layout: true --- class: inverse, center, middle background-image: url(figs/title_backdrop.jpg) background-size: cover # Introduction to R <img src="https://www.r-project.org/logo/Rlogo.png" width="150px"/> ### Lecture 1 .large[Ayush Patel] <br> Part of the CSD workshop on research methodology<br> 2021-04-26 --- name: Introduction class: left,middle ## Find me [__@ayushbipinpatel__](https://twitter.com/ayushbipinpatel) <img src="data:image/svg+xml;base64,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" 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src="data:image/svg+xml;base64,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" 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src="data:image/svg+xml;base64,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" width=5%> --- class: left, middle # About You Pre-requisite for this lecture. <br> <br> <br> -- You have __some experience in working with data__. _You need not necessarily know how to use a fancy tool._ <br> <br> <br> -- You want to __learn how to use R for data analysis and research.__ _Knowing how to use programming language is not a required_ <br> <br> <br> -- You have __basic training in statistics__. _This means you know the basic concepts in statistics (undergrad level)._ <br> <br> <br> --- class: center, middle # Pre-workshop set-up .right-column[ __Please install R and RStudio on your machines.__<br> <iframe src="https://giphy.com/embed/l4Ep3b0VtBl5sUKha" width="480" height="360" frameBorder="0" class="giphy-embed" allowFullScreen></iframe><p><a href="https://giphy.com/gifs/splat-nicksplat-doug-l4Ep3b0VtBl5sUKha">via GIPHY</a></p> ] .left-column[ <br><br> .big[__[Jenny Bryan's](https://jennybryan.org/)__ book __STAT 545__ provides a section(1.1) on installing R and RStudio, follow the steps provided there. [Here is the link to the section](https://stat545.com/install.html)] ] --- class: middle # What is R and RStudio? .pull-left[ <img src = "https://www.r-project.org/logo/Rlogo.png" width="150px"/> <br><br> A programming language.<br><br> A tool for statistical analysis.<br><br> <img src = "figs/fire.jpg" width="200px"/> ] .pull-right[ <img src = "figs/rstudio-logo.png" width = "350px"/> <br><br> An Integrated Development Environment.<br><br> A tool to access R and produce various kinds of outputs such as analysis reports.<br><br> <img src = "figs/kitchen.jpg" width = "300px"/><br> .tiny[Photo by Charlotte May from Pexels] ] --- ## Using RStudio <img src = "figs/view-rstudio-1.jpg"> ??? explain what a,b,c,d. Demonstrate use. show how to create a project show how to run a command show how to create a new file show how to save a new file --- class: left,middle # Basic Arithmetic ```r 2+2 ``` ``` ## [1] 4 ``` ```r 2*2 ``` ``` ## [1] 4 ``` ```r 2/2 ``` ``` ## [1] 1 ``` --- class: left, center background-image: url(figs/your-turn.jpg) background-size: cover .left-column[ # <svg viewBox="0 0 576 512" style="position:relative;display:inline-block;top:.1em;height:3em;" xmlns="http://www.w3.org/2000/svg"> <path d="M528 64H48C21.49 64 0 85.49 0 112v288c0 26.51 21.49 48 48 48h480c26.51 0 48-21.49 48-48V112c0-26.51-21.49-48-48-48zm8 336c0 4.411-3.589 8-8 8H48c-4.411 0-8-3.589-8-8V112c0-4.411 3.589-8 8-8h480c4.411 0 8 3.589 8 8v288zM170 270v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-336 82v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm384 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zM122 188v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-98 158v-16c0-6.627-5.373-12-12-12H180c-6.627 0-12 5.373-12 12v16c0 6.627 5.373 12 12 12h216c6.627 0 12-5.373 12-12z"></path></svg> Your Turn ] .right-column[ .left[ Take last digit of your mobile number<br><br><br> Multiply it by 2<br><br><br> Add 5 with the above answer<br><br><br> Multiply the answer with 50<br><br><br> Add 1770 with the answer<br><br><br> Subtract the your birth year from the result in part 5 (example 1985, 1973, etc.)<br><br><br> .big[Did you receive a three digit answer?<br> Is the first digit same as the last digit of your mobile number, are the last two digits of the number you computed your age?] ] .tiny[baclground: Photo by Elena Saharova from Pexels] ] <div class="countdown" id="timer_6085b96f" style="top:0;right:0;" data-audio="true" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">02</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> --- class: left, middle # Conditional Statements ```r 1 > 2 ``` ``` ## [1] FALSE ``` ```r "Ayush" == "Moron" ``` ``` ## [1] FALSE ``` ```r 1+1 < 2-5 ``` ``` ## [1] FALSE ``` --- class: left, middle # The Missing Detour .small[_I know,the slide title is meta and a paradox_] Missing values in R are represented by __NA__ ```r NA + 1 ``` ``` ## [1] NA ``` ```r NA + NA ``` ``` ## [1] NA ``` ```r 2 > NA ``` ``` ## [1] NA ``` ```r is.na("Ayush") ``` ``` ## [1] FALSE ``` --- class: left, center background-image: url(figs/your-turn.jpg) background-size: cover .left-column[ # <svg viewBox="0 0 384 512" style="position:relative;display:inline-block;top:.1em;height:3em;" xmlns="http://www.w3.org/2000/svg"> <path d="M202.021 0C122.202 0 70.503 32.703 29.914 91.026c-7.363 10.58-5.093 25.086 5.178 32.874l43.138 32.709c10.373 7.865 25.132 6.026 33.253-4.148 25.049-31.381 43.63-49.449 82.757-49.449 30.764 0 68.816 19.799 68.816 49.631 0 22.552-18.617 34.134-48.993 51.164-35.423 19.86-82.299 44.576-82.299 106.405V320c0 13.255 10.745 24 24 24h72.471c13.255 0 24-10.745 24-24v-5.773c0-42.86 125.268-44.645 125.268-160.627C377.504 66.256 286.902 0 202.021 0zM192 373.459c-38.196 0-69.271 31.075-69.271 69.271 0 38.195 31.075 69.27 69.271 69.27s69.271-31.075 69.271-69.271-31.075-69.27-69.271-69.27z"></path></svg> Your Turn - KBC "देवियो और सज्जनो , मै अमिताभ बच्चन बोल राहा हू..." ] .right-column[ .left[ .big[What do you think the following code will generate as output?] <br> .center[ ``` NA == NA ``` ] <br><br><br> .left[__A) Error__] .right[__B) NA__] <br><br> .left[__C) TRUE__] .right[__D) FALSE__] ] .tiny[baclground: Photo by Elena Saharova from Pexels] ] <div class="countdown" id="timer_6085b8f0" style="right:0;bottom:0;" data-audio="true" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">02</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> --- class: left, middle # What is an Object? .big[ __"R lets you save data by storing it inside an R object. What is an object? Just a name that you can use to call up stored data. For example, you can save data into an object like a or b. Wherever R encounters the object, it will replace it with the data saved inside"__ ] -- _Hands-On Programming with R_ ## Why to use objects? These have names, can be called easily from memnory of the computer.<br> Easy to perform long sequences of computations.<br> You can store information in objects.<br> --- class: left, middle # An Illustration of using objects Assume you want to generate 100 number from a normal distribution and save it. This is how one can do it: ```r numbers_norm <- rnorm(n = 100,mean = 2.5,sd = 5) ``` .yscroll[ ```r numbers_norm ``` ``` ## [1] 8.71752594 -2.44631525 -3.90516935 3.20216495 9.43847708 4.53124219 ## [7] 4.50754131 14.61161126 3.08729110 1.35978049 4.02978423 3.18901389 ## [13] -0.20840352 3.06432620 9.77191502 3.69963965 -3.57518925 -1.50197903 ## [19] 4.39305193 12.21725127 3.81077550 6.73470811 1.45554115 3.52692465 ## [25] 4.37144705 1.35300965 -1.53830549 5.99723122 -0.43677443 2.33409336 ## [31] 5.13413197 -6.31274984 2.50797512 -0.75323405 7.63571347 14.69053476 ## [37] 0.08694218 -3.46459815 -2.40116376 5.51753987 10.52200428 13.50993219 ## [43] -0.75136085 4.26635090 6.35629280 -2.94465076 0.75009706 9.13888837 ## [49] -8.75187451 5.35146950 -1.33573172 4.24599071 5.33323446 -7.82007657 ## [55] 1.89197439 5.98569142 2.88605951 5.44275079 1.06267497 5.72367108 ## [61] 5.58225085 1.21901335 9.43453009 0.27634669 3.35297824 -4.51532580 ## [67] 7.45540728 -2.44256662 1.02963107 8.38969954 2.37581927 -1.53371856 ## [73] -2.73971122 3.80688417 0.49456887 2.87207459 0.33217867 -1.14599578 ## [79] -0.52434612 2.26496963 6.54066318 -0.22345919 1.09652336 2.63050204 ## [85] -2.98103369 4.11015104 5.04243196 -4.47035222 -0.29422040 1.44054405 ## [91] -1.87675175 5.43777368 -4.09999957 5.70285775 3.49554970 -3.24997500 ## [97] -4.59665854 8.10564159 0.36222050 2.34664744 ``` ] --- class: left, middle # Different kinds of Objects .big[ We will focus on the following three kind: * Vectors <br><br> * Data frames <br><br> * Functions <br><br> ] While there are many other kinds of objects like _lists_, it is not possible to cover in the time we have. --- class: left, middle # Vectors ```r name <- "Ayush" ``` ```r age <- 27 ``` notice the use of `c()` ```r age_participnats <- c(25,45,23,26,29,30,25,24) ``` ```r names_participants <- c("Yoda", "Obi van", "Darth Vader", "Shaktiman", "Liea") ``` ```r is.vector(age_participnats) ``` ``` ## [1] TRUE ``` use the `is.vector()` function with the objects age, name and age_participants. __What can you say about all these objects?