Markunkoesivu

Edistymisluokitus
Opasnetissa lukuisat sivut ovat työn alla eri vaiheissa. Niiden tietosisältöön pitää siis suhtautua harkiten. Tämän sivun sisällön edistyminen on arvioitu: Tämä sivu on raakile Se sisältää vasta osia varsinaisesta sivusta ja toimii lähinnä tietona siitä, että tällaista sivua on tarkoitus rakentaa.

[show] Tämä sivu on tietokide alatyypiltään muuttuja. Sivutunniste: Op_fi4433
Moderaattori:Ei ole (katso kaikki) Kuinka ryhtyä moderaattoriksi? Sivun edistyminen: Raakile. Arvostuksen määrää ei ole arvioitu (ks. peer review).
Lisää dataa {{#opasnet_base_link:Op_fi4433}}

Funktioiden alustus

+ Näytä koodi - Piilota koodi

library(OpasnetUtils)

#S1.4. The R-functions
###############################################################################
##
## R code for the core methods introduced in
## Markku Nurhonen and Kari Auranen:
## "Optimal serotype compositions for pneumococcal conjugate
## vaccination under serotype replacement",
## PLoS Computational Biology, 2014.
##
###############################################################################
## List of arguments common to most functions:
##
## IPD = matrix of IPD incidences by age class (columns) and serotype (rows)
## Car = corresponding matrix of carriage incidences
## VT_rows = vector of the row numbers in matrices IPD and Car
## corresponding to vaccine types (VT_rows=0 for no vaccination)
## p = proportion of lost VT carriage which is replaced by NVT carriage
## q = proportion of VT carriage lost either due to elimination or replacement
##
## This code includes 4 functions:
## Vaccination, NextVT, OptimalSequence and OptimalVacc.
##

Vaccination<-function(IPD,Car,VT_rows,p,q) {
	##
	## Result:
	## A list of 2 matrices: IPD and carriage incidences
	## after vaccination (corresponding to matrices IPD and Car).
	## [Markku Nurhonen 2013]
	##
	if (VT_rows[1]>0) {
		IPD<-as.matrix(IPD); Car<-as.matrix(Car)
		# Post vaccination carriage incidences
		Car_Total<-t(matrix(apply(Car,2,sum),dim(Car)[2],dim(Car)[1]))
		Car2<-Car; Car2[VT_rows,]<-0
		Car_NVT<-t(matrix(apply(Car2,2,sum),dim(Car2)[2],dim(Car2)[1]))
		Car_VT<-Car_Total-Car_NVT
		CarNew<-q*(1+p*Car_VT/Car_NVT)*Car2+(1-q)*Car
		# Post vaccination IPD incidences
		NVT_rows<-seq(dim(IPD)[1])[-1*VT_rows]
		# CCR=Case-to-carrier ratios
		CCR<-IPD/Car ; IPDNew<-0*IPD
		# Apply the equation appearing above
		# equation (1) in text for each serotype.
		# First term applies to NVTs.
		IPDNew[VT_rows,]<-(1-q)*IPD[VT_rows,]
		# Second term applies to NVTs.
		IPDNew[NVT_rows,]<-((Car_NVT+p*q*Car_VT)*(Car/Car_NVT)*CCR)[NVT_rows,]
		}
	else {
		IPDNew<-IPD; CarNew<-Car
	}
	list(IPDNew,CarNew) 
}

NextVT<-function(IPD,Car,VT_rows,p) {
	##
	## Result:
	## A vector of decreases in IPD due to adding a serotype
	## to the vaccine. If VT_rows=0, initially no vaccination.
	## For row indexes incuded in VT_rows, the result is 0.
	## [Markku Nurhonen 2013]
	##
	IPD<-as.matrix(IPD); Car<-as.matrix(Car)
	
	## VaccMat = IPD and Car matrices after vaccination
	VaccMat<-Vaccination(IPD,Car,VT_rows,p,1)
	IPD<-VaccMat[[1]]; Car<-VaccMat[[2]]
	
	## Total_IPD,Total_Car = Matrices corresponding to
	## overall IPD and carriage in each age class.
	Total_IPD<-t(matrix(apply(IPD,2,sum),dim(IPD)[2],dim(IPD)[1]))
	Total_Car<-t(matrix(apply(Car,2,sum),dim(Car)[2],dim(Car)[1]))
	
	## Effect = decrease in IPD when one serotype is added to the vaccine.
	## See equation (3) in text.
	Effect<-(Total_IPD-IPD)*((IPD/(Total_IPD-IPD))-(p*Car/(Total_Car-Car)))
	
	## Special case when only one NVT remains.
	IPD_nonzero<-which(apply(IPD,1,sum)!=0)
	if (length(IPD_nonzero)==1) {Effect[IPD_nonzero,]<-IPD[IPD_nonzero,]}

	## Result is obtained after summation over age classes.
	apply(Effect,1,sum) 
}

OptimalSequence<-function(IPD,Car,VT_rows,Excluded_rows,p,HowmanyAdded) {
	##
	## Starting from VTs indicated by the vector VT_rows
	## (VT_rows=0, for no vaccination) sequentially add new VTs
	## to the vaccine composition s.t. at each step the optimal
	## serotype (corresponding to largest decrease in IPD) is added.
	##
	## Excluded_rows = Vector of indexes of the rows in matrices
	## IPD and Car corresponding to serotypes that are not to
	## be included in a vaccine composition, e.g. a row
	## corresponding to a group of serotypes labelled "Other".
	## Enter Excluded_rows=0 for no excluded serotypes.
	## HowmanyAdded = number of VTs to be added.
	##
	## Result:
	## Matrix of dimension 2*HowmanyAdded with 1st row indicating
	## the row numbers of added serotypes in the order they appear
	## in the sequence. The 2nd row lists the decreases in IPD
	## due to addition of each type. [Markku Nurhonen 2013]
	##
	IPD<-as.matrix(IPD); Car<-as.matrix(Car)
	## First check the maximum possible number of added VTs.
	VT_howmany<-length(VT_rows)
	if (VT_rows[1]==0) {VT_howmany<-0}
	Excluded_howmany<-length(Excluded_rows)
	if (Excluded_rows[1]==0) {Excluded_howmany<-0}
	HowmanyAdded<-min(HowmanyAdded,dim(IPD)[1]-(VT_howmany+Excluded_howmany))
	BestVTs<-BestEffects<-rep(0,HowmanyAdded)
	## Sequential procedure: at each step find the best additional VT.
	for (i in 1:HowmanyAdded) {
		## Effects = Decrease in IPD after addition of each serotype
		Effects<-NextVT(IPD,Car,VT_rows,p)
		## Set Effects for VTs and excluded types equal to small values
		## so that none of these will be selected as the next VT.
		minvalue<- -2*max(abs(Effects))
		if (Excluded_howmany>0) {Effects[Excluded_rows]<-minvalue}
		if (VT_rows[1]>0) {Effects[VT_rows]<-minvalue}
		## BestVTs[i] = Index of serotype with maximum decrease in IPD.
		BestVTs[i]<-order(-1*Effects)[1]
		## BestEffects[i] = Decrese in IPD due to addition of BestVTs[i]
		## to the vaccine.
		BestEffects[i]<-Effects[BestVTs[i]]
		VT_rows<-c(VT_rows,BestVTs[i])
		if (VT_rows[1]==0) {VT_rows<-VT_rows[-1]}
		VaccMat<-Vaccination(IPD,Car,VT_rows,p,1)
		IPD<-VaccMat[[1]]; Car<-VaccMat[[2]] 
	}
	t(matrix(c(BestVTs,BestEffects),HowmanyAdded,2)) 
}

OptimalVacc<-function(IPD,Car,VT_rows,p,q,HowmanyAdded) {
	##
	## Result:
	## A list of 3 elements: (1) Row numbers of serotypes in the optimal
	## vaccine composition (2)-(3) IPD and carriage incidences
	## by serotype and age class corresponding to the optimal
	## vaccine formed using the sequential procedure in the
	## function OptimalSequence. [Markku Nurhonen 2013]
	##
	Additional_VTs<-OptimalSequence(IPD,Car,VT_rows,p,HowmanyAdded)[1,]
	All_VTs<-c(VT_rows,Additional_VTs)
	if (All_VTs[1]==0) All_VTs<-All_VTs[-1]
	VaccMat<-Vaccination(IPD,Car,All_VTs,p,q)
	list(All_VTs,VaccMat[[1]],VaccMat[[2]]) 
}

VacCar <- Ovariable("VacCar",
	dependencies = data.frame(Name = c(
		"IPD", # incidence of pneumococcus disease
		"Car", # number of carriers of pneumococcus
		"servac", # ovariable of serotypes in vaccine (1 for serotypes in a vaccine, otherwise result is 0)
		"p", # proportion of eliminated VT carriage that is replaced by NVT carriage
		"q" # proportion of of VT carriage eliminated by vaccine
	)), 
	formula = function(...) {
		## Result:
		## An ovariable of carriage incidences
		## after vaccination (corresponding to Car).
		## [Markku Nurhonen 2013, Jouni Tuomisto 2014]
		# Post vaccination carriage incidences
		
		# Sum over serotypes and drop extra columns
		Car_Total<- unkeep(oapply(Car, cols = "Serotype", FUN = sum) * 1, prevresults = TRUE)
		# Car2 is a temporary ovariable with NVT carriers only
		Car2 <- unkeep(Car * (1 - servac), prevresults = TRUE) # Take only NVT carriers
			
		Car_NVT <- oapply(Car2, cols = "Serotype", FUN = sum) # Carriers of serotypes not in vaccine (NVT)
		Car_VT <- Car_Total - Car_NVT # Carriers of vaccine serotypes

		CarNew <- q * (1 + p * Car_VT / Car_NVT) * Car2 + (1 - q) * Car

		return(CarNew)
	}
)
		
VacIPD <- Ovariable("VacIPD",
	dependencies = data.frame(Name = c(
		"IPD", # incidence of pneumococcus disease
		"Car", # number of carriers of pneumococcus
		"servac", # ovariable of serotypes in vaccine (1 for serotypes in a vaccine, otherwise result is 0)
		"p", # proportion of eliminated VT carriage that is replaced by NVT carriage
		"q" # proportion of of VT carriage eliminated by vaccine
	)), 
	formula = function(...) {
		## Result:
		## An ovariable of IPD incidence
		## after vaccination (corresponding to ovariable IPD).
		## [Markku Nurhonen 2013, Jouni Tuomisto 2014]
		
		# Post vaccination carriage incidences (same code as in VacCar)
			
		Car_Total <- unkeep(oapply(Car, cols = "Serotype", FUN = sum) * 1, prevresults = TRUE) # Sums over serotypes
		Car2 <- unkeep(Car * (1 - servac), prevresults = TRUE)
			
		Car_NVT <- oapply(Car2, cols = "Serotype", FUN = sum) # Carriers of serotypes not in vaccine (NVT)
		Car_VT <- Car_Total - Car_NVT # Carriers of vaccine serotypes
		CarNew <- q * (1 + p * Car_VT / Car_NVT) * Car2 + (1 - q) * Car
			
		# Post vaccination IPD incidences
		# CCR=Case-to-carrier ratios
		CCR <- IPD / Car

		# Apply the equation appearing above
		# equation (1) in text for each serotype.
		# First term applies to VTs.
		IPDNewVT <- (1 - q) * IPD * servac

		# Second term applies to NVTs.
		IPDNewNVT <- (Car_NVT + p * q * Car_VT) * (Car / Car_NVT) * CCR * (1 - servac)

		IPDNew <- IPDNewVT + IPDNewNVT

		return(IPDNew) 
	}
)

objects.store(Vaccination, NextVT, OptimalSequence, OptimalVacc, VacCar, VacIPD)

cat("Funktiot Vaccination, NextVT, OptimalSequence, OptimalVacc sekä ovariablet VacCar, VacIPD tallennettu. \n")

Data

Pneumokokin esiintyvyys suomalaisessa väestössä. Carrier: (oireettomien) kantajien lukumäärä, Incidence: invasiivisen pneumokokkitaudin ilmaantuvuus 100000 henkilövuotta kohti.

[show]Näytä yksityiskohdat

Pneumokokki vaestossa(10*proportion, #/y)
Obs	Serotype	Age	Carrier	Incidence
1	19F	0	178	1.315
2	23F	0	178	1.922
3	6B	0	144	5.059
4	14	0	47	3.946
5	9V	0	26	0.911
6	4	0	15	0.607
7	18C	0	12	1.518
8	1	0	1	0.101
9	7	0	16	1.619
10	6A	0	63	0.506
11	19A	0	28	2.934
12	3	0	14	0.304
13	8	0	2	0
14	9N	0	24	0.304
15	10	0	5	0
16	11	0	83	0.304
17	12	0	1	0.101
18	15	0	38	0.708
19	16	0	4	0.101
20	20	0	2	0
21	22	0	14	0.304
22	23A	0	4	0.101
23	33	0	1	0.202
24	35	0	35	0.202
25	38	0	5	0.304
26	6C	0	32	0
27	Oth	0	28	0.405
28	19F	1	178	3.958
29	23F	1	178	2.292
30	6B	1	144	11.354
31	14	1	47	9.374
32	9V	1	26	0.833
33	4	1	15	1.354
34	18C	1	12	2.187
35	1	1	1	0
36	7	1	16	0.833
37	6A	1	63	1.458
38	19A	1	28	4.687
39	3	1	14	0.729
40	8	1	2	0
41	9N	1	24	0.208
42	10	1	5	0.208
43	11	1	83	0
44	12	1	1	0.104
45	15	1	38	0.729
46	16	1	4	0.104
47	20	1	2	0
48	22	1	14	0.417
49	23A	1	4	0
50	33	1	1	0
51	35	1	35	0.104
52	38	1	5	0
53	6C	1	32	0
54	Oth	1	28	0.208
55	19F	2	178	1.371
56	23F	2	178	2.004
57	6B	2	144	5.064
58	14	2	47	4.325
59	9V	2	26	0.633
60	4	2	15	0.633
61	18C	2	12	1.477
62	1	2	1	0
63	7	2	16	0.211
64	6A	2	63	0.844
65	19A	2	28	1.477
66	3	2	14	0.105
67	8	2	2	0
68	9N	2	24	0.211
69	10	2	5	0.211
70	11	2	83	0
71	12	2	1	0
72	15	2	38	0.211
73	16	2	4	0
74	20	2	2	0
75	22	2	14	0
76	23A	2	4	0
77	33	2	1	0.105
78	35	2	35	0
79	38	2	5	0.105
80	6C	2	32	0
81	Oth	2	28	0
82	19F	3	178	0.753
83	23F	3	178	0.969
84	6B	3	144	2.045
85	14	3	47	2.691
86	9V	3	26	0.538
87	4	3	15	0.215
88	18C	3	12	0.969
89	1	3	1	0.108
90	7	3	16	0.108
91	6A	3	63	0.969
92	19A	3	28	0.538
93	3	3	14	0.108
94	8	3	2	0.108
95	9N	3	24	0
96	10	3	5	0
97	11	3	83	0.108
98	12	3	1	0
99	15	3	38	0.215
100	16	3	4	0
101	20	3	2	0
102	22	3	14	0.108
103	23A	3	4	0
104	33	3	1	0.108
105	35	3	35	0
106	38	3	5	0
107	6C	3	32	0
108	Oth	3	28	0
109	19F	4	178	0.426
110	23F	4	178	0.746
111	6B	4	144	0.959
112	14	4	47	0.533
113	9V	4	26	0
114	4	4	15	0.107
115	18C	4	12	0.533
116	1	4	1	0.107
117	7	4	16	0.213
118	6A	4	63	0.213
119	19A	4	28	0.213
120	3	4	14	0
121	8	4	2	0
122	9N	4	24	0.107
123	10	4	5	0
124	11	4	83	0
125	12	4	1	0
126	15	4	38	0.107
127	16	4	4	0
128	20	4	2	0
129	22	4	14	0.107
130	23A	4	4	0
131	33	4	1	0
132	35	4	35	0
133	38	4	5	0
134	6C	4	32	0
135	Oth	4	28	0.107
136	19F	5	66	0.417
137	23F	5	125	0.209
138	6B	5	102	0.104
139	14	5	83	0.626
140	9V	5	46	0.417
141	4	5	25	0.417
142	18C	5	79	0.626
143	1	5	1	0.104
144	7	5	1	0.835
145	6A	5	63	0
146	19A	5	22	0.104
147	3	5	12	0
148	8	5	4	0
149	9N	5	4	0.104
150	10	5	8	0
151	11	5	39	0
152	12	5	1	0
153	15	5	1	0
154	16	5	76	0.104
155	20	5	10	0
156	22	5	29	0
157	23A	5	9	0
158	33	5	1	0
159	35	5	29	0
160	38	5	1	0
161	6C	5	32	0
162	Oth	5	131	0
163	19F	6	66	0.204
164	23F	6	125	0.713
165	6B	6	102	0.102
166	14	6	83	0.51
167	9V	6	46	0
168	4	6	25	0.204
169	18C	6	79	0.917
170	1	6	1	0
171	7	6	1	0.204
172	6A	6	63	0.077
173	19A	6	22	0.102
174	3	6	12	0
175	8	6	4	0
176	9N	6	4	0
177	10	6	8	0
178	11	6	39	0
179	12	6	1	0
180	15	6	1	0.102
181	16	6	76	0
182	20	6	10	0
183	22	6	29	0.102
184	23A	6	9	0
185	33	6	1	0
186	35	6	29	0
187	38	6	1	0
188	6C	6	32	0.024
189	Oth	6	131	0
190	19F	7	66	0.202
191	23F	7	125	0
192	6B	7	102	0
193	14	7	83	0.505
194	9V	7	46	0
195	4	7	25	0.101
196	18C	7	79	0.707
197	1	7	1	0
198	7	7	1	0.101
199	6A	7	63	0
200	19A	7	22	0
201	3	7	12	0.101
202	8	7	4	0
203	9N	7	4	0
204	10	7	8	0
205	11	7	39	0
206	12	7	1	0
207	15	7	1	0
208	16	7	76	0
209	20	7	10	0
210	22	7	29	0
211	23A	7	9	0
212	33	7	1	0
213	35	7	29	0
214	38	7	1	0
215	6C	7	32	0
216	Oth	7	131	0
217	19F	8	66	0.097
218	23F	8	125	0.097
219	6B	8	102	0
220	14	8	83	0.097
221	9V	8	46	0
222	4	8	25	0
223	18C	8	79	0
224	1	8	1	0.097
225	7	8	1	0.194
226	6A	8	63	0.074
227	19A	8	22	0
228	3	8	12	0
229	8	8	4	0
230	9N	8	4	0
231	10	8	8	0
232	11	8	39	0
233	12	8	1	0
234	15	8	1	0
235	16	8	76	0
236	20	8	10	0
237	22	8	29	0
238	23A	8	9	0
239	33	8	1	0.097
240	35	8	29	0
241	38	8	1	0
242	6C	8	32	0.023
243	Oth	8	131	0
244	19F	9	66	0
245	23F	9	125	0.191
246	6B	9	102	0
247	14	9	83	0.382
248	9V	9	46	0.096
249	4	9	25	0.096
250	18C	9	79	0.191
251	1	9	1	0
252	7	9	1	0.382
253	6A	9	63	0
254	19A	9	22	0.096
255	3	9	12	0.096
256	8	9	4	0
257	9N	9	4	0.191
258	10	9	8	0
259	11	9	39	0.096
260	12	9	1	0
261	15	9	1	0.096
262	16	9	76	0
263	20	9	10	0
264	22	9	29	0
265	23A	9	9	0
266	33	9	1	0
267	35	9	29	0
268	38	9	1	0
269	6C	9	32	0
270	Oth	9	131	0
271	19F	10	66	0
272	23F	10	125	0
273	6B	10	102	0
274	14	10	83	0
275	9V	10	46	0
276	4	10	25	0
277	18C	10	79	0
278	1	10	1	0.092
279	7	10	1	0.277
280	6A	10	63	0
281	19A	10	22	0
282	3	10	12	0
283	8	10	4	0
284	9N	10	4	0
285	10	10	8	0
286	11	10	39	0
287	12	10	1	0
288	15	10	1	0
289	16	10	76	0
290	20	10	10	0
291	22	10	29	0
292	23A	10	9	0
293	33	10	1	0
294	35	10	29	0
295	38	10	1	0
296	6C	10	32	0
297	Oth	10	131	0
298	19F	11	66	0.18
299	23F	11	125	0.09
300	6B	11	102	0
301	14	11	83	0
302	9V	11	46	0.09
303	4	11	25	0
304	18C	11	79	0
305	1	11	1	0.09
306	7	11	1	0.269
307	6A	11	63	0
308	19A	11	22	0
309	3	11	12	0
310	8	11	4	0
311	9N	11	4	0
312	10	11	8	0
313	11	11	39	0
314	12	11	1	0
315	15	11	1	0
316	16	11	76	0
317	20	11	10	0
318	22	11	29	0
319	23A	11	9	0
320	33	11	1	0
321	35	11	29	0
322	38	11	1	0
323	6C	11	32	0
324	Oth	11	131	0
325	19F	12	66	0
326	23F	12	125	0
327	6B	12	102	0.089
328	14	12	83	0.089
329	9V	12	46	0.089
330	4	12	25	0.089
331	18C	12	79	0
332	1	12	1	0
333	7	12	1	0
334	6A	12	63	0
335	19A	12	22	0
336	3	12	12	0.089
337	8	12	4	0
338	9N	12	4	0.089
339	10	12	8	0
340	11	12	39	0
341	12	12	1	0
342	15	12	1	0
343	16	12	76	0
344	20	12	10	0
345	22	12	29	0.089
346	23A	12	9	0
347	33	12	1	0
348	35	12	29	0
349	38	12	1	0
350	6C	12	32	0
351	Oth	12	131	0
352	19F	13	66	0
353	23F	13	125	0
354	6B	13	102	0
355	14	13	83	0.09
356	9V	13	46	0.09
357	4	13	25	0
358	18C	13	79	0
359	1	13	1	0.09
360	7	13	1	0.271
361	6A	13	63	0
362	19A	13	22	0
363	3	13	12	0.271
364	8	13	4	0.09
365	9N	13	4	0
366	10	13	8	0
367	11	13	39	0
368	12	13	1	0
369	15	13	1	0.09
370	16	13	76	0
371	20	13	10	0
372	22	13	29	0
373	23A	13	9	0
374	33	13	1	0
375	35	13	29	0
376	38	13	1	0
377	6C	13	32	0
378	Oth	13	131	0
379	19F	14	66	0.182
380	23F	14	125	0.091
381	6B	14	102	0
382	14	14	83	0.091
383	9V	14	46	0.091
384	4	14	25	0
385	18C	14	79	0
386	1	14	1	0.091
387	7	14	1	0.273
388	6A	14	63	0
389	19A	14	22	0
390	3	14	12	0.182
391	8	14	4	0.091
392	9N	14	4	0
393	10	14	8	0
394	11	14	39	0
395	12	14	1	0
396	15	14	1	0
397	16	14	76	0.091
398	20	14	10	0
399	22	14	29	0.182
400	23A	14	9	0
401	33	14	1	0
402	35	14	29	0
403	38	14	1	0
404	6C	14	32	0
405	Oth	14	131	0
406	19F	15	66	0
407	23F	15	125	0
408	6B	15	102	0
409	14	15	83	0.18
410	9V	15	46	0.09
411	4	15	25	0
412	18C	15	79	0.09
413	1	15	1	0
414	7	15	1	0.27
415	6A	15	63	0
416	19A	15	22	0.09
417	3	15	12	0
418	8	15	4	0
419	9N	15	4	0
420	10	15	8	0
421	11	15	39	0
422	12	15	1	0
423	15	15	1	0
424	16	15	76	0.09
425	20	15	10	0
426	22	15	29	0
427	23A	15	9	0
428	33	15	1	0.09
429	35	15	29	0
430	38	15	1	0
431	6C	15	32	0
432	Oth	15	131	0
433	19F	16	66	0
434	23F	16	125	0
435	6B	16	102	0
436	14	16	83	0.28
437	9V	16	46	0.28
438	4	16	25	0.466
