X-Git-Url: https://code.communitydata.science/stats_class_2019.git/blobdiff_plain/d365bb775080c45e0f701f206a516e291a035f2f..refs/heads/master:/problem_sets/week_06/ps6-worked-solution.html diff --git a/problem_sets/week_06/ps6-worked-solution.html b/problem_sets/week_06/ps6-worked-solution.html index 50075ed..d182029 100644 --- a/problem_sets/week_06/ps6-worked-solution.html +++ b/problem_sets/week_06/ps6-worked-solution.html @@ -13,202 +13,17 @@ -
PC0. First we import the data.
-raw_df = read.csv("~/Desktop/DeleteMe/Teaching/owan03.csv") # Note that I saved the file as a CSV for importing to R
+Note that Jeremy created this solution set with some code that uses functions drawn from the tidyverse
. Wherever possible, we have also provided solution code using base R functions or alternatives since the course has not really provided an introduction to the tidyverse.
+
+PC0
+First we import the data.
+raw_df = read.csv("/tmp/owan03.csv") # Note that I saved the file as a CSV for importing to R
head(raw_df)
## X1 X2 X3 X4
## 1 70 49 30 34
@@ -326,35 +215,43 @@ head(raw_df)
## 4 87 67 65 48
## 5 92 70 76 65
## 6 93 74 83 91
-PC1. Letâs reshape the data
-library(tidyverse)
-## ââ Attaching packages âââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââ tidyverse 1.2.1 ââ
-## â ggplot2 3.1.0 â purrr 0.2.5
-## â tibble 2.1.1 â dplyr 0.7.7
-## â tidyr 0.8.2 â stringr 1.3.1
-## â readr 1.1.1 â forcats 0.3.0
-## ââ Conflicts ââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââââ tidyverse_conflicts() ââ
-## â dplyr::filter() masks stats::filter()
-## â dplyr::lag() masks stats::lag()
+
+
+PC1
+Letâs organize the data. We want this in âlongâ format where the survival times in weeks for each of the three dosage levels are all arranged in a single column and another variable labels the dosage level. There are (surprise!) many ways to do this. Here are two examples using a function called melt()
from a library called reshape
and another function called gather()
from the tidyverse
library. Note that youâll need to install the respective library and load it before you can call either function!
+library(reshape)
+library(tidyr)
+##
+## Attaching package: 'tidyr'
+## The following objects are masked from 'package:reshape':
+##
+## expand, smiths
# Rename the columns
colnames(raw_df) <- c("None", "Low", "Medium","High")
-# Gather gets all of the columns from the dataframe and
-# use them as keys, with the value as the value from that cell.
-# This gives us a "long" dataframe
-df <- gather(raw_df, dose, weeks_alive)
+# Here's a version using "melt"
+d <- melt(raw_df, na.rm=TRUE)
+## Using as id variables
+names(d) <- c("dose", "weeks_alive")
-# We want to treat dose as a factor, so we can group by it easier
-df$dose <- as.factor(df$dose)
+# "gather" similarly takes all of the columns from the dataframe and uses them as keys, with the value as the value from that # cell. This gives us a "long" dataframe
+df <- gather(raw_df, dose, weeks_alive)
+# We want to treat dose as a factor, so we can group by it easier. Specifying the levels helps with labels later on.
+df$dose <- factor(df$dose, levels=c("None", "Low", "Medium", "High"))
+# Finally, remove NAs
+df <- df[complete.cases(df),]
-# Finally, when we look at it, we see some missing data (NA); this is because not all group sizes were the same.
-# We can safely remove these.
-df <- df[complete.cases(df),]
-PC2: Now weâre goint to get statistics and create some visualizations
-tapply(df$weeks_alive, df$dose, summary)
-## $High
+# Uncomment this to see that the results are the same:
+## df==d
+
+
+PC2
+Now weâre going to calculate summary statistics and create some visualizations
+# First, using the tapply function
+tapply(df$weeks_alive, df$dose, summary)
+## $None
## Min. 1st Qu. Median Mean 3rd Qu. Max.
-## 34.00 45.00 56.50 65.25 92.75 102.00
+## 70.00 85.00 93.00 91.36 101.00 103.00
##
## $Low
## Min. 1st Qu. Median Mean 3rd Qu. Max.
@@ -364,81 +261,100 @@ df <- df[complete.cases(df),]
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 30.00 58.25 79.50 71.50 89.25 97.00
##
-## $None
+## $High
## Min. 1st Qu. Median Mean 3rd Qu. Max.
-## 70.00 85.00 93.00 91.36 101.00 103.00
-# Alternative way to do this using tidyverse
-
-df %>% group_by(dose) %>% summarize_all(c('min','max','mean', 'IQR'))
+## 34.00 45.00 56.50 65.25 92.75 102.00
+# Alternative way to do this using tidyverse "group_by" function:
+library(dplyr)
+##
+## Attaching package: 'dplyr'
+## The following object is masked from 'package:reshape':
+##
+## rename
+## The following objects are masked from 'package:stats':
+##
+## filter, lag
+## The following objects are masked from 'package:base':
+##
+## intersect, setdiff, setequal, union
+df %>% group_by(dose) %>% summarize_all(c('min','max','mean', 'IQR'))
## # A tibble: 4 x 5
## dose min max mean IQR
## <fct> <dbl> <dbl> <dbl> <dbl>
-## 1 High 34 102 65.2 47.8
+## 1 None 70 103 91.4 16
## 2 Low 49 89 69.9 14
## 3 Medium 30 97 71.5 31
-## 4 None 70 103 91.4 16
+## 4 High 34 102 65.2 47.8
When it comes to visualizations, we definitely want to use ggplot. We have lots of options for what to do.
+library(ggplot2)
+## Registered S3 methods overwritten by 'ggplot2':
+## method from
+## [.quosures rlang
+## c.quosures rlang
+## print.quosures rlang
# Histograms
-h_plot = df %>% ggplot(aes(x=weeks_alive, # What to summarize
- fill = dose # How to group by color
- )) + geom_histogram(position = 'dodge', bins = 5)
+h_plot <- ggplot(data=df, aes(x=weeks_alive, fill = dose)) + geom_histogram(position = 'dodge', bins = 5)
h_plot
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)
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)
# In this case, faceted histograms is probably better
-
-h_facet = df %>% ggplot(aes(x=weeks_alive # What to summarize
- )) + geom_histogram(bins = 5) + facet_grid(~dose)
-
+h_facet <- ggplot(data=df, aes(x=weeks_alive)) + geom_histogram(bins = 5) + facet_grid(~dose)
h_facet
-![](data:image/png;base64,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)
-# Density plots
-d_plot = df %>% ggplot(aes(x=weeks_alive, # What to summarize
- fill = dose # How to group by color
- )) + geom_density(alpha = .2)
+![](data:image/png;base64,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)
+# Even easier to compare if we flip the coordinates (rotate the axes)
+h_facet+coord_flip()
+![](data:image/png;base64,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)
+# Density plots. Note that setting a value <1 for "alpha" makes the fill more transparent
+d_plot <- ggplot(data=df, aes(x=weeks_alive, fill = dose)) + geom_density(alpha = .2)
d_plot
-![](data:image/png;base64,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)
# Boxplots
-box_plot = df %>% ggplot(aes(y=weeks_alive,
- x = dose
- )) + geom_boxplot()
+box_plot <- ggplot(data=df, aes(y=weeks_alive, x = dose)) + geom_boxplot()
box_plot