__ ??? discuss the character and numeric vectors. discuss the length of vectors. --- class: left, middle # Data Frames .left-column[ <img src = "https://allisonhorst.github.io/palmerpenguins/reference/figures/lter_penguins.png" width = "200px"><br><br> <img src = "https://allisonhorst.github.io/palmerpenguins/reference/figures/culmen_depth.png" width = "200px"> .small[ The art and the data is by [Allison Horst](https://www.allisonhorst.com/) ] ] .right-column[ <div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class="table" style="margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> species </th> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> island </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> bill_length_mm </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> bill_depth_mm </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> flipper_length_mm </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> body_mass_g </th> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> sex </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> year </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.1 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.5 </td> <td style="text-align:right;"> 17.4 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 40.3 </td> <td style="text-align:right;"> 18.0 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3250 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 36.7 </td> <td style="text-align:right;"> 19.3 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.3 </td> <td style="text-align:right;"> 20.6 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.9 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3625 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.2 </td> <td style="text-align:right;"> 19.6 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4675 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 34.1 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3475 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 42.0 </td> <td style="text-align:right;"> 20.2 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 4250 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 37.8 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 37.8 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 180 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 17.6 </td> <td style="text-align:right;"> 182 </td> <td style="text-align:right;"> 3200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.6 </td> <td style="text-align:right;"> 21.2 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 34.6 </td> <td style="text-align:right;"> 21.1 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 36.6 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.7 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 42.5 </td> <td style="text-align:right;"> 20.7 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 4500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 34.4 </td> <td style="text-align:right;"> 18.4 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 3325 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 46.0 </td> <td style="text-align:right;"> 21.5 </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> 4200 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.8 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 174 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.7 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 180 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.9 </td> <td style="text-align:right;"> 19.2 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.2 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.8 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 180 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.3 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.6 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 183 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.5 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.9 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 172 </td> <td style="text-align:right;"> 3150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.5 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 180 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.5 </td> <td style="text-align:right;"> 16.7 </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> 3250 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.2 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.5 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.9 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.4 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3325 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.2 </td> <td style="text-align:right;"> 21.1 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 38.8 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 42.2 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 180 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.6 </td> <td style="text-align:right;"> 19.3 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.8 </td> <td style="text-align:right;"> 19.1 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 4650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.5 </td> <td style="text-align:right;"> 18.0 </td> <td style="text-align:right;"> 182 </td> <td style="text-align:right;"> 3150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.8 </td> <td style="text-align:right;"> 18.4 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.0 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3100 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 44.1 </td> <td style="text-align:right;"> 19.7 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.0 </td> <td style="text-align:right;"> 16.9 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3000 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.6 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 4600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 182 </td> <td style="text-align:right;"> 3425 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.5 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 179 </td> <td style="text-align:right;"> 2975 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.0 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 42.3 </td> <td style="text-align:right;"> 21.2 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 39.6 </td> <td style="text-align:right;"> 17.7 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.1 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.0 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.0 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 200 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 34.5 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 2900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.4 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 39.0 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.6 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 36.5 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 