439	18C	16	79	0.093
440	1	16	1	0
441	7	16	1	0.559
442	6A	16	63	0
443	19A	16	22	0.093
444	3	16	12	0.28
445	8	16	4	0.093
446	9N	16	4	0
447	10	16	8	0
448	11	16	39	0.186
449	12	16	1	0
450	15	16	1	0
451	16	16	76	0
452	20	16	10	0
453	22	16	29	0
454	23A	16	9	0
455	33	16	1	0.093
456	35	16	29	0
457	38	16	1	0
458	6C	16	32	0
459	Oth	16	131	0
460	19F	17	66	0
461	23F	17	125	0
462	6B	17	102	0
463	14	17	83	0.095
464	9V	17	46	0.19
465	4	17	25	0.095
466	18C	17	79	0.19
467	1	17	1	0
468	7	17	1	0.571
469	6A	17	63	0
470	19A	17	22	0.381
471	3	17	12	0.19
472	8	17	4	0
473	9N	17	4	0
474	10	17	8	0
475	11	17	39	0
476	12	17	1	0
477	15	17	1	0.095
478	16	17	76	0
479	20	17	10	0
480	22	17	29	0.095
481	23A	17	9	0
482	33	17	1	0.095
483	35	17	29	0
484	38	17	1	0
485	6C	17	32	0
486	Oth	17	131	0
487	19F	18	66	0
488	23F	18	125	0.099
489	6B	18	102	0
490	14	18	83	0.198
491	9V	18	46	0.198
492	4	18	25	0.495
493	18C	18	79	0.099
494	1	18	1	0
495	7	18	1	0.396
496	6A	18	63	0
497	19A	18	22	0
498	3	18	12	0.099
499	8	18	4	0
500	9N	18	4	0
501	10	18	8	0
502	11	18	39	0.099
503	12	18	1	0
504	15	18	1	0
505	16	18	76	0
506	20	18	10	0
507	22	18	29	0.099
508	23A	18	9	0
509	33	18	1	0
510	35	18	29	0
511	38	18	1	0
512	6C	18	32	0
513	Oth	18	131	0
514	19F	19	66	0
515	23F	19	125	0
516	6B	19	102	0
517	14	19	83	0.614
518	9V	19	46	0.614
519	4	19	25	0.409
520	18C	19	79	0.102
521	1	19	1	0
522	7	19	1	0.307
523	6A	19	63	0
524	19A	19	22	0.102
525	3	19	12	0.205
526	8	19	4	0.102
527	9N	19	4	0.102
528	10	19	8	0
529	11	19	39	0
530	12	19	1	0
531	15	19	1	0
532	16	19	76	0
533	20	19	10	0
534	22	19	29	0
535	23A	19	9	0
536	33	19	1	0.102
537	35	19	29	0
538	38	19	1	0
539	6C	19	32	0
540	Oth	19	131	0
541	19F	20	66	0.102
542	23F	20	125	0.205
543	6B	20	102	0
544	14	20	83	0.511
545	9V	20	46	0.511
546	4	20	25	0.307
547	18C	20	79	0.102
548	1	20	1	0
549	7	20	1	0.716
550	6A	20	63	0.155
551	19A	20	22	0.102
552	3	20	12	0.102
553	8	20	4	0
554	9N	20	4	0.205
555	10	20	8	0
556	11	20	39	0
557	12	20	1	0.102
558	15	20	1	0
559	16	20	76	0
560	20	20	10	0
561	22	20	29	0
562	23A	20	9	0
563	33	20	1	0.102
564	35	20	29	0
565	38	20	1	0
566	6C	20	32	0.049
567	Oth	20	131	0
568	19F	21	66	0
569	23F	21	125	0.106
570	6B	21	102	0
571	14	21	83	0.74
572	9V	21	46	0.423
573	4	21	25	0.529
574	18C	21	79	0
575	1	21	1	0
576	7	21	1	0.423
577	6A	21	63	0
578	19A	21	22	0
579	3	21	12	0.106
580	8	21	4	0.211
581	9N	21	4	0
582	10	21	8	0
583	11	21	39	0
584	12	21	1	0
585	15	21	1	0
586	16	21	76	0
587	20	21	10	0
588	22	21	29	0
589	23A	21	9	0
590	33	21	1	0
591	35	21	29	0
592	38	21	1	0
593	6C	21	32	0
594	Oth	21	131	0
595	19F	22	66	0
596	23F	22	125	0.521
597	6B	22	102	0
598	14	22	83	0.939
599	9V	22	46	0.209
600	4	22	25	0.104
601	18C	22	79	0.209
602	1	22	1	0
603	7	22	1	0.104
604	6A	22	63	0
605	19A	22	22	0.313
606	3	22	12	0.104
607	8	22	4	0.104
608	9N	22	4	0.104
609	10	22	8	0
610	11	22	39	0
611	12	22	1	0
612	15	22	1	0
613	16	22	76	0
614	20	22	10	0
615	22	22	29	0.104
616	23A	22	9	0
617	33	22	1	0
618	35	22	29	0
619	38	22	1	0
620	6C	22	32	0
621	Oth	22	131	0
622	19F	23	66	0
623	23F	23	125	0.314
624	6B	23	102	0
625	14	23	83	0.523
626	9V	23	46	0.523
627	4	23	25	0.314
628	18C	23	79	0.105
629	1	23	1	0
630	7	23	1	0.418
631	6A	23	63	0
632	19A	23	22	0
633	3	23	12	0.105
634	8	23	4	0
635	9N	23	4	0
636	10	23	8	0
637	11	23	39	0
638	12	23	1	0
639	15	23	1	0
640	16	23	76	0
641	20	23	10	0
642	22	23	29	0
643	23A	23	9	0
644	33	23	1	0
645	35	23	29	0
646	38	23	1	0
647	6C	23	32	0
648	Oth	23	131	0.105
649	19F	24	66	0.305
650	23F	24	125	0
651	6B	24	102	0.102
652	14	24	83	0.203
653	9V	24	46	0.203
654	4	24	25	1.016
655	18C	24	79	0
656	1	24	1	0.102
657	7	24	1	0.914
658	6A	24	63	0
659	19A	24	22	0
660	3	24	12	0
661	8	24	4	0
662	9N	24	4	0
663	10	24	8	0
664	11	24	39	0
665	12	24	1	0
666	15	24	1	0
667	16	24	76	0.102
668	20	24	10	0
669	22	24	29	0
670	23A	24	9	0
671	33	24	1	0.102
672	35	24	29	0
673	38	24	1	0
674	6C	24	32	0
675	Oth	24	131	0
676	19F	25	66	0.204
677	23F	25	125	0.307
678	6B	25	102	0
679	14	25	83	0.307
680	9V	25	46	0.307
681	4	25	25	0.409
682	18C	25	79	0.102
683	1	25	1	0.307
684	7	25	1	0.204
685	6A	25	63	0.078
686	19A	25	22	0.102
687	3	25	12	0.409
688	8	25	4	0
689	9N	25	4	0.204
690	10	25	8	0
691	11	25	39	0
692	12	25	1	0.102
693	15	25	1	0
694	16	25	76	0
695	20	25	10	0
696	22	25	29	0.102
697	23A	25	9	0
698	33	25	1	0
699	35	25	29	0
700	38	25	1	0
701	6C	25	32	0.025
702	Oth	25	131	0.102
703	19F	26	66	0.196
704	23F	26	125	0.393
705	6B	26	102	0.196
706	14	26	83	0.589
707	9V	26	46	0.098
708	4	26	25	0.393
709	18C	26	79	0.196
710	1	26	1	0.098
711	7	26	1	0.589
712	6A	26	63	0
713	19A	26	22	0.098
714	3	26	12	0.098
715	8	26	4	0.098
716	9N	26	4	0
717	10	26	8	0
718	11	26	39	0
719	12	26	1	0
720	15	26	1	0
721	16	26	76	0
722	20	26	10	0
723	22	26	29	0.098
724	23A	26	9	0
725	33	26	1	0
726	35	26	29	0
727	38	26	1	0
728	6C	26	32	0
729	Oth	26	131	0
730	19F	27	66	0.102
731	23F	27	125	0.102
732	6B	27	102	0.102
733	14	27	83	0.914
734	9V	27	46	0.203
735	4	27	25	0.609
736	18C	27	79	0.305
737	1	27	1	0
738	7	27	1	0.406
739	6A	27	63	0
740	19A	27	22	0.102
741	3	27	12	0
742	8	27	4	0.102
743	9N	27	4	0
744	10	27	8	0
745	11	27	39	0
746	12	27	1	0.102
747	15	27	1	0
748	16	27	76	0
749	20	27	10	0
750	22	27	29	0.305
751	23A	27	9	0
752	33	27	1	0
753	35	27	29	0
754	38	27	1	0
755	6C	27	32	0
756	Oth	27	131	0
757	19F	28	66	0.213
758	23F	28	125	0.106
759	6B	28	102	0
760	14	28	83	0.744
761	9V	28	46	0.638
762	4	28	25	1.275
763	18C	28	79	0
764	1	28	1	0.213
765	7	28	1	0.319
766	6A	28	63	0
767	19A	28	22	0.106
768	3	28	12	0
769	8	28	4	0.106
770	9N	28	4	0
771	10	28	8	0
772	11	28	39	0
773	12	28	1	0.106
774	15	28	1	0
775	16	28	76	0
776	20	28	10	0
777	22	28	29	0.319
778	23A	28	9	0
779	33	28	1	0
780	35	28	29	0
781	38	28	1	0
782	6C	28	32	0
783	Oth	28	131	0
784	19F	29	66	0
785	23F	29	125	0.553
786	6B	29	102	0.221
787	14	29	83	0.221
788	9V	29	46	0.221
789	4	29	25	1.216
790	18C	29	79	0
791	1	29	1	0
792	7	29	1	0.332
793	6A	29	63	0
794	19A	29	22	0.111
795	3	29	12	0.442
796	8	29	4	0
797	9N	29	4	0.111
798	10	29	8	0
799	11	29	39	0
800	12	29	1	0
801	15	29	1	0
802	16	29	76	0
803	20	29	10	0
804	22	29	29	0.221
805	23A	29	9	0
806	33	29	1	0.111
807	35	29	29	0.111
808	38	29	1	0
809	6C	29	32	0
810	Oth	29	131	0.111
811	19F	30	66	0
812	23F	30	125	0.227
813	6B	30	102	0.113
814	14	30	83	0.68
815	9V	30	46	0.454
816	4	30	25	1.134
817	18C	30	79	0.113
818	1	30	1	0.113
819	7	30	1	0.567
820	6A	30	63	0.172
821	19A	30	22	0.113
822	3	30	12	0.227
823	8	30	4	0.113
824	9N	30	4	0.113
825	10	30	8	0
826	11	30	39	0
827	12	30	1	0.113
828	15	30	1	0
829	16	30	76	0
830	20	30	10	0
831	22	30	29	0.113
832	23A	30	9	0
833	33	30	1	0
834	35	30	29	0
835	38	30	1	0
836	6C	30	32	0.054
837	Oth	30	131	0.113
838	19F	31	66	0
839	23F	31	125	0.337
840	6B	31	102	0.112
841	14	31	83	0.45
842	9V	31	46	0.45
843	4	31	25	0.787
844	18C	31	79	0.112
845	1	31	1	0
846	7	31	1	0.45
847	6A	31	63	0.085
848	19A	31	22	0
849	3	31	12	0.112
850	8	31	4	0
851	9N	31	4	0.337
852	10	31	8	0
853	11	31	39	0.112
854	12	31	1	0.225
855	15	31	1	0
856	16	31	76	0
857	20	31	10	0
858	22	31	29	0.225
