.431372549
19298146104038.568627451-5892.56862745098
19379619104038.568627451-24419.568627451
1945919487325.8723404255-28131.8723404255
195139942104038.56862745135903.431372549
196118612104038.56862745114573.431372549
19772880104038.568627451-31158.568627451
1986547551607.694444444413867.3055555556
19999643104038.568627451-4395.56862745098
2007196587325.8723404255-15360.8723404255
2017727251607.694444444425664.3055555556
2024928951607.6944444444-2318.69444444445
203135131104038.56862745131092.431372549
204108446104038.5686274514407.43137254902
20589746149425.882352941-59679.8823529412
2064429651607.6944444444-7311.69444444445
2077764887325.8723404255-9677.87234042553
208181528149425.88235294132102.1176470588
209134019104038.56862745129980.431372549
210124064104038.56862745120025.431372549
21192630104038.568627451-11408.568627451
21212184887325.872340425534522.1276595745
2135291551607.69444444441307.30555555555
2148187287325.8723404255-5453.87234042553
21558981104038.568627451-45057.568627451
2165351551607.69444444441907.30555555555
21760812104038.568627451-43226.568627451
2185637551607.69444444444767.30555555555
2196549051607.694444444413882.3055555556
2208094951607.694444444429341.3055555556
2217630287325.8723404255-11023.8723404255
222104011104038.568627451-27.568627450979
22398104149425.882352941-51321.8823529412
2246798951607.694444444416381.3055555556
2253098951607.6944444444-20618.6944444444
226135458149425.882352941-13967.8823529412
227735045763615868
2286312387325.8723404255-24202.8723404255
2296125487325.8723404255-26071.8723404255
23074914104038.568627451-29124.568627451
2313177451607.6944444444-19833.6944444444
2328143787325.8723404255-5888.87234042553
23387186104038.568627451-16852.568627451
2345009051607.6944444444-1517.69444444445
2356574587325.8723404255-21580.8723404255
2365665351607.69444444445045.30555555555
237158399104038.56862745154360.431372549
2384645551607.6944444444-5152.69444444445
23973624104038.568627451-30414.568627451
2403839551607.6944444444-13212.6944444444
2419189987325.87234042554573.12765957447
242139526104038.56862745135487.431372549
2435216451607.6944444444556.305555555555
2445156751607.6944444444-40.6944444444453
2457055187325.8723404255-16774.8723404255
24684856104038.568627451-19182.568627451
247102538104038.568627451-1500.56862745098
2488667887325.8723404255-647.872340425529
249857095763628073
2503466257636-22974
251150580104038.56862745146541.431372549
2529961187325.872340425512285.1276595745
2531934922604.7692307692-3255.76923076923
25499373104038.568627451-4665.56862745098
25586230104038.568627451-17808.568627451
2563083722604.76923076928232.23076923077
2573170651607.6944444444-19901.6944444444
2588980687325.87234042552480.12765957447
2596208851607.694444444410480.3055555556
2604015151607.6944444444-11456.6944444444
2612763451607.6944444444-23973.6944444444
2627699051607.694444444425382.3055555556
2633746022604.769230769214855.2307692308
2645415751607.69444444442549.30555555555
2654986251607.6944444444-1745.69444444445
2668433787325.8723404255-2988.87234042553
2676417587325.8723404255-23150.8723404255
2685938251607.69444444447774.30555555555
26911930887325.872340425531982.1276595745
2707670287325.8723404255-10623.8723404255
271103425104038.568627451-613.568627450979
2727034487325.8723404255-16981.8723404255
2734341057636-14226
27410483887325.872340425517512.1276595745
2756221551607.694444444410607.3055555556
2766930487325.8723404255-18021.8723404255
2775311751607.69444444441509.30555555555
2781976422604.7692307692-2840.76923076923
2798668087325.8723404255-645.872340425529
2808410587325.8723404255-3220.87234042553
2817794587325.8723404255-9380.87234042553
2828911387325.87234042551787.12765957447
28391005104038.568627451-13033.568627451
2844024822604.769230769217643.2307692308
2856418787325.8723404255-23138.8723404255
2865085751607.6944444444-750.694444444445
2875661357636-1023
2886279251607.694444444411184.3055555556
2897253587325.8723404255-14790.8723404255

\begin{tabular}{lllllllll}
\hline
Actuals, Predictions, and Residuals \tabularnewline
# & Actuals & Forecasts & Residuals \tabularnewline
1 & 210907 & 161692.710526316 & 49214.2894736842 \tabularnewline
2 & 120982 & 87325.8723404255 & 33656.1276595745 \tabularnewline
3 & 176508 & 204881.741935484 & -28373.7419354839 \tabularnewline
4 & 179321 & 237560.35483871 & -58239.3548387097 \tabularnewline
5 & 123185 & 87325.8723404255 & 35859.1276595745 \tabularnewline
6 & 52746 & 51607.6944444444 & 1138.30555555555 \tabularnewline
7 & 385534 & 322592.294117647 & 62941.705882353 \tabularnewline
8 & 33170 & 51607.6944444444 & -18437.6944444444 \tabularnewline
9 & 101645 & 104038.568627451 & -2393.56862745098 \tabularnewline
10 & 149061 & 204881.741935484 & -55820.7419354839 \tabularnewline
11 & 165446 & 161692.710526316 & 3753.28947368421 \tabularnewline
12 & 237213 & 237560.35483871 & -347.354838709667 \tabularnewline
13 & 173326 & 161692.710526316 & 11633.2894736842 \tabularnewline
14 & 133131 & 161692.710526316 & -28561.7105263158 \tabularnewline
15 & 258873 & 204881.741935484 & 53991.2580645161 \tabularnewline
16 & 180083 & 161692.710526316 & 18390.2894736842 \tabularnewline
17 & 324799 & 322592.294117647 & 2206.70588235295 \tabularnewline
18 & 230964 & 204881.741935484 & 26082.2580645161 \tabularnewline
19 & 236785 & 237560.35483871 & -775.354838709667 \tabularnewline
20 & 135473 & 104038.568627451 & 31434.431372549 \tabularnewline
21 & 202925 & 204881.741935484 & -1956.74193548388 \tabularnewline
22 & 215147 & 204881.741935484 & 10265.2580645161 \tabularnewline
23 & 344297 & 237560.35483871 & 106736.64516129 \tabularnewline
24 & 153935 & 161692.710526316 & -7757.71052631579 \tabularnewline
25 & 132943 & 161692.710526316 & -28749.7105263158 \tabularnewline
26 & 174724 & 237560.35483871 & -62836.3548387097 \tabularnewline
27 & 174415 & 237560.35483871 & -63145.3548387097 \tabularnewline
28 & 225548 & 237560.35483871 & -12012.3548387097 \tabularnewline
29 & 223632 & 161692.710526316 & 61939.2894736842 \tabularnewline
30 & 124817 & 161692.710526316 & -36875.7105263158 \tabularnewline
31 & 221698 & 204881.741935484 & 16816.2580645161 \tabularnewline
32 & 210767 & 204881.741935484 & 5885.25806451612 \tabularnewline
33 & 170266 & 161692.710526316 & 8573.28947368421 \tabularnewline
34 & 260561 & 237560.35483871 & 23000.6451612903 \tabularnewline
35 & 84853 & 87325.8723404255 & -2472.87234042553 \tabularnewline
36 & 294424 & 322592.294117647 & -28168.294117647 \tabularnewline
37 & 101011 & 87325.8723404255 & 13685.1276595745 \tabularnewline
38 & 215641 & 204881.741935484 & 10759.2580645161 \tabularnewline
39 & 325107 & 237560.35483871 & 87546.6451612903 \tabularnewline
40 & 7176 & 22604.7692307692 & -15428.7692307692 \tabularnewline
41 & 167542 & 161692.710526316 & 5849.28947368421 \tabularnewline
42 & 106408 & 87325.8723404255 & 19082.1276595745 \tabularnewline
43 & 96560 & 104038.568627451 & -7478.56862745098 \tabularnewline
44 & 265769 & 237560.35483871 & 28208.6451612903 \tabularnewline
45 & 269651 & 322592.294117647 & -52941.294117647 \tabularnewline
46 & 149112 & 161692.710526316 & -12580.7105263158 \tabularnewline
47 & 175824 & 149425.882352941 & 26398.1176470588 \tabularnewline
48 & 152871 & 161692.710526316 & -8821.71052631579 \tabularnewline
49 & 111665 & 87325.8723404255 & 24339.1276595745 \tabularnewline
50 & 116408 & 204881.741935484 & -88473.7419354839 \tabularnewline
51 & 362301 & 322592.294117647 & 39708.705882353 \tabularnewline
52 & 78800 & 87325.8723404255 & -8525.87234042553 \tabularnewline
53 & 183167 & 204881.741935484 & -21714.7419354839 \tabularnewline
54 & 277965 & 322592.294117647 & -44627.294117647 \tabularnewline
55 & 150629 & 204881.741935484 & -54252.7419354839 \tabularnewline
56 & 168809 & 161692.710526316 & 7116.28947368421 \tabularnewline
57 & 24188 & 22604.7692307692 & 1583.23076923077 \tabularnewline
58 & 329267 & 237560.35483871 & 91706.6451612903 \tabularnewline
59 & 65029 & 87325.8723404255 & -22296.8723404255 \tabularnewline
60 & 101097 & 104038.568627451 & -2941.56862745098 \tabularnewline
61 & 218946 & 204881.741935484 & 14064.2580645161 \tabularnewline
62 & 244052 & 204881.741935484 & 39170.2580645161 \tabularnewline
63 & 341570 & 322592.294117647 & 18977.705882353 \tabularnewline
64 & 103597 & 104038.568627451 & -441.568627450979 \tabularnewline