2850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.6 </td> <td style="text-align:right;"> 19.1 </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> 3750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.7 </td> <td style="text-align:right;"> 16.9 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.3 </td> <td style="text-align:right;"> 21.1 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.6 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 18.2 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 36.4 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 2850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.6 </td> <td style="text-align:right;"> 18.0 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.5 </td> <td style="text-align:right;"> 16.2 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 19.1 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 4100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 35.9 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3050 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 41.8 </td> <td style="text-align:right;"> 19.4 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 4450 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 33.5 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.7 </td> <td style="text-align:right;"> 18.4 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.6 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 45.8 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 35.5 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 42.8 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 40.9 </td> <td style="text-align:right;"> 16.8 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 37.2 </td> <td style="text-align:right;"> 19.4 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 36.2 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 42.1 </td> <td style="text-align:right;"> 19.1 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 34.6 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 42.9 </td> <td style="text-align:right;"> 17.6 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 36.7 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 35.1 </td> <td style="text-align:right;"> 19.4 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 4200 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.3 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 41.3 </td> <td style="text-align:right;"> 20.3 </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.3 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.9 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 38.3 </td> <td style="text-align:right;"> 19.2 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 38.9 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 35.7 </td> <td style="text-align:right;"> 18.0 </td> <td style="text-align:right;"> 202 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 205 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 34.0 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.6 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 4450 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.2 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.8 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 38.1 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.3 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 4350 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 33.1 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> 2900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 43.2 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 4100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 35.0 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 3725 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.0 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 4725 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.7 </td> <td style="text-align:right;"> 16.0 </td> <td style="text-align:right;"> 183 </td> <td style="text-align:right;"> 3075 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.8 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 4250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 37.9 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 2925 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 39.7 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.6 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 3750 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.2 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.1 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3175 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.2 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 4775 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 38.1 </td> <td style="text-align:right;"> 16.5 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3825 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.6 </td> <td style="text-align:right;"> 20.3 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 4600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 39.7 </td> <td style="text-align:right;"> 17.7 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.2 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 4275 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 39.6 </td> <td style="text-align:right;"> 20.7 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.7 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 4075 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.6 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 2900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 37.3 </td> <td style="text-align:right;"> 20.5 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 3775 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 35.7 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3325 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 36.2 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 37.7 </td> <td style="text-align:right;"> 19.8 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 40.2 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 176 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 41.4 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 202 </td> <td style="text-align:right;"> 3875 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 35.2 </td> <td style="text-align:right;"> 15.9 </td> <td style="text-align:right;"> 186 </td> <td style="text-align:right;"> 3050 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 40.6 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 4000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.8 </td> <td style="text-align:right;"> 17.6 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3275 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 41.5 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 39.0 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3050 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 44.1 </td> <td style="text-align:right;"> 18.0 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 38.5 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3325 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Torgersen </td> <td style="text-align:right;"> 43.1 </td> <td style="text-align:right;"> 19.2 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.8 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.5 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 4475 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 38.1 </td> <td style="text-align:right;"> 17.6 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3425 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 41.1 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 35.6 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3175 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.2 </td> <td style="text-align:right;"> 20.1 </td> <td style="text-align:right;"> 200 </td> <td style="text-align:right;"> 3975 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.0 </td> <td style="text-align:right;"> 16.5 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.7 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 4250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.2 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.6 </td> <td style="text-align:right;"> 17.2 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3475 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 32.1 </td> <td style="text-align:right;"> 15.5 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 3050 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.7 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3725 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.3 </td> <td style="text-align:right;"> 16.8 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 3000 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.0 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 39.2 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 4250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.6 </td> <td style="text-align:right;"> 18.4 </td> <td style="text-align:right;"> 184 </td> <td style="text-align:right;"> 3475 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.0 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 37.8 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 36.0 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Adelie </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 41.5 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 4000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.1 </td> <td style="text-align:right;"> 13.2 </td> <td style="text-align:right;"> 211 </td> <td style="text-align:right;"> 4500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.0 </td> <td style="text-align:right;"> 16.3 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.7 </td> <td style="text-align:right;"> 14.1 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.0 </td> <td style="text-align:right;"> 15.2 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 5700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.6 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.5 </td> <td style="text-align:right;"> 13.5 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4550 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.4 </td> <td style="text-align:right;"> 14.6 </td> <td style="text-align:right;"> 211 </td> <td style="text-align:right;"> 4800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.7 </td> <td style="text-align:right;"> 15.3 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 5200 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.3 </td> <td style="text-align:right;"> 13.4 </td> <td style="text-align:right;"> 209 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.8 </td> <td style="text-align:right;"> 15.4 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5150 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 40.9 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.0 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.5 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.4 </td> <td style="text-align:right;"> 14.6 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 5850 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.8 </td> <td style="text-align:right;"> 14.6 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.3 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 5850 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.0 </td> <td style="text-align:right;"> 13.5 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.2 </td> <td style="text-align:right;"> 15.2 </td> <td style="text-align:right;"> 221 </td> <td style="text-align:right;"> 6300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.2 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 209 </td> <td style="text-align:right;"> 4800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.7 </td> <td style="text-align:right;"> 15.1 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 5350 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.2 </td> <td style="text-align:right;"> 14.3 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 5700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.1 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.5 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.3 </td> <td style="text-align:right;"> 15.8 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.9 </td> <td style="text-align:right;"> 13.1 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.1 </td> <td style="text-align:right;"> 15.1 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.5 </td> <td style="text-align:right;"> 14.3 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4100 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.8 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.2 </td> <td style="text-align:right;"> 14.3 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.0 </td> <td style="text-align:right;"> 15.3 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.3 </td> <td style="text-align:right;"> 15.3 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 5250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.8 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 209 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.1 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 207 </td> <td style="text-align:right;"> 5050 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 59.6 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 6050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.1 </td> <td style="text-align:right;"> 14.8 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.4 </td> <td style="text-align:right;"> 16.3 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.6 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 4950 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.4 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 5250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.0 </td> <td style="text-align:right;"> 13.6 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.7 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 5350 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 42.7 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.6 </td> <td style="text-align:right;"> 16.0 </td> <td style="text-align:right;"> 225 </td> <td style="text-align:right;"> 5700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.3 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.6 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.5 </td> <td style="text-align:right;"> 15.9 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.6 </td> <td style="text-align:right;"> 13.9 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 4900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.5 </td> <td style="text-align:right;"> 13.9 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.5 </td> <td style="text-align:right;"> 15.9 </td> <td style="text-align:right;"> 225 </td> <td style="text-align:right;"> 5400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.9 </td> <td style="text-align:right;"> 13.3 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 5100 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 15.8 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.5 </td> <td style="text-align:right;"> 14.1 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.1 </td> <td style="text-align:right;"> 14.4 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.1 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 225 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.5 </td> <td style="text-align:right;"> 14.4 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 4900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.0 </td> <td style="text-align:right;"> 15.4 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.8 </td> <td style="text-align:right;"> 13.9 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.5 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.2 