859	23A	31	9	0
860	33	31	1	0
861	35	31	29	0
862	38	31	1	0
863	6C	31	32	0.027
864	Oth	31	131	0
865	19F	32	66	0.214
866	23F	32	125	0.321
867	6B	32	102	0.214
868	14	32	83	0.749
869	9V	32	46	0.642
870	4	32	25	0.749
871	18C	32	79	0.214
872	1	32	1	0
873	7	32	1	1.178
874	6A	32	63	0.081
875	19A	32	22	0
876	3	32	12	0.214
877	8	32	4	0
878	9N	32	4	0
879	10	32	8	0.214
880	11	32	39	0
881	12	32	1	0.107
882	15	32	1	0
883	16	32	76	0
884	20	32	10	0
885	22	32	29	0.214
886	23A	32	9	0
887	33	32	1	0
888	35	32	29	0
889	38	32	1	0
890	6C	32	32	0.026
891	Oth	32	131	0
892	19F	33	66	0
893	23F	33	125	0.105
894	6B	33	102	0.21
895	14	33	83	1.157
896	9V	33	46	0.421
897	4	33	25	1.157
898	18C	33	79	0.315
899	1	33	1	0.105
900	7	33	1	0.841
901	6A	33	63	0.16
902	19A	33	22	0.21
903	3	33	12	0.315
904	8	33	4	0.105
905	9N	33	4	0
906	10	33	8	0
907	11	33	39	0
908	12	33	1	0
909	15	33	1	0
910	16	33	76	0
911	20	33	10	0
912	22	33	29	0.315
913	23A	33	9	0
914	33	33	1	0
915	35	33	29	0.105
916	38	33	1	0
917	6C	33	32	0.05
918	Oth	33	131	0.105
919	19F	34	66	0
920	23F	34	125	0.207
921	6B	34	102	0.518
922	14	34	83	1.554
923	9V	34	46	0.622
924	4	34	25	0.518
925	18C	34	79	0.104
926	1	34	1	0.311
927	7	34	1	0.518
928	6A	34	63	0
929	19A	34	22	0
930	3	34	12	0
931	8	34	4	0.207
932	9N	34	4	0.104
933	10	34	8	0
934	11	34	39	0.207
935	12	34	1	0
936	15	34	1	0.104
937	16	34	76	0
938	20	34	10	0
939	22	34	29	0.207
940	23A	34	9	0
941	33	34	1	0.104
942	35	34	29	0
943	38	34	1	0
944	6C	34	32	0
945	Oth	34	131	0.104
946	19F	35	66	0
947	23F	35	125	0.513
948	6B	35	102	0.103
949	14	35	83	2.054
950	9V	35	46	0.308
951	4	35	25	0.822
952	18C	35	79	0.103
953	1	35	1	0.308
954	7	35	1	1.027
955	6A	35	63	0.078
956	19A	35	22	0
957	3	35	12	0.103
958	8	35	4	0.103
959	9N	35	4	0
960	10	35	8	0
961	11	35	39	0.103
962	12	35	1	0.205
963	15	35	1	0.103
964	16	35	76	0
965	20	35	10	0.103
966	22	35	29	0.205
967	23A	35	9	0.103
968	33	35	1	0
969	35	35	29	0.103
970	38	35	1	0
971	6C	35	32	0.025
972	Oth	35	131	0
973	19F	36	66	0.306
974	23F	36	125	0.306
975	6B	36	102	0.204
976	14	36	83	0.611
977	9V	36	46	0.713
978	4	36	25	0.815
979	18C	36	79	0.102
980	1	36	1	0.102
981	7	36	1	0.611
982	6A	36	63	0.155
983	19A	36	22	0
984	3	36	12	0.713
985	8	36	4	0.204
986	9N	36	4	0.204
987	10	36	8	0.102
988	11	36	39	0
989	12	36	1	0
990	15	36	1	0
991	16	36	76	0
992	20	36	10	0
993	22	36	29	0.102
994	23A	36	9	0
995	33	36	1	0.204
996	35	36	29	0
997	38	36	1	0
998	6C	36	32	0.049
999	Oth	36	131	0.306
1000	19F	37	66	0.199
1001	23F	37	125	0.498
1002	6B	37	102	0.199
1003	14	37	83	0.995
1004	9V	37	46	0.398
1005	4	37	25	0.995
1006	18C	37	79	0.1
1007	1	37	1	0.199
1008	7	37	1	0.597
1009	6A	37	63	0
1010	19A	37	22	0
1011	3	37	12	0.299
1012	8	37	4	0.1
1013	9N	37	4	0.1
1014	10	37	8	0
1015	11	37	39	0.299
1016	12	37	1	0.1
1017	15	37	1	0
1018	16	37	76	0
1019	20	37	10	0.1
1020	22	37	29	0.1
1021	23A	37	9	0
1022	33	37	1	0
1023	35	37	29	0.199
1024	38	37	1	0
1025	6C	37	32	0
1026	Oth	37	131	0
1027	19F	38	66	0.095
1028	23F	38	125	0.095
1029	6B	38	102	0
1030	14	38	83	1.431
1031	9V	38	46	0.286
1032	4	38	25	0.572
1033	18C	38	79	0.382
1034	1	38	1	0
1035	7	38	1	0.477
1036	6A	38	63	0.145
1037	19A	38	22	0
1038	3	38	12	0.859
1039	8	38	4	0.286
1040	9N	38	4	0.095
1041	10	38	8	0.286
1042	11	38	39	0
1043	12	38	1	0.191
1044	15	38	1	0
1045	16	38	76	0
1046	20	38	10	0
1047	22	38	29	0.095
1048	23A	38	9	0.095
1049	33	38	1	0
1050	35	38	29	0
1051	38	38	1	0
1052	6C	38	32	0.046
1053	Oth	38	131	0.191
1054	19F	39	66	0.179
1055	23F	39	125	0.536
1056	6B	39	102	0
1057	14	39	83	1.162
1058	9V	39	46	0.357
1059	4	39	25	1.162
1060	18C	39	79	0.179
1061	1	39	1	0.179
1062	7	39	1	0.804
1063	6A	39	63	0.204
1064	19A	39	22	0.089
1065	3	39	12	0.536
1066	8	39	4	0.089
1067	9N	39	4	0.089
1068	10	39	8	0.179
1069	11	39	39	0.089
1070	12	39	1	0.357
1071	15	39	1	0
1072	16	39	76	0.179
1073	20	39	10	0
1074	22	39	29	0.089
1075	23A	39	9	0.089
1076	33	39	1	0
1077	35	39	29	0.089
1078	38	39	1	0
1079	6C	39	32	0.064
1080	Oth	39	131	0.089
1081	19F	40	66	0.24
1082	23F	40	125	0.561
1083	6B	40	102	0.321
1084	14	40	83	1.122
1085	9V	40	46	0.561
1086	4	40	25	1.202
1087	18C	40	79	0.08
1088	1	40	1	0.08
1089	7	40	1	0.802
1090	6A	40	63	0.122
1091	19A	40	22	0.321
1092	3	40	12	0.481
1093	8	40	4	0
1094	9N	40	4	0.24
1095	10	40	8	0
1096	11	40	39	0.16
1097	12	40	1	0.401
1098	15	40	1	0
1099	16	40	76	0
1100	20	40	10	0
1101	22	40	29	0.16
1102	23A	40	9	0
1103	33	40	1	0
1104	35	40	29	0
1105	38	40	1	0
1106	6C	40	32	0.038
1107	Oth	40	131	0
1108	19F	41	66	0.164
1109	23F	41	125	0.246
1110	6B	41	102	0
1111	14	41	83	0.573
1112	9V	41	46	0.41
1113	4	41	25	1.147
1114	18C	41	79	0.246
1115	1	41	1	0
1116	7	41	1	1.065
1117	6A	41	63	0.125
1118	19A	41	22	0.082
1119	3	41	12	0.573
1120	8	41	4	0.082
1121	9N	41	4	0.492
1122	10	41	8	0.164
1123	11	41	39	0
1124	12	41	1	0.246
1125	15	41	1	0.164
1126	16	41	76	0.082
1127	20	41	10	0
1128	22	41	29	0.164
1129	23A	41	9	0
1130	33	41	1	0.082
1131	35	41	29	0.082
1132	38	41	1	0
1133	6C	41	32	0.039
1134	Oth	41	131	0.164
1135	19F	42	66	0.253
1136	23F	42	125	0.506
1137	6B	42	102	0
1138	14	42	83	1.011
1139	9V	42	46	0.759
1140	4	42	25	1.011
1141	18C	42	79	0.253
1142	1	42	1	0
1143	7	42	1	0.674
1144	6A	42	63	0.192
1145	19A	42	22	0.169
1146	3	42	12	1.18
1147	8	42	4	0.337
1148	9N	42	4	0.169
1149	10	42	8	0.253
1150	11	42	39	0
1151	12	42	1	0.253
1152	15	42	1	0.253
1153	16	42	76	0.084
1154	20	42	10	0
1155	22	42	29	0.253
1156	23A	42	9	0
1157	33	42	1	0.084
1158	35	42	29	0.253
1159	38	42	1	0
1160	6C	42	32	0.061
1161	Oth	42	131	0.169
1162	19F	43	66	0.26
1163	23F	43	125	0.693
1164	6B	43	102	0.087
1165	14	43	83	0.693
1166	9V	43	46	0.78
1167	4	43	25	1.473
1168	18C	43	79	0.173
1169	1	43	1	0.087
1170	7	43	1	0.78
1171	6A	43	63	0.066
1172	19A	43	22	0.173
1173	3	43	12	0.867
1174	8	43	4	0.173
1175	9N	43	4	0.26
1176	10	43	8	0.347
1177	11	43	39	0.087
1178	12	43	1	0.087
1179	15	43	1	0
1180	16	43	76	0
1181	20	43	10	0.26
1182	22	43	29	0.433
1183	23A	43	9	0
1184	33	43	1	0
1185	35	43	29	0.087
1186	38	43	1	0
1187	6C	43	32	0.021
1188	Oth	43	131	0.087
1189	19F	44	66	0.44
1190	23F	44	125	0.352
1191	6B	44	102	0.088
1192	14	44	83	1.143
1193	9V	44	46	0.615
1194	4	44	25	0.967
1195	18C	44	79	0.176
1196	1	44	1	0.088
1197	7	44	1	0.528
1198	6A	44	63	0.2
1199	19A	44	22	0
1200	3	44	12	0.615
1201	8	44	4	0.352
1202	9N	44	4	0.791
1203	10	44	8	0
1204	11	44	39	0.088
1205	12	44	1	0.352
1206	15	44	1	0
1207	16	44	76	0.176
1208	20	44	10	0
1209	22	44	29	0.703
1210	23A	44	9	0
1211	33	44	1	0
1212	35	44	29	0
1213	38	44	1	0
1214	6C	44	32	0.063
1215	Oth	44	131	0.176
1216	19F	45	66	0.094
1217	23F	45	125	0.748
1218	6B	45	102	0.468
1219	14	45	83	0.936
1220	9V	45	46	0.468
1221	4	45	25	1.216
1222	18C	45	79	0.281
1223	1	45	1	0.281
1224	7	45	1	0.561
1225	6A	45	63	0.142
1226	19A	45	22	0
1227	3	45	12	0.655
1228	8	45	4	0
1229	9N	45	4	0.187
1230	10	45	8	0
1231	11	45	39	0.094
1232	12	45	1	0.374
1233	15	45	1	0
1234	16	45	76	0
1235	20	45	10	0.094
1236	22	45	29	0.468
1237	23A	45	9	0
1238	33	45	1	0
1239	35	45	29	0.094
1240	38	45	1	0
1241	6C	45	32	0.045
