Aptaujas psihometriskā analīze
Datu tīrīšana
Izgūstot datus no sistēmas datu bāzes un tos transformējot veinotā datu kopā, tika iegūts šāds datu masīvs:
RM<-readRDS(paste(path,'R1.RDS',sep='' ))
source(paste(path,'atsifrejumi.R',sep='' ),encoding = "UTF-8");RM<-atsifrejumi(RM)## Kļūda eksportējot datus no R uz xls formātu (eksportesana.R)## Here is the actual R error message:RMVecuma filtrs
Vairākiem gadījumiem nav pieejama informācija par vecumu vai arī vecums iziet ārpus mērķa izlases, tāpēc šie gadījumi tika izslēgti:
subset(RM,target_age_round!='2'&target_age_round!='3'&target_age_round!='4'&target_age_round!='5'&target_age_round!='6'&target_age_round!='7',c(PII,target_age_round,target_age,gender))Dati tālākai apstrādei:
RM<-subset(RM,target_age_round=='2'|target_age_round=='3'|target_age_round=='4'|target_age_round=='5'|target_age_round=='6'|target_age_round=='7')
dim(RM)## [1] 5283 56sadalījums pa vecumiem:
table(RM$target_age_round)##
## 2 3 4 5 6 7
## 151 724 1190 1354 1226 638Pirmreizējās aptaujas filtrs
Datu masīvā ir gan pirmreizējās aptaujas, gan atkārtotās. Pētījums tiek veitks ar aizpildītiem pirmreizējiem novērtējumiem. Tāpēc tiek izkļauti šādi dati:
subset(RM,survey_id!=7|is.na(e6),c(PII,target_age_round,gender))#izkļauto ierakstu skaits:
nrow(subset(RM,survey_id!=7|is.na(e6),c(PII,target_age_round,gender)))## [1] 122Dati tālākai apstrādei:
RM<-subset(RM,survey_id==7&is.na(e6)==F)
dim(RM)## [1] 5161 56Datu kvalitātes filtrs
Aprēķinām skalu vērtības un skolotāja individuālo variāciju un aritmētisko vidējo marģinālo ierakstu identificēšanai
source(paste(path,'saskaitit_skalas_av.R',sep=''));RM<-saskaitit_skalas_av(RM)
source(paste(path,'user_person_eval_variance.r',sep=''));RM<-user_person_eval_variance(RM)
boxplot(RM$user_person_eval_mean)
Noņemam tos vērtētājus, kuru vērtējumi vidēji ir lielāki par 4.5:
subset(RM,user_person_eval_mean>=4.5,c(PII,target_age_round,user_person ,user_person_eval_mean))#Dati tālākai apstrādei:
RM<-subset(RM,user_person_eval_mean<4.5)
dim(RM)## [1] 5136 65Noņemam tos vērtētājus, kuriem ir tikai 1 vērtējums datu kopā un nav iespējams novērtēt atbilžu variāciju:
subset(RM,is.na(user_person_eval_variance),c(PII,target_age_round,user_person ,user_person_eval_variance))#Dati tālākai apstrādei:
RM<-subset(RM,is.na(user_person_eval_variance)==F)
dim(RM)## [1] 5136 65Noņemam tos vērtētājus, kuru vērtējumu vidējā variācija ir mazāka par .03:
subset(RM,user_person_eval_variance<.03,c(PII,target_age_round,user_person ,user_person_eval_variance))#Dati tālākai apstrādei:
RM<-subset(RM,user_person_eval_variance>=.03)
dim(RM)## [1] 5084 65Vecuma ietekmes analīze
Skalu analīze pa vecumiem:
source(paste(path,'nosaukumi.R',sep='' ),encoding = "UTF-8")
qplot(target_age_round, skalu_videja_summa, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(skalu_videja_summa, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
qplot(target_age_round, a, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(a, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
qplot(target_age_round, b, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(b, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
qplot(target_age_round, c, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(c, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
qplot(target_age_round, d, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(d, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
qplot(target_age_round, e, data=RM, geom=c("boxplot"),
fill=target_age_round, main=paste(e, " pēc vecuma",sep= ('')), xlab="", ylab="Punktu skaits")
Secinājumi
Vecuma analīze pēc aptaujas kopējiem un skalu rādītājiem liecina, ka katrai vecumgrupai nepieciešamas savas, vecuma specifiskas normas.
