library(tidyverse)
## Loading tidyverse: ggplot2
## Loading tidyverse: tibble
## Loading tidyverse: tidyr
## Loading tidyverse: readr
## Loading tidyverse: purrr
## Loading tidyverse: dplyr
## Conflicts with tidy packages ----------------------------------------------
## filter(): dplyr, stats
## lag(): dplyr, stats
ounad=read_csv("http://www.tlu.ee/~jaagup/andmed/muu/ounad/antoonovka2.txt")
## Parsed with column specification:
## cols(
## august = col_double(),
## september = col_double()
## )
ounad %>% ggplot(aes(august, september)) + geom_point()
![](data:image/png;base64,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)
ounad %>% ggplot(aes(august, september)) + geom_point() +
xlim(c(0, 10)) + ylim(c(0, 10)) + geom_smooth(method='lm')
![](data:image/png;base64,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)
lm(september~august, data=ounad)
##
## Call:
## lm(formula = september ~ august, data = ounad)
##
## Coefficients:
## (Intercept) august
## 1.85 1.01
summary(lm(september~august, data=ounad))
##
## Call:
## lm(formula = september ~ august, data = ounad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.90315 -0.39738 -0.09633 0.30839 1.20315
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.84966 0.25183 7.345 6.16e-11 ***
## august 1.01049 0.05145 19.639 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4923 on 98 degrees of freedom
## Multiple R-squared: 0.7974, Adjusted R-squared: 0.7953
## F-statistic: 385.7 on 1 and 98 DF, p-value: < 2.2e-16
predict(lm(september~august, data=ounad), tibble(august=c(2,3,4)))
## 1 2 3
## 3.870636 4.881123 5.891610
#Koostage tibble uute õunadiameetritega augustis
#Arvutage kõrvale ennustatavad diameetrid septembris
#Kuvage need õunad xy-joonisel
uuritavad=tibble(august=rnorm(10, 4, 2))
uuritavad
## # A tibble: 10 x 1
## august
## <dbl>
## 1 2.065848
## 2 3.960080
## 3 -0.280374
## 4 4.170930
## 5 2.622794
## 6 4.488023
## 7 5.601334
## 8 4.232374
## 9 3.817080
## 10 1.775218
mudel=lm(september~august, data=ounad)
uuritavad$september=predict(mudel, uuritavad)
uuritavad
## # A tibble: 10 x 2
## august september
## <dbl> <dbl>
## 1 2.065848 3.937174
## 2 3.960080 5.851272
## 3 -0.280374 1.566347
## 4 4.170930 6.064333
## 5 2.622794 4.499961
## 6 4.488023 6.384751
## 7 5.601334 7.509738
## 8 4.232374 6.126422
## 9 3.817080 5.706772
## 10 1.775218 3.643496
uuritavad %>% ggplot(aes(august, september))+ ggtitle("Ennustus") +
xlab("augusti diameeter")+ geom_point() +
theme(plot.title=element_text(hjust=0.5))
![](data:image/png;base64,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)
ounad=read_csv("http://www.tlu.ee/~jaagup/andmed/muu/ounad/antoonovka3.txt")
## Parsed with column specification:
## cols(
## august = col_double(),
## september = col_double(),
## oktoober = col_double()
## )
#Koostage joonis, kus ühel teljel on õunte diameetri kasvu suurus augustist septembrini ning
#teisel teljel septembrist oktoobrini
ounad %>% ggplot(aes(september-august, oktoober-september)) + geom_point()
![](data:image/png;base64,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)
ounad %>% ggplot(aes(september-august, oktoober-september)) + geom_point() +
geom_smooth()
## `geom_smooth()` using method = 'loess'
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABYlBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYzMzMzZv86AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNs9PT1NTU1NTW5NTY5Nbo5NbqtNjshmAABmADpmOgBmOjpmOmZmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtttmtv9uTU1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQZpCQkDqQkLaQtraQttuQ29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu2tv+229u22/+2///Ijk3Ijm7IyKvI5P/I///KysrW1tbbkDrbkGbbtmbbtpDbtrbb27bb29vb2//b///kq27kyI7kyKvk///r6+v/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///8971k7AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29f4Pc1nmlCVrSyNNWImtjliyZUVZyxmNzIlnObszYu1lPtIqpsRPPxqYjk4w8jsVYJCWToZr9/bd+4L1dVV24Bbx4cXFQeJ4/RHWzq/Dcg3sPUQ0UqroAAAAX1dgCAABThQIFAHBCgQIAOKFAAQCcUKAAAE4oUAAAJxQoAIATChQAwAkFCgDghAIFAHBCgQIAOKFAAQCcUKAAAE4KFehDH+4HRiLhoCBBEgkBCYIwyiZBgXZFwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRDGdAv0D3+9WLz+7sdb3/ny/cWab/6GAo1EIgiSSAhIEIQx2QL99aYsX//p5bee3KRAh0AiCJJICEgQhDHVAn28eP1vLi6efrDdlo8X3zr4s27Z0LH7kHBQkCCJhIBEuSCqJY0WpSQyTLRAn3+w+OHqz+Wr9h+mb95ZfJ8CHQCJIEgiISBRLIiqyjSoQBBTLdAv36+PPLdK8/kH26/nKdAwJIIgiYSARKkgqirXoAJBTLVAE1sF+uX7b/7LDxaLv/p4/2fcsqFj9yHhoCBBEgkBiUJBVFW2QQWCmHqBfvn+5VGnnUO6fFH/1Q29twIAI3BZoGObaNI/lgdb540eLxbvfXbxHx9enpmnQAEmDAWap3csj7cvY7IyvXIuyX24HHr07UPCQUGCJBICEryENyb9Ev7xzdd/eOC7izc/o0ADkQiCJBICEpxEMqZcoA8WB0+7P7m5dyW9WzZ07D4kHBQkSCIhIMFlTMaEC/TXh/tzWaAcgYYiEQRJJAQkuJDemGyBPr+zeGPnQNOurb/6hiS3bOjYfUg4KEiQREJAgiCMyRbonf3fdC6/862dIqVAg5AIgiQSAhIEYUy1QB9c6c/VdaDvfXbx9AdX/sYtGzp2HxIOChIkkRCQIAhjogVqd65b8q1Vda5/G/qgvhnT/luR3LKhY/ch4aAgQRIJAQmCMCZaoI8XBwr04unqFqHv7R+ZUqA9kQiCJBICEgRhTLRAO+GWDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcHBI5D7O22kR+3QuJKaEQhIEYVCgGdnQsfuQcOguUVXhDTrRJAZAQIIgDAo0Ixs6dh8SDp0lqiq+QaeZxBAISBCEQYFmZEPH7kPCoatEVQ3QoJNMYhAEJAjCoEAzsqFj9yHhQIHWSEwJhSQIwqBAM7KhY/ch4UCB1khMCYUkCMKgQDOyoWP3IeFAgdZITAmFJAjCoEAzsqFj9yHhwEmkGokpoZAEQRgUaEY2dOw+JBy4jKlGYkooJEEQBgWakQ0duw8JBy6kr5GYEgpJEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQxhwKFADg9OAI9CgSDgoSJJEQkCAIYw5HoG7Z0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWake3+mGqJc3MNEqHP5oPVYpCEKQg4SARBgeZkOz+kqqIbdH5zpAkFCZIwBQEHiSAo0Jxs10dUVXiDzm+ONKEgQRKmIOAgEQQFmpPt+ICqim/Q+c2RJhQkSMIUBBwkgqBAc7IdH0CBDomCBEmYgoCDRBAUaE624wMo0CFRkCAJUxBwkAiCAs3JdnwABTokChIkYQoCDhJBUKA52a6P4CTSgChIkIQpCDhIBEGB5mQ7P4TLmIZDQYIkTEHAQSIICjQn2/0xXEg/GAoSJGEKAg4SQVCgOdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFMt0D/8NeLxevvfrz9recf3lwsdr9FgfZHIgiSSAhIEIQx2QL99WLN6z+9/NaX76+/9c3fUKChSARBEgkBCYIwplqgjxev/83FxdMPtuvyzuLNj1ffevMzCjQSiSBIIiEgQRDGRAv0+QeLH67+XB50/tC+9+Tmuky/fH/7qJQC7Y9EECSREJAgCGOiBfrl+/WR553F9+17Dxbfqv/8/u4Pu2VDx+5DwkFBgiQSAhIEYUy0QBNbBXqnPhh9XBcpBRqERBAkkRCQIAhj4gW69Xr9+Qf1/z65ab8E/eqG3lsBAJCjf4E+uDzapEABYE70LtDHW5cxbRXo3oVM7sPl0KNvHxIOChIkkRCQIAhj0i/hH998PZ2DP3QESoGGIBEESSQEJAjCmHKBPti5jJ4CHQqJIEgiISBBEMaEC/TXi90LPjkLPxASQZBEQkCCIIzJFujzO4s3dn/Vadd/ch1oMBJBkERCQIIgjMkW6J0r79jknUgDIREESSQEJAjCmGqBPrjSn6u3d77Be+EHQCIIkkgISBCEMdECrW+8tOJbq2PP9UHnU+7GNAgSQZBEQkCCIIyJFujjxYECvXj64fLrd/ePTCnQnkgEQRIJAQmCMCZaoJ1wy4aO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9xDpUSxwODgnflrIW5TbV7KAwJRR6gyAMCjQjGzp2H6EOVeUqG0cQzi1lLcptqtlBYUoo9AZBGBRoRjZ07D4iHarKVzbdg/BuKWtRblPNDgpTQqE3CMKgQDOyoWP3EehQVc6y6RyEe0tZi3KbanZQmBIKvUEQBgWakQ0duw8KNFmU21Szg8KUUOgNgjAo0Ixs6Nh9UKDJotymmh0UpoRCbxCEQYFmZEPH7oMCTRblNtXsoDAlFHqDIAwKNCMbOnYfnERKFuU21eygMCUUeoMgDAo0Ixs6dh9cxpQsym2q2UFhSij0BkEYFGhGNnTsPriQPlmU21Szg8KUUOgNgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAm2XvhY7dx/zmSBMKEiRhCgIOEkFQoBnZe3dDB++TGFvgIavlEpIwBQEHiSAo0IzsvbvjN+j85kgTChIkYQoCDhJBUKAZ2WWBjt6g85sjTShIkIQpCDhIBEGBZmRXBTp2g85vjjShIEESpiDgIBEEBZqRpUA3sFoMkjAFAQeJICjQjOy6QEdu0PnNkSYUJEjCFAQcJIKgQDOymwIdt0HnN0eaUJAgCVMQcJAIggLNyNYFOmqDzm+ONKEgQRKmIOAgEQQFmpG1Ah2zQec3R5pQkCAJUxBwkAiCAs3IpgIdsUHnN0eaUJAgCVMQcJAIggLNyFKgG1gtBkmYgoCDRBAUaEb2skDHa9D5zZEmFCRIwhQEHCSCoEAzslsFOlqDzm+ONKEgQRKmIOAgEQQFmpHdLtCxGnR+c6QJBQmSMAUBB4kgKNCM7E6BjtSg85sjTShIkIQpCDhIBEGBZmQp0A2sFoMkTEHAQSKIWRSol3u7jK0DALDFpI5AxzkGnd8/sk0oSJCEKQg4SAQxiyNQr+x+gY7RoPObI00oSJCEKQg4SARBgWZkrxToCA06vznShIIESZiCgINEEBRoRvZqgZZv0PnNkSYUJEjCFAQcJIKgQDOyBwq0eIPOb440oSBBEqYg4CARBAWakT1UoKUbdH5zpAkFCZIwBQEHiSAo0IwsBbqB1WKQhCkIOEgEIVmgt7/+S90CLdyg85sjTShIkIQpCDhIBKFYoM9uVN8TLtCyDTq/OdKEggRJmIKAg0QQmgX6lV8pF2jRBp3fHGlCQYIkTEHAQSIIxQI9v3Xt76ULtGSDNspXSzo/m+tB5eZIVi82CRciWxLoDQrUECzQi/vVS6G/BPXKNhZowQZtkq8qx2p2PajcHMnrhSbhQmVLAr1BgRqKBfrHn1XVC6++U/PtT/UKtFyDNshXlWM1ux70sNgcOaIXmYQLmS0J9AYFaggW6LMb1Tb9fyHqlc0UaLEGPSx/mU6Hp3I9aO1QZI4c0wtMwoXOlgR6gwI1KNBmWQq0dqBApbYk0BsUqCFYoOF4ZXMFWqpBKdBk4XpUHDpbEugNCtSgQJtlswVaqEEp0GThelQcOlsS6A0K1NAt0PPfaxdomQblJFKycD0qEJktCfQGBWqIFuhv/2L1y89nf/6d3qfghyvQIg3KZUzJwvWoSFS2JNAbFKghWaDnH63mz7JAb1QvBrwpySt7rEBLNCgX0icL16NCEdmSQG9QoIZkgd6uqhf/8uwrvzr/26p6qf8xqFf2aIEWaND5zZEmFCRIwhQEHCSCkCzQR1X13fod8Z+cBdxYxCt7vECHb9D5zZEmFCRIwhQEHCSCkCzQ29U30i1F7lcvU6Ajw2oxSMIUBBwkglAs0M3NROoC/fxM80L6Ug06vznShIIESZiCgINEEIoFuqnOukAj7m3nlW1ToEM36PzmSBMKEiRhCgIOEkFQoBnZVgU6cIPOb440oSBBEqYg4CARhGKBnt9anTiqm/NRwGl4r2y7Ah22Qec3R5pQkCAJUxBwkAhCsUA3J442BbosU+mTSIM36PzmSBMKEiRhCgIOEkFIFujnZ9Vrn64L9Iu3qoC703tl2xbokA06vznShIIESZiCgINEEJIFujwErapXzq69+rXln9/o3Z/DF+iADTq/OdKEggRJmIKAg0QQmgV68a9ndj+FgP6kQHvCajFIwhQEHCSCEC3Qiz/+/JVle74Q8wHxXtn2BTpcg85vjjShIEESpiDgIBGEaoGG4pXtUKCDNej85kgTChIkYQoCDhJBCBfo+b9NqUCHatD5zZEmFCRIwhQEHCSCUC3Q1f1Al0zmJfxgDTq/OdKEggRJmIKAg0QQmgV6fit9qMFrAXdU9sp2K9BhGnR+c6QJBQmSMAUBB4kgJAt01Z/XXv27X/zj28sG7X8dfakCHaRB5zdHmlCQIAlTEHCQCEKyQB+lq5fOf1Zp3w908Aad3xxpQkGCJExBwEEiCMUCXR6AXl79eXsCb+UcskHnN0eaUJAgCVMQcJAIQrFAn93Yevum+v1Ah27Q+c2RJhQkSMIUBBwkgtAs0K3O1L+d3bANOr850oSCBEmYgoCDRBCKBbq5I33N52fyt7MbtEHnN0eaUJAgCVMQcJAIQrFAdz4H6X7Au+G9sq4CdTSo6zPAy33ELqvFKJh5DoEkmBI1hadEuwJ9dqP6s0+tP/u/gi9coJ0bdHPBa5OE50HBsFo2lMw8x/hJMCVqSk+JIwV6/uN31ry9uQ70n945q6pXvz2tl/CdG9TeMtAg4XlQMKyWNUUzzzF6EkyJmuJT4kiBLg89rzKtk0idK/RyoIclPA8KhtWyomzmOcZO4iFTYkP5KTGXAu3QoBRoS8aWoEC3FQQcxg9CrkAHwivbo0DbNygF2pKxJSjQbQUBh/GDoEDzsn0KtHWDUqAtGVuCAt1WEHAYPwgKNC/bq0A7N2iDhOdBwbBa1qj05/hJMCVqik+J1gX6v36R+J+TOwvvatAmCc+DgmG1bBDpT4EkmBI1padEywK9/Ey5aqInkTo3aKOE50HBsFpqNPpTIQmmRE3hKdGuQB9V1UkUaMTbOgXmCKslQRKmIOAgEYTiWznPb1XXfvJvid/37c/xCjSgQec3R5pQkCAJUxBwkAhCsUCf3Qi4ibJGgfZv0PnNkSYUJEjCFAQcJILQLNCA97+LFGjvBp3fHGlCQYIkTEHAQSIIxQI9v3VCBdq3Qec3R5pQkCAJUxBwkAhCsUAv7p/OS/jeDTq/OdKEggRJmIKAg0QQkgW685keky/QfhU6vznShIIESZiCgINEEJIFevHFjerFd4zp3c4uskHnN0eaUJAgCVMQcJAIQrNAPzqR60ADGnR+c6QJBQmSMAUBB4kgJAv0/qlcSB/QoPObI00oSJCEKQg4SAShWKDrC+l7v27XKlB3g85vjjShIEESpiDgIBGEYoFGn0OSKFBvg85vjjShIEESpiDgIBGEZoGe0nWgPSt0fnOkCQUJkjAFAQeJIBQL9LQupO/ZoPObI00oSJCEKQg4SAShWKAhnwWvWKCeBp3fHGlCQYIkTEHAQSIIyQI9v3XtuydZoI4Gnd8caUJBgiRMQcBBIgjFAj3/8fpz4U/oQvoeDTq/OdKEggRJmIKAg0QQigW69+HGJ3EdqLtB5zdHmlCQIAlTEHCQCIICzcgOUaBdK3R+c6QJBQmSMAUBB4kgFAs0HK/sMAXarUHnN0eaUJAgCVMQcJAIggLNyA5UoJ0qdH5zpAkFCZIwBQEHiSCEC/T8+Ichffn+t3a/XKz55m/EC7RDg85vjjShIEESpiDgIBGEaoH+9i9Wv/x89uffyZ6Cv7PYKdAnN6dSoO0bdH5zpAkFCZIwBQEHiSB8SfhvjdGuQM8/2pw9enajerH5FNLzO4vdAn28+6Vygbau0MnOkXAaJQp+NLd4EgUVBBwkgnAl0ePeQu0K9HZVvfiXZ1/51fnfVtVLTcegf/jBYq9A7yy+P50CbZnhVOdIPE0Sm2s1CjlIJ1FSQcBBIghPEu0Pnw5srU2BPqqq79a3FPnkrOnzkR4sFu/9+06BPv/g9Z9OqEDbpTjROTIADRJ2tVsZB+UkiioIOEgE0T2JDkdPh7bWpkBvr94LX9+T6X71ckOBvvEPe6/Zv3z/zX9ZHpX+1cdTKdA2MU5yjgzCYYnL64WLOAgnUVZBwI7nY3QAACAASURBVEEiiM5JtD92Ory1FgV6fmt1P9C6QD8/y1xIv1ugdg5p8UP7zlc3ND7+CPcGx2sGxmWBjm0CcJzYhZ+7H2hdoNmbg+4W6OPli/rPLv7jw0V6JS9foFRoXyhQmBDByz62QB/UX105l+Q9XB78JXyLg/kpvkoZBl7CGwISBGF0SaLTL+8attaiQM9vrU4c1c35qPk0fNN1S48Xb342nQI9EubU5shwcBLJEJAgCKNDEu0PmzJba1GgmxNHmwJdlmnDSaTmAn1yc+9Keq9soQLNpjmxOTIgXMZkCEgQhNE+idYHTdmttSnQz8+q1z5dF+gXb1W5D5hrKtBpHYFm85zWHBkSLqQ3BCQIwmibRPtjpvzW2hTo+oPhXzm79urXln/mPt1jp0Cff1Cffr9Sq17ZcgXaHOiU5siwKEiQhCkIOEgE0TaJtuv96NZaFejFv57Zr7ayn460W5X1O+NTkU6pQBsjndAcGRgFCZIwBQEHiSBaJtFytbfYWrsCvfjjz19ZtucLX/9lrj+vXgf63mcXT3+wfw5pGgXakOl05sjQKEiQhCkIOEgE0S6Jlou9zdZaFmg7rECf3Fxf+vmgvhnT/luRvLJlC/RwqpOZI4OjIEESpiDgIBFEmyRaLvV2W2tRoOc/3vocuc/f/tPjlzHVBXrx9K8Xi9ff+2z/x7yypQv0UKwTmSMFUJAgCVMQcJAIokUSLVd6y621KNCda+ezF9K3xCtbvEAPBDuNOVICBQmSMAUBB4kgjifRbp233lrXAs2+F/70CvRKtJOYI0VQkCAJUxBwkAjiaBKtVnmHreULdO8DOddk3ol0igW6F+4U5kgZFCRIwhQEHCSCOJJEqzXeaWv5Al3dCnSfhvuBnm6B7qSrP0dKoSBBEqYg4CARRD6JVku829aOFOj5/3jnnbfPrr36jvFf/rl3f06uQLfzlZ8jxVCQIAlTEHCQCCKbRJsF3nVrRwp0RcR5o4kX6GXC6nOkHAoSJGEKAg4SQWSSaLO8u2+tRYHuXMY01wK1jLXnSEkUJEjCFAQcJIJoTqLF4vZsrUWBGv827wLdhCw9R4qiIEESpiDgIBFEUxJt1rZray0LdPW58FV17chbOU+7QNcxC8+RwihIkIQpCDhIBNGQRIuV7dxaqwI9v5XOwb8W8GreKzt6gS6D1p0jpVGQIAlTEHCQCOJgEi3WtXtrbQp01Z/XXv1/fvGPb59Vufspz6BA797zRh0Iq8UgCVMQcJAI4lASLZa1f2ttCvR+Vf3Z5sDz/GdzvA50m3v+sMNgtRgkYQoCDhJBXE2i1bL2b61FgS4PQC/vAno74BDUKytSoKNXKKvFIAlTEHCQCOJKEu2WtX9rLQr02Y2tj/GY3Xvh96gdvIGHwGoxSMIUBBwkgthLou2y9m+tVYHO925MV0gO3sgDYLUYJGEKAg4SQewk0X5Z+7fWokDPb+0cgc7uZiI7bDt4U+8Lq8UgCVMQcJAIYjuJDsvav7UWBbr5WOMD/z/3Ah2rQlktBkmYgoCDRBBbSXRZ1v6ttSnQ81vp8s/7VcD74r2yegW6lbzrw3x9nwDsSTD+s4YbJcp9rHHBD1DOIdAb5Qo0l7nAlEhJdFvW/q21KNDzH6+u/3z1O7/4p9Wff7K5K1Oft8d7ZRUL9G4d/uZtBh1H5HqQa7U4t5S1KLep0beUZ04Fms18/CmRkui4rP1ba1Ggh+6q3OtA1CsrWqCr+C2WTgNyPeihZ7V4t5S1KLepsbd0hBkVaD7z0afEwzqJzsvavzUKtBuHHa5XjklSeR60DqJrgu4tZS3KbWrkLR1jPgV6JPOxp8Ta4cLRnyofazzfAl1CgQ62qZG3dAwK1Cw8DwpmmYRjWfu3RoF2o7lANxXaYTwUaC8o0G0FCtQcXC3h3lqHAj3/PQWaL9BVhXYYDwXaCwp0W4ECrbmnWaCr+4F+5VfP/vw7Efem98rqFmhq0E67wjuvOIlUeEtHmE+Byp9EWi5QxQI9/2g1/mWB3qheDPh4JK+scIHetf6822VnOOcVlzGV3lKeGRWo+GVMd0UL9HZVvfiXZ1/51fnfRnws/EkW6N3Un3c77A7fvOJC+uJbyjKnAlW+kH6zQAUL9FFVfbe+i8gnZ9wPtBXePdIqCIEVK1EbJJEUBBxGDsIWqGCB3l7dD7S+DRPvhW+Nd6ccD4LVUkMSpiDgMGoQlwtUr0A3d2OqC5T7gXbBu1+OBDH31ZIgCVMQcBgziK0Fqlegm+qsC5T7gXbEu2tyQcx8tVxCEqYg4DBeEDsLlAJtlJ1kgQ5QofNeLduQhCkIOIwVxN4C1SvQ81urE0d1cz4KOA3vlZ1ogd6N7tA5r5ZdSMIUBBzGCeLKAtUr0M2Jo02BLsuUk0guvLvo4F4LfDI3ChIkYQoCDqMEcXWBChbo52fVa5+uC/SLt6qtj/egQLvh3UtX91rUM/VBQYIkTEHAYYQgDi1QwQJdfTB89crZtVe/tvzzGw0/Q4G2wbuj9vZayNP0REGCJExBwKF4EIcXqGKBXvzrmb2fNaA/51ygIRU6y9VyEJIwBQGHwkE0LVDJAr34489fWbbnC1//ZUB/zrtA7/bv0BmulgZIwhQEHIoG0bxANQs0FK/sqRTo3Z4dOrvV0ghJmIKAQ8EgcguUAm2UPaECvdunQ2e2WjKQhCkIOBQLIr9AhQv0/H/94n9SoIG495rzgaEoSJCEKQg4FAri2AKVLNAv/q9PLy6evVVV1Yv9r2KiQC9x7jVngqEoSJCEKQg4lAni6AJVLND76w/hvF1tbqtMgYbi2WvOBENRkCAJUxBwKBFEiwUqWKCP1rX5+Vn10qdf3Ai4kMkre5oFerfz7pvLajkOSZiCgMPwQbRaoIIFenv9/vdH6zch8V74Yei215wJhqIgQRKmIOAwdBAtF6hegW7uB1rXKHdjGowOe82ZYCgKEiRhCgIOAwfRdoHqFajdzm59GxEKdEja7jVngqEoSJCEKQg4DBpE6yUkW6Cfbz4NiQIdmFZ7zZlgKAoSJGEKAg4DBtFh/QgW6OYl/P3NfZj4HejwHN9rzgRDUZAgCVMQcBgsiE6LR7BAL25XL69Ov6+ak7PwZTZzZK85EwxFQYIkTEHAYaAgOq4cxQJ9tLkR0/cuzn9UcT/QSLY/TH6f3F5zJtiV7Md5CyxZkU+gb0qi4MfWn2yBdl5SigW6vh/o5q701bX+HwtPgRrXr+catHGvllotm383Gy3KSGTI+5XbUkMS5fROtUA9a0qyQC+++PG3f7L849mfh9zPzit7agV6/fqRBr17eM8WWi12C9iGvx59yR7xK7elw0mU03t4mgXqW1SaBRqLV/bECvT69TYNemDnllktVZWvgLGX7DG/cls6mEQ5vbXC2HtjTaSEd1VRoM2yMy3QFXt7zbu/u0CBtt0SBVoTJtFjVVGgzbIzLtC72/uYAl1BgW4rjL031gRJ9FpVFGiz7LwL9G7azRToCgp0W2HsvbEmRKLnqqJAm2VPrEBbnUTaZ7PXvPu7E0cKYPQlW66gXEmU7M+TKdD+i4oCbZY9tQI9dhlTA1zGVFOuoFxJFOzPEynQiDVFgTbLnlyBZi+kzzjc8+7vjmQLQGDJlisoVxLl9E6iQGOWFAXaLHt6BepjNUe8ezwOhSV7Cr0RoyDg0CuI0MXRHfeIKdCOSDhsJLw7PQiFJTv53ghTEHDoEUT84uiIe8QUaEckHJKEd79HoLBkJ94bgQoCDu4gBlocXXCPuEOBPvuLP+n/eXIUaAA7c8S763ujsGQn3RuhCgIOviAGXRytcY+4S4EG3EqZAo1gf454934/FJbsdHsjWkHAwRPE8IujHe4RU6AdkXC4IuHd/31QWLJT7Y14BQGH7kGUWRxtcI+YAu2IhMMhCe8UcKOwZKfZG0MoCDh0DKLk4jiKe8QUaEckHA5LeCeBd3cU3t4hJtgbAykIOHQJovjiOIJ7xBRoRyQcmiS808C3O4pu7TBT643hFAQc2gYx0uLI4h4xBdoRCYeMhHcmOHZHuU01MqXeGFZBwKFVEKMujmbcI55Ugf7n40TvjiuoF2i5ClVYspPpjcEVBByOBiGwOJpwj7hDgY5PiwLNcW8ujL2fAK4w9qLIEzRI8Xci9SzQXbz/wDkfF0mLf2S9/6J22R0FtnGMSRx4FVEQcGgOosCaSMzhCNQrG1qgzjqdSIHeHb5DFZasdm+UVBBwaAhi6NWwBwXaLDtggbbu0ukU6N2BO1RhyQr3RmEFAYcDQQy6DA5DgTbLtohm8CKdVIHeHbJDFZasaG+MoCDgsB/EcAsgBwXaLNuzvEJ6dGoFOlyFKixZxd4YR0HAYTuIoab+cSjQZtnQ8nL26PQK9O5AHaqwZNV6YzwFAYcUxCCTvi0UaLPsgOXVukcnWaB3h+hQhSUr1RujKgg4rIOIn+0doUCbZcuUl+N1fWF8cyS6QxWWrExvjM34QawnZug096FYoLe//ssZFaihW6POAr0b26GjL9mHCr2xQkBivCB2Jmb/ud0bwQJ9dqP63gwLdINii/oLNLJCBWqDAk0KozhcmZh9ZnUQkgUa9Sb4XgVaVZ6PAA7ieIv6PqHYRZ8CXdEhcs/HGrs+zdf3EcDFeqPcBzwXTK8Phydmv3kZgmCBnt+69vfjF2i1KtDxGnRDrkTLNWjfAl3RMvLMwmzajflHRT6oXIH6kojfUuSD3GQmZv952RvBAr24X70U+ktQj2m1KdCxG3QzR0Z+QR9RoCtaRJ5ZmA278cijAh/0sFiB+pIYYEuBD+pC64kZMy97oVigf/xZVb3w6js13/50hAKtrEDHbtCt3TNai0YV6N3sxKmq/MI8vBuPPSruQWuHIgXqS2KILcU9qB1dJ2bYvPQjWKDPblTb9P+FqENUsUDXjFGigQW6Ihc5BfpwlgXqnJih89IHBXoQ2QJdU7hFgwv07uH5Q4EaJ1qg0ZOIAhW+kF67QFen4Au+oI8v0BUHI6dAH55QgQ4xbbahQGULVOsk0lWubyjTocMU6N39aXRkWXISKVkU21LnBw00URqgQHO1d/77MQtU4zKm5jly/fLwePAOHaxA1+xEnlnLXMaULIptqf2DhpwhjVCgjZ33279Y/fLz2Z9/p/cpeG+BjnshfaJx9+weHg/aocMW6JrLhdk8d5p3FBfSD7Sl4w8afGbkoEAbGu/8o9UeWhbojerFgDcleWUl9k+Hnx2qQwsU6Ipju8O5GyPhrZx1ZRaaEkdQkJAs0NtV9eJfnn3lV+d/W1Uv9T8G9cpK7J+uDxigQ0uulszucO7GSGZdoGNNiWYUJBQL9FFVfbd+R/wnZwE3FvHKSuwfx2OiO7T4ajm8O7yTLpB5FqjClDiIgoRigd6uvpFuKXK/epkC7U5oh46yWq7uDu+kCyCXRHmbYkk07x0K1BAs0M3NROoC/fxslAvp17IS+8f9yLhfiI63WnZ2h3fS9WHPpzGJolLDJ3F0x1CghmCBbqqzLtCIe9t5ZSX2T58HB3XoyKvFdod30rk4rJJPopTbgEm03ScUqEGBNstK7J+ej4/oUIHV8rBkgTZrHE+ihN8QSXTcHwJT4i4F2vgSfnXiqG7ORwGn4b2yEvun/1P07lC51eKdfsc55tAuieH81sQUqH9PtA9iYBQkBAt0c+JoU6DLMuUkUn/6dajqavHOwsO0cuiQRKzdNj0LtP0QYoIYDgUJxQL9/Kx67dN1gX7xVhVwd3qvrMT+CXsmf4eKrxbvZNyitUPXJALcruKd0B3dQ4MYBAUJxQJdHoJW1Stn11792vLPb/TuTwrUcHboNFaLcy93c3Am4XRroP2E9tm2YBpTogSSBXrxr2d2x5eA/qRAt/C8mJ/Uaumwgx0O/ZJwTsQrEzN0TC4mNSUGRbNAL/7481eW7flCzAfEe2Ul9k/8U3buUFaLEZpE+5m4bxEo4YQpYYgWaCheWYn9M8izXunQbImyWgySMAUBB4kghAv0/N8o0AHnSIcOZbUYJGEKAg4SQagW6Op+oEt4CT+kQ9sOZbUYJGEKAg4SQWgW6Pmt9LErrwXcUZkCbaZNh7JaDJIwBQEHiSAkC3TVn9de/btf/OPbywbtfx09BZrnaIeyWgySMAUBB4kgJAv0Ubp66fxnFfcDLUG2Q1ktBkmYgoCDRBCKBbo8AL28+vM2b+UsRHOHsloMkjAFAQeJIBQL9NmNrbdvcj/QgjR0KKvFIAlTEHCQCEKzQLc6k9vZleVQh7JaDJIwBQEHiSAUC3RzR/qaz8+4nV1hrpxUYrUYJGEKAg4SQSgW6M7nIN0PeDc8BWrsfph8My0vEI0mq9eYRNtBBeBZLfF6AvOyXIHm4hMIQrJAn92o/uxT68/+r+ApUOP69fareYQOzes1JdFlUH1xrJYB9ATmZbECzcYnEIRWgZ7/+J01b2+uA/2nd86q6tVv8xI+iOvXu63mwh16RK8hia6D6kX31TKEnsC8LFWg+fgEgtAq0OWh51U4iRTE9evdV3PBDj2mdzgJz6D8dF4tg+gJzMtCBXokPoEgKFAK9BiFOpQCbW0R+FxeBQq0RqpAB4ICXeNezPfulehQCrS1ReBzeRUo0BoKlAI96rCSGLxCKdDWFoHP5VWgQGso0NkUqPuEhs2RgTv0iB4nkZJF5JM5FTiJVCNaoOuP9Lj2ynd+T4EG4lzLW3Nk0A7N63EZU7IIfTafApcx1WgW6P10CokPlYvEt5Z358iAHZrV40L6ZBH7dC4FLqSvkSzQVX++8Oo7b/OxxppzpPgl9muLMpvJwjsYTUHAQSIIyQL9/Kx6afNZHl/cqrbeF0+BjsOBOTJChYomMQICEgRhKBbo7SrdQOT8FvcDHZ3Dc6R0h+omURoBCYIwBAuUuzFtIeHQJFG0Q6WTKIqABEEYggXK/UC3kHDISJTrUPUkyiEgQRAGBUqBHuPIHCnUoRNIohACEgRhCBbo+a2tD5J7VPESfmyOzpEiFTqJJIogIEEQhmCBchJpCwmHFhLDd+hUkhgeAQmCMBQL9POz6sV/Xv/f797iMqbxaTlHBu7QCSUxMAISBGEoFujmjUivvPJK0FuRKNB+tJ8jQ3botJIYEgEJgjAkC/Tik7P6nZzXvtu/PynQnnSaI4N16OSSGAwBCYIwNAv04vy3by+PQF/9Se8TSBRofzrOkf88TIdOMImBEJAgCEO0QEOhQPvRfY7sd2hEiU4ziSEQkCAIgwKlQI/hmiPhHTrZJMIRkCAIQ7RAuR9ojYSDU+JKh/Yq0SknEYuABEEYmgXK/UANCQe/RGCHTjyJQAQkCMKQLFDuB5qQcOglEdWh008iCgEJgjAUC5T7gV4i4dBbIqJDTyOJCAQkCMJQLFDeynmJhEOERO8OPZkkeiMgQRCGYIFyP9AtJByiJHp16Ekl0QsBCYIwBAu0/e3svnz/WztfP//w5mLx7scUaCyRq8XfoaeWhB8BCYIwJl2gdxY7Bfrl+4sV3/wNBRpK8GpxnlU6wSScCEgQhCFYoG3vB/r8zmK3QO8s3vz44ukHizc/o0ADGeBjg6926PEWbUxC/GONXfg+4Lkc4h9rLD8lBi3QlieR/vCDxW6BPrm5Pvb88v3Xf0qBxnH9+iDT8VCHZku0KYmB/A47FNod+TGNPyfK/kvSmMR0p8SwBdrqfqAPFov3/n2nQB/UXz1YfJ8CDeP69cGm48EObWzRhiQG9DvgUGZ3HBnT6HOi9L8kTUlMd0oMW6Ct7gf64I1/uHi8U6B3Fj9c/7n73VMp0JzpgNu/fn3Q6djQoYda9PDeGNhv36HIlDg2JoF5WfhfkoYkpjslnJUUfT/Qnap8/kH90v3JTfsl6Fc35J4ixz0VRvS9nI1DPPuGphJV8SvNKY7JhyuJKcTnraQ9+t4PdAYFOrZ2sdnobNEprJauTH9MjS8setB641OIz1tJe/S9nV1Tge5dyOQ9XB75pdJGwikfJVH09VDj4ln95XRfr3Vlii/hh6jMDmyrTGFKOFd1y8uYfvztywPPz9/+0+aj0GNHoBMu0CThjXpFhEjJybim1SIZyY+TSKYwyEFmFPpTwruiWxVo+wvpT7RAdyS8URu9bQr354bM6hjTb9aXMRXrv2CGTUW9QD8/a1ugJ3IWfl/CG/U2/YxG6M81bVdFQb/5XUhfqOTKER2QVoE+u1FdIXMzkcd714F+f+fP6RXoIQlv1Hv00RrzfXtFF8NRZvQORqmW6i00nKhWgV48ulqg37vyQw0FOvV3Ih2W8EZ9AK/Y6LVRcrGWXHxOBtwdIzaRg8sg3N69ByFWoOf/45133j679uo7xn/55+b+3CvQ5x8s3pjse+EbJZzyDbjcRi/QNYMt4fEWn5PQ3TGB8TbSFETJ3SlWoCuy540OFuiTm+uDzqeTvRtTRsIpn6GznUaB1hK+BRCwpNpTKIke9B6W1JQ4wrC7UrBAdy5j6lKgF08/XPbnu5/t/5hXttAkyUs45Y/QSVBwtfRZFMUokkQ3ogYhOCVaEr03BQs0HK9skUlyTMIp34LWiqqrxb0WylIgiSPEa6tOia7036OCBfrs/9v+6rf/e8vX81Ms0BYSTvl2tLOUXi2+JdBucVx12JaIfOKIJLYZZPTbCspTwo0nLMUCvXF54v38o6rtL0QnWKBtJJzyrWmhOY3V4u2MLs2WSWKYDR626Ln9AJlpTAk/Q4foXa0tC/SaNehv36pOt0DbSTjlu3BMdIqrJbizzKGVxNANds+xleA8pjglHAyWrHeptivQW9WmQZeHn1X14i/79qdmgbaVcMp3JKs6k9XSgm5JRDeb5/l86/soM5wSoTl712mrAr14trkP/W/Pquraf+1dn5IF2l7CKd+dZtkZrpYGPElE1F5PNIKIR/+mAE1P4V2k7Qp03aD//UfLw8+v9z/8lCzQDhJOeQ9NtrNeLTv0SGKwduy0cKNgSvTrUe8SbVmgqwY9ejv66RZoJwmnvJdDvqwWIyaJSVbmLkwJY51E593kXZ5tC3TdoP+p5eX0EyvQjhJO+R4cniOjoyAxRBLTaMw9mBLGXhItd553bbYu0FWDfiXk9btYgXaWcMr3JDdHRkJBYvgk2lSmQBJMCeNwEiMV6PmP001E3nl7+RJ+/T9t39c5iQLtLuGU78+xOVIaBQmSMAUBB4kg8kmULtBDtwM9qetAHRJO+RDazJFiKEiQhCkIOEgE0SoJCjQGl4RTPoq2c2R4FCRIwhQEHCSC6JpEsd+BRuKVDd4/PgmnfCCslgRJmIKAg0QQiu+FP80C9Uo4HxfJxUVkEF6mu1qiEZAgCIMCbZaN3D/uxLwPDGSVYGAUTqa7WqIRkCAIQ7RA//jzV6rq2ivf+f2JFKg3MJkCXREXh4fprpZoBCQIwtAs0PvpFNI3TqFAvXE9jC7QVaK9HhSVyGFkPsy3iRP8WGPfh0KLF6j8J117F3DLAl315wuvvvP212Ia1CsbNUm8aa0l+jx4n82/SX0fFJTKVa5fz018hSVbqjfKJZHfUiPaBeoclM9BsEA/P6te2rwL6Ytb6/syTbpAvVnVEv0evoMd1fd/UEgw+1y/np34Cku2UG+US+LIlhqRLlDvoHwOggV6u3rJ3n10fqt6edoF6o3KJHo+fovLS2tDHhQRzjbXr+cnvsKSLdMb5ZI4tqVGlAvUPSifg16Bnt/aOur8/OylSb+V05tUkuj7BJcEF+jD4A6lQA0KtCUU6MG+2/lc+PYfEi9ZoN6gLiV6P0MivkBX9M+ohgI1KNCWUKAnXqDemLYlAp6jZpgCfRjVoRSoQYG2hAI92Hfnt6rLj+V8VE33Jbw3pR2JiCepiTuJdIWeSa05Mu0VliwnkUxBYW9wEum0TyJ5Q9qVCHmWmpjLmBroF9aK/LRXWLJcxmQKCnuDy5iaL2N68Z/X//e7t6Z7GZM3oz2JmKep6X0hfZ5eed3lQvpLyiXhqxrtAuVC+tWafeWVV4LeiuSV7TNJvAldkYh6oh50SbBHZEdQWLLivVFQQcBBIgjNAr345Kz+zVvI58p5ZXvsH29AVyXCnslPtwT9oeWZ7mqJRkCCIAzNAr04/+3byyPQV38S8rlyXln//vHmc0Ai7qncdE7QnVuO6a6WaAQkCMIQLdBQvLLe/eNN56BE5JM58STojC7DdFdLNAISBGFQoM2yzv3jDeewROiz+XAm6EuvkemulmgEJAjCoECbZX37x5tNg0Ts07lwJxjaodNdLdEISBCEQYE2yxaNpkki+Pk8+As0skKnu1qiEZAgCIMCbZb1RONNplEi+gkd9CnQh2EdOt3VEo2ABEEYFGizrCMabzDNEuHP2J2eBfowpkOnu1qiEZAgCIMCbZbtHo03l4xE/FN2pn+BPgzo0OmulmgEJAjCoECbZTtH440lJzHAc3YlpEAf9u3Q6a6WaAQkCMKgQJtlu0bjTSUrMcSTdiSqQB/26tDprpZoBCQIwqBAm2U7RuMNJS8xyLN2I7BAH/o7dLqrJRoBCYIwKNBm2W7ReDM5IjHM03YitkAfOjt0uqslGgEJgjAo0GbZTtF4IzkmMdDzdiG8QB96OnS6qyUaAQmCMCjQZtku0XgTOSox1BN3YIgCfdi5Q6e7WqIRkCAIgwJtlm0fjTePFhLDPXVrBirQjhU63dUSjYAEQRgUaLMsBbphsAJd0X6meiZqMPSGKQg4SARBgWZkW0fjjaONxIDP3ZZBC/Rh2w6d7mqJRkCCIAwKtFm2bTTeNFpJDPnkLRm6QFe0mKmeiRoMvWEKAg4SQVCgGdmW0XjDaCcx6LO3o0SBPjzaodNdLdEISBCEQYE2y7aLxptFS4lhn74VhQq0pnGmeiZqMPSGKQg4SARBgWZkW0XjjaKtxMDP34ayBVpzdaZ6Jmow9IYpCDhIBEGBZmTbRONNorXE0BtogSfBmE+g35mpTbvA9SHgp/hx6AQxAhRos2yLaLxBtJcYrBU40AAAH8pJREFUfAvHcSS4+VDqmAfZTG3YBdevOzrA9SDx3iCIMaBAm2WPR+PNoYPE8Js4SvcEq8rRoLkH3T1SGx07wPWgu9q9QRCjQIE2yx6NxhtDF4kC2zhG5wSrytGgxx50cXAXXL/u6ADXg1YI9wZBjAMF2ix7LBpvCp0kSmzkCCIF+vDQGXp6o4YgxoECbZY9Eo03hG4SRbaSR6dAV+zuBHqjhiDGgQJtls1H482go0SZzWTRKtCHOx1Kb9QQxDhQoM2y2Wi8EXSVKLSdHAInkR5eTaLeD64GcNaGdG8QxChQoM2yuWi8CXSWKLWhDCNfxmQWh755l6t3EgQxBhRosywFumG8C+l3LMI3VWq1RKN0IX3n4I3u2zxgEfEkPaFAm2Uz0XgD6C5RbEvNjPJWzisMLTHcaommtMShnRG8N3xiCnuDAm2WbY7GO36HRLlNNTKPAq0ZYLVEM7zE0ZT4lBeDAm2WbYzGO3yPRMFtNTGrAq2JXC3RDCHRMZ5hp8SYQXSFAm2WbYrGO3qXRMmNNTDHAq0JWS3RhEr4cikyJcoG4YQCbZZtiMY7eJ9E0a0dZsYFuscmiT7rLYKY3ggIogxDB9EPCrRZ9nA03rE7Jcpu7iAUqNE5iV5rswlvb4wZRF9Cg4iEAm2WPRiNd+heicLbOwQFavRMot9STXReskGj32KcKdE7iAGgQJtlKdANFKgRk0S/FdulNyJsDzLelPAFMRwUaLPsoWi8I/dyOrXRFwWJ0CT8a3aAldmRcadEmyBKQYE2yx6IxjtwNydXG24UJIZIwrFmR52Ra8afEleCGAkKtFn2ajTecfsZfaI+VFgtKxQkBkyiw+ITSEJjSlCgZQrUy719xhYCgB2urNFpEDT6iR2Bev/Z6IPCv/QahxsKEiRhCgIOFkTAYWQP5nAE6pW9FzPoXihMVKXVMi4kYQoCDltBRDShEwq0WfZeyJj7oTBRxVbLiJCEKQg47AYR0oYOKNBmWQp0g95qGQuSMAUBhytBhBRiVyjQZlmBy0UUFovmahkFkjAFAYcDQcR0Yico0GbZewEj7ovCRBVdLSNAEqYg4HA4iKBebA0F2ix7r/+Ae6MwUXVXS2lIwhQEHJqCiKrGdlCgzbL3eo+3PwoTVXm1lIUkTEHAoTmIsHZsAQXaLEuBbtBeLSUhCVMQcMgGEVaQx6BAm2Xv9R1uAAoTVX61FIMkTEHA4UgQcR2ZhQJtoqrs8169o41AYKK6PjY4fkuxSfgGNYHeKKTgcQifSEckInuyEQq0gWpVoNf7DDaE8RdLVZVq0PyWQpNwDooCNQWHQ/xEOi4RW5aHoEAPU20K9PrI/Tn+YqmqUg16ZEuRSXgHRYGaQneHASZSG4nowtyHAj1IZQV63TvUIMZeLFVVqkGPbSkwCfegKFBT6OwwxERqJxFdmbtQoAehQGso0B2HsXfHGgGJKRXow0E7lAI9SCrQQqdPGhl7sVCgOw5j7441AhITK9ABK5QCPYgVaKnzz42MvVgo0B2HsXfHGgGJyRXoYBVKgR5mU6Cj9+f4i6VUf3ISqTUCEtM5ibRFdHeuoUAbWBXo+P0psFhK9SeXMbVFQGIqlzHtEd2edynQZkrVRh6BxVIuiOyWuJDeEJCYxIX0h4juTwo0J+sdZiASDgoSJJEQkJhuEBQoBVoaiSBIIiEgMeUgKFAKtCwSQZBEQkBi2kFQoBRoSSSCIImEgMTUg6BAKdBySARBEgkBickHQYFSoMWQCIIkEgISJxAEBUqBFkIiCJJICEicRBAUKAVaBIkgSCIhIHEiQVCgFGgBJIIgiYSAxKkEQYFSoMMjEQRJJAQkTicICpQCHRqJIEgiISBxSkFQoBTosEgEQRIJAYnTCoICpUCHRCIIkkgISJxYEBQoBTogEkGQREJA4uSCoEAp0MGQCIIkEgISJxgEBUqBDoREECSREJA4xSAoUAp0GCSCIImEgMRpBkGBUqBDIBEESSQEJE40CAqUAh0AiSBIIiEgcbJBUKAUaDgSQZBEQkDidIOgQCnQaCSCIImEgMQpB0GBUqCxSARBEgkBiZMOggKlQEORCIIkEgISJx4EBUqBBiIRhMLnwod/sLmP0CR8YzrFKbENBUqBxiERRHxtdC4O14MGIDIJ55hOcErsQYFSoFFIBDFAbXQsDteDhiAwCe+YTm9KXIECpUCDkAhiiNroVByuBw1CXBLuMZ3clDgABUqBxiARBAWaoEBrhpagQCnQCCSCoEATFGjN4BIUKAUagEQQFGiCAq0pIEGBUqC9kQiCk0gJTiLVlJCgQCnQvkgEwWVMCS5jqikiQYFSoD2RCIIL6RNcSF9TSIIC9cp6hxmIhIOCBEkkBCTmFQQF6pT1DjMQCQcFCZJICEjMLQgK1CXrHWYgEg4KEiSREJCYXRAUqEfWO8xAJBwUJEgiISAxvyAoUIesd5iBSDgoSJBEQkBijkFQoJ1lvcMMRMJBQYIkEgISswyCAu0q6x1mIBIOChIkkRCQmGcQFGhHWe8wA5FwUJAgiYSAxFyDoEA7yXqHGYiEg4IESSQEJGYbBAXaRdY7zEAkHBQkSCIhIDHfICjQDrLeYQYi4aAgQRIJAYk5B0GBtpb1DjMQCQcFCZJICEjMOggKtK2sd5iBSDgoSJBEQkBi3kFQoC1lvcMMRMJBQYIkEgISMw+CAm0n6x1mIBIOChIkkRCQmHsQFGgrWe8wA5FwUJAgiYSAxOyDoEDbyHqHGYiEg4IESSQEJAjCKpQCzch6hxmIhIOCBEkkBCQIwhqUAs3IeocZiISDggRJJAQkCOJh3aAUaEbWO8xAJBwUJEgiISBBECumXaDPP7y5WLz78dZ3vnx/seabv6FAI5EIgiQSAhIEsWbKBVq35XZZPrlJgQ6BRBAkkRCQIIgNEy7QO4s3P754+sHizc/Stx4vvnXwR92y3mF2JPfJsrEOfIatQRI1BT/fOfxToRX2hqdAr1/3BhFXoE9uro8zv3z/9Z9uder3p1igVZWZWeGLxbHrTrQ2SOKhMwhfes7MMyjsjYvuBXp9VaC+IOIK9EF9tPngsjSff7BVptMp0KrKzaz4xdJ9151qbZCELwhfet7MMyjsjYsLR39e9wYRV6B3Fj9c/7n1sv3L99/8lx8sFn/18f7PuqNxPrATVZWdWQMsls677mRrY/ZJuILwpefOPIPC3lhOie79ed0bRFiBpqPNJzfTL0HtHFJdrUu+usG9lRJcTqzT2ZI6JFHjCsKX3ilnfq8LlwXaf8OxBfp4sXjvs4v/+HCRXslToONsSR2SqKFAY5h0gaaLluzXolfOJfkPzgtw5KUNL1wNkjB4CV+jsDfqKXEKL+GNx4u9b/WLZmjy84pTJwZJGJxEqlHYGzYlJnYSKVegWwelUyhQLmNqB0kYXMZUo7A30pTo1KDeIMIK9NBZ+MsCndQRKBfSt4MkDC6kr1HYG5dTokuDjn8hvV3/eXkd6PMPmjq1dzQjIuGgIEESCQEJgjC2kmjfoAJv5TzwTqQ7m+JMRUqBBiERBEkkBCQIwthOYkoFuqzJN/beC//k5uoypqc/2D+HRIH2RCIIkkgISBCEsZvEdAr04unW3Zie3Fwfhz6ob8a0/1akkGhGQsJBQYIkEgISBGHsJTGdAr14+uGyLN9dH2zWBXrx9K8Xi9ff2z8rT4H2RCIIkkgISBCEsZ/EdAq0PUHRjIKEg4IESSQEJAjCuJIEBdoYzRhIOChIkERCQIIgjKtJUKCN0YyAhIOCBEkkBCQIwjiQBAXaGE15JBwUJEgiISBBEMahJCjQxmiKI+GgIEESCQEJgjAOJkGBNkZTGgkHBQmSSAhIEIRxOAkKtDGawkg4KEiQREJAgiCMhiQoUJFJIuGgIEESCQEJgjCakqBANSaJhIOCBEkkBCQIwmhMggKVmCQSDgoSJJEQkCAIozkJClRi/4wt8FAkCJJICEgQhJFJggL1DjMQCQcFCZJICEgQhJFLggIdHwkHBQmSSAhIEISRTYICHR0JBwUJkkgISBCEkU+CAh0bCQcFCZJICEgQhHEkCQp0ZCQcFCRIIiEgQRDGsSQo0HGRcFCQIImEgARBGEeToEBHRcJBQYIkEgISBGEcT4ICHRMJh1IS2Q8On2oS4Z+GrpCEa0qc+OfCN0KBjoiEQyGJqsotsYkmkR+UzyL02XwKzn9JYpMQCKJVEhToeEg4lJGoquwSm2YSRwbls4h8MqeC91+S0CQEgmiXBAU6GhIORSSqKr/EJpnEsUH5LAKfy6vg/pckMgmBIFomQYGOhYQDBVpDgZoCBVrTMgkKdCQkHCjQGgrUFCjQmrZJUKDjIOFAgdZQoKZAgda0ToICHQUJB04i1XASyRQ4iVTTPgkKdAwkHLiMqYbLmEyBy5hqOiRBgY6AhAMX0tdwIb0pcCF9TZckKNDySDgoSJBEQkCCIIxOSVCgxZFwUJAgiYSABEEY3ZKgQEsj4aAgQRIJAQmCMDomQYEWRsJBQYIkEgISBGF0TYICLYuEg4IESSQEJAjC6JwEBVoUCQcFCZJICEgQhNE9CQq0JBIOChIkkRCQIAjDkQQFWhAJBwUJkkgISBCE4UmCAi2HhIOCBEkkBCQIwnAlQYEWQ8JBQYIkEgISBGGUTYIC7YqEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3Uesg++DZT1BFPww3/hNhW6JjzUeDAGJcpNvDQXalVCHqnLtb0cQzi1lLcptKnJLBZMoiMTaEAii3OTbQIF2JdKhqnz7u3sQ3i1lLcptKnBLBZMoicTaGD+IcpOvhgLtSqBDVTn3d+cg3FvKWpTbVNyWCiZRFIm1MXoQ5SafQYF2hQJNFuU2FbclCnRIxpagQI/Iho7dBwWaLMptKm5LFOiQjC1BgR6RDR27Dwo0WZTbVNyWKNAhGVuCAj0iGzp2H5xEShblNhW4pYJJlERibYwfROn+pEA7w2VMyaLcpiK3VDCJgkisDYEgCvcnBdoZLqRPFuU2FbqlgkmUQ2JtKARRtj8p0M5IOChIkERCQIIgDN7KmZENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGHMoUABAE4PjkCPIuGgIEESCQEJgjDmcATqlg0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsftodCj4gdTFgsiOSWJvkEStIOAgEQQFmpMNHbuPJoeqKtegpYLIj0lib5BErSDgIBEEBZqTDR27jwaHqirYoIWCODImib1BErWCgINEEBRoTjZ07D4OO1RVyQYtE8SxMUnsDZKoFQQcJIKgQHOyoWP3QYEmixISRyAJUxBwkAiCAs3Jho7dBwWaLEpIHIEkTEHAQSIICjQnGzp2HxRosighcQSSMAUBB4kgKNCcbOjYfXASKVkUkchDEqYg4CARBAWakw0duw8uY0oWZSSykIQpCDhIBEGB5mRDx+6DC+mTRSGJHCRhCgIOEkFQoDnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBQmSSAhIEIRBgWZkQ8fuQ8JBQYIkEgISBGFQoBnZ0LH7kHBQkCCJhIAEQRgUaEY2dOw+JBwUJEgiISBBEAYFmpENHbsPCQcFCZJICEgQhEGBZmRDx+5DwkFBgiQSAhIEYVCgGdnQsfuQcFCQIImEgARBGBRoRjZ07D4kHBQkSCIhIEEQBgWakQ0duw8JBwUJkkgISBCEQYFmZEPH7kPCQUGCJBICEgRhUKAZ2dCx+5BwUJAgiYSABEEYFGhGNnTsPiQcFCRIIiEgQRAGBZqRDR27DwkHBYl5fcBzFgEJgjAo0Ixs6Nh9SDgoSDQmUVXlGlQ7iZIKAg4SQVCgOdnQsfuQcFCQaEqiqgo2qHQSRRUEHCSCoEBzsqFj9yHhoCDRkERVlWxQ5STKKgg4SARBgeZkQ8fuQ8JBQYICTQhIEIRBgWZkQ8fuQ8JBQYICTQhIEIRBgWZkQ8fuQ8JBQYICTQhIEIRBgWZkQ8fuQ8JBQYKTSAkBCYIwKNCMbOjYfUg4KEhwGVNCQIIgDAo0Ixs6dh8SDgoSXEifEJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKgQDOyoWP3IeGgIEESCQEJgjAo0Ixs6Nh9SDgoSJBEQkCCIAwKNCMbOnYfEg4KEiSREJAgCIMCzciGjt2HhIOCBEkkBCQIwqBAM7KhY/ch4aAgQRIJAQmCMCjQjGzo2H1IOChIkERCQIIgDAo0Ixs6dh8SDgoSJJEQkCAIgwLNyIaO3YeEg4IESSQEJAjCoEAzsqFj9yHhoCBBEgkBCYIwKNCMbOjYfUg4KEiQREJAgiAMCjQjGzp2HxIOChIkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKYboE+//DmYvHux0e+RYH2RyIIkkgISBCEMdkC/fL9xYpv/ib7LQo0AIkgSCIhIEEQxmQL9M7izY8vnn6wePOz3Lco0AAkgiCJhIAEQRhTLdAnN9cHml++//pPM9+iQCOQCIIkEgISBGFMtUAfLL5V//n9zLco0AgkgiCJhIAEQRhTLdA7ix+u/3xct+bhb1GgEUgEQRIJAQmCMCZaoM8/qF+nP7lpv/E88K2vbnBvBQBAFgoUAMBJSIHaVUsHvlXjPlwOPfr2IeGgIEESCQEJgjBO+iU8BRqCRBAkkRCQIAiDAs3Iho7dh4SDggRJJAQkCMKYaIFyFr4gEkGQREJAgiCMqRaoXey5cx3olW9RoBFIBEESCQEJgjCmWqBd3onkhNP3NQRhkEQNQRijJtGjQJ9/sHhj743vB77VCyZJDUEYJFFDEMZUC/Ti6datl57cXB90Pm24G5MTJkkNQRgkUUMQxmQL9OLph8uyfHd9sFkX6Pa3AmCS1BCEQRI1BGFMt0AHh0lSQxAGSdQQhEGBNsIkqSEIgyRqCMKgQBthktQQhEESNQRhUKAAAFOEAgUAcEKBAgA4oUABAJxQoAAATihQAAAnFCgAgBMKFADAiWSBfvn+7v2Yn394c7F49+ORbEZkL4gvN7dqCbtXy1T4w18vFq/v7v95TomrQcx2SvxgmcT/sXPPjXGmhGSB3lkc6o25zZGLK0E8uTnL1fLrzai37zE7zylxIIiZTokHm1G/sTXqkaaEYIE+v7PY7Y07izcjbzI6Ga4EceWTUmbB48Xrf3Ox2v9ba2OWU+JQEPOcEk9uvv43yyR+sD34kaaEXoGuDs53ZkX0be6nwpUglnPk+00/fLo8/2DzQVvLI4wf2vdmOSUOBTHPKWGj3v709LGmhFyBLg/O3/v3nd54UH915YOWTpurQaQPPZ0VX75fr5I725+9NcMpcSiIeU4JIyVyMd6U0CvQN/5h73VJ40d9njZXg/jy/Tf/ZXlU+ldzO3VSs9UbM50SNVtBzHtKbH96+lhTQq5AV+yE0Pxh86fP473fZWx+db71Cm5GbL04m/OU2P8UxxlPiX+/eTns0aYEBarMboE+Xr6o/+ziPz5czPJl24PLLOY8JXaCmPOUuLNYvP4P6SsKdJumAp3ZtRr7BWorZ5YnDh5vdcScp8ROEDOeEs//3/92c/H6/5m+HGtKTKpAZ3e4cfgXOo/ndfXOmsc3X798lTrrKbEdxOV3ZzglLi7+cPkaniPQbSjQmsMFOsPjrgc7r1FnPCUeHH6xPsMpseLy3w0KdBvOwtc0FejcauPXe7Ux2ymxH4QxvymxZmvYnIXfYv9Xf9/f+XNG7B2Kz7Q2nt/Zec/exWynxJUgZjol0rC3CnSsKTGBAp3l20427B+Kr79K02cu3LnyC76ZTomrQcx0StxJ587S+uCdSFvs9sZydrwxvzc+r7lyHeh7n63eATyvIB5cHe88p8SBIGY6JTbDfv7rnSszxpkS0gX65OY6oKezvPXOir0g6nvQfHNW7zuxG7Ztbgww4ylxMIhZTon19a/r+1KtjrvHnRJTKNCLpx8uk3l3Vv/GbrgSxOp+kO/NK4jHiwO9Mccp0RDEDKfERT3szc0/x50SkgUKADAFKFAAACcUKACAEwoUAMAJBQoA4IQCBQBwQoECADihQAEAnFCgAABOKFAAACcUKACAEwoUAMAJBQoA4IQCBQBwQoECADihQAEAnFCgMCGe3ai+MbYDwCUUKIzJJ3/6aZcflyzQjmOAU4IChRG5Xb00+QLtOgY4JShQGBEKFKYNBQojQoHCtKFAYUQoUJg2FCiE8sWPzqqq+pOf7Hx97eu/XH+x6r/zny+/8eL67+9Xa75x5efOb1UvX/z2reU3Xlt202//YvlDm79ZP8FHZ40bWD7we6vHvfD3WcnfrSVf+c6n9pybb9+vvvKr9f+strjc9Obrq3+/PcbtMcD8oEAhkk+qmhc3VXTfvn5t9dWyi/7s1ubr1VHbVvns/tyyB//T7c3XX/nVR5v/ufb3myf4+o3LJzj0wHc2j8o4nn+0I3mlIM9rxa/86HCB7oyRAp03FCgE8vlZ9dLyWPD8Z9XyEPJiXS+rY8M/frQpuGer8vv679cVtv57e/m793PrClsefK5+7oX1A362acz1E9R/cWgDqwcum/aLnzT4XdSPWR3YfvHW5jmuFOTttImDBbo/Rl7CzxkKFAJJL4JvW9e8bH+xOoJc9d/L9d+vjyjr8tn/uVUPrktr+wF1mdVttvnBQw/83hHH5XO8bP9Tl/J+QdomDhbo3hgp0FlDgUIgmxrb+tJeS69/q7nqovobdYvV5bP/c8v/ppKqnzA18M4TND+wmUf2lPUPNxZkvbGrf78zRgp01lCgEMij1fmcf7avNqW2YV0z6eDPamfz3ys/t/xGXUq3rc0eWYFuP0HmgW24faggt57z4N/vjZECnTcUKESyOT/zwnd+v/ri2Y1qi2X5bF2FtCmn25e/2dz+ucsSu1qg20+QeeAR/vi7X/z4awdfom9touEs/M4YKdB5Q4FCKOtrjqrNhUqHCtR+Q3nfW6DbT3C8QO0ndl51f/K1rYd0L9CdMVKg84YChWh+9+N1QX1v+wX3huYj0N2f63AE2vTAyy3uF+jmKqVX3vm73x98ib71nE0Fuj1GCnTeUKAwAJvLjq78RnKn/3Z+B7r7c+0K9MAG2ryEr69iurj6O87bR34HevuyQNMYKdB5Q4FCHPvlk86h1x1ZXzh0kVqpLp/9n8sV6M4TND8w53j5FHVBvmx/03AWfvvvrxQsBTpnKFAI5P7WJULLWlldc74pl0frl7uXl3FeuQ505+dyBVr/EvS2XQfa8MBGLgu0vs4zfeNRdfA60P2/3xsjBTprKFAIZFlw1767epdPfUH7/c2Zlp03Ev3Zpxdf/Kgu0lUZnf/+ys9lC3TvCRoe2Ez9Ev53b9mvRpffeOmXF+v36K83dn/3nUj7f391jJsxwByhQCGSz8/sBHc6ituwPkpbds+rZ9t//Wj1vy9f+blcgf5v9Wmh1y4ObKBNgT57q37E13+2aUB77/tLP6vfC1+/Df/F/3v3vfH293tjTGOAGUKBQijnP39ldZHka3ZI9sWPVqer65snrX5xuTp4rO+ttOSTZRm9/On+z2VPIm3uxpSuZG94YFbxa5tr4e23m+tvvPDdhrsxXf37vTGmMcD8oEChHIq388zAbzfhGBQolGMSBZoOelu/rQnmCwUK5ZhEgd63E/3pdDxAExQolGMSBbrszWvfXR5/fnJ2/M5OMHcoUCjHJAr04pGdZX/xl8d/GOYNBQrlmEaBXvzxo82Jfc4gwTEoUAAAJxQoAIATChQAwAkFCgDghAIFAHBCgQIAOKFAAQCcUKAAAE4oUAAAJxQoAIATChQAwAkFCgDghAIFAHBCgQIAOPn/Ae/+1qVKX5BoAAAAAElFTkSuQmCC)