1242	Oth	45	131	0.094
1243	19F	46	66	0.096
1244	23F	46	125	0.191
1245	6B	46	102	0.096
1246	14	46	83	0.67
1247	9V	46	46	0.574
1248	4	46	25	0.957
1249	18C	46	79	0.287
1250	1	46	1	0.191
1251	7	46	1	1.149
1252	6A	46	63	0.073
1253	19A	46	22	0.287
1254	3	46	12	0.861
1255	8	46	4	0.096
1256	9N	46	4	0.383
1257	10	46	8	0
1258	11	46	39	0
1259	12	46	1	0.479
1260	15	46	1	0
1261	16	46	76	0.096
1262	20	46	10	0.191
1263	22	46	29	0.383
1264	23A	46	9	0
1265	33	46	1	0
1266	35	46	29	0.191
1267	38	46	1	0
1268	6C	46	32	0.023
1269	Oth	46	131	0
1270	19F	47	66	0
1271	23F	47	125	0.577
1272	6B	47	102	0.096
1273	14	47	83	0.866
1274	9V	47	46	0.481
1275	4	47	25	1.828
1276	18C	47	79	0
1277	1	47	1	0.192
1278	7	47	1	1.058
1279	6A	47	63	0
1280	19A	47	22	0.289
1281	3	47	12	0.385
1282	8	47	4	0.192
1283	9N	47	4	0.096
1284	10	47	8	0
1285	11	47	39	0.096
1286	12	47	1	0.385
1287	15	47	1	0.385
1288	16	47	76	0.289
1289	20	47	10	0
1290	22	47	29	0.673
1291	23A	47	9	0.192
1292	33	47	1	0
1293	35	47	29	0.096
1294	38	47	1	0
1295	6C	47	32	0
1296	Oth	47	131	0.192
1297	19F	48	66	0.192
1298	23F	48	125	0
1299	6B	48	102	0.288
1300	14	48	83	1.15
1301	9V	48	46	0.383
1302	4	48	25	1.342
1303	18C	48	79	0.096
1304	1	48	1	0.288
1305	7	48	1	0.383
1306	6A	48	63	0
1307	19A	48	22	0.192
1308	3	48	12	1.246
1309	8	48	4	0.192
1310	9N	48	4	0.479
1311	10	48	8	0
1312	11	48	39	0.575
1313	12	48	1	0.192
1314	15	48	1	0.096
1315	16	48	76	0
1316	20	48	10	0
1317	22	48	29	0.479
1318	23A	48	9	0.096
1319	33	48	1	0.192
1320	35	48	29	0.192
1321	38	48	1	0
1322	6C	48	32	0
1323	Oth	48	131	0.383
1324	19F	49	66	0.195
1325	23F	49	125	0.39
1326	6B	49	102	0.097
1327	14	49	83	0.974
1328	9V	49	46	1.071
1329	4	49	25	1.948
1330	18C	49	79	0.195
1331	1	49	1	0.39
1332	7	49	1	0.779
1333	6A	49	63	0
1334	19A	49	22	0.487
1335	3	49	12	0.974
1336	8	49	4	0.487
1337	9N	49	4	0.195
1338	10	49	8	0
1339	11	49	39	0.292
1340	12	49	1	0.779
1341	15	49	1	0
1342	16	49	76	0.097
1343	20	49	10	0.097
1344	22	49	29	0.195
1345	23A	49	9	0.097
1346	33	49	1	0
1347	35	49	29	0
1348	38	49	1	0
1349	6C	49	32	0
1350	Oth	49	131	0.292
1351	19F	50	66	0.39
1352	23F	50	125	0.879
1353	6B	50	102	0.195
1354	14	50	83	0.879
1355	9V	50	46	0.488
1356	4	50	25	1.659
1357	18C	50	79	0.293
1358	1	50	1	0.098
1359	7	50	1	0.488
1360	6A	50	63	0.148
1361	19A	50	22	0.293
1362	3	50	12	0.976
1363	8	50	4	0.293
1364	9N	50	4	0.195
1365	10	50	8	0.098
1366	11	50	39	0.488
1367	12	50	1	0.293
1368	15	50	1	0.39
1369	16	50	76	0.195
1370	20	50	10	0
1371	22	50	29	0.195
1372	23A	50	9	0
1373	33	50	1	0.098
1374	35	50	29	0.39
1375	38	50	1	0
1376	6C	50	32	0.047
1377	Oth	50	131	0.293
1378	19F	51	66	0.191
1379	23F	51	125	0.382
1380	6B	51	102	0.191
1381	14	51	83	0.954
1382	9V	51	46	0.572
1383	4	51	25	1.526
1384	18C	51	79	0.191
1385	1	51	1	0.286
1386	7	51	1	0.668
1387	6A	51	63	0.29
1388	19A	51	22	0.095
1389	3	51	12	0.572
1390	8	51	4	0
1391	9N	51	4	0.477
1392	10	51	8	0
1393	11	51	39	0.191
1394	12	51	1	0.286
1395	15	51	1	0
1396	16	51	76	0.095
1397	20	51	10	0.382
1398	22	51	29	0.477
1399	23A	51	9	0.095
1400	33	51	1	0.191
1401	35	51	29	0.191
1402	38	51	1	0
1403	6C	51	32	0.092
1404	Oth	51	131	0.382
1405	19F	52	66	0.28
1406	23F	52	125	0.374
1407	6B	52	102	0.28
1408	14	52	83	0.747
1409	9V	52	46	0.747
1410	4	52	25	1.214
1411	18C	52	79	0.28
1412	1	52	1	0
1413	7	52	1	0.747
1414	6A	52	63	0.284
1415	19A	52	22	0.187
1416	3	52	12	0.84
1417	8	52	4	0.187
1418	9N	52	4	0.654
1419	10	52	8	0.093
1420	11	52	39	0.187
1421	12	52	1	0.56
1422	15	52	1	0.093
1423	16	52	76	0
1424	20	52	10	0.28
1425	22	52	29	0.093
1426	23A	52	9	0.093
1427	33	52	1	0.093
1428	35	52	29	0.187
1429	38	52	1	0
1430	6C	52	32	0.09
1431	Oth	52	131	0.187
1432	19F	53	66	0.367
1433	23F	53	125	1.102
1434	6B	53	102	0.551
1435	14	53	83	1.561
1436	9V	53	46	1.01
1437	4	53	25	1.194
1438	18C	53	79	0.184
1439	1	53	1	0.092
1440	7	53	1	0.367
1441	6A	53	63	0.07
1442	19A	53	22	0.184
1443	3	53	12	0.918
1444	8	53	4	0.092
1445	9N	53	4	0.092
1446	10	53	8	0.092
1447	11	53	39	0.184
1448	12	53	1	0.276
1449	15	53	1	0.092
1450	16	53	76	0
1451	20	53	10	0
1452	22	53	29	0.735
1453	23A	53	9	0
1454	33	53	1	0.092
1455	35	53	29	0.551
1456	38	53	1	0
1457	6C	53	32	0.022
1458	Oth	53	131	0.459
1459	19F	54	66	0.091
1460	23F	54	125	0.727
1461	6B	54	102	0.273
1462	14	54	83	1.364
1463	9V	54	46	0.636
1464	4	54	25	1.727
1465	18C	54	79	0.545
1466	1	54	1	0
1467	7	54	1	0.364
1468	6A	54	63	0.138
1469	19A	54	22	0.273
1470	3	54	12	1.182
1471	8	54	4	0.364
1472	9N	54	4	0.636
1473	10	54	8	0.091
1474	11	54	39	0.091
1475	12	54	1	0.182
1476	15	54	1	0.364
1477	16	54	76	0.091
1478	20	54	10	0.091
1479	22	54	29	0.364
1480	23A	54	9	0
1481	33	54	1	0.091
1482	35	54	29	0.091
1483	38	54	1	0
1484	6C	54	32	0.044
1485	Oth	54	131	0.455
1486	19F	55	66	0.531
1487	23F	55	125	0.973
1488	6B	55	102	0.619
1489	14	55	83	2.211
1490	9V	55	46	0.531
1491	4	55	25	1.326
1492	18C	55	79	0.177
1493	1	55	1	0.177
1494	7	55	1	0.619
1495	6A	55	63	0.47
1496	19A	55	22	0
1497	3	55	12	1.15
1498	8	55	4	0.265
1499	9N	55	4	0.088
1500	10	55	8	0.177
1501	11	55	39	0.265
1502	12	55	1	0.531
1503	15	55	1	0.354
1504	16	55	76	0
1505	20	55	10	0
1506	22	55	29	0.619
1507	23A	55	9	0
1508	33	55	1	0
1509	35	55	29	0.088
1510	38	55	1	0.088
1511	6C	55	32	0.149
1512	Oth	55	131	0.265
1513	19F	56	66	0.189
1514	23F	56	125	0.662
1515	6B	56	102	0.378
1516	14	56	83	1.607
1517	9V	56	46	1.229
1518	4	56	25	1.323
1519	18C	56	79	0.189
1520	1	56	1	0.284
1521	7	56	1	0.662
1522	6A	56	63	0.359
1523	19A	56	22	0.284
1524	3	56	12	1.134
1525	8	56	4	0.284
1526	9N	56	4	1.229
1527	10	56	8	0
1528	11	56	39	0.284
1529	12	56	1	0.284
1530	15	56	1	0.378
1531	16	56	76	0
1532	20	56	10	0
1533	22	56	29	0
1534	23A	56	9	0
1535	33	56	1	0.095
1536	35	56	29	0.095
1537	38	56	1	0
1538	6C	56	32	0.113
1539	Oth	56	131	0.284
1540	19F	57	66	0.399
1541	23F	57	125	0.797
1542	6B	57	102	0.299
1543	14	57	83	2.093
1544	9V	57	46	0.797
1545	4	57	25	2.491
1546	18C	57	79	0.797
1547	1	57	1	0.1
1548	7	57	1	0.698
1549	6A	57	63	0.227
1550	19A	57	22	0.399
1551	3	57	12	1.096
1552	8	57	4	0.299
1553	9N	57	4	0.498
1554	10	57	8	0.299
1555	11	57	39	0.199
1556	12	57	1	0.199
1557	15	57	1	0
1558	16	57	76	0.1
1559	20	57	10	0
1560	22	57	29	0.698
1561	23A	57	9	0
1562	33	57	1	0.1
1563	35	57	29	0
1564	38	57	1	0
1565	6C	57	32	0.072
1566	Oth	57	131	0.399
1567	19F	58	66	0.415
1568	23F	58	125	0.933
1569	6B	58	102	0.829
1570	14	58	83	2.383
1571	9V	58	46	0.518
1572	4	58	25	1.865
1573	18C	58	79	0.415
1574	1	58	1	0.207
1575	7	58	1	0.518
1576	6A	58	63	0.394
1577	19A	58	22	0.311
1578	3	58	12	1.762
1579	8	58	4	0.104
1580	9N	58	4	0.518
1581	10	58	8	0.207
1582	11	58	39	0.311
1583	12	58	1	0.415
1584	15	58	1	0.207
1585	16	58	76	0
1586	20	58	10	0.311
1587	22	58	29	0.415
1588	23A	58	9	0.104
1589	33	58	1	0
1590	35	58	29	0.311
1591	38	58	1	0
1592	6C	58	32	0.124
1593	Oth	58	131	0.311
1594	19F	59	66	0.633
1595	23F	59	125	1.583
1596	6B	59	102	0.528
1597	14	59	83	1.794
1598	9V	59	46	0.633
1599	4	59	25	1.794
1600	18C	59	79	0.633
1601	1	59	1	0
1602	7	59	1	0.528
1603	6A	59	63	0.561
1604	19A	59	22	0.633
1605	3	59	12	1.372