-![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAC9FBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwfHx8gICAhISEjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9BQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8eKF8/AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3deYBcVZ238YMoizDq4IaOr+M4zus2+hb6Ms44uI7LezobWdgCJAQChCU4oKKCEUFkFQiLDAioQBiMIGLQUYGJyBBQRjYhIAy7JiIk7CFJ33/eqlsdSZ/U6e/t7ptzT5/zPH901e0qLoff7f5Qe5uCiIhGlGl6AUREYzUAJSIaYQBKRDTCAJSIaIQBKBHRCANQIqIRBqBERCMMQImIRhiAEhGNMAAlIhphAEpENMIAlIhohAEoEdEIA1AiohEWDNDH/jiGWlkUzza9hth7tihWNr2G2FtdFE0vIfb+VBQvNL2GYQWgFQJQHYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1DZI6eeeknTaxhWAFohANUBqA5AZfe1WjOaXsOwAtAKAagOQHUAKgNQAM0zANUBqAxAATTPAFQHoDIABdA8A1AdgMoAFEDzDEB1ACoDUADNMwDVAagMQAE0zwBUB6AyAAXQPANQHYDKABRA8wxAdQAqA9AUAb2mr++cptcQewCqA1AZgKYI6KJW66Sm1xB7AKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqhubgD560pfC9blW6+MB/3VfunS00wHQCgGoDkB1YxPQ81oJ9767RjkdAK0QgOoAVDc2AT21aeQ2ar8a5XQAtEIAqgNQ3ZgF9JzfptlsAA0SgOoAVDdmAf1RKBYCd2hMgF5lfz9wbtkpe0yceeaKHhsvBqCJBaA6AI2smABdc9A6QO+bau1u1k5ftsHGegFoYgGoDkAjKx5A1959lF0H6Fw774li+SH2qA021gtAEwtAdQAaWdEAesEEa9cButTusap9snLSuMecjfUD0MQCUB2ARlY0gP78tNNOmzgA6On27PL0GHups7F+AJpYAKoD0MiKBtBOuwwAerhdUp5eaU92NtYPQBMLQHUAGllRAjrb3lWeXmePcDY63Tzw+tUNnpaPuWtbrVObXgNRM52TNKD31rvHGgCdbB8pT2+1c5yNTgBKNKYC0GFUC6CPlqe32NnORqc7+ro9vmYMdU0b0KbXEHv9RbG26TXEXntGTS9hBJ2dNKD3jHI6zh5ruQu/tDy9zh7ubKwfj4EmFo+B6ngMNLKifAz0cHtTebrInuRsrB+AJhaA6gA0sqIEdL49vzw9wV7sbKwfgCYWgOoANLKiBPQuO2tt+2TV1HHLnI31A9DEAlAdgEZWlIAWB9v5/cXqo+zRG2ysF4AmFoDqADSy4gT03il2p8Mm292Xb7CxXgCaWACqA9DIihPQ4vcnT58w46wVPTZeDEATC0B1ABpZUQE6vAA0sQBUB6CRBaBhAlAdgOoANLIANEwAqgNQHYBGFoCGCUB1AKoD0MgC0DABqA5AdQAaWQAaJgDVAagOQCMLQMMEoDoA1QFoZAFomABUB6A6AI0sAA0TgOoAVAegkQWgYQJQHYDqADSyADRMAKoDUB2ARhaAhglAdQCqA9DIAtAwAagOQHUAGlkAGiYA1QGoDkAjC0DDBKA6ANUBaGQBaJgAVAegOgCNLAANE4DqAFQHoJEFoGECUB2A6gA0sgA0TACqA1AdgEYWgIYJQHUAqgPQyALQMAGoDkB1ABpZABomANUBqA5AIwtAwwSgOgDVAWhkAWiYAFQHoLqzjj76D02vYfgB6FA5ewTQXgGoDkB1U1utR5tew/AD0KFy9gigvQJQHYDqADSyADRMAKoDUB2ARhaAhglAdQCqA9DIAtAwAagOQHUAGlkAGiYA1QGoDkAjC0DDBKA6ANUBaGQBaJgAVAegOgCNLAANE4DqAFQHoJEFoGECUB2A6gA0sgA0TACqA1AdgEYWgIYJQHUAqgPQyALQMAGoDkB1ABpZABomANUBqA5AIwtAwwSgOgDVAWhkAWiYAFQHoDoAjSwADROA6gBUB6CRBaBhAlAdgOoANLIANEwAqgNQHYBGFoCGCUB1AKoD0MgC0DABqA5AdQAaWQAaJgDVAagOQCMLQMMEoDoA1QFoZAFomABUB6A6AI0sAA0TgOoAVAegkQWgYQJQHYDqADSyADRMAKoDUB2ARhaAhglAdQCqA9DIAtAwAagOQHUAGlkAGiYA1QGoDkAjC0DDBKA6ANUBaGQBaJgAVAegOgCNLAANE4DqAFQHoJEFoGECUB2A6gA0sgA0TACqA1AdgEYWgIYJQHUAqgPQyALQMAGoDkB1ABpZABomANUBqA5AIwtAwwSgOgDVAWhkAWiYAFQHoLoxC+hH+9LsnwA0SACqA1DdmAU04QA0QACqA1AdgMYXgAYIQHUAqgPQ+MoV0F/tv1e4prRanw74r9v7ilEOp4kAVAeg8ZUroHObHvzG7F9GOZwmAlDdmAWUJ5G8jVVAZzeN3Mbsn0c5nCYCUN2YBZSXMXlz9jiWAL1rZZp9DEATDUAjK29AHw611sD9C4AmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBGFoCmGICmGoBG1hgGdNULo+uAlAHdYZTDaaK1RbG66TXE3rRW65mm1zD8vpk0oEtHOR1nj8EAfX6UzUka0NFOp4HWFMULTa8h9tqAPtX0GobfWUkDeucop+Pskbvwzcdd+FTjLnxkjeG78ADqDUBTDUAjC0BTDEBTDUAjC0BTDEBTDUAjC0BTDEBTDUAjC0BTDEADdvXpAft4q3VawH/d9+sZEYAOlbNHAG0+AA3XHe9vJdwPa5kRgA6Vs0cAbT4ADdfipo3bqJ1by4wAdKicPQJo8wFouNqAzliYZocDqAxAU2xsAnrjwoX3Nr2G4dcGdF7Tx3sjdQmAygA0xcYmoMe2Wj9reg3DD0B1ADpUzh4BtPkANFwAqgPQoXL2CKDNB6DhAlAdgA6Vs0cAbT4ADReA6gB0qJw9AmjzAWi4AFQHoEPl7BFAmw9AwwWgOgAdKmePANp8ABouANUB6FA5ewTQ5gPQcAGoDkCHytkjgDYfgIYLQHUAOlTOHgG0+QA0XACqA9ChcvYIoM0HoOECUB2ADpWzRwBtPgANF4DqAHSonD0CaPMBaLgAVAegQ+XsEUCbD0DDBaA6AB0qZ48A2nwAGi4A1QHoUDl7BNDmA9BwAagOQIfK2SOANh+AhgtAdQA6VM4eAbT5ADRcAKoD0KFy9gigzQeg4QJQHYAOlbNHAG0+AA0XgOoAdKicPQJo8wFouABUB6BD5ewRQJsPQMMFoDoAHSpnjwDafAAaLgDVAehQOXsE0OYD0HABqA5Ah8rZI4A2H4CGC0B1ADpUzh4BtPkANFwAqgPQoXL2CKDNB6DhAlAdgA6Vs0cAbT4ADReA6gB0qJw9AmjzAWi4AFQHoEPl7BFAmw9AwwWgOgAdKmePANp8ABouANUB6FA5ewTQ5gPQcAGoDkCHytkjgDYfgIYLQHUAOlTOHgG0+QA0XACqA9ChcvYIoM0HoOECUB2ADpWzRwBtPgANF4DqAHSonD0CaPMBaLgAVAegQ+XsEUCbD0DDBaA6AB0qZ48A2nwAGi4A1QHoUDl7BNDmA9BwAagOQIfK2SOANh+AhgtAdW1Az/ltms0G0AQD0HABqK4NaMIBaHIBaLgAVHde08ZtzN531yin40wdQJsPQMMFoLpHjj84XHNarY8E/NcdumC003GmDqDNB6DhAtDIuq/VmtH0GoaVM3UAbT4ADReARhaAVgxAvQFouAA0sgC0YgDqDUDDBaCRBaAVA1BvABouAI0sAK0YgHoD0HABaGQBaMUA1BuAhgtAIwtAKwag3gA0XAAaWQBaMQD1BqDhAtDIAtCKAag3AA0XgEYWgFYMQL0BaLgANLIAtGIA6g1AwwWgkQWgFQNQbwAaLgCNLACtGIB6A9BwAWhkAWjFANQbgIYLQCMLQCsGoN4ANFwAGlkAWjEA9Qag4QLQyALQigGoNwANF4BGFoBWDEC9AWi4ADSyALRiAOoNQMMFoJEFoBUDUG8AGi4AjSwArRiAegPQcAFoZAFoxQDUG4CGC0AjC0ArBqDeADRcABpZAFoxAPUGoOEC0MgC0IoBqDcADReARhaAVgxAvQFouAA0sgC0YgDqDUDDBaCRBaAVA1BvABouAI0sAK0YgHoD0HABaGQBaMUA1BuAhgtAIwtAKwag3gA0XAAaWQBaMQD1BqDhAtDIAtCKAag3AA0XgEYWgFYMQL0BaLgANLIAtGIA6g1AwwWgkQWgFQNQbwAaLgCNLACtGIB6A9BwAWhkAWjFANQbgIYLQCMLQCsGoN4ANFwAGlkAWjEA9Qag4QLQyALQigGoNwANF4BGFoBWDEC9AWi4ADSyALRiAOoNQMMFoJEFoO3uP372jvuf8ofuxrJT9pg488wV7nUA1BuAhgtAIwtAi+Kn4+ykmRPshJs6G/dNtXY3a6cvc64EoN4ANFwAGlkAWjw6se/KNcWqC+20p9pbc+28J4rlh9ijnGsBqDcADReARhaAFlcOYHmQXVIUS+0eq9rnV04a99jgawGoNwANF4BGFoAWC+zXy9ND7c+K4nR7drlxjL108LUA1BuAhgtAIwtAi4cmT2jf9Oz/j75dVhTF4Z2boUXnZunJg68FoN4ANFwAGlkAWhT3z7J7HbaHPbjzvNFse1f5vevsEd0Lb/lQt8f7R9eBKQO6wyiH00QntFq/bHoNw+83SQN6cdPjHX6Pt1ozm17DsHKmXgeg9x1iOx3ZeR3TZPtI+b1b7ZzuhTe3um3wuqZhljagTS9hBLUBvb7pNQy/W5IGdEHTaxh+T7QBbXoNo6kGQO+cPOG7jzz/4Fl9uz3cAfTR8pu32NndS+/o6/b4mtF1QNKAjnI4TdS5Bdr0GobffycN6EVNj3f4PdYGtOk1DCtn6jUAepC9rDw92361cxd+ablxnT188LV4DNQbj4GGa3Gr9YWVaXYBj4GGyPnlHT2gT1vbvXt+r53SeRKpfDl9scieNPhqAOoNQMO1uJVyALrxc355Rw/os319z5RnHrTT+ov59vxy4wR78eCrAag3AA0XgEYWgLbvtV9bni60XyyKu+yste3zq6aOc97LCaDeADRcABpZANq+t77Tdf3Fmqsmli8BPdjO7y9WH2WPdq4FoN4ANFwAGlkAWhSnWTtp1gTb993Oxr1T7E6HTba7L3euBKDeADRcABpZANru1qNn77jf13/X3fj9ydMnzDiLj7OrHoCGqw2o/Wya7QygIXJ+eflA5eYD0HDxVs7IAtCKAag3AA0XgEYWgFYMQL0BaLgANLIAtGIA6g1AwwWgkQWgFQNQbwAaLgCNLACtGIB6A9BwAWhkAWjFANQbgIYLQCMLQCsGoN4ANFwAGlkAWjEA9Qag4QLQyALQigGoNwANF4BGFoBWDEC9AWi4ADSyALRiAOoNQMMFoJEFoBUDUG8AGi4AjSwArRiAegPQcAFoZAFoxQDUG4CGC0AjC0ArBqDeADRcABpZAFoxAPUGoOEC0MgC0IoBqDcADReARhaAVgxAvQFouAA0sgC0YgDqDUDDBaCRBaAVA1BvABouAI0sAK0YgHoD0HABaGQBaMUA1FttgB73vqb/MPnG658X1TIiAI0sAK0YgHqrDdB/alq5jdnBtYwIQCMLQCsGoN5qA3T71vv70uxTrdaBtYwIQCMLQCsGoN5qBNQ2/d+ykboPQGUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqYOoM0HoDIA1QFokJypA2jzAagMQHUAGiRn6gDafAAqA1AdgAbJmTqANh+AygBUB6BBcqY+NKBr6zu8AOoNQGUAqgPQIDlT9wL68BEf2Xar9qXH3FHP4QVQbwAqA1AdgAbJmboP0ONfbjoVxZvN3P46Di+AegNQGYDqADRIztQ9gB7bxvOdO3cA/Xtj9qvj8AKoNwCVAagOQIPkTL03oHdtYt5ydfvC9qVP721ecnsNhxdAvQGoDEB1ABokZ+q9Ad3HbH130QW06N/ezKjh8AKoNwCVAagOQIPkTL03oO80c8sLy0vPMNvVcHgB1BuAygBUB6BBcqbeG9CtzILywvLSReYVNRxeAPUGoDIA1QFokJyp9wb0Vebs8sLy0vPNK2s4vADqDUBlAKoD0CA5U+8N6PvM1PLC8tL9zLtrOLwA6g1AZQCqA9AgOVPvDegxxiwsBgC9czNzWA2HF0C9AagMQHUAGiRn6r0BffINZtO5D3UAXXPx68yWD9VweAHUG4DKAFQHoEFypu55If2NrzDGvMmY925hzCbfqePwAqg3AJUBqA5Ag+RM3fdWzt991Az0xitrObwA6g1AZQCqA9AgOVP3fxrTbV+b8IH37DBrwap6Di+AegNQGYDqADRIztR7A7q8/sMLoN4AVAagOgANkjP13oC+rG9hTTc8/xyAegNQGYDqADRIztR7A2qM2Wa/G2o9vADqDUBlAKoD0CA5U+8N6IQtOk8f/e3RD9R3eAHUG4DKAFQHoEFypu55EunJC8d3DN3kwxc8VdPhBVBvACoDUB2ABsmZuv9Z+Ce/O27ztqFbTf9ZLX8ZCUC9AagMQHUAGiRn6kP+UbmV3+nrGPqmz9dweAHUG4DKAFQHoEFypq7+rPHKb3/UmDr+9jGAegNQGYDqADRIztSFjU9cuONWALqRA1AZgOoANEjO1Iey8dEzP/6yzrPx7/pqDYcXQL0BqAxAdQAaJGfqXkCXfn37TTp6vv3Ld9ZyeAHUG4DKAFQHoEFypt4b0F994e3lB4m87Uu31XV4AdQbgMoAVAegQXKm7n0nkjFv+fxvajy8AOoNQGUAqgPQIDlT9wH65sN+Ve/hBVBvACoDUB2ABsmZem9AP7Ok9sMLoN4AVAagOgANkjP1Ol6hVCkA9QagMgDVAWiQnKkDaPMBqAxAdQAaJGfqGwK63XbbPfVVpxoOL4B6A1AZgOoANEjO1DcE1BizwjjVcHgB1BuAygBUB6BBcqbeG9CtnWo4vADqDUBlAKoD0CA5U98Q0GuvvXbNRji8AOoNQGUAqgPQIDlT50mk5gNQGYDqADRIztQBtPkAVAagOgANkjN1AG0+AJUBqA5Ag+RM3QV0fs9qOLwA6q1GQN/fl2afAlAZgAbJmboLqPsCJl7GtPGrEdCEA1ARgAbJmXowQFe9MLoOSBnQHUY5nIH+oWnkNmaH1DKiXycN6IW1zChoy1utmU2vYVg5U3dtXNOzGg4vgHoD0CoBqGhsAtoGqb/pJQwrZ+o8idR83IWvEnfhRWPzLvyfiuKFptcwrJypVwD0xvHn1HB4AdQbTyLJeBJJB6BBcqZeAdAvmL4aDi+AeuNlTDJexqQD0CA5U/cAuubkce8c6K+N2bGGwwug3gBUBqA6AA2SM/XegK791PrPwW/+ixoOL4B6A1AZgOoANEjO1HsDepkx/2uPCZuYqbOnvd5s/es6Di+AegNQGYDqADRIztR7A/pp8zcrimKaObcoVu9m9q/j8AKoNwCVAagOQIPkTL03oG8zx7a/nmf2an9d+9ZN6vgDnQDqDUBlAKoD0CA5U+8N6FbmsvbXO80HOxunmr1rOLwA6g1AZQCqA9AgOVPvDegrS0BXbfrqzsZ/mrfUcHgB1BuAygBUB6BBcqbeG9B3mOM7J39tHmh/vdVsUcPhBVBvACoDUB2ABsmZem9AJ5u3rmyffNKc1f76ffOmGg4vgHoDUBmA6gA0SM7UewO62Ji/bd8GPdH8rweKldubD9dweAHUG4DKAFQHoEFypu55J9IexryqKH6/tdnsHVsb8+81HF4A9QagMgDVAWiQnKn73gs/f/vXt79e8JLOO5Gm9ddweAHUG4DKAFQHoEFypu7/MJHyg+9unPGhGRfVcngB1BuAygBUB6BBcqZe+fNAT3vV6A4vgHoDUBmA6gA0SM7UKwN6wig/ehlAvQGoDEB1ABokZ+oA2nwAKgNQHYAGyZk6gDYfgMoAVAegQXKmDqDNB6AyANUBaJCcqQNo8wGoDEB1ABokZ+oA2nwAKgNQHYAGyZk6gDYfgMoAVAegQXKmDqDNB6AyANUBaJCcqQNo8wGoDEB1ABokZ+oA2nwAKgNQHYAGyZk6gDYfgMoAVAegQXKmDqDNB6AyANUBaJCcqQNo8wGoDEB1ABokZ+oA2nwAKgNQHYAGyZk6gDYfgMoAVAegQXKmDqDNB6AyANUBaJCcqVdm8YfTRnd4AdQbgMoAVAegQXKmLgB94vJzbl1by+EFUG8AKgNQHYAGyZm6D9BFe322/XXJG4wxH3D/mREFoN4AVAagOgANkjN1D6D/asz4olj1ts4f5TTvquM2KIB6A1AZgOoANEjO1HsD+gtjXnZgUSw05otLv2rMZTUcXgD1BqAyANUBaJCcqfcGdIJ54z3tk13MG1YXxXgzrobDC6DeAFQGoDoADZIz9d6A/m/ztc7J682h7a/nmnfVcHgB1BuAygBUB6BBcqbeG9CXmx+0v95jzFXtkx+brWs4vADqDUBlAKoD0CA5U+8N6BvNgvbX+WbTle2T75tX13B4AdQbgMoAVAegQXKm3hvQD5oD2l/fY3bobHzJvKeGwwug3gBUBqA6AA2SM/XegM4zWy7qX2DMye3zt77WjPJNSGUA6g1AZQCqA9AgOVPvDeiKvzRmM2O2eax49uPt0/+q4fACqDcAlQGoDkCD5Ezd80L6X25r2oRe1Ka0fbp/HYcXQL0BqAxAdQAaJGfqvrdyLjvvwK/c0j5dse2nLqnl8AKoNwCVAagOQIPkTH2UH1JXPQD1BqAyANUBaJCcqVcBdO3pNRxeAPUGoDIA1QFokJyp9wZ00Jvfr39vHTdTAdQbgMoAVAegQXKm3tvGly7489nlMzYxALpRA1AZgOoANEjO1HvbaDa9oHtm7emvMmaTGTUcXgD1BqAyANUBaJCcqfcG9P1mk292Ttv33o1p3VDH4QVQbwAqA1AdgAbJmXpvQJ/8oDGndO+9b3MGf9JjIwegMgDVAWiQnKl7Ht585qPG7Nq59z6zlr/nUQDoEAGoDEB1ABokZ+q+54ee/3+dP+bRWlLb4QVQbwAqA1AdgAbJmbr3CfYXdjRmx3ruvZcBqDcAlQGoDkCD5Ezd/wqlNbual3yrvsMLoN4AVAagOgANkjN1F9D7X+zeT5tN5nfP1nB4AdQbgMoAVAegQXKm7gJqelbD4QVQbwAqA1AdgAbJmTqANh+AygBUB6BBcqbu2nh5z2o4vADqDUBlAKoD0CA5U+fj7JoPQGUAqgPQIDlTHxpQXsYUIgCVAagOQIPkTN0L6MNHfGTbrdqXHnNHPYcXQL0BqAxAdQAaJGfqPkCPf/nAs0dvNnP76zi8AOoNQGUAqgPQIDlT9wB6bBvPd+7cAfTvjdmvjsMLoN4AVAagOgANkjP13oDetYl5y9Wd1zQVxdN7m5fcXsPhBVBvACoDUB2ABsmZem9A9zFb3110AS36tzd8oPJGDUBlAKoD0CA5U+8N6DvN3PLC8tIzzHY1HF4A9QagMgDVAWiQnKn3BnQrU/5RpC6gi8wraji8AOoNQGUAqgPQIDlT7w3oq8zZ5YXlpeebV9ZweAHUG4DKAFQHoEFypt4b0PeZqeWF5aX7mXfXcHgB1FuNgL6/L80+BaAyAA2SM/XegB5jzMJiANA7NzOH1XB4AdRbbYD+UyvhDq5lRAAaWWkC+uQbzKZzH+oAuubi15ktH6rh8AKot9oAPWH7ppXbeH3kx7WMCEAjK01AixtfYYx5kzHv3cKYTb5Tx+EFUG+1ARq0Y1utnzW9huEHoJGVKKDF7z667rNA33hlLYcXQL0BaLgANLJSBbQobvvahA+8Z4dZC1bVc/734b0AACAASURBVHgB1BuAhgtAIytdQGsOQL0BaLgANLLSBpTPAw0RgIYLQCMrWUD5PNBgAWi4ADSyUgWUzwMNF4CGC0AjK1FA+TzQgAFouAA0stIElM8DDRmAhgtAIytNQPk80JABaLgANLLSBJTPAw0ZgIYLQCMrTUD5PNCQAWi4ADSy0gSUzwMNGYCGC0AjK01A+TzQkAFouAA0stIElM8DDRmAhgtAIytNQPk80JABaLgANLLSBJTPAw0ZgIYLQCMrUUD5PNCAAWi4ADSyUgWUzwMNF4CGC0AjK11Aaw5AvQFouAA0stIEdK+FK+o+vADqDUDDBaCRlSagxrz0g8fcXMvH2K0LQL0BaLgANLJSBbTT66df/FhthxdAvQFouAA0stIE9P4LZv5NaehL/u+RN+i/67H2ykOm7HbkwEfXLztlj4kzz9zgIQAA9Qag4QLQyEoT0E6PXrzv2zfpILrNtPOHPnIvfMHanadY+5POxn1Trd3N2unLnCsBqDcADReARla6gHZavvDA97zEGPFU/Vl21u/6+6/sm9RBc66d90Sx/BB7lHMlAPUGoOEC0MhKG9BVv/zaJ7dSgC4fP3F55/Q4e1lRLLV7dF44unLSOOfhUwD1BqDhAtDIShfQZ6/+8oe3LB8Ife2kIQ/cZfa48nTlfW1HT7flB+EVx9hLB18LQL0BaLgANLLSBHTlVZ//x826z8RPOV39XeNj7bUvbhxul5SnV9qTB18LQL0BaLgANLLSBHTTEs83TDvzzgoH7lB7+7Vfnb77kTd0Nmbbu8pvXmeP6F56y4e6Pd4/ug5MGdAdRjmcJjqh1fpl02sYfr9JGtCLmx7vCGqvvOklDCtn6t7XgW4zb2nFAzfTHmX79pxk7Sntjcn2kfKbt9o53UtvbnUb7Vub0ga06SWMoDag1ze9huF3S9KALmh6Dfk1xAvp/2bPc++usouJ1n77maJ/8WR7TQfQR8tv3mJndy/lFqiMW6Dh4hZobBUp3gK95fSd3tR9CHTSN361Rhy4Xe03ytMf2M917sJ3b7heZw8ffC0eA/XGY6Dh4jHQyErzMdBO9393n3eUL6Tf+mNfGfLAHWT/qzx90E7uLw63N5Ubi+xJg68FoN4ANFwAGlnpAtrpT1cc9oHN1OtAj7KLy9P77fSimG+7b1s6wV48+FoA6g1AwwWgkZU2oM9de+QOmytAr7VHl6cX2/Yt1bvsrM5751dNHee8lxNAvQFouAA0stIF9PnF8z60RfmBItt9YcgDt2ZPe/azxdpFE8Z1XvR0sJ3fX6w+agDVFwNQbwAaLgCNrDQBXXXdUR/pvgtp2+kXuf/IBt08wY6bOcmO/0Fn494pdqfDJtvdlztXAlBvABouAI2sNAHt4rnZh77+m0qH7sETd5+47/H3dzd+f/L0CTPO4uPsqgeg4QLQyEoT0M6rQOf88Ok6Dy+AegPQcAFoZKUJ6Lgz7q378AKoNwANF4BGVpqAboQA1BuAhgtAIwtAKwag3gA0XAAaWQBaMQD1BqDhAtDIAtCKAag3AA0XgEYWgFYMQL0BaLgANLIAtGIA6g1AwwWgkQWgFQNQbwAarjagByxJs+MANETOLy+ANh+AhmtxK+UAdOPn/PICaPMBaLhu2a5p5DZmC5se7/AD0IoBqDcADdhlR34pXB9utb4Q8F937rKmpzv8ALRiAOoNQFNtaqv1aNNriDwArRiAegPQVANQGYBWDEC9AWiqAagMQCsGoN4ANNUAVAagFQNQbwCaagAqA9CKAag3AE01AJUBaMUA1BuAphqAygC0YgDqDUBTDUBlAFoxAPUGoKkGoDIArRiAegPQVANQGYBWDEC9AWiqAagMQCsGoN4ANNUAVAagFQNQbwCaagAqA9CK1QDoXSvT7GMAmmgAKgPQcICmG4CmGYDKABRARx+AphmAygAUQEcfgKYZgMoAFEBHH4CmGYDKABRARx+AphmAygA0HKCHH51m/wigiQagMgANByivA40pANUBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAK/b8KJuTMqA7jHY6DXR8q7W46TXE3rRW66mm1xB5q4pibdNrGFbOL28wQFe9MLoOSBrQUQ6nidqA/qLpNcReG9Bnml5D7BVFf9NLGFbOLy934ZuPu/Cpxl14GXfhKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3sYmoN/77GdvbnoNsQegMgCtGIB6G5uAPlsUK5teQ+wBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFYMQL0BaKoBqAxAKwag3gA01QBUBqAVA1BvAJpqACoD0IoBqDcATTUAlQFoxQDUG4CmGoDKALRiAOoNQFMNQGUAWjEA9QagqQagMgCtGIB6A9BUA1AZgFasBkB//XCafQxAEw1AZQAaDtB0A9A0A1AZgAYC9JCmkduYfaKWQxs2ANUBqAxAAwH6m0P2CteUVuvTAf91+/+4lkMbNgDVAagMQAMBGrRFrdZJTa8h9gBUB6AyAAXQPANQHYDKABRA8wxAdQAqA1AAzTMA1QGoDEABNM8AVAegMgAF0DwDUB2AygAUQPMMQHUAKgNQAM0zANUBqAxAATTPAFQHoDIABdA8A1AdgMoAFEDzDEB1ACoDUADNMwDVAagMQAE0zwBUB6AyAAXQPANQHYDKABRA8wxAdQAqA1AAzTMA1QGoDEABNM8AVAegMgAF0DwDUB2AygAUQPMMQHUAKgNQAM0zANUBqAxAATTPAFQHoDIABdA8A1AdgMoAFEDzDEB1ACoDUADNMwDVAagMQAE0zwBUB6AyAAXQPANQHYDKABRA8wxAdQAqA1AAzTMA1QGoDEABNM8AVAegMgAF0DwDUB2AygAUQPMMQHUAKgNQAM0zANUBqAxAATTPAFQHoDIABdA8A1AdgMoAFEDzDEB1ACoDUADNMwDVAagMQAE0zwBUB6AyAAXQPANQHYDKABRA8wxAdQAqA1AAzTMA1QGoDEABNM8AVAegMgAF0DwDUB2AygAUQPMMQHUAKgNQAM0zANUBqAxAB7p7whe7Z5adssfEmWeuANDEA1AdgMoAtNuTM20X0PumWrubtdOXAWjaAagOQGUAWtY/zw4AOtfOe6JYfog9CkDTDkB1ACoD0LJL7AFdQJfaPVa1T1ZOGvcYgCYdgOoAVAagnW4Z9/nFXUBPt2eX3znGXgqgSQegOgCVAWi7P+262+O/7AJ6uF1SfutKezKAJh2A6gBUBqBFseaz424tBgCdbe8qv3edPaJ74R193R5fM4a6ptU6tek1xF5/Uaxteg2xN63Veq7pNcReUfQ3vYRhtREAPbdzd30A0Mn2kfJ7t9o53QtvbnXb4HVNMXdtG9Cm10BjvzagLzS9Btqo1QDo9XZe/3qAPlp+8xY7u3vpLR/q9nj/GKpzC7TpNcRe+9g2vYToawO6quk1xN5Y+zmqHdA/TJ3xZFG8eBd+afnd6+zhg6/GY6CJxWOgOh4DlfEY6GK7877tdrc77rvvA8Xh9qbyu4vsSQCadACqA1AZgC62L3ZPMd+eX373BHsxgCYdgOoAVAagAw3chb/LzlrbPlk1dZzzXk4ATSwA1QGoDEAHA1ocbOf3F6uPskc7lwNoYgGoDkBlAOoAeu8Uu9Nhk+3uywE07QBUB6AyAHUALX5/8vQJM87i4+xSD0B1ACoD0IoBaGIBqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoCkCesf55/+y6TXEHoDqAFQGoCkCurIonm16DbEHoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBaMWeH0u9UBRrml5D7K1p/+Q3vYbYm9ZqPdX0GiJvVVGsbXoNw6opQFe9MIZq47C26TXE3tqiWN30GmLvqZUrm15C9BVFf9NLGFZNAcpd+MTiLrxudVE0vYTY4y48gOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQEogOYZgOoAVAagAJpnAKoDUBmAAmieAagOQGUACqB5BqA6AJUBKIDmGYDqAFQGoACaZwCqA1AZgAJongGoDkBlAAqgeQagOgCVASiA5hmA6gBUBqAAmmcAqgNQGYACaJ4BqA5AZQAKoHkGoDoAlQFoioD+acWKx5teQ+w9vmLFmDqmTfTEihVNLyH6Vqx4ouklDKumAB1TXdtqndr0GmLvhFbr+qbXEHvTWq0Xml5D5D3Ras1seg2jCUB7BaA6ANUBqAxAUwxAdQCqA1AZgKYYgOoAVAegMgBNMQDVAagOQGUAmmIAqgNQHYDKADTFAFQHoDoAlQFoij2+ZMmDTa8h9u5fsmRF02uIvVuXLFnb9Boib/WSJXc0vYbRBKBERCMMQImIRhiAEhGNMAAlIhphAEpENMKyB/QZa5cNnH3S2sd6XeUae1bABUXZMmufa3oNMXWbtTuvWbex2Np9fVdcbE8Ls6LIW2rtwnXnp9uHm1xKvQGoC+gZG/w2ACiAOrUBtTet2zhGAbrhj1R2tQGd9OjAeQBNKQCtEoAO7jbbZ08eOP/cpD4AVbUBtYcPnAfQlNoA0N9c9lPnKgAKoE632f13mbqqe/4/7eEC0A1/pLJrqZ2+q/1J9zyAptQGgA5wedMx03c66oHF9nvld57+5p4T9znnqQbX2WwOoLeesP/kz5zR+TU4wv6o/XXtFPv1zveP7Iwrh26zB51u/6t7/mi7aADQJ876zORZJ9/f/fbPv7zLzl++swS0/JG6ZGA2J3bu+y+2Vyw/fudJc28slh23y44HXdPAf0LYltp9F9tpj5fnBwB98YeoPaArnjtv5qTZ53Z/wwbNMfIAtDegl/TZqdPt5BO6gB6377gDD7D2c/1NrrTJBgN6mbXj9+qzk27unD22/Y17rZ1elI7e29QKw9YG9FZ7XHn22Ul739UF9Pbpdvys8XbCL9rn+79h7YRdbN9xPkDP2vX4H55k+67ced4VZ4yzSxr7LwlUG9DiK/aY8nwX0PV+iNoDunTuZ/790n3soZ1n5tafY/QBaE9Af2t3/EV/cc+etguo3e/37Tti4+3SRpfaYIMA/f34vgWrimdOsDNXF/fbXdvf+aHts+0J3WN3y+R/MW1A+6fvWI7kGvudpSWgz0+333q+WPVtO7E9iqvthB+/UNy7t/UBaq8sOg+O2nPbJwsGZEm4zoj+OMWWHz9TArr+D1F7QDud0Kbzmd3tbc4cow9Ard1pl247vwjo4faHnQt/uw7Q8obV0fbnza61uQYBeqKdX54e1EFgun2oKI6zx9qfFcXl9qSmFhi4NqDFN+3iztmj7P1dQBfY48vLTrFnFP17dX+A/jDeB+iszv9qltjygdR77YGN/FcErBzRj+z0p4sBQAf9EF1jdyw/mOY0u2jwHOMPQO36DQD6fN+k58tL53QBPaTcONf+R5MrbbJBgO5pux9V9dPO3feT7VVFsceeN9hTOv+Huaah9YWuA+hvy9uNz0zYt6tDcZi9s7xsqd2vPa+duk8xHesDtHzM+Lf20M7JMjungf+GoJUj6j/Mdj4lsgR00A/RNQPP0F/Q0XT9OcYfgPa6C3//umN3XBfQE8uNbwFopxf6xnc/o+1ue3BRXGuPa196/JN9+xT9O/fl8gF3HUD795z4TFH83F40AOiu9pQzOp1spxS/6cpYFP/uA7R8ff1v7ZGdk1wALR6caG/pAjr4h+iazv9+iwFA159j/AFoL0BvWveatX8beBa+3ADQgfPTu2f+2Hn8c0Xf9PaArmzfVn/igc7vQh51AG3fI7m6KOa1b0mVOqx+8X5MX/819mvdK/4MQMu6gLbvns9aVQI6+Ido3W9YB9BBc2xsvZUD0F6A3mP3737rRAAt63kL9Hfl7/3B9pEz7H3FWfaXi+wFTa0vdCWg99h5xdMT5qzTYef1HuW43R7WPfO9DQCdlzOga+bY8wbfAi1/iNYHdNAc4w9AewH6jN2x+xDWXAAt6/kY6NXlg4AX2J/MmdpfXGfPPq7zHGoelYAWs8Y/+TO7YJ0On7F3l5etfmxl+3bVTt2/5XHieoBeWn5nn5wBLZb2jbtn0GOg5Q/RIEDXn2P8AWjPlzEd3Hk6sHMbA0DLnGfhTy9P59oftL/eauf1HVkUT9iDd5+8pvc/nV5dQNv/7ziyg0FXh/MG3tx5UftGVv/s8mVKxWMT/gzo97pPKt9uswa0+Dd74C7dZ+HX+yEaBOj6c4w/AO0J6K/tlCX9xQOzxnc+QwZABwP66Pi+hWuK5062Mzo301fvaDu3worZ1h7V2PpC1wX0f+zc8Z3Trg5PTuu7aHXRv3jihIc77++c+NM1xUP79/0Z0Bvs5HuL4qG9J+YN6HMzre0AOuiHaBCgg+YYfQDa+51I51i70ww79wr7UwAtSkB3Hni1bPv/KN+3dtLscXbXW8vL5lnbOTPflu/qzKMuoMW+trxfPqDDDVPtxP12tX3Xts/3n9qe0XQ77rI/A7rqADv+Xw8at9938ga0fdukBHTQD9EgQAfNMfoA1PNe+MVHTNvtjOcus78C0KIEdF0XtTdvOX6/yXPP6L6zubjCju+8aPYaa8fCO0fqaQDQi7r/zet0+MMpB+249/EPdK9y9Zd3nfrF21ce9+N1P0Arzpw1cca/PXPjcfduAOge88P/J4TtRUCLk7qArv9DtO437MI55WcEDppj5GUP6NCdnsubu4loBAFozw4bf3vnZOWUqS80vRQiijYA7dkVdtavn3vqv+fYbzW9EiKKNwDt3Zl95QN+X36+6YUQUbwBqKcHLz39zMuzeWE4EY0kACUiGmEASkQ0wgCUiGiEASgR0QgDUCKiEQagREQjDECJiEYYgBIRjTAAJSIaYQBKRDTCAJTGZq8xX2x6CUQASmMzAKUIAlAamwEoRRCA0tgMQCmCAJTGZgBKEQSgNDYDUIogAKWx1YJPvG7zN++99M+A3rnf27ba+u/2v2vg4pVf2eGvXv6OHa9fd/Wnjt1+m63fPXtpE0ul9ANQGks9/QlTtuXlA4Ce+NLuN156Ynn59dt0N82h3ev/6o3dzZd8vbElU8oBKI2lxhmzzZwLjv1ns+VmJaDfMmbz2edfsO/mxpzX3ly2rdly/4suP+YNxlzVufq9rzBm8lkLDt7KmOMbXTclGoDSGOoHxrzjvvZp/+fatyrbgK58hXntDZ0LbniNedVTRXG+MT/qbN79MrNX5/RjZtOFndOlbzFbPdzYqindAJTGUO078Dd1z21XAnq6MfO7298w5ptFcaDZrL/cPHD8Z9tfbzfm4O7FVxtzRPjlUvIBKI2hXmf+ZeDcJSWgE82rnutuP721mVoU84y5ZL2rf82YBwfOvtN8NOA6KZcAlMZOK4350sDZ/ykBfavZft1l7zV/VxS3vMyY987/3brvTTR/te7szmbbcOukbAJQGjv9uvtUUac1L+0A+hozbd1lE8zr218v/MvOc+7b7nrZqs73/tGs11YNLJhSD0Bp7HTji4Cu3bwD6KtfBHSyeXXn5I8nfHDTDpd/d2N74z3rA2rWNrBiSjwApbHT7158Kuihgbvw/7Dusu3MWwfOrVh06LbGvPGJotjB/J/wi6ScAlAaO639C/PJgbNXlICON9us6m4/90ozvm3nimfLrdVfMObyophltljTzEopkwCUxlB9xvy6e+6DJaCnli9e6nSaMacVxevNx7ubS405pygWGLOgu/3037/5mPDLpeQDUBpDXWXMu+7vnDm6+0L6J7Y225aiLnmtecWKovik2ey2YuDyW4ti1RvM68o3yffvbcztja2a0g1AaSw1yZjXzL3wGx83W7y9fCvn2cZseeBFF87Z3JhvtTcvNua1R17+k/MmGvMPneeMrtjEbDbn21eduf2fX1FPVGcASmOpZ9Z9mMjCad0PEzl204EPEzmpvHy/dU+5v2t5uf3tLbqbm8zub27RlG4ASmOriz/xus3+avc7igsOLt/1Xty+z1tfvtXf7rfu4+yun/Luv9z67XbhutcsPfiv7/yLv3jv7rc2slZKPgAlIhphAEpENMIAlIhohAEoEdEIA1AiohEGoEREIwxAiYhGGIASEY0wACUiGmEASkQ0wgCUiGiEASgR0QgDUCKiEQagREQjDECJiEYYgBIRjTAAJSIaYQBKRDTCAJSIaIQBKBHRCANQIqIRBqBERCMMQImIRtj/Gc//LwAAAAVJREFUB2BZcQcOp7rxAAAAAElFTkSuQmCC)
-# My favorite - ridgeline plots
+![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAC9FBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwfHx8gICAhISEjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9BQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8eKF8/AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3deaAcVZ238RNRFmHUwQ0dX0cd53UbfRt9GWccXMYZnffc7CRsISQEAgRIcIwaFYwRRLYIJBBRNhWIgxFEDDoqYESGgDImrAHCsCiYiJCwZ7v1z9tdfUPurXTVt9O3+tTpc57nj9td3c3hl0rzode6JiEioo4yVQ9ARNSrASgRUYcBKBFRhwEoEVGHASgRUYcBKBFRhwEoEVGHASgRUYcBKBFRhwEoEVGHASgRUYcBKBFRhwEoEVGHASgRUYc5A/TxP/VQ65Pkuapn8L3nkmR91TP43qYkqXoE3/tzkmyseoYdCkDbCEB1AKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAhgjoirPPvr7qGXwPQHUAKgPQEAFdWqudWfUMvgegOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1DZg319s6ueYYcC0DYCUB2A6gBU9kCtNqXqGXYoAG0jANUBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoI4AvXveF901vVab6PBfd8KyUv5q3QagOgCVAagjQGfXAu7fyvibdRyA6gBUBqCOAJ1eNXLd7J9K+at1G4DqAFQGoO4A/eVdYfZRAA00AJUBqDtAf+9qVsf9C4AGGoDKIgb0WvvYwLk1Z00eM/W8dS02tgWguQFoqAGoLF5ANx+3FdAHJlh7sLWT1my3MSgAzQ1AQw1AZbECuuXeeXYroLPs3CeTtcfbedttDApAcwPQUANQWaSAXjLa2q2ArrKTN9RP1o8d+XhmY3AAmhuAhhqAyiIF9BfnnHPOmAFAF9rz09OT7RWZjcEBaG4AGmoAKosU0EYHDgA6xy5PT6+x8zMbgwPQ3AA01ABUBqDJdHtPenqjPSGz0ei2gc+Kb/e2/A52bMiA7lv1CETV9GStNrXqGYZTCYCOt39IT1faGZmNRgAqA1CKNgCtm/loerrCTs9sNLqzr9kTm4fXMUEDOsydU0X9SbKl6hl8r76Pqh7B9x6vA1r1DDtU5j/eUp7Cr0pPb7RzMhuD4zXQ3HgNNNR4DVTGa6DJHHtrerrUnpnZGByA5gagoQagMgBNFtiL09PT7eWZjcEBaG4AGmoAKgPQ5B47bUv9ZMOEkWsyG4MD0NwANNQAVAagSTLTLuhPNs2zJ223MSgAzQ1AQw1AZQCaJKv3s/vPHm8PWbvdxqAANDcADTUAlQFovcfmTxo9ZdG6FhvbAtDcADTUAFQWMaA7FoDmBqChBqAyAG0zAM0NQEMNQGUA2mYAmhuAhhqAygC0zQA0NwANNQCVAWibAWhuABpqACoD0DYD0NwANNQAVAagbQaguQFoqAGoDEDbDEBzA9BQA1AZgLYZgOYGoKEGoDIAbTMAzQ1AQw1AZQDaZgCaG4CGGoDKALTNADQ3AA01AJUBaJsBaG4AGmoAKgPQNgPQ3AA01ABUBqBtBqC5AWioAagMQNsMQHMD0FADUBmAthmA5gagoQagMgBtMwDNDUBDDUBlANpmAJobgIYagMoAtM0ANDcADTUAlQFomwFobgAaagAqA9A2A9DcADTUAFQGoG0GoLkBaKgBqAxA2wxAcwPQUFt00kl/rHoGzwPQNgPQ3AA01CbUao9WPYPnAWibAWhuABpqACoD0DYD0NwANNQAVAagbQaguQFoqAGoDEDbDEBzA9BQA1AZgLYZgOYGoKEGoDIAbTMAzQ1AQw1AZQDaZgCaG4CGGoDKALTNADQ3AA01AJUBaJsBaG4AGmoAKgPQNgPQ3AA01ABUBqBtBqC5AWioAagMQNsMQHMD0FADUBmAthmA5gagoQagMgBtMwDNDUBDDUBlANpmAJobgIYagMoAtM0ANDcADTUAlQFomwFobgAaagAqA9A2A9DcADTUAFQGoG0GoLkBaKgBqAxA2wxAcwPQUANQGYC2GYDmBqChBqAyAG0zAM0NQEMNQGUA2mYAmhuAhhqAygC0zQA0NwANNQCVAWibAWhuABpqACoD0DYD0NwANNQAVAagbQaguQFoqAGoDEDbDEBzA9BQA1AZgLYZgOYGoKEGoDIAbTMAzQ1AQw1AZQDaZgCaG4CGGoDKALTNADQ3AA01AJUBaJsBaG4AGmoAKgPQNgPQ3AA01ABUBqBtBqC5AWioAagMQNsMQHMD0FADUBmAthmA5gagoQagMgBtMwDNDUBDDUBlANpmJQD6yb4wez+ABhqAygDUHaDhBqBhBqAyAAXQ4QegYQagMgAF0OEHoGEGoDIABdDhB6Bh1puA/s/sw9w1uVbb1+G/7rCFw907PQwobyL5FIDqehPQ86t+PNHV7hjm3ulhQPkYk08BqK43AT27auO62m+GuXcy//ECaPUBaKj1LKBL1ofZLAANMAANtZ4F9MdV/zfRpT4NoAEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ4FoCEGoKEGoJ7Vw4Bu2Di8jgkZ0H2HuXOqaEuSbKp6Bt+bWKs9W/UMO943ggZ01TD3TmZFZ4C+MMxmBA3ocPdOBW1Oko1Vz+B7dUCfrnqGHW9R0IDePcy9k1mRp/DVx1P4UOMpvGf18FN4AM0NQEMNQD0LQEMMQEMNQD0LQEMMQEMNQD0LQEMMQEMNQD0LQEMMQB123UKHfbxWO8fhv+4H5ewiAC0qsyKAVh+AuuvOD9QC7kel7CMALSqzIoBWH4C6a1nVxnW1C0rZRwBaVGZFAK0+AHVXHdApS8JsDoDKADTEehPQW5YsWV31DDteHdC5Vf99d6nvAagMQEOsNwE9pVb7edUz7HgAqgPQojIrAmj1Aai7AFQHoEVlVgTQ6gNQdwGoDkCLyqwIoNUHoO4CUB2AFpVZEUCrD0DdBaA6AC0qsyKAVh+AugtAdQBaVGZFAK0+AHUXgOoAtKjMigBafQDqLgDVAWhRmRUBtPoA1F0AqgPQojIrAmj1Aai7AFQHoEVlVgTQ6gNQdwGoDkCLyqwIoNUHoO4CUB2AFpVZEUCrD0DdBaA6AC0qsyKAVh+AugtAdQBaVGZFAK0+AHUXgOoAtKjMigBafQDqLgDVAWhRmRUBtPoA1F0AqgPQojIrAmj1Aai7AFQHoEVlVgTQ6gNQdwGoDkCLyqwIoNUHoO4CUB2AFpVZEUCrD0DdBaA6AC0qsyKAVh+AugtAdQBaVGZFAK0+AHUXgOoAtKjMigBafQDqLgDVAWhRmRUBtPoA1F0AqgPQojIrAmj1Aai7AFQHoEVlVgTQ6gNQdwGoDkCLyqwIoNUHoO4CUB2AFpVZEUCrD0DdBaA6AC0qsyKAVh+AugtAdQBaVGZFAK0+AHUXgOoAtKjMigBafQDqLgDVAWhRmRUBtPoA1F0AqgPQojIrAmj1Aai7AFQHoEVlVgTQ6gNQdwGoDkCLyqwIoNUHoO4CUB2AFpVZEUCrD0DdBaA6AC0qsyKAVh+AugtAdQBaVGZFAK0+AHUXgOoAtKjMigBafQDqLgDVAWhRmRV7CdBf3hVmHwVQZwGoDkCLyqzYS4CGG4C6CkB1AFpUZsWeAXR21ch1s08Oc+dUEYB6FoDqIgb0ri/OdNchtdpoh/+6zy4b5s6pIgD1LADVRQyo05bWamdWPYPvAahnAagOQN0EoDoA9SwA1QGomwBUB6CeBaA6AHUTgOoA1LMAVAegbgJQHYB6FoDqANRNAKoDUM8CUB2AuglAdQDqWQCqA1A3AagOQD0LQHUA6iYA1QGoZwGoDkDdBKA6APUsANUBqJsAVAegngWgOgB1E4DqANSzAFQHoG4CUB2AehaA6gDUTQCqA1DPAlAdgLoJQHUA6lkAqgNQNwGoDkA9C0B1AOomANUBqGcBqA5A3QSgOgD1LADVAaibAFQHoJ4FoDoAdROA6gDUswBUB6BuAlAdgHoWgOoA1E0AqgNQzwJQHYC6CUB1AOpZAKoDUDcBqA5APQtAdQDqJgDVAahnAagOQN0EoDoA9SwA1QGomwBUB6CeBaA6AHUTgOoA1LMAVAegbgJQHYB6FoDqANRNAKoDUM8CUB2AuglAdQDqWQCqA1A3AagOQD0LQHUA6iYA1QGoZwGoDkDdBKA6APUsANUBqJsAVAegngWgOgB1E4DqANSzAFQHoG4CUB2AehaA6gDUTQCqA1DPAlAdgLoJQHUA6lkAqgNQNwGoDkA9C0B1AOomANUBqGcBqA5A3QSgOgD1LADVAaibAFQHoJ4FoDoAdROA6gDUswBU5ymgD542fdzRZ/2xubHmrMljpp63LnsbAA0sAPUsANX5CejPRtqxU0fb0bc2Nh6YYO3B1k5ak7kRgAYWgHoWgOq8BPTRMX3XbE42XGonPl3fmmXnPpmsPd7Oy9wKQAMLQD0LQHVeAnrNAJbH2eVJsspO3lA/v37syMeH3gpAAwtAPQtAdV4Cuth+rTmc/XmSLLTnpxsn2yuG3gpAAwtAPQtAdV4C+sj40fWHnv3/2XfguiSZ03gYmjQels4feisADSwA9SwA1XkJaPLgNHvY7Ml2ZuN9o+n2nvSyG+0JzStXfLjZE/091PW12tlVz+B7p9dqv656hh3vd0EDenkp++ibQQN6/zD3TmbFMgB94Hjb6MTG55jG2z+kl620M5pX3lZrtt3nmnzuhjqgVc/ge3VAb6p6hh1vRdCALi5loW8FDejqclcsAdC7x4/+7h9eeHhR38G/bwD6aHrhCju9ee2dfc2e2NxDNR6BVj2D7zUegVY9w47330EDelkp++j8oAG9b5h7J7NiCYAeZ69MT8+3X2k8hV+Vbtxo5wy9Fa+BBlbPvgb6+fVhdgmvgcp8fA30GWubT89X2/0abyKlH6dPltozh94MQAOrZwENOAAV+Qjoc319z6ZnHrYT+5MF9uJ043R7+dCbAWhgAah/AajIR0Drz9pvSE+X2C8kyT122pb6+Q0TRma+ywmggQWg/gWgIi8BXWr3v7E/2XztmPQjoDPtgv5k0zx7UuZWABpYAOpfACryEtDkHGvHThtt+77b2Fi9n91/9nh7yNrMjQA0sADUvwBU5CegycqTpo876mv3Nzcemz9p9JRFHM4u9HoWUPuZMDsAQGWeAtpOABpYPQtowJ8DBVARgLoJQHUA6lkAqgNQNwGoDkA9C0B1AOomANUBqGcBqA5A3QSgOgD1LADVAaibAFQHoJ4FoDoAdROA6gDUswBUB6BuAlAdgHoWgOoA1E0AqgNQzwJQHYC6CUB1AOpZAKoDUDcBqA5APQtAdQDqJgDVAahnAagOQN0EoDoA9SwA1QGomwBUB6CeBaA6AHUTgOoA1LMAVAegbgJQHYB6FoDqANRNAKoDUM8CUB2AuglAdQDqWQCqA1A3AagOQD0LQHUA6iYA1QGoZwGoDkDdBKA6APUsANUBqJsAVAegngWgOgB1U48Ceur7q/7F5N3rn5aWsosAVAegRWVWBNBW9Sig/1i1ct1sZim7CEB1AFpUZkUAbVWPArpP7QN9YfbJWu3YUnYRgOoAtKjMigDaqp4F1Lr663TcAwAqA1AdgLoJQD0LQHUAqgNQNwGoZwGoDkB1AOomAPUsANUBqA5A3QSgngWgOgDVAaibANSzAFQHoDoAdROAehaA6gBUB6BuAlDPAlAdgOoA1E0A6lkAqgNQHYC6CUA9C0B1AKoDUDcBqGcBqA5AdQDqJgD1LADVAagOQN0EoJ4FoDoA1QGomwDUswBUB6A6AHUTgHoWgOoAVAegbgJQzwJQHYDqANRNAOpZAKoDUB2AuglAPQtAdQCqA1A3AahnAagOQHUA6iYA9SwA1QGoDkDdBKCeBaA6ANUBqJsA1LMAVAegOgB1E4B6FoDqAFQHoG4CUM8CUB2A6gDUTQDqWQCqA1AdgLoJQD0LQHUAqgNQNwGoZwGoDkB1AOomAPUsANUBqA5A3QSgngWgOgDVAaibANSzAFQHoDoAdROAehaA6gBU5xrQLeWNDqDdD0BlAKoD0KIyK+YC+vsTPrrX7vVrT76znNEBtPsBqAxAdQBaVGbFPEBPe7lplCRvNrP6yxgdQLsfgMoAVAegRWVWzAH0lDqe7zqgAejfGXNUGaMDaPcDUBmA6gC0qMyKrQG9Z4R5y3X1K+vXPnO4eckdJYwOoN0PQGUAqgPQojIrtgb0CLPHvUkT0KR/HzOlhNEBtPsBqAxAdQBaVGbF1oC+y8xKr0yvPdfsXcLoANr9AFQGoDoALSqzYmtAdzeL0yvTa5eaV5QwOoB2PwCVAagOQIvKrNga0FeZ89Mr02svNq8sYXQA7X4AKgNQHYAWlVmxNaDvNxPSK9NrjzLvKWF0AO1+ACoDUB2AFpVZsTWgJxuzJBkA9O6dzewSRgfQ7gegMgDVAWhRmRVbA/rUG8xOsx5pALr58teZ3R4pYXQA7X4AKgNQHYAWlVkx54P0t7zCGPMmY963qzEjvlPG6ADa/QBUBqA6AC0qs2LeVznv/5gZ6I3XlDI6gHY/AJUBqA5Ai8qsmH80ptu/OvqD79132uIN5YwOoN0PQGUAqgPQojIrtgZ0bfmjA2j3A1AZgOoAtKjMiq0BfVnfkpIeeL4YgHY/AJUBqA5Ai8qs2BpQY8yeR91c6ugA2v0AVAagOgAtKrNia0BH79p4++hvTnqovNEBtPsBqAxAdQBaVGbFnDeRnrp0VMPQER+55OmSRgfQ7gegMgDVAWhRmRXz34V/6rsjd6kbuvukn5fym5EAtPsBqAxAdQBaVGbFwl8qt/47fQ1D3/S5EkYH0O4HoDIA1QFoUZkV1a81Xv/tjxlTxu8+BtDuB6AyANUBaFGZFYWNT146bncA7ZUAVAagOgAtKrNikY2PnvfxlzXejX/3V0oYHUC7H4DKAFQHoEVlVswFdNXX9hnR0PMdX7q7lNEBtPsBqAxAdQBaVGbF1oD+5vPvSA8k8vYv3l7W6ADa/QBUBqA6AC0qs2LuN5GMecvnflfi6ADa/QBUBqA6AC0qs2IeoG+e/ZtyRwfQ7gegMgDVAWhRmRVbA/qp5aWPDqDdD0BlAKoD0KIyK5bxCaW2AtDuB6AyANUBaFGZFQG0VQDqWQCqA1CdC0D33nvvp7+SqYTRAbT7AagMQHUAWlRmxe0BNcasM5lKGB1Aux+AygBUB6BFZVZsDegemUoYHUC7H4DKAFQHoEVlVtwe0BtuuGFzF0YH0O4HoDIA1QFoUZkVeROpVQDqWQCqA1AdgLoJQD0LQHUAqgNQNwGoZwGoDkB13Qd0QctKGB1Au98+tQ/0hdknAVQGoLruA5r9ABMfY+qh9qkFHICKAFTXw4Bu2NhDXVernVX1DB3091Uj182OL2UX/TZoQC8tZR99I2hAVw1z72RWzNq4uWUljN5TgNb/wFuqnqGDAFQGoDoALSqzIm8itWp9kjxX9QwdxFN4GU/hdTyFLyqzYhuA3jLqWyWMDqDdjzeRZACqA9CiMiu2AejnTV8JowNo9+NjTDIA1QFoUZkVcwDdPH/kuwb6a2PGlTA6gHY/AJUBqA5Ai8qs2BrQLZ8c/B78Lr8qYXQA7X4AKgNQHYAWlVmxNaBXGvO/Jo8eYSZMn/h6s8dvyxgdQLsfgMoAVAegRWVWbA3ov5m3rkuSieaCJNl0sDm6jNEBtPsBqAxAdQBaVGbF1oC+3ZxS/3mROaz+c8vbRpTxCzoBtPsBqAxAdQBaVGbF1oDubq6s/7zbfKixcbY5vITRAbT7AagMQHUAWlRmxdaAvjIFdMNOr25s/NK8pYTRAbT7AagMQHUAWlRmxdaAvtOc1jj5a/NQ/edKs2sJowNo9wNQGYDqALSozIqtAR1v3lY3JPmEWVT/+QPzphJGB9DuB6AyANUBaFGZFVsDusyYv6k/Bj3D/K+HkvX7mI+UMDqAdj8AlQGoDkCLyqyY802kyca8Kkke28Ps/M49jPmPEkYH0O4HoDIA1QFoUZkV874Lv2Cf19d/XvKSxjeRJvaXMDqAdj8AlQGoDkCLyqyYfzCR9MB3t0z58JTLShkdQLsfgMoAVAegRWVWbPt4oOe8anijA2j3A1AZgOoAtKjMim0DevowD70MoN0PQGUAqgPQojIrAmirANSzAFQHoDoAdROAehaA6gBUB6BuAlDPAlAdgOoA1E0A6lkAqgNQHYC6CUA9C0B1AKoDUDcBqGcBqA5AdQDqJgD1LADVAagOQN0EoJ4FoDoA1QGomwDUswBUB6A6AHUTgHoWgOoAVAegbgJQzwJQHYDqANRNAOpZAKoDUB2AuglAPQtAdQCqA1A3AahnAagOQHUA6iYA9SwA1QGorkJAfzRxeKMDaPcDUBmA6gC0qMyKAtAnr/rWyi2ljA6g3Q9AZQCqA9CiMivmAbr0sM/Ufy5/gzHmg9l/pqMAtPsBqAxAdQBaVGbFHED/3ZhRSbLh7Y1fymneXcZjUADtfgAqA1AdgBaVWbE1oL8y5mXHJskSY76w6ivGXFnC6ADa/QBUBqA6AC0qs2JrQEebN95XPznQvGFTkowyI0sYHUC7H4DKAFQHoEVlVmwN6P82X22cvN58uv7zAvPuEkYH0O4HoDIA1QFoUZkVWwP6cvPD+s/7jLm2fvITs0cJowNo9wNQGYDqALSozIqtAX2jWVz/ucDsVJck+YF5dQmjA2j3A1AZgOoAtKjMiq0B/ZA5pv7zvWbfxsYXzXtLGB1Aux+AygBUB6BFZVZsDehcs9vS/sXGzK+fX/laM8wvIaUBaPcDUBmA6gC0qMyKrQFd95fG7GzMno8nz328fvpfJYwOoN0PQGUAqgPQojIr5nyQ/td7mTqhl9UprZ8eXcboANr9AFQGoDoALSqzYt5XOddcdOyXV9RP1+31ye+VMjqAdj8AlQGoDkCLyqw4zIPUtR+Adj8AlQGoDkCLyqzYDqBbFpYwOoB2PwCVAagOQIvKrNga0CFffr/pfWU8TAXQ7gegMgDVAWhRmRVb2/jSxS+eXTtlhAHQ3ghAZQCqA9CiMiu2ttHsdEnzzJaFrzJmxJQSRgfQ7gegMgDVAWhRmRVbA/oBM+IbjdP6s3djajeXMTqAdj8AlQGoDkCLyqzYGtCnPmTMWc1n73uey6/06JUAVAagOgAtKrNizsubz37MmIMaz96nlvL7PBIAdRGAygBUB6BFZVbMe3/ohf/X+GUeteWljQ6g3Q9AZQCqA9CiMivmvsG+cZwx48p59p4GoN0PQGUAqgPQojIr5n9CafNB5iUXljc6gHY/AJUBqA5Ai8qsmAX0wW2t/jczYkHzbAmjA2j3A1AZgOoAtKjMillATctKGB1Aux+AygBUB6BFZVYE0FYBqGcBqA5Add0H9KqWlTA6gHY/AJUBqA5Ai8qsyOHsWgWgngWgOgDVuQaUjzH1VAAqA1AdgBaVWTEX0N+f8NG9dq9fe/Kd5YwOoN0PQGUAqgPQojIr5gF62ssH3j16s5nVX8boANr9AFQGoDoALSqzYg6gp9TxfNcBDUD/zpijyhgdQLsfgMoAVAegRWVWbA3oPSPMW65rfKYpSZ453LzkjhJGB9DuB6AyANUBaFGZFVsDeoTZ496kCWjSv4/hgMq9EYDKAFQHoEVlVmwN6LvMrPTK9Npzzd4ljA6g3Q9AZQCqA9CiMiu2BnR3k/5SpCagS80rShgdQLsfgMoAVAegRWVWbA3oq8z56ZXptRebV5YwOoB2PwCVAagOQIvKrNga0PebCemV6bVHmfeUMDqAdr99ah/oC7NPAqgMQHWuAD3ZmCXJAKB372xmlzA6gHa/f6wF3MxSdhGA6gC0qMyKOb9U7g1mp1mPNADdfPnrzG6PlDA6gHa/0/epWrnu9dGflLKLAFQHoEVlVsz5IP0trzDGvMmY9+1qzIjvlDE6gAbWKbXaz6ueYccDUB2AFpVZMe+rnPd/bOuxQN94TSmjA2hgAahnAajO5dGYbv/q6A++d99pizeUMzqABhaAehaA6jgeqJsAVAegngWgOo4H6iYA1QGoZwGojuOBuglAdQDqWQCq43igbgJQHYB6FoDqOB6omwBUB6CeBaA6jgfqJgDVAahnAaiO44G6CUB1AOpZAKrjeKBuAlAdgHoWgOo4HqibAFQHoJ4FoDqOB+omANUBqGcBqI7jgboJQHUA6lkAquN4oG4CUB2AehaA6jgeqJsAVAegngWgOo4H6iYA1QGoZwGojuOBuglAdSu42e4AAB8YSURBVADqWQCq43igbgJQHYB6FoDqOB6omwBUB6CeBaA6V4AetmRd2aMDaGABqGcBqM4VoMa89EMn31bKYey2BqCBBaCeBaA6d4A2ev2kyx8vbXQADSwA9SwA1bkC9MFLpr41NfQl//fEm/Xv9dhyzfH7HXziwKHr15w1eczU87Z7CQBAAwtAPQtAdS7fRHr08iPfMaKB6J4TLy6eauPnrT1gP2t/2th4YIK1B1s7aU3mRgAaWADqWQCqc/0u/Nolx773JcaIt+oX2Wn39/df0ze2geYsO/fJZO3xdl7mRgAaWADqWQCqcw3ohl9/9RO7K0DXjhqztnF6qr0ySVbZyY0Pjq4fOzLz8imABhaAehaA6lwC+tx1X/rIbukLoa8dWzjUlfbU9HT9A3VHF9r0QHjJyfaKobcC0MACUM8CUJ0rQNdf+7l/2Ln5Tvx+C9XvNT7F3rBtY45dnp5eY+cPvRWABhaAehaA6lwBulOK5xsmnnd3O0PZO274yqRDTry5sTHd3pNeeKM9oXntig83e6K/l6oPXvUIvnd6rfbrqmfY8X4XNKCXl7KPvhk0oPcPc+9kVsz9HOiec1e1OdRUO8/2HTrW2rPqG+PtH9ILV9oZzWtvqzUr/atNVG11QG+qeoYdb0XQgC4uZaFvBQ3o6nJXLPgg/VsPveDedpYYY+23n036l4231zcAfTS9cIWd3ryWR6CBxiNQz+IRqM7VI9AVC/d/U/Ml0LFf/81mMdRB9uvp6Q/tZxtP4ZsPXG+0c4beitdAA4vXQD2L10B1Lt+Ff/C7R7wz/SD9Hv/85cKhjrP/lZ4+bMf3J3PsrenGUnvm0FsBaGABqGcBqM7150D/fPXsD+6sPgc6zy5LTx+0k5JkgW1+bel0e/nQWwFoYAGoZwGozjWgz99w4r67KEBvsCelp5fb+iPVe+y0xnfnN0wYmfkuJ4AGFoB6FoDqXAL6wrK5H941PaDI3p8vHGrzofb855ItS0ePbHzoaaZd0J9smjeA6rYANLAA1LMAVOcK0A03zvto81tIe026LPuPbNdto+3IqWPtqB82NlbvZ/efPd4esjZzIwANLAD1LADVuQK0iefOH/7a79oa6+EzDhlz5GkPNjcemz9p9JRFHM4u9ADUswBU5/CAym+d8aNnyhwdQAMLQD0LQHWuAB15bsmf1wfQ4AJQzwJQHb+V000AqgNQzwJQHYC6CUB1AOpZAKoDUDcBqA5APQtAdQDqJgDVAahnAagOQN0EoDoA9SwA1QGomwBUB6CeBaA6AHUTgOp6FtBjlofZqQAqA1A3AaiuZwENOAAVAaibAFTXm4Cu2Ltq5LrZklL2EYAWlVkRQFsFoLreBPRPV574RXd9pFb7vMN/3QVrStlFAFpUZkUAbRWA6noUUKdNqNUerXqGHQ9Ai8qsCKCtAlAdgOoA1LMA1E0AqgNQHYB6FoC6CUB1AKoDUM8CUDcBqA5AdQDqWQDqJgDVAagOQD0LQN0EoDoA1QGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGormcB/f76MJsJoE4CUB2A6noW0IADUAcBqA5AdQDqXwDqIADVAagOQP0LQB0EoDoA1QGofwGogwBUB6A6APUvAHUQgOoAVNezgB5xUpj1AaiTAFQHoLqeBZTPgeaWWRFAWwWgOgDVAahnAaibAFQHoDoA9SwAdROA6gBUB6CeBaBuAlAdgOoA1LMA1E0AqgNQHYB6FoC6CUB1AKoDUM8CUDcBqA5AdQDqWQDqJgDVAagOQD0LQN0EoDoA1QGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGoDkA9C0DdBKA6ANUBqGcBqJsAVAegOgD1LAB1E4DqAFQHoJ4FoG4CUB2A6gDUswDUTQCqA1AdgHoWgLoJQHUAqgNQzwJQNwGoDkB1AOpZAOomANUBqA5APQtA3QSgOgDVAahnAaibAFQHoDoA9SwAdROA6gBUB6CeBaBuAlAdgOoA1LMA1E0AqgNQHYB6FoC6CUB1AKoDUM8CUDcBqA5AdQDqWQDqJgDVAagOQD0LQN0EoDoA1QGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGoDkA9C0DdBKA6ANUBqGcBqJsAVAegOgD1LAB1E4DqAFQHoJ4FoG4CUB2A6gDUswDUTQCqA1AdgHoWgLoJQHUAqgNQzwJQNwGoDkB1AOpZAOomANUBqA5APQtA3QSgOgDVAahnAaibAFQHoDoA9SwAdROA6gBUB6CeBaBuAlAdgOoA1LMA1E0AqgNQHYB6FoC6CUB1AKoDUM8CUDcBqA5AdQDqWQDqJgDVAagOQD0LQN0EoDoA1QGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGoDkA9q4cBfaGX2pgkm6uewfdOq9WWVT2D702s1Z6ueoYdb1HQgN49zL2TWdEZoBs29lCbk2RL1TP4Xh3QX1U9g+/VAX226hl2vG8EDeiqYe6dzIo8hW8VT+F1PIXX8RTes3r4KTyABhaA6gDUswDUTQCqA1AdgHoWgLoJQHUAqgNQzwJQNwGoDkB1AOpZAOomANUBqA5APQtA3QSgOgDVAahnAaibAFQHoDoA9SwAdROA6gBUB6CeBaBuAlDd9z/zmduqnsH3ANSzANRNAKp7LknWVz2D7wGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGoDkA9C0DdBKA6ANUBqGcBqJsAVAegOgD1LAB1E4DqAFQHoJ4FoG4CUB2A6gDUswDUTQCqA1AdgHoWgLoJQHUAqgNQzwJQNwGoDkB1AOpZAOomANUBqA5APQtA3QSgOgDVAahnAaibAFQHoDoA9SwAdROA6gBUB6CeBaBuAlAdgOoA1LMA1E0AqgNQHYB6FoC6CUB1AKoDUM8CUDcBqA5AdQDqWQDqJgDVAagOQD0LQN0EoDoA1QGoZwGomwBUB6A6APUsAHUTgOoAVAegngWgbgJQHYDqANSzANRNAKoDUB2AehaAuglAdQCqA1DPAlA3AagOQHUA6lkA6iYA1QGoDkA9C0DdBKA6ANUBqGcBqJsAVAegOgD1LAB1E4DqAFQHoJ4FoG4CUB2A6gDUswDUTQCqA1AdgHoWgLoJQHUAqgNQzwJQNwGoDkB1AOpZAOomANUBqA5APQtA3QSgOgDV9Sygl/4+zI4BUCcBqA5AdT0LaMABqIMAVAegut4E9IKqjetme981zL0DoG0EoDoA1fUmoA9/6TB3Ta7V9nX4rzviwuHuHQBtIwDVAaiuNwF12gO12pSqZ9ihALSNAFQHoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgA507+gvNM+sOWvymKnnrQPQwANQHYDKALTZU1NtE9AHJlh7sLWT1gBo2AGoDkBlAJrWP9cOADrLzn0yWXu8nQegYQegOgCVAWja9+wxTUBX2ckb6ifrx458HECDDkB1ACoD0EYrRn5uWRPQhfb89JKT7RUAGnQAqgNQGYDW+/NBBz/x6yagc+zy9KJr7HwADToA1QGoDECTZPNnRq5MBgCdbu9JL7vRntC88s6+Zk9s7qG2JEl/1TP4Xn+SbKl6Bt+bWKs9X/UMnvd4rTa16hl2qC4AekHj6foAoOPtH9LLVtoZzStvqzXb7nNNRKFXB3Rj1TN43pN1QKueYTiVAOhNdm7/IEAfTS9cYac3r13x4WZP9PdS9cGrHsH32EW6OqAbqp7B856oA1r1DDtU6YD+ccKUp5Jk21P4VemlN9o5Q2/Ga6CBxWugOl4DlfEa6DJ7wJH1DrHjjjzyoWSOvTW9dKk9E0CDDkB1ACoD0GV2W/clC+zF6aWn28sBNOgAVAegMgAdaOAp/D122pb6yYYJIzPf5QTQwAJQHYDKAHQooMlMu6A/2TTPnpS5HkADC0B1ACoD0Aygq/ez+88ebw9ZC6BhB6A6AJUBaAbQ5LH5k0ZPWcTh7EIPQHUAKgPQNgPQwAJQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoLLHLr74R1XPsEMBaBsBqA5AdQAq+3OSbKx6hh0KQNsIQHUAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagABpnAKoDUBmAAmicAagOQGUACqBxBqA6AJUBKIDGGYDqAFQGoAAaZwCqA1AZgAJonAGoDkBlAAqgcQagOgCVASiAxhmA6gBUBqAAGmcAqgNQGYACaJwBqA5AZQAKoHEGoDoAlQEogMYZgOoAVAagbfZCL7UxSTZXPYPvba7f86uewfcm1mpPVz2D521Iki1Vz7BDVQXoho09VB2HLVXP4HtbkmRT1TP43tPr11c9gvclSX/VI+xQVQHKU/jA4im8blOSVD2C7/EUHkDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAFEDjDEB1ACoDUACNMwDVAagMQAE0zgBUB6AyAAXQOANQHYDKABRA4wxAdQAqA1AAjTMA1QGoDEABNM4AVAegMgAF0DgDUB2AygAUQOMMQHUAKgNQAI0zANUBqAxAATTOAFQHoDIABdA4A1AdgMoAtM2eeLyH+vO6dT01bxU9sW7dn6uewffWrVtX9Qje12v7qCpAe6obarWzq57B906v1W6qegbfm1irbax6Bs97slabWvUMwwlAWwWgOgDVAagMQEMMQHUAqgNQGYCGGIDqAFQHoDIADTEA1QGoDkBlABpiAKoDUB2AygA0xABUB6A6AJUBaIg9sXz5w1XP4HsPLl++ruoZfG/l8uVbqp7B8zYtX35n1TMMJwAlIuowACUi6jAAJSLqMAAlIuowACUi6rCoAV1l7ZKt5yfZ31c5iuetsfb5qmfwqdutPWDz1o1l1h6Zd8Nl9hw3E/VAz1q7ZuDsU9ZmD2uUdr1d5HCgMood0LGPDpwH0KIAdGh1QO2tWzdOVoCem399TG0H6Pb7BUB7qjqgds7AeQAtCkCHdrvts/MHzj8/tg9A2wlAQ2uVnXSQ/WnzPIAWBaBDu90efeCEDc3zv7RzBKC/u/Jnrgbzue0A3X6/AGhPtcoeucxOfCI9PwDoytOPHv+pc9Oz19urn79o6tjpFzyd3uDJRZ8aP23+g1XNWm0ZQLftpRPsj+s/t+xnv9a4/ET7/UrGc97t9riF9r+a50+ySwcAHXIX+cWXDjzgS3engKYsfG9g35zReO6/zF699rQDxs66JVlz6oHjjru+gj+C+7YDdIDLW0+etP+8h5Y19k/9kme+ceiYI771dIVz7lCxA5p82Z6cnm8CeqW1ow7rs2NvSxp/mVfM+tR/XHGE/XTj7YI7JtlR00bZ0b+qcuDKGgrooL10pT2lfsFqayclqaOrq5rQbXVAV9pT07PPjT38niagg+8i/V+3dvSBtu/UPEAXHXTaj860fdccMPfqc0fa5ZX9SRyWA+j3+uyESXb86U1ATz1y5LHHWPvZ/ion3YGiB/RP+9n0mBgpoI+N6lu8IXn2dDt1U+Mvc//T63Q+e4i9PUlemGQvfCHZ8G075rGqp66iIYAO3ksP2oPql/zI9tn6frnPHtwr9/thVge0f9K4dJdcb7+zKgV0yF3kOjv6JxuT1YfbPEDtNUnjRUB7Qf1k8cD/xAOvNaB32XG/6k/uO9Q2AbVH1ffe70bZVZWO2n7RA5r82E56JhkA9Ay7IL3iuMbd+3o7Lj1axjl2aeM+flp6zVn23MrGrbAhgA7ZS5PsI0lyqj3F/jxJrrJnVjWg4+qAJt+wyxpn59kHm4AOvov0H2Z/1Dj/x1F5gE5r/K9muU1fSF1tj63kT+G4OqD7H9jsgG2Azmnuqbu2Apo+hznJ/qLaWdsOQPtn28ah61JAD7XNgzD9rPHE9PqBd+gvaTgx29498I8cVdW0VTYE0CF7ab69NkkmH3qzPatxt7++ovlc1wD0rvRx47Ojj2zej4bcRdbY/ZtvMZ2SB2j6mvFd9tONkzV2RgV/BufVAR3UAKAv9I19Ib12RhPQ49ONC+x/VjnpDgSgycNj7IomoBv7RjWPPnavndn4yzwr3UgBPciedW6j+Xa/CgeurMGADt1LN9hT69ee9lTfEUn/AX2xHOCuAWj/oWOeTZJf2MsG7keD7yK/a8qYJP+RB2j6+fq77ImNk3gA3f4p/INbH5Gc2gT0jHTjQgDthZp3/Ppzr2kbUkDXpG+F1PtT45W9rR+paAC6adv/OfsieZlvSIMBHbqX1vVNqu+pa+oPIJ58qAFqHDUArT9Mui5J5tYfjqf3oyF3kevtV5s3/