65 & 233328 & 237560.35483871 & -4232.35483870967 \tabularnewline
66 & 256462 & 237560.35483871 & 18901.6451612903 \tabularnewline
67 & 206161 & 237560.35483871 & -31399.3548387097 \tabularnewline
68 & 311473 & 322592.294117647 & -11119.294117647 \tabularnewline
69 & 235800 & 237560.35483871 & -1760.35483870967 \tabularnewline
70 & 177939 & 149425.882352941 & 28513.1176470588 \tabularnewline
71 & 207176 & 204881.741935484 & 2294.25806451612 \tabularnewline
72 & 196553 & 161692.710526316 & 34860.2894736842 \tabularnewline
73 & 174184 & 161692.710526316 & 12491.2894736842 \tabularnewline
74 & 143246 & 161692.710526316 & -18446.7105263158 \tabularnewline
75 & 187559 & 237560.35483871 & -50001.3548387097 \tabularnewline
76 & 187681 & 204881.741935484 & -17200.7419354839 \tabularnewline
77 & 119016 & 104038.568627451 & 14977.431372549 \tabularnewline
78 & 182192 & 204881.741935484 & -22689.7419354839 \tabularnewline
79 & 73566 & 104038.568627451 & -30472.568627451 \tabularnewline
80 & 194979 & 204881.741935484 & -9902.74193548388 \tabularnewline
81 & 167488 & 204881.741935484 & -37393.7419354839 \tabularnewline
82 & 143756 & 161692.710526316 & -17936.7105263158 \tabularnewline
83 & 275541 & 204881.741935484 & 70659.2580645161 \tabularnewline
84 & 243199 & 237560.35483871 & 5638.64516129033 \tabularnewline
85 & 182999 & 161692.710526316 & 21306.2894736842 \tabularnewline
86 & 135649 & 161692.710526316 & -26043.7105263158 \tabularnewline
87 & 152299 & 161692.710526316 & -9393.71052631579 \tabularnewline
88 & 120221 & 104038.568627451 & 16182.431372549 \tabularnewline
89 & 346485 & 322592.294117647 & 23892.705882353 \tabularnewline
90 & 145790 & 149425.882352941 & -3635.88235294117 \tabularnewline
91 & 193339 & 161692.710526316 & 31646.2894736842 \tabularnewline
92 & 80953 & 104038.568627451 & -23085.568627451 \tabularnewline
93 & 122774 & 149425.882352941 & -26651.8823529412 \tabularnewline
94 & 130585 & 87325.8723404255 & 43259.1276595745 \tabularnewline
95 & 112611 & 87325.8723404255 & 25285.1276595745 \tabularnewline
96 & 286468 & 322592.294117647 & -36124.294117647 \tabularnewline
97 & 241066 & 237560.35483871 & 3505.64516129033 \tabularnewline
98 & 148446 & 237560.35483871 & -89114.3548387097 \tabularnewline
99 & 204713 & 149425.882352941 & 55287.1176470588 \tabularnewline
100 & 182079 & 161692.710526316 & 20386.2894736842 \tabularnewline
101 & 140344 & 161692.710526316 & -21348.7105263158 \tabularnewline
102 & 220516 & 204881.741935484 & 15634.2580645161 \tabularnewline
103 & 243060 & 204881.741935484 & 38178.2580645161 \tabularnewline
104 & 162765 & 161692.710526316 & 1072.28947368421 \tabularnewline
105 & 182613 & 161692.710526316 & 20920.2894736842 \tabularnewline
106 & 232138 & 204881.741935484 & 27256.2580645161 \tabularnewline
107 & 265318 & 237560.35483871 & 27757.6451612903 \tabularnewline
108 & 85574 & 87325.8723404255 & -1751.87234042553 \tabularnewline
109 & 310839 & 322592.294117647 & -11753.294117647 \tabularnewline
110 & 225060 & 237560.35483871 & -12500.3548387097 \tabularnewline
111 & 232317 & 204881.741935484 & 27435.2580645161 \tabularnewline
112 & 144966 & 161692.710526316 & -16726.7105263158 \tabularnewline
113 & 43287 & 51607.6944444444 & -8320.69444444445 \tabularnewline
114 & 155754 & 149425.882352941 & 6328.11764705883 \tabularnewline
115 & 164709 & 237560.35483871 & -72851.3548387097 \tabularnewline
116 & 201940 & 204881.741935484 & -2941.74193548388 \tabularnewline
117 & 235454 & 237560.35483871 & -2106.35483870967 \tabularnewline
118 & 220801 & 149425.882352941 & 71375.1176470588 \tabularnewline
119 & 99466 & 87325.8723404255 & 12140.1276595745 \tabularnewline
120 & 92661 & 104038.568627451 & -11377.568627451 \tabularnewline
121 & 133328 & 104038.568627451 & 29289.431372549 \tabularnewline
122 & 61361 & 104038.568627451 & -42677.568627451 \tabularnewline
123 & 125930 & 149425.882352941 & -23495.8823529412 \tabularnewline
124 & 100750 & 161692.710526316 & -60942.7105263158 \tabularnewline
125 & 224549 & 161692.710526316 & 62856.2894736842 \tabularnewline
126 & 82316 & 57636 & 24680 \tabularnewline
127 & 102010 & 104038.568627451 & -2028.56862745098 \tabularnewline
128 & 101523 & 87325.8723404255 & 14197.1276595745 \tabularnewline
129 & 243511 & 237560.35483871 & 5950.64516129033 \tabularnewline
130 & 22938 & 22604.7692307692 & 333.23076923077 \tabularnewline
131 & 41566 & 51607.6944444444 & -10041.6944444444 \tabularnewline
132 & 152474 & 204881.741935484 & -52407.7419354839 \tabularnewline
133 & 61857 & 51607.6944444444 & 10249.3055555556 \tabularnewline
134 & 99923 & 149425.882352941 & -49502.8823529412 \tabularnewline
135 & 132487 & 161692.710526316 & -29205.7105263158 \tabularnewline
136 & 317394 & 322592.294117647 & -5198.29411764705 \tabularnewline
137 & 21054 & 22604.7692307692 & -1550.76923076923 \tabularnewline
138 & 209641 & 204881.741935484 & 4759.25806451612 \tabularnewline
139 & 22648 & 51607.6944444444 & -28959.6944444444 \tabularnewline
140 & 31414 & 22604.7692307692 & 8809.23076923077 \tabularnewline
141 & 46698 & 87325.8723404255 & -40627.8723404255 \tabularnewline
142 & 131698 & 104038.568627451 & 27659.431372549 \tabularnewline
143 & 91735 & 104038.568627451 & -12303.568627451 \tabularnewline
144 & 244749 & 237560.35483871 & 7188.64516129033 \tabularnewline
145 & 184510 & 161692.710526316 & 22817.2894736842 \tabularnewline
146 & 79863 & 104038.568627451 & -24175.568627451 \tabularnewline
147 & 128423 & 161692.710526316 & -33269.7105263158 \tabularnewline
148 & 97839 & 104038.568627451 & -6199.56862745098 \tabularnewline
149 & 38214 & 57636 & -19422 \tabularnewline
150 & 151101 & 161692.710526316 & -10591.7105263158 \tabularnewline
151 & 272458 & 204881.741935484 & 67576.2580645161 \tabularnewline
152 & 172494 & 161692.710526316 & 10801.2894736842 \tabularnewline
153 & 108043 & 104038.568627451 & 4004.43137254902 \tabularnewline
154 & 328107 & 322592.294117647 & 5514.70588235295 \tabularnewline
155 & 250579 & 237560.35483871 & 13018.6451612903 \tabularnewline
156 & 351067 & 322592.294117647 & 28474.705882353 \tabularnewline
157 & 158015 & 161692.710526316 & -3677.71052631579 \tabularnewline
158 & 98866 & 104038.568627451 & -5172.56862745098 \tabularnewline
159 & 85439 & 87325.8723404255 & -1886.87234042553 \tabularnewline
160 & 229242 & 237560.35483871 & -8318.35483870967 \tabularnewline
161 & 351619 & 322592.294117647 & 29026.705882353 \tabularnewline
162 & 84207 & 87325.8723404255 & -3118.87234042553 \tabularnewline
163 & 120445 & 104038.568627451 & 16406.431372549 \tabularnewline
164 & 324598 & 322592.294117647 & 2005.70588235295 \tabularnewline
165 & 131069 & 149425.882352941 & -18356.8823529412 \tabularnewline
166 & 204271 & 161692.710526316 & 42578.2894736842 \tabularnewline
167 & 165543 & 149425.882352941 & 16117.1176470588 \tabularnewline
168 & 141722 & 161692.710526316 & -19970.7105263158 \tabularnewline
169 & 116048 & 87325.8723404255 & 28722.1276595745 \tabularnewline
170 & 250047 & 237560.35483871 & 12486.6451612903 \tabularnewline
171 & 299775 & 322592.294117647 & -22817.294117647 \tabularnewline
172 & 195838 & 204881.741935484 & -9043.74193548388 \tabularnewline
173 & 173260 & 149425.882352941 & 23834.1176470588 \tabularnewline
174 & 254488 & 237560.35483871 & 16927.6451612903 \tabularnewline
175 & 104389 & 161692.710526316 & -57303.7105263158 \tabularnewline
176 & 136084 & 149425.882352941 & -13341.8823529412 \tabularnewline
177 & 199476 & 204881.741935484 & -5405.74193548388 \tabularnewline
178 & 92499 & 87325.8723404255 & 5173.12765957447 \tabularnewline
179 & 224330 & 237560.35483871 & -13230.3548387097 \tabularnewline
180 & 135781 & 104038.568627451 & 31742.431372549 \tabularnewline
181 & 74408 & 104038.568627451 & -29630.568627451 \tabularnewline
182 & 81240 & 104038.568627451 & -22798.568627451 \tabularnewline
183 & 14688 & 22604.7692307692 & -7916.76923076923 \tabularnewline
184 & 181633 & 204881.741935484 & -23248.7419354839 \tabularnewline
185 & 271856 & 237560.35483871 & 34295.6451612903 \tabularnewline
186 & 7199 & 22604.7692307692 & -15405.7692307692 \tabularnewline
187 & 46660 & 57636 & -10976 \tabularnewline
188 & 17547 & 22604.7692307692 & -5057.76923076923 \tabularnewline
189 & 133368 & 104038.568627451 & 29329.431372549 \tabularnewline
190 & 95227 & 87325.8723404255 & 7901.12765957447 \tabularnewline
191 & 152601 & 104038.568627451 & 48562.431372549 \tabularnewline