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.4 </td> <td style="text-align:right;"> 15.3 </td> <td style="text-align:right;"> 224 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.3 </td> <td style="text-align:right;"> 13.8 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.2 </td> <td style="text-align:right;"> 14.9 </td> <td style="text-align:right;"> 221 </td> <td style="text-align:right;"> 5300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.7 </td> <td style="text-align:right;"> 13.9 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 54.3 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 231 </td> <td style="text-align:right;"> 5650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.8 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.8 </td> <td style="text-align:right;"> 16.8 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.2 </td> <td style="text-align:right;"> 14.4 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4650 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.5 </td> <td style="text-align:right;"> 16.2 </td> <td style="text-align:right;"> 229 </td> <td style="text-align:right;"> 5800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.5 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.7 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 223 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.7 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4750 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.4 </td> <td style="text-align:right;"> 15.6 </td> <td style="text-align:right;"> 221 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.2 </td> <td style="text-align:right;"> 15.6 </td> <td style="text-align:right;"> 221 </td> <td style="text-align:right;"> 5100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.5 </td> <td style="text-align:right;"> 14.8 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 5200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.4 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.6 </td> <td style="text-align:right;"> 16.0 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.5 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 209 </td> <td style="text-align:right;"> 4600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 51.1 </td> <td style="text-align:right;"> 16.3 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 6000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 13.8 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 4750 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 16.4 </td> <td style="text-align:right;"> 223 </td> <td style="text-align:right;"> 5950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.1 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4625 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 52.5 </td> <td style="text-align:right;"> 15.6 </td> <td style="text-align:right;"> 221 </td> <td style="text-align:right;"> 5450 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.4 </td> <td style="text-align:right;"> 14.6 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4725 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.0 </td> <td style="text-align:right;"> 15.9 </td> <td style="text-align:right;"> 224 </td> <td style="text-align:right;"> 5350 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.9 </td> <td style="text-align:right;"> 13.8 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4750 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.8 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 228 </td> <td style="text-align:right;"> 5600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.4 </td> <td style="text-align:right;"> 14.4 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 4600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 51.3 </td> <td style="text-align:right;"> 14.2 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 5300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.5 </td> <td style="text-align:right;"> 14.0 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4875 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 52.1 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.5 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 4950 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 52.2 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 228 </td> <td style="text-align:right;"> 5400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.5 </td> <td style="text-align:right;"> 14.5 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4750 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.5 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 224 </td> <td style="text-align:right;"> 5650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.5 </td> <td style="text-align:right;"> 14.7 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.8 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 226 </td> <td style="text-align:right;"> 5200 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.4 </td> <td style="text-align:right;"> 15.8 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4925 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.9 </td> <td style="text-align:right;"> 14.6 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 4875 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.4 </td> <td style="text-align:right;"> 14.4 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 4625 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 51.1 </td> <td style="text-align:right;"> 16.5 </td> <td style="text-align:right;"> 225 </td> <td style="text-align:right;"> 5250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.5 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 4850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 55.9 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 228 </td> <td style="text-align:right;"> 5600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.2 </td> <td style="text-align:right;"> 15.5 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 4975 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.1 </td> <td style="text-align:right;"> 15.0 </td> <td style="text-align:right;"> 228 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.3 </td> <td style="text-align:right;"> 13.8 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 4725 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.8 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 41.7 </td> <td style="text-align:right;"> 14.7 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 53.4 </td> <td style="text-align:right;"> 15.8 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.3 </td> <td style="text-align:right;"> 14.0 </td> <td style="text-align:right;"> 208 </td> <td style="text-align:right;"> 4575 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.1 </td> <td style="text-align:right;"> 15.1 </td> <td style="text-align:right;"> 209 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.5 </td> <td style="text-align:right;"> 15.2 </td> <td style="text-align:right;"> 216 </td> <td style="text-align:right;"> 5000 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.8 </td> <td style="text-align:right;"> 15.9 </td> <td style="text-align:right;"> 229 </td> <td style="text-align:right;"> 5950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 43.5 </td> <td style="text-align:right;"> 15.2 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 4650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 51.5 </td> <td style="text-align:right;"> 16.3 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.2 </td> <td style="text-align:right;"> 14.1 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 4375 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 55.1 </td> <td style="text-align:right;"> 16.0 </td> <td style="text-align:right;"> 230 </td> <td style="text-align:right;"> 5850 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 44.5 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 4875 </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 48.8 </td> <td style="text-align:right;"> 