1606	8	59	4	0.528
1607	9N	59	4	0.739
1608	10	59	8	0
1609	11	59	39	0.106
1610	12	59	1	0.317
1611	15	59	1	0.211
1612	16	59	76	0
1613	20	59	10	0.106
1614	22	59	29	0.106
1615	23A	59	9	0
1616	33	59	1	0.317
1617	35	59	29	0.106
1618	38	59	1	0
1619	6C	59	32	0.177
1620	Oth	59	131	0.633
1621	19F	60	66	0.766
1622	23F	60	125	0.876
1623	6B	60	102	0.985
1624	14	60	83	2.518
1625	9V	60	46	1.533
1626	4	60	25	1.095
1627	18C	60	79	0.547
1628	1	60	1	0.109
1629	7	60	1	1.095
1630	6A	60	63	0
1631	19A	60	22	0.547
1632	3	60	12	1.971
1633	8	60	4	0.438
1634	9N	60	4	0.438
1635	10	60	8	0.109
1636	11	60	39	0.109
1637	12	60	1	0.219
1638	15	60	1	0.328
1639	16	60	76	0
1640	20	60	10	0.109
1641	22	60	29	0.876
1642	23A	60	9	0
1643	33	60	1	0.109
1644	35	60	29	0.219
1645	38	60	1	0.109
1646	6C	60	32	0
1647	Oth	60	131	0
1648	19F	61	66	0.591
1649	23F	61	125	1.773
1650	6B	61	102	0.355
1651	14	61	83	1.419
1652	9V	61	46	1.419
1653	4	61	25	1.655
1654	18C	61	79	0.709
1655	1	61	1	0
1656	7	61	1	1.182
1657	6A	61	63	0.449
1658	19A	61	22	1.182
1659	3	61	12	1.537
1660	8	61	4	0.355
1661	9N	61	4	0.709
1662	10	61	8	0.473
1663	11	61	39	0.118
1664	12	61	1	0.118
1665	15	61	1	0.118
1666	16	61	76	0
1667	20	61	10	0
1668	22	61	29	1.3
1669	23A	61	9	0.236
1670	33	61	1	0
1671	35	61	29	0.591
1672	38	61	1	0
1673	6C	61	32	0.142
1674	Oth	61	131	0.355
1675	19F	62	66	0.6
1676	23F	62	125	1.68
1677	6B	62	102	1.32
1678	14	62	83	2.76
1679	9V	62	46	0.96
1680	4	62	25	1.2
1681	18C	62	79	0.36
1682	1	62	1	0
1683	7	62	1	1.08
1684	6A	62	63	0.547
1685	19A	62	22	0.36
1686	3	62	12	1.56
1687	8	62	4	0.36
1688	9N	62	4	1.08
1689	10	62	8	0.24
1690	11	62	39	0.72
1691	12	62	1	0.48
1692	15	62	1	0
1693	16	62	76	0.24
1694	20	62	10	0
1695	22	62	29	0.96
1696	23A	62	9	0
1697	33	62	1	0.24
1698	35	62	29	0
1699	38	62	1	0.12
1700	6C	62	32	0.173
1701	Oth	62	131	0.24
1702	19F	63	66	0.66
1703	23F	63	125	1.188
1704	6B	63	102	0.396
1705	14	63	83	2.772
1706	9V	63	46	1.452
1707	4	63	25	1.188
1708	18C	63	79	0.792
1709	1	63	1	0.132
1710	7	63	1	0.792
1711	6A	63	63	0.602
1712	19A	63	22	0.528
1713	3	63	12	1.452
1714	8	63	4	0.264
1715	9N	63	4	0.792
1716	10	63	8	0.264
1717	11	63	39	0.264
1718	12	63	1	0.396
1719	15	63	1	0.528
1720	16	63	76	0.132
1721	20	63	10	0
1722	22	63	29	0.66
1723	23A	63	9	0.132
1724	33	63	1	0.132
1725	35	63	29	0.528
1726	38	63	1	0
1727	6C	63	32	0.19
1728	Oth	63	131	0.264
1729	19F	64	66	1.013
1730	23F	64	125	1.881
1731	6B	64	102	0.289
1732	14	64	83	2.46
1733	9V	64	46	1.013
1734	4	64	25	1.592
1735	18C	64	79	0.868
1736	1	64	1	0.145
1737	7	64	1	1.158
1738	6A	64	63	0.44
1739	19A	64	22	0.434
1740	3	64	12	1.737
1741	8	64	4	0.145
1742	9N	64	4	0.724
1743	10	64	8	0.145
1744	11	64	39	0.289
1745	12	64	1	0.289
1746	15	64	1	0.289
1747	16	64	76	0.289
1748	20	64	10	0
1749	22	64	29	0.724
1750	23A	64	9	0
1751	33	64	1	0.145
1752	35	64	29	0.579
1753	38	64	1	0
1754	6C	64	32	0.139
1755	Oth	64	131	0
1756	19F	65	66	1.237
1757	23F	65	125	1.855
1758	6B	65	102	0.927
1759	14	65	83	2.937
1760	9V	65	46	0.618
1761	4	65	25	0.927
1762	18C	65	79	0.773
1763	1	65	1	0.155
1764	7	65	1	1.082
1765	6A	65	63	0.352
1766	19A	65	22	0.309
1767	3	65	12	2.164
1768	8	65	4	0
1769	9N	65	4	0.309
1770	10	65	8	0.309
1771	11	65	39	0
1772	12	65	1	0.155
1773	15	65	1	0.309
1774	16	65	76	0.155
1775	20	65	10	0
1776	22	65	29	0.309
1777	23A	65	9	0.309
1778	33	65	1	0
1779	35	65	29	0
1780	38	65	1	0
1781	6C	65	32	0.111
1782	Oth	65	131	0.155
1783	19F	66	66	0.633
1784	23F	66	125	0.633
1785	6B	66	102	0.474
1786	14	66	83	2.056
1787	9V	66	46	1.265
1788	4	66	25	2.53
1789	18C	66	79	0.316
1790	1	66	1	0
1791	7	66	1	0.633
1792	6A	66	63	0.961
1793	19A	66	22	0.791
1794	3	66	12	2.056
1795	8	66	4	0.791
1796	9N	66	4	0.633
1797	10	66	8	0
1798	11	66	39	0.316
1799	12	66	1	0.316
1800	15	66	1	0.158
1801	16	66	76	0.158
1802	20	66	10	0
1803	22	66	29	0.791
1804	23A	66	9	0
1805	33	66	1	0
1806	35	66	29	0.316
1807	38	66	1	0
1808	6C	66	32	0.304
1809	Oth	66	131	0
1810	19F	67	66	0.951
1811	23F	67	125	0.951
1812	6B	67	102	0.634
1813	14	67	83	3.012
1814	9V	67	46	0.476
1815	4	67	25	2.537
1816	18C	67	79	0.793
1817	1	67	1	0
1818	7	67	1	0.951
1819	6A	67	63	0.241
1820	19A	67	22	0.317
1821	3	67	12	0.793
1822	8	67	4	0
1823	9N	67	4	0.634
1824	10	67	8	0
1825	11	67	39	0.476
1826	12	67	1	0.317
1827	15	67	1	0.317
1828	16	67	76	0.159
1829	20	67	10	0.159
1830	22	67	29	0.634
1831	23A	67	9	0
1832	33	67	1	0.317
1833	35	67	29	0.317
1834	38	67	1	0
1835	6C	67	32	0.076
1836	Oth	67	131	0
1837	19F	68	66	1.132
1838	23F	68	125	1.273
1839	6B	68	102	0.566
1840	14	68	83	1.273
1841	9V	68	46	0.566
1842	4	68	25	1.132
1843	18C	68	79	0.566
1844	1	68	1	0
1845	7	68	1	0.707
1846	6A	68	63	0.323
1847	19A	68	22	1.132
1848	3	68	12	2.122
1849	8	68	4	0.424
1850	9N	68	4	0.424
1851	10	68	8	0.141
1852	11	68	39	0.566
1853	12	68	1	0.283
1854	15	68	1	0
1855	16	68	76	0.283
1856	20	68	10	0.283
1857	22	68	29	0.849
1858	23A	68	9	0.141
1859	33	68	1	0.283
1860	35	68	29	0.283
1861	38	68	1	0.141
1862	6C	68	32	0.102
1863	Oth	68	131	0.566
1864	19F	69	66	0.71
1865	23F	69	125	1.064
1866	6B	69	102	0.828
1867	14	69	83	2.365
1868	9V	69	46	0.473
1869	4	69	25	1.064
1870	18C	69	79	0.355
1871	1	69	1	0.118
1872	7	69	1	0.473
1873	6A	69	63	0.18
1874	19A	69	22	0.591
1875	3	69	12	0.946
1876	8	69	4	0.118
1877	9N	69	4	0.355
1878	10	69	8	0.237
1879	11	69	39	0.473
1880	12	69	1	0
1881	15	69	1	0.237
1882	16	69	76	0
1883	20	69	10	0.118
1884	22	69	29	0.355
1885	23A	69	9	0.118
1886	33	69	1	0
1887	35	69	29	0.237
1888	38	69	1	0.118
1889	6C	69	32	0.057
1890	Oth	69	131	0.473
1891	19F	70	66	0.339
1892	23F	70	125	1.016
1893	6B	70	102	0.564
1894	14	70	83	2.483
1895	9V	70	46	0.79
1896	4	70	25	0.451
1897	18C	70	79	0.339
1898	1	70	1	0
1899	7	70	1	0.339
1900	6A	70	63	0.343
1901	19A	70	22	0.339
1902	3	70	12	0.903
1903	8	70	4	0.113
1904	9N	70	4	0.79
1905	10	70	8	0
1906	11	70	39	0
1907	12	70	1	0.113
1908	15	70	1	0.113
1909	16	70	76	0
1910	20	70	10	0
1911	22	70	29	0.677
1912	23A	70	9	0.226
1913	33	70	1	0
1914	35	70	29	0.226
1915	38	70	1	0
1916	6C	70	32	0.108
1917	Oth	70	131	0.339
1918	19F	71	66	0.739
1919	23F	71	125	0.647
1920	6B	71	102	1.016
1921	14	71	83	1.478
1922	9V	71	46	0.37
1923	4	71	25	0.739
1924	18C	71	79	0.092
1925	1	71	1	0
1926	7	71	1	0.462
1927	6A	71	63	0.281
1928	19A	71	22	0.739
1929	3	71	12	0.739
1930	8	71	4	0.092
1931	9N	71	4	0.37
1932	10	71	8	0.092
1933	11	71	39	0.462
1934	12	71	1	0
1935	15	71	1	0.185
1936	16	71	76	0.092
1937	20	71	10	0
1938	22	71	29	0.924
1939	23A	71	9	0.185
1940	33	71	1	0
1941	35	71	29	0.462
1942	38	71	1	0
1943	6C	71	32	0.089
1944	Oth	71	131	0.185
1945	19F	72	66	0.821
1946	23F	72	125	1.505
1947	6B	72	102	0.821
1948	14	72	83	1.915
1949	9V	72	46	0.274
1950	4	72	25	2.326
1951	18C	72	79	0.821
1952	1	72	1	0.137
1953	7	72	1	1.094
1954	6A	72	63	0.312
1955	19A	72	22	0.684
1956	3	72	12	1.094
1957	8	72	4	0.137
1958	9N	72	4	0.821
1959	10	72	8	0
1960	11	72	39	0
1961	12	72	1	0.137
1962	15	72	1	0.274
1963	16	72	76	0.137
1964	20	72	10	0
1965	22	72	29	0.547
1966	23A	72	9	0
1967	33	72	1	0.41
1968	35	72	29	0.137
1969	38	72	1	0