192 & 98146 & 104038.568627451 & -5892.56862745098 \tabularnewline
193 & 79619 & 104038.568627451 & -24419.568627451 \tabularnewline
194 & 59194 & 87325.8723404255 & -28131.8723404255 \tabularnewline
195 & 139942 & 104038.568627451 & 35903.431372549 \tabularnewline
196 & 118612 & 104038.568627451 & 14573.431372549 \tabularnewline
197 & 72880 & 104038.568627451 & -31158.568627451 \tabularnewline
198 & 65475 & 51607.6944444444 & 13867.3055555556 \tabularnewline
199 & 99643 & 104038.568627451 & -4395.56862745098 \tabularnewline
200 & 71965 & 87325.8723404255 & -15360.8723404255 \tabularnewline
201 & 77272 & 51607.6944444444 & 25664.3055555556 \tabularnewline
202 & 49289 & 51607.6944444444 & -2318.69444444445 \tabularnewline
203 & 135131 & 104038.568627451 & 31092.431372549 \tabularnewline
204 & 108446 & 104038.568627451 & 4407.43137254902 \tabularnewline
205 & 89746 & 149425.882352941 & -59679.8823529412 \tabularnewline
206 & 44296 & 51607.6944444444 & -7311.69444444445 \tabularnewline
207 & 77648 & 87325.8723404255 & -9677.87234042553 \tabularnewline
208 & 181528 & 149425.882352941 & 32102.1176470588 \tabularnewline
209 & 134019 & 104038.568627451 & 29980.431372549 \tabularnewline
210 & 124064 & 104038.568627451 & 20025.431372549 \tabularnewline
211 & 92630 & 104038.568627451 & -11408.568627451 \tabularnewline
212 & 121848 & 87325.8723404255 & 34522.1276595745 \tabularnewline
213 & 52915 & 51607.6944444444 & 1307.30555555555 \tabularnewline
214 & 81872 & 87325.8723404255 & -5453.87234042553 \tabularnewline
215 & 58981 & 104038.568627451 & -45057.568627451 \tabularnewline
216 & 53515 & 51607.6944444444 & 1907.30555555555 \tabularnewline
217 & 60812 & 104038.568627451 & -43226.568627451 \tabularnewline
218 & 56375 & 51607.6944444444 & 4767.30555555555 \tabularnewline
219 & 65490 & 51607.6944444444 & 13882.3055555556 \tabularnewline
220 & 80949 & 51607.6944444444 & 29341.3055555556 \tabularnewline
221 & 76302 & 87325.8723404255 & -11023.8723404255 \tabularnewline
222 & 104011 & 104038.568627451 & -27.568627450979 \tabularnewline
223 & 98104 & 149425.882352941 & -51321.8823529412 \tabularnewline
224 & 67989 & 51607.6944444444 & 16381.3055555556 \tabularnewline
225 & 30989 & 51607.6944444444 & -20618.6944444444 \tabularnewline
226 & 135458 & 149425.882352941 & -13967.8823529412 \tabularnewline
227 & 73504 & 57636 & 15868 \tabularnewline
228 & 63123 & 87325.8723404255 & -24202.8723404255 \tabularnewline
229 & 61254 & 87325.8723404255 & -26071.8723404255 \tabularnewline
230 & 74914 & 104038.568627451 & -29124.568627451 \tabularnewline
231 & 31774 & 51607.6944444444 & -19833.6944444444 \tabularnewline
232 & 81437 & 87325.8723404255 & -5888.87234042553 \tabularnewline
233 & 87186 & 104038.568627451 & -16852.568627451 \tabularnewline
234 & 50090 & 51607.6944444444 & -1517.69444444445 \tabularnewline
235 & 65745 & 87325.8723404255 & -21580.8723404255 \tabularnewline
236 & 56653 & 51607.6944444444 & 5045.30555555555 \tabularnewline
237 & 158399 & 104038.568627451 & 54360.431372549 \tabularnewline
238 & 46455 & 51607.6944444444 & -5152.69444444445 \tabularnewline
239 & 73624 & 104038.568627451 & -30414.568627451 \tabularnewline
240 & 38395 & 51607.6944444444 & -13212.6944444444 \tabularnewline
241 & 91899 & 87325.8723404255 & 4573.12765957447 \tabularnewline
242 & 139526 & 104038.568627451 & 35487.431372549 \tabularnewline
243 & 52164 & 51607.6944444444 & 556.305555555555 \tabularnewline
244 & 51567 & 51607.6944444444 & -40.6944444444453 \tabularnewline
245 & 70551 & 87325.8723404255 & -16774.8723404255 \tabularnewline
246 & 84856 & 104038.568627451 & -19182.568627451 \tabularnewline
247 & 102538 & 104038.568627451 & -1500.56862745098 \tabularnewline
248 & 86678 & 87325.8723404255 & -647.872340425529 \tabularnewline
249 & 85709 & 57636 & 28073 \tabularnewline
250 & 34662 & 57636 & -22974 \tabularnewline
251 & 150580 & 104038.568627451 & 46541.431372549 \tabularnewline
252 & 99611 & 87325.8723404255 & 12285.1276595745 \tabularnewline
253 & 19349 & 22604.7692307692 & -3255.76923076923 \tabularnewline
254 & 99373 & 104038.568627451 & -4665.56862745098 \tabularnewline
255 & 86230 & 104038.568627451 & -17808.568627451 \tabularnewline
256 & 30837 & 22604.7692307692 & 8232.23076923077 \tabularnewline
257 & 31706 & 51607.6944444444 & -19901.6944444444 \tabularnewline
258 & 89806 & 87325.8723404255 & 2480.12765957447 \tabularnewline
259 & 62088 & 51607.6944444444 & 10480.3055555556 \tabularnewline
260 & 40151 & 51607.6944444444 & -11456.6944444444 \tabularnewline
261 & 27634 & 51607.6944444444 & -23973.6944444444 \tabularnewline
262 & 76990 & 51607.6944444444 & 25382.3055555556 \tabularnewline
263 & 37460 & 22604.7692307692 & 14855.2307692308 \tabularnewline
264 & 54157 & 51607.6944444444 & 2549.30555555555 \tabularnewline
265 & 49862 & 51607.6944444444 & -1745.69444444445 \tabularnewline
266 & 84337 & 87325.8723404255 & -2988.87234042553 \tabularnewline
267 & 64175 & 87325.8723404255 & -23150.8723404255 \tabularnewline
268 & 59382 & 51607.6944444444 & 7774.30555555555 \tabularnewline
269 & 119308 & 87325.8723404255 & 31982.1276595745 \tabularnewline
270 & 76702 & 87325.8723404255 & -10623.8723404255 \tabularnewline
271 & 103425 & 104038.568627451 & -613.568627450979 \tabularnewline
272 & 70344 & 87325.8723404255 & -16981.8723404255 \tabularnewline
273 & 43410 & 57636 & -14226 \tabularnewline
274 & 104838 & 87325.8723404255 & 17512.1276595745 \tabularnewline
275 & 62215 & 51607.6944444444 & 10607.3055555556 \tabularnewline
276 & 69304 & 87325.8723404255 & -18021.8723404255 \tabularnewline
277 & 53117 & 51607.6944444444 & 1509.30555555555 \tabularnewline
278 & 19764 & 22604.7692307692 & -2840.76923076923 \tabularnewline
279 & 86680 & 87325.8723404255 & -645.872340425529 \tabularnewline
280 & 84105 & 87325.8723404255 & -3220.87234042553 \tabularnewline
281 & 77945 & 87325.8723404255 & -9380.87234042553 \tabularnewline
282 & 89113 & 87325.8723404255 & 1787.12765957447 \tabularnewline
283 & 91005 & 104038.568627451 & -13033.568627451 \tabularnewline
284 & 40248 & 22604.7692307692 & 17643.2307692308 \tabularnewline
285 & 64187 & 87325.8723404255 & -23138.8723404255 \tabularnewline
286 & 50857 & 51607.6944444444 & -750.694444444445 \tabularnewline
287 & 56613 & 57636 & -1023 \tabularnewline
288 & 62792 & 51607.6944444444 & 11184.3055555556 \tabularnewline
289 & 72535 & 87325.8723404255 & -14790.8723404255 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=198377&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]161692.710526316[/C][C]49214.2894736842[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]87325.8723404255[/C][C]33656.1276595745[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]204881.741935484[/C][C]-28373.7419354839[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]237560.35483871[/C][C]-58239.3548387097[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]87325.8723404255[/C][C]35859.1276595745[/C][/ROW]
[ROW][C]6[/C][C]52746[/C][C]51607.6944444444[/C][C]1138.30555555555[/C][/ROW]
[ROW][C]7[/C][C]385534[/C][C]322592.294117647[/C][C]62941.705882353[/C][/ROW]
[ROW][C]8[/C][C]33170[/C][C]51607.6944444444[/C][C]-18437.6944444444[/C][/ROW]
[ROW][C]9[/C][C]101645[/C][C]104038.568627451[/C][C]-2393.56862745098[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]204881.741935484[/C][C]-55820.7419354839[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]161692.710526316[/C][C]3753.28947368421[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]237560.35483871[/C][C]-347.354838709667[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]161692.710526316[/C][C]11633.2894736842[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]161692.710526316[/C][C]-28561.7105263158[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]204881.741935484[/C][C]53991.2580645161[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]161692.710526316[/C][C]18390.2894736842[/C][/ROW]
[ROW][C]17[/C][C]324799[/C][C]322592.294117647[/C][C]2206.70588235295[/C][/ROW]
