diff --git a/docs/R/intro_errors.R b/docs/R/intro_errors.R new file mode 100644 index 0000000..f6f6e4f --- /dev/null +++ b/docs/R/intro_errors.R @@ -0,0 +1,45 @@ +# Create function that introduces errors into dataframe with numeric columns +intro_errors <- function(df, + neg_count = 5, + neg_min = -100, + non_numeric_count = 5, + non_numeric_value = "none", + large_count = 2, + large_mutliplier = 10) { + + + + # introduce negative values + for (i in 1:neg_count) { + row <- sample(1:nrow(df), 1) + col <- sample(1:ncol(df), 1) + if (is.numeric(df[[col]])) { + df[row, col] <- runif(1, min = neg_min, max = 0) # Random negative value + } + } + + + + # introduce non-numeric values + for (j in 1:non_numeric_count) { + row <- sample(1:nrow(df), 1) + col <- sample(1:ncol(df), 1) + if (is.integer(df[[col]])) { + df[row, col] <- non_numeric_value # Setting a string value + } + + return(df) + } + + + # introduce large numbers + for (k in 1:large_count) { + row <- sample(1:nrow(df), 1) + col <- sample(1:ncol(df), 1) + if (is.numeric(df[[col]])) { + df[row, col] <- max(col) * large_mutliplier # Setting value to maximum value of column times multiplier + } + + return(df) + } +} \ No newline at end of file diff --git a/docs/_emma.qmd b/docs/_emma.qmd new file mode 100644 index 0000000..3e54473 --- /dev/null +++ b/docs/_emma.qmd @@ -0,0 +1,1080 @@ +# + +::: scary +The Tetlin Witch Project +::: + +::: notes +going to introduce the tetlin witch project, not to be confused with the horror movie the Blair witch project +::: + +## The Survey {.smaller} + +::: columns +::: {.column width="50%"} +![Site Map](images/base_map.png){fig-align="center"} +::: + +::: {.column width="50%"} +
+ +[**Type:**]{.extrabold .orange} Annual occurrence survey + +[**Logistics:**]{.extrabold .orange} + +- Completed over 8 days in August + +- Detection (0, 1) recorded at 100 sites/day + +- Conducted for 20 years at Tetlin NWR + +[**Goal:**]{.extrabold .orange} Estimate probability of witch occurrence across the refuge +::: +::: + +::: notes +survey we conduct annually + +each year in the late summer, we spend 8 days in the field + +go out to the same 100 sites each day, recording whether a witch is detected there or not - 0 recorded if not detected, 1 recorded if detected + +this survey has been going on... + +and the goal of the project... +::: + +## Witch Background + +::: columns +::: {.column .center width="50%"} +Do NOT like water + +![](images/witch_melting.png){fig-alt="AI generated image of witch melting in water" fig-align="center" height="500"} +::: + +::: {.column .center width="50%"} +DO favor forest + +![](images/witch_broom.png){fig-alt="AI generated image of witch creating a magical broom stick in the woods of Alaska" fig-align="center" height="500"} +::: +::: + +::: notes +I am sure you all already know everything about the North American Witch because witch conservation is a national priority + +but I'll provide some species background + +Began inhabiting Tetlin NWR during the early modern period when widespread witch trials shifted their range northward + +Started monitoring them due to concerns surrounding the threat of deforestation, impacting their ability to construct broomsticks + +As I am sure you know from the W of Oz, + +...because of the shelter it provides and the resources it offers for broomstick crafting + +Can use this information to characterize and predict their distribution +::: + +## Where We Are + +::: columns +::: {.column width="35%"} +**Completed:** + +- Data collection ✓ + +- Data entry ✓ + +**Next:** + +- Data wrangling ☐ +::: + +::: {.column width="65%"} +![Excel workbook with all years of data](images/workbook_sc.png){fig-alt="Screenshot of Excel workbook with 20 years/sheets of witch detection data at 100 sites on Tetlin NWR" fig-align="center"} +::: +::: + +::: notes +finished our data collection and data entry for the season + +on to data wrangling - or getting our data whipped into shape + +in an ideal world, we would have used a data collection app or an entry form with data validation or otherwise performed quality assurance prior to this step, but in this case, we did not + +I am the survey coordinator, but this is my first year on the survey. For the last 20 years, the data has been stored in an excel workbook (shown here) with each year's data on a separate sheet. I inherited a bit of a messy dataset, but I can work with it. No automated data processing workflow exists for this dataset, so let's create one! +::: + +## Photos from the Field + +{{< fa camera >}} Coming soon to your Wild Weekly... + +::: columns +::: {.column width="33%" layout="[[-1], [1], [-1]]"} +![](images/witch_hiding.png){fig-alt="AI generated image of a witch lurking in some woods" fig-align="center"} +::: + +::: {.column width="33%" layout="[[-1], [1], [-1]]"} +![](images/witch_moose.png){fig-alt="AI generated image of a witch with red eyes riding a scary, red-eyed moose through woods" fig-align="center"} +::: + +::: {.column width="33%" layout="[[-1], [1], [-1]]"} +![](images/witch_tetlin.png){fig-alt="AI generated image of a witch on a broomstick flying over Alaska mountains and watershed with Northern Lights in the sky" fig-align="center"} +::: +::: + +::: notes +but first, + +what's a trip to the field without sharing photos? + +I brought my good camera out this time +::: + +## [Data Wrangling]{.cursive} + +![](images/witch_data_cleanup.png){.absolute top="100" right="150" fig-alt="AI-generated image in claymation style of a witch sweeping up data-like tokens and looking at a computer screen with data and graphs on it" height="600"} + +![](images/workflow_data_wrangling.png){.absolute top="80" left="300" fig-alt="A data workflow flow chart with \"Project Setup\", \"Data Wrangling\", \"Preserve Data\", \"Analyze\", \"Summarize Results\", \"Report\", and \"Preserve Products\" connected unidirectionally by arrows, with the \"Data Wrangling\" box highlighted in yellow" height="650"} + +## What is Data Wrangling? + +::: center +*the process of transforming raw data into a usable form* +::: + +
+ +### Our Workflow: + +::: small +1. Importing Data [➝ Obtain]{.orange .fragment} + +2. Tidying Data [➝ Restructure]{.orange .fragment} + +3. Exploratory Data Analysis & Quality Control [➝ Clean, Correct, and Understand]{.orange .fragment} + +![](images/data_wrangle.jpg){fig-alt="black, messy, tangled, swirled doodle line that turns into a neat, white, swirled line, all on an orange background (sourced from: https://www.nciea.org/blog/data-data-everywhere-why-so-hard-to-use/)" fig-align="center" height="200"} +::: + +::: notes +can consist of a lot of different types of data manipulation + +... + +goal is for our data to be interpretable, machine readible, error-free, and ready for analyses +::: + +## Why Wrangle Data in R? {.incremental .smaller} + +::: columns +::: {.column width="50%"} +#### [Limitations of]{.cursive} {.center} + +#### [Manual Workflow]{.cursive .extrabold .yellow} {.center} + +::: incremental +- Messy + +- Prone to human error + +- Difficult to correct or reverse changes + +- Inefficient + +- Not reusable +::: +::: + +::: {.column width="50%"} +#### [Advantages of]{.cursive} {.center} + +#### [Scripted Workflow]{.cursive .extrabold .yellow} {.center} + +::: incremental +- Can iterate through large datasets + +- Can manipulate data without overwriting it + +- Can easily undo or reapply changes + +- Changes are documented + +- Avoids repeating steps + +- Allows for automated workflows/pipelines + +- Eliminates future workload +::: +::: +::: + +::: notes +- not just slow, but tedious and tiring + +- IS efficient, reusable, not prone to error, and on top of that... + +- working outside of original file... + +- can apply change to hundreds of thousands of rows of data in a single step - without ever even having to scroll through the rows + +- requires medium initial effort for a future of no effort +::: + +## Getting Started + +
+ +✓ Created a new R project + +✓ Set up a standard file directory structure + +✓ Set up version control (*optional, good practice*) + +✓ Initialized a new R script file (.R) + +✓ Installed and loaded our packages + +
+ +::: center +[Time to get coding!]{.large .yellow} +::: + +::: notes +with the help of Jonah, we've already... + +which means it is time to import our data +::: + +# Data Wrangling: [Importing]{.orange} + +
+ +![](images/witch_import.jpg){fig-alt="AI-generated image in claymation style of a witch using a computer and magically importing information onto it" fig-align="center"} + +## Importing Data + +Can read data from a... + +1. [Locally stored file]{.orange} (*.csv, .xlsx, etc.*) + +::: small +*Example:* +::: + +```{r} +#| echo: true +#| eval: false +my_data <- read.csv("path/to/filename.csv") +``` + +2. [Online source]{.orange} (*download link, API, ServCat, etc.*) + +::: small +*Examples:* +::: + +```{r} +#| echo: true +#| eval: false +my_data <- read.csv(download.file("www.url.com","save_as_filename.csv")) +``` + +```{r} +#| echo: true +#| eval: false +my_data <- GET(url = "api-url.com/input-id", body = list("parameter1","parameter2")) +``` + +::: notes +Built-in and installable functions exist for reading data from various sources + +... + +Like a link to the online authoritative source for a dataset or maybe an online database +::: + +## Importing Data + +Extra step: merge multiple tables, if necessary + +```{r} +#| echo: true +#| eval: false +#Join tables by common variables +all_data <- left_join(observation_data, site_data, join_by(c("lat", "lon"))) +``` + +::: callout-note +## Suggestion + +You can sometimes replace the need for MS Access databases through R scripts, depending on the functionality you desire. Using R to join related tables allows for automation and ensures your files are in an open format. +::: + +::: notes +when you first bring in your data, you may want to include the extra step of merging multiple tables if you have relational data + +in this example,... + +I briefly want to mention that you can replicate some of the functionality of a survey Access database in R + +databases for surveys...w/o relying on a +::: + +# + +::: scary +Witch Survey +::: + +::: {.cursive .center .larger} +Importing Our Data +::: + +::: notes +let's go ahead and import the data for our survey +::: + +## Importing Our Data + +Use `read_excel()` to import data from a specific sheet in a workbook + +- Set new "dataframe" as a [*variable*]{.yellow} + +```{r} +#| echo: false +#Load packages +library(tidyverse) +library(readxl) +library(janitor) +``` + +```{r} +#| echo: true +#Import raw data +witch_data <- read_excel("data/xlsx/witch_survey.xlsx", sheet = "2024") +``` + +::: callout-note +## Note + +Variables are the basis of reusability! +::: + +::: notes +To import our data, we can use a function to read a specific sheet from our workbook and convert it to a "dataframe", which is just a datatable in R + +We are also going to create a "witch_data" variable and define it as this dataframe + +Variables allow us to easily reference complex expressions and enable reusability. If I write all my code referencing the "witch_data" variable and I decide I want to change the input file, I can easily do that in this one line and do not have to tamper with any of the rest of my code. +::: + +# Data Wrangling: [Tidying]{.orange} + +
+ +![](images/witch_tidying.jpg){fig-alt="AI-generated image in claymation style of a witch at a desk organizing 3D numbers into rows" fig-align="center"} + +::: notes +and with that one line of code, we are already onto tidying +::: + +## Tidy Data + +::: {layout="[[-1], [1], [-1]]"} +![](images/tidy_graphic.png){fig-alt="Image with 3 subimages of datatables with captions showing that a data set is tidy iff: (1) each variabl is in its own column, (2) each observation is in its own row, and (3) each value is in its own cell" fig-align="center"} +::: + +::: notes +is a rectangular format for a dataset, specifically where +::: + +## Why Tidy Data? + +::: columns +::: {.column .incremental width="50%"} +
+ +- Standardization + +- Interpretability + +- Machine readability + +- Ease of use and reuse + +- Conducive to metadata +::: + +::: {.column width="50%"} +::: {layout="[[-1], [1], [-1]]"} +![](images/why_tidy_data.jpg){fig-alt="Graphic made by Hadley Wickham stating, \"The standard structure of tidy data means that \"tidy datasets are all alike... but every messy dataset is messy in its own way,\" with anthropomorphized cartoons of tidy and messy datasets" fig-align="center"} +::: +::: +::: + +::: notes +...really great for... + +Related to interpretability - but how can i make a data dictionary defining my columns if my columns aren't variables? + +We tidy data because, by keeping data in a standardized format with clear attributes and values, the data can be easily interpreted by humans and manipulated through computers +::: + +# + +::: scary +Witch Survey +::: + +::: {.cursive .center .larger} +Tidying Our Data +::: + +::: notes +::: + +## Tidying Our Data + +Let's take a peak at what we are working with: + +```{r} +#| echo: false +#| eval: true +library(gt) +gt(head(witch_data, 6)) %>% opt_stylize(style = 6, color = 'cyan') %>% tab_options(table.font.size = 20) %>% cols_align(align = "right", columns = everything()) +#%>% tab_caption("First 6 lines of dataset") +``` + +::: center +[*First few lines of dataset*]{.smaller} +::: + +::: callout-caution +## Why is our data not tidy? + +**Answer:** Some column names are values NOT variables +::: + +::: notes +...these are the first few lines of our dataset - let's go through it column by column + +First, we have "Site Number" which is a variable, and all the cells in that column are values of that variable. So that looks good + +Same with longitude and latitude + +But then we get to... that's not a variable. That's a value of the variable "Date", and it does not tell us anything about what these 0s and 1s are values of - we are missing the variable "presence" + +This means we need to restructure our data +::: + +## Tidying Our Data + +Let's use `tidyverse` to tidy our data in one line by "pivoting" + +```{r} +#| echo: true +#Tidy data structure +tidy_data <- pivot_longer(witch_data, cols = starts_with("08"), names_to = "Date", values_to = "Presence", names_transform = list(Date = mdy), values_transform = list(Presence = as.character)) +``` + +::: small +Updated dataframe: +::: + +::: smaller +*Row Count: 800* +::: + +::: {style="height:320px; overflow-y: scroll"} +```{r} +#| echo: false +gt(tidy_data) %>% opt_stylize(style = 6, color = 'cyan') %>% tab_options(table.font.size = 22, table.width = "60%") %>% cols_align(align = "right", columns = everything()) +``` +::: + +::: notes +Conveniently, R has package (it's actually a package of packages, so super comprehensive) called "tidyverse" made for all things "data tidying" + +Instead of manually transforming the presence data column by column and entering 800 lines of dates, we can tidy our data in one line of code + +and BAM, here is our organized, interpretable, and skinnier but longer dataset + +*scroll* +::: + +## Tidying Our Data {.scrollable} + +::: small +- In tidy data, column names are variables, so they should be structured as such + +- Common variable naming conventions: + + - `camelCase` + - `snake_case` + +- We can use the `janitor` package to fix all our column names in a single line of code +::: + +```{r} +#| echo: true +#Clean column names +tidy_data <- clean_names(tidy_data) +``` + +```{r} +#| echo: false +gt(head(tidy_data,0)) %>% opt_stylize(style = 6, color = 'cyan') %>% tab_options(table.font.size = 25, table.width = "60%") %>% cols_align(align = "right", columns = everything()) +``` + +::: {.smaller .center} +*New column headers: spaces removed and snake case used* +::: + +::: notes +... + +Our column names are fairly tidy, but we do have a space in our "Site Number" header, and you cannot have spaces in a variable name because that is not machine readable + +Typically, you want to follow one the common variable naming conventions, such as camel case or snake case demonstrated below + +And we can convert all of our columns to snake case in one line using a package conveniently designed to do so - and these are our new column headers +::: + +# Data Wrangling: [Exploratory Data Analysis (EDA)]{.orange} + +![](images/witch_eda.jpg){fig-alt="AI-generated image in claymation style of a witch looking at graphs and numbers on a wall" fig-align="center"} + +::: notes +moving on to ex... +::: + +## What is EDA? {.small} + +Exploratory Data Analysis (EDA) = [getting to know your data before drawing conclusions]{.orange}, often through summarization and/or visualization + +*Example packages:* `skimr`, `corrplot`, `summarytools`, `DataExplorer`, `assertr` + +
+ +::: {.cursive .small .center} +[Are there errors in my data?]{.fragment} [Are there outliers?]{.fragment} [How variable is my data?]{.fragment} + +[Are my data within their expected range of values?]{.fragment} + +[Are my variables correlated?]{.fragment} [Do my variables follow their expected distributions?]{.fragment} + +[What hypotheses can I generate?]{.fragment} [Are the assumptions for my analyses met?]{.fragment} +::: + +::: notes +... + +though there are many, many options + +EDA can look a LOT of different ways, and can help us answer quite a few different types of questions, including (but not limited to) + +, and are the assumptions... + +Exploring these questions lends itself to quality control, which is what we are going to use EDA for +::: + +# + +::: scary +Witch Survey +::: + +::: {.cursive .center} +Exploring Our Data & Performing Quality Control +::: + +::: notes +let's go ahead and apply this to our survey +::: + +## Exploring Our Data (EDA) + +Let's [rewind {{< fa backward-fast >}}]{.orange} and take a closer look at our starting data + +- First, with `str()` + + ```{r} + #| echo: true + #| eval: true + #| class-output: highlight + #| output-line-numbers: "|6|7|12" + #Glimpse of dataset,including datatypes of columns + str(witch_data) + ``` + +::: notes +let's take a few steps back and look at our original data, so the "witch_data" variable instead of our "tidy_data" variable + +can use the str() function to get a quick snapshot of our data + +and looking at the output here, I notice a few things + +str() shows us the datatypes of our columns +::: + +## Exploring Our Data (EDA) {.scrollable chalkboard-buttons="true"} + +- Then, with `summary()` + +::: small +```{r} +#| echo: true +#| eval: true +#| class-output: highlight +#| output-line-numbers: "|10|17|14|21" +#Summary of dataset, including summary stats +summary(witch_data) +``` +::: + +::: notes +something is going on here + +(*turn off pen*) + +and I may know the cause +::: + +## {.small} + +#### Frank and Stein the Wildlife Biologists + +[*Roles: field work, data recording*]{.small} + +![](images/frank_stein_graphic.png){fig-alt="Graphic of a man labeled \"Frank\" with the note \"Records 'none' rather than '0' on the data sheets,\" and a woman labeled \"Stein\" with the note \"has illegible handwriting (her 0's can look like 2's or 7's)\"" fig-align="left" height="200"} + +#### Casper the friendly Biotech + +[*Role: data entry/digitization*]{.small} + +![](images/casper_graphic.png){fig-alt="Graphic of a boy labeled \"Casper\" with the note \"Enters data exactly as it is written on the datasheet\"" fig-align="left" height="200"} + +![](images/qc_6.jpg){.absolute top="300" right="580" fig-alt="Handwritten \"0\" on an orange background made to look similar to a \"6\"" width="100"} + +![](images/qc_2.jpg){.absolute top="300" right="470" fig-alt="Handwritten \"1\" on an orange background made to look similar to a \"2\"" width="100"} + +![](images/qc_7.jpg){.absolute top="300" right="360" fig-alt="Handwritten \"1\" on an orange background made to look similar to a \"7\"" width="100"} + +::: notes +Here are a few observations I have had of my team. I work with... +::: + +## EDA for Quality Control + +See why our presence data is non-numeric + +```{r} +#| echo: true +#| warning: false +#Find non-numerics +tidy_data$presence[which(is.na(as.numeric(tidy_data$presence)))] +``` + +