DmAvlhLQG/d+knsbw68C59uAGhPNADo5hn2oqGPQO9v3KMHA5ocEPfnIFs+Ak33UjLT/uFc+0CyyP56qb2kqvlclwJ6n52bPDN6xtb70eC7yB12dvPM97cDdC6ADgb0Pnt086IzALTnGgA0WdU38r4hr4Fe13h5awign7L3phubHl9fzazV1vI10HQv1XfPT2dM6E9utOef2vi4QhylgCbTRj31c7t46/1o8F3kT3b/5u/yOGMQoFeklxwBoIMBfdaOa75aPAtAe66tgNafPhx7YPNd+IXp9iz7wwygFw18c++y+oPVCMu8Cz9oLyUr7dy+E5PkSTvzkPGbW//T4dUEtP7/jhMbd5vm/WjwXaR/evoxpeTx0S8C+v3m5zfusAA65GNMMxsfcmk8nAfQnutFQJ+fam3jv4RHR/Ut2Zw8P99O2ZAB9KmJfZdtSvqXjRkd5Tc+hwA6ZC8lm8bZxqOwZLq18yqbz3VNQP/HzhrVOG3ej4bcRX5px/xsc/LI0X0vAnqzHb86SR45fAyADgH0t3a/5f3JQ9NGNY6MBqA91YuA1v8WU0CTH1g7dvpIe9DKJANocvMEO+aog2zfDRXNWm11QA8Y+AjfkqF7qfGinm2cWWDTb3XGURPQ5EibPi8fuB8Nvov0n13fR5PsyCtfBHTDMXbUvx838qjvAOjQbyJ9y9r9p9hZV9ufAWiPtQ3Q5MwmoMmK044aP+vc9OvxW/8yL52RHrjsj2cdN+7w0x6qYEwPWrPtLebLkiF7KUmutqMan+S73tp4vqQ1AOhlzT/z1vvRkLvIdV86aMIX7lh/6k+23pPWnTdtzJRvPnvLqau3A3TyAvd/BPflfRd+2QkTDz73+SvtbwCUiKiTFvbmcRQAlIiqa/aoOxon6/ebsLHqUToJQImouq620377/NP/PcNeWPUkHQWgRFRh5/Wlr61/6YWqB+koACWiKnv4ioXnXdWr38EAUCKiDgNQIqIOA1Aiog4DUCKiDgNQIqIOA1Aiog4DUCKiDgNQIqIOA1Aiog4DUCKiDgNQ6s1eY75Q9QhEAEq9GYCSBwEo9WYASh4EoNSbASh5EIBSbwag5EEASr0ZgJIHASj1Vov/9XW7vPnwVS8CevdRb999j789+p6Bq9d/ed+/evk7x9209eZPn7LPnnu8Z/qqKkal8ANQ6qWe+VeTtttVA4Ce8dLmBS89I73+pj2bm+bTzdv/5o3NzZd8rbKRKeQAlHqpkcbsOeOSU/7J7LZzCuiFxuwy/eJLjtzFmIvqm2v2MrsdfdlVJ7/BmGsbN1/9CmPGL1o8c3djTqt0bgo0AKUe6ofGvPOB+mn/Z+uPKuuArn+Fee3NjStufo151dNJcrExP25s3vsyc1jj9J/NTksap6veYnb/fWVTU7gBKPVQ9SfwtzbP7Z0CutCYBc3trxvzjSQ51uzcn24eO+oz9Z93GDOzefV1xpzgflwKPgClHup15l8Gzn0vBXSMedXzze1n9jATkmSuMd8bdPOvGvPwwNl3mY85nJNiCUCpd1pvzBcHzv5PCujbzD5br3uf+dskWfEyY9634P6tl40xf7X17AFmL3dzUjQBKPVOv22+VdRo80sbgL7GTNx63Wjz+vrPS/+y8Z77XgdduaFx2T+YQe1ewcAUegBKvdMt2wDdsksD0FdvA3S8eXXj5E+nf2inBpd/e0t9472DATVbKpiYAg9AqXe6f9tbQY8MPIX/+63X7W3eNnBu3dJP72XMG59Mkn3N/3E/JMUUgFLvtOUvzCcGzl6dAjrK7Lmhuf38K82oup3rnku3Nn3emKuSZJrZdXM1k1IkASj1UH3G/LZ57kMpoGenH15qdI4x5yTJ683Hm5urjPlWkiw2ZnFz+5m/e/PJ7sel4ANQ6qGuNebdDzbOnNT8IP2Te5i9UlGXv9a8Yl2SfMLsfHsycP3KJNnwBvO69Evy/Ycbc0dlU1O4ASj1UmONec2sS7/+cbPrO9Kvcp5vzG7HXnbpjF2MubC+ebkxrz3xqp9eNMaYv2+8Z3T1CLPzjG9fe94+L36inqjMAJR6qWe3HkxkycTmwURO2WngYCJnptcftfUt93evTbe/vWtzc8T0/uqGpnADUOqtLv/X1+38V4fcmVwyM/3We3LHEW97+e5/c9TWw9ndtN97/nKPd9glWz+z9PC/v+sv/uJ9h6ysZFYKPgAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6jAAJSLqMAAlIuowACUi6rD/D4yKc+rueZ0QAAAAAElFTkSuQmCC)
+# Jeremy's favorite - ridgeline plots
# install.packages('ggridges')
-
library(ggridges)
##
## Attaching package: 'ggridges'
## The following object is masked from 'package:ggplot2':
##
## scale_discrete_manual
-ridge_plot = df %>% ggplot(aes(x=weeks_alive, y = dose)) +
- geom_density_ridges(jittered_points = T, fill = 'orange') + theme_minimal()
+ridge_plot <- ggplot(data=df, aes(x=weeks_alive, y = dose)) + geom_density_ridges(jittered_points = T, fill = 'orange')
ridge_plot
## Picking joint bandwidth of 10.5
-![](data:image/png;base64,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)
-Itâs a bit tough to tell, but the overall assumptions of normality and equal variance seem reasonable.
+![](data:image/png;base64,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)
+# add a fancy minimalist theme to make it prettier:
+ridge_plot + theme_minimal()
+## Picking joint bandwidth of 10.5
+![](data:image/png;base64,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+A two sample t-test assumes independence and normality. An ANOVA assumes independence, normality, and equal variance. Itâs a bit tough to tell, but the overall assumption of equal variance seems reasonable. Normality is a bit of a hard sell within groups or overall. Nevertheless, most analysts would march ahead with the analysis despite these violations of assumptions. We can discuss how you might think and talk about this in class.
The global mean is
mean(df$weeks_alive)
## [1] 75.55263
-PC3. Anova
+
+
+PC3
+ANOVA! Remember that we have to call summary()
to see the ANOVA table:
summary(aov(weeks_alive ~ dose, data = df))
## Df Sum Sq Mean Sq F value Pr(>F)
## dose 3 4052 1350.7 3.55 0.0245 *
## Residuals 34 12937 380.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-This provides evidence that the group means are different.
-PC4. T-test between None and Any, and between None and High.
-t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
- df[df$dose != 'None','weeks_alive'] # Samples with any dose
+This provides evidence in support of the alternative hypothesis that the group means are not equal. It seems that the dosage of Red Dye #40 has a relationship with how many weeks the mice lived.
+
+
+PC4
+T-test between None and Any, and between None and High.
+t.test(df$weeks_alive[df$dose == 'None'], # Samples with no dose
+ df$weeks_alive[df$dose != 'None'] # Samples with any dose
)
##
## Welch Two Sample t-test
##
-## data: df[df$dose == "None", "weeks_alive"] and df[df$dose != "None", "weeks_alive"]
+## data: df$weeks_alive[df$dose == "None"] and df$weeks_alive[df$dose != "None"]
## t = 4.2065, df = 33.732, p-value = 0.0001806
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
@@ -460,14 +376,13 @@ t.test(weeks_alive ~ dose == 'None', data = df)
## mean in group FALSE mean in group TRUE
## 69.11111 91.36364
# T-test between None and High
-
-t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
- df[df$dose == 'High','weeks_alive'] # Samples with high dose
+t.test(df$weeks_alive[df$dose == 'None'], # Samples with no dose
+ df$weeks_alive[df$dose == 'High'] # Samples with high dose
)
##
## Welch Two Sample t-test
##
-## data: df[df$dose == "None", "weeks_alive"] and df[df$dose == "High", "weeks_alive"]
+## data: df$weeks_alive[df$dose == "None"] and df$weeks_alive[df$dose == "High"]
## t = 2.4958, df = 8.5799, p-value = 0.0353
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
@@ -475,82 +390,140 @@ t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
## sample estimates:
## mean of x mean of y
## 91.36364 65.25000
-# Formula notation is a bit tricker. I would probably create a temprorary dataframe
-
-tmp = df %>% filter(dose %in% c('None', 'High'))
-
-t.test(weeks_alive ~ dose, data = tmp)
+# Formula notation is a bit tricker. I would create a temprorary dataframe
+df.tmp <- subset(df, subset= dose=="None" | dose=="High")
+t.test(weeks_alive ~ dose, data = df.tmp)
##
## Welch Two Sample t-test
##
## data: weeks_alive by dose
-## t = -2.4958, df = 8.5799, p-value = 0.0353
+## t = 2.4958, df = 8.5799, p-value = 0.0353
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
-## -49.960874 -2.266399
+## 2.266399 49.960874
## sample estimates:
-## mean in group High mean in group None
-## 65.25000 91.36364
+## mean in group None mean in group High
+## 91.36364 65.25000
These t-tests both support the idea that receiving a dose of RD40 reduces lifespan. However, we should not completely trust these p-values, since we are doing multiple comparisons. One option is to do a Bonferroni correction, where we only cnsider things significant if \(\alpha < .05/m\) where \(m\) is the number of tests. In this case, we would fail to reject the null for the second test because we would set \(\alpha = .025\).