[ROW][C]18[/C][C]230964[/C][C]204881.741935484[/C][C]26082.2580645161[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]237560.35483871[/C][C]-775.354838709667[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]104038.568627451[/C][C]31434.431372549[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]204881.741935484[/C][C]-1956.74193548388[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]204881.741935484[/C][C]10265.2580645161[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]237560.35483871[/C][C]106736.64516129[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]161692.710526316[/C][C]-7757.71052631579[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]161692.710526316[/C][C]-28749.7105263158[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]237560.35483871[/C][C]-62836.3548387097[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]237560.35483871[/C][C]-63145.3548387097[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]237560.35483871[/C][C]-12012.3548387097[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]161692.710526316[/C][C]61939.2894736842[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]161692.710526316[/C][C]-36875.7105263158[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]204881.741935484[/C][C]16816.2580645161[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]204881.741935484[/C][C]5885.25806451612[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]161692.710526316[/C][C]8573.28947368421[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]237560.35483871[/C][C]23000.6451612903[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]87325.8723404255[/C][C]-2472.87234042553[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]322592.294117647[/C][C]-28168.294117647[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]87325.8723404255[/C][C]13685.1276595745[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]204881.741935484[/C][C]10759.2580645161[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]237560.35483871[/C][C]87546.6451612903[/C][/ROW]
[ROW][C]40[/C][C]7176[/C][C]22604.7692307692[/C][C]-15428.7692307692[/C][/ROW]
[ROW][C]41[/C][C]167542[/C][C]161692.710526316[/C][C]5849.28947368421[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]87325.8723404255[/C][C]19082.1276595745[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]104038.568627451[/C][C]-7478.56862745098[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]237560.35483871[/C][C]28208.6451612903[/C][/ROW]
[ROW][C]45[/C][C]269651[/C][C]322592.294117647[/C][C]-52941.294117647[/C][/ROW]
[ROW][C]46[/C][C]149112[/C][C]161692.710526316[/C][C]-12580.7105263158[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]149425.882352941[/C][C]26398.1176470588[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]161692.710526316[/C][C]-8821.71052631579[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]87325.8723404255[/C][C]24339.1276595745[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]204881.741935484[/C][C]-88473.7419354839[/C][/ROW]
[ROW][C]51[/C][C]362301[/C][C]322592.294117647[/C][C]39708.705882353[/C][/ROW]
[ROW][C]52[/C][C]78800[/C][C]87325.8723404255[/C][C]-8525.87234042553[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]204881.741935484[/C][C]-21714.7419354839[/C][/ROW]
[ROW][C]54[/C][C]277965[/C][C]322592.294117647[/C][C]-44627.294117647[/C][/ROW]
[ROW][C]55[/C][C]150629[/C][C]204881.741935484[/C][C]-54252.7419354839[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]161692.710526316[/C][C]7116.28947368421[/C][/ROW]
[ROW][C]57[/C][C]24188[/C][C]22604.7692307692[/C][C]1583.23076923077[/C][/ROW]
[ROW][C]58[/C][C]329267[/C][C]237560.35483871[/C][C]91706.6451612903[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]87325.8723404255[/C][C]-22296.8723404255[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]104038.568627451[/C][C]-2941.56862745098[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]204881.741935484[/C][C]14064.2580645161[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]204881.741935484[/C][C]39170.2580645161[/C][/ROW]
[ROW][C]63[/C][C]341570[/C][C]322592.294117647[/C][C]18977.705882353[/C][/ROW]
[ROW][C]64[/C][C]103597[/C][C]104038.568627451[/C][C]-441.568627450979[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]237560.35483871[/C][C]-4232.35483870967[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]237560.35483871[/C][C]18901.6451612903[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]237560.35483871[/C][C]-31399.3548387097[/C][/ROW]
[ROW][C]68[/C][C]311473[/C][C]322592.294117647[/C][C]-11119.294117647[/C][/ROW]
[ROW][C]69[/C][C]235800[/C][C]237560.35483871[/C][C]-1760.35483870967[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]149425.882352941[/C][C]28513.1176470588[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]204881.741935484[/C][C]2294.25806451612[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]161692.710526316[/C][C]34860.2894736842[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]161692.710526316[/C][C]12491.2894736842[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]161692.710526316[/C][C]-18446.7105263158[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]237560.35483871[/C][C]-50001.3548387097[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]204881.741935484[/C][C]-17200.7419354839[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]104038.568627451[/C][C]14977.431372549[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]204881.741935484[/C][C]-22689.7419354839[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]104038.568627451[/C][C]-30472.568627451[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]204881.741935484[/C][C]-9902.74193548388[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]204881.741935484[/C][C]-37393.7419354839[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]161692.710526316[/C][C]-17936.7105263158[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]204881.741935484[/C][C]70659.2580645161[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]237560.35483871[/C][C]5638.64516129033[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]161692.710526316[/C][C]21306.2894736842[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]161692.710526316[/C][C]-26043.7105263158[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]161692.710526316[/C][C]-9393.71052631579[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]104038.568627451[/C][C]16182.431372549[/C][/ROW]
[ROW][C]89[/C][C]346485[/C][C]322592.294117647[/C][C]23892.705882353[/C][/ROW]
[ROW][C]90[/C][C]145790[/C][C]149425.882352941[/C][C]-3635.88235294117[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]161692.710526316[/C][C]31646.2894736842[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]104038.568627451[/C][C]-23085.568627451[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]149425.882352941[/C][C]-26651.8823529412[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]87325.8723404255[/C][C]43259.1276595745[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]87325.8723404255[/C][C]25285.1276595745[/C][/ROW]
[ROW][C]96[/C][C]286468[/C][C]322592.294117647[/C][C]-36124.294117647[/C][/ROW]
[ROW][C]97[/C][C]241066[/C][C]237560.35483871[/C][C]3505.64516129033[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]237560.35483871[/C][C]-89114.3548387097[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]149425.882352941[/C][C]55287.1176470588[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]161692.710526316[/C][C]20386.2894736842[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]161692.710526316[/C][C]-21348.7105263158[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]204881.741935484[/C][C]15634.2580645161[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]204881.741935484[/C][C]38178.2580645161[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]161692.710526316[/C][C]1072.28947368421[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]161692.710526316[/C][C]20920.2894736842[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]204881.741935484[/C][C]27256.2580645161[/C][/ROW]
[ROW][C]107[/C][C]265318[/C][C]237560.35483871[/C][C]27757.6451612903[/C][/ROW]
[ROW][C]108[/C][C]85574[/C][C]87325.8723404255[/C][C]-1751.87234042553[/C][/ROW]
[ROW][C]109[/C][C]310839[/C][C]322592.294117647[/C][C]-11753.294117647[/C][/ROW]