16.2 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 6000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 47.2 </td> <td style="text-align:right;"> 13.7 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 4925 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> NA </td> <td style="text-align:left;"> NA </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 46.8 </td> <td style="text-align:right;"> 14.3 </td> <td style="text-align:right;"> 215 </td> <td style="text-align:right;"> 4850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 50.4 </td> <td style="text-align:right;"> 15.7 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 5750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 14.8 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 5200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Gentoo </td> <td style="text-align:left;"> Biscoe </td> <td style="text-align:right;"> 49.9 </td> <td style="text-align:right;"> 16.1 </td> <td style="text-align:right;"> 213 </td> <td style="text-align:right;"> 5400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.5 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.0 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.3 </td> <td style="text-align:right;"> 19.2 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.4 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 3525 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.7 </td> <td style="text-align:right;"> 19.8 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 3725 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.1 </td> <td style="text-align:right;"> 18.2 </td> <td style="text-align:right;"> 178 </td> <td style="text-align:right;"> 3250 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.3 </td> <td style="text-align:right;"> 18.2 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 3750 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.0 </td> <td style="text-align:right;"> 18.9 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.3 </td> <td style="text-align:right;"> 19.9 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.7 </td> <td style="text-align:right;"> 20.3 </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> 3775 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 47.0 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 185 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.0 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.9 </td> <td style="text-align:right;"> 17.1 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3575 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.5 </td> <td style="text-align:right;"> 19.6 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.3 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 58.0 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.4 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.2 </td> <td style="text-align:right;"> 18.2 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 4400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 42.4 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 48.5 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 43.2 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 2900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.6 </td> <td style="text-align:right;"> 19.4 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.7 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3300 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.0 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 4150 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2007 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.5 </td> <td style="text-align:right;"> 18.4 </td> <td style="text-align:right;"> 200 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.5 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 200 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.4 </td> <td style="text-align:right;"> 17.8 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.8 </td> <td style="text-align:right;"> 20.0 </td> <td style="text-align:right;"> 205 </td> <td style="text-align:right;"> 4550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 40.9 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3200 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 54.2 </td> <td style="text-align:right;"> 20.8 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 42.5 </td> <td style="text-align:right;"> 16.7 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.0 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 4100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.7 </td> <td style="text-align:right;"> 18.6 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 47.5 </td> <td style="text-align:right;"> 16.8 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 3900 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 47.6 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3850 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.0 </td> <td style="text-align:right;"> 20.7 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.9 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 192 </td> <td style="text-align:right;"> 2700 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 53.5 </td> <td style="text-align:right;"> 19.9 </td> <td style="text-align:right;"> 205 </td> <td style="text-align:right;"> 4500 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.0 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.2 </td> <td style="text-align:right;"> 17.5 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.9 </td> <td style="text-align:right;"> 19.1 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 3550 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.5 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 3500 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2008 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.9 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 196 </td> <td style="text-align:right;"> 3675 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.8 </td> <td style="text-align:right;"> 18.5 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 4450 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.1 </td> <td style="text-align:right;"> 17.9 </td> <td style="text-align:right;"> 190 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.0 </td> <td style="text-align:right;"> 19.6 </td> <td style="text-align:right;"> 212 </td> <td style="text-align:right;"> 4300 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.5 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3250 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.8 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3675 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 48.1 </td> <td style="text-align:right;"> 16.4 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 3325 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.4 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 201 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.7 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3600 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.7 </td> <td style="text-align:right;"> 19.7 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 42.5 </td> <td style="text-align:right;"> 17.3 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 3350 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 52.2 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 197 </td> <td style="text-align:right;"> 3450 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.2 </td> <td style="text-align:right;"> 16.6 </td> <td style="text-align:right;"> 191 </td> <td style="text-align:right;"> 3250 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.3 </td> <td style="text-align:right;"> 19.9 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 4050 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.2 </td> <td style="text-align:right;"> 18.8 </td> <td style="text-align:right;"> 202 </td> <td style="text-align:right;"> 3800 