+ +Replace all instances of `"none"` with `0` + +```{r} +#| echo: true +#Fix non-numerics +tidy_data$presence[which(tidy_data$presence == "none")] <- 0 +tidy_data$presence <- as.integer(tidy_data$presence) +``` + +::: notes +let's go back to our tidy data and see which values in our presence column are non-numeric + +we can see that there are 3 "none"s in our presence/absence data. Thanks, Frank. + +I know these are supposed to be 0, so I am going to go ahead and convert all "none" values to 0, without having to worry about tracking down each error manually +::: + +## EDA for Quality Control + +Explore distribution + +```{r} +#| echo: true +#| eval: true +#Plot histogram of "presence" values +hist(tidy_data$presence) +``` + +Correct misread numbers + +```{r} +#| echo: true +#Fix typos +tidy_data$presence[which(tidy_data$presence == 6)] <- 0 +tidy_data$presence[which((tidy_data$presence == 2) | (tidy_data$presence == 7))] <- 1 +``` + +::: notes +now that our data is numeric, I can use a super simple built-in function to plot a histogram + +we know that all of the data should be either 0 or 1, but we have some values outside of the expected range + +I see some 2's, 6's, and 7's and know Stein's handwriting is most likely the root cause + +I know those 6's are supposed to be... + +so I can go ahead and convert those to the correct values and apply the changes to all 800 lines of data with just these 2 lines of code +::: + +## More EDA Options {.small} + +::: columns +::: {.column width="50%"} +- Use `DataExplorer` to generate a comprehensive report + - Includes summary statistics, distributions, missing data insights, correlation analysis, PCA, qq plots, and more + +```{r} +#| echo: true +#| eval: false +create_report(tidy_data, output_format = pdf(), output_file = "report.pdf") +``` + +- Endless options! + +```{r} +#| eval: true +library(DataExplorer) +``` +::: + +::: {.column width="50%"} +{{< pdf images/report.pdf width=100% height=500 >}} +::: +::: + +::: notes +While I got away with just a few built in functions, there are many more advanced packages for EDA. One cool example is... + +which can generate... + +not really necessary for our simple dataset, but a great, customizable option that can be used for any data with no work required + +The point I really want to make here... +::: + +## [Preservation]{.cursive} + +![](images/witch_preserve_data.png){.absolute top="100" right="150" fig-alt="AI-generated image in claymation style of a witch in a cottage putting documents into a vault to preserve them" height="600"} + +![](images/workflow_preserve_data.png){.absolute top="80" left="300" fig-alt="A data workflow flow chart with \"Project Setup\", \"Data Wrangling\", \"Preserve Data\", \"Analyze\", \"Summarize Results\", \"Report\", and \"Preserve Products\" connected unidirectionally by arrows, with the \"Preserve Data\" box highlighted in yellow" height="650"} + +## Preserving Data and Data Assets {.small} + +Yes, **already**! + +Preservation should occur [several times]{.orange} during the data management lifecycle and include all data, metadata, and data assets (e.g., protocols, presentations, reports, code) + +::: callout-tip +## Tip + +Contact your program's data manager for program-specific preservation guidelines. + +- Fisheries and Ecological Services - *Jonah Withers* + +- Migratory Birds Management - *Tammy Patterson* + +- National Wildlife Refuge Program - *Caylen Cummins* + +- Other programs - *Hilmar Maier* +::: + +[Reminder:]{.yellow} Reproducibility and reuse are impossible without *findability* + +::: notes +Yes, we are already at this step + +... + +In the FWS, we must preserve our data and data assets in a Board approved repository, which means ServCat or ScienceBase. If you have questions about guidelines for your specific program, reach out to your data manager + +Why does this step matter in our reproducible workflow? Well, nothing can be reproduced or reused if it is not accessible, so this is arguably THE most important step +::: + +# + +::: scary +Witch Survey +::: + +::: {.cursive .center} +Preserving Our Data +::: + +::: notes +::: + +## Preserving Our Data + +[To Do List {{< fa pencil >}}:]{.extrabold .yellow} + +1. Write machine-readable metadata, including a data dictionary +2. Preserve raw data and script file (if reusing) in ServCat +3. Link new ServCat references to the "Tetlin Witch Survey" ServCat Project + +::: fragment +A step further... + +::: center +Tidy, QC, compile, and preserve all 20 years of data +::: +::: + +::: notes +- ... for the tidied data file, including a data dictionary defining each of the variables and their domains + +... + +- I am feeling ambitious so... +::: + +## Preserve Data Assets + +Uh oh {{< fa face-frown >}}... + +- All past workbook sheets are in the same untidy format + +- And Frank used `none` instead of `0` since the survey began + +::: fragment +Don't worry, [we can reuse our script]{.yellow}! + +::: callout-note +## Suggestion + +Wrapping the script into a function makes this even more streamlined (*optional*) +::: +::: + +::: notes +- Unfortunately, all of the 19 other sheets in the workbook are in the same untidy format, and because Frank has been around since the start of the survey,we have some of the same errors throughout + +- This would be a nightmare to fix manually, but we can reuse the script we just created +::: + +## [Preserve Data Assets]{.small} + +::: panel-tabset +### [Basic: Script]{.smaller} + +```{r} +#| echo: true +#| eval: false + +#Load packages +library(tidyverse) +library(readxl) +library(janitor) + +#Import raw data +witch_data <- read_excel("data/xlsx/witch_survey.xlsx", sheet = "2024") + +#Tidy data structure +tidy_data <- pivot_longer(witch_data, cols = starts_with("08"), names_to = "Date", values_to = "Presence", names_transform = list(Date = mdy), values_transform = list(Presence = as.character)) + +#Clean column names +tidy_data <- clean_names(tidy_data) + +#Fix non-numerics +tidy_data$presence[which(tidy_data$presence == "none")] <- 0 +tidy_data$presence <- as.integer(tidy_data$presence) + +#Fix typos +tidy_data$presence[which(tidy_data$presence == 6)] <- 0 +tidy_data$presence[which((tidy_data$presence == 2) | (tidy_data$presence == 7))] <- 1 + +#Export tidy csv +write.csv(tidy_data, file = "data/tidy_witch_data.csv", row.names = FALSE) +``` + +### [Advanced: Function]{.smaller} + +```{r} +#| echo: true +#| eval: false + +wrangle_witch_data <- function(year){ + #Import raw data + witch_data <- read_excel("data/xlsx/witch_survey.xlsx", sheet = paste0(year)) + + #Tidy data structure + tidy_data <- pivot_longer(witch_data, cols = starts_with("08"), names_to = "Date", values_to = "Presence", names_transform = list(Date = mdy), values_transform = list(Presence = as.character)) + + #Clean column names + tidy_data <- clean_names(tidy_data) + + #Fix non-numerics + tidy_data$presence[which(tidy_data$presence == "none")] <- 0 + tidy_data$presence <- as.integer(tidy_data$presence) + + #Fix typos + tidy_data$presence[which(tidy_data$presence == 6)] <- 0 + tidy_data$presence[which((tidy_data$presence == 2) | (tidy_data$presence == 7))] <- 1 + + #Return tidy dataframe + return(tidy_data) +} +``` + +### [Advanced: Documented Function]{.smaller} + +```{r} +#| echo: true +#| eval: true + +#' Tidy and QC witch data +#' +#' @param year The year (YYYY) representing the worksheet name to pull data from +#' +#' @return A tidied dataframe +#' @export +#' +#' @examples +#' clean_witch_data(year = 2024) +wrangle_witch_data <- function(year){ + #Import raw data + witch_data <- read_excel("data/xlsx/witch_survey.xlsx", sheet = paste0(year)) + + #Tidy data structure + tidy_data <- pivot_longer(witch_data, cols = starts_with("08"), names_to = "Date", values_to = "Presence", names_transform = list(Date = mdy), values_transform = list(Presence = as.character)) + + #Clean column names + tidy_data <- clean_names(tidy_data) + + #Fix non-numerics + tidy_data$presence[which(tidy_data$presence == "none")] <- 0 + tidy_data$presence <- as.integer(tidy_data$presence) + + #Fix typos + tidy_data$presence[which(tidy_data$presence == 6)] <- 0 + tidy_data$presence[which((tidy_data$presence == 2) | (tidy_data$presence == 7))] <- 1 + + #Return tidy dataframe + return(tidy_data) +} +``` +::: + +::: notes +this is what our script look like up until this point. it seems like we did a lot, but we actually don't have too scary of a script here. I can go ahead and refresh you on the steps we followed + +... + +very feasible and realistic example of a simple, but super useful script a biologist could make (or request - if you want something like this, contact me) +::: + +## Preserve Data Assets + +Can run our function for each year and compile data as follows: + +```{r} +#| echo: true +#| eval: true + +#Tidy first year of data +compiled_data <- wrangle_witch_data(2005) + +#Iterate through each year, tidy data for that year, and join with rest of tidy data +for(val in 2006:2024){ + compiled_data <- full_join(compiled_data, wrangle_witch_data(year = val)) +} + +#Export +write.csv(compiled_data, file = "data/csv/compiled_witch_data.csv", row.names = FALSE) +``` + +::: notes +Now, we can... + +The ability to use code for iteration is life changing because, now, in just 4 lines, we have iterated through 20 years of messy data and compiled 16000 lines of clean data +::: + +## Preserve Data Assets + +Tidy, compiled data ready to be preserved and shared + +[*Rows: 16,000*]{.smaller} + +::: smaller +::: {style="height:520px"} +```{r} +#| eval: TRUE +library(DT) +DT::datatable(compiled_data, options = list( + pageLength = 9, + dom = 't', + columnDefs = list( + list(targets = "_all", className = "custom-header-big") + ) + ) +) +``` +::: +::: + +::: notes +Here is our... + +If I sort the columns, you can see we have all years of data in this table now + +off screen, I am going to get this into ServCat as promised +::: + +## Preserve Data Assets + +::: small +Eliminate input files through ServCat API requests! +::: + +```{r} +#| eval: false +#| echo: true +library(httr2) + +#' Pull complete Tetlin Witch Survey dataset from ServCat +#' +#' @return dataframe of all years witch observation data +#' @export +#' +#' @examples +#' pull_witch_data() +pull_witch_data <- function(){ + #API request + url <- "https://ecos.fws.gov/ServCatServices/servcat/v4/rest/DownloadFile/1234" + response <- httr2::req_perform(request(url)) + + #Extract file name from response header + filename <- sub('.*filename="([^"]+)".*',"\\1", response$headers$`content-disposition`) + + #Save file + writeBin(response$body, paste0("data/",filename)) + + #Import dataset + return(read.csv(paste0("data/",filename))) +} + +``` + +::: small +From now on, get all data with just: `my_data <- pull_witch_data()` +::: + +::: notes +I can even go a step further and write a function to pull the authoritative copy of the dataset from servcat, so we can have a fully automated workflow for our subsequent steps - anyone wanted to run or reproduce analyses does not even need any inputs- they can just run "pull_witch_data()" shown at the bottom here, and have the most up-to-date copy + +and with that, everything is perfectly set up for analyses, and we will get to that after the break +::: + +# Break Time diff --git a/docs/_extensions/jmgirard/embedpdf/.DS_Store b/docs/_extensions/jmgirard/embedpdf/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/docs/_extensions/jmgirard/embedpdf/.DS_Store differ diff --git a/docs/_extensions/jmgirard/embedpdf/_extension.yml b/docs/_extensions/jmgirard/embedpdf/_extension.yml new file mode 100644 index 0000000..eefa3d0 --- /dev/null +++ b/docs/_extensions/jmgirard/embedpdf/_extension.yml @@ -0,0 +1,8 @@ +title: embedpdf +author: Jeffrey Girard +version: 0.4.1 +quarto-required: ">=1.3.0" +contributes: + shortcodes: + - embedpdf.lua + diff --git a/docs/_extensions/jmgirard/embedpdf/embedpdf.lua b/docs/_extensions/jmgirard/embedpdf/embedpdf.lua new file mode 100644 index 0000000..f9f2bbb --- /dev/null +++ b/docs/_extensions/jmgirard/embedpdf/embedpdf.lua @@ -0,0 +1,65 @@ +function pdf(args, kwargs) + local data = pandoc.utils.stringify(args[1]) or pandoc.utils.stringify(kwargs['file']) + local width = pandoc.utils.stringify(kwargs['width']) + local height = pandoc.utils.stringify(kwargs['height']) + local border = pandoc.utils.stringify(kwargs['border']) + local class = pandoc.utils.stringify(kwargs['class']) + local image = pandoc.utils.stringify(kwargs['image']) + local image_force = pandoc.utils.stringify(kwargs['image_force']) + local image_width = pandoc.utils.stringify(kwargs['image_width']) + local image_height = pandoc.utils.stringify(kwargs['image_height']) + local image_border = pandoc.utils.stringify(kwargs['image_border']) + local image_class = pandoc.utils.stringify(kwargs['image_class']) + + if width ~= '' then + width = 'width="' .. width .. '" ' + end + + if height ~= '' then + height = 'height="' .. height .. '" ' + end + + if border ~= '' then + border = 'border="' .. border .. '" ' + end + + if class ~= '' then + class = 'class="' .. class .. '" ' + end + + if image_width ~= '' then + image_width = 'width="' .. image_width .. '" ' + end + + if image_height ~= '' then + image_height = 'height="' .. image_height .. '" ' + end + + if image_border ~= '' then + image_border = 'border="' .. image_border .. '" ' + end + + if image_class ~= '' then + image_class = 'class="' .. image_class .. '" ' + end + + -- detect html + if quarto.doc.isFormat("html:js") then + if image_force == 'TRUE' then + return pandoc.RawInline('html', '') + end + if image ~= '' then + return pandoc.RawInline('html', '') + else + return pandoc.RawInline('html', 'Download PDF file.') + end + else + return pandoc.Null() + end + +end + +-- Add alias shortcode +function embedpdf(...) + return pdf(...) +end diff --git a/docs/_jonah.qmd b/docs/_jonah.qmd new file mode 100644 index 0000000..28c09a0 --- /dev/null +++ b/docs/_jonah.qmd @@ -0,0 +1,1032 @@ +--- +format: + revealjs: + theme: scss/custom-dark.scss + logo: images/FWS-logo.png + code-block-height: 500px + code-overflow: wrap + width: 1280 + height: 720 + footer: "[Alaska Data Week 2024](https://doimspp.sharepoint.com/sites/fws-FF07S00000-data/SitePages/Alaska-Data-Week-2024.aspx){.author}" +editor: source +highlight-style: a11y +--- + +```{r setup_index} +#| echo: false + +options(repos = c(CRAN = "https://cloud.r-project.org/")) + +knitr::opts_chunk$set(warning = FALSE, + message = FALSE, + fig.retina = 3, + fig.align = "center") +``` + +# A Reproducible Data Workflow {.smaller} + +

+ +::: columns +::: {.column width="33%"} +[**McCrea Cobb**]{.author} + +::: smaller +Refuge Inventory and Monitoring\ +{{< fa envelope title="Email address logo" >}} [mccrea_cobb\@fws.gov](mailto:mccrea_cobb@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [mccrea-cobb](https://github.com/mccrea-cobb) +::: +::: + +::: {.column width="34%"} +[**Emma Schillerstrom**]{.author} + +::: smaller +Refuge Inventory and Monitoring\ +{{< fa envelope title="Email address logo" >}} [emma_shillerstrom\@fws.gov](mailto:emma_schillerstrom@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [eschillerstrom-usfws](https://github.com/eschillerstrom-usfws) +::: +::: + +::: {.column width="33%"} +[**Jonah Withers**]{.author} + +::: smaller +Fisheries and Ecological Services\ +{{< fa envelope title="Email address logo" >}} [jonah_withers\@fws.gov](mailto:jonah_withers@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [JonahWithers-USFWS](https://github.com/JonahWithers-USFWS) +::: +::: +::: + +

+ +::: {.center .smaller} +{{< fa brands github title="The GitHub octocat logo" >}} +::: + +::: notes +Welcome everyone. My name is Jonah Withers and I'm a data manager with the Fisheries and Ecological Services program. My colleagues and co-presenters of today's talk are McCrea Cobb and Emma Schillerstrom. McCrea is a biometrician with the refuges program and Emma is a data management technician with the refuges program. Today's presentation is on creating reproducible workflows. +::: + +# A Witch-proof Data Workflow {.smaller} + +![](images/witch_reproducible_workflow.png){.shadow width="20%" fig-align="center" fig-alt="An image of a witch brewing reproducible data. Image was generate by ChatGPT."} + +::: columns +::: {.column width="33%"} +[**McCrea Cobb**]{.author} + +::: smaller +Refuge Inventory and Monitoring\ +{{< fa envelope title="Email address logo" >}} [mccrea_cobb\@fws.gov](mailto:mccrea_cobb@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [mccrea-cobb](https://github.com/mccrea-cobb) +::: +::: + +::: {.column width="34%"} +[**Emma Schillerstrom**]{.author} + +::: smaller +Refuge Inventory and Monitoring\ +{{< fa envelope title="Email address logo" >}} [emma_shillerstrom\@fws.gov](mailto:emma_schillerstrom@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [eschillerstrom-usfws](https://github.com/eschillerstrom-usfws) +::: +::: + +::: {.column width="33%"} +[**Jonah Withers**]{.author} + +::: smaller +Fisheries and Ecological Services\ +{{< fa envelope title="Email address logo" >}} [jonah_withers\@fws.gov](mailto:jonah_withers@fws.gov)\ +{{< fa brands github title="The GitHub octocat logo" >}} [JonahWithers-USFWS](https://github.com/JonahWithers-USFWS) +::: +::: +::: + +::: notes +Or should I say, welcome to our spooky presentation on witch-proof’ workflows! Happy Halloween, and prepare yourselves for a cauldron of tips, tricks, and a dash of magic to keep your data spells reproducible! +::: + +## Overview + +
+ +- What is a script-based workflow? + +:::{.fragment} +- Advantages to using a script-based workflow? +::: + +:::{.fragment} +- Why choose {{< fa brands "r-project" size=1x title="R project icon" >}}? +::: + +:::{.fragment} +- Our recommended workflow +::: + +::: notes +In this presentation, we are going to cover what script-based workflows are, + +the advantages to using them over a traditional workflow, + +and why you should consider using program R when developing them. + +Then we will step you through some best practices to follow when creating and using script-based workflows. Our hope is that by the end of this presentation, you'll understand the advantages of using a script-based data workflow over a manual data workflow, you will be familiar with some best-practices and understand why they are important, and have a better understanding of resources and staff available to assist you with developing code-based workflows. +::: + +# What is a Script-Based Workflow? + +::: notes +So what is a script-based workflow? A script-based workflow is a structured process that utilizes code to automate tasks. This means we use code rather than manual processes to wrangle our data. +::: + +## [Workflows]{.cursive}: Manual Workflow + +::: {.r-stack} + +![](images/traditional_workflow_1.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Project setup highlighted and pen, paper, and gps next to it pointing to microsoft access and excel icons."} + +![](images/traditional_workflow_2.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Data Wrangling highlighted with an image of an arrow pointing in both directions to a pen and paper and microsoft access and excel icons."} + +![](images/traditional_workflow_3.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Preserve Data highlighted with an image of the servcat and science base icons."} + +![](images/traditional_workflow_4.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Anylsis highlighted with an image of a R icon and ArcGIS online icon."} + +![](images/traditional_workflow_5.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Summarize Results highlighted with an image of microsoft access and excel icons, R icon, and ArcGIS online icon"} + +![](images/traditional_workflow_6.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Report highlighted with an image of microsoft word and power point icons."} + +![](images/traditional_workflow_7.png){.fragment height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with Preserve Data highlighted with an image of the servcat and science base icons."} + +::: + +::: notes +So for example, in a traditional workflow we may be conducting a survey where, after we've developed a study plan and filed a data management plan, we go into the field and record observations of a given species on a datasheet and say a hand-held GPS unit. Then when we return from the field, we may transcribe those observations into an excel workbook or access database. + +From there we may do some manual quality control by comparing datasheets to the digital copy and visually reviewing data to find potential errors as well as some data cleaning and processing. + +Then we upload our raw and cleaned data on the Alaska Regional Data Repository so it can be archived on one of our approved repositories. + +After which we may import the data into something like ArcGIS Pro to create some maps and do spatial analyses and import the data into statistical software like R to create figures and run analyses. + +Then we summarize our results in something like excel or R. + +Next we write a report in Microsoft Word and maybe make a presentation in Powerpoint. + +And finally we archive our products in an approved repository. +::: + +## [Workflows]{.cursive}: Script-Based Workflow + +![](images/script_based_workflow.png){height=600 fig-align="center" fig-alt="An image of cascading boxes showing proposed workflow with R icons next to each step."} + +::: notes +However, with a script-based workflow all these steps - from acquiring data through publishing reports and presentations - can all be done using code. Now, I want to take a moment here to explicitly point out that there's nothing wrong with using a traditional manual approach but there are some advantages to using a script based-workflow. +::: + +## Why use Script-Based Workflow? + +![](images/advantages_of_script_based_workflow.png){fig-align="center" fig-alt="A witch-themed image with six scrolls. Each scroll is either labeled documented, reproducible, reduce errors, easily scaled, version control, or sharing. Image was generate by ChatGPT."} + +::: notes +So why used script-based workflows? By using scripts, we create a paper trail that documents the steps we use to manage and process our data and documents. By documenting our steps in scripts, our workflow becomes replicable, reproducible, and more transparent to our future selves and others. Scripts also automate our processes which means we reduce our likelihood of introducing errors; such as transcription errors, cut and paste errors, or migration errors. By automating our workflow, we also make our steps very scalable so that whether we are processing a dataset with 10 rows or one with 10 million rows our script will handle the data in the exact same way and processing can happen with the click of a button. Script-based workflows can also enable version control to track and save changes we make to our scripts over time. By enabling version control, its easy to share our scripts with others and allow collaborators to contribute to them. +::: + +# Why Choose {{< fa brands "r-project" size=1x title="R project icon" >}}? + +:::notes +So why use R over other scripting languages when developing a script-based workflow? +::: + +## Why Choose {{< fa brands "r-project" size=1x title="R project icon" >}}? + +::: columns + +::: {.column width="50%"} + +
+ +- Open-source and free + +:::{.fragment} +- Flexible +::: + +:::{.fragment} +- Widely used in ecology +::: + +:::{.fragment} +- Statistically powerful +::: + +:::{.fragment} +- Active community & tons of packages (`r prettyNum(round((nrow(available.packages()) / 1000) * 1000), big.mark = ",", scientific = FALSE)`!) +::: + +::: + +::: {.column width="50%"} + +
+ +![](images/R_witch-themed_benefits.png){.shadow width="80%" fig-align="right" fig-alt="A witch-themed image displaying the power of R and why to use it. Image was generate by ChatGPT."} + +::: + +::: + +::: notes +R is open-source and free. + +Its extremely flexible, providing options for manipulation, analysis, and visualization among other things. + +R is also widely used in ecology, + +statistically powerful, + +and has a very active community that has developed `r prettyNum(round((nrow(available.packages()) / 1000) * 1000), big.mark = ",", scientific = FALSE)` packages for you to use. Packages contain useful functions that will help you more easily perform tasks with limited amounts of coding. +::: + +## [Project Setup]{.cursive} + +![](images/witch_starting_line.png){.absolute top="100" right="150" height=600 fig-alt="A witch on the starting line with moose in the background. Image was generate by ChatGPT."} +![](images/workflow_project_setup.png){.absolute top="80" left="300" height=650} + +::: notes +So now I'm going to transition into the part of the presentation where we step through our recommended workflow and best practices. Starting with project setup. +::: + +# [Create RStudio Project]{.cursive} + + + +::: notes +When we start a project, we begin developing our code-based workflow by creating an RStudio project. +::: + +## Create RStudio Project + +::: columns + +::: {.column width="50%" .left} + +
+ +::: {.fragment} +- Root directory +::: + +::: {.fragment} +- Standard file paths +::: + +::: {.fragment} +- Self-contained, bundling +::: + +::: {.fragment} +- Version control +::: + +::: {.fragment} +- Collaboration +::: + +::: + +::: {.column width="50%"} + +
+ +![](images/r_project_bundling_files.png){.shadow width="80%" fig-align="center" fig-alt="Image of witch themed letter R with files bundled inside it. Image was generate by ChatGPT."} + +::: + +::: + +::: notes +An RStudio project serves as a project folder, or root directory, that houses all your project-related files and folders in one place. + +By establishing an R project, you create a default working directory for your project, which helps minimize file path issues when sharing the project with others. + +R projects also facilitate the bundling of all our project files, creating a self-contained package, much like a map package in ArcGIS, which allows us to easily share our code with others. + +Lastly, R projects make is possible for us to implement version control, which we will discuss shortly. +::: + +## Create R project + +::: columns + +::: {.column width="50%" .center} + +