[ROW][C]110[/C][C]225060[/C][C]237560.35483871[/C][C]-12500.3548387097[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]204881.741935484[/C][C]27435.2580645161[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]161692.710526316[/C][C]-16726.7105263158[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]51607.6944444444[/C][C]-8320.69444444445[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]149425.882352941[/C][C]6328.11764705883[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]237560.35483871[/C][C]-72851.3548387097[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]204881.741935484[/C][C]-2941.74193548388[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]237560.35483871[/C][C]-2106.35483870967[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]149425.882352941[/C][C]71375.1176470588[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]87325.8723404255[/C][C]12140.1276595745[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]104038.568627451[/C][C]-11377.568627451[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]104038.568627451[/C][C]29289.431372549[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]104038.568627451[/C][C]-42677.568627451[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]149425.882352941[/C][C]-23495.8823529412[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]161692.710526316[/C][C]-60942.7105263158[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]161692.710526316[/C][C]62856.2894736842[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]57636[/C][C]24680[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]104038.568627451[/C][C]-2028.56862745098[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]87325.8723404255[/C][C]14197.1276595745[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]237560.35483871[/C][C]5950.64516129033[/C][/ROW]
[ROW][C]130[/C][C]22938[/C][C]22604.7692307692[/C][C]333.23076923077[/C][/ROW]
[ROW][C]131[/C][C]41566[/C][C]51607.6944444444[/C][C]-10041.6944444444[/C][/ROW]
[ROW][C]132[/C][C]152474[/C][C]204881.741935484[/C][C]-52407.7419354839[/C][/ROW]
[ROW][C]133[/C][C]61857[/C][C]51607.6944444444[/C][C]10249.3055555556[/C][/ROW]
[ROW][C]134[/C][C]99923[/C][C]149425.882352941[/C][C]-49502.8823529412[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]161692.710526316[/C][C]-29205.7105263158[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]322592.294117647[/C][C]-5198.29411764705[/C][/ROW]
[ROW][C]137[/C][C]21054[/C][C]22604.7692307692[/C][C]-1550.76923076923[/C][/ROW]
[ROW][C]138[/C][C]209641[/C][C]204881.741935484[/C][C]4759.25806451612[/C][/ROW]
[ROW][C]139[/C][C]22648[/C][C]51607.6944444444[/C][C]-28959.6944444444[/C][/ROW]
[ROW][C]140[/C][C]31414[/C][C]22604.7692307692[/C][C]8809.23076923077[/C][/ROW]
[ROW][C]141[/C][C]46698[/C][C]87325.8723404255[/C][C]-40627.8723404255[/C][/ROW]
[ROW][C]142[/C][C]131698[/C][C]104038.568627451[/C][C]27659.431372549[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]104038.568627451[/C][C]-12303.568627451[/C][/ROW]
[ROW][C]144[/C][C]244749[/C][C]237560.35483871[/C][C]7188.64516129033[/C][/ROW]
[ROW][C]145[/C][C]184510[/C][C]161692.710526316[/C][C]22817.2894736842[/C][/ROW]
[ROW][C]146[/C][C]79863[/C][C]104038.568627451[/C][C]-24175.568627451[/C][/ROW]
[ROW][C]147[/C][C]128423[/C][C]161692.710526316[/C][C]-33269.7105263158[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]104038.568627451[/C][C]-6199.56862745098[/C][/ROW]
[ROW][C]149[/C][C]38214[/C][C]57636[/C][C]-19422[/C][/ROW]
[ROW][C]150[/C][C]151101[/C][C]161692.710526316[/C][C]-10591.7105263158[/C][/ROW]
[ROW][C]151[/C][C]272458[/C][C]204881.741935484[/C][C]67576.2580645161[/C][/ROW]
[ROW][C]152[/C][C]172494[/C][C]161692.710526316[/C][C]10801.2894736842[/C][/ROW]
[ROW][C]153[/C][C]108043[/C][C]104038.568627451[/C][C]4004.43137254902[/C][/ROW]
[ROW][C]154[/C][C]328107[/C][C]322592.294117647[/C][C]5514.70588235295[/C][/ROW]
[ROW][C]155[/C][C]250579[/C][C]237560.35483871[/C][C]13018.6451612903[/C][/ROW]
[ROW][C]156[/C][C]351067[/C][C]322592.294117647[/C][C]28474.705882353[/C][/ROW]
[ROW][C]157[/C][C]158015[/C][C]161692.710526316[/C][C]-3677.71052631579[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]104038.568627451[/C][C]-5172.56862745098[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]87325.8723404255[/C][C]-1886.87234042553[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]237560.35483871[/C][C]-8318.35483870967[/C][/ROW]
[ROW][C]161[/C][C]351619[/C][C]322592.294117647[/C][C]29026.705882353[/C][/ROW]
[ROW][C]162[/C][C]84207[/C][C]87325.8723404255[/C][C]-3118.87234042553[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]104038.568627451[/C][C]16406.431372549[/C][/ROW]
[ROW][C]164[/C][C]324598[/C][C]322592.294117647[/C][C]2005.70588235295[/C][/ROW]
[ROW][C]165[/C][C]131069[/C][C]149425.882352941[/C][C]-18356.8823529412[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]161692.710526316[/C][C]42578.2894736842[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]149425.882352941[/C][C]16117.1176470588[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]161692.710526316[/C][C]-19970.7105263158[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]87325.8723404255[/C][C]28722.1276595745[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]237560.35483871[/C][C]12486.6451612903[/C][/ROW]
[ROW][C]171[/C][C]299775[/C][C]322592.294117647[/C][C]-22817.294117647[/C][/ROW]
[ROW][C]172[/C][C]195838[/C][C]204881.741935484[/C][C]-9043.74193548388[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]149425.882352941[/C][C]23834.1176470588[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]237560.35483871[/C][C]16927.6451612903[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]161692.710526316[/C][C]-57303.7105263158[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]149425.882352941[/C][C]-13341.8823529412[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]204881.741935484[/C][C]-5405.74193548388[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]87325.8723404255[/C][C]5173.12765957447[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]237560.35483871[/C][C]-13230.3548387097[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]104038.568627451[/C][C]31742.431372549[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]104038.568627451[/C][C]-29630.568627451[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]104038.568627451[/C][C]-22798.568627451[/C][/ROW]
[ROW][C]183[/C][C]14688[/C][C]22604.7692307692[/C][C]-7916.76923076923[/C][/ROW]
[ROW][C]184[/C][C]181633[/C][C]204881.741935484[/C][C]-23248.7419354839[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]237560.35483871[/C][C]34295.6451612903[/C][/ROW]
[ROW][C]186[/C][C]7199[/C][C]22604.7692307692[/C][C]-15405.7692307692[/C][/ROW]
[ROW][C]187[/C][C]46660[/C][C]57636[/C][C]-10976[/C][/ROW]
[ROW][C]188[/C][C]17547[/C][C]22604.7692307692[/C][C]-5057.76923076923[/C][/ROW]
[ROW][C]189[/C][C]133368[/C][C]104038.568627451[/C][C]29329.431372549[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]87325.8723404255[/C][C]7901.12765957447[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]104038.568627451[/C][C]48562.431372549[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]104038.568627451[/C][C]-5892.56862745098[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]104038.568627451[/C][C]-24419.568627451[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]87325.8723404255[/C][C]-28131.8723404255[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]104038.568627451[/C][C]35903.431372549[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]104038.568627451[/C][C]14573.431372549[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]104038.568627451[/C][C]-31158.568627451[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]51607.6944444444[/C][C]13867.3055555556[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]104038.568627451[/C][C]-4395.56862745098[/C][/ROW]
[ROW][C]200[/C][C]71965[/C][C]87325.8723404255[/C][C]-15360.8723404255[/C][/ROW]
[ROW][C]201[/C][C]77272[/C][C]51607.6944444444[/C][C]25664.3055555556[/C][/ROW]
[ROW][C]202[/C][C]49289[/C][C]51607.6944444444[/C][C]-2318.69444444445[/C][/ROW]
[ROW][C]203[/C][C]135131[/C][C]104038.568627451[/C][C]31092.431372549[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]104038.568627451[/C][C]4407.43137254902[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]149425.882352941[/C][C]-59679.8823529412[/C][/ROW]
[ROW][C]206[/C][C]44296[/C][C]51607.6944444444[/C][C]-7311.69444444445[/C][/ROW]