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.6 </td> <td style="text-align:right;"> 19.4 </td> <td style="text-align:right;"> 194 </td> <td style="text-align:right;"> 3525 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 51.9 </td> <td style="text-align:right;"> 19.5 </td> <td style="text-align:right;"> 206 </td> <td style="text-align:right;"> 3950 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 46.8 </td> <td style="text-align:right;"> 16.5 </td> <td style="text-align:right;"> 189 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 45.7 </td> <td style="text-align:right;"> 17.0 </td> <td style="text-align:right;"> 195 </td> <td style="text-align:right;"> 3650 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 55.8 </td> <td style="text-align:right;"> 19.8 </td> <td style="text-align:right;"> 207 </td> <td style="text-align:right;"> 4000 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 43.5 </td> <td style="text-align:right;"> 18.1 </td> <td style="text-align:right;"> 202 </td> <td style="text-align:right;"> 3400 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 49.6 </td> <td style="text-align:right;"> 18.2 </td> <td style="text-align:right;"> 193 </td> <td style="text-align:right;"> 3775 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.8 </td> <td style="text-align:right;"> 19.0 </td> <td style="text-align:right;"> 210 </td> <td style="text-align:right;"> 4100 </td> <td style="text-align:left;"> male </td> <td style="text-align:right;"> 2009 </td> </tr> <tr> <td style="text-align:left;"> Chinstrap </td> <td style="text-align:left;"> Dream </td> <td style="text-align:right;"> 50.2 </td> <td style="text-align:right;"> 18.7 </td> <td style="text-align:right;"> 198 </td> <td style="text-align:right;"> 3775 </td> <td style="text-align:left;"> female </td> <td style="text-align:right;"> 2009 </td> </tr> </tbody> </table></div> ] ??? discuss different type of column values. --- class: left, middle # Funcitons Functions are objects that can be used as a power packed sequence of commands one wants to execute. ```r mean(age_participnats) ``` ``` ## [1] 28.375 ``` ```r is.na(names_participants) ``` ``` ## [1] FALSE FALSE FALSE FALSE FALSE ``` ```r names(penguins) ``` ``` ## [1] "species" "island" "bill_length_mm" ## [4] "bill_depth_mm" "flipper_length_mm" "body_mass_g" ## [7] "sex" "year" ``` ```r length(age_participnats) ``` ``` ## [1] 8 ``` ??? show getAnywhere("mean.default") --- class: left,middle # Accessing and subseting specific elements .yscroll[ The first three elements of the objects `age_participants` ```r age_participnats ``` ``` ## [1] 25 45 23 26 29 30 25 24 ``` ```r age_participnats[c(1,2,3)] ``` ``` ## [1] 25 45 23 ``` Only those participants that are younger than 33 years ```r age_participnats[age_participnats<33] ``` ``` ## [1] 25 23 26 29 30 25 24 ``` All elements of the `age_participants` other than the 5th and 7th ```r age_participnats[-c(5,7)] ``` ``` ## [1] 25 45 23 26 30 24 ``` ```r age_participnats[!c(5,7)] ``` ``` ## numeric(0) ``` ] --- class: left, middle # Accessing and subseting specific elements We recently saw the _penguins_ data. .yscroll[ First five rows and the last two columns ```r penguins[c(1:5),c(7,8)] ``` ``` ## # A tibble: 5 x 2 ## sex year ## <fct> <int> ## 1 male 2007 ## 2 female 2007 ## 3 female 2007 ## 4 NA 2007 ## 5 female 2007 ``` Seventh row and all columns ```r penguins[7,] ``` ``` ## # A tibble: 1 x 8 ## species island bill_length_mm bill_depth_mm flipper_length_mm body_mass_g ## <fct> <fct> <dbl> <dbl> <int> <int> ## 1 Adelie Torgersen 38.9 17.8 181 3625 ## # ... with 2 more variables: sex <fct>, year <int> ``` ] --- class: left, middle # Accessing and Subseting specific elements .yscroll[ Only the body mass column ```r penguins$body_mass_g ``` ``` ## [1] 3750 3800 3250 NA 3450 3650 3625 4675 3475 4250 3300 3700 3200 3800 ## [15] 4400 3700 3450 4500 3325 4200 3400 3600 3800 3950 3800 3800 3550 3200 ## [29] 3150 3950 3250 3900 3300 3900 3325 4150 3950 3550 3300 4650 3150 3900 ## [43] 3100 4400 3000 4600 3425 2975 3450 4150 3500 4300 3450 4050 2900 3700 ## [57] 3550 3800 2850 3750 3150 4400 3600 4050 2850 3950 3350 4100 3050 4450 ## [71] 3600 3900 3550 4150 3700 4250 3700 3900 3550 4000 3200 4700 3800 4200 ## [85] 3350 3550 3800 3500 3950 3600 3550 4300 3400 4450 3300 4300 3700 4350 ## [99] 2900 4100 3725 4725 3075 4250 2925 3550 3750 3900 3175 4775 3825 4600 ## [113] 3200 4275 3900 4075 2900 3775 3350 3325 3150 3500 3450 3875 3050 4000 ## [127] 3275 4300 3050 4000 3325 3500 3500 4475 3425 3900 3175 3975 3400 4250 ## [141] 3400 3475 3050 3725 3000 3650 4250 3475 3450 3750 3700 4000 4500 5700 ## [155] 4450 5700 5400 4550 4800 5200 4400 5150 4650 5550 4650 5850 4200 5850 ## [169] 4150 6300 4800 5350 5700 5000 4400 5050 5000 5100 4100 5650 4600 5550 ## [183] 5250 4700 5050 6050 5150 5400 4950 5250 4350 5350 3950 5700 4300 4750 ## [197] 5550 4900 4200 5400 5100 5300 4850 5300 4400 5000 4900 5050 4300 5000 ## [211] 4450 5550 4200 5300 4400 5650 4700 5700 4650 5800 4700 5550 4750 5000 ## [225] 5100 5200 4700 5800 4600 6000 4750 5950 4625 5450 4725 5350 4750 5600 ## [239] 4600 5300 4875 5550 4950 5400 4750 5650 4850 5200 4925 4875 4625 5250 ## [253] 4850 5600 4975 5500 4725 5500 4700 5500 4575 5500 5000 5950 4650 5500 ## [267] 4375 5850 4875 6000 4925 NA 4850 5750 5200 5400 3500 3900 3650 3525 ## [281] 3725 3950 3250 3750 4150 3700 3800 3775 3700 4050 3575 4050 3300 3700 ## [295] 3450 4400 3600 3400 2900 3800 3300 4150 3400 3800 3700 4550 3200 4300 ## [309] 3350 4100 3600 3900 3850 4800 2700 4500 3950 3650 3550 3500 3675 4450 ## [323] 3400 4300 3250 3675 3325 3950 3600 4050 3350 3450 3250 4050 3800 3525 ## [337] 3950 3650 3650 4000 3400 3775 4100 3775 ``` ] --- class: left, middle # Accessing and Subseting specific elements .yscroll[ Only those observations with mass more than 4000, all columns ```r penguins[penguins$body_mass_g > 4000, ] ``` ``` ## # A tibble: 174 x 8 ## species island bill_length_mm bill_depth_mm flipper_length_~ body_mass_g ## <fct> <fct> <dbl> <dbl> <int> <int> ## 1 NA NA NA NA NA NA ## 2 Adelie Torgersen 39.2 19.6 195 4675 ## 3 Adelie Torgersen 42 20.2 190 4250 ## 4 Adelie Torgersen 34.6 21.1 198 4400 ## 5 Adelie Torgersen 42.5 20.7 197 4500 ## 6 Adelie Torgersen 46 21.5 194 4200 ## 7 Adelie Dream 39.2 21.1 196 4150 ## 8 Adelie Dream 39.8 19.1 184 4650 ## 9 Adelie Dream 44.1 19.7 196 4400 ## 10 Adelie Dream 39.6 18.8 190 4600 ## # ... with 164 more rows, and 2 more variables: sex <fct>, year <int> ``` ] --- class: left, middle # Operations on vectors Add 1 to age of every participant ```r age_participnats + 1 ``` ``` ## [1] 26 46 24 27 30 31 26 25 ``` Check which participants are yonger that 25 ```r age_participnats < 25 ``` ``` ## [1] FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE ``` See if there are any missing values in the object `age_participants` ```r is.na(age_participnats) ``` ``` ## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE ``` --- class: left, middle # Operations on vectors Average age of participants ```r mean(age_participnats) ``` ``` ## [1] 28.375 ``` What is the median mass of the penguins? ```r median(penguins$body_mass_g) ``` ``` ## [1] NA ``` !! Any guess as to why the Answer is `NA`?? Sum of all the participant age ```r sum(age_participnats) ``` ``` ## [1] 227 ``` --- class: left, middle # Operations on vectors total number of missing values in flipper length ```r sum(is.na(penguins$flipper_length_mm)) ``` ``` ## [1] 2 ``` What are the different islands in the penguins data? ```r unique(penguins$island) ``` ``` ## [1] Torgersen Biscoe Dream ## Levels: Biscoe Dream Torgersen ``` A cross tab between species and islands for the penguins ```r table(penguins$species, penguins$island, useNA = "ifany") ``` ``` ## ## Biscoe Dream Torgersen ## Adelie 44 56 52 ## Chinstrap 0 68 0 ## Gentoo 124 0 0 ``` --- class: left, center background-image: url(figs/your-turn.jpg) background-size: cover .left-column[ # <svg viewBox="0 0 576 512" style="position:relative;display:inline-block;top:.1em;height:3em;" xmlns="http://www.w3.org/2000/svg"> <path d="M528 64H48C21.49 64 0 85.49 0 112v288c0 26.51 21.49 48 48 48h480c26.51 0 48-21.49 48-48V112c0-26.51-21.49-48-48-48zm8 336c0 4.411-3.589 8-8 8H48c-4.411 0-8-3.589-8-8V112c0-4.411 3.589-8 8-8h480c4.411 0 8 3.589 8 8v288zM170 270v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-336 82v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm384 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zM122 188v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-98 158v-16c0-6.627-5.373-12-12-12H180c-6.627 0-12 5.373-12 12v16c0 6.627 5.373 12 12 12h216c6.627 0 12-5.373 12-12z"></path></svg> Your Turn ] .right-column[ .left[ .big[ 1. Use the function `max()` to find the fluffiest penguin (highest body mass). Store this value in an Object and name it `fluffiest_penguin`. 