Ticamība
Skalas iekšējā saskaņotības analīze, koeficients G6 (Guttman’s Lamda 6)
source(paste(path,'internal_reliability.R',sep='' ),encoding = "UTF-8"); tab1<-internal_reliability(RM)
subset(tab1,)Skalas “bērna higiēna un somatiskās reakcijas” padziļināta izpēte
oriģinālās skalas saskaņotība un saskaņotība, ja pants izkļauts
source(paste(path,'skala_berna_higiena.R',sep='' ),encoding = "UTF-8"); tab2<-skala_berna_higiena(RM)
subset(tab2,,)alternatīvās skalas saskaņotība un saskaņotība, ja pants izkļauts
source(paste(path,'skala_berna_higiena_alt.R',sep='' ),encoding = "UTF-8"); tab3<-skala_berna_higiena_alt(RM)
subset(tab3,,)Secinājums Alternatīva skala uzrāda labākus rezultātus kopējā izlasē un labākus ticamības rādītājus jaunāko bērnu izlasēs, taču vecāko bērnu izlasēs rezultāti krītas. Šāds paterns alternatīvas skalas gadījumā varētu norādīt, ka mērāmais konstrukts ir vecumsensitīvs un iespējams nav tas, ko paredzēts mērīt. Tiek sagaidīts, ka skala ‘bērna higiēna un somatiskās reakcijas’ mēra nevis bērna spēju parūpēties par higiēnu, bet gan somatiskas reakcijas, kuras var izpausties arī kā čurāšana vai kakāšana biksēs. Ņemot vērā šo aspektu skalas mērītajam konstruktam var tikt sašaurināta nozīme, ja tiek izkļauti panti. Lai pārbaudītu šo hipotēzi, tika izvēlēts datu kopā pieejamais mainīgais, skala ‘bērna psihoemocionālā attīstība’, kuram vajadzētu uzrādīt korelāciju ar šo skalu.
oriģinālās skalas un alernatīvās skalas validitāte
source(paste(path,'skala_berna_higiena_valid.R',sep='' ),encoding = "UTF-8"); tab4<-skala_berna_higiena_valid(RM)
subset(tab4,)Secinājumi: Oriģinālā skala sniedz labākus ticamības un validitātes rādītājus. Oriģinālo skalu nepieciešams pārsaukt - Bērna somatiskās reakcijas.
Normas
Aprēķinām normas:
RM0<-readRDS(paste(path,'R0.RDS',sep='' ))
source(paste(path,'calculate_norm_borders.R',sep='' ),encoding = "UTF-8"); normas<-calculate_norm_borders(RM0)
tab_df(normas,encoding = 'Windows1257',verbose=F)| Filter | Scale | n | mean | sd | max | 75% | 85% | 90% | 95% | 98% |
|---|---|---|---|---|---|---|---|---|---|---|
| subset(RM,,a0) | bērna uzvedība | 2275 | 6.72 | 6.56 | 41 | 9.67 | 13.25 | 16 | 20 | 25.5 |
| subset(RM,,b0) | bērna psihoemocionālā attīstība | 2275 | 1.99 | 2.48 | 21 | 3 | 4 | 5 | 7 | 9.33 |
| subset(RM,,c0) | bērns mācību procesā | 2275 | 2.97 | 3.39 | 21 | 4.33 | 6 | 7.5 | 10 | 13 |
| subset(RM,,d0) | bērns saskarsmē un komunikācijā | 2275 | 2.44 | 3.94 | 31 | 3 | 5 | 7 | 10.38 | 16.5 |
| subset(RM,,e0) | bērna higiēna un somatiskās reakcijas | 2275 | 1.83 | 1.8 | 14.5 | 2.75 | 3.5 | 4.33 | 5.33 | 6.59 |
| subset(RM,target_age_round==3,a0) | bērna uzvedība | 304 | 7.83 | 6.73 | 31.5 | 12 | 15.78 | 18.85 | 21 | 23.94 |
| subset(RM,target_age_round==3,b0) | bērna psihoemocionālā attīstība | 304 | 2.52 | 2.6 | 14.5 | 3.5 | 4.78 | 5.62 | 8 | 10 |
| subset(RM,target_age_round==3,c0) | bērns mācību procesā | 304 | 3.6 | 3.74 | 19.5 | 5.5 | 7.5 | 8.85 | 11.5 | 13.31 |
| subset(RM,target_age_round==3,d0) | bērns saskarsmē un komunikācijā | 304 | 3.27 | 4.45 | 27 | 4.5 | 7 | 9 | 11.28 | 16.66 |
| subset(RM,target_age_round==3,e0) | bērna higiēna un somatiskās reakcijas | 304 | 2.46 | 2.2 | 14.5 | 3.5 | 4.43 | 5 | 6.5 | 7.96 |
| subset(RM,target_age_round==4,a0) | bērna uzvedība | 526 | 7.18 | 6.56 | 41 | 9.5 | 13 | 16.5 | 20.58 | 25.75 |
| subset(RM,target_age_round==4,b0) | bērna psihoemocionālā attīstība | 526 | 2.59 | 3.01 | 21 | 3.69 | 5 | 6 | 8 | 11.17 |
| subset(RM,target_age_round==4,c0) | bērns mācību procesā | 526 | 3.46 | 3.66 | 21 | 5 | 7 | 8.17 | 11 | 15 |
| subset(RM,target_age_round==4,d0) | bērns saskarsmē un komunikācijā | 526 | 3.16 | 4.64 | 29 | 4 | 7 | 9 | 12.38 | 18.75 |
| subset(RM,target_age_round==4,e0) | bērna higiēna un somatiskās reakcijas | 526 | 2.04 | 1.88 | 13 | 3 | 4 | 4.5 | 5.46 | 6.83 |
| subset(RM,target_age_round==5,a0) | bērna uzvedība | 610 | 6.81 | 6.32 | 35 | 10 | 13 | 15.28 | 19.5 | 24.5 |
| subset(RM,target_age_round==5,b0) | bērna psihoemocionālā attīstība | 610 | 1.82 | 2.22 | 15 | 2.5 | 3.61 | 4.67 | 6 | 8 |