[ROW][C]207[/C][C]77648[/C][C]87325.8723404255[/C][C]-9677.87234042553[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]149425.882352941[/C][C]32102.1176470588[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]104038.568627451[/C][C]29980.431372549[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]104038.568627451[/C][C]20025.431372549[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]104038.568627451[/C][C]-11408.568627451[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]87325.8723404255[/C][C]34522.1276595745[/C][/ROW]
[ROW][C]213[/C][C]52915[/C][C]51607.6944444444[/C][C]1307.30555555555[/C][/ROW]
[ROW][C]214[/C][C]81872[/C][C]87325.8723404255[/C][C]-5453.87234042553[/C][/ROW]
[ROW][C]215[/C][C]58981[/C][C]104038.568627451[/C][C]-45057.568627451[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]51607.6944444444[/C][C]1907.30555555555[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]104038.568627451[/C][C]-43226.568627451[/C][/ROW]
[ROW][C]218[/C][C]56375[/C][C]51607.6944444444[/C][C]4767.30555555555[/C][/ROW]
[ROW][C]219[/C][C]65490[/C][C]51607.6944444444[/C][C]13882.3055555556[/C][/ROW]
[ROW][C]220[/C][C]80949[/C][C]51607.6944444444[/C][C]29341.3055555556[/C][/ROW]
[ROW][C]221[/C][C]76302[/C][C]87325.8723404255[/C][C]-11023.8723404255[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]104038.568627451[/C][C]-27.568627450979[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]149425.882352941[/C][C]-51321.8823529412[/C][/ROW]
[ROW][C]224[/C][C]67989[/C][C]51607.6944444444[/C][C]16381.3055555556[/C][/ROW]
[ROW][C]225[/C][C]30989[/C][C]51607.6944444444[/C][C]-20618.6944444444[/C][/ROW]
[ROW][C]226[/C][C]135458[/C][C]149425.882352941[/C][C]-13967.8823529412[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]57636[/C][C]15868[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]87325.8723404255[/C][C]-24202.8723404255[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]87325.8723404255[/C][C]-26071.8723404255[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]104038.568627451[/C][C]-29124.568627451[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]51607.6944444444[/C][C]-19833.6944444444[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]87325.8723404255[/C][C]-5888.87234042553[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]104038.568627451[/C][C]-16852.568627451[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]51607.6944444444[/C][C]-1517.69444444445[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]87325.8723404255[/C][C]-21580.8723404255[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]51607.6944444444[/C][C]5045.30555555555[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]104038.568627451[/C][C]54360.431372549[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]51607.6944444444[/C][C]-5152.69444444445[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]104038.568627451[/C][C]-30414.568627451[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]51607.6944444444[/C][C]-13212.6944444444[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]87325.8723404255[/C][C]4573.12765957447[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]104038.568627451[/C][C]35487.431372549[/C][/ROW]
[ROW][C]243[/C][C]52164[/C][C]51607.6944444444[/C][C]556.305555555555[/C][/ROW]
[ROW][C]244[/C][C]51567[/C][C]51607.6944444444[/C][C]-40.6944444444453[/C][/ROW]
[ROW][C]245[/C][C]70551[/C][C]87325.8723404255[/C][C]-16774.8723404255[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]104038.568627451[/C][C]-19182.568627451[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]104038.568627451[/C][C]-1500.56862745098[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]87325.8723404255[/C][C]-647.872340425529[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]57636[/C][C]28073[/C][/ROW]
[ROW][C]250[/C][C]34662[/C][C]57636[/C][C]-22974[/C][/ROW]
[ROW][C]251[/C][C]150580[/C][C]104038.568627451[/C][C]46541.431372549[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]87325.8723404255[/C][C]12285.1276595745[/C][/ROW]
[ROW][C]253[/C][C]19349[/C][C]22604.7692307692[/C][C]-3255.76923076923[/C][/ROW]
[ROW][C]254[/C][C]99373[/C][C]104038.568627451[/C][C]-4665.56862745098[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]104038.568627451[/C][C]-17808.568627451[/C][/ROW]
[ROW][C]256[/C][C]30837[/C][C]22604.7692307692[/C][C]8232.23076923077[/C][/ROW]
[ROW][C]257[/C][C]31706[/C][C]51607.6944444444[/C][C]-19901.6944444444[/C][/ROW]
[ROW][C]258[/C][C]89806[/C][C]87325.8723404255[/C][C]2480.12765957447[/C][/ROW]
[ROW][C]259[/C][C]62088[/C][C]51607.6944444444[/C][C]10480.3055555556[/C][/ROW]
[ROW][C]260[/C][C]40151[/C][C]51607.6944444444[/C][C]-11456.6944444444[/C][/ROW]
[ROW][C]261[/C][C]27634[/C][C]51607.6944444444[/C][C]-23973.6944444444[/C][/ROW]
[ROW][C]262[/C][C]76990[/C][C]51607.6944444444[/C][C]25382.3055555556[/C][/ROW]
[ROW][C]263[/C][C]37460[/C][C]22604.7692307692[/C][C]14855.2307692308[/C][/ROW]
[ROW][C]264[/C][C]54157[/C][C]51607.6944444444[/C][C]2549.30555555555[/C][/ROW]
[ROW][C]265[/C][C]49862[/C][C]51607.6944444444[/C][C]-1745.69444444445[/C][/ROW]
[ROW][C]266[/C][C]84337[/C][C]87325.8723404255[/C][C]-2988.87234042553[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]87325.8723404255[/C][C]-23150.8723404255[/C][/ROW]
[ROW][C]268[/C][C]59382[/C][C]51607.6944444444[/C][C]7774.30555555555[/C][/ROW]
[ROW][C]269[/C][C]119308[/C][C]87325.8723404255[/C][C]31982.1276595745[/C][/ROW]
[ROW][C]270[/C][C]76702[/C][C]87325.8723404255[/C][C]-10623.8723404255[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]104038.568627451[/C][C]-613.568627450979[/C][/ROW]
[ROW][C]272[/C][C]70344[/C][C]87325.8723404255[/C][C]-16981.8723404255[/C][/ROW]
[ROW][C]273[/C][C]43410[/C][C]57636[/C][C]-14226[/C][/ROW]
[ROW][C]274[/C][C]104838[/C][C]87325.8723404255[/C][C]17512.1276595745[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]51607.6944444444[/C][C]10607.3055555556[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]87325.8723404255[/C][C]-18021.8723404255[/C][/ROW]
[ROW][C]277[/C][C]53117[/C][C]51607.6944444444[/C][C]1509.30555555555[/C][/ROW]
[ROW][C]278[/C][C]19764[/C][C]22604.7692307692[/C][C]-2840.76923076923[/C][/ROW]
[ROW][C]279[/C][C]86680[/C][C]87325.8723404255[/C][C]-645.872340425529[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]87325.8723404255[/C][C]-3220.87234042553[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]87325.8723404255[/C][C]-9380.87234042553[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]87325.8723404255[/C][C]1787.12765957447[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]104038.568627451[/C][C]-13033.568627451[/C][/ROW]
[ROW][C]284[/C][C]40248[/C][C]22604.7692307692[/C][C]17643.2307692308[/C][/ROW]
[ROW][C]285[/C][C]64187[/C][C]87325.8723404255[/C][C]-23138.8723404255[/C][/ROW]
[ROW][C]286[/C][C]50857[/C][C]51607.6944444444[/C][C]-750.694444444445[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]57636[/C][C]-1023[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]51607.6944444444[/C][C]11184.3055555556[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]87325.8723404255[/C][C]-14790.8723404255[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=198377&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=198377&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
#ActualsForecastsResiduals
1210907161692.71052631649214.2894736842
212098287325.872340425533656.1276595745
3176508204881.741935484-28373.7419354839
4179321237560.35483871-58239.3548387097
512318587325.872340425535859.1276595745
65274651607.69444444441138.30555555555
7385534322592.29411764762941.705882353
83317051607.6944444444-18437.6944444444
9101645104038.568627451-2393.56862745098
10149061204881.741935484-55820.7419354839
11165446161692.7105263163753.28947368421
12237213237560.35483871-347.354838709667
13173326161692.71052631611633.2894736842
14133131161692.710526316-28561.7105263158
15258873204881.74193548453991.2580645161
16180083161692.71052631618390.2894736842
17324799322592.2941176472206.70588235295
18230964204881.74193548426082.2580645161
19236785237560.35483871-775.354838709667
20135473104038.56862745131434.431372549
21202925204881.741935484-1956.74193548388
22215147204881.74193548410265.2580645161
23344297237560.35483871106736.64516129
24153935161692.710526316-7757.71052631579
25132943161692.710526316-28749.7105263158
26174724237560.35483871-62836.3548387097
27174415237560.35483871-63145.3548387097
28225548237560.35483871-12012.3548387097
29223632161692.71052631661939.2894736842