2. Find out the average bill depth of penguins. Use the function `mean()`. Create an object to store this value. 3. Subset only those penguins that have bill depth more than the average bill depth, keep all columns. Name this data set `penguins_bill_depth_high` and create another object. 4. Subset only those penguins that are from the Gentoo Species. Store this object and name it `penguins_gentoo` ] .tiny[background: Photo by Elena Saharova from Pexels] ] ] <div class="countdown" id="timer_6085cc8a" style="right:0;bottom:0;" data-audio="true" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> --- class: left, middle, # Importing data from excel First, download [this data](https://drive.google.com/file/d/1RJaEvBuw-pv2pnzr0a64ncX1qSTmdcvp/view?usp=sharing) and save it in your project folder. .yscroll[ ```r read.csv("table.csv") ``` ``` ## X No. Officeholder Portrait Term.start Term.end ## 1 1 1 Osborne Smith NA 1 April 1935 30 June 1937 ## 2 2 2 James Braid Taylor NA 1 July 1937 17 February 1943 ## 3 3 3 C. D. Deshmukh NA 11 August 1943 30 June 1949 ## 4 4 4 Benegal Rama Rau NA 1 July 1949 14 January 1957 ## 5 5 5 K. G. Ambegaonkar NA 14 January 1957 28 February 1957 ## 6 6 6 H. V. R. Iyengar NA 1 March 1957 28 February 1962 ## 7 7 7 P. C. Bhattacharya NA 1 March 1962 30 June 1967 ## 8 8 8 Lakshmi Kant Jha NA 1 July 1967 3 May 1970 ## 9 9 9 B. N. Adarkar NA 4 May 1970 15 June 1970 ## 10 10 10 Sarukkai Jagannathan NA 16 June 1970 19 May 1975 ## 11 11 11 N. C. Sen Gupta NA 19 May 1975 19 August 1975 ## 12 12 12 K. R. Puri NA 20 August 1975 2 May 1977 ## 13 13 13 M. Narasimham NA 3 May 1977 30 November 1977 ## 14 14 14 I. G. Patel NA 1 December 1977 15 September 1982 ## 15 15 15 Manmohan Singh NA 16 September 1982 14 January 1985 ## 16 16 16 Amitav Ghosh NA 15 January 1985 4 February 1985 ## 17 17 17 R. N. Malhotra NA 4 February 1985 22 December 1990 ## 18 18 18 S. Venkitaramanan NA 22 December 1990 21 December 1992 ## 19 19 19 C. Rangarajan NA 22 December 1992 21 November 1997 ## 20 20 20 Bimal Jalan NA 22 November 1997 6 September 2003 ## 21 21 21 Y. Venugopal Reddy NA 6 September 2003 5 September 2008 ## 22 22 22 D. Subbarao NA 5 September 2008 4 September 2013 ## 23 23 23 Raghuram Rajan NA 4 September 2013 4 September 2016 ## 24 24 24 Urjit Patel NA 4 September 2016 11 December 2018 ## 25 25 25 Shaktikanta Das NA 12 December 2018 Incumbent ## Term.in.office Background ## 1 821 days Banker ## 2 2057 days Indian Civil Service (ICS) officer ## 3 2150 days ICS officer ## 4 2754 days ICS officer ## 5 45 days ICS officer ## 6 1825 days ICS officer ## 7 1947 days Indian Audit and Accounts Service officer ## 8 1037 days ICS officer ## 9 42 days Economist ## 10 1798 days ICS officer ## 11 92 days ICS officer ## 12 621 days ## 13 211 days Career Reserve Bank of India officer ## 14 1749 days Economist ## 15 851 days Economist ## 16 20 days Banker ## 17 2147 days Indian Administrative Service (IAS) officer ## 18 730 days IAS officer ## 19 1795 days Economist ## 20 2114 days Economist ## 21 1826 days IAS officer ## 22 1825 days IAS officer ## 23 1096 days Economist ## 24 828 days Economist ## 25 733 days IAS officer ## Prior.offices ## 1 Managing Governor of the Imperial Bank of India ## 2 Deputy Governor of the Reserve Bank of India\n\nController of Currency ## 3 Deputy Governor of the Reserve Bank of India\nCustodian of Enemy Property ## 4 Ambassador of India to the United States\n\nAmbassador of India to Japan\n\nChairman of Bombay Port Trust ## 5 Finance Secretary ## 6 Chairman of the State Bank of India ## 7 Chairman of the State Bank of India\nSecretary in the Ministry of Finance ## 8 Secretary to the Prime Minister of India ## 9 Executive Director at the International Monetary Fund ## 10 Executive Director at the World Bank ## 11 Banking Secretary ## 12 Chairman and managing director of the Life Insurance Corporation ## 13 Deputy Governor of the Reserve Bank of India ## 14 Director of the London School of Economics\n\nDeputy Administrator of the United Nations Development Programme\nChief Economic Adviser to the Government of India ## 15 Secretary in the Ministry of Finance\n\nChief Economic Adviser to the Government of India ## 16 Deputy Governor of the Reserve Bank of India\n\nChairman of the Allahabad Bank ## 17 Finance Secretary\n\nExecutive Director at the International Monetary Fund ## 18 Finance Secretary ## 19 Deputy Governor of the Reserve Bank of India ## 20 Finance Secretary\n\nBanking Secretary\n\nChief Economic Adviser to the Government of India ## 21 Executive Director at the International Monetary Fund\n\nDeputy Governor of the Reserve Bank of India ## 22 Finance Secretary\n\nMember-Secretary of the Prime Minister's Economic Advisory Council ## 23 Chief Economic Adviser to the Government of India\nChief Economist of International Monetary Fund ## 24 Deputy Governor of the Reserve Bank ## 25 Member of the Fifteenth Finance Commission\nSherpa of India to the G20\nEconomic Affairs Secretary\nRevenue Secretary ## References ## 1 [1] ## 2 [2] ## 3 ## 4 ## 5 ## 6 ## 7 ## 8 ## 9 ## 10 ## 11 ## 12 ## 13 ## 14 ## 15 ## 16 ## 17 ## 18 ## 19 ## 20 ## 21 ## 22 ## 23 ## 24 ## 25 [3][4][5] ``` ```r rbi_governor_data <- read.csv("table.csv") ``` ] --- class: left, middle # Exporting data to excel Export the Object `penguins_gentoo` to excel. ```r # Since I did not do the exercise with everyone, I have to do some of it now penguins[penguins$species == "Gentoo",] -> penguins_gentoo # Yes, the assignment operator works both ways ``` ```r write.csv(penguins_gentoo, "File from R - Gentoo Penguins.csv") ``` --- class: left, center background-image: url(figs/your-turn.jpg) background-size: cover .left-column[ # <svg viewBox="0 0 576 512" style="position:relative;display:inline-block;top:.1em;height:3em;" xmlns="http://www.w3.org/2000/svg"> <path d="M528 64H48C21.49 64 0 85.49 0 112v288c0 26.51 21.49 48 48 48h480c26.51 0 48-21.49 48-48V112c0-26.51-21.49-48-48-48zm8 336c0 4.411-3.589 8-8 8H48c-4.411 0-8-3.589-8-8V112c0-4.411 3.589-8 8-8h480c4.411 0 8 3.589 8 8v288zM170 270v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-336 82v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm384 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zM122 188v-28c0-6.627-5.373-12-12-12H82c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm96 0v-28c0-6.627-5.373-12-12-12h-28c-6.627 0-12 5.373-12 12v28c0 6.627 5.373 12 12 12h28c6.627 0 12-5.373 12-12zm-98 158v-16c0-6.627-5.373-12-12-12H180c-6.627 0-12 5.373-12 12v16c0 6.627 5.373 12 12 12h216c6.627 0 12-5.373 12-12z"></path></svg> Your Turn ] .right-column[ .left[ .big[ Save the Object, `penguins_bill_depth_high`, that you created in the previous as a .csv file. Name the file "file from R - penguins with high bill depth.csv". ] .tiny[background: Photo by Elena Saharova from Pexels] ] ] <div class="countdown" id="timer_6085d063" style="right:0;bottom:0;" data-audio="true" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">02</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> --- class: inverse,center, middle background-image: url(figs/thank-you.jpg) background-size: cover # Thank You <br><br> .big[Feedback is welcome at: _ayush.ap58@gmail.com_] .tiny[Photo by David Sun from Pexels] ---