+ +::: {.fragment} +Manually + +![](images/r_project.png){.shadow width="80%" fig-align="center" fig-alt="Image of Rstudio project setup window."} +::: + +::: + +::: {.column width="50%" .center} + +
+ +::: {.fragment} +Using Code + +
+ +::: {.small} +```{r} +#| echo: true +#| eval: false + +library(makeProject) + +makeProject(name = "myProject", + path = "C:/Users/jwithers/Presentations", + force = FALSE, + author = "Your Name", + email = "yourfault@somewhere.net") +``` +::: + +::: + +::: + +::: + +::: notes +There are several ways to create an R project. You can do it manually through the RStudio IDE. You can setup a R project in an existing directory if forgot to do this step at the beginning, or you can create a new directory. You just need to provide a filepath and project name. + +Similarly, we can create an R project programmatically using code. Here's an example using the MakeProject function from "makeProject" package to create an R project titled "myProject" in the presentations folder. +::: + + +# [Standardized File Structure]{.cursive} + +![](images/witch_file_structure.png){.shadow width="100%" fig-align="center" fig-alt="Image of witch-themed organized binders. Image was generate by ChatGPT."} + +:::notes +After creating a R project, we will want to set up a logical, standardized file structure along with some documentation; such as a READMe file. +::: + +## Standardized File Structure + +Why use a standardized file structure? + +::: columns + +::: {.column width="50%" .small} + +
+ +- Easier to locate a file + +- Find similar files together + +- Reproducibility + +- Reduce risk of data loss + +- Moving files becomes much easier + +::: + +::: {.column width="50%" .small} + +
+ +- Easy to identify where to store files + +- Keep organized in the long-run + +- Increases productivity + +- Projects can easily be understood by others + +- Consistency across projects + +::: + +::: + +::: notes +Why? Standardized file structures help us keep our files organized and make it easier for us, our future selves, and others to navigate, find, and understand what and where our are files are. They reduce the risk of us losing data and increase our reproducibility and productivity. +::: + +## Standardized File Structure + +What are some strategies for creating a good file structure? + +
+ +::: columns + +::: {.column width="50%" .small .incremental} +- Establish a system! + +- Develop naming convention + + - Short-descriptive names + + - Avoid special characters and spaces + +- Use folder hierarchy + + - Subfolders are your friend! + +::: + +::: {.column width="50%" .small .incremental} + +- Use consistent pattern + +- Avoid overlapping categories + +- Don't let folders get too deep + +- Document your system + +- Stick to the plan! + +::: + +::: + +::: {.small} +::: aside +For additional information on file structure guidance visit: +[Alaska Region Interim Data Management User Guide](https://ak-region-dst.gitbook.io/alaska-region-interim-data-management-user-guide/alaska-data-management-101/file-organization-and-best-practices), [Alaska Data Week 2024 presentations](https://doimspp.sharepoint.com/sites/fws-FF07S00000-data/Lists/Alaska%20Data%20Week%202024/AllItems.aspx), or reach out to a [data manager](https://doimspp.sharepoint.com/sites/fws-FF07S00000-data/SitePages/Contacts.aspx) + +::: + +::: + +::: notes +What are some strategies for creating a good file structure? +We have several resources available on how to establish a good file structure but some main take-aways are to + +start by establishing a system **before** you start the project. + +Work with your team to ensure everyone is on-board with the structure and naming convention. + +When creating file names and folder names use short-descriptive names and avoid using special characters and spaces + +Use a folder hierarchy. + +Remember subfolders are your friend! + +Use consistent patterns. If you're naming files by a location, species, and date; does location come first, or date, or species? + +Avoid overlapping categories. Try to create distinct folders so there's no ambiguity around which folder a file should be stored in. + +Don't let folders get too deep + +Document your system with a readme file so new users and your future self can understand it + +And stick to your plan! +::: + +## File Structure + +::: columns + +::: {.column width="55%" .left} + +
+ +- Alaska Regional Data Repository ^[[Alaska Regional Data Repository](https://ak-region-dst.gitbook.io/alaska-region-interim-data-management-user-guide/alaska-data-management-101/alaska-regional-data-repository)] + +
+ +::: {.fragment} +- Alaska National Wildlife Refuges ^[[Refugetools GitHub](https://github.com/USFWS/refugetools)] +::: + +::: + +::: {.column width=45%} +![](images/alaska_rdr.png){.shadow width="100%" fig-align="center" fig-alt="Image of alaska regional data repository folder structure."} +::: + +::: + +::: notes +There are a number of folder structure templates you can use but we would direct you to the region's existing templates. The first is the Alaska Regional Data Repository template and the second is the refuges template. I've linked resources to both of these templates if you're interested in using them or learning more about them. +::: + +## File Structure + +::: columns + +::: {.column width="50%" .small .center} + +
+ +Alaska Regional Data Repository ^[[Alaska Regional Data Repository](https://ak-region-dst.gitbook.io/alaska-region-interim-data-management-user-guide/alaska-data-management-101/alaska-regional-data-repository)] + +![](images/rdr_file_structure.png){.shadow width="30%" fig-align="center" fig-alt="Image of Alaska Regional Data Repository File Structure."} + +::: + +::: {.column width="50%" .small .center} + +
+ +Alaska National Wildlife Refuges ^[[Refugetools GitHub](https://github.com/USFWS/refugetools)] + +![](images/refuges_file_structure.png){.shadow width="30%" fig-align="center" fig-alt="Image of Alaska Refuges program file structure."} + +::: + +::: + +:::notes +I want to take a brief moment to highlight that both of these standardized file structures have designated folders for data and within these folders they have a raw subfolder. Its really important we preserve of our raw, unprocessed data. There are tons of things we can do with data in terms of processing and analyses but once raw data is changed its generally very difficult to get back to its original state unless its preserved somewhere. +::: + +## [File Structure]{.cursive}: R + +::: columns + +::: {.column width="50%" .center .fragment} + +
+ +
+ +
+ +Code + +::: {.small} +```{r} +#| echo: true +#| eval: false + +library(refugetools) + +create.dir(proj.name = "myProject", + dir.name = "C:/Users/jwithers/Presentations") + +``` + +::: + +::: + +::: {.column width="50%" .center .fragment} + +Resulting Folder Structure + +![](images/refuges_file_structure.png){.shadow width="30%" fig-align="center" fig-alt="Image of Alaska Refuges program file structure."} +::: + +::: + +:::notes +So now that we've discussed some best practices for setting up a standardized file structure, how do we create one? In a manual workflow, we might create new folders in file explorer and rename them to create to file structure. Or maybe we have a folder structure template that we can copy and paste. + +Alternatively with R, we can create folder structures with a few lines of code. Here's an example where we use the create.dir() function from refuges refugetools package. Once we run this code, our standardized file structure is created for us. And we heard from Hannah yesterday during the lightning talks, there's a new R package available that contains a function to create the Alaska RDR file structure. +::: + +## File Structure: README + +::: columns + +:::{.column width=33% .center} +### Manually +![](images/txt.png){.shadow width="100%" fig-align="center" fig-alt="Image of .txt file icon."} +::: + +:::{.column width=33% .center .fragment} +### Dublin core + +:::{.smaller} +```{r} +#| echo: true +#| eval: false + +refugetools:::dublin(project = "myProject", + name = "jonah withers", + email = "jonah_withers@fws.gov", + office = "conservation genetics laboratory") +``` + +
+ +```{r} + +text <- readLines("C:/Users/jwithers/OneDrive - DOI/Presentations/DataManagementPresentations/DataWeek/data-workflow-presentation/docs/project_meta.txt") +cat(text, sep = "\n") + +``` +::: + +::: + +:::{.column width=33% .center .fragment} +### Markdown + +:::{.smaller} +```{r} +#| echo: true +#| eval: false +# Hello, world! +# +# This is an example function named 'hello' +# which prints 'Hello, world!'. +# +# You can learn more about package authoring with RStudio at: +# +# https://r-pkgs.org +# +# Some useful keyboard shortcuts for package authoring: +# +# Install Package: 'Ctrl + Shift + B' +# Check Package: 'Ctrl + Shift + E' +# Test Package: 'Ctrl + Shift + T' + +hello <- function() { + print("Hello, world!") +} +``` +::: + +::: + +::: + +:::notes +Once we've established our file structure we want to document it. When documenting your file structure with a readme its important to include +the 5 w’s or the who, what, when, where, and why. Start with a project title, contact information for a point of contact, a description of project, what files are in the folder structure, how they’re organized, and how they interaction. You can also include information on when files were added, deleted, or updated and who made the changes. You can do this manually in .txt file. + +Or if you’d like to elevate your readme, consider following a standard such as Dublin Core. Here are a few lines of code that will generate a Dublin Core readme file template for you. + +We'll talk more about documenting our code and packages with Markdown later but know in addition to documenting our project file structure, there's a system for documenting code where we provide users with metadata at the top of our script explaining what the script is for, how it works, what packages are required to run it, and more. +::: + + +# [Version Control]{.cursive} + +![](images/witch_version_control.png){.shadow width="100%" fig-align="center" fig-alt="Image of witch with multiple versions of files. Image was generate by ChatGPT."} + +::: notes +After we've created a R project and set up the project folder structure, we set up version control for our project. +::: + +## {{< fa "code-branch" size=1x title="code branch icon" >}} Version Control + +::: columns + +::: {.column width="50%" .center} + +
+ +- Manage and track changes +- Provides documentation +- Easily share and collaborate + +::: + +::: {.column width="50%" .center} + +
+ +![](images/document_tracking.png){.shadow width="100%" fig-align="center" fig-alt="Image of scanner in front of files shelves full of folders."} + +::: + +::: + +::: notes +Just like backing up your files on an external hard drive or in the cloud, we can enable version control for our scripts to manage, backup, and track changes to our code. Enabling version control also makes it easy to share our scripts with collaborators and allows others to contribute to our code. +::: + +## [Version Control]{.cursive}: Mannual Workflow + +::: columns + +::: {.column width="33%" .center} + +
+ +### External hard drive + +![](images/external_hard_drive.png){.shadow width="100%" fig-align="center" fig-alt="Image of external hard drive."} +::: + +::: {.column width="33%" .center} + +
+ +### Sharepoint + +![](images/sharepoint_version_control.png){.shadow width="100%" fig-align="center" fig-alt="Image of sharepoint file version control."} +::: + +::: {.column width="33%" .center} + +
+ +### OneDrive + +![](images/OneDrive_version_control.png){.shadow width="100%" fig-align="center" fig-alt="Image of OneDrive file version control."} +::: + +::: + +:::notes +In a manual workflow we may copy and paste our documents from our computer to a network drive or external hard drive. Or maybe we've heard about the benefits of cloud storage and finally started using Microsoft OneDrive and Sharepoint to backup our files in the cloud. These are good practices; however, we gain some additional advantages when enabling version control with R. +::: + +## {{< fa "code-branch" size=1x title="code branch icon" >}} [Version Control]{.cursive}: R Workflow + +::: columns + +::: {.column width="50%" .center} + +
+ +- Seamless integration with GIT +- Line-by-line tracking +- Others may contribute +- Package versioning (renv) + +::: + +::: {.column width="50%" .center} + +
+ +
+ +![](images/git_tracking.png){.shadow width="100%" fig-align="center" fig-alt="Image of r git commit preview."} + +::: + +::: + +::: notes +With R, we can set up version control and push and pull changes to and from the cloud as needed with the click of a button thanks to RStudio's seamless integration with Git platforms, which we'll talk about shortly. Some of the advantages of version control with R are that changes to our code are tracked line-by-line. This means if you make a few minor changes to your code its easy for others to pin point where and when these changes occurred; contrasting traditional backups where we're backing up entire documents rather than specific changes within a document. Additionally, enabling version control on our project allows others to not only track the updates and changes we're making to our code but it also enables others to submit proposed changes to our code; increasing the opportunities for collaboration and code improvement. Lastly, as I mentioned earlier when we code in R we regularly use functions that are made publicly available through packages to help us with our coding. These packages can be updated and have various versions so its important to know what version your code uses to avoid problems. renv is a nice package that essentially takes a snapshot of the versions of packages our code uses so that others who use our code will not run into problems. +::: + +## {{< fa "code-branch" size=1x title="code branch icon" >}} Version Control + +:::{.center} + +{{< fa brands github size=5x title="The GitHub octocat logo" >}} +Github + +{{< fa brands gitlab size=5x title="The Gitlab tanuki logo" >}} +Gitlab + +::: + +::: notes +So I said Rstudio had seamless integration with Git platforms to make enabling version control easy. What is Git? Git is the most popular version control software used with code with GitHub and GitLab probably being the two most popular centrally managed Git hosting platforms. I'll give a very brief overview of these two platforms and how you may want to use them differently. +::: + +## {{< fa "code-branch" size=1x title="code branch icon" >}} Version Control: {{< fa brands github size=1x title="The GitHub octocat logo" >}} Github + +::: columns + +::: {.column width="60%"} + +
+ +![](images/usfws_github.png){.shadow width="100%" fig-align="left" fig-alt="Screenshot of US fish and wildlife service github webpage."} + +::: + +::: {.column width="40%" .small} + +
+ +- DOI GitHub Enterprise Cloud (DGEC) ^[[DGEC sharepoint site](https://doimspp.sharepoint.com/sites/ocio-DOI-GitHub-Enterprise/SitePages/Home.aspx)] +- USFWS Organizational Account ^[[USFWS GitHub organization](https://www.github.com/usfws)] +- USFWS Github Guidance ^[[USFWS Github sharepoint](https://doimspp.sharepoint.com/sites/fws-gis/SitePages/Using-Git-and-GitHub.aspx)] +- Requires training +- Must use if publishing source code + +::: + +::: + +::: aside +Resources: +::: + +:::notes +Many of you may have experience working with GitHub and may even have a personal account; however, when we are creating code for the Service we need to ensure the code follows DOI guidelines and is preserved in a way that others can use the code after we have left the Service. + +To accomplish this, the Department of the Interior has designated GitHub as the system of record for publishing source code for collaborating and sharing between agencies and with the public. DOI has created the "DOI GitHub Enterprise Cloud" or DGEC in an effort to organize and manage control of published source code. You can visit the DGEC sharepoint page and join their Microsoft Team's site for more information on the DGEC. + +The U.S. Fish and Wildlife Service has created an organization account that is hosted under the DGEC umbrella. If you plan to share your code publicly, you're required to host it through the DGEC and encouraged to use the USFWS organizational account so your code is available after you leave the Service. To access the account you must create a USFWS user account using your FWS email address, complete one of the introductory DOI talent training modules for GitHub, and request access to the DGEC. For more information check out the sharepoint site linked below. +::: + +## {{< fa "code-branch" size=1x title="code branch icon" >}} Version Control: {{< fa brands gitlab size=1x title="The Gitlab tanuki logo" >}} GitLab + +::: columns + +::: {.column width="60%" .center} + +
+ +![](images/gitlab_screenshot.png){.shadow width="100%" fig-align="left" fig-alt="Screenshot of US fish and wildlife service gitlab account webpage."} + +::: + +::: {.column width="40%" .small} + +
+ +- USFWS user Gitlab account ^[[USFWS Gitlab](https://gitlab.fws.doi.net/)] +- Internal to DOI +- All FWS staff have accounts + +::: + +::: + +::: aside +Resources: +::: + +::: notes +Alternatively, if you'd like to enable version control for a project or code that you don't plan on sharing outside DOI, the service has set up a GitLab account for each of you under your MyAccount username. The Gitlab accounts are restricted to the DOI network meaning you can share code internally within DOI but cannot make your code publicly available through Gitlab. +::: + +# [Starting a New Script]{.cursive} + +![](images/create_r_script.png){.shadow width="40%" fig-align="center" fig-alt="Witch creating r script. Image was generate by ChatGPT."} + +::: notes +Now that we have an R Project set up with a good file structure and version control enabled for our project, we can create our first script. +::: + +## Starting a New Script + +
+ +Basic documentation is as easy as a "`#`" (shortcut: `CTRL-SHIFT-C`) + +
+ +```{r} +#| echo: true +#| eval: false +#| code-line-numbers: "|1-3|5-7" + +# This script is meant to teach staff new to R about how to create comments in R scripts. +# Created by Jonah Withers +# Created on 20241031 + +# Any code or text that is commented will not be executed, +but if it is not commented, R will treat it as code, +so this will return an ERROR. +``` + +
+ +::: center +[Human Readability]{.orange .extrabold} {{< fa handshake >}} [Reusability]{.orange .extrabold} +::: + +::: notes +R scripts are the files that contain our code. You can think of these as .txt files, that when run, R will read to determine what to do. Scripts contain code for all of the processing steps we take to wrangle our data; meaning we have a great paper trail that increases transparency around what we're doing and how we do it. + +Once we open a new script, we generally write some metadata at the top of our script so others will know what the script is for. A simple way to do this is to insert a hashtag in front of the text we are entering. Hashtags in front of text, lets R know that these characters are a comment and should not be run as code. For more advanced users, Roxygen2 is used for writing metadata about a script. + +We can also use hashtags to create comments throughout our script to provide more clarity around what you're trying to do and why you're doing it that way. Just note, if text is not commented out, R will treat it as code and will return an error. +::: + +## Starting a New Script + +
+ +Stay organized with [sections]{.orange .extrabold} (shortcut: `CTRL-SHIFT-R`) + +
+ +```{r} +#| echo: true +#| eval: false +#| code-line-numbers: "|5" + + +# This script is meant to teach staff new to R about how to create comments in R scripts. +# Created by Jonah Withers +# Created on 20241031 + +# Install packages -------------------------------------------------------- +install.packages(c("tidyverse","readxl","janitor")) +``` + +
+ +::: {.fragment} +![](images/r_outline.png){.shadow width="60%" fig-align="center" fig-alt="RStudio script highlighting outline button."} +::: + +::: notes +In addition to commenting our script, we can also organize our script with section headers. You can insert section headers manually or use the hot keys control, shift, R to insert a section header into your script. + +Lets create a new section after our scripts metadata header titled "Install packages". + +We can view our section headers in the outline section of RStudio. By clicking on the section headers, we can jump to specific sections of our code; just like using a table of contents. +::: + +## Starting a New Script + +
+ +Installing packages + +
+ +```{r} +#| echo: true +#| eval: false +#| code-line-numbers: "7-8" + + +# This script is meant to teach staff new to R about how to create comments in R scripts. +# Created by Jonah Withers +# Created on 20241031 + +# Install packages -------------------------------------------------------- +install.packages(c("tidyverse","readxl","janitor")) +``` + +
+ + +:::{.small .fragment} +For non-CRAN packages use + +```{r} +#| echo: true +#| eval: false + +# Install packages -------------------------------------------------------- +devtools::install_github("author/package_name") +``` +::: + +::: notes +As stated several times, R has a number of publicly accessible packages available that +have numerous useful functions. The first time we use a package we need to install it on our machine. Let's install the tidyverse, readxl, and janitor packages from the CRAN (or comprehensive R archive network) repository. + +You can also install non-CRAN packages, such as those developed by your regional biometrician, directly from GitHub using a package called devtools +::: + +## Starting a New Script + +
+ +Use `library()` to load packages + +