| subset(RM,target_age_round==5,c0) | bērns mācību procesā | 610 | 2.84 | 3.16 | 19.5 | 4 | 5.72 | 7 | 9.33 | 12.41 |
| subset(RM,target_age_round==5,d0) | bērns saskarsmē un komunikācijā | 610 | 2.39 | 3.93 | 31 | 3 | 4.66 | 6 | 9.85 | 17.05 |
| subset(RM,target_age_round==5,e0) | bērna higiēna un somatiskās reakcijas | 610 | 1.69 | 1.7 | 9 | 2.5 | 3 | 4 | 5 | 6.5 |
| subset(RM,target_age_round==6,a0) | bērna uzvedība | 549 | 6.11 | 6.52 | 33 | 8.5 | 12 | 15 | 20 | 26.04 |
| subset(RM,target_age_round==6,b0) | bērna psihoemocionālā attīstība | 549 | 1.63 | 2.27 | 19 | 2 | 3.5 | 4.33 | 6 | 8.52 |
| subset(RM,target_age_round==6,c0) | bērns mācību procesā | 549 | 2.75 | 3.3 | 17 | 4 | 6 | 7.5 | 9.6 | 13 |
| subset(RM,target_age_round==6,d0) | bērns saskarsmē un komunikācijā | 549 | 1.83 | 3.3 | 28 | 2 | 3.93 | 5 | 8.43 | 12.02 |
| subset(RM,target_age_round==6,e0) | bērna higiēna un somatiskās reakcijas | 549 | 1.56 | 1.53 | 10 | 2.25 | 3 | 3.5 | 4.5 | 5.5 |
| subset(RM,target_age_round==7,a0) | bērna uzvedība | 286 | 5.71 | 6.71 | 37 | 8 | 13 | 14.5 | 17.88 | 27.1 |
| subset(RM,target_age_round==7,b0) | bērna psihoemocionālā attīstība | 286 | 1.35 | 1.82 | 9 | 2 | 3 | 4 | 5.5 | 7.08 |
| subset(RM,target_age_round==7,c0) | bērns mācību procesā | 286 | 2.1 | 2.84 | 15 | 3 | 5 | 6.42 | 8.38 | 10.08 |
| subset(RM,target_age_round==7,d0) | bērns saskarsmē un komunikācijā | 286 | 1.5 | 2.42 | 16.5 | 2 | 4 | 4.5 | 6.33 | 8.3 |
| subset(RM,target_age_round==7,e0) | bērna higiēna un somatiskās reakcijas | 286 | 1.56 | 1.72 | 7.75 | 2.5 | 3.31 | 4 | 5.25 | 6 |
Normu vērtības 90% un 98% gadījumā:
tab_df(subset(normas,,c('Filter','Scale','90%','98%')),encoding = 'Windows1257',verbose=F)| Filter | Scale | 90% | 98% |
|---|---|---|---|
| subset(RM,,a0) | bērna uzvedība | 16 | 25.5 |
| subset(RM,,b0) | bērna psihoemocionālā attīstība | 5 | 9.33 |
| subset(RM,,c0) | bērns mācību procesā | 7.5 | 13 |
| subset(RM,,d0) | bērns saskarsmē un komunikācijā | 7 | 16.5 |
| subset(RM,,e0) | bērna higiēna un somatiskās reakcijas | 4.33 | 6.59 |
| subset(RM,target_age_round==3,a0) | bērna uzvedība | 18.85 | 23.94 |
| subset(RM,target_age_round==3,b0) | bērna psihoemocionālā attīstība | 5.62 | 10 |
| subset(RM,target_age_round==3,c0) | bērns mācību procesā | 8.85 | 13.31 |
| subset(RM,target_age_round==3,d0) | bērns saskarsmē un komunikācijā | 9 | 16.66 |
| subset(RM,target_age_round==3,e0) | bērna higiēna un somatiskās reakcijas | 5 | 7.96 |
| subset(RM,target_age_round==4,a0) | bērna uzvedība | 16.5 | 25.75 |
| subset(RM,target_age_round==4,b0) | bērna psihoemocionālā attīstība | 6 | 11.17 |
| subset(RM,target_age_round==4,c0) | bērns mācību procesā | 8.17 | 15 |
| subset(RM,target_age_round==4,d0) | bērns saskarsmē un komunikācijā | 9 | 18.75 |
| subset(RM,target_age_round==4,e0) | bērna higiēna un somatiskās reakcijas | 4.5 | 6.83 |
| subset(RM,target_age_round==5,a0) | bērna uzvedība | 15.28 | 24.5 |
| subset(RM,target_age_round==5,b0) | bērna psihoemocionālā attīstība | 4.67 | 8 |
| subset(RM,target_age_round==5,c0) | bērns mācību procesā | 7 | 12.41 |
| subset(RM,target_age_round==5,d0) | bērns saskarsmē un komunikācijā | 6 | 17.05 |
| subset(RM,target_age_round==5,e0) | bērna higiēna un somatiskās reakcijas | 4 | 6.5 |
| subset(RM,target_age_round==6,a0) | bērna uzvedība | 15 | 26.04 |
| subset(RM,target_age_round==6,b0) | bērna psihoemocionālā attīstība | 4.33 | 8.52 |
| subset(RM,target_age_round==6,c0) | bērns mācību procesā | 7.5 | 13 |
| subset(RM,target_age_round==6,d0) | bērns saskarsmē un komunikācijā | 5 | 12.02 |
| subset(RM,target_age_round==6,e0) | bērna higiēna un somatiskās reakcijas | 3.5 | 5.5 |
| subset(RM,target_age_round==7,a0) | bērna uzvedība | 14.5 | 27.1 |
| subset(RM,target_age_round==7,b0) | bērna psihoemocionālā attīstība | 4 | 7.08 |
| subset(RM,target_age_round==7,c0) | bērns mācību procesā | 6.42 | 10.08 |
| subset(RM,target_age_round==7,d0) | bērns saskarsmē un komunikācijā | 4.5 | 8.3 |
| subset(RM,target_age_round==7,e0) | bērna higiēna un somatiskās reakcijas | 4 | 6 |
Normu raksturojums
vecuma korelācija ar rezultātu