ounad %>% mutate(vahe1=september-august, vahe2=oktoober-september) %>%
colMeans()
## august september oktoober vahe1 vahe2
## 4.800 6.700 7.742 1.900 1.042
ounad %>% mutate(vahe1=september-august, vahe2=oktoober-september) %>%
select(vahe1, vahe2) -> vahed
vahed
## # A tibble: 100 x 2
## vahe1 vahe2
## <dbl> <dbl>
## 1 1.9 0.8
## 2 1.7 0.8
## 3 1.4 0.3
## 4 1.3 1.4
## 5 2.2 1.3
## 6 1.7 1.1
## 7 1.6 1.9
## 8 2.3 1.3
## 9 2.2 1.2
## 10 2.5 1.2
## # ... with 90 more rows
lm(vahe2~vahe1, data=vahed)
##
## Call:
## lm(formula = vahe2 ~ vahe1, data = vahed)
##
## Coefficients:
## (Intercept) vahe1
## 1.319 -0.146
summary(lm(vahe2~vahe1, data=vahed))
##
## Call:
## lm(formula = vahe2 ~ vahe1, data = vahed)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.95660 -0.37851 0.02768 0.31642 1.57484
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.3195 0.2053 6.428 4.7e-09 ***
## vahe1 -0.1460 0.1046 -1.396 0.166
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5101 on 98 degrees of freedom
## Multiple R-squared: 0.01949, Adjusted R-squared: 0.009483
## F-statistic: 1.948 on 1 and 98 DF, p-value: 0.166
ounad
## # A tibble: 100 x 3
## august september oktoober
## <dbl> <dbl> <dbl>
## 1 6.0 7.9 8.7
## 2 4.0 5.7 6.5
## 3 5.2 6.6 6.9
## 4 4.1 5.4 6.8
## 5 5.7 7.9 9.2
## 6 4.2 5.9 7.0
## 7 7.0 8.6 10.5
## 8 6.8 9.1 10.4
## 9 4.1 6.3 7.5
## 10 5.5 8.0 9.2
## # ... with 90 more rows
lm(oktoober~august+september, data=ounad)
##
## Call:
## lm(formula = oktoober ~ august + september, data = ounad)
##
## Coefficients:
## (Intercept) august september
## 0.8322 0.2534 0.8498
summary(lm(oktoober~august+september, data=ounad))
##
## Call:
## lm(formula = oktoober ~ august + september, data = ounad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.01892 -0.39587 0.05117 0.30725 1.54722
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.8322 0.3203 2.598 0.0108 *
## august 0.2534 0.1168 2.170 0.0324 *
## september 0.8498 0.1032 8.236 8.42e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5028 on 97 degrees of freedom
## Multiple R-squared: 0.8417, Adjusted R-squared: 0.8384
## F-statistic: 257.8 on 2 and 97 DF, p-value: < 2.2e-16
uuritavad=tibble(august=rnorm(10, 4, 1.5))
uuritavad$september=uuritavad$august+runif(10, 0.5, 1)
uuritavad
## # A tibble: 10 x 2
## august september
## <dbl> <dbl>
## 1 3.769017 4.665684
## 2 4.541267 5.123095
## 3 4.261481 4.880260
## 4 8.782933 9.558034
## 5 3.876861 4.829180
## 6 4.121002 4.994985
## 7 2.759191 3.265101
## 8 5.580773 6.234512
## 9 3.579306 4.112640
## 10 3.602178 4.288434
mudel=lm(oktoober~august+september, data=ounad)
uuritavad$oktoober=predict(mudel, uuritavad)
uuritavad
## # A tibble: 10 x 3
## august september oktoober
## <dbl> <dbl> <dbl>
## 1 3.769017 4.665684 5.752030
## 2 4.541267 5.123095 6.336408
## 3 4.261481 4.880260 6.059156
## 4 8.782933 9.558034 11.179928
## 5 3.876861 4.829180 5.918292
## 6 4.121002 4.994985 6.121053
## 7 2.759191 3.265101 4.305960
## 8 5.580773 6.234512 7.544268
## 9 3.579306 4.112640 5.233991
## 10 3.602178 4.288434 5.389174
ounad=read_csv("http://www.tlu.ee/~jaagup/andmed/muu/ounad/liivi_antoonovka_aug_sept_1000.txt")
## Parsed with column specification:
## cols(
## ounasort = col_character(),
## august = col_double(),
## september = col_double()
## )
#Kuvage õunad XY-joonisele, sordi järgi eri värvi
ounad %>% ggplot(aes(x=august, y=september, color=ounasort)) + geom_point()
![](data:image/png;base64,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)
ounad %>% filter(ounasort=="Antoonovka") %>% ggplot(aes(ounasort, august)) + geom_boxplot()
![](data:image/png;base64,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)
arvud=read_csv("http://www.tlu.ee/~jaagup/andmed/keel/korpus/dokarvud.txt")
## Parsed with column specification:
## cols(
## kood = col_character(),
## tahti = col_integer(),
## sonu = col_integer(),
## lauseid = col_integer(),
## vigu = col_integer(),
## veatyype = col_integer(),
## kolmetahelistepr = col_double(),
## viietahelistepr = col_double(),
## kymnejarohkemtahelistepr = col_double(),
## kahesonalistepr = col_double(),
## kolmesonalistepr = col_double(),
## kuuekuni9sonalistepr = col_double(),
## kymnekuni20sonalistepr = col_double()
## )
dokmeta=read_csv("http://www.tlu.ee/~jaagup/andmed/keel/korpus/dokmeta.txt")
## Parsed with column specification:
## cols(
## kood = col_character(),
## korpus = col_character(),
## tekstikeel = col_character(),
## tekstityyp = col_character(),
## elukoht = col_character(),
## taust = col_character(),
## vanus = col_character(),
## sugu = col_character(),
## emakeel = col_character(),
## kodukeel = col_character(),
## keeletase = col_character(),
## haridus = col_character(),
## abivahendid = col_character()
## )
#Leidke kuni 18-aastaste autorite tekstide tähtede arvu summa
#Joonistage karpdiagramm teksti tähtede arvu jaotusega
str(arvud %>% inner_join(dokmeta))