-The Bonferroni correction is more conservative than it needs to be, ane there are other approaches; for example, the TukeyHSD
function takes in an anova result and does post-hoc comparisons with corrections for all of the groups.
+The Bonferroni correction is more conservative than it needs to be, ane there are other approaches; for example, the TukeyHSD
function takes in an anova result and does post-hoc comparisons with corrections for all of the groups. The Reinhart book also provides a description of the Benjamini-Hochberg correction.
+
Q1. a) It is a sample statistic, because it comes from a sample. b) Confidence intervals for proportions are equal to
-\[p \pm z * \sqrt{ \frac{p*(1-p)}{n}}\]
-For a 95% confidence interval, \(z = 1.96\), so we can calculate it like this:
+It is a sample statistic (the sample mean), because it comes from a sample. The population parameter is unknown in this case, but can be estimated from the sample statistic.
As given in the textbook, confidence intervals for proportions are equal to:
\[\hat{p} \pm z^* \sqrt{ \frac{\hat{p}\times(1-\hat{p})}{n}}\]
+Where we calculate \(z^*\) from the Z distribution table. For a 95% confidence interval, \(z = 1.96\), so we can calculate it like this:
lower = .48 - 1.96 * sqrt(.48 * .52 / 1259)
upper = .48 + 1.96 * sqrt(.48 * .52 / 1259)
ci = c(lower, upper)
-
print(ci)
## [1] 0.4524028 0.5075972
This means that we are 95% confident that the true proportion of Americans who support legalizing marijuana is between ~45% and ~51%.
We have a large enough sample (collected randomly) in which enough responses are drawn from each potential outcome to assume that the observations are independent and the distribution of the sample proportion is approximately normal.
The statement is not justified, since our confidence interval includes 50%.
6.20 We can use the point estimate of the poll to estimate how large a sample we would need to have a confidence interval of a given width.
-Basically, we want each half of the confidence interval to be 1%, i.e., \(1.96 * \sqrt{\frac{.48 * .52}{n}} = .01\)
+We can use the point estimate of the poll to estimate how large a sample we would need to have a confidence interval of a given width.
+In this case, we want the margin or error to be 2%. Using the same formula from above, this translates to: \(1.96 * \sqrt{\frac{.48 * .52}{n}} = .02\)
We can solve for \(n\):
-\[\sqrt{\frac{.48 * .52}{n}} = .01/1.96\] \[\frac{.48 * .52}{n} = (.01/1.96)^2\] \[n = (.48 * .52)/(.01/1.96)^2\]
-(.48 * .52)/(.01/1.96)^2
-## [1] 9588.634
-So, we need a sample of approximately 9,589
-6.38
-The question is whether there has been a change in the proportion over time. While the tools we have learned could allow you to answer that question, they assume that responses are independent. In this case, they are obviously not independent as they come from the same students.
-6.50
+\[\sqrt{\frac{.48 * .52}{n}} = .02/1.96\] \[\frac{.48 * .52}{n} = (.02/1.96)^2\] \[n = (.48 * .52)/(.02/1.96)^2\] Let R solve this:
+(.48 * .52)/(.02/1.96)^2
+## [1] 2397.158
+So, we need a sample of at least 2,398 (since we canât survey less than a whole person).
+The question is whether there has been a change in the proportion across two groups (the students pre- and post-class) over time. While the tools we have learned could allow you to answer that question for two groups, they assume that responses are independent. In this case, the responses are not independent because they come from the same students. You could go ahead and calculate a statistical test for difference in pooled proportions (itâs just math!), but the dependence between observations violates the assumptions and means that the baseline expectations necessary to identify the hypothesis test are not met. Your test statistic will not mean what you want it to mean.
+chisq.test(x = c(83,121,193,103), p = c(.18,.22,.37,.23))
+Before we can calculate the test statistic we should check the conditions:
+1. Independence: \(500 < 10%\) of US population, and the sample is random, hence we can assume that one individual in the sample is independent of another.
+2. Sample size: The expected counts can be calculated as follows: \[E N E = 500 Ã 0.18 = 90\] \[E N C = 500 Ã 0.22 = 110\] \[E S = 500 Ã 0.37 = 185\] \[E W = 500 Ã 0.23 = 115\]
All expected counts are greater than 5 (which meets the rule of thumb re: empty âcellsâ in the table).
+We can test this with a \(\chi^2\) test.
+# Manually using the expected counts and formula for chi-squared
+chisq = (83-90)^2/90 + (121-110)^2/110 + (193-185)^2/185 + (103-115)^2/115
+chisq
+## [1] 3.242564
+# We could then look up the chi-square distribution for 3 degrees of freedom in the book or find it in R.
+# lower.tail=FALSE ensures that R returns the proportion of the distribution at least as large as our critical value:
+pchisq(chisq, df=3, lower.tail=FALSE)
+## [1] 0.355717
+# We could also use R's chisq.test function:
+chisq.test(x = c(83,121,193,103), p = c(.18,.22,.37,.23))
##
## Chi-squared test for given probabilities
##
## data: c(83, 121, 193, 103)
## X-squared = 3.2426, df = 3, p-value = 0.3557
-# Or manually
-
-# Calculate expected values
-500 * c(.18,.22,.37,.23)
-## [1] 90 110 185 115
-# Use the formula for chi-squared
-chisq = (83-90)^2/90 + (121-110)^2/110 + (193-185)^2/185 + (103-115)^2/115
-
-chisq
-## [1] 3.242564
-# We could then look up the chi-square distribution for 3 degrees of freedom
-The p-value for this is large, meaning that we donât have evidence that the sample differs from the census distribution.
+The p-value for this is large, meaning that we cannot reject the null hypothesis that the sample proportions do not follow the census distribution.
You can do this by hand calculating the expected counts and then plugging the values into the formula for \(\chi^2\) as we did above. If you do that, here are the expected counts:
+Right direction:
+# NE:
+round(171*83/500)
+## [1] 28
+# NC:
+round(171*121/500)
+## [1] 41
+# S:
+round(171*193/500)
+## [1] 66
+# W:
+round(171*103/500)
+## [1] 35
+Wrong direction:
+round(329*83/500)
+## [1] 55
+round(329*121/500)
+## [1] 80
+round(329*193/500)
+## [1] 127
+round(329*103/500)
+## [1] 68
+Working through the formula for the \(\chi^2\) test statistic and then calculating the p-value for 3 degrees of freedom:
+chisq <- (29-28)^2 /28 +
+ (44-41)^2 /41 +
+ (62-66)^2 /66 +
+ (36-35)^2 / 35 +
+ (54-55)^2 / 55 +
+ (77-80)^2 / 80 +
+ (131-127)^2 / 127 +
+ (67-68)^2 / 68
+
+chisq
+## [1] 0.7975941
+pchisq(chisq, df=3, lower.tail=FALSE)
+## [1] 0.8500424
+And using Râs chisq.test()
function here:
x <- matrix(c(29,54,44,77,62,131,36,67), nrow = 4, # this makes a matrix with 4 rows
byrow=T) # And this says that we've entered it row by row
chisq.test(x)
@@ -559,21 +532,26 @@ chisq.test(x)
##
## data: x
## X-squared = 0.66724, df = 3, p-value = 0.8809
+The answers donât match exactly (because of the rounding I did in computing the expected counts), however the payoff/interpretation is the same: we cannot reject the null hypothesis of no relationship between region and direction opinoin in the sample.
+EQ0.
+The unit of analysis is the customer. The dependent variable is the type of board purchased and the independent variable is gender. Males, females, and unkown gender customers are being compared. This is a two-way test.
The null hypothesis is that the board purchased is independent of the gender of the customer. The alternative hypothesis is that if we know the gender of the customer that will tell us something about the type of board they purchased.
A \(\chi^2\) test found statistically significant evidence that board purchase behavior differs by gender. This difference is convincing, but it does directly not tell us what we really want to know, which is the difference between men and women. It could be possible that it is simply identifying a significant difference in the number of unknown gender customers across board types. Many of these concerns are addressed in the text and with additional tests, giving increased confidence in the reality of this difference.
Statistical tests help to give (or take away) confidence in a conclusion. People are not natively good at estimating how likely something is due to chance and tests help us to make these judgments. Choosing a statistical test is based on the question that you want to answer and the type of data that you have available to answer it. For example, if this were numeric data (e.g., the amount of money spent on electronics for men and women) then we could choose a t-test to compare those distributions.
For this type of comparison statistical tests help to give (or take away) confidence in any observed differences across categories. Choosing a statistical test is based on the question that you want to answer and the type of data that you have available to answer it. For example, if this were numeric data (e.g., the amount of money spent on electronics for men and women) then we could choose a t-test to compare those distributions.
The null hypothesis (\(H_0\)) is that the board purchased is independent of the gender of the customer. The alternative hypothesis (\(H_A\)) is that board purchase choice is dependent on gender.
A \(\chi^2\) test found statistically significant evidence that board purchase behavior differs by gender. This difference is convincing, but it does directly not tell us what the authors set out to understand, which is the difference between men and women (the test could have identified a significant difference in the number of unknown gender customers across board types). Many of these concerns are addressed in the text and with additional tests, giving increased confidence in the observed differences.
EQ1
+These are counts for two categorical variables, so the procedure used was a \(\chi^2\) test. The null hypothesis is that whether or not a blog is governed by one person is independent of whether it is on the left or the right.
It would be surprising to see these results by chance and it make sense to believe that this difference is real. However, the main reason to be skeptical is the way that the data are grouped. The authors could have grouped them differently (e.g., 1-2 people, 3-4 people, and 5+ people); if the decision on how to group was made after seeing the data then we have good reason to be skeptical.
These are counts for two categorical variables, so the procedure used was a \(\chi^2\) test. The null hypothesis is that whether or not a blog is governed by one person is independent of whether it is on the left or the right ideologically.
Assuming that the null hypothesis of no difference across the two groups is compelling, it would be surprising to see these results in a world where ideological orientation and blog governance have no relationship. In this respect, it makes sense to believe that this difference is likely real. Perhaps the main reason to be skeptical is the way that the data are grouped. The authors could have grouped them differently (e.g., 1-2 people, 3-4 people, and 5+ people); if the decision on how to group was made after seeing the data then we have good reason to be skeptical.
We can do this in R.
# First we create the dataframe
df = data.frame(Governance=c('Individual','Multiple', 'Individual','Multiple'),
@@ -587,7 +565,8 @@ chisq.test(matrix(df$Count, nrow=2))
##
## data: matrix(df$Count, nrow = 2)
## X-squared = 5.8356, df = 1, p-value = 0.01571
-percentage_data = df %>%
+# Using Jeremy's tidyverse code:
+percentage_data <- df %>%
group_by(Ideology) %>%
summarize(individual_ratio = sum(Count[Governance=='Individual']) / sum(Count),
group_count = sum(Count))
@@ -599,23 +578,23 @@ shaw_benkler_plot = percentage_data %>%
shaw_benkler_plot
![](data:image/png;base64,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)
-# If we want to add error bars, we need to calculate them (Note that ggplot could do this for us if we had raw data - always share your data!)
-
-# I decided to use confidence intervals. The standard error is another reasonable choice
-
-# Remember that for a binomial distribution (we can consider individual/non-individual as binomial), confidence intervals are mu +- x * sqrt((p*(1-p))/n)
-
-ci_95 = 1.96 * sqrt(percentage_data$individual_ratio * (1 - percentage_data$individual_ratio)/percentage_data$group_count)
+If we want to add error bars, we need to calculate them (Note that ggplot could do this for us if we had raw data - always share your data!).
+For our purposes here, Jeremy decided to use confidence intervals. The standard error is another reasonable choice. Either way, ggplot has a geom_errorbar
layer that is very useful.
+Remember that for a binomial distribution (we can consider individual/non-individual as binomial), confidence intervals are \(\hat{p} \pm z^* \sqrt{\frac{\hat{p}~(1-\hat{p})}{n}}\)
+ci_95 = 1.96 * sqrt(percentage_data$individual_ratio * (1 - percentage_data$individual_ratio)/percentage_data$group_count)
shaw_benkler_plot + geom_errorbar(aes(ymin=(individual_ratio-ci_95)*100, ymax=(individual_ratio + ci_95)*100),
alpha = .3,
size=1.1,
width=.4)
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)
-The error bars do overlap in this case, but that actually doesnât tell us whether they are significantly different.
+The error bars do overlap in this case, indicating that the true population proportions may not be as far apart as our point estimates suggest. Note that this is not the same as the hypothesis test.
-- We donât need to be very worried about the base rate fallacy because the sizes of both groups are about the same.
+- On the one hand, we donât need to worry about the base rate fallacy because the sizes of both groups are about the same and the paper does not abuse the evidence too egregiously. The base rate fallacy would likely come into play, however, in the ways that the results are (mis)represented. For example, you might imagine some news coverage looking at these results and claiming something (totally wrong!) like âHarvard study finds right wing blogs more than twice as likely to be solo affairs.â This is taking a relationship between the sample proportions (\(\hat{p}\) in the language of our textbook) and converting that into a statement about the relationship between population proportions (\(p\)). That would be a mess.
+Another way in which the base rate fallacy could play a role in this paper, however, concerns the presence of multiple comparisons. The authors conducted numerous statistical tests (indeed, one of the authors seems to recall that some of the tests were not even reported in the paper ) and they make no effort to address the baseline probability of false positives.
+In any case, the point here is that the statistical tests reported in the paper may not mean exactly what the authors said they did in the context of the publication. That may or may not change the validity of the results, but it should inspire us all to do better statistical analysis!
+