source(paste(path,'vecum_normu_valid.R',sep='' ),encoding = "UTF-8"); tab5<-vecum_normu_valid(RM0)
tab_df(tab5,encoding = 'Windows1257',verbose=F)| Scale | correlation_before_age_norms | correlation_after_age_norms |
|---|---|---|
| bērna uzvedība | -0.059 | 0 |
| bērna psihoemocionālā attīstība | -0.121 | -0.008 |
| bērns mācību procesā | -0.086 | 0.001 |
| bērns saskarsmē un komunikācijā | -0.117 | 0.003 |
| bērna higiēna un somatiskās reakcijas | -0.078 | 0.016 |
subskalu ietekme uz rezultātu
source(paste(path,'subskalu_ietekme.R',sep='' ),encoding = "UTF-8");
tab6<-subskalu_ietekme(RM0)
tab_df(tab6,encoding = 'Windows1257',verbose=F)| Scale | Category | Value% |
|---|---|---|
| bērna uzvedība | ==3 | 0.26% |
| bērna psihoemocionālā attīstība | ==3 | 0.27% |
| bērns mācību procesā | ==3 | 0.27% |
| bērns saskarsmē un komunikācijā | ==3 | 0.26% |
| bērna higiēna un somatiskās reakcijas | ==3 | 0.31% |
| bērna uzvedība | ==2 | 0.36% |
| bērna psihoemocionālā attīstība | ==2 | 0.37% |
| bērns mācību procesā | ==2 | 0.36% |
| bērns saskarsmē un komunikācijā | ==2 | 0.39% |
| bērna higiēna un somatiskās reakcijas | ==2 | 0.41% |
rezultāta sadalījums
source(paste(path,'rezultatu_sadalijums.R',sep='' ),encoding = "UTF-8"); tab7<-rezultatu_sadalijums(RM0)
tab_df(tab7,encoding = 'Windows1257',verbose=F)| Scale | Category_1 | Category_2 | Category_3 |
|---|---|---|---|
| Kopējā | 69.14% | 22.59% | 8.26% |
| bērna uzvedība | 89.67% | 8.18% | 2.15% |
| bērna psihoemocionālā attīstība | 89.45% | 8.35% | 2.2% |
| bērns mācību procesā | 89.58% | 8.18% | 2.24% |
| bērns saskarsmē un komunikācijā | 89.05% | 8.84% | 2.11% |
| somatiskās reakcijas | 88.13% | 9.32% | 2.55% |
skalu tehniskā informācija
source(paste(path,'skalu_info.R',sep='' ),encoding = "UTF-8"); skalu_info<-skalu_info()
tab_df(skalu_info,encoding = 'Windows1257',verbose=F)| Name | Scale | scale_ID | scale_value_I_ID | scale_value_II_ID | scale_value_III_ID |
|---|---|---|---|---|---|
| a | bērna uzvedība | 8 | 4660 | 4691 | 4692 |
| b | bērna psihoemocionālā attīstība | 17 | 26 | 29 | 33 |
| c | bērns mācību procesā | 10 | 22 | 24 | 30 |
| d | bērns saskarsmē un komunikācijā | 9 | 18 | 19 | 20 |
| e | bērna higiēna un somatiskās reakcijas | 16 | 25 | 28 | 32 |
| a2 | bērna uzvedība | 1554 | 4642 | 4643 | 4644 |
| b2 | bērna psihoemocionālā attīstība | 1559 | 4652 | 4655 | 4659 |
| c2 | bērns mācību procesā | 1556 | 4648 | 4650 | 4656 |
| d2 | bērns saskarsmē un komunikācijā | 1555 | 4645 | 4646 | 4647 |
| e2 | bērna higiēna un somatiskās reakcijas | 1558 | 4651 | 4654 | 4658 |
skalu informācija priekš datu bāzes
source(paste(path,'insert_values_into_sql.R',sep='' ),encoding = "UTF-8"); tab8<-insert_values_into_sql(normas,skalu_info,active_from = '2019-09-01 14:54:16',active_to = 'NULL')
tab_df(tab8,encoding = 'Windows1257',verbose=F)| Values |
|---|
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4660,30,18.85,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4691,30,23.94,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4692,30,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (26,30,5.62,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (29,30,10,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (33,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (22,30,8.85,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (24,30,13.31,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (30,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (18,30,9,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (19,30,16.66,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (20,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (25,30,5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (28,30,7.96,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (32,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4642,30,18.85,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4643,30,23.94,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4644,30,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4652,30,5.62,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4655,30,10,