## Joining, by = "kood"
## Classes 'tbl_df', 'tbl' and 'data.frame': 12724 obs. of 25 variables:
## $ kood : chr "doc_100636852915_item" "doc_100636852916_item" "doc_100636852917_item" "doc_1010138197_item" ...
## $ tahti : int 1156 661 936 4146 4145 4215 4058 46245 0 2301 ...
## $ sonu : int 181 101 128 559 565 570 550 6181 0 414 ...
## $ lauseid : int 14 6 12 83 80 84 83 536 0 43 ...
## $ vigu : int 39 19 22 49 62 44 52 0 0 0 ...
## $ veatyype : int 22 11 15 15 26 16 21 0 0 0 ...
## $ kolmetahelistepr : num 12.71 10 13.74 6.08 5.66 ...
## $ viietahelistepr : num 14.9 13 11.4 13.1 13.6 ...
## $ kymnejarohkemtahelistepr: num 4.98 8 12.97 10.2 9.73 ...
## $ kahesonalistepr : num 0 0 0 0 0 0 0 9.09 0 0 ...
## $ kolmesonalistepr : num 0 0 9.09 1.25 1.33 1.25 1.27 3.95 0 0 ...
## $ kuuekuni9sonalistepr : num 37.5 20 36.4 32.5 36 ...
## $ kymnekuni20sonalistepr : num 75 100 45.5 16.2 16 ...
## $ korpus : chr "cFOoRQekA" "cFOoRQekA" "cFOoRQekA" "cFOoRQekA" ...
## $ tekstikeel : chr "eesti" "eesti" "eesti" "eesti" ...
## $ tekstityyp : chr "essee" "muu" "essee" "muu" ...
## $ elukoht : chr "idaviru" "idaviru" "idaviru" "tallinn" ...
## $ taust : chr "op" "op" "op" "ylop" ...
## $ vanus : chr "kuni18" "kuni18" "kuni18" "kuni26" ...
## $ sugu : chr "naine" "naine" "naine" "naine" ...
## $ emakeel : chr "vene" "vene" "vene" "vene" ...
## $ kodukeel : chr "vene" "vene" "vene" "vene" ...
## $ keeletase : chr "B" "B" "B" "A" ...
## $ haridus : chr "pohi" "pohi" "pohi" "kesk" ...
## $ abivahendid : chr "ei" "ei" "ei" "ei" ...
arvud %>% inner_join(dokmeta) %>% filter(vanus=="kuni18") %>% .$tahti %>% sum()
## Joining, by = "kood"
## [1] 1678825
arvud %>% inner_join(dokmeta) %>% ggplot(aes(vanus, tahti)) + geom_boxplot()
## Joining, by = "kood"
![](data:image/png;base64,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)
arvud %>% inner_join(dokmeta) %>% filter(vanus=="kuni18") %>% filter(tahti>0) %>%
ggplot(aes(vanus, tahti)) + geom_boxplot()
## Joining, by = "kood"
![](data:image/png;base64,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)
arvud %>% inner_join(dokmeta) %>% filter(vanus=="kuni18") %>% filter(tahti>0) %>%
.$tahti %>% min()
## Joining, by = "kood"
## [1] 4
#Püüdke leida seos või selle puudumine teksti tähtede arvu ning üle kümnetäheliste
#sõnade protsendi vahel.
#Pakkuge predicti abili üle kümnetäheliste sõnade protsent 20 juhuslikult valitud
#teksti juures ning näidake kõrvale ka tegelikke väärtusi
arvud %>% ggplot(aes(tahti, kymnejarohkemtahelistepr)) + geom_point()
![](data:image/png;base64,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)
mean(arvud$kymnejarohkemtahelistepr)
## [1] 8.641552
arvud %>% ggplot(aes(tahti, kymnejarohkemtahelistepr)) + geom_point()+
geom_hline(yintercept = mean(arvud$kymnejarohkemtahelistepr))
![](data:image/png;base64,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)
lm(kymnejarohkemtahelistepr~tahti, data=arvud)
##
## Call:
## lm(formula = kymnejarohkemtahelistepr ~ tahti, data = arvud)
##
## Coefficients:
## (Intercept) tahti
## 7.3153583 0.0007273
summary(lm(kymnejarohkemtahelistepr~tahti, data=arvud))
##
## Call:
## lm(formula = kymnejarohkemtahelistepr ~ tahti, data = arvud)
##
## Residuals:
## Min 1Q Median 3Q Max
## -47.596 -2.809 -0.586 2.275 92.677
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.315e+00 5.202e-02 140.63 <2e-16 ***
## tahti 7.273e-04 1.781e-05 40.83 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.583 on 12722 degrees of freedom
## Multiple R-squared: 0.1158, Adjusted R-squared: 0.1158
## F-statistic: 1667 on 1 and 12722 DF, p-value: < 2.2e-16
sample(arvud$tahti, 20)
## [1] 1723 3344 648 1932 675 2117 2514 849 949 2878 605 1374 538 716
## [15] 2298 1179 645 1241 674 1675
uuritav=sample_n(arvud, 20)
mudel=lm(kymnejarohkemtahelistepr~tahti, data=arvud)
uuritav$uusprotsent=predict(mudel, uuritav)
uuritav %>% select(tahti, kymnejarohkemtahelistepr, uusprotsent) -> tulemus
tulemus
## # A tibble: 20 x 3
## tahti kymnejarohkemtahelistepr uusprotsent
## <int> <dbl> <dbl>
## 1 1621 3.44 8.494272
## 2 707 9.58 7.829542
## 3 597 7.06 7.749542
## 4 623 11.90 7.768451
## 5 620 2.28 7.766269
## 6 750 9.99 7.860815
## 7 820 6.90 7.911724
## 8 1156 7.43 8.156089
## 9 1498 6.46 8.404817
## 10 609 3.33 7.758269
## 11 746 6.19 7.857906
## 12 613 8.87 7.761178
## 13 2930 10.73 9.446275
## 14 799 10.09 7.896451
## 15 467 5.40 7.654996
## 16 6583 12.07 12.103012
## 17 569 5.07 7.729178
## 18 2596 12.53 9.203365
## 19 2553 13.22 9.172092
## 20 738 4.55 7.852087
tulemus %>% mutate(vaheuuega=abs(kymnejarohkemtahelistepr-uusprotsent),
vahekeskmisega=abs(kymnejarohkemtahelistepr-mean(arvud$kymnejarohkemtahelistepr)))
## # A tibble: 20 x 5
## tahti kymnejarohkemtahelistepr uusprotsent vaheuuega vahekeskmisega
## <int> <dbl> <dbl> <dbl> <dbl>
## 1 1621 3.44 8.494272 5.05427156 5.2015522
## 2 707 9.58 7.829542 1.75045805 0.9384478
## 3 597 7.06 7.749542 0.68954167 1.5815522
## 4 623 11.90 7.768451 4.13154918 3.2584478
## 5 620 2.28 7.766269 5.48626900 6.3615522
## 6 750 9.99 7.860815 2.12918522 1.3484478
## 7 820 6.90 7.911724 1.01172406 1.7415522
## 8 1156 7.43 8.156089 0.72608855 1.2115522
## 9 1498 6.46 8.404817 1.94481670 2.1815522
## 10 609 3.33 7.758269 4.42826897 5.3115522
## 11 746 6.19 7.857906 1.66790568 2.4515522
## 12 613 8.87 7.761178 1.10882193 0.2284478
## 13 2930 10.73 9.446275 1.28372508 2.0884478
## 14 799 10.09 7.896451 2.19354873 1.4484478
## 15 467 5.40 7.654996 2.25499588 3.2415522
## 16 6583 12.07 12.103012 0.03301157 3.4284478
## 17 569 5.07 7.729178 2.65917796 3.5715522
## 18 2596 12.53 9.203365 3.32663503 3.8884478
## 19 2553 13.22 9.172092 4.04790786 4.5784478
## 20 738 4.55 7.852087 3.30208748 4.0915522
tulemus %>% mutate(vaheuuega=abs(kymnejarohkemtahelistepr-uusprotsent),
vahekeskmisega=abs(kymnejarohkemtahelistepr-mean(arvud$kymnejarohkemtahelistepr))) %>%
summarise(uuesumma=sum(vaheuuega), keskmisesumma=sum(vahekeskmisega))
## # A tibble: 1 x 2
## uuesumma keskmisesumma
## <dbl> <dbl>
## 1 49.22999 58.1531