30124817161692.710526316-36875.7105263158
31221698204881.74193548416816.2580645161
32210767204881.7419354845885.25806451612
33170266161692.7105263168573.28947368421
34260561237560.3548387123000.6451612903
358485387325.8723404255-2472.87234042553
36294424322592.294117647-28168.294117647
3710101187325.872340425513685.1276595745
38215641204881.74193548410759.2580645161
39325107237560.3548387187546.6451612903
40717622604.7692307692-15428.7692307692
41167542161692.7105263165849.28947368421
4210640887325.872340425519082.1276595745
4396560104038.568627451-7478.56862745098
44265769237560.3548387128208.6451612903
45269651322592.294117647-52941.294117647
46149112161692.710526316-12580.7105263158
47175824149425.88235294126398.1176470588
48152871161692.710526316-8821.71052631579
4911166587325.872340425524339.1276595745
50116408204881.741935484-88473.7419354839
51362301322592.29411764739708.705882353
527880087325.8723404255-8525.87234042553
53183167204881.741935484-21714.7419354839
54277965322592.294117647-44627.294117647
55150629204881.741935484-54252.7419354839
56168809161692.7105263167116.28947368421
572418822604.76923076921583.23076923077
58329267237560.3548387191706.6451612903
596502987325.8723404255-22296.8723404255
60101097104038.568627451-2941.56862745098
61218946204881.74193548414064.2580645161
62244052204881.74193548439170.2580645161
63341570322592.29411764718977.705882353
64103597104038.568627451-441.568627450979
65233328237560.35483871-4232.35483870967
66256462237560.3548387118901.6451612903
67206161237560.35483871-31399.3548387097
68311473322592.294117647-11119.294117647
69235800237560.35483871-1760.35483870967
70177939149425.88235294128513.1176470588
71207176204881.7419354842294.25806451612
72196553161692.71052631634860.2894736842
73174184161692.71052631612491.2894736842
74143246161692.710526316-18446.7105263158
75187559237560.35483871-50001.3548387097
76187681204881.741935484-17200.7419354839
77119016104038.56862745114977.431372549
78182192204881.741935484-22689.7419354839
7973566104038.568627451-30472.568627451
80194979204881.741935484-9902.74193548388
81167488204881.741935484-37393.7419354839
82143756161692.710526316-17936.7105263158
83275541204881.74193548470659.2580645161
84243199237560.354838715638.64516129033
85182999161692.71052631621306.2894736842
86135649161692.710526316-26043.7105263158
87152299161692.710526316-9393.71052631579
88120221104038.56862745116182.431372549
89346485322592.29411764723892.705882353
90145790149425.882352941-3635.88235294117
91193339161692.71052631631646.2894736842
9280953104038.568627451-23085.568627451
93122774149425.882352941-26651.8823529412
9413058587325.872340425543259.1276595745
9511261187325.872340425525285.1276595745
96286468322592.294117647-36124.294117647
97241066237560.354838713505.64516129033
98148446237560.35483871-89114.3548387097
99204713149425.88235294155287.1176470588
100182079161692.71052631620386.2894736842
101140344161692.710526316-21348.7105263158
102220516204881.74193548415634.2580645161
103243060204881.74193548438178.2580645161
104162765161692.7105263161072.28947368421
105182613161692.71052631620920.2894736842
106232138204881.74193548427256.2580645161
107265318237560.3548387127757.6451612903
1088557487325.8723404255-1751.87234042553
109310839322592.294117647-11753.294117647
110225060237560.35483871-12500.3548387097
111232317204881.74193548427435.2580645161
112144966161692.710526316-16726.7105263158
1134328751607.6944444444-8320.69444444445
114155754149425.8823529416328.11764705883
115164709237560.35483871-72851.3548387097
116201940204881.741935484-2941.74193548388
117235454237560.35483871-2106.35483870967
118220801149425.88235294171375.1176470588
1199946687325.872340425512140.1276595745
12092661104038.568627451-11377.568627451
121133328104038.56862745129289.431372549
12261361104038.568627451-42677.568627451
123125930149425.882352941-23495.8823529412
124100750161692.710526316-60942.7105263158
125224549161692.71052631662856.2894736842
126823165763624680
127102010104038.568627451-2028.56862745098
12810152387325.872340425514197.1276595745
129243511237560.354838715950.64516129033
1302293822604.7692307692333.23076923077
1314156651607.6944444444-10041.6944444444
132152474204881.741935484-52407.7419354839
1336185751607.694444444410249.3055555556
13499923149425.882352941-49502.8823529412
135132487161692.710526316-29205.7105263158
136317394322592.294117647-5198.29411764705
1372105422604.7692307692-1550.76923076923
138209641204881.7419354844759.25806451612
1392264851607.6944444444-28959.6944444444
1403141422604.76923076928809.23076923077
1414669887325.8723404255-40627.8723404255
142131698104038.56862745127659.431372549
14391735104038.568627451-12303.568627451
144244749237560.354838717188.64516129033
145184510161692.71052631622817.2894736842
14679863104038.568627451-24175.568627451
147128423161692.710526316-33269.7105263158
14897839104038.568627451-6199.56862745098
1493821457636-19422
150151101161692.710526316-10591.7105263158
151272458204881.74193548467576.2580645161
152172494161692.71052631610801.2894736842
153108043104038.5686274514004.43137254902
154328107322592.2941176475514.70588235295
155250579237560.3548387113018.6451612903
156351067322592.29411764728474.705882353
157158015161692.710526316-3677.71052631579
15898866104038.568627451-5172.56862745098
1598543987325.8723404255-1886.87234042553
160229242237560.35483871-8318.35483870967
161351619322592.29411764729026.705882353
1628420787325.8723404255-3118.87234042553
163120445104038.56862745116406.431372549
164324598322592.2941176472005.70588235295
165131069149425.882352941-18356.8823529412
166204271161692.71052631642578.2894736842
167165543149425.88235294116117.1176470588
168141722161692.710526316-19970.7105263158
16911604887325.872340425528722.1276595745
170250047237560.3548387112486.6451612903
171299775322592.294117647-22817.294117647
172195838204881.741935484-9043.74193548388
173173260149425.88235294123834.1176470588
174254488237560.3548387116927.6451612903
175104389161692.710526316-57303.7105263158
176136084149425.882352941-13341.8823529412
177199476204881.741935484-5405.74193548388
1789249987325.87234042555173.12765957447
179224330237560.35483871-13230.3548387097
180135781104038.56862745131742.431372549
18174408104038.568627451-29630.568627451
18281240104038.568627451-22798.568627451
1831468822604.7692307692-7916.76923076923
184181633204881.741935484-23248.7419354839
185271856237560.3548387134295.6451612903
186719922604.7692307692-15405.7692307692
1874666057636-10976
1881754722604.7692307692-5057.76923076923
189133368104038.56862745129329.431372549
1909522787325.87234042557901.12765957447
191152601104038.56862745148562.431372549
19298146104038.568627451-5892.56862745098
19379619104038.568627451-24419.568627451
1945919487325.8723404255-28131.8723404255
195139942104038.56862745135903.431372549
196118612104038.56862745114573.431372549
19772880104038.568627451-31158.568627451
1986547551607.694444444413867.3055555556
19999643104038.568627451-4395.56862745098
2007196587325.8723404255-15360.8723404255
2017727251607.694444444425664.3055555556
2024928951607.6944444444-2318.69444444445
203135131104038.56862745131092.431372549
204108446104038.5686274514407.43137254902
20589746149425.882352941-59679.8823529412
2064429651607.6944444444-7311.69444444445
2077764887325.8723404255-9677.87234042553
208181528149425.88235294132102.1176470588
209134019104038.56862745129980.431372549
210124064104038.56862745120025.431372549
21192630104038.568627451-11408.568627451
21212184887325.872340425534522.1276595745
2135291551607.69444444441307.30555555555
2148187287325.8723404255-5453.87234042553
21558981104038.568627451-45057.568627451
2165351551607.69444444441907.30555555555
21760812104038.568627451-43226.568627451
2185637551607.69444444444767.30555555555
2196549051607.694444444413882.3055555556
2208094951607.694444444429341.3055555556
2217630287325.8723404255-11023.8723404255
222104011104038.568627451-27.568627450979
22398104149425.882352941-51321.8823529412
2246798951607.694444444416381.3055555556
2253098951607.6944444444-20618.6944444444
226135458149425.882352941-13967.8823529412
227735045763615868
2286312387325.8723404255-24202.8723404255
2296125487325.8723404255-26071.8723404255
23074914104038.568627451-29124.568627451
2313177451607.6944444444-19833.6944444444
2328143787325.8723404255-5888.87234042553
23387186104038.568627451-16852.568627451