1970	6C	72	32	0.099
1971	Oth	72	131	0.274
1972	19F	73	66	0.397
1973	23F	73	125	1.686
1974	6B	73	102	0.893
1975	14	73	83	1.29
1976	9V	73	46	0.992
1977	4	73	25	0.794
1978	18C	73	79	0
1979	1	73	1	0
1980	7	73	1	0.198
1981	6A	73	63	0.603
1982	19A	73	22	0.397
1983	3	73	12	0.694
1984	8	73	4	0.099
1985	9N	73	4	0.298
1986	10	73	8	0
1987	11	73	39	0
1988	12	73	1	0.099
1989	15	73	1	0.099
1990	16	73	76	0.099
1991	20	73	10	0
1992	22	73	29	0.298
1993	23A	73	9	0.099
1994	33	73	1	0.099
1995	35	73	29	0.198
1996	38	73	1	0
1997	6C	73	32	0.19
1998	Oth	73	131	0.198
1999	19F	74	66	0.702
2000	23F	74	125	1.053
2001	6B	74	102	0.936
2002	14	74	83	1.872
2003	9V	74	46	0.702
2004	4	74	25	1.17
2005	18C	74	79	0.351
2006	1	74	1	0
2007	7	74	1	0.585
2008	6A	74	63	0.356
2009	19A	74	22	0.351
2010	3	74	12	1.17
2011	8	74	4	0.468
2012	9N	74	4	0.468
2013	10	74	8	0.117
2014	11	74	39	0.234
2015	12	74	1	0
2016	15	74	1	0.234
2017	16	74	76	0.234
2018	20	74	10	0
2019	22	74	29	0.468
2020	23A	74	9	0
2021	33	74	1	0.117
2022	35	74	29	0
2023	38	74	1	0.117
2024	6C	74	32	0.112
2025	Oth	74	131	0.234
2026	19F	75	66	0.919
2027	23F	75	125	0.919
2028	6B	75	102	0.574
2029	14	75	83	1.264
2030	9V	75	46	0.23
2031	4	75	25	1.149
2032	18C	75	79	0.689
2033	1	75	1	0.115
2034	7	75	1	0.23
2035	6A	75	63	0.087
2036	19A	75	22	0.46
2037	3	75	12	0.46
2038	8	75	4	0
2039	9N	75	4	0.689
2040	10	75	8	0.115
2041	11	75	39	0.115
2042	12	75	1	0.23
2043	15	75	1	0.115
2044	16	75	76	0
2045	20	75	10	0
2046	22	75	29	0.345
2047	23A	75	9	0.115
2048	33	75	1	0.345
2049	35	75	29	0.23
2050	38	75	1	0.23
2051	6C	75	32	0.028
2052	Oth	75	131	0.115
2053	19F	76	66	0.769
2054	23F	76	125	1.648
2055	6B	76	102	1.318
2056	14	76	83	1.977
2057	9V	76	46	0.659
2058	4	76	25	0.769
2059	18C	76	79	0.439
2060	1	76	1	0
2061	7	76	1	0.22
2062	6A	76	63	0.835
2063	19A	76	22	0.549
2064	3	76	12	0.879
2065	8	76	4	0.22
2066	9N	76	4	0.439
2067	10	76	8	0.33
2068	11	76	39	0
2069	12	76	1	0.22
2070	15	76	1	0.11
2071	16	76	76	0.11
2072	20	76	10	0.11
2073	22	76	29	0.22
2074	23A	76	9	0
2075	33	76	1	0
2076	35	76	29	0.22
2077	38	76	1	0
2078	6C	76	32	0.264
2079	Oth	76	131	0.22
2080	19F	77	66	1.055
2081	23F	77	125	1.16
2082	6B	77	102	0.527
2083	14	77	83	2.004
2084	9V	77	46	0.633
2085	4	77	25	0.422
2086	18C	77	79	0.211
2087	1	77	1	0.105
2088	7	77	1	0.527
2089	6A	77	63	0.401
2090	19A	77	22	0.105
2091	3	77	12	0.738
2092	8	77	4	0
2093	9N	77	4	0.527
2094	10	77	8	0.211
2095	11	77	39	0.316
2096	12	77	1	0
2097	15	77	1	0.105
2098	16	77	76	0
2099	20	77	10	0
2100	22	77	29	0.949
2101	23A	77	9	0.105
2102	33	77	1	0
2103	35	77	29	0.316
2104	38	77	1	0.105
2105	6C	77	32	0.127
2106	Oth	77	131	0.105
2107	19F	78	66	0.65
2108	23F	78	125	0.974
2109	6B	78	102	0.541
2110	14	78	83	1.732
2111	9V	78	46	0.65
2112	4	78	25	0.866
2113	18C	78	79	0.541
2114	1	78	1	0.108
2115	7	78	1	0.758
2116	6A	78	63	0.494
2117	19A	78	22	0.217
2118	3	78	12	0.866
2119	8	78	4	0
2120	9N	78	4	0.217
2121	10	78	8	0
2122	11	78	39	0.108
2123	12	78	1	0
2124	15	78	1	0.108
2125	16	78	76	0
2126	20	78	10	0
2127	22	78	29	0.758
2128	23A	78	9	0.325
2129	33	78	1	0.217
2130	35	78	29	0.758
2131	38	78	1	0
2132	6C	78	32	0.156
2133	Oth	78	131	0.108
2134	19F	79	66	0.53
2135	23F	79	125	1.272
2136	6B	79	102	0.318
2137	14	79	83	1.484
2138	9V	79	46	0.636
2139	4	79	25	1.484
2140	18C	79	79	0.53
2141	1	79	1	0
2142	7	79	1	0.212
2143	6A	79	63	0.242
2144	19A	79	22	0.318
2145	3	79	12	0.954
2146	8	79	4	0
2147	9N	79	4	0.106
2148	10	79	8	0.106
2149	11	79	39	0.212
2150	12	79	1	0.424
2151	15	79	1	0.212
2152	16	79	76	0.212
2153	20	79	10	0
2154	22	79	29	0.53
2155	23A	79	9	0.424
2156	33	79	1	0.106
2157	35	79	29	0.53
2158	38	79	1	0
2159	6C	79	32	0.076
2160	Oth	79	131	0.318
2161	19F	80	66	0.622
2162	23F	80	125	1.14
2163	6B	80	102	0.415
2164	14	80	83	1.866
2165	9V	80	46	0.829
2166	4	80	25	1.14
2167	18C	80	79	0.207
2168	1	80	1	0
2169	7	80	1	0.726
2170	6A	80	63	0.236
2171	19A	80	22	0.311
2172	3	80	12	0.415
2173	8	80	4	0.104
2174	9N	80	4	0.311
2175	10	80	8	0.104
2176	11	80	39	0.311
2177	12	80	1	0
2178	15	80	1	0.207
2179	16	80	76	0.104
2180	20	80	10	0
2181	22	80	29	0.311
2182	23A	80	9	0.104
2183	33	80	1	0
2184	35	80	29	0.104
2185	38	80	1	0
2186	6C	80	32	0.075
2187	Oth	80	131	0.207
2188	19F	81	66	0.231
2189	23F	81	125	1.269
2190	6B	81	102	0.808
2191	14	81	83	1.038
2192	9V	81	46	0.692
2193	4	81	25	0.808
2194	18C	81	79	0.692
2195	1	81	1	0
2196	7	81	1	0.346
2197	6A	81	63	0.351
2198	19A	81	22	0.346
2199	3	81	12	0.923
2200	8	81	4	0.115
2201	9N	81	4	0.231
2202	10	81	8	0
2203	11	81	39	0.115
2204	12	81	1	0.461
2205	15	81	1	0.231
2206	16	81	76	0
2207	20	81	10	0.115
2208	22	81	29	0.461
2209	23A	81	9	0
2210	33	81	1	0
2211	35	81	29	0.115
2212	38	81	1	0.115
2213	6C	81	32	0.111
2214	Oth	81	131	0
2215	19F	82	66	0.862
2216	23F	82	125	0.985
2217	6B	82	102	0.985
2218	14	82	83	1.601
2219	9V	82	46	0.739
2220	4	82	25	0.616
2221	18C	82	79	0.369
2222	1	82	1	0.123
2223	7	82	1	0.369
2224	6A	82	63	0.094
2225	19A	82	22	0.739
2226	3	82	12	0.862
2227	8	82	4	0.123
2228	9N	82	4	0.493
2229	10	82	8	0.123
2230	11	82	39	0.123
2231	12	82	1	0.123
2232	15	82	1	0.246
2233	16	82	76	0
2234	20	82	10	0
2235	22	82	29	0.493
2236	23A	82	9	0
2237	33	82	1	0.246
2238	35	82	29	0.246
2239	38	82	1	0
2240	6C	82	32	0.03
2241	Oth	82	131	0
2242	19F	83	66	0.526
2243	23F	83	125	1.052
2244	6B	83	102	0.658
2245	14	83	83	1.71
2246	9V	83	46	0.395
2247	4	83	25	1.184
2248	18C	83	79	0.921
2249	1	83	1	0
2250	7	83	1	0.395
2251	6A	83	63	0.6
2252	19A	83	22	0.263
2253	3	83	12	0.789
2254	8	83	4	0.132
2255	9N	83	4	0.658
2256	10	83	8	0
2257	11	83	39	0.395
2258	12	83	1	0.132
2259	15	83	1	0.132
2260	16	83	76	0.132
2261	20	83	10	0.263
2262	22	83	29	0.395
2263	23A	83	9	0
2264	33	83	1	0.132
2265	35	83	29	0.263
2266	38	83	1	0
2267	6C	83	32	0.189
2268	Oth	83	131	0
2269	19F	84	66	0.808
2270	23F	84	125	0.674
2271	6B	84	102	0.269
2272	14	84	83	2.021
2273	9V	84	46	0.269
2274	4	84	25	0.674
2275	18C	84	79	0.135
2276	1	84	1	0
2277	7	84	1	0
2278	6A	84	63	0.819
2279	19A	84	22	0.404
2280	3	84	12	0.674
2281	8	84	4	0
2282	9N	84	4	0
2283	10	84	8	0
2284	11	84	39	0.269
2285	12	84	1	0.135
2286	15	84	1	0.135
2287	16	84	76	0
2288	20	84	10	0.135
2289	22	84	29	0.404
2290	23A	84	9	0.135
2291	33	84	1	0
2292	35	84	29	0.269
2293	38	84	1	0
2294	6C	84	32	0.259
2295	Oth	84	131	0
2296	19F	85	66	0.416
2297	23F	85	125	1.388
2298	6B	85	102	0.833
2299	14	85	83	2.221
2300	9V	85	46	0.278
2301	4	85	25	0.416
2302	18C	85	79	0.278
2303	1	85	1	0
2304	7	85	1	0.555
2305	6A	85	63	0.105
2306	19A	85	22	0.555
2307	3	85	12	1.388
2308	8	85	4	0.139
2309	9N	85	4	0.694
2310	10	85	8	0
2311	11	85	39	0.278
2312	12	85	1	0.139
2313	15	85	1	0.139
2314	16	85	76	0
2315	20	85	10	0
2316	22	85	29	0.555
2317	23A	85	9	0.278
2318	33	85	1	0
2319	35	85	29	0.278
2320	38	85	1	0.139
2321	6C	85	32	0.033
2322	Oth	85	131	0.139
2323	19F	86	66	0.962
2324	23F	86	125	1.374
2325	6B	86	102	0.275
2326	14	86	83	1.924
2327	9V	86	46	0.275
2328	4	86	25	0
2329	18C	86	79	0.275
2330	1	86	1	0
2331	7	86	1	0.137
2332	6A	86	63	0.418
2333	19A	86	22	0.275
2334	3	86	12	0.412