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4659,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4648,30,8.85,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4650,30,13.31,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4656,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4645,30,9,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4646,30,16.66,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4647,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4651,30,5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4654,30,7.96,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4658,30,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4660,42,16.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4691,42,25.75,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4692,42,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (26,42,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (29,42,11.17,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (33,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (22,42,8.17,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (24,42,15,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (30,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (18,42,9,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (19,42,18.75,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (20,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (25,42,4.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (28,42,6.83,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (32,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4642,42,16.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4643,42,25.75,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4644,42,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4652,42,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4655,42,11.17,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4659,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4648,42,8.17,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4650,42,15,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4656,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4645,42,9,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4646,42,18.75,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4647,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4651,42,4.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4654,42,6.83,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4658,42,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4660,54,15.28,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4691,54,24.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4692,54,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (26,54,4.67,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (29,54,8,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (33,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (22,54,7,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (24,54,12.41,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (30,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (18,54,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (19,54,17.05,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (20,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (25,54,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (28,54,6.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (32,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4642,54,15.28,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4643,54,24.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4644,54,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4652,54,4.67,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4655,54,8,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4659,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4648,54,7,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4650,54,12.41,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4656,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4645,54,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4646,54,17.05,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4647,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4651,54,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4654,54,6.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4658,54,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4660,66,15,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4691,66,26.04,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4692,66,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (26,66,4.33,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (29,66,8.52,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (33,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (22,66,7.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (24,66,13,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (30,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (18,66,5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (19,66,12.02,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (20,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (25,66,3.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (28,66,5.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (32,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4642,66,15,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4643,66,26.04,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4644,66,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4652,66,4.33,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4655,66,8.52,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4659,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4648,66,7.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4650,66,13,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4656,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4645,66,5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4646,66,12.02,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4647,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4651,66,3.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4654,66,5.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4658,66,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4660,78,14.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4691,78,27.1,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4692,78,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (26,78,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (29,78,7.08,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (33,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (22,78,6.42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (24,78,10.08,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (30,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (18,78,4.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (19,78,8.3,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (20,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (25,78,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (28,78,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (32,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4642,78,14.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4643,78,27.1,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4644,78,42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4652,78,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4655,78,7.08,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4659,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4648,78,6.42,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4650,78,10.08,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4656,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4645,78,4.5,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4646,78,8.3,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4647,78,21,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4651,78,4,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4654,78,6,“2019-09-01 14:54:16”,NULL); |
| INSERT INTO surveys_scales_values_by_age (value_id, months, value, active_from, active_to) VALUES (4658,78,21,“2019-09-01 14:54:16”,NULL); |