2345009051607.6944444444-1517.69444444445
2356574587325.8723404255-21580.8723404255
2365665351607.69444444445045.30555555555
237158399104038.56862745154360.431372549
2384645551607.6944444444-5152.69444444445
23973624104038.568627451-30414.568627451
2403839551607.6944444444-13212.6944444444
2419189987325.87234042554573.12765957447
242139526104038.56862745135487.431372549
2435216451607.6944444444556.305555555555
2445156751607.6944444444-40.6944444444453
2457055187325.8723404255-16774.8723404255
24684856104038.568627451-19182.568627451
247102538104038.568627451-1500.56862745098
2488667887325.8723404255-647.872340425529
249857095763628073
2503466257636-22974
251150580104038.56862745146541.431372549
2529961187325.872340425512285.1276595745
2531934922604.7692307692-3255.76923076923
25499373104038.568627451-4665.56862745098
25586230104038.568627451-17808.568627451
2563083722604.76923076928232.23076923077
2573170651607.6944444444-19901.6944444444
2588980687325.87234042552480.12765957447
2596208851607.694444444410480.3055555556
2604015151607.6944444444-11456.6944444444
2612763451607.6944444444-23973.6944444444
2627699051607.694444444425382.3055555556
2633746022604.769230769214855.2307692308
2645415751607.69444444442549.30555555555
2654986251607.6944444444-1745.69444444445
2668433787325.8723404255-2988.87234042553
2676417587325.8723404255-23150.8723404255
2685938251607.69444444447774.30555555555
26911930887325.872340425531982.1276595745
2707670287325.8723404255-10623.8723404255
271103425104038.568627451-613.568627450979
2727034487325.8723404255-16981.8723404255
2734341057636-14226
27410483887325.872340425517512.1276595745
2756221551607.694444444410607.3055555556
2766930487325.8723404255-18021.8723404255
2775311751607.69444444441509.30555555555
2781976422604.7692307692-2840.76923076923
2798668087325.8723404255-645.872340425529
2808410587325.8723404255-3220.87234042553
2817794587325.8723404255-9380.87234042553
2828911387325.87234042551787.12765957447
28391005104038.568627451-13033.568627451
2844024822604.769230769217643.2307692308
2856418787325.8723404255-23138.8723404255
2865085751607.6944444444-750.694444444445
2875661357636-1023
2886279251607.694444444411184.3055555556
2897253587325.8723404255-14790.8723404255



Parameters (Session):
par1 = 1 ; par2 = none ; par3 = 3 ; par4 = no ;
Parameters (R input):
par1 = 1 ; par2 = none ; par3 = 3 ; par4 = no ;
R code (references can be found in the software module):
library(party)
library(Hmisc)
par1 <- as.numeric(par1)
par3 <- as.numeric(par3)
x <- data.frame(t(y))
is.data.frame(x)
x <- x[!is.na(x[,par1]),]
k <- length(x[1,])
n <- length(x[,1])
colnames(x)[par1]
x[,par1]
if (par2 == 'kmeans') {
cl <- kmeans(x[,par1], par3)
print(cl)
clm <- matrix(cbind(cl$centers,1:par3),ncol=2)
clm <- clm[sort.list(clm[,1]),]
for (i in 1:par3) {
cl$cluster[cl$cluster==clm[i,2]] <- paste('C',i,sep='')
}
cl$cluster <- as.factor(cl$cluster)
print(cl$cluster)
x[,par1] <- cl$cluster
}
if (par2 == 'quantiles') {
x[,par1] <- cut2(x[,par1],g=par3)
}
if (par2 == 'hclust') {
hc <- hclust(dist(x[,par1])^2, 'cen')
print(hc)
memb <- cutree(hc, k = par3)
dum <- c(mean(x[memb==1,par1]))
for (i in 2:par3) {
dum <- c(dum, mean(x[memb==i,par1]))
}
hcm <- matrix(cbind(dum,1:par3),ncol=2)
hcm <- hcm[sort.list(hcm[,1]),]
for (i in 1:par3) {
memb[memb==hcm[i,2]] <- paste('C',i,sep='')
}
memb <- as.factor(memb)
print(memb)
x[,par1] <- memb
}
if (par2=='equal') {
ed <- cut(as.numeric(x[,par1]),par3,labels=paste('C',1:par3,sep=''))
x[,par1] <- as.factor(ed)
}
table(x[,par1])
colnames(x)
colnames(x)[par1]
x[,par1]
if (par2 == 'none') {
m <- ctree(as.formula(paste(colnames(x)[par1],' ~ .',sep='')),data = x)
}
load(file='createtable')
if (par2 != 'none') {
m <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data = x)
if (par4=='yes') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'10-Fold Cross Validation',3+2*par3,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
a<-table.element(a,'Prediction (training)',par3+1,TRUE)
a<-table.element(a,'Prediction (testing)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Actual',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,paste('C',jjj,sep=''),1,TRUE)
a<-table.element(a,'CV',1,TRUE)
a<-table.row.end(a)
for (i in 1:10) {
ind <- sample(2, nrow(x), replace=T, prob=c(0.9,0.1))
m.ct <- ctree(as.formula(paste('as.factor(',colnames(x)[par1],') ~ .',sep='')),data =x[ind==1,])
if (i==1) {
m.ct.i.pred <- predict(m.ct, newdata=x[ind==1,])
m.ct.i.actu <- x[ind==1,par1]
m.ct.x.pred <- predict(m.ct, newdata=x[ind==2,])
m.ct.x.actu <- x[ind==2,par1]
} else {
m.ct.i.pred <- c(m.ct.i.pred,predict(m.ct, newdata=x[ind==1,]))
m.ct.i.actu <- c(m.ct.i.actu,x[ind==1,par1])
m.ct.x.pred <- c(m.ct.x.pred,predict(m.ct, newdata=x[ind==2,]))
m.ct.x.actu <- c(m.ct.x.actu,x[ind==2,par1])
}
}
print(m.ct.i.tab <- table(m.ct.i.actu,m.ct.i.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.i.tab[i,i] / sum(m.ct.i.tab[i,]))
numer <- numer + m.ct.i.tab[i,i]
}
print(m.ct.i.cp <- numer / sum(m.ct.i.tab))
print(m.ct.x.tab <- table(m.ct.x.actu,m.ct.x.pred))
numer <- 0
for (i in 1:par3) {
print(m.ct.x.tab[i,i] / sum(m.ct.x.tab[i,]))
numer <- numer + m.ct.x.tab[i,i]
}
print(m.ct.x.cp <- numer / sum(m.ct.x.tab))
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (jjj in 1:par3) a<-table.element(a,m.ct.i.tab[i,jjj])
a<-table.element(a,round(m.ct.i.tab[i,i]/sum(m.ct.i.tab[i,]),4))
for (jjj in 1:par3) a<-table.element(a,m.ct.x.tab[i,jjj])
a<-table.element(a,round(m.ct.x.tab[i,i]/sum(m.ct.x.tab[i,]),4))
a<-table.row.end(a)
}
a<-table.row.start(a)
a<-table.element(a,'Overall',1,TRUE)
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.i.cp,4))
for (jjj in 1:par3) a<-table.element(a,'-')
a<-table.element(a,round(m.ct.x.cp,4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
}
}
m
bitmap(file='test1.png')
plot(m)
dev.off()
bitmap(file='test1a.png')
plot(x[,par1] ~ as.factor(where(m)),main='Response by Terminal Node',xlab='Terminal Node',ylab='Response')
dev.off()
if (par2 == 'none') {
forec <- predict(m)
result <- as.data.frame(cbind(x[,par1],forec,x[,par1]-forec))
colnames(result) <- c('Actuals','Forecasts','Residuals')
print(result)
}
if (par2 != 'none') {
print(cbind(as.factor(x[,par1]),predict(m)))
myt <- table(as.factor(x[,par1]),predict(m))
print(myt)
}
bitmap(file='test2.png')
if(par2=='none') {
op <- par(mfrow=c(2,2))
plot(density(result$Actuals),main='Kernel Density Plot of Actuals')
plot(density(result$Residuals),main='Kernel Density Plot of Residuals')
plot(result$Forecasts,result$Actuals,main='Actuals versus Predictions',xlab='Predictions',ylab='Actuals')
plot(density(result$Forecasts),main='Kernel Density Plot of Predictions')
par(op)
}
if(par2!='none') {
plot(myt,main='Confusion Matrix',xlab='Actual',ylab='Predicted')
}
dev.off()
if (par2 == 'none') {
detcoef <- cor(result$Forecasts,result$Actuals)
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goodness of Fit',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Correlation',1,TRUE)
a<-table.element(a,round(detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'R-squared',1,TRUE)
a<-table.element(a,round(detcoef*detcoef,4))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'RMSE',1,TRUE)
a<-table.element(a,round(sqrt(mean((result$Residuals)^2)),4))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Actuals, Predictions, and Residuals',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'#',header=TRUE)
a<-table.element(a,'Actuals',header=TRUE)
a<-table.element(a,'Forecasts',header=TRUE)
a<-table.element(a,'Residuals',header=TRUE)
a<-table.row.end(a)
for (i in 1:length(result$Actuals)) {
a<-table.row.start(a)
a<-table.element(a,i,header=TRUE)
a<-table.element(a,result$Actuals[i])
a<-table.element(a,result$Forecasts[i])
a<-table.element(a,result$Residuals[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable.tab')
}
if (par2 != 'none') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Confusion Matrix (predicted in columns / actuals in rows)',par3+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'',1,TRUE)
for (i in 1:par3) {
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
}
a<-table.row.end(a)
for (i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,paste('C',i,sep=''),1,TRUE)
for (j in 1:par3) {
a<-table.element(a,myt[i,j])
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
}