2335	8	86	4	0
2336	9N	86	4	0.412
2337	10	86	8	0.137
2338	11	86	39	0.55
2339	12	86	1	0.275
2340	15	86	1	0.137
2341	16	86	76	0.275
2342	20	86	10	0
2343	22	86	29	0.825
2344	23A	86	9	0
2345	33	86	1	0
2346	35	86	29	0
2347	38	86	1	0
2348	6C	86	32	0.132
2349	Oth	86	131	0.137
2350	19F	87	66	0.284
2351	23F	87	125	0.426
2352	6B	87	102	0.567
2353	14	87	83	0.567
2354	9V	87	46	0.284
2355	4	87	25	0.709
2356	18C	87	79	0.284
2357	1	87	1	0
2358	7	87	1	0.567
2359	6A	87	63	0.431
2360	19A	87	22	0.284
2361	3	87	12	0.567
2362	8	87	4	0.142
2363	9N	87	4	0.709
2364	10	87	8	0.142
2365	11	87	39	0.709
2366	12	87	1	0
2367	15	87	1	0.284
2368	16	87	76	0.142
2369	20	87	10	0
2370	22	87	29	0.709
2371	23A	87	9	0
2372	33	87	1	0
2373	35	87	29	0.426
2374	38	87	1	0
2375	6C	87	32	0.136
2376	Oth	87	131	0.426
2377	19F	88	66	0.148
2378	23F	88	125	0.887
2379	6B	88	102	0.591
2380	14	88	83	1.774
2381	9V	88	46	0.148
2382	4	88	25	0.739
2383	18C	88	79	0.148
2384	1	88	1	0
2385	7	88	1	0.296
2386	6A	88	63	0.337
2387	19A	88	22	0
2388	3	88	12	0.296
2389	8	88	4	0
2390	9N	88	4	0.443
2391	10	88	8	0
2392	11	88	39	0.296
2393	12	88	1	0.296
2394	15	88	1	0
2395	16	88	76	0
2396	20	88	10	0
2397	22	88	29	0.296
2398	23A	88	9	0.148
2399	33	88	1	0
2400	35	88	29	0.148
2401	38	88	1	0
2402	6C	88	32	0.106
2403	Oth	88	131	0
2404	19F	89	66	0.145
2405	23F	89	125	0.58
2406	6B	89	102	0.435
2407	14	89	83	0.58
2408	9V	89	46	0.145
2409	4	89	25	0.58
2410	18C	89	79	0
2411	1	89	1	0
2412	7	89	1	0
2413	6A	89	63	0.441
2414	19A	89	22	0.29
2415	3	89	12	0.29
2416	8	89	4	0
2417	9N	89	4	0
2418	10	89	8	0
2419	11	89	39	0.145
2420	12	89	1	0
2421	15	89	1	0.145
2422	16	89	76	0
2423	20	89	10	0
2424	22	89	29	0.435
2425	23A	89	9	0
2426	33	89	1	0
2427	35	89	29	0.29
2428	38	89	1	0
2429	6C	89	32	0.139
2430	Oth	89	131	0.145
2431	19F	90	66	0.306
2432	23F	90	125	0.459
2433	6B	90	102	0.459
2434	14	90	83	1.224
2435	9V	90	46	0
2436	4	90	25	0
2437	18C	90	79	0.153
2438	1	90	1	0
2439	7	90	1	0.306
2440	6A	90	63	0.465
2441	19A	90	22	0.459
2442	3	90	12	0.306
2443	8	90	4	0
2444	9N	90	4	0.306
2445	10	90	8	0
2446	11	90	39	0
2447	12	90	1	0
2448	15	90	1	0.153
2449	16	90	76	0
2450	20	90	10	0
2451	22	90	29	0
2452	23A	90	9	0
2453	33	90	1	0
2454	35	90	29	0.153
2455	38	90	1	0.153
2456	6C	90	32	0.147
2457	Oth	90	131	0
2458	19F	91	66	0.439
2459	23F	91	125	0.146
2460	6B	91	102	0.293
2461	14	91	83	0.586
2462	9V	91	46	0.146
2463	4	91	25	0.732
2464	18C	91	79	0.293
2465	1	91	1	0
2466	7	91	1	0
2467	6A	91	63	0.111
2468	19A	91	22	0.146
2469	3	91	12	0.146
2470	8	91	4	0
2471	9N	91	4	0.293
2472	10	91	8	0.293
2473	11	91	39	0
2474	12	91	1	0
2475	15	91	1	0.293
2476	16	91	76	0
2477	20	91	10	0
2478	22	91	29	0.146
2479	23A	91	9	0.146
2480	33	91	1	0
2481	35	91	29	0.293
2482	38	91	1	0
2483	6C	91	32	0.035
2484	Oth	91	131	0
2485	19F	92	66	0.305
2486	23F	92	125	0.458
2487	6B	92	102	0.153
2488	14	92	83	0.61
2489	9V	92	46	0.305
2490	4	92	25	0.458
2491	18C	92	79	0
2492	1	92	1	0
2493	7	92	1	0.305
2494	6A	92	63	0.348
2495	19A	92	22	0.153
2496	3	92	12	0
2497	8	92	4	0.153
2498	9N	92	4	0.153
2499	10	92	8	0.153
2500	11	92	39	0.153
2501	12	92	1	0
2502	15	92	1	0
2503	16	92	76	0
2504	20	92	10	0
2505	22	92	29	0.458
2506	23A	92	9	0
2507	33	92	1	0.305
2508	35	92	29	0.458
2509	38	92	1	0.153
2510	6C	92	32	0.11
2511	Oth	92	131	0
2512	19F	93	66	0.306
2513	23F	93	125	0.306
2514	6B	93	102	0.919
2515	14	93	83	0
2516	9V	93	46	0
2517	4	93	25	0.306
2518	18C	93	79	0.153
2519	1	93	1	0
2520	7	93	1	0.153
2521	6A	93	63	0
2522	19A	93	22	0
2523	3	93	12	0
2524	8	93	4	0
2525	9N	93	4	0
2526	10	93	8	0
2527	11	93	39	0.153
2528	12	93	1	0
2529	15	93	1	0
2530	16	93	76	0
2531	20	93	10	0.153
2532	22	93	29	0.153
2533	23A	93	9	0
2534	33	93	1	0
2535	35	93	29	0
2536	38	93	1	0
2537	6C	93	32	0
2538	Oth	93	131	0
2539	19F	94	66	0
2540	23F	94	125	0
2541	6B	94	102	0.373
2542	14	94	83	0.249
2543	9V	94	46	0.124
2544	4	94	25	0
2545	18C	94	79	0.124
2546	1	94	1	0
2547	7	94	1	0.124
2548	6A	94	63	0.189
2549	19A	94	22	0
2550	3	94	12	0.124
2551	8	94	4	0
2552	9N	94	4	0.124
2553	10	94	8	0
2554	11	94	39	0.124
2555	12	94	1	0.124
2556	15	94	1	0
2557	16	94	76	0.124
2558	20	94	10	0
2559	22	94	29	0
2560	23A	94	9	0
2561	33	94	1	0.124
2562	35	94	29	0
2563	38	94	1	0
2564	6C	94	32	0.06
2565	Oth	94	131	0
2566	19F	95	66	0.144
2567	23F	95	125	0.144
2568	6B	95	102	0.287
2569	14	95	83	0.144
2570	9V	95	46	0
2571	4	95	25	0
2572	18C	95	79	0.287
2573	1	95	1	0
2574	7	95	1	0.144
2575	6A	95	63	0.218
2576	19A	95	22	0
2577	3	95	12	0
2578	8	95	4	0
2579	9N	95	4	0.144
2580	10	95	8	0
2581	11	95	39	0.144
2582	12	95	1	0
2583	15	95	1	0.144
2584	16	95	76	0
2585	20	95	10	0
2586	22	95	29	0.144
2587	23A	95	9	0
2588	33	95	1	0
2589	35	95	29	0.287
2590	38	95	1	0
2591	6C	95	32	0.069
2592	Oth	95	131	0.144
2593	19F	96	66	0
2594	23F	96	125	0.149
2595	6B	96	102	0.149
2596	14	96	83	0.299
2597	9V	96	46	0
2598	4	96	25	0
2599	18C	96	79	0.149
2600	1	96	1	0
2601	7	96	1	0
2602	6A	96	63	0.114
2603	19A	96	22	0
2604	3	96	12	0
2605	8	96	4	0
2606	9N	96	4	0
2607	10	96	8	0
2608	11	96	39	0
2609	12	96	1	0
2610	15	96	1	0
2611	16	96	76	0
2612	20	96	10	0
2613	22	96	29	0
2614	23A	96	9	0
2615	33	96	1	0
2616	35	96	29	0
2617	38	96	1	0
2618	6C	96	32	0.036
2619	Oth	96	131	0
2620	19F	97	66	0
2621	23F	97	125	0
2622	6B	97	102	0.148
2623	14	97	83	0
2624	9V	97	46	0
2625	4	97	25	0.148
2626	18C	97	79	0
2627	1	97	1	0
2628	7	97	1	0
2629	6A	97	63	0
2630	19A	97	22	0
2631	3	97	12	0
2632	8	97	4	0
2633	9N	97	4	0
2634	10	97	8	0
2635	11	97	39	0
2636	12	97	1	0
2637	15	97	1	0
2638	16	97	76	0
2639	20	97	10	0
2640	22	97	29	0
2641	23A	97	9	0
2642	33	97	1	0
2643	35	97	29	0
2644	38	97	1	0
2645	6C	97	32	0
2646	Oth	97	131	0
2647	19F	98	66	0
2648	23F	98	125	0
2649	6B	98	102	0.163
2650	14	98	83	0
2651	9V	98	46	0
2652	4	98	25	0
2653	18C	98	79	0
2654	1	98	1	0
2655	7	98	1	0
2656	6A	98	63	0
2657	19A	98	22	0
2658	3	98	12	0
2659	8	98	4	0
2660	9N	98	4	0
2661	10	98	8	0
2662	11	98	39	0
2663	12	98	1	0
2664	15	98	1	0
2665	16	98	76	0
2666	20	98	10	0
2667	22	98	29	0
2668	23A	98	9	0
2669	33	98	1	0
2670	35	98	29	0
2671	38	98	1	0
2672	6C	98	32	0
2673	Oth	98	131	0
2674	19F	99	66	0
2675	23F	99	125	0
2676	6B	99	102	0
2677	14	99	83	0
2678	9V	99	46	0
2679	4	99	25	0
2680	18C	99	79	0
2681	1	99	1	0
2682	7	99	1	0
2683	6A	99	63	0
2684	19A	99	22	0
2685	3	99	12	0
2686	8	99	4	0
2687	9N	99	4	0
2688	10	99	8	0
2689	11	99	39	0
2690	12	99	1	0
2691	15	99	1	0
2692	16	99	76	0
2693	20	99	10	0
2694	22	99	29	0
2695	23A	99	9	0
2696	33	99	1	0
2697	35	99	29	0
2698	38	99	1	0
2699	6C	99	32	0
2700	Oth	99	131	0
2701	19F	100	66	0
2702	23F	100	125	0
2703	6B	100	102	0.184
2704	14	100	83	0.184
2705	9V	100	46	0
2706	4	100	25	0
2707	18C	100	79	0
2708	1	100	1	0
2709	7	100	1	0
2710	6A	100	63	0
2711	19A	100	22	0
2712	3	100	12	0
2713	8	100	4	0
2714	9N	100	4	0
2715	10	100	8	0
2716	11	100	39	0
2717	12	100	1	0
2718	15	100	1	0
2719	16	100	76	0
2720	20	100	10	0
2721	22	100	29	0
2722	23A	100	9	0
2723	33	100	1	0.184
2724	35	100	29	0
2725	38	100	1	0
2726	6C	100	32	0
2727	Oth	100	131	0

Markunkoesivu

Funktioiden alustus

Data

Navigointivalikko