+ +```{r} +#| echo: true +#| eval: false +#| code-line-numbers: "|8|9-11" + + +# This script is meant to teach staff new to R about how to create comments in R scripts. +# Created by Jonah Withers +# Created on 20241031 + +# Install packages -------------------------------------------------------- +install.packages(c("tidyverse","readxl","janitor")) + +# Load packages ----------------------------------------------------------- +library(tidyverse) +library(readxl) +library(janitor) +``` + +::: notes +After these packages have been installed on our machine, we need to load them into our working environment. + +Let's create a new section called load packages. + +Now we can load these packages into our working environment. + +So we covered a lot and you're all pretty sick of hearing me talk. So lets take a 5 minute break before I hand it over to Emma who will pick up the workflow and tell you about a spooky case study. +::: + +# Break Time + +![](images/invasive_moose.png){.shadow width="40%" fig-align="center" fig-alt="Witch riding moose past ranger. Image was generate by ChatGPT."} diff --git a/docs/data/csv/compiled_witch_data.csv b/docs/data/csv/compiled_witch_data.csv new file mode 100644 index 0000000..2b1caf8 --- /dev/null +++ b/docs/data/csv/compiled_witch_data.csv @@ -0,0 +1,16001 @@ +"site_number","lon","lat","date","presence" +1,-141.399920453889,62.7348102162175,2005-08-11,0 +1,-141.399920453889,62.7348102162175,2005-08-12,1 +1,-141.399920453889,62.7348102162175,2005-08-13,0 +1,-141.399920453889,62.7348102162175,2005-08-14,1 +1,-141.399920453889,62.7348102162175,2005-08-15,1 +1,-141.399920453889,62.7348102162175,2005-08-16,1 +1,-141.399920453889,62.7348102162175,2005-08-17,0 +1,-141.399920453889,62.7348102162175,2005-08-18,0 +2,-141.221817506823,62.6009160336409,2005-08-11,0 +2,-141.221817506823,62.6009160336409,2005-08-12,1 +2,-141.221817506823,62.6009160336409,2005-08-13,0 +2,-141.221817506823,62.6009160336409,2005-08-14,0 +2,-141.221817506823,62.6009160336409,2005-08-15,1 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+5,-141.204138066915,62.5027228101578,2005-08-11,0 +5,-141.204138066915,62.5027228101578,2005-08-12,0 +5,-141.204138066915,62.5027228101578,2005-08-13,0 +5,-141.204138066915,62.5027228101578,2005-08-14,1 +5,-141.204138066915,62.5027228101578,2005-08-15,1 +5,-141.204138066915,62.5027228101578,2005-08-16,1 +5,-141.204138066915,62.5027228101578,2005-08-17,0 +5,-141.204138066915,62.5027228101578,2005-08-18,0 +6,-142.02982109393,63.0687987823678,2005-08-11,1 +6,-142.02982109393,63.0687987823678,2005-08-12,1 +6,-142.02982109393,63.0687987823678,2005-08-13,0 +6,-142.02982109393,63.0687987823678,2005-08-14,0 +6,-142.02982109393,63.0687987823678,2005-08-15,0 +6,-142.02982109393,63.0687987823678,2005-08-16,1 +6,-142.02982109393,63.0687987823678,2005-08-17,1 +6,-142.02982109393,63.0687987823678,2005-08-18,1 +7,-141.677849776686,62.5465489327041,2005-08-11,1 +7,-141.677849776686,62.5465489327041,2005-08-12,0 +7,-141.677849776686,62.5465489327041,2005-08-13,1 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+9,-141.859203143143,62.729833210372,2006-08-15,1 +9,-141.859203143143,62.729833210372,2006-08-16,1 +9,-141.859203143143,62.729833210372,2006-08-17,1 +9,-141.859203143143,62.729833210372,2006-08-18,0 +10,-141.765037069906,62.7891476769378,2006-08-11,1 +10,-141.765037069906,62.7891476769378,2006-08-12,0 +10,-141.765037069906,62.7891476769378,2006-08-13,1 +10,-141.765037069906,62.7891476769378,2006-08-14,1 +10,-141.765037069906,62.7891476769378,2006-08-15,1 +10,-141.765037069906,62.7891476769378,2006-08-16,1 +10,-141.765037069906,62.7891476769378,2006-08-17,0 +10,-141.765037069906,62.7891476769378,2006-08-18,1 +11,-141.386452044836,62.6102395123404,2006-08-11,0 +11,-141.386452044836,62.6102395123404,2006-08-12,0 +11,-141.386452044836,62.6102395123404,2006-08-13,0 +11,-141.386452044836,62.6102395123404,2006-08-14,0 +11,-141.386452044836,62.6102395123404,2006-08-15,1 +11,-141.386452044836,62.6102395123404,2006-08-16,0 +11,-141.386452044836,62.6102395123404,2006-08-17,1 +11,-141.386452044836,62.6102395123404,2006-08-18,1 +12,-142.475352161065,62.6559807221564,2006-08-11,0 +12,-142.475352161065,62.6559807221564,2006-08-12,0 +12,-142.475352161065,62.6559807221564,2006-08-13,1 +12,-142.475352161065,62.6559807221564,2006-08-14,1 +12,-142.475352161065,62.6559807221564,2006-08-15,0 +12,-142.475352161065,62.6559807221564,2006-08-16,1 +12,-142.475352161065,62.6559807221564,2006-08-17,0 +12,-142.475352161065,62.6559807221564,2006-08-18,0 +13,-142.28397163249,62.5390289090175,2006-08-11,0 +13,-142.28397163249,62.5390289090175,2006-08-12,1 +13,-142.28397163249,62.5390289090175,2006-08-13,1 +13,-142.28397163249,62.5390289090175,2006-08-14,1 +13,-142.28397163249,62.5390289090175,2006-08-15,0 +13,-142.28397163249,62.5390289090175,2006-08-16,0 +13,-142.28397163249,62.5390289090175,2006-08-17,1 +13,-142.28397163249,62.5390289090175,2006-08-18,1 +14,-142.006074050141,62.6484159602702,2006-08-11,1 +14,-142.006074050141,62.6484159602702,2006-08-12,0 +14,-142.006074050141,62.6484159602702,2006-08-13,1 +14,-142.006074050141,62.6484159602702,2006-08-14,1 +14,-142.006074050141,62.6484159602702,2006-08-15,1 +14,-142.006074050141,62.6484159602702,2006-08-16,1 +14,-142.006074050141,62.6484159602702,2006-08-17,1 +14,-142.006074050141,62.6484159602702,2006-08-18,1 +15,-141.4657315386,62.517359442399,2006-08-11,1 +15,-141.4657315386,62.517359442399,2006-08-12,0 +15,-141.4657315386,62.517359442399,2006-08-13,0 +15,-141.4657315386,62.517359442399,2006-08-14,1 +15,-141.4657315386,62.517359442399,2006-08-15,0 +15,-141.4657315386,62.517359442399,2006-08-16,1 +15,-141.4657315386,62.517359442399,2006-08-17,1 +15,-141.4657315386,62.517359442399,2006-08-18,0 +16,-142.17813583166,62.6002771143192,2006-08-11,0 +16,-142.17813583166,62.6002771143192,2006-08-12,1 +16,-142.17813583166,62.6002771143192,2006-08-13,0 +16,-142.17813583166,62.6002771143192,2006-08-14,0 +16,-142.17813583166,62.6002771143192,2006-08-15,1 +16,-142.17813583166,62.6002771143192,2006-08-16,0 +16,-142.17813583166,62.6002771143192,2006-08-17,1 +16,-142.17813583166,62.6002771143192,2006-08-18,1 +17,-142.366330967278,62.7288324792723,2006-08-11,0 +17,-142.366330967278,62.7288324792723,2006-08-12,1 +17,-142.366330967278,62.7288324792723,2006-08-13,1 +17,-142.366330967278,62.7288324792723,2006-08-14,0 +17,-142.366330967278,62.7288324792723,2006-08-15,0 +17,-142.366330967278,62.7288324792723,2006-08-16,0 +17,-142.366330967278,62.7288324792723,2006-08-17,0 +17,-142.366330967278,62.7288324792723,2006-08-18,1 +18,-141.350398633919,62.6035552134158,2006-08-11,0 +18,-141.350398633919,62.6035552134158,2006-08-12,1 +18,-141.350398633919,62.6035552134158,2006-08-13,1 +18,-141.350398633919,62.6035552134158,2006-08-14,1 +18,-141.350398633919,62.6035552134158,2006-08-15,1 +18,-141.350398633919,62.6035552134158,2006-08-16,0 +18,-141.350398633919,62.6035552134158,2006-08-17,0 +18,-141.350398633919,62.6035552134158,2006-08-18,0 +19,-142.038880817946,62.9148657628746,2006-08-11,0 +19,-142.038880817946,62.9148657628746,2006-08-12,0 +19,-142.038880817946,62.9148657628746,2006-08-13,0 +19,-142.038880817946,62.9148657628746,2006-08-14,0 +19,-142.038880817946,62.9148657628746,2006-08-15,1 +19,-142.038880817946,62.9148657628746,2006-08-16,0 +19,-142.038880817946,62.9148657628746,2006-08-17,0 +19,-142.038880817946,62.9148657628746,2006-08-18,0 +20,-141.359003043292,62.530789847721,2006-08-11,1 +20,-141.359003043292,62.530789847721,2006-08-12,1 +20,-141.359003043292,62.530789847721,2006-08-13,1 +20,-141.359003043292,62.530789847721,2006-08-14,1 +20,-141.359003043292,62.530789847721,2006-08-15,1 +20,-141.359003043292,62.530789847721,2006-08-16,0 +20,-141.359003043292,62.530789847721,2006-08-17,1 +20,-141.359003043292,62.530789847721,2006-08-18,1 +21,-142.05521199085,62.5515956014875,2006-08-11,0 +21,-142.05521199085,62.5515956014875,2006-08-12,0 +21,-142.05521199085,62.5515956014875,2006-08-13,1 +21,-142.05521199085,62.5515956014875,2006-08-14,1 +21,-142.05521199085,62.5515956014875,2006-08-15,0 +21,-142.05521199085,62.5515956014875,2006-08-16,0 +21,-142.05521199085,62.5515956014875,2006-08-17,0 +21,-142.05521199085,62.5515956014875,2006-08-18,1 +22,-141.988483963351,62.6775987466489,2006-08-11,0 +22,-141.988483963351,62.6775987466489,2006-08-12,0 +22,-141.988483963351,62.6775987466489,2006-08-13,0 +22,-141.988483963351,62.6775987466489,2006-08-14,1 +22,-141.988483963351,62.6775987466489,2006-08-15,1 +22,-141.988483963351,62.6775987466489,2006-08-16,0 +22,-141.988483963351,62.6775987466489,2006-08-17,0 +22,-141.988483963351,62.6775987466489,2006-08-18,1 +23,-142.168068278897,62.5364951300857,2006-08-11,1 +23,-142.168068278897,62.5364951300857,2006-08-12,1 +23,-142.168068278897,62.5364951300857,2006-08-13,1 +23,-142.168068278897,62.5364951300857,2006-08-14,1 +23,-142.168068278897,62.5364951300857,2006-08-15,0 +23,-142.168068278897,62.5364951300857,2006-08-16,1 +23,-142.168068278897,62.5364951300857,2006-08-17,0 +23,-142.168068278897,62.5364951300857,2006-08-18,0 +24,-141.730005950994,62.5749403490743,2006-08-11,0 +24,-141.730005950994,62.5749403490743,2006-08-12,1 +24,-141.730005950994,62.5749403490743,2006-08-13,1 +24,-141.730005950994,62.5749403490743,2006-08-14,0 +24,-141.730005950994,62.5749403490743,2006-08-15,0 +24,-141.730005950994,62.5749403490743,2006-08-16,0 +24,-141.730005950994,62.5749403490743,2006-08-17,1 +24,-141.730005950994,62.5749403490743,2006-08-18,1 +25,-142.220756282054,63.1328483225139,2006-08-11,0 +25,-142.220756282054,63.1328483225139,2006-08-12,0 +25,-142.220756282054,63.1328483225139,2006-08-13,1 +25,-142.220756282054,63.1328483225139,2006-08-14,0 +25,-142.220756282054,63.1328483225139,2006-08-15,0 +25,-142.220756282054,63.1328483225139,2006-08-16,1 +25,-142.220756282054,63.1328483225139,2006-08-17,1 +25,-142.220756282054,63.1328483225139,2006-08-18,1 +26,-142.67331325761,62.6656059251301,2006-08-11,0 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+35,-141.963480458834,62.5690372130753,2006-08-16,0 +35,-141.963480458834,62.5690372130753,2006-08-17,1 +35,-141.963480458834,62.5690372130753,2006-08-18,0 +36,-141.0874463234,62.645215186266,2006-08-11,1 +36,-141.0874463234,62.645215186266,2006-08-12,1 +36,-141.0874463234,62.645215186266,2006-08-13,1 +36,-141.0874463234,62.645215186266,2006-08-14,0 +36,-141.0874463234,62.645215186266,2006-08-15,1 +36,-141.0874463234,62.645215186266,2006-08-16,0 +36,-141.0874463234,62.645215186266,2006-08-17,1 +36,-141.0874463234,62.645215186266,2006-08-18,1 +37,-141.208028411315,62.5888175666256,2006-08-11,0 +37,-141.208028411315,62.5888175666256,2006-08-12,1 +37,-141.208028411315,62.5888175666256,2006-08-13,0 +37,-141.208028411315,62.5888175666256,2006-08-14,1 +37,-141.208028411315,62.5888175666256,2006-08-15,1 +37,-141.208028411315,62.5888175666256,2006-08-16,1 +37,-141.208028411315,62.5888175666256,2006-08-17,0 +37,-141.208028411315,62.5888175666256,2006-08-18,0 +38,-141.737595540359,62.6563009214294,2006-08-11,0 +38,-141.737595540359,62.6563009214294,2006-08-12,1 +38,-141.737595540359,62.6563009214294,2006-08-13,0 +38,-141.737595540359,62.6563009214294,2006-08-14,1 +38,-141.737595540359,62.6563009214294,2006-08-15,0 +38,-141.737595540359,62.6563009214294,2006-08-16,0 +38,-141.737595540359,62.6563009214294,2006-08-17,0 +38,-141.737595540359,62.6563009214294,2006-08-18,0 +39,-141.123502372678,62.5064011629765,2006-08-11,1 +39,-141.123502372678,62.5064011629765,2006-08-12,0 +39,-141.123502372678,62.5064011629765,2006-08-13,0 +39,-141.123502372678,62.5064011629765,2006-08-14,1 +39,-141.123502372678,62.5064011629765,2006-08-15,0 +39,-141.123502372678,62.5064011629765,2006-08-16,1 +39,-141.123502372678,62.5064011629765,2006-08-17,1 +39,-141.123502372678,62.5064011629765,2006-08-18,1 +40,-142.315849449157,62.6116899944829,2006-08-11,0 +40,-142.315849449157,62.6116899944829,2006-08-12,0 +40,-142.315849449157,62.6116899944829,2006-08-13,1 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+8,-141.012611500754,62.4303580567409,2010-08-15,1 +8,-141.012611500754,62.4303580567409,2010-08-16,0 +8,-141.012611500754,62.4303580567409,2010-08-17,0 +8,-141.012611500754,62.4303580567409,2010-08-18,0 +9,-141.859203143143,62.729833210372,2010-08-11,0 +9,-141.859203143143,62.729833210372,2010-08-12,1 +9,-141.859203143143,62.729833210372,2010-08-13,0 +9,-141.859203143143,62.729833210372,2010-08-14,1 +9,-141.859203143143,62.729833210372,2010-08-15,0 +9,-141.859203143143,62.729833210372,2010-08-16,1 +9,-141.859203143143,62.729833210372,2010-08-17,1 +9,-141.859203143143,62.729833210372,2010-08-18,1 +10,-141.765037069906,62.7891476769378,2010-08-11,0 +10,-141.765037069906,62.7891476769378,2010-08-12,1 +10,-141.765037069906,62.7891476769378,2010-08-13,0 +10,-141.765037069906,62.7891476769378,2010-08-14,1 +10,-141.765037069906,62.7891476769378,2010-08-15,1 +10,-141.765037069906,62.7891476769378,2010-08-16,0 +10,-141.765037069906,62.7891476769378,2010-08-17,1 +10,-141.765037069906,62.7891476769378,2010-08-18,0 +11,-141.386452044836,62.6102395123404,2010-08-11,1 +11,-141.386452044836,62.6102395123404,2010-08-12,1 +11,-141.386452044836,62.6102395123404,2010-08-13,0 +11,-141.386452044836,62.6102395123404,2010-08-14,1 +11,-141.386452044836,62.6102395123404,2010-08-15,1 +11,-141.386452044836,62.6102395123404,2010-08-16,1 +11,-141.386452044836,62.6102395123404,2010-08-17,0 +11,-141.386452044836,62.6102395123404,2010-08-18,0 +12,-142.475352161065,62.6559807221564,2010-08-11,1 +12,-142.475352161065,62.6559807221564,2010-08-12,1 +12,-142.475352161065,62.6559807221564,2010-08-13,0 +12,-142.475352161065,62.6559807221564,2010-08-14,0 +12,-142.475352161065,62.6559807221564,2010-08-15,0 +12,-142.475352161065,62.6559807221564,2010-08-16,0 +12,-142.475352161065,62.6559807221564,2010-08-17,0 +12,-142.475352161065,62.6559807221564,2010-08-18,0 +13,-142.28397163249,62.5390289090175,2010-08-11,1 +13,-142.28397163249,62.5390289090175,2010-08-12,1 +13,-142.28397163249,62.5390289090175,2010-08-13,0 +13,-142.28397163249,62.5390289090175,2010-08-14,0 +13,-142.28397163249,62.5390289090175,2010-08-15,1 +13,-142.28397163249,62.5390289090175,2010-08-16,1 +13,-142.28397163249,62.5390289090175,2010-08-17,1 +13,-142.28397163249,62.5390289090175,2010-08-18,1 +14,-142.006074050141,62.6484159602702,2010-08-11,1 +14,-142.006074050141,62.6484159602702,2010-08-12,1 +14,-142.006074050141,62.6484159602702,2010-08-13,0 +14,-142.006074050141,62.6484159602702,2010-08-14,1 +14,-142.006074050141,62.6484159602702,2010-08-15,0 +14,-142.006074050141,62.6484159602702,2010-08-16,1 +14,-142.006074050141,62.6484159602702,2010-08-17,1 +14,-142.006074050141,62.6484159602702,2010-08-18,1 +15,-141.4657315386,62.517359442399,2010-08-11,1 +15,-141.4657315386,62.517359442399,2010-08-12,1 +15,-141.4657315386,62.517359442399,2010-08-13,1 +15,-141.4657315386,62.517359442399,2010-08-14,1 +15,-141.4657315386,62.517359442399,2010-08-15,0 +15,-141.4657315386,62.517359442399,2010-08-16,1 +15,-141.4657315386,62.517359442399,2010-08-17,0 +15,-141.4657315386,62.517359442399,2010-08-18,0 +16,-142.17813583166,62.6002771143192,2010-08-11,0 +16,-142.17813583166,62.6002771143192,2010-08-12,0 +16,-142.17813583166,62.6002771143192,2010-08-13,0 +16,-142.17813583166,62.6002771143192,2010-08-14,1 +16,-142.17813583166,62.6002771143192,2010-08-15,1 +16,-142.17813583166,62.6002771143192,2010-08-16,0 +16,-142.17813583166,62.6002771143192,2010-08-17,1 +16,-142.17813583166,62.6002771143192,2010-08-18,1 +17,-142.366330967278,62.7288324792723,2010-08-11,0 +17,-142.366330967278,62.7288324792723,2010-08-12,0 +17,-142.366330967278,62.7288324792723,2010-08-13,0 +17,-142.366330967278,62.7288324792723,2010-08-14,1 +17,-142.366330967278,62.7288324792723,2010-08-15,0 +17,-142.366330967278,62.7288324792723,2010-08-16,0 +17,-142.366330967278,62.7288324792723,2010-08-17,0 +17,-142.366330967278,62.7288324792723,2010-08-18,1 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+20,-141.359003043292,62.530789847721,2010-08-14,1 +20,-141.359003043292,62.530789847721,2010-08-15,0 +20,-141.359003043292,62.530789847721,2010-08-16,0 +20,-141.359003043292,62.530789847721,2010-08-17,0 +20,-141.359003043292,62.530789847721,2010-08-18,0 +21,-142.05521199085,62.5515956014875,2010-08-11,1 +21,-142.05521199085,62.5515956014875,2010-08-12,0 +21,-142.05521199085,62.5515956014875,2010-08-13,1 +21,-142.05521199085,62.5515956014875,2010-08-14,1 +21,-142.05521199085,62.5515956014875,2010-08-15,0 +21,-142.05521199085,62.5515956014875,2010-08-16,0 +21,-142.05521199085,62.5515956014875,2010-08-17,1 +21,-142.05521199085,62.5515956014875,2010-08-18,1 +22,-141.988483963351,62.6775987466489,2010-08-11,1 +22,-141.988483963351,62.6775987466489,2010-08-12,1 +22,-141.988483963351,62.6775987466489,2010-08-13,1 +22,-141.988483963351,62.6775987466489,2010-08-14,1 +22,-141.988483963351,62.6775987466489,2010-08-15,0 +22,-141.988483963351,62.6775987466489,2010-08-16,0 +22,-141.988483963351,62.6775987466489,2010-08-17,0 +22,-141.988483963351,62.6775987466489,2010-08-18,1 +23,-142.168068278897,62.5364951300857,2010-08-11,0 +23,-142.168068278897,62.5364951300857,2010-08-12,1 +23,-142.168068278897,62.5364951300857,2010-08-13,1 +23,-142.168068278897,62.5364951300857,2010-08-14,1 +23,-142.168068278897,62.5364951300857,2010-08-15,0 +23,-142.168068278897,62.5364951300857,2010-08-16,1 +23,-142.168068278897,62.5364951300857,2010-08-17,0 +23,-142.168068278897,62.5364951300857,2010-08-18,1 +24,-141.730005950994,62.5749403490743,2010-08-11,1 +24,-141.730005950994,62.5749403490743,2010-08-12,0 +24,-141.730005950994,62.5749403490743,2010-08-13,0 +24,-141.730005950994,62.5749403490743,2010-08-14,0 +24,-141.730005950994,62.5749403490743,2010-08-15,0 +24,-141.730005950994,62.5749403490743,2010-08-16,0 +24,-141.730005950994,62.5749403490743,2010-08-17,0 +24,-141.730005950994,62.5749403490743,2010-08-18,0 +25,-142.220756282054,63.1328483225139,2010-08-11,0 +25,-142.220756282054,63.1328483225139,2010-08-12,1 +25,-142.220756282054,63.1328483225139,2010-08-13,1 +25,-142.220756282054,63.1328483225139,2010-08-14,0 +25,-142.220756282054,63.1328483225139,2010-08-15,0 +25,-142.220756282054,63.1328483225139,2010-08-16,0 +25,-142.220756282054,63.1328483225139,2010-08-17,1 +25,-142.220756282054,63.1328483225139,2010-08-18,1 +26,-142.67331325761,62.6656059251301,2010-08-11,0 +26,-142.67331325761,62.6656059251301,2010-08-12,1 +26,-142.67331325761,62.6656059251301,2010-08-13,0 +26,-142.67331325761,62.6656059251301,2010-08-14,0 +26,-142.67331325761,62.6656059251301,2010-08-15,0 +26,-142.67331325761,62.6656059251301,2010-08-16,1 +26,-142.67331325761,62.6656059251301,2010-08-17,0 +26,-142.67331325761,62.6656059251301,2010-08-18,1 +27,-142.424181864046,62.7090941925326,2010-08-11,0 +27,-142.424181864046,62.7090941925326,2010-08-12,0 +27,-142.424181864046,62.7090941925326,2010-08-13,1 +27,-142.424181864046,62.7090941925326,2010-08-14,0 +27,-142.424181864046,62.7090941925326,2010-08-15,1 +27,-142.424181864046,62.7090941925326,2010-08-16,0 +27,-142.424181864046,62.7090941925326,2010-08-17,1 +27,-142.424181864046,62.7090941925326,2010-08-18,0 +28,-142.096929896479,62.5753821659398,2010-08-11,0 +28,-142.096929896479,62.5753821659398,2010-08-12,0 +28,-142.096929896479,62.5753821659398,2010-08-13,1 +28,-142.096929896479,62.5753821659398,2010-08-14,0 +28,-142.096929896479,62.5753821659398,2010-08-15,0 +28,-142.096929896479,62.5753821659398,2010-08-16,0 +28,-142.096929896479,62.5753821659398,2010-08-17,0 +28,-142.096929896479,62.5753821659398,2010-08-18,1 +29,-141.202949482455,62.6929371402638,2010-08-11,0 +29,-141.202949482455,62.6929371402638,2010-08-12,1 +29,-141.202949482455,62.6929371402638,2010-08-13,0 +29,-141.202949482455,62.6929371402638,2010-08-14,1 +29,-141.202949482455,62.6929371402638,2010-08-15,1 +29,-141.202949482455,62.6929371402638,2010-08-16,1 +29,-141.202949482455,62.6929371402638,2010-08-17,0 +29,-141.202949482455,62.6929371402638,2010-08-18,0 +30,-141.647289776419,62.5875523844435,2010-08-11,0 +30,-141.647289776419,62.5875523844435,2010-08-12,1 +30,-141.647289776419,62.5875523844435,2010-08-13,1 +30,-141.647289776419,62.5875523844435,2010-08-14,1 +30,-141.647289776419,62.5875523844435,2010-08-15,0 +30,-141.647289776419,62.5875523844435,2010-08-16,1 +30,-141.647289776419,62.5875523844435,2010-08-17,0 +30,-141.647289776419,62.5875523844435,2010-08-18,1 +31,-142.279849215258,62.6661314273326,2010-08-11,0 +31,-142.279849215258,62.6661314273326,2010-08-12,1 +31,-142.279849215258,62.6661314273326,2010-08-13,1 +31,-142.279849215258,62.6661314273326,2010-08-14,0 +31,-142.279849215258,62.6661314273326,2010-08-15,1 +31,-142.279849215258,62.6661314273326,2010-08-16,1 +31,-142.279849215258,62.6661314273326,2010-08-17,0 +31,-142.279849215258,62.6661314273326,2010-08-18,1 +32,-142.004538480122,62.7165157153329,2010-08-11,0 +32,-142.004538480122,62.7165157153329,2010-08-12,0 +32,-142.004538480122,62.7165157153329,2010-08-13,0 +32,-142.004538480122,62.7165157153329,2010-08-14,0 +32,-142.004538480122,62.7165157153329,2010-08-15,0 +32,-142.004538480122,62.7165157153329,2010-08-16,0 +32,-142.004538480122,62.7165157153329,2010-08-17,1 +32,-142.004538480122,62.7165157153329,2010-08-18,1 +33,-141.754042115921,62.8469434483433,2010-08-11,0 +33,-141.754042115921,62.8469434483433,2010-08-12,0 +33,-141.754042115921,62.8469434483433,2010-08-13,0 +33,-141.754042115921,62.8469434483433,2010-08-14,0 +33,-141.754042115921,62.8469434483433,2010-08-15,0 +33,-141.754042115921,62.8469434483433,2010-08-16,1 +33,-141.754042115921,62.8469434483433,2010-08-17,0 +33,-141.754042115921,62.8469434483433,2010-08-18,0 +34,-142.256436886857,63.1466600277839,2010-08-11,0 +34,-142.256436886857,63.1466600277839,2010-08-12,0 +34,-142.256436886857,63.1466600277839,2010-08-13,1 +34,-142.256436886857,63.1466600277839,2010-08-14,1 +34,-142.256436886857,63.1466600277839,2010-08-15,0 +34,-142.256436886857,63.1466600277839,2010-08-16,1 +34,-142.256436886857,63.1466600277839,2010-08-17,0 +34,-142.256436886857,63.1466600277839,2010-08-18,1 +35,-141.963480458834,62.5690372130753,2010-08-11,1 +35,-141.963480458834,62.5690372130753,2010-08-12,0 +35,-141.963480458834,62.5690372130753,2010-08-13,1 +35,-141.963480458834,62.5690372130753,2010-08-14,0 +35,-141.963480458834,62.5690372130753,2010-08-15,1 +35,-141.963480458834,62.5690372130753,2010-08-16,1 +35,-141.963480458834,62.5690372130753,2010-08-17,1 +35,-141.963480458834,62.5690372130753,2010-08-18,0 +36,-141.0874463234,62.645215186266,2010-08-11,1 +36,-141.0874463234,62.645215186266,2010-08-12,0 +36,-141.0874463234,62.645215186266,2010-08-13,1 +36,-141.0874463234,62.645215186266,2010-08-14,1 +36,-141.0874463234,62.645215186266,2010-08-15,0 +36,-141.0874463234,62.645215186266,2010-08-16,1 +36,-141.0874463234,62.645215186266,2010-08-17,0 +36,-141.0874463234,62.645215186266,2010-08-18,0 +37,-141.208028411315,62.5888175666256,2010-08-11,0 +37,-141.208028411315,62.5888175666256,2010-08-12,1 +37,-141.208028411315,62.5888175666256,2010-08-13,1 +37,-141.208028411315,62.5888175666256,2010-08-14,0 +37,-141.208028411315,62.5888175666256,2010-08-15,1 +37,-141.208028411315,62.5888175666256,2010-08-16,0 +37,-141.208028411315,62.5888175666256,2010-08-17,1 +37,-141.208028411315,62.5888175666256,2010-08-18,1 +38,-141.737595540359,62.6563009214294,2010-08-11,1 +38,-141.737595540359,62.6563009214294,2010-08-12,0 +38,-141.737595540359,62.6563009214294,2010-08-13,1 +38,-141.737595540359,62.6563009214294,2010-08-14,0 +38,-141.737595540359,62.6563009214294,2010-08-15,0 +38,-141.737595540359,62.6563009214294,2010-08-16,1 +38,-141.737595540359,62.6563009214294,2010-08-17,1 +38,-141.737595540359,62.6563009214294,2010-08-18,1 +39,-141.123502372678,62.5064011629765,2010-08-11,0 +39,-141.123502372678,62.5064011629765,2010-08-12,1 +39,-141.123502372678,62.5064011629765,2010-08-13,1 +39,-141.123502372678,62.5064011629765,2010-08-14,1 +39,-141.123502372678,62.5064011629765,2010-08-15,0 +39,-141.123502372678,62.5064011629765,2010-08-16,0 +39,-141.123502372678,62.5064011629765,2010-08-17,1 +39,-141.123502372678,62.5064011629765,2010-08-18,0 +40,-142.315849449157,62.6116899944829,2010-08-11,0 +40,-142.315849449157,62.6116899944829,2010-08-12,1 +40,-142.315849449157,62.6116899944829,2010-08-13,0 +40,-142.315849449157,62.6116899944829,2010-08-14,1 +40,-142.315849449157,62.6116899944829,2010-08-15,1 +40,-142.315849449157,62.6116899944829,2010-08-16,1 +40,-142.315849449157,62.6116899944829,2010-08-17,0 +40,-142.315849449157,62.6116899944829,2010-08-18,0 +41,-142.768116539124,62.6360297412076,2010-08-11,1 +41,-142.768116539124,62.6360297412076,2010-08-12,1 +41,-142.768116539124,62.6360297412076,2010-08-13,0 +41,-142.768116539124,62.6360297412076,2010-08-14,0 +41,-142.768116539124,62.6360297412076,2010-08-15,1 +41,-142.768116539124,62.6360297412076,2010-08-16,1 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+7,-141.677849776686,62.5465489327041,2014-08-15,0 +7,-141.677849776686,62.5465489327041,2014-08-16,0 +7,-141.677849776686,62.5465489327041,2014-08-17,1 +7,-141.677849776686,62.5465489327041,2014-08-18,0 +8,-141.012611500754,62.4303580567409,2014-08-11,0 +8,-141.012611500754,62.4303580567409,2014-08-12,0 +8,-141.012611500754,62.4303580567409,2014-08-13,0 +8,-141.012611500754,62.4303580567409,2014-08-14,0 +8,-141.012611500754,62.4303580567409,2014-08-15,0 +8,-141.012611500754,62.4303580567409,2014-08-16,0 +8,-141.012611500754,62.4303580567409,2014-08-17,0 +8,-141.012611500754,62.4303580567409,2014-08-18,0 +9,-141.859203143143,62.729833210372,2014-08-11,0 +9,-141.859203143143,62.729833210372,2014-08-12,0 +9,-141.859203143143,62.729833210372,2014-08-13,1 +9,-141.859203143143,62.729833210372,2014-08-14,0 +9,-141.859203143143,62.729833210372,2014-08-15,0 +9,-141.859203143143,62.729833210372,2014-08-16,1 +9,-141.859203143143,62.729833210372,2014-08-17,1 +9,-141.859203143143,62.729833210372,2014-08-18,0 +10,-141.765037069906,62.7891476769378,2014-08-11,1 +10,-141.765037069906,62.7891476769378,2014-08-12,1 +10,-141.765037069906,62.7891476769378,2014-08-13,0 +10,-141.765037069906,62.7891476769378,2014-08-14,1 +10,-141.765037069906,62.7891476769378,2014-08-15,0 +10,-141.765037069906,62.7891476769378,2014-08-16,1 +10,-141.765037069906,62.7891476769378,2014-08-17,0 +10,-141.765037069906,62.7891476769378,2014-08-18,1 +11,-141.386452044836,62.6102395123404,2014-08-11,0 +11,-141.386452044836,62.6102395123404,2014-08-12,0 +11,-141.386452044836,62.6102395123404,2014-08-13,0 +11,-141.386452044836,62.6102395123404,2014-08-14,1 +11,-141.386452044836,62.6102395123404,2014-08-15,0 +11,-141.386452044836,62.6102395123404,2014-08-16,1 +11,-141.386452044836,62.6102395123404,2014-08-17,1 +11,-141.386452044836,62.6102395123404,2014-08-18,1 +12,-142.475352161065,62.6559807221564,2014-08-11,0 +12,-142.475352161065,62.6559807221564,2014-08-12,0 +12,-142.475352161065,62.6559807221564,2014-08-13,0 +12,-142.475352161065,62.6559807221564,2014-08-14,0 +12,-142.475352161065,62.6559807221564,2014-08-15,0 +12,-142.475352161065,62.6559807221564,2014-08-16,0 +12,-142.475352161065,62.6559807221564,2014-08-17,1 +12,-142.475352161065,62.6559807221564,2014-08-18,1 +13,-142.28397163249,62.5390289090175,2014-08-11,1 +13,-142.28397163249,62.5390289090175,2014-08-12,1 +13,-142.28397163249,62.5390289090175,2014-08-13,1 +13,-142.28397163249,62.5390289090175,2014-08-14,0 +13,-142.28397163249,62.5390289090175,2014-08-15,1 +13,-142.28397163249,62.5390289090175,2014-08-16,1 +13,-142.28397163249,62.5390289090175,2014-08-17,0 +13,-142.28397163249,62.5390289090175,2014-08-18,1 +14,-142.006074050141,62.6484159602702,2014-08-11,1 +14,-142.006074050141,62.6484159602702,2014-08-12,0 +14,-142.006074050141,62.6484159602702,2014-08-13,0 +14,-142.006074050141,62.6484159602702,2014-08-14,1 +14,-142.006074050141,62.6484159602702,2014-08-15,0 +14,-142.006074050141,62.6484159602702,2014-08-16,1 +14,-142.006074050141,62.6484159602702,2014-08-17,1 +14,-142.006074050141,62.6484159602702,2014-08-18,1 +15,-141.4657315386,62.517359442399,2014-08-11,0 +15,-141.4657315386,62.517359442399,2014-08-12,1 +15,-141.4657315386,62.517359442399,2014-08-13,1 +15,-141.4657315386,62.517359442399,2014-08-14,1 +15,-141.4657315386,62.517359442399,2014-08-15,0 +15,-141.4657315386,62.517359442399,2014-08-16,0 +15,-141.4657315386,62.517359442399,2014-08-17,1 +15,-141.4657315386,62.517359442399,2014-08-18,1 +16,-142.17813583166,62.6002771143192,2014-08-11,0 +16,-142.17813583166,62.6002771143192,2014-08-12,1 +16,-142.17813583166,62.6002771143192,2014-08-13,1 +16,-142.17813583166,62.6002771143192,2014-08-14,1 +16,-142.17813583166,62.6002771143192,2014-08-15,0 +16,-142.17813583166,62.6002771143192,2014-08-16,0 +16,-142.17813583166,62.6002771143192,2014-08-17,0 +16,-142.17813583166,62.6002771143192,2014-08-18,0 +17,-142.366330967278,62.7288324792723,2014-08-11,0 +17,-142.366330967278,62.7288324792723,2014-08-12,0 +17,-142.366330967278,62.7288324792723,2014-08-13,1 +17,-142.366330967278,62.7288324792723,2014-08-14,0 +17,-142.366330967278,62.7288324792723,2014-08-15,1 +17,-142.366330967278,62.7288324792723,2014-08-16,0 +17,-142.366330967278,62.7288324792723,2014-08-17,0 +17,-142.366330967278,62.7288324792723,2014-08-18,1 +18,-141.350398633919,62.6035552134158,2014-08-11,1 +18,-141.350398633919,62.6035552134158,2014-08-12,1 +18,-141.350398633919,62.6035552134158,2014-08-13,1 +18,-141.350398633919,62.6035552134158,2014-08-14,1 +18,-141.350398633919,62.6035552134158,2014-08-15,1 +18,-141.350398633919,62.6035552134158,2014-08-16,0 +18,-141.350398633919,62.6035552134158,2014-08-17,1 +18,-141.350398633919,62.6035552134158,2014-08-18,0 +19,-142.038880817946,62.9148657628746,2014-08-11,0 +19,-142.038880817946,62.9148657628746,2014-08-12,1 +19,-142.038880817946,62.9148657628746,2014-08-13,1 +19,-142.038880817946,62.9148657628746,2014-08-14,0 +19,-142.038880817946,62.9148657628746,2014-08-15,1 +19,-142.038880817946,62.9148657628746,2014-08-16,1 +19,-142.038880817946,62.9148657628746,2014-08-17,0 +19,-142.038880817946,62.9148657628746,2014-08-18,1 +20,-141.359003043292,62.530789847721,2014-08-11,1 +20,-141.359003043292,62.530789847721,2014-08-12,0 +20,-141.359003043292,62.530789847721,2014-08-13,0 +20,-141.359003043292,62.530789847721,2014-08-14,0 +20,-141.359003043292,62.530789847721,2014-08-15,1 +20,-141.359003043292,62.530789847721,2014-08-16,1 +20,-141.359003043292,62.530789847721,2014-08-17,0 +20,-141.359003043292,62.530789847721,2014-08-18,1 +21,-142.05521199085,62.5515956014875,2014-08-11,1 +21,-142.05521199085,62.5515956014875,2014-08-12,0 +21,-142.05521199085,62.5515956014875,2014-08-13,0 +21,-142.05521199085,62.5515956014875,2014-08-14,0 +21,-142.05521199085,62.5515956014875,2014-08-15,1 +21,-142.05521199085,62.5515956014875,2014-08-16,1 +21,-142.05521199085,62.5515956014875,2014-08-17,0 +21,-142.05521199085,62.5515956014875,2014-08-18,0 +22,-141.988483963351,62.6775987466489,2014-08-11,0 +22,-141.988483963351,62.6775987466489,2014-08-12,1 +22,-141.988483963351,62.6775987466489,2014-08-13,0 +22,-141.988483963351,62.6775987466489,2014-08-14,1 +22,-141.988483963351,62.6775987466489,2014-08-15,1 +22,-141.988483963351,62.6775987466489,2014-08-16,1 +22,-141.988483963351,62.6775987466489,2014-08-17,0 +22,-141.988483963351,62.6775987466489,2014-08-18,1 +23,-142.168068278897,62.5364951300857,2014-08-11,1 +23,-142.168068278897,62.5364951300857,2014-08-12,1 +23,-142.168068278897,62.5364951300857,2014-08-13,1 +23,-142.168068278897,62.5364951300857,2014-08-14,0 +23,-142.168068278897,62.5364951300857,2014-08-15,0 +23,-142.168068278897,62.5364951300857,2014-08-16,1 +23,-142.168068278897,62.5364951300857,2014-08-17,1 +23,-142.168068278897,62.5364951300857,2014-08-18,0 +24,-141.730005950994,62.5749403490743,2014-08-11,0 +24,-141.730005950994,62.5749403490743,2014-08-12,1 +24,-141.730005950994,62.5749403490743,2014-08-13,1 +24,-141.730005950994,62.5749403490743,2014-08-14,1 +24,-141.730005950994,62.5749403490743,2014-08-15,1 +24,-141.730005950994,62.5749403490743,2014-08-16,0 +24,-141.730005950994,62.5749403490743,2014-08-17,1 +24,-141.730005950994,62.5749403490743,2014-08-18,1 +25,-142.220756282054,63.1328483225139,2014-08-11,0 +25,-142.220756282054,63.1328483225139,2014-08-12,0 +25,-142.220756282054,63.1328483225139,2014-08-13,0 +25,-142.220756282054,63.1328483225139,2014-08-14,0 +25,-142.220756282054,63.1328483225139,2014-08-15,1 +25,-142.220756282054,63.1328483225139,2014-08-16,0 +25,-142.220756282054,63.1328483225139,2014-08-17,1 +25,-142.220756282054,63.1328483225139,2014-08-18,1 +26,-142.67331325761,62.6656059251301,2014-08-11,0 +26,-142.67331325761,62.6656059251301,2014-08-12,1 +26,-142.67331325761,62.6656059251301,2014-08-13,0 +26,-142.67331325761,62.6656059251301,2014-08-14,1 +26,-142.67331325761,62.6656059251301,2014-08-15,1 +26,-142.67331325761,62.6656059251301,2014-08-16,1 +26,-142.67331325761,62.6656059251301,2014-08-17,0 +26,-142.67331325761,62.6656059251301,2014-08-18,1 +27,-142.424181864046,62.7090941925326,2014-08-11,1 +27,-142.424181864046,62.7090941925326,2014-08-12,0 +27,-142.424181864046,62.7090941925326,2014-08-13,1 +27,-142.424181864046,62.7090941925326,2014-08-14,1 +27,-142.424181864046,62.7090941925326,2014-08-15,1 +27,-142.424181864046,62.7090941925326,2014-08-16,0 +27,-142.424181864046,62.7090941925326,2014-08-17,1 +27,-142.424181864046,62.7090941925326,2014-08-18,0 +28,-142.096929896479,62.5753821659398,2014-08-11,0 +28,-142.096929896479,62.5753821659398,2014-08-12,0 +28,-142.096929896479,62.5753821659398,2014-08-13,0 +28,-142.096929896479,62.5753821659398,2014-08-14,1 +28,-142.096929896479,62.5753821659398,2014-08-15,0 +28,-142.096929896479,62.5753821659398,2014-08-16,0 +28,-142.096929896479,62.5753821659398,2014-08-17,1 +28,-142.096929896479,62.5753821659398,2014-08-18,1 +29,-141.202949482455,62.6929371402638,2014-08-11,1 +29,-141.202949482455,62.6929371402638,2014-08-12,0 +29,-141.202949482455,62.6929371402638,2014-08-13,0 +29,-141.202949482455,62.6929371402638,2014-08-14,0 +29,-141.202949482455,62.6929371402638,2014-08-15,1 +29,-141.202949482455,62.6929371402638,2014-08-16,1 +29,-141.202949482455,62.6929371402638,2014-08-17,1 +29,-141.202949482455,62.6929371402638,2014-08-18,1 +30,-141.647289776419,62.5875523844435,2014-08-11,1 +30,-141.647289776419,62.5875523844435,2014-08-12,1 +30,-141.647289776419,62.5875523844435,2014-08-13,0 +30,-141.647289776419,62.5875523844435,2014-08-14,1 +30,-141.647289776419,62.5875523844435,2014-08-15,1 +30,-141.647289776419,62.5875523844435,2014-08-16,1 +30,-141.647289776419,62.5875523844435,2014-08-17,1 +30,-141.647289776419,62.5875523844435,2014-08-18,0 +31,-142.279849215258,62.6661314273326,2014-08-11,0 +31,-142.279849215258,62.6661314273326,2014-08-12,1 +31,-142.279849215258,62.6661314273326,2014-08-13,1 +31,-142.279849215258,62.6661314273326,2014-08-14,0 +31,-142.279849215258,62.6661314273326,2014-08-15,0 +31,-142.279849215258,62.6661314273326,2014-08-16,0 +31,-142.279849215258,62.6661314273326,2014-08-17,0 +31,-142.279849215258,62.6661314273326,2014-08-18,1 +32,-142.004538480122,62.7165157153329,2014-08-11,0 +32,-142.004538480122,62.7165157153329,2014-08-12,1 +32,-142.004538480122,62.7165157153329,2014-08-13,0 +32,-142.004538480122,62.7165157153329,2014-08-14,0 +32,-142.004538480122,62.7165157153329,2014-08-15,1 +32,-142.004538480122,62.7165157153329,2014-08-16,0 +32,-142.004538480122,62.7165157153329,2014-08-17,0 +32,-142.004538480122,62.7165157153329,2014-08-18,1 +33,-141.754042115921,62.8469434483433,2014-08-11,0 +33,-141.754042115921,62.8469434483433,2014-08-12,0 +33,-141.754042115921,62.8469434483433,2014-08-13,1 +33,-141.754042115921,62.8469434483433,2014-08-14,0 +33,-141.754042115921,62.8469434483433,2014-08-15,1 +33,-141.754042115921,62.8469434483433,2014-08-16,1 +33,-141.754042115921,62.8469434483433,2014-08-17,0 +33,-141.754042115921,62.8469434483433,2014-08-18,1 +34,-142.256436886857,63.1466600277839,2014-08-11,0 +34,-142.256436886857,63.1466600277839,2014-08-12,1 +34,-142.256436886857,63.1466600277839,2014-08-13,1 +34,-142.256436886857,63.1466600277839,2014-08-14,1 +34,-142.256436886857,63.1466600277839,2014-08-15,1 +34,-142.256436886857,63.1466600277839,2014-08-16,1 +34,-142.256436886857,63.1466600277839,2014-08-17,0 +34,-142.256436886857,63.1466600277839,2014-08-18,1 +35,-141.963480458834,62.5690372130753,2014-08-11,1 +35,-141.963480458834,62.5690372130753,2014-08-12,0 +35,-141.963480458834,62.5690372130753,2014-08-13,0 +35,-141.963480458834,62.5690372130753,2014-08-14,1 +35,-141.963480458834,62.5690372130753,2014-08-15,1 +35,-141.963480458834,62.5690372130753,2014-08-16,1 +35,-141.963480458834,62.5690372130753,2014-08-17,0 +35,-141.963480458834,62.5690372130753,2014-08-18,1 +36,-141.0874463234,62.645215186266,2014-08-11,0 +36,-141.0874463234,62.645215186266,2014-08-12,0 +36,-141.0874463234,62.645215186266,2014-08-13,0 +36,-141.0874463234,62.645215186266,2014-08-14,0 +36,-141.0874463234,62.645215186266,2014-08-15,0 +36,-141.0874463234,62.645215186266,2014-08-16,0 +36,-141.0874463234,62.645215186266,2014-08-17,1 +36,-141.0874463234,62.645215186266,2014-08-18,0 +37,-141.208028411315,62.5888175666256,2014-08-11,1 +37,-141.208028411315,62.5888175666256,2014-08-12,0 +37,-141.208028411315,62.5888175666256,2014-08-13,1 +37,-141.208028411315,62.5888175666256,2014-08-14,0 +37,-141.208028411315,62.5888175666256,2014-08-15,1 +37,-141.208028411315,62.5888175666256,2014-08-16,1 +37,-141.208028411315,62.5888175666256,2014-08-17,0 +37,-141.208028411315,62.5888175666256,2014-08-18,0 +38,-141.737595540359,62.6563009214294,2014-08-11,1 +38,-141.737595540359,62.6563009214294,2014-08-12,0 +38,-141.737595540359,62.6563009214294,2014-08-13,0 +38,-141.737595540359,62.6563009214294,2014-08-14,1 +38,-141.737595540359,62.6563009214294,2014-08-15,0 +38,-141.737595540359,62.6563009214294,2014-08-16,0 +38,-141.737595540359,62.6563009214294,2014-08-17,1 +38,-141.737595540359,62.6563009214294,2014-08-18,0 +39,-141.123502372678,62.5064011629765,2014-08-11,1 +39,-141.123502372678,62.5064011629765,2014-08-12,1 +39,-141.123502372678,62.5064011629765,2014-08-13,0 +39,-141.123502372678,62.5064011629765,2014-08-14,0 +39,-141.123502372678,62.5064011629765,2014-08-15,0 +39,-141.123502372678,62.5064011629765,2014-08-16,0 +39,-141.123502372678,62.5064011629765,2014-08-17,1 +39,-141.123502372678,62.5064011629765,2014-08-18,0 +40,-142.315849449157,62.6116899944829,2014-08-11,0 +40,-142.315849449157,62.6116899944829,2014-08-12,1 +40,-142.315849449157,62.6116899944829,2014-08-13,1 +40,-142.315849449157,62.6116899944829,2014-08-14,0 +40,-142.315849449157,62.6116899944829,2014-08-15,1 +40,-142.315849449157,62.6116899944829,2014-08-16,0 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+45,-141.66395942304,62.7344598733748,2014-08-15,0 +45,-141.66395942304,62.7344598733748,2014-08-16,0 +45,-141.66395942304,62.7344598733748,2014-08-17,1 +45,-141.66395942304,62.7344598733748,2014-08-18,1 +46,-142.187489087071,62.6901813679047,2014-08-11,1 +46,-142.187489087071,62.6901813679047,2014-08-12,1 +46,-142.187489087071,62.6901813679047,2014-08-13,0 +46,-142.187489087071,62.6901813679047,2014-08-14,0 +46,-142.187489087071,62.6901813679047,2014-08-15,0 +46,-142.187489087071,62.6901813679047,2014-08-16,0 +46,-142.187489087071,62.6901813679047,2014-08-17,0 +46,-142.187489087071,62.6901813679047,2014-08-18,1 +47,-142.592327576055,62.6725603343533,2014-08-11,0 +47,-142.592327576055,62.6725603343533,2014-08-12,1 +47,-142.592327576055,62.6725603343533,2014-08-13,0 +47,-142.592327576055,62.6725603343533,2014-08-14,1 +47,-142.592327576055,62.6725603343533,2014-08-15,1 +47,-142.592327576055,62.6725603343533,2014-08-16,0 +47,-142.592327576055,62.6725603343533,2014-08-17,1 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+69,-142.294752032951,62.6362131674458,2014-08-13,0 +69,-142.294752032951,62.6362131674458,2014-08-14,0 +69,-142.294752032951,62.6362131674458,2014-08-15,0 +69,-142.294752032951,62.6362131674458,2014-08-16,0 +69,-142.294752032951,62.6362131674458,2014-08-17,1 +69,-142.294752032951,62.6362131674458,2014-08-18,0 +70,-141.550385375286,62.6042248515746,2014-08-11,0 +70,-141.550385375286,62.6042248515746,2014-08-12,0 +70,-141.550385375286,62.6042248515746,2014-08-13,0 +70,-141.550385375286,62.6042248515746,2014-08-14,0 +70,-141.550385375286,62.6042248515746,2014-08-15,0 +70,-141.550385375286,62.6042248515746,2014-08-16,0 +70,-141.550385375286,62.6042248515746,2014-08-17,0 +70,-141.550385375286,62.6042248515746,2014-08-18,1 +71,-141.764658770344,62.6457141229928,2014-08-11,1 +71,-141.764658770344,62.6457141229928,2014-08-12,0 +71,-141.764658770344,62.6457141229928,2014-08-13,1 +71,-141.764658770344,62.6457141229928,2014-08-14,0 +71,-141.764658770344,62.6457141229928,2014-08-15,1 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+76,-141.751453156619,62.5238647759529,2014-08-14,0 +76,-141.751453156619,62.5238647759529,2014-08-15,1 +76,-141.751453156619,62.5238647759529,2014-08-16,1 +76,-141.751453156619,62.5238647759529,2014-08-17,0 +76,-141.751453156619,62.5238647759529,2014-08-18,1 +77,-142.125274942773,62.760915056763,2014-08-11,1 +77,-142.125274942773,62.760915056763,2014-08-12,0 +77,-142.125274942773,62.760915056763,2014-08-13,1 +77,-142.125274942773,62.760915056763,2014-08-14,0 +77,-142.125274942773,62.760915056763,2014-08-15,0 +77,-142.125274942773,62.760915056763,2014-08-16,0 +77,-142.125274942773,62.760915056763,2014-08-17,1 +77,-142.125274942773,62.760915056763,2014-08-18,1 +78,-142.475640146911,62.6223075791762,2014-08-11,1 +78,-142.475640146911,62.6223075791762,2014-08-12,0 +78,-142.475640146911,62.6223075791762,2014-08-13,1 +78,-142.475640146911,62.6223075791762,2014-08-14,1 +78,-142.475640146911,62.6223075791762,2014-08-15,1 +78,-142.475640146911,62.6223075791762,2014-08-16,1 +78,-142.475640146911,62.6223075791762,2014-08-17,1 +78,-142.475640146911,62.6223075791762,2014-08-18,0 +79,-142.220585669098,62.7014493292014,2014-08-11,1 +79,-142.220585669098,62.7014493292014,2014-08-12,1 +79,-142.220585669098,62.7014493292014,2014-08-13,0 +79,-142.220585669098,62.7014493292014,2014-08-14,0 +79,-142.220585669098,62.7014493292014,2014-08-15,0 +79,-142.220585669098,62.7014493292014,2014-08-16,1 +79,-142.220585669098,62.7014493292014,2014-08-17,0 +79,-142.220585669098,62.7014493292014,2014-08-18,1 +80,-142.113295158349,62.7115714687038,2014-08-11,1 +80,-142.113295158349,62.7115714687038,2014-08-12,0 +80,-142.113295158349,62.7115714687038,2014-08-13,1 +80,-142.113295158349,62.7115714687038,2014-08-14,0 +80,-142.113295158349,62.7115714687038,2014-08-15,0 +80,-142.113295158349,62.7115714687038,2014-08-16,0 +80,-142.113295158349,62.7115714687038,2014-08-17,1 +80,-142.113295158349,62.7115714687038,2014-08-18,0 +81,-141.338530493825,62.649057255106,2014-08-11,0 +81,-141.338530493825,62.649057255106,2014-08-12,0 +81,-141.338530493825,62.649057255106,2014-08-13,0 +81,-141.338530493825,62.649057255106,2014-08-14,1 +81,-141.338530493825,62.649057255106,2014-08-15,1 +81,-141.338530493825,62.649057255106,2014-08-16,1 +81,-141.338530493825,62.649057255106,2014-08-17,0 +81,-141.338530493825,62.649057255106,2014-08-18,1 +82,-141.154421806433,62.4864764770736,2014-08-11,0 +82,-141.154421806433,62.4864764770736,2014-08-12,0 +82,-141.154421806433,62.4864764770736,2014-08-13,0 +82,-141.154421806433,62.4864764770736,2014-08-14,0 +82,-141.154421806433,62.4864764770736,2014-08-15,1 +82,-141.154421806433,62.4864764770736,2014-08-16,0 +82,-141.154421806433,62.4864764770736,2014-08-17,1 +82,-141.154421806433,62.4864764770736,2014-08-18,1 +83,-142.351015184873,62.71079284627,2014-08-11,0 +83,-142.351015184873,62.71079284627,2014-08-12,0 +83,-142.351015184873,62.71079284627,2014-08-13,1 +83,-142.351015184873,62.71079284627,2014-08-14,1 +83,-142.351015184873,62.71079284627,2014-08-15,0 +83,-142.351015184873,62.71079284627,2014-08-16,1 +83,-142.351015184873,62.71079284627,2014-08-17,1 +83,-142.351015184873,62.71079284627,2014-08-18,1 +84,-141.074977034666,62.5633211530752,2014-08-11,1 +84,-141.074977034666,62.5633211530752,2014-08-12,0 +84,-141.074977034666,62.5633211530752,2014-08-13,0 +84,-141.074977034666,62.5633211530752,2014-08-14,0 +84,-141.074977034666,62.5633211530752,2014-08-15,0 +84,-141.074977034666,62.5633211530752,2014-08-16,0 +84,-141.074977034666,62.5633211530752,2014-08-17,1 +84,-141.074977034666,62.5633211530752,2014-08-18,1 +85,-142.139102379885,62.6917646258966,2014-08-11,0 +85,-142.139102379885,62.6917646258966,2014-08-12,1 +85,-142.139102379885,62.6917646258966,2014-08-13,0 +85,-142.139102379885,62.6917646258966,2014-08-14,1 +85,-142.139102379885,62.6917646258966,2014-08-15,1 +85,-142.139102379885,62.6917646258966,2014-08-16,1 +85,-142.139102379885,62.6917646258966,2014-08-17,0 +85,-142.139102379885,62.6917646258966,2014-08-18,0 +86,-142.076668413662,62.5584004530654,2014-08-11,1 +86,-142.076668413662,62.5584004530654,2014-08-12,0 +86,-142.076668413662,62.5584004530654,2014-08-13,1 +86,-142.076668413662,62.5584004530654,2014-08-14,0 +86,-142.076668413662,62.5584004530654,2014-08-15,1 +86,-142.076668413662,62.5584004530654,2014-08-16,0 +86,-142.076668413662,62.5584004530654,2014-08-17,1 +86,-142.076668413662,62.5584004530654,2014-08-18,0 +87,-141.862937099229,62.781316147793,2014-08-11,0 +87,-141.862937099229,62.781316147793,2014-08-12,0 +87,-141.862937099229,62.781316147793,2014-08-13,0 +87,-141.862937099229,62.781316147793,2014-08-14,1 +87,-141.862937099229,62.781316147793,2014-08-15,1 +87,-141.862937099229,62.781316147793,2014-08-16,1 +87,-141.862937099229,62.781316147793,2014-08-17,1 +87,-141.862937099229,62.781316147793,2014-08-18,1 +88,-142.510447622522,62.6601118586942,2014-08-11,1 +88,-142.510447622522,62.6601118586942,2014-08-12,1 +88,-142.510447622522,62.6601118586942,2014-08-13,0 +88,-142.510447622522,62.6601118586942,2014-08-14,1 +88,-142.510447622522,62.6601118586942,2014-08-15,1 +88,-142.510447622522,62.6601118586942,2014-08-16,1 +88,-142.510447622522,62.6601118586942,2014-08-17,0 +88,-142.510447622522,62.6601118586942,2014-08-18,0 +89,-141.31789007922,62.7101750887021,2014-08-11,0 +89,-141.31789007922,62.7101750887021,2014-08-12,0 +89,-141.31789007922,62.7101750887021,2014-08-13,1 +89,-141.31789007922,62.7101750887021,2014-08-14,1 +89,-141.31789007922,62.7101750887021,2014-08-15,1 +89,-141.31789007922,62.7101750887021,2014-08-16,1 +89,-141.31789007922,62.7101750887021,2014-08-17,0 +89,-141.31789007922,62.7101750887021,2014-08-18,0 +90,-142.594800531997,62.6687508611919,2014-08-11,1 +90,-142.594800531997,62.6687508611919,2014-08-12,0 +90,-142.594800531997,62.6687508611919,2014-08-13,1 +90,-142.594800531997,62.6687508611919,2014-08-14,1 +90,-142.594800531997,62.6687508611919,2014-08-15,0 +90,-142.594800531997,62.6687508611919,2014-08-16,1 +90,-142.594800531997,62.6687508611919,2014-08-17,1 +90,-142.594800531997,62.6687508611919,2014-08-18,1 +91,-141.371500247158,62.4531458047322,2014-08-11,0 +91,-141.371500247158,62.4531458047322,2014-08-12,1 +91,-141.371500247158,62.4531458047322,2014-08-13,1 +91,-141.371500247158,62.4531458047322,2014-08-14,0 +91,-141.371500247158,62.4531458047322,2014-08-15,1 +91,-141.371500247158,62.4531458047322,2014-08-16,1 +91,-141.371500247158,62.4531458047322,2014-08-17,1 +91,-141.371500247158,62.4531458047322,2014-08-18,1 +92,-141.854012816451,62.8319932632048,2014-08-11,1 +92,-141.854012816451,62.8319932632048,2014-08-12,1 +92,-141.854012816451,62.8319932632048,2014-08-13,1 +92,-141.854012816451,62.8319932632048,2014-08-14,0 +92,-141.854012816451,62.8319932632048,2014-08-15,0 +92,-141.854012816451,62.8319932632048,2014-08-16,1 +92,-141.854012816451,62.8319932632048,2014-08-17,0 +92,-141.854012816451,62.8319932632048,2014-08-18,0 +93,-141.519801474346,62.6614859433013,2014-08-11,1 +93,-141.519801474346,62.6614859433013,2014-08-12,1 +93,-141.519801474346,62.6614859433013,2014-08-13,1 +93,-141.519801474346,62.6614859433013,2014-08-14,0 +93,-141.519801474346,62.6614859433013,2014-08-15,0 +93,-141.519801474346,62.6614859433013,2014-08-16,1 +93,-141.519801474346,62.6614859433013,2014-08-17,1 +93,-141.519801474346,62.6614859433013,2014-08-18,1 +94,-141.767098751159,62.6975966172027,2014-08-11,0 +94,-141.767098751159,62.6975966172027,2014-08-12,1 +94,-141.767098751159,62.6975966172027,2014-08-13,1 +94,-141.767098751159,62.6975966172027,2014-08-14,1 +94,-141.767098751159,62.6975966172027,2014-08-15,0 +94,-141.767098751159,62.6975966172027,2014-08-16,1 +94,-141.767098751159,62.6975966172027,2014-08-17,0 +94,-141.767098751159,62.6975966172027,2014-08-18,1 +95,-141.883640940879,62.8452511402212,2014-08-11,1 +95,-141.883640940879,62.8452511402212,2014-08-12,0 +95,-141.883640940879,62.8452511402212,2014-08-13,0 +95,-141.883640940879,62.8452511402212,2014-08-14,0 +95,-141.883640940879,62.8452511402212,2014-08-15,0 +95,-141.883640940879,62.8452511402212,2014-08-16,0 +95,-141.883640940879,62.8452511402212,2014-08-17,1 +95,-141.883640940879,62.8452511402212,2014-08-18,1 +96,-141.405587162704,62.6391772470427,2014-08-11,1 +96,-141.405587162704,62.6391772470427,2014-08-12,1 +96,-141.405587162704,62.6391772470427,2014-08-13,1 +96,-141.405587162704,62.6391772470427,2014-08-14,0 +96,-141.405587162704,62.6391772470427,2014-08-15,0 +96,-141.405587162704,62.6391772470427,2014-08-16,0 +96,-141.405587162704,62.6391772470427,2014-08-17,0 +96,-141.405587162704,62.6391772470427,2014-08-18,0 +97,-141.995517453665,63.0811783212059,2014-08-11,1 +97,-141.995517453665,63.0811783212059,2014-08-12,1 +97,-141.995517453665,63.0811783212059,2014-08-13,0 +97,-141.995517453665,63.0811783212059,2014-08-14,0 +97,-141.995517453665,63.0811783212059,2014-08-15,0 +97,-141.995517453665,63.0811783212059,2014-08-16,0 +97,-141.995517453665,63.0811783212059,2014-08-17,0 +97,-141.995517453665,63.0811783212059,2014-08-18,1 +98,-141.249856337802,62.6409946315521,2014-08-11,1 +98,-141.249856337802,62.6409946315521,2014-08-12,0 +98,-141.249856337802,62.6409946315521,2014-08-13,1 +98,-141.249856337802,62.6409946315521,2014-08-14,1 +98,-141.249856337802,62.6409946315521,2014-08-15,0 +98,-141.249856337802,62.6409946315521,2014-08-16,1 +98,-141.249856337802,62.6409946315521,2014-08-17,1 +98,-141.249856337802,62.6409946315521,2014-08-18,0 +99,-141.911143665852,63.0573297084583,2014-08-11,0 +99,-141.911143665852,63.0573297084583,2014-08-12,1 +99,-141.911143665852,63.0573297084583,2014-08-13,1 +99,-141.911143665852,63.0573297084583,2014-08-14,0 +99,-141.911143665852,63.0573297084583,2014-08-15,1 +99,-141.911143665852,63.0573297084583,2014-08-16,1 +99,-141.911143665852,63.0573297084583,2014-08-17,1 +99,-141.911143665852,63.0573297084583,2014-08-18,0 +100,-141.798176473408,62.7263501183691,2014-08-11,1 +100,-141.798176473408,62.7263501183691,2014-08-12,1 +100,-141.798176473408,62.7263501183691,2014-08-13,1 +100,-141.798176473408,62.7263501183691,2014-08-14,0 +100,-141.798176473408,62.7263501183691,2014-08-15,1 +100,-141.798176473408,62.7263501183691,2014-08-16,0 +100,-141.798176473408,62.7263501183691,2014-08-17,1 +100,-141.798176473408,62.7263501183691,2014-08-18,1 +1,-141.399920453889,62.7348102162175,2015-08-11,0 +1,-141.399920453889,62.7348102162175,2015-08-12,1 +1,-141.399920453889,62.7348102162175,2015-08-13,1 +1,-141.399920453889,62.7348102162175,2015-08-14,0 +1,-141.399920453889,62.7348102162175,2015-08-15,0 +1,-141.399920453889,62.7348102162175,2015-08-16,1 +1,-141.399920453889,62.7348102162175,2015-08-17,1 +1,-141.399920453889,62.7348102162175,2015-08-18,0 +2,-141.221817506823,62.6009160336409,2015-08-11,1 +2,-141.221817506823,62.6009160336409,2015-08-12,1 +2,-141.221817506823,62.6009160336409,2015-08-13,0 +2,-141.221817506823,62.6009160336409,2015-08-14,0 +2,-141.221817506823,62.6009160336409,2015-08-15,0 +2,-141.221817506823,62.6009160336409,2015-08-16,1 +2,-141.221817506823,62.6009160336409,2015-08-17,1 +2,-141.221817506823,62.6009160336409,2015-08-18,1 +3,-141.113785114151,62.4666441181927,2015-08-11,0 +3,-141.113785114151,62.4666441181927,2015-08-12,0 +3,-141.113785114151,62.4666441181927,2015-08-13,1 +3,-141.113785114151,62.4666441181927,2015-08-14,0 +3,-141.113785114151,62.4666441181927,2015-08-15,1 +3,-141.113785114151,62.4666441181927,2015-08-16,0 +3,-141.113785114151,62.4666441181927,2015-08-17,1 +3,-141.113785114151,62.4666441181927,2015-08-18,1 +4,-141.889216346922,62.6574343117825,2015-08-11,0 +4,-141.889216346922,62.6574343117825,2015-08-12,1 +4,-141.889216346922,62.6574343117825,2015-08-13,1 +4,-141.889216346922,62.6574343117825,2015-08-14,1 +4,-141.889216346922,62.6574343117825,2015-08-15,0 +4,-141.889216346922,62.6574343117825,2015-08-16,0 +4,-141.889216346922,62.6574343117825,2015-08-17,1 +4,-141.889216346922,62.6574343117825,2015-08-18,1 +5,-141.204138066915,62.5027228101578,2015-08-11,1 +5,-141.204138066915,62.5027228101578,2015-08-12,0 +5,-141.204138066915,62.5027228101578,2015-08-13,1 +5,-141.204138066915,62.5027228101578,2015-08-14,0 +5,-141.204138066915,62.5027228101578,2015-08-15,0 +5,-141.204138066915,62.5027228101578,2015-08-16,1 +5,-141.204138066915,62.5027228101578,2015-08-17,1 +5,-141.204138066915,62.5027228101578,2015-08-18,0 +6,-142.02982109393,63.0687987823678,2015-08-11,0 +6,-142.02982109393,63.0687987823678,2015-08-12,0 +6,-142.02982109393,63.0687987823678,2015-08-13,1 +6,-142.02982109393,63.0687987823678,2015-08-14,0 +6,-142.02982109393,63.0687987823678,2015-08-15,0 +6,-142.02982109393,63.0687987823678,2015-08-16,1 +6,-142.02982109393,63.0687987823678,2015-08-17,1 +6,-142.02982109393,63.0687987823678,2015-08-18,0 +7,-141.677849776686,62.5465489327041,2015-08-11,1 +7,-141.677849776686,62.5465489327041,2015-08-12,0 +7,-141.677849776686,62.5465489327041,2015-08-13,0 +7,-141.677849776686,62.5465489327041,2015-08-14,1 +7,-141.677849776686,62.5465489327041,2015-08-15,0 +7,-141.677849776686,62.5465489327041,2015-08-16,1 +7,-141.677849776686,62.5465489327041,2015-08-17,0 +7,-141.677849776686,62.5465489327041,2015-08-18,1 +8,-141.012611500754,62.4303580567409,2015-08-11,1 +8,-141.012611500754,62.4303580567409,2015-08-12,1 +8,-141.012611500754,62.4303580567409,2015-08-13,0 +8,-141.012611500754,62.4303580567409,2015-08-14,0 +8,-141.012611500754,62.4303580567409,2015-08-15,1 +8,-141.012611500754,62.4303580567409,2015-08-16,1 +8,-141.012611500754,62.4303580567409,2015-08-17,0 +8,-141.012611500754,62.4303580567409,2015-08-18,0 +9,-141.859203143143,62.729833210372,2015-08-11,1 +9,-141.859203143143,62.729833210372,2015-08-12,0 +9,-141.859203143143,62.729833210372,2015-08-13,0 +9,-141.859203143143,62.729833210372,2015-08-14,1 +9,-141.859203143143,62.729833210372,2015-08-15,1 +9,-141.859203143143,62.729833210372,2015-08-16,1 +9,-141.859203143143,62.729833210372,2015-08-17,0 +9,-141.859203143143,62.729833210372,2015-08-18,1 +10,-141.765037069906,62.7891476769378,2015-08-11,1 +10,-141.765037069906,62.7891476769378,2015-08-12,0 +10,-141.765037069906,62.7891476769378,2015-08-13,0 +10,-141.765037069906,62.7891476769378,2015-08-14,0 +10,-141.765037069906,62.7891476769378,2015-08-15,0 +10,-141.765037069906,62.7891476769378,2015-08-16,1 +10,-141.765037069906,62.7891476769378,2015-08-17,1 +10,-141.765037069906,62.7891476769378,2015-08-18,0 +11,-141.386452044836,62.6102395123404,2015-08-11,0 +11,-141.386452044836,62.6102395123404,2015-08-12,1 +11,-141.386452044836,62.6102395123404,2015-08-13,1 +11,-141.386452044836,62.6102395123404,2015-08-14,0 +11,-141.386452044836,62.6102395123404,2015-08-15,1 +11,-141.386452044836,62.6102395123404,2015-08-16,1 +11,-141.386452044836,62.6102395123404,2015-08-17,1 +11,-141.386452044836,62.6102395123404,2015-08-18,0 +12,-142.475352161065,62.6559807221564,2015-08-11,0 +12,-142.475352161065,62.6559807221564,2015-08-12,0 +12,-142.475352161065,62.6559807221564,2015-08-13,0 +12,-142.475352161065,62.6559807221564,2015-08-14,1 +12,-142.475352161065,62.6559807221564,2015-08-15,0 +12,-142.475352161065,62.6559807221564,2015-08-16,0 +12,-142.475352161065,62.6559807221564,2015-08-17,1 +12,-142.475352161065,62.6559807221564,2015-08-18,1 +13,-142.28397163249,62.5390289090175,2015-08-11,0 +13,-142.28397163249,62.5390289090175,2015-08-12,1 +13,-142.28397163249,62.5390289090175,2015-08-13,1 +13,-142.28397163249,62.5390289090175,2015-08-14,1 +13,-142.28397163249,62.5390289090175,2015-08-15,0 +13,-142.28397163249,62.5390289090175,2015-08-16,1 +13,-142.28397163249,62.5390289090175,2015-08-17,0 +13,-142.28397163249,62.5390289090175,2015-08-18,1 +14,-142.006074050141,62.6484159602702,2015-08-11,1 +14,-142.006074050141,62.6484159602702,2015-08-12,0 +14,-142.006074050141,62.6484159602702,2015-08-13,1 +14,-142.006074050141,62.6484159602702,2015-08-14,0 +14,-142.006074050141,62.6484159602702,2015-08-15,0 +14,-142.006074050141,62.6484159602702,2015-08-16,1 +14,-142.006074050141,62.6484159602702,2015-08-17,1 +14,-142.006074050141,62.6484159602702,2015-08-18,1 +15,-141.4657315386,62.517359442399,2015-08-11,0 +15,-141.4657315386,62.517359442399,2015-08-12,1 +15,-141.4657315386,62.517359442399,2015-08-13,1 +15,-141.4657315386,62.517359442399,2015-08-14,1 +15,-141.4657315386,62.517359442399,2015-08-15,0 +15,-141.4657315386,62.517359442399,2015-08-16,0 +15,-141.4657315386,62.517359442399,2015-08-17,0 +15,-141.4657315386,62.517359442399,2015-08-18,1 +16,-142.17813583166,62.6002771143192,2015-08-11,0 +16,-142.17813583166,62.6002771143192,2015-08-12,0 +16,-142.17813583166,62.6002771143192,2015-08-13,0 +16,-142.17813583166,62.6002771143192,2015-08-14,1 +16,-142.17813583166,62.6002771143192,2015-08-15,0 +16,-142.17813583166,62.6002771143192,2015-08-16,0 +16,-142.17813583166,62.6002771143192,2015-08-17,1 +16,-142.17813583166,62.6002771143192,2015-08-18,1 +17,-142.366330967278,62.7288324792723,2015-08-11,1 +17,-142.366330967278,62.7288324792723,2015-08-12,1 +17,-142.366330967278,62.7288324792723,2015-08-13,0 +17,-142.366330967278,62.7288324792723,2015-08-14,1 +17,-142.366330967278,62.7288324792723,2015-08-15,1 +17,-142.366330967278,62.7288324792723,2015-08-16,1 +17,-142.366330967278,62.7288324792723,2015-08-17,0 +17,-142.366330967278,62.7288324792723,2015-08-18,1 +18,-141.350398633919,62.6035552134158,2015-08-11,0 +18,-141.350398633919,62.6035552134158,2015-08-12,1 +18,-141.350398633919,62.6035552134158,2015-08-13,0 +18,-141.350398633919,62.6035552134158,2015-08-14,1 +18,-141.350398633919,62.6035552134158,2015-08-15,1 +18,-141.350398633919,62.6035552134158,2015-08-16,0 +18,-141.350398633919,62.6035552134158,2015-08-17,0 +18,-141.350398633919,62.6035552134158,2015-08-18,1 +19,-142.038880817946,62.9148657628746,2015-08-11,0 +19,-142.038880817946,62.9148657628746,2015-08-12,0 +19,-142.038880817946,62.9148657628746,2015-08-13,1 +19,-142.038880817946,62.9148657628746,2015-08-14,1 +19,-142.038880817946,62.9148657628746,2015-08-15,1 +19,-142.038880817946,62.9148657628746,2015-08-16,1 +19,-142.038880817946,62.9148657628746,2015-08-17,0 +19,-142.038880817946,62.9148657628746,2015-08-18,1 +20,-141.359003043292,62.530789847721,2015-08-11,1 +20,-141.359003043292,62.530789847721,2015-08-12,1 +20,-141.359003043292,62.530789847721,2015-08-13,0 +20,-141.359003043292,62.530789847721,2015-08-14,0 +20,-141.359003043292,62.530789847721,2015-08-15,1 +20,-141.359003043292,62.530789847721,2015-08-16,0 +20,-141.359003043292,62.530789847721,2015-08-17,1 +20,-141.359003043292,62.530789847721,2015-08-18,1 +21,-142.05521199085,62.5515956014875,2015-08-11,0 +21,-142.05521199085,62.5515956014875,2015-08-12,0 +21,-142.05521199085,62.5515956014875,2015-08-13,1 +21,-142.05521199085,62.5515956014875,2015-08-14,1 +21,-142.05521199085,62.5515956014875,2015-08-15,0 +21,-142.05521199085,62.5515956014875,2015-08-16,0 +21,-142.05521199085,62.5515956014875,2015-08-17,1 +21,-142.05521199085,62.5515956014875,2015-08-18,0 +22,-141.988483963351,62.6775987466489,2015-08-11,1 +22,-141.988483963351,62.6775987466489,2015-08-12,0 +22,-141.988483963351,62.6775987466489,2015-08-13,0 +22,-141.988483963351,62.6775987466489,2015-08-14,1 +22,-141.988483963351,62.6775987466489,2015-08-15,0 +22,-141.988483963351,62.6775987466489,2015-08-16,0 +22,-141.988483963351,62.6775987466489,2015-08-17,1 +22,-141.988483963351,62.6775987466489,2015-08-18,0 +23,-142.168068278897,62.5364951300857,2015-08-11,1 +23,-142.168068278897,62.5364951300857,2015-08-12,1 +23,-142.168068278897,62.5364951300857,2015-08-13,0 +23,-142.168068278897,62.5364951300857,2015-08-14,1 +23,-142.168068278897,62.5364951300857,2015-08-15,1 +23,-142.168068278897,62.5364951300857,2015-08-16,0 +23,-142.168068278897,62.5364951300857,2015-08-17,0 +23,-142.168068278897,62.5364951300857,2015-08-18,1 +24,-141.730005950994,62.5749403490743,2015-08-11,1 +24,-141.730005950994,62.5749403490743,2015-08-12,0 +24,-141.730005950994,62.5749403490743,2015-08-13,1 +24,-141.730005950994,62.5749403490743,2015-08-14,1 +24,-141.730005950994,62.5749403490743,2015-08-15,1 +24,-141.730005950994,62.5749403490743,2015-08-16,1 +24,-141.730005950994,62.5749403490743,2015-08-17,0 +24,-141.730005950994,62.5749403490743,2015-08-18,1 +25,-142.220756282054,63.1328483225139,2015-08-11,1 +25,-142.220756282054,63.1328483225139,2015-08-12,0 +25,-142.220756282054,63.1328483225139,2015-08-13,0 +25,-142.220756282054,63.1328483225139,2015-08-14,1 +25,-142.220756282054,63.1328483225139,2015-08-15,1 +25,-142.220756282054,63.1328483225139,2015-08-16,0 +25,-142.220756282054,63.1328483225139,2015-08-17,1 +25,-142.220756282054,63.1328483225139,2015-08-18,1 +26,-142.67331325761,62.6656059251301,2015-08-11,1 +26,-142.67331325761,62.6656059251301,2015-08-12,0 +26,-142.67331325761,62.6656059251301,2015-08-13,1 +26,-142.67331325761,62.6656059251301,2015-08-14,1 +26,-142.67331325761,62.6656059251301,2015-08-15,1 +26,-142.67331325761,62.6656059251301,2015-08-16,1 +26,-142.67331325761,62.6656059251301,2015-08-17,0 +26,-142.67331325761,62.6656059251301,2015-08-18,0 +27,-142.424181864046,62.7090941925326,2015-08-11,1 +27,-142.424181864046,62.7090941925326,2015-08-12,0 +27,-142.424181864046,62.7090941925326,2015-08-13,1 +27,-142.424181864046,62.7090941925326,2015-08-14,0 +27,-142.424181864046,62.7090941925326,2015-08-15,0 +27,-142.424181864046,62.7090941925326,2015-08-16,1 +27,-142.424181864046,62.7090941925326,2015-08-17,0 +27,-142.424181864046,62.7090941925326,2015-08-18,0 +28,-142.096929896479,62.5753821659398,2015-08-11,1 +28,-142.096929896479,62.5753821659398,2015-08-12,1 +28,-142.096929896479,62.5753821659398,2015-08-13,0 +28,-142.096929896479,62.5753821659398,2015-08-14,0 +28,-142.096929896479,62.5753821659398,2015-08-15,0 +28,-142.096929896479,62.5753821659398,2015-08-16,1 +28,-142.096929896479,62.5753821659398,2015-08-17,0 +28,-142.096929896479,62.5753821659398,2015-08-18,0 +29,-141.202949482455,62.6929371402638,2015-08-11,0 +29,-141.202949482455,62.6929371402638,2015-08-12,0 +29,-141.202949482455,62.6929371402638,2015-08-13,0 +29,-141.202949482455,62.6929371402638,2015-08-14,0 +29,-141.202949482455,62.6929371402638,2015-08-15,1 +29,-141.202949482455,62.6929371402638,2015-08-16,1 +29,-141.202949482455,62.6929371402638,2015-08-17,0 +29,-141.202949482455,62.6929371402638,2015-08-18,1 +30,-141.647289776419,62.5875523844435,2015-08-11,1 +30,-141.647289776419,62.5875523844435,2015-08-12,1 +30,-141.647289776419,62.5875523844435,2015-08-13,1 +30,-141.647289776419,62.5875523844435,2015-08-14,0 +30,-141.647289776419,62.5875523844435,2015-08-15,0 +30,-141.647289776419,62.5875523844435,2015-08-16,1 +30,-141.647289776419,62.5875523844435,2015-08-17,1 +30,-141.647289776419,62.5875523844435,2015-08-18,1 +31,-142.279849215258,62.6661314273326,2015-08-11,0 +31,-142.279849215258,62.6661314273326,2015-08-12,1 +31,-142.279849215258,62.6661314273326,2015-08-13,0 +31,-142.279849215258,62.6661314273326,2015-08-14,0 +31,-142.279849215258,62.6661314273326,2015-08-15,1 +31,-142.279849215258,62.6661314273326,2015-08-16,0 +31,-142.279849215258,62.6661314273326,2015-08-17,1 +31,-142.279849215258,62.6661314273326,2015-08-18,0 +32,-142.004538480122,62.7165157153329,2015-08-11,0 +32,-142.004538480122,62.7165157153329,2015-08-12,1 +32,-142.004538480122,62.7165157153329,2015-08-13,0 +32,-142.004538480122,62.7165157153329,2015-08-14,0 +32,-142.004538480122,62.7165157153329,2015-08-15,0 +32,-142.004538480122,62.7165157153329,2015-08-16,1 +32,-142.004538480122,62.7165157153329,2015-08-17,1 +32,-142.004538480122,62.7165157153329,2015-08-18,0 +33,-141.754042115921,62.8469434483433,2015-08-11,1 +33,-141.754042115921,62.8469434483433,2015-08-12,0 +33,-141.754042115921,62.8469434483433,2015-08-13,0 +33,-141.754042115921,62.8469434483433,2015-08-14,1 +33,-141.754042115921,62.8469434483433,2015-08-15,1 +33,-141.754042115921,62.8469434483433,2015-08-16,1 +33,-141.754042115921,62.8469434483433,2015-08-17,0 +33,-141.754042115921,62.8469434483433,2015-08-18,0 +34,-142.256436886857,63.1466600277839,2015-08-11,0 +34,-142.256436886857,63.1466600277839,2015-08-12,1 +34,-142.256436886857,63.1466600277839,2015-08-13,1 +34,-142.256436886857,63.1466600277839,2015-08-14,0 +34,-142.256436886857,63.1466600277839,2015-08-15,1 +34,-142.256436886857,63.1466600277839,2015-08-16,0 +34,-142.256436886857,63.1466600277839,2015-08-17,0 +34,-142.256436886857,63.1466600277839,2015-08-18,1 +35,-141.963480458834,62.5690372130753,2015-08-11,0 +35,-141.963480458834,62.5690372130753,2015-08-12,1 +35,-141.963480458834,62.5690372130753,2015-08-13,1 +35,-141.963480458834,62.5690372130753,2015-08-14,1 +35,-141.963480458834,62.5690372130753,2015-08-15,1 +35,-141.963480458834,62.5690372130753,2015-08-16,1 +35,-141.963480458834,62.5690372130753,2015-08-17,0 +35,-141.963480458834,62.5690372130753,2015-08-18,1 +36,-141.0874463234,62.645215186266,2015-08-11,0 +36,-141.0874463234,62.645215186266,2015-08-12,0 +36,-141.0874463234,62.645215186266,2015-08-13,1 +36,-141.0874463234,62.645215186266,2015-08-14,1 +36,-141.0874463234,62.645215186266,2015-08-15,1 +36,-141.0874463234,62.645215186266,2015-08-16,0 +36,-141.0874463234,62.645215186266,2015-08-17,0 +36,-141.0874463234,62.645215186266,2015-08-18,1 +37,-141.208028411315,62.5888175666256,2015-08-11,0 +37,-141.208028411315,62.5888175666256,2015-08-12,1 +37,-141.208028411315,62.5888175666256,2015-08-13,1 +37,-141.208028411315,62.5888175666256,2015-08-14,1 +37,-141.208028411315,62.5888175666256,2015-08-15,0 +37,-141.208028411315,62.5888175666256,2015-08-16,1 +37,-141.208028411315,62.5888175666256,2015-08-17,1 +37,-141.208028411315,62.5888175666256,2015-08-18,1 +38,-141.737595540359,62.6563009214294,2015-08-11,1 +38,-141.737595540359,62.6563009214294,2015-08-12,1 +38,-141.737595540359,62.6563009214294,2015-08-13,0 +38,-141.737595540359,62.6563009214294,2015-08-14,0 +38,-141.737595540359,62.6563009214294,2015-08-15,1 +38,-141.737595540359,62.6563009214294,2015-08-16,1 +38,-141.737595540359,62.6563009214294,2015-08-17,1 +38,-141.737595540359,62.6563009214294,2015-08-18,1 +39,-141.123502372678,62.5064011629765,2015-08-11,0 +39,-141.123502372678,62.5064011629765,2015-08-12,1 +39,-141.123502372678,62.5064011629765,2015-08-13,0 +39,-141.123502372678,62.5064011629765,2015-08-14,1 +39,-141.123502372678,62.5064011629765,2015-08-15,1 +39,-141.123502372678,62.5064011629765,2015-08-16,0 +39,-141.123502372678,62.5064011629765,2015-08-17,1 +39,-141.123502372678,62.5064011629765,2015-08-18,1 +40,-142.315849449157,62.6116899944829,2015-08-11,0 +40,-142.315849449157,62.6116899944829,2015-08-12,0 +40,-142.315849449157,62.6116899944829,2015-08-13,0 +40,-142.315849449157,62.6116899944829,2015-08-14,0 +40,-142.315849449157,62.6116899944829,2015-08-15,1 +40,-142.315849449157,62.6116899944829,2015-08-16,0 +40,-142.315849449157,62.6116899944829,2015-08-17,0 +40,-142.315849449157,62.6116899944829,2015-08-18,0 +41,-142.768116539124,62.6360297412076,2015-08-11,1 +41,-142.768116539124,62.6360297412076,2015-08-12,0 +41,-142.768116539124,62.6360297412076,2015-08-13,1 +41,-142.768116539124,62.6360297412076,2015-08-14,0 +41,-142.768116539124,62.6360297412076,2015-08-15,1 +41,-142.768116539124,62.6360297412076,2015-08-16,1 +41,-142.768116539124,62.6360297412076,2015-08-17,1 +41,-142.768116539124,62.6360297412076,2015-08-18,1 +42,-141.100133597803,62.502986687108,2015-08-11,1 +42,-141.100133597803,62.502986687108,2015-08-12,1 +42,-141.100133597803,62.502986687108,2015-08-13,1 +42,-141.100133597803,62.502986687108,2015-08-14,0 +42,-141.100133597803,62.502986687108,2015-08-15,0 +42,-141.100133597803,62.502986687108,2015-08-16,0 +42,-141.100133597803,62.502986687108,2015-08-17,1 +42,-141.100133597803,62.502986687108,2015-08-18,1 +43,-141.527244485404,62.5161911599494,2015-08-11,1 +43,-141.527244485404,62.5161911599494,2015-08-12,1 +43,-141.527244485404,62.5161911599494,2015-08-13,1 +43,-141.527244485404,62.5161911599494,2015-08-14,1 +43,-141.527244485404,62.5161911599494,2015-08-15,1 +43,-141.527244485404,62.5161911599494,2015-08-16,0 +43,-141.527244485404,62.5161911599494,2015-08-17,1 +43,-141.527244485404,62.5161911599494,2015-08-18,1 +44,-141.088165767875,62.5312032110757,2015-08-11,0 +44,-141.088165767875,62.5312032110757,2015-08-12,0 +44,-141.088165767875,62.5312032110757,2015-08-13,0 +44,-141.088165767875,62.5312032110757,2015-08-14,0 +44,-141.088165767875,62.5312032110757,2015-08-15,0 +44,-141.088165767875,62.5312032110757,2015-08-16,0 +44,-141.088165767875,62.5312032110757,2015-08-17,1 +44,-141.088165767875,62.5312032110757,2015-08-18,0 +45,-141.66395942304,62.7344598733748,2015-08-11,0 +45,-141.66395942304,62.7344598733748,2015-08-12,1 +45,-141.66395942304,62.7344598733748,2015-08-13,1 +45,-141.66395942304,62.7344598733748,2015-08-14,1 +45,-141.66395942304,62.7344598733748,2015-08-15,1 +45,-141.66395942304,62.7344598733748,2015-08-16,0 +45,-141.66395942304,62.7344598733748,2015-08-17,0 +45,-141.66395942304,62.7344598733748,2015-08-18,0 +46,-142.187489087071,62.6901813679047,2015-08-11,0 +46,-142.187489087071,62.6901813679047,2015-08-12,1 +46,-142.187489087071,62.6901813679047,2015-08-13,0 +46,-142.187489087071,62.6901813679047,2015-08-14,1 +46,-142.187489087071,62.6901813679047,2015-08-15,1 +46,-142.187489087071,62.6901813679047,2015-08-16,1 +46,-142.187489087071,62.6901813679047,2015-08-17,1 +46,-142.187489087071,62.6901813679047,2015-08-18,1 +47,-142.592327576055,62.6725603343533,2015-08-11,1 +47,-142.592327576055,62.6725603343533,2015-08-12,1 +47,-142.592327576055,62.6725603343533,2015-08-13,0 +47,-142.592327576055,62.6725603343533,2015-08-14,1 +47,-142.592327576055,62.6725603343533,2015-08-15,0 +47,-142.592327576055,62.6725603343533,2015-08-16,0 +47,-142.592327576055,62.6725603343533,2015-08-17,0 +47,-142.592327576055,62.6725603343533,2015-08-18,1 +48,-142.615448611683,62.5924978074566,2015-08-11,1 +48,-142.615448611683,62.5924978074566,2015-08-12,1 +48,-142.615448611683,62.5924978074566,2015-08-13,0 +48,-142.615448611683,62.5924978074566,2015-08-14,0 +48,-142.615448611683,62.5924978074566,2015-08-15,1 +48,-142.615448611683,62.5924978074566,2015-08-16,1 +48,-142.615448611683,62.5924978074566,2015-08-17,1 +48,-142.615448611683,62.5924978074566,2015-08-18,0 +49,-141.717810243517,62.6403608934863,2015-08-11,1 +49,-141.717810243517,62.6403608934863,2015-08-12,0 +49,-141.717810243517,62.6403608934863,2015-08-13,1 +49,-141.717810243517,62.6403608934863,2015-08-14,0 +49,-141.717810243517,62.6403608934863,2015-08-15,1 +49,-141.717810243517,62.6403608934863,2015-08-16,0 +49,-141.717810243517,62.6403608934863,2015-08-17,1 +49,-141.717810243517,62.6403608934863,2015-08-18,0 +50,-141.206065405007,62.5743180464989,2015-08-11,0 +50,-141.206065405007,62.5743180464989,2015-08-12,1 +50,-141.206065405007,62.5743180464989,2015-08-13,0 +50,-141.206065405007,62.5743180464989,2015-08-14,0 +50,-141.206065405007,62.5743180464989,2015-08-15,1 +50,-141.206065405007,62.5743180464989,2015-08-16,1 +50,-141.206065405007,62.5743180464989,2015-08-17,0 +50,-141.206065405007,62.5743180464989,2015-08-18,0 +51,-141.496251695945,62.6763228980246,2015-08-11,1 +51,-141.496251695945,62.6763228980246,2015-08-12,0 +51,-141.496251695945,62.6763228980246,2015-08-13,0 +51,-141.496251695945,62.6763228980246,2015-08-14,1 +51,-141.496251695945,62.6763228980246,2015-08-15,0 +51,-141.496251695945,62.6763228980246,2015-08-16,1 +51,-141.496251695945,62.6763228980246,2015-08-17,0 +51,-141.496251695945,62.6763228980246,2015-08-18,1 +52,-141.902322729221,62.8000555137963,2015-08-11,0 +52,-141.902322729221,62.8000555137963,2015-08-12,0 +52,-141.902322729221,62.8000555137963,2015-08-13,1 +52,-141.902322729221,62.8000555137963,2015-08-14,0 +52,-141.902322729221,62.8000555137963,2015-08-15,1 +52,-141.902322729221,62.8000555137963,2015-08-16,0 +52,-141.902322729221,62.8000555137963,2015-08-17,0 +52,-141.902322729221,62.8000555137963,2015-08-18,1 +53,-142.055964460804,62.6764897862722,2015-08-11,1 +53,-142.055964460804,62.6764897862722,2015-08-12,0 +53,-142.055964460804,62.6764897862722,2015-08-13,0 +53,-142.055964460804,62.6764897862722,2015-08-14,1 +53,-142.055964460804,62.6764897862722,2015-08-15,0 +53,-142.055964460804,62.6764897862722,2015-08-16,1 +53,-142.055964460804,62.6764897862722,2015-08-17,0 +53,-142.055964460804,62.6764897862722,2015-08-18,1 +54,-141.297577773155,62.5495596944585,2015-08-11,0 +54,-141.297577773155,62.5495596944585,2015-08-12,1 +54,-141.297577773155,62.5495596944585,2015-08-13,0 +54,-141.297577773155,62.5495596944585,2015-08-14,0 +54,-141.297577773155,62.5495596944585,2015-08-15,1 +54,-141.297577773155,62.5495596944585,2015-08-16,1 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+66,-141.720139404435,62.5215420716002,2015-08-16,1 +66,-141.720139404435,62.5215420716002,2015-08-17,1 +66,-141.720139404435,62.5215420716002,2015-08-18,1 +67,-141.885962773407,62.7665893920497,2015-08-11,0 +67,-141.885962773407,62.7665893920497,2015-08-12,0 +67,-141.885962773407,62.7665893920497,2015-08-13,0 +67,-141.885962773407,62.7665893920497,2015-08-14,0 +67,-141.885962773407,62.7665893920497,2015-08-15,1 +67,-141.885962773407,62.7665893920497,2015-08-16,0 +67,-141.885962773407,62.7665893920497,2015-08-17,0 +67,-141.885962773407,62.7665893920497,2015-08-18,1 +68,-141.788339622196,62.5533433357814,2015-08-11,1 +68,-141.788339622196,62.5533433357814,2015-08-12,1 +68,-141.788339622196,62.5533433357814,2015-08-13,1 +68,-141.788339622196,62.5533433357814,2015-08-14,1 +68,-141.788339622196,62.5533433357814,2015-08-15,0 +68,-141.788339622196,62.5533433357814,2015-08-16,0 +68,-141.788339622196,62.5533433357814,2015-08-17,1 +68,-141.788339622196,62.5533433357814,2015-08-18,0 +69,-142.294752032951,62.6362131674458,2015-08-11,0 +69,-142.294752032951,62.6362131674458,2015-08-12,1 +69,-142.294752032951,62.6362131674458,2015-08-13,1 +69,-142.294752032951,62.6362131674458,2015-08-14,1 +69,-142.294752032951,62.6362131674458,2015-08-15,1 +69,-142.294752032951,62.6362131674458,2015-08-16,0 +69,-142.294752032951,62.6362131674458,2015-08-17,0 +69,-142.294752032951,62.6362131674458,2015-08-18,1 +70,-141.550385375286,62.6042248515746,2015-08-11,0 +70,-141.550385375286,62.6042248515746,2015-08-12,0 +70,-141.550385375286,62.6042248515746,2015-08-13,0 +70,-141.550385375286,62.6042248515746,2015-08-14,1 +70,-141.550385375286,62.6042248515746,2015-08-15,1 +70,-141.550385375286,62.6042248515746,2015-08-16,0 +70,-141.550385375286,62.6042248515746,2015-08-17,1 +70,-141.550385375286,62.6042248515746,2015-08-18,0 +71,-141.764658770344,62.6457141229928,2015-08-11,1 +71,-141.764658770344,62.6457141229928,2015-08-12,1 +71,-141.764658770344,62.6457141229928,2015-08-13,1 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+6,-142.02982109393,63.0687987823678,2018-08-15,1 +6,-142.02982109393,63.0687987823678,2018-08-16,0 +6,-142.02982109393,63.0687987823678,2018-08-17,0 +6,-142.02982109393,63.0687987823678,2018-08-18,0 +7,-141.677849776686,62.5465489327041,2018-08-11,0 +7,-141.677849776686,62.5465489327041,2018-08-12,0 +7,-141.677849776686,62.5465489327041,2018-08-13,1 +7,-141.677849776686,62.5465489327041,2018-08-14,0 +7,-141.677849776686,62.5465489327041,2018-08-15,1 +7,-141.677849776686,62.5465489327041,2018-08-16,0 +7,-141.677849776686,62.5465489327041,2018-08-17,1 +7,-141.677849776686,62.5465489327041,2018-08-18,1 +8,-141.012611500754,62.4303580567409,2018-08-11,1 +8,-141.012611500754,62.4303580567409,2018-08-12,1 +8,-141.012611500754,62.4303580567409,2018-08-13,1 +8,-141.012611500754,62.4303580567409,2018-08-14,1 +8,-141.012611500754,62.4303580567409,2018-08-15,0 +8,-141.012611500754,62.4303580567409,2018-08-16,0 +8,-141.012611500754,62.4303580567409,2018-08-17,1 +8,-141.012611500754,62.4303580567409,2018-08-18,1 +9,-141.859203143143,62.729833210372,2018-08-11,1 +9,-141.859203143143,62.729833210372,2018-08-12,0 +9,-141.859203143143,62.729833210372,2018-08-13,1 +9,-141.859203143143,62.729833210372,2018-08-14,1 +9,-141.859203143143,62.729833210372,2018-08-15,0 +9,-141.859203143143,62.729833210372,2018-08-16,1 +9,-141.859203143143,62.729833210372,2018-08-17,0 +9,-141.859203143143,62.729833210372,2018-08-18,0 +10,-141.765037069906,62.7891476769378,2018-08-11,1 +10,-141.765037069906,62.7891476769378,2018-08-12,0 +10,-141.765037069906,62.7891476769378,2018-08-13,1 +10,-141.765037069906,62.7891476769378,2018-08-14,1 +10,-141.765037069906,62.7891476769378,2018-08-15,1 +10,-141.765037069906,62.7891476769378,2018-08-16,0 +10,-141.765037069906,62.7891476769378,2018-08-17,0 +10,-141.765037069906,62.7891476769378,2018-08-18,0 +11,-141.386452044836,62.6102395123404,2018-08-11,1 +11,-141.386452044836,62.6102395123404,2018-08-12,0 +11,-141.386452044836,62.6102395123404,2018-08-13,1 +11,-141.386452044836,62.6102395123404,2018-08-14,0 +11,-141.386452044836,62.6102395123404,2018-08-15,1 +11,-141.386452044836,62.6102395123404,2018-08-16,1 +11,-141.386452044836,62.6102395123404,2018-08-17,0 +11,-141.386452044836,62.6102395123404,2018-08-18,1 +12,-142.475352161065,62.6559807221564,2018-08-11,1 +12,-142.475352161065,62.6559807221564,2018-08-12,0 +12,-142.475352161065,62.6559807221564,2018-08-13,1 +12,-142.475352161065,62.6559807221564,2018-08-14,0 +12,-142.475352161065,62.6559807221564,2018-08-15,0 +12,-142.475352161065,62.6559807221564,2018-08-16,0 +12,-142.475352161065,62.6559807221564,2018-08-17,1 +12,-142.475352161065,62.6559807221564,2018-08-18,1 +13,-142.28397163249,62.5390289090175,2018-08-11,0 +13,-142.28397163249,62.5390289090175,2018-08-12,1 +13,-142.28397163249,62.5390289090175,2018-08-13,1 +13,-142.28397163249,62.5390289090175,2018-08-14,0 +13,-142.28397163249,62.5390289090175,2018-08-15,1 +13,-142.28397163249,62.5390289090175,2018-08-16,1 +13,-142.28397163249,62.5390289090175,2018-08-17,0 +13,-142.28397163249,62.5390289090175,2018-08-18,0 +14,-142.006074050141,62.6484159602702,2018-08-11,1 +14,-142.006074050141,62.6484159602702,2018-08-12,0 +14,-142.006074050141,62.6484159602702,2018-08-13,0 +14,-142.006074050141,62.6484159602702,2018-08-14,1 +14,-142.006074050141,62.6484159602702,2018-08-15,0 +14,-142.006074050141,62.6484159602702,2018-08-16,0 +14,-142.006074050141,62.6484159602702,2018-08-17,0 +14,-142.006074050141,62.6484159602702,2018-08-18,0 +15,-141.4657315386,62.517359442399,2018-08-11,0 +15,-141.4657315386,62.517359442399,2018-08-12,1 +15,-141.4657315386,62.517359442399,2018-08-13,1 +15,-141.4657315386,62.517359442399,2018-08-14,1 +15,-141.4657315386,62.517359442399,2018-08-15,1 +15,-141.4657315386,62.517359442399,2018-08-16,1 +15,-141.4657315386,62.517359442399,2018-08-17,1 +15,-141.4657315386,62.517359442399,2018-08-18,0 +16,-142.17813583166,62.6002771143192,2018-08-11,0 +16,-142.17813583166,62.6002771143192,2018-08-12,0 +16,-142.17813583166,62.6002771143192,2018-08-13,0 +16,-142.17813583166,62.6002771143192,2018-08-14,1 +16,-142.17813583166,62.6002771143192,2018-08-15,0 +16,-142.17813583166,62.6002771143192,2018-08-16,1 +16,-142.17813583166,62.6002771143192,2018-08-17,0 +16,-142.17813583166,62.6002771143192,2018-08-18,1 +17,-142.366330967278,62.7288324792723,2018-08-11,0 +17,-142.366330967278,62.7288324792723,2018-08-12,0 +17,-142.366330967278,62.7288324792723,2018-08-13,1 +17,-142.366330967278,62.7288324792723,2018-08-14,1 +17,-142.366330967278,62.7288324792723,2018-08-15,0 +17,-142.366330967278,62.7288324792723,2018-08-16,0 +17,-142.366330967278,62.7288324792723,2018-08-17,1 +17,-142.366330967278,62.7288324792723,2018-08-18,1 +18,-141.350398633919,62.6035552134158,2018-08-11,0 +18,-141.350398633919,62.6035552134158,2018-08-12,1 +18,-141.350398633919,62.6035552134158,2018-08-13,0 +18,-141.350398633919,62.6035552134158,2018-08-14,1 +18,-141.350398633919,62.6035552134158,2018-08-15,1 +18,-141.350398633919,62.6035552134158,2018-08-16,0 +18,-141.350398633919,62.6035552134158,2018-08-17,1 +18,-141.350398633919,62.6035552134158,2018-08-18,0 +19,-142.038880817946,62.9148657628746,2018-08-11,1 +19,-142.038880817946,62.9148657628746,2018-08-12,0 +19,-142.038880817946,62.9148657628746,2018-08-13,0 +19,-142.038880817946,62.9148657628746,2018-08-14,1 +19,-142.038880817946,62.9148657628746,2018-08-15,1 +19,-142.038880817946,62.9148657628746,2018-08-16,0 +19,-142.038880817946,62.9148657628746,2018-08-17,0 +19,-142.038880817946,62.9148657628746,2018-08-18,0 +20,-141.359003043292,62.530789847721,2018-08-11,0 +20,-141.359003043292,62.530789847721,2018-08-12,1 +20,-141.359003043292,62.530789847721,2018-08-13,1 +20,-141.359003043292,62.530789847721,2018-08-14,0 +20,-141.359003043292,62.530789847721,2018-08-15,1 +20,-141.359003043292,62.530789847721,2018-08-16,0 +20,-141.359003043292,62.530789847721,2018-08-17,1 +20,-141.359003043292,62.530789847721,2018-08-18,1 +21,-142.05521199085,62.5515956014875,2018-08-11,0 +21,-142.05521199085,62.5515956014875,2018-08-12,0 +21,-142.05521199085,62.5515956014875,2018-08-13,1 +21,-142.05521199085,62.5515956014875,2018-08-14,1 +21,-142.05521199085,62.5515956014875,2018-08-15,1 +21,-142.05521199085,62.5515956014875,2018-08-16,0 +21,-142.05521199085,62.5515956014875,2018-08-17,1 +21,-142.05521199085,62.5515956014875,2018-08-18,1 +22,-141.988483963351,62.6775987466489,2018-08-11,0 +22,-141.988483963351,62.6775987466489,2018-08-12,0 +22,-141.988483963351,62.6775987466489,2018-08-13,0 +22,-141.988483963351,62.6775987466489,2018-08-14,1 +22,-141.988483963351,62.6775987466489,2018-08-15,1 +22,-141.988483963351,62.6775987466489,2018-08-16,0 +22,-141.988483963351,62.6775987466489,2018-08-17,1 +22,-141.988483963351,62.6775987466489,2018-08-18,1 +23,-142.168068278897,62.5364951300857,2018-08-11,1 +23,-142.168068278897,62.5364951300857,2018-08-12,1 +23,-142.168068278897,62.5364951300857,2018-08-13,1 +23,-142.168068278897,62.5364951300857,2018-08-14,1 +23,-142.168068278897,62.5364951300857,2018-08-15,0 +23,-142.168068278897,62.5364951300857,2018-08-16,1 +23,-142.168068278897,62.5364951300857,2018-08-17,0 +23,-142.168068278897,62.5364951300857,2018-08-18,1 +24,-141.730005950994,62.5749403490743,2018-08-11,1 +24,-141.730005950994,62.5749403490743,2018-08-12,0 +24,-141.730005950994,62.5749403490743,2018-08-13,1 +24,-141.730005950994,62.5749403490743,2018-08-14,1 +24,-141.730005950994,62.5749403490743,2018-08-15,1 +24,-141.730005950994,62.5749403490743,2018-08-16,0 +24,-141.730005950994,62.5749403490743,2018-08-17,0 +24,-141.730005950994,62.5749403490743,2018-08-18,0 +25,-142.220756282054,63.1328483225139,2018-08-11,1 +25,-142.220756282054,63.1328483225139,2018-08-12,0 +25,-142.220756282054,63.1328483225139,2018-08-13,1 +25,-142.220756282054,63.1328483225139,2018-08-14,1 +25,-142.220756282054,63.1328483225139,2018-08-15,0 +25,-142.220756282054,63.1328483225139,2018-08-16,1 +25,-142.220756282054,63.1328483225139,2018-08-17,0 +25,-142.220756282054,63.1328483225139,2018-08-18,1 +26,-142.67331325761,62.6656059251301,2018-08-11,1 +26,-142.67331325761,62.6656059251301,2018-08-12,1 +26,-142.67331325761,62.6656059251301,2018-08-13,0 +26,-142.67331325761,62.6656059251301,2018-08-14,0 +26,-142.67331325761,62.6656059251301,2018-08-15,1 +26,-142.67331325761,62.6656059251301,2018-08-16,0 +26,-142.67331325761,62.6656059251301,2018-08-17,1 +26,-142.67331325761,62.6656059251301,2018-08-18,0 +27,-142.424181864046,62.7090941925326,2018-08-11,1 +27,-142.424181864046,62.7090941925326,2018-08-12,0 +27,-142.424181864046,62.7090941925326,2018-08-13,1 +27,-142.424181864046,62.7090941925326,2018-08-14,1 +27,-142.424181864046,62.7090941925326,2018-08-15,1 +27,-142.424181864046,62.7090941925326,2018-08-16,0 +27,-142.424181864046,62.7090941925326,2018-08-17,0 +27,-142.424181864046,62.7090941925326,2018-08-18,1 +28,-142.096929896479,62.5753821659398,2018-08-11,1 +28,-142.096929896479,62.5753821659398,2018-08-12,0 +28,-142.096929896479,62.5753821659398,2018-08-13,0 +28,-142.096929896479,62.5753821659398,2018-08-14,1 +28,-142.096929896479,62.5753821659398,2018-08-15,0 +28,-142.096929896479,62.5753821659398,2018-08-16,1 +28,-142.096929896479,62.5753821659398,2018-08-17,0 +28,-142.096929896479,62.5753821659398,2018-08-18,1 +29,-141.202949482455,62.6929371402638,2018-08-11,0 +29,-141.202949482455,62.6929371402638,2018-08-12,0 +29,-141.202949482455,62.6929371402638,2018-08-13,0 +29,-141.202949482455,62.6929371402638,2018-08-14,1 +29,-141.202949482455,62.6929371402638,2018-08-15,0 +29,-141.202949482455,62.6929371402638,2018-08-16,0 +29,-141.202949482455,62.6929371402638,2018-08-17,0 +29,-141.202949482455,62.6929371402638,2018-08-18,0 +30,-141.647289776419,62.5875523844435,2018-08-11,0 +30,-141.647289776419,62.5875523844435,2018-08-12,1 +30,-141.647289776419,62.5875523844435,2018-08-13,1 +30,-141.647289776419,62.5875523844435,2018-08-14,0 +30,-141.647289776419,62.5875523844435,2018-08-15,1 +30,-141.647289776419,62.5875523844435,2018-08-16,1 +30,-141.647289776419,62.5875523844435,2018-08-17,1 +30,-141.647289776419,62.5875523844435,2018-08-18,1 +31,-142.279849215258,62.6661314273326,2018-08-11,1 +31,-142.279849215258,62.6661314273326,2018-08-12,1 +31,-142.279849215258,62.6661314273326,2018-08-13,0 +31,-142.279849215258,62.6661314273326,2018-08-14,0 +31,-142.279849215258,62.6661314273326,2018-08-15,1 +31,-142.279849215258,62.6661314273326,2018-08-16,1 +31,-142.279849215258,62.6661314273326,2018-08-17,1 +31,-142.279849215258,62.6661314273326,2018-08-18,1 +32,-142.004538480122,62.7165157153329,2018-08-11,1 +32,-142.004538480122,62.7165157153329,2018-08-12,0 +32,-142.004538480122,62.7165157153329,2018-08-13,0 +32,-142.004538480122,62.7165157153329,2018-08-14,0 +32,-142.004538480122,62.7165157153329,2018-08-15,0 +32,-142.004538480122,62.7165157153329,2018-08-16,1 +32,-142.004538480122,62.7165157153329,2018-08-17,1 +32,-142.004538480122,62.7165157153329,2018-08-18,1 +33,-141.754042115921,62.8469434483433,2018-08-11,0 +33,-141.754042115921,62.8469434483433,2018-08-12,1 +33,-141.754042115921,62.8469434483433,2018-08-13,0 +33,-141.754042115921,62.8469434483433,2018-08-14,0 +33,-141.754042115921,62.8469434483433,2018-08-15,1 +33,-141.754042115921,62.8469434483433,2018-08-16,0 +33,-141.754042115921,62.8469434483433,2018-08-17,0 +33,-141.754042115921,62.8469434483433,2018-08-18,1 +34,-142.256436886857,63.1466600277839,2018-08-11,1 +34,-142.256436886857,63.1466600277839,2018-08-12,0 +34,-142.256436886857,63.1466600277839,2018-08-13,1 +34,-142.256436886857,63.1466600277839,2018-08-14,1 +34,-142.256436886857,63.1466600277839,2018-08-15,1 +34,-142.256436886857,63.1466600277839,2018-08-16,0 +34,-142.256436886857,63.1466600277839,2018-08-17,1 +34,-142.256436886857,63.1466600277839,2018-08-18,1 +35,-141.963480458834,62.5690372130753,2018-08-11,0 +35,-141.963480458834,62.5690372130753,2018-08-12,1 +35,-141.963480458834,62.5690372130753,2018-08-13,0 +35,-141.963480458834,62.5690372130753,2018-08-14,0 +35,-141.963480458834,62.5690372130753,2018-08-15,1 +35,-141.963480458834,62.5690372130753,2018-08-16,0 +35,-141.963480458834,62.5690372130753,2018-08-17,1 +35,-141.963480458834,62.5690372130753,2018-08-18,0 +36,-141.0874463234,62.645215186266,2018-08-11,0 +36,-141.0874463234,62.645215186266,2018-08-12,0 +36,-141.0874463234,62.645215186266,2018-08-13,1 +36,-141.0874463234,62.645215186266,2018-08-14,1 +36,-141.0874463234,62.645215186266,2018-08-15,1 +36,-141.0874463234,62.645215186266,2018-08-16,0 +36,-141.0874463234,62.645215186266,2018-08-17,0 +36,-141.0874463234,62.645215186266,2018-08-18,1 +37,-141.208028411315,62.5888175666256,2018-08-11,0 +37,-141.208028411315,62.5888175666256,2018-08-12,0 +37,-141.208028411315,62.5888175666256,2018-08-13,0 +37,-141.208028411315,62.5888175666256,2018-08-14,1 +37,-141.208028411315,62.5888175666256,2018-08-15,1 +37,-141.208028411315,62.5888175666256,2018-08-16,1 +37,-141.208028411315,62.5888175666256,2018-08-17,1 +37,-141.208028411315,62.5888175666256,2018-08-18,1 +38,-141.737595540359,62.6563009214294,2018-08-11,1 +38,-141.737595540359,62.6563009214294,2018-08-12,0 +38,-141.737595540359,62.6563009214294,2018-08-13,0 +38,-141.737595540359,62.6563009214294,2018-08-14,1 +38,-141.737595540359,62.6563009214294,2018-08-15,1 +38,-141.737595540359,62.6563009214294,2018-08-16,1 +38,-141.737595540359,62.6563009214294,2018-08-17,0 +38,-141.737595540359,62.6563009214294,2018-08-18,0 +39,-141.123502372678,62.5064011629765,2018-08-11,1 +39,-141.123502372678,62.5064011629765,2018-08-12,0 +39,-141.123502372678,62.5064011629765,2018-08-13,1 +39,-141.123502372678,62.5064011629765,2018-08-14,1 +39,-141.123502372678,62.5064011629765,2018-08-15,0 +39,-141.123502372678,62.5064011629765,2018-08-16,1 +39,-141.123502372678,62.5064011629765,2018-08-17,1 +39,-141.123502372678,62.5064011629765,2018-08-18,1 +40,-142.315849449157,62.6116899944829,2018-08-11,0 +40,-142.315849449157,62.6116899944829,2018-08-12,0 +40,-142.315849449157,62.6116899944829,2018-08-13,1 +40,-142.315849449157,62.6116899944829,2018-08-14,0 +40,-142.315849449157,62.6116899944829,2018-08-15,0 +40,-142.315849449157,62.6116899944829,2018-08-16,1 +40,-142.315849449157,62.6116899944829,2018-08-17,1 +40,-142.315849449157,62.6116899944829,2018-08-18,1 +41,-142.768116539124,62.6360297412076,2018-08-11,1 +41,-142.768116539124,62.6360297412076,2018-08-12,0 +41,-142.768116539124,62.6360297412076,2018-08-13,0 +41,-142.768116539124,62.6360297412076,2018-08-14,0 +41,-142.768116539124,62.6360297412076,2018-08-15,1 +41,-142.768116539124,62.6360297412076,2018-08-16,1 +41,-142.768116539124,62.6360297412076,2018-08-17,0 +41,-142.768116539124,62.6360297412076,2018-08-18,1 +42,-141.100133597803,62.502986687108,2018-08-11,0 +42,-141.100133597803,62.502986687108,2018-08-12,0 +42,-141.100133597803,62.502986687108,2018-08-13,1 +42,-141.100133597803,62.502986687108,2018-08-14,0 +42,-141.100133597803,62.502986687108,2018-08-15,1 +42,-141.100133597803,62.502986687108,2018-08-16,1 +42,-141.100133597803,62.502986687108,2018-08-17,0 +42,-141.100133597803,62.502986687108,2018-08-18,1 +43,-141.527244485404,62.5161911599494,2018-08-11,1 +43,-141.527244485404,62.5161911599494,2018-08-12,0 +43,-141.527244485404,62.5161911599494,2018-08-13,1 +43,-141.527244485404,62.5161911599494,2018-08-14,1 +43,-141.527244485404,62.5161911599494,2018-08-15,1 +43,-141.527244485404,62.5161911599494,2018-08-16,1 +43,-141.527244485404,62.5161911599494,2018-08-17,0 +43,-141.527244485404,62.5161911599494,2018-08-18,1 +44,-141.088165767875,62.5312032110757,2018-08-11,0 +44,-141.088165767875,62.5312032110757,2018-08-12,1 +44,-141.088165767875,62.5312032110757,2018-08-13,0 +44,-141.088165767875,62.5312032110757,2018-08-14,1 +44,-141.088165767875,62.5312032110757,2018-08-15,0 +44,-141.088165767875,62.5312032110757,2018-08-16,1 +44,-141.088165767875,62.5312032110757,2018-08-17,0 +44,-141.088165767875,62.5312032110757,2018-08-18,1 +45,-141.66395942304,62.7344598733748,2018-08-11,0 +45,-141.66395942304,62.7344598733748,2018-08-12,0 +45,-141.66395942304,62.7344598733748,2018-08-13,1 +45,-141.66395942304,62.7344598733748,2018-08-14,0 +45,-141.66395942304,62.7344598733748,2018-08-15,0 +45,-141.66395942304,62.7344598733748,2018-08-16,0 +45,-141.66395942304,62.7344598733748,2018-08-17,0 +45,-141.66395942304,62.7344598733748,2018-08-18,0 +46,-142.187489087071,62.6901813679047,2018-08-11,1 +46,-142.187489087071,62.6901813679047,2018-08-12,1 +46,-142.187489087071,62.6901813679047,2018-08-13,0 +46,-142.187489087071,62.6901813679047,2018-08-14,0 +46,-142.187489087071,62.6901813679047,2018-08-15,1 +46,-142.187489087071,62.6901813679047,2018-08-16,1 +46,-142.187489087071,62.6901813679047,2018-08-17,1 +46,-142.187489087071,62.6901813679047,2018-08-18,0 +47,-142.592327576055,62.6725603343533,2018-08-11,1 +47,-142.592327576055,62.6725603343533,2018-08-12,0 +47,-142.592327576055,62.6725603343533,2018-08-13,1 +47,-142.592327576055,62.6725603343533,2018-08-14,0 +47,-142.592327576055,62.6725603343533,2018-08-15,1 +47,-142.592327576055,62.6725603343533,2018-08-16,1 +47,-142.592327576055,62.6725603343533,2018-08-17,1 +47,-142.592327576055,62.6725603343533,2018-08-18,0 +48,-142.615448611683,62.5924978074566,2018-08-11,1 +48,-142.615448611683,62.5924978074566,2018-08-12,1 +48,-142.615448611683,62.5924978074566,2018-08-13,0 +48,-142.615448611683,62.5924978074566,2018-08-14,1 +48,-142.615448611683,62.5924978074566,2018-08-15,1 +48,-142.615448611683,62.5924978074566,2018-08-16,1 +48,-142.615448611683,62.5924978074566,2018-08-17,0 +48,-142.615448611683,62.5924978074566,2018-08-18,1 +49,-141.717810243517,62.6403608934863,2018-08-11,0 +49,-141.717810243517,62.6403608934863,2018-08-12,1 +49,-141.717810243517,62.6403608934863,2018-08-13,1 +49,-141.717810243517,62.6403608934863,2018-08-14,0 +49,-141.717810243517,62.6403608934863,2018-08-15,0 +49,-141.717810243517,62.6403608934863,2018-08-16,1 +49,-141.717810243517,62.6403608934863,2018-08-17,0 +49,-141.717810243517,62.6403608934863,2018-08-18,0 +50,-141.206065405007,62.5743180464989,2018-08-11,1 +50,-141.206065405007,62.5743180464989,2018-08-12,0 +50,-141.206065405007,62.5743180464989,2018-08-13,1 +50,-141.206065405007,62.5743180464989,2018-08-14,0 +50,-141.206065405007,62.5743180464989,2018-08-15,1 +50,-141.206065405007,62.5743180464989,2018-08-16,0 +50,-141.206065405007,62.5743180464989,2018-08-17,1 +50,-141.206065405007,62.5743180464989,2018-08-18,1 +51,-141.496251695945,62.6763228980246,2018-08-11,0 +51,-141.496251695945,62.6763228980246,2018-08-12,0 +51,-141.496251695945,62.6763228980246,2018-08-13,0 +51,-141.496251695945,62.6763228980246,2018-08-14,1 +51,-141.496251695945,62.6763228980246,2018-08-15,1 +51,-141.496251695945,62.6763228980246,2018-08-16,0 +51,-141.496251695945,62.6763228980246,2018-08-17,0 +51,-141.496251695945,62.6763228980246,2018-08-18,0 +52,-141.902322729221,62.8000555137963,2018-08-11,0 +52,-141.902322729221,62.8000555137963,2018-08-12,0 +52,-141.902322729221,62.8000555137963,2018-08-13,1 +52,-141.902322729221,62.8000555137963,2018-08-14,1 +52,-141.902322729221,62.8000555137963,2018-08-15,1 +52,-141.902322729221,62.8000555137963,2018-08-16,0 +52,-141.902322729221,62.8000555137963,2018-08-17,1 +52,-141.902322729221,62.8000555137963,2018-08-18,1 +53,-142.055964460804,62.6764897862722,2018-08-11,1 +53,-142.055964460804,62.6764897862722,2018-08-12,1 +53,-142.055964460804,62.6764897862722,2018-08-13,1 +53,-142.055964460804,62.6764897862722,2018-08-14,1 +53,-142.055964460804,62.6764897862722,2018-08-15,0 +53,-142.055964460804,62.6764897862722,2018-08-16,1 +53,-142.055964460804,62.6764897862722,2018-08-17,0 +53,-142.055964460804,62.6764897862722,2018-08-18,0 +54,-141.297577773155,62.5495596944585,2018-08-11,0 +54,-141.297577773155,62.5495596944585,2018-08-12,1 +54,-141.297577773155,62.5495596944585,2018-08-13,1 +54,-141.297577773155,62.5495596944585,2018-08-14,0 +54,-141.297577773155,62.5495596944585,2018-08-15,0 +54,-141.297577773155,62.5495596944585,2018-08-16,0 +54,-141.297577773155,62.5495596944585,2018-08-17,0 +54,-141.297577773155,62.5495596944585,2018-08-18,0 +55,-142.420224983136,62.682485681554,2018-08-11,0 +55,-142.420224983136,62.682485681554,2018-08-12,0 +55,-142.420224983136,62.682485681554,2018-08-13,1 +55,-142.420224983136,62.682485681554,2018-08-14,1 +55,-142.420224983136,62.682485681554,2018-08-15,1 +55,-142.420224983136,62.682485681554,2018-08-16,0 +55,-142.420224983136,62.682485681554,2018-08-17,0 +55,-142.420224983136,62.682485681554,2018-08-18,1 +56,-141.946717569858,62.9064279761084,2018-08-11,1 +56,-141.946717569858,62.9064279761084,2018-08-12,0 +56,-141.946717569858,62.9064279761084,2018-08-13,1 +56,-141.946717569858,62.9064279761084,2018-08-14,0 +56,-141.946717569858,62.9064279761084,2018-08-15,1 +56,-141.946717569858,62.9064279761084,2018-08-16,0 +56,-141.946717569858,62.9064279761084,2018-08-17,1 +56,-141.946717569858,62.9064279761084,2018-08-18,1 +57,-142.148929115923,62.5501014966866,2018-08-11,0 +57,-142.148929115923,62.5501014966866,2018-08-12,1 +57,-142.148929115923,62.5501014966866,2018-08-13,0 +57,-142.148929115923,62.5501014966866,2018-08-14,1 +57,-142.148929115923,62.5501014966866,2018-08-15,0 +57,-142.148929115923,62.5501014966866,2018-08-16,0 +57,-142.148929115923,62.5501014966866,2018-08-17,1 +57,-142.148929115923,62.5501014966866,2018-08-18,1 +58,-141.806795966882,62.6458246733082,2018-08-11,0 +58,-141.806795966882,62.6458246733082,2018-08-12,0 +58,-141.806795966882,62.6458246733082,2018-08-13,0 +58,-141.806795966882,62.6458246733082,2018-08-14,0 +58,-141.806795966882,62.6458246733082,2018-08-15,1 +58,-141.806795966882,62.6458246733082,2018-08-16,0 +58,-141.806795966882,62.6458246733082,2018-08-17,1 +58,-141.806795966882,62.6458246733082,2018-08-18,0 +59,-142.472375889919,62.5535181577469,2018-08-11,1 +59,-142.472375889919,62.5535181577469,2018-08-12,1 +59,-142.472375889919,62.5535181577469,2018-08-13,1 +59,-142.472375889919,62.5535181577469,2018-08-14,1 +59,-142.472375889919,62.5535181577469,2018-08-15,1 +59,-142.472375889919,62.5535181577469,2018-08-16,0 +59,-142.472375889919,62.5535181577469,2018-08-17,0 +59,-142.472375889919,62.5535181577469,2018-08-18,0 +60,-142.177663495519,62.5390569698956,2018-08-11,0 +60,-142.177663495519,62.5390569698956,2018-08-12,1 +60,-142.177663495519,62.5390569698956,2018-08-13,0 +60,-142.177663495519,62.5390569698956,2018-08-14,0 +60,-142.177663495519,62.5390569698956,2018-08-15,1 +60,-142.177663495519,62.5390569698956,2018-08-16,0 +60,-142.177663495519,62.5390569698956,2018-08-17,1 +60,-142.177663495519,62.5390569698956,2018-08-18,1 +61,-142.2138973456,62.7049589646405,2018-08-11,0 +61,-142.2138973456,62.7049589646405,2018-08-12,0 +61,-142.2138973456,62.7049589646405,2018-08-13,1 +61,-142.2138973456,62.7049589646405,2018-08-14,1 +61,-142.2138973456,62.7049589646405,2018-08-15,1 +61,-142.2138973456,62.7049589646405,2018-08-16,1 +61,-142.2138973456,62.7049589646405,2018-08-17,0 +61,-142.2138973456,62.7049589646405,2018-08-18,1 +62,-142.466523382032,62.6984498874116,2018-08-11,1 +62,-142.466523382032,62.6984498874116,2018-08-12,0 +62,-142.466523382032,62.6984498874116,2018-08-13,0 +62,-142.466523382032,62.6984498874116,2018-08-14,0 +62,-142.466523382032,62.6984498874116,2018-08-15,0 +62,-142.466523382032,62.6984498874116,2018-08-16,1 +62,-142.466523382032,62.6984498874116,2018-08-17,0 +62,-142.466523382032,62.6984498874116,2018-08-18,1 +63,-142.106145409859,62.6124258436142,2018-08-11,0 +63,-142.106145409859,62.6124258436142,2018-08-12,0 +63,-142.106145409859,62.6124258436142,2018-08-13,1 +63,-142.106145409859,62.6124258436142,2018-08-14,0 +63,-142.106145409859,62.6124258436142,2018-08-15,1 +63,-142.106145409859,62.6124258436142,2018-08-16,0 +63,-142.106145409859,62.6124258436142,2018-08-17,0 +63,-142.106145409859,62.6124258436142,2018-08-18,0 +64,-141.697658126564,62.6093515490351,2018-08-11,0 +64,-141.697658126564,62.6093515490351,2018-08-12,0 +64,-141.697658126564,62.6093515490351,2018-08-13,1 +64,-141.697658126564,62.6093515490351,2018-08-14,0 +64,-141.697658126564,62.6093515490351,2018-08-15,1 +64,-141.697658126564,62.6093515490351,2018-08-16,0 +64,-141.697658126564,62.6093515490351,2018-08-17,1 +64,-141.697658126564,62.6093515490351,2018-08-18,1 +65,-141.625614575031,62.5451958229569,2018-08-11,1 +65,-141.625614575031,62.5451958229569,2018-08-12,0 +65,-141.625614575031,62.5451958229569,2018-08-13,1 +65,-141.625614575031,62.5451958229569,2018-08-14,0 +65,-141.625614575031,62.5451958229569,2018-08-15,1 +65,-141.625614575031,62.5451958229569,2018-08-16,1 +65,-141.625614575031,62.5451958229569,2018-08-17,1 +65,-141.625614575031,62.5451958229569,2018-08-18,1 +66,-141.720139404435,62.5215420716002,2018-08-11,1 +66,-141.720139404435,62.5215420716002,2018-08-12,1 +66,-141.720139404435,62.5215420716002,2018-08-13,1 +66,-141.720139404435,62.5215420716002,2018-08-14,0 +66,-141.720139404435,62.5215420716002,2018-08-15,0 +66,-141.720139404435,62.5215420716002,2018-08-16,0 +66,-141.720139404435,62.5215420716002,2018-08-17,0 +66,-141.720139404435,62.5215420716002,2018-08-18,1 +67,-141.885962773407,62.7665893920497,2018-08-11,1 +67,-141.885962773407,62.7665893920497,2018-08-12,0 +67,-141.885962773407,62.7665893920497,2018-08-13,1 +67,-141.885962773407,62.7665893920497,2018-08-14,1 +67,-141.885962773407,62.7665893920497,2018-08-15,1 +67,-141.885962773407,62.7665893920497,2018-08-16,1 +67,-141.885962773407,62.7665893920497,2018-08-17,0 +67,-141.885962773407,62.7665893920497,2018-08-18,0 +68,-141.788339622196,62.5533433357814,2018-08-11,1 +68,-141.788339622196,62.5533433357814,2018-08-12,0 +68,-141.788339622196,62.5533433357814,2018-08-13,1 +68,-141.788339622196,62.5533433357814,2018-08-14,1 +68,-141.788339622196,62.5533433357814,2018-08-15,1 +68,-141.788339622196,62.5533433357814,2018-08-16,1 +68,-141.788339622196,62.5533433357814,2018-08-17,0 +68,-141.788339622196,62.5533433357814,2018-08-18,1 +69,-142.294752032951,62.6362131674458,2018-08-11,0 +69,-142.294752032951,62.6362131674458,2018-08-12,0 +69,-142.294752032951,62.6362131674458,2018-08-13,1 +69,-142.294752032951,62.6362131674458,2018-08-14,1 +69,-142.294752032951,62.6362131674458,2018-08-15,1 +69,-142.294752032951,62.6362131674458,2018-08-16,1 +69,-142.294752032951,62.6362131674458,2018-08-17,1 +69,-142.294752032951,62.6362131674458,2018-08-18,1 +70,-141.550385375286,62.6042248515746,2018-08-11,0 +70,-141.550385375286,62.6042248515746,2018-08-12,0 +70,-141.550385375286,62.6042248515746,2018-08-13,1 +70,-141.550385375286,62.6042248515746,2018-08-14,1 +70,-141.550385375286,62.6042248515746,2018-08-15,1 +70,-141.550385375286,62.6042248515746,2018-08-16,0 +70,-141.550385375286,62.6042248515746,2018-08-17,0 +70,-141.550385375286,62.6042248515746,2018-08-18,1 +71,-141.764658770344,62.6457141229928,2018-08-11,1 +71,-141.764658770344,62.6457141229928,2018-08-12,1 +71,-141.764658770344,62.6457141229928,2018-08-13,1 +71,-141.764658770344,62.6457141229928,2018-08-14,0 +71,-141.764658770344,62.6457141229928,2018-08-15,1 +71,-141.764658770344,62.6457141229928,2018-08-16,1 +71,-141.764658770344,62.6457141229928,2018-08-17,1 +71,-141.764658770344,62.6457141229928,2018-08-18,1 +72,-141.119714581954,62.5941251375594,2018-08-11,1 +72,-141.119714581954,62.5941251375594,2018-08-12,0 +72,-141.119714581954,62.5941251375594,2018-08-13,0 +72,-141.119714581954,62.5941251375594,2018-08-14,0 +72,-141.119714581954,62.5941251375594,2018-08-15,0 +72,-141.119714581954,62.5941251375594,2018-08-16,1 +72,-141.119714581954,62.5941251375594,2018-08-17,0 +72,-141.119714581954,62.5941251375594,2018-08-18,1 +73,-142.117265577384,62.5924934125369,2018-08-11,1 +73,-142.117265577384,62.5924934125369,2018-08-12,0 +73,-142.117265577384,62.5924934125369,2018-08-13,1 +73,-142.117265577384,62.5924934125369,2018-08-14,0 +73,-142.117265577384,62.5924934125369,2018-08-15,0 +73,-142.117265577384,62.5924934125369,2018-08-16,0 +73,-142.117265577384,62.5924934125369,2018-08-17,1 +73,-142.117265577384,62.5924934125369,2018-08-18,1 +74,-142.595817121712,62.6653258200359,2018-08-11,1 +74,-142.595817121712,62.6653258200359,2018-08-12,1 +74,-142.595817121712,62.6653258200359,2018-08-13,1 +74,-142.595817121712,62.6653258200359,2018-08-14,1 +74,-142.595817121712,62.6653258200359,2018-08-15,0 +74,-142.595817121712,62.6653258200359,2018-08-16,1 +74,-142.595817121712,62.6653258200359,2018-08-17,1 +74,-142.595817121712,62.6653258200359,2018-08-18,1 +75,-141.072618665267,62.5145189234891,2018-08-11,0 +75,-141.072618665267,62.5145189234891,2018-08-12,0 +75,-141.072618665267,62.5145189234891,2018-08-13,0 +75,-141.072618665267,62.5145189234891,2018-08-14,1 +75,-141.072618665267,62.5145189234891,2018-08-15,0 +75,-141.072618665267,62.5145189234891,2018-08-16,0 +75,-141.072618665267,62.5145189234891,2018-08-17,1 +75,-141.072618665267,62.5145189234891,2018-08-18,1 +76,-141.751453156619,62.5238647759529,2018-08-11,1 +76,-141.751453156619,62.5238647759529,2018-08-12,0 +76,-141.751453156619,62.5238647759529,2018-08-13,1 +76,-141.751453156619,62.5238647759529,2018-08-14,1 +76,-141.751453156619,62.5238647759529,2018-08-15,0 +76,-141.751453156619,62.5238647759529,2018-08-16,0 +76,-141.751453156619,62.5238647759529,2018-08-17,0 +76,-141.751453156619,62.5238647759529,2018-08-18,1 +77,-142.125274942773,62.760915056763,2018-08-11,0 +77,-142.125274942773,62.760915056763,2018-08-12,1 +77,-142.125274942773,62.760915056763,2018-08-13,1 +77,-142.125274942773,62.760915056763,2018-08-14,0 +77,-142.125274942773,62.760915056763,2018-08-15,1 +77,-142.125274942773,62.760915056763,2018-08-16,0 +77,-142.125274942773,62.760915056763,2018-08-17,1 +77,-142.125274942773,62.760915056763,2018-08-18,0 +78,-142.475640146911,62.6223075791762,2018-08-11,1 +78,-142.475640146911,62.6223075791762,2018-08-12,0 +78,-142.475640146911,62.6223075791762,2018-08-13,0 +78,-142.475640146911,62.6223075791762,2018-08-14,0 +78,-142.475640146911,62.6223075791762,2018-08-15,0 +78,-142.475640146911,62.6223075791762,2018-08-16,1 +78,-142.475640146911,62.6223075791762,2018-08-17,0 +78,-142.475640146911,62.6223075791762,2018-08-18,0 +79,-142.220585669098,62.7014493292014,2018-08-11,1 +79,-142.220585669098,62.7014493292014,2018-08-12,0 +79,-142.220585669098,62.7014493292014,2018-08-13,1 +79,-142.220585669098,62.7014493292014,2018-08-14,0 +79,-142.220585669098,62.7014493292014,2018-08-15,0 +79,-142.220585669098,62.7014493292014,2018-08-16,0 +79,-142.220585669098,62.7014493292014,2018-08-17,0 +79,-142.220585669098,62.7014493292014,2018-08-18,1 +80,-142.113295158349,62.7115714687038,2018-08-11,0 +80,-142.113295158349,62.7115714687038,2018-08-12,0 +80,-142.113295158349,62.7115714687038,2018-08-13,0 +80,-142.113295158349,62.7115714687038,2018-08-14,1 +80,-142.113295158349,62.7115714687038,2018-08-15,0 +80,-142.113295158349,62.7115714687038,2018-08-16,1 +80,-142.113295158349,62.7115714687038,2018-08-17,1 +80,-142.113295158349,62.7115714687038,2018-08-18,0 +81,-141.338530493825,62.649057255106,2018-08-11,0 +81,-141.338530493825,62.649057255106,2018-08-12,1 +81,-141.338530493825,62.649057255106,2018-08-13,1 +81,-141.338530493825,62.649057255106,2018-08-14,1 +81,-141.338530493825,62.649057255106,2018-08-15,0 +81,-141.338530493825,62.649057255106,2018-08-16,1 +81,-141.338530493825,62.649057255106,2018-08-17,1 +81,-141.338530493825,62.649057255106,2018-08-18,1 +82,-141.154421806433,62.4864764770736,2018-08-11,1 +82,-141.154421806433,62.4864764770736,2018-08-12,0 +82,-141.154421806433,62.4864764770736,2018-08-13,1 +82,-141.154421806433,62.4864764770736,2018-08-14,1 +82,-141.154421806433,62.4864764770736,2018-08-15,1 +82,-141.154421806433,62.4864764770736,2018-08-16,1 +82,-141.154421806433,62.4864764770736,2018-08-17,1 +82,-141.154421806433,62.4864764770736,2018-08-18,0 +83,-142.351015184873,62.71079284627,2018-08-11,1 +83,-142.351015184873,62.71079284627,2018-08-12,0 +83,-142.351015184873,62.71079284627,2018-08-13,1 +83,-142.351015184873,62.71079284627,2018-08-14,0 +83,-142.351015184873,62.71079284627,2018-08-15,0 +83,-142.351015184873,62.71079284627,2018-08-16,1 +83,-142.351015184873,62.71079284627,2018-08-17,0 +83,-142.351015184873,62.71079284627,2018-08-18,0 +84,-141.074977034666,62.5633211530752,2018-08-11,1 +84,-141.074977034666,62.5633211530752,2018-08-12,0 +84,-141.074977034666,62.5633211530752,2018-08-13,1 +84,-141.074977034666,62.5633211530752,2018-08-14,1 +84,-141.074977034666,62.5633211530752,2018-08-15,0 +84,-141.074977034666,62.5633211530752,2018-08-16,0 +84,-141.074977034666,62.5633211530752,2018-08-17,1 +84,-141.074977034666,62.5633211530752,2018-08-18,0 +85,-142.139102379885,62.6917646258966,2018-08-11,0 +85,-142.139102379885,62.6917646258966,2018-08-12,0 +85,-142.139102379885,62.6917646258966,2018-08-13,1 +85,-142.139102379885,62.6917646258966,2018-08-14,1 +85,-142.139102379885,62.6917646258966,2018-08-15,1 +85,-142.139102379885,62.6917646258966,2018-08-16,0 +85,-142.139102379885,62.6917646258966,2018-08-17,1 +85,-142.139102379885,62.6917646258966,2018-08-18,1 +86,-142.076668413662,62.5584004530654,2018-08-11,1 +86,-142.076668413662,62.5584004530654,2018-08-12,0 +86,-142.076668413662,62.5584004530654,2018-08-13,0 +86,-142.076668413662,62.5584004530654,2018-08-14,1 +86,-142.076668413662,62.5584004530654,2018-08-15,0 +86,-142.076668413662,62.5584004530654,2018-08-16,0 +86,-142.076668413662,62.5584004530654,2018-08-17,0 +86,-142.076668413662,62.5584004530654,2018-08-18,1 +87,-141.862937099229,62.781316147793,2018-08-11,0 +87,-141.862937099229,62.781316147793,2018-08-12,1 +87,-141.862937099229,62.781316147793,2018-08-13,0 +87,-141.862937099229,62.781316147793,2018-08-14,1 +87,-141.862937099229,62.781316147793,2018-08-15,0 +87,-141.862937099229,62.781316147793,2018-08-16,1 +87,-141.862937099229,62.781316147793,2018-08-17,0 +87,-141.862937099229,62.781316147793,2018-08-18,1 +88,-142.510447622522,62.6601118586942,2018-08-11,0 +88,-142.510447622522,62.6601118586942,2018-08-12,1 +88,-142.510447622522,62.6601118586942,2018-08-13,0 +88,-142.510447622522,62.6601118586942,2018-08-14,1 +88,-142.510447622522,62.6601118586942,2018-08-15,1 +88,-142.510447622522,62.6601118586942,2018-08-16,0 +88,-142.510447622522,62.6601118586942,2018-08-17,1 +88,-142.510447622522,62.6601118586942,2018-08-18,0 +89,-141.31789007922,62.7101750887021,2018-08-11,1 +89,-141.31789007922,62.7101750887021,2018-08-12,1 +89,-141.31789007922,62.7101750887021,2018-08-13,0 +89,-141.31789007922,62.7101750887021,2018-08-14,0 +89,-141.31789007922,62.7101750887021,2018-08-15,0 +89,-141.31789007922,62.7101750887021,2018-08-16,0 +89,-141.31789007922,62.7101750887021,2018-08-17,0 +89,-141.31789007922,62.7101750887021,2018-08-18,1 +90,-142.594800531997,62.6687508611919,2018-08-11,1 +90,-142.594800531997,62.6687508611919,2018-08-12,1 +90,-142.594800531997,62.6687508611919,2018-08-13,0 +90,-142.594800531997,62.6687508611919,2018-08-14,0 +90,-142.594800531997,62.6687508611919,2018-08-15,0 +90,-142.594800531997,62.6687508611919,2018-08-16,0 +90,-142.594800531997,62.6687508611919,2018-08-17,0 +90,-142.594800531997,62.6687508611919,2018-08-18,1 +91,-141.371500247158,62.4531458047322,2018-08-11,1 +91,-141.371500247158,62.4531458047322,2018-08-12,1 +91,-141.371500247158,62.4531458047322,2018-08-13,1 +91,-141.371500247158,62.4531458047322,2018-08-14,1 +91,-141.371500247158,62.4531458047322,2018-08-15,1 +91,-141.371500247158,62.4531458047322,2018-08-16,0 +91,-141.371500247158,62.4531458047322,2018-08-17,0 +91,-141.371500247158,62.4531458047322,2018-08-18,1 +92,-141.854012816451,62.8319932632048,2018-08-11,1 +92,-141.854012816451,62.8319932632048,2018-08-12,1 +92,-141.854012816451,62.8319932632048,2018-08-13,1 +92,-141.854012816451,62.8319932632048,2018-08-14,1 +92,-141.854012816451,62.8319932632048,2018-08-15,1 +92,-141.854012816451,62.8319932632048,2018-08-16,0 +92,-141.854012816451,62.8319932632048,2018-08-17,1 +92,-141.854012816451,62.8319932632048,2018-08-18,0 +93,-141.519801474346,62.6614859433013,2018-08-11,0 +93,-141.519801474346,62.6614859433013,2018-08-12,1 +93,-141.519801474346,62.6614859433013,2018-08-13,0 +93,-141.519801474346,62.6614859433013,2018-08-14,0 +93,-141.519801474346,62.6614859433013,2018-08-15,1 +93,-141.519801474346,62.6614859433013,2018-08-16,1 +93,-141.519801474346,62.6614859433013,2018-08-17,0 +93,-141.519801474346,62.6614859433013,2018-08-18,0 +94,-141.767098751159,62.6975966172027,2018-08-11,1 +94,-141.767098751159,62.6975966172027,2018-08-12,1 +94,-141.767098751159,62.6975966172027,2018-08-13,0 +94,-141.767098751159,62.6975966172027,2018-08-14,1 +94,-141.767098751159,62.6975966172027,2018-08-15,1 +94,-141.767098751159,62.6975966172027,2018-08-16,1 +94,-141.767098751159,62.6975966172027,2018-08-17,1 +94,-141.767098751159,62.6975966172027,2018-08-18,1 +95,-141.883640940879,62.8452511402212,2018-08-11,0 +95,-141.883640940879,62.8452511402212,2018-08-12,1 +95,-141.883640940879,62.8452511402212,2018-08-13,0 +95,-141.883640940879,62.8452511402212,2018-08-14,1 +95,-141.883640940879,62.8452511402212,2018-08-15,0 +95,-141.883640940879,62.8452511402212,2018-08-16,0 +95,-141.883640940879,62.8452511402212,2018-08-17,0 +95,-141.883640940879,62.8452511402212,2018-08-18,1 +96,-141.405587162704,62.6391772470427,2018-08-11,1 +96,-141.405587162704,62.6391772470427,2018-08-12,1 +96,-141.405587162704,62.6391772470427,2018-08-13,1 +96,-141.405587162704,62.6391772470427,2018-08-14,1 +96,-141.405587162704,62.6391772470427,2018-08-15,1 +96,-141.405587162704,62.6391772470427,2018-08-16,1 +96,-141.405587162704,62.6391772470427,2018-08-17,1 +96,-141.405587162704,62.6391772470427,2018-08-18,1 +97,-141.995517453665,63.0811783212059,2018-08-11,0 +97,-141.995517453665,63.0811783212059,2018-08-12,0 +97,-141.995517453665,63.0811783212059,2018-08-13,0 +97,-141.995517453665,63.0811783212059,2018-08-14,0 +97,-141.995517453665,63.0811783212059,2018-08-15,0 +97,-141.995517453665,63.0811783212059,2018-08-16,0 +97,-141.995517453665,63.0811783212059,2018-08-17,0 +97,-141.995517453665,63.0811783212059,2018-08-18,1 +98,-141.249856337802,62.6409946315521,2018-08-11,0 +98,-141.249856337802,62.6409946315521,2018-08-12,0 +98,-141.249856337802,62.6409946315521,2018-08-13,1 +98,-141.249856337802,62.6409946315521,2018-08-14,0 +98,-141.249856337802,62.6409946315521,2018-08-15,1 +98,-141.249856337802,62.6409946315521,2018-08-16,0 +98,-141.249856337802,62.6409946315521,2018-08-17,0 +98,-141.249856337802,62.6409946315521,2018-08-18,0 +99,-141.911143665852,63.0573297084583,2018-08-11,0 +99,-141.911143665852,63.0573297084583,2018-08-12,0 +99,-141.911143665852,63.0573297084583,2018-08-13,1 +99,-141.911143665852,63.0573297084583,2018-08-14,1 +99,-141.911143665852,63.0573297084583,2018-08-15,1 +99,-141.911143665852,63.0573297084583,2018-08-16,0 +99,-141.911143665852,63.0573297084583,2018-08-17,1 +99,-141.911143665852,63.0573297084583,2018-08-18,1 +100,-141.798176473408,62.7263501183691,2018-08-11,1 +100,-141.798176473408,62.7263501183691,2018-08-12,1 +100,-141.798176473408,62.7263501183691,2018-08-13,0 +100,-141.798176473408,62.7263501183691,2018-08-14,1 +100,-141.798176473408,62.7263501183691,2018-08-15,0 +100,-141.798176473408,62.7263501183691,2018-08-16,1 +100,-141.798176473408,62.7263501183691,2018-08-17,1 +100,-141.798176473408,62.7263501183691,2018-08-18,0 +1,-141.399920453889,62.7348102162175,2019-08-11,0 +1,-141.399920453889,62.7348102162175,2019-08-12,1 +1,-141.399920453889,62.7348102162175,2019-08-13,1 +1,-141.399920453889,62.7348102162175,2019-08-14,0 +1,-141.399920453889,62.7348102162175,2019-08-15,0 +1,-141.399920453889,62.7348102162175,2019-08-16,0 +1,-141.399920453889,62.7348102162175,2019-08-17,1 +1,-141.399920453889,62.7348102162175,2019-08-18,1 +2,-141.221817506823,62.6009160336409,2019-08-11,0 +2,-141.221817506823,62.6009160336409,2019-08-12,1 +2,-141.221817506823,62.6009160336409,2019-08-13,0 +2,-141.221817506823,62.6009160336409,2019-08-14,0 +2,-141.221817506823,62.6009160336409,2019-08-15,0 +2,-141.221817506823,62.6009160336409,2019-08-16,0 +2,-141.221817506823,62.6009160336409,2019-08-17,0 +2,-141.221817506823,62.6009160336409,2019-08-18,0 +3,-141.113785114151,62.4666441181927,2019-08-11,1 +3,-141.113785114151,62.4666441181927,2019-08-12,0 +3,-141.113785114151,62.4666441181927,2019-08-13,1 +3,-141.113785114151,62.4666441181927,2019-08-14,0 +3,-141.113785114151,62.4666441181927,2019-08-15,1 +3,-141.113785114151,62.4666441181927,2019-08-16,0 +3,-141.113785114151,62.4666441181927,2019-08-17,0 +3,-141.113785114151,62.4666441181927,2019-08-18,0 +4,-141.889216346922,62.6574343117825,2019-08-11,1 +4,-141.889216346922,62.6574343117825,2019-08-12,0 +4,-141.889216346922,62.6574343117825,2019-08-13,1 +4,-141.889216346922,62.6574343117825,2019-08-14,0 +4,-141.889216346922,62.6574343117825,2019-08-15,0 +4,-141.889216346922,62.6574343117825,2019-08-16,1 +4,-141.889216346922,62.6574343117825,2019-08-17,0 +4,-141.889216346922,62.6574343117825,2019-08-18,1 +5,-141.204138066915,62.5027228101578,2019-08-11,1 +5,-141.204138066915,62.5027228101578,2019-08-12,0 +5,-141.204138066915,62.5027228101578,2019-08-13,0 +5,-141.204138066915,62.5027228101578,2019-08-14,0 +5,-141.204138066915,62.5027228101578,2019-08-15,0 +5,-141.204138066915,62.5027228101578,2019-08-16,0 +5,-141.204138066915,62.5027228101578,2019-08-17,0 +5,-141.204138066915,62.5027228101578,2019-08-18,1 +6,-142.02982109393,63.0687987823678,2019-08-11,1 +6,-142.02982109393,63.0687987823678,2019-08-12,0 +6,-142.02982109393,63.0687987823678,2019-08-13,1 +6,-142.02982109393,63.0687987823678,2019-08-14,0 +6,-142.02982109393,63.0687987823678,2019-08-15,0 +6,-142.02982109393,63.0687987823678,2019-08-16,1 +6,-142.02982109393,63.0687987823678,2019-08-17,0 +6,-142.02982109393,63.0687987823678,2019-08-18,0 +7,-141.677849776686,62.5465489327041,2019-08-11,0 +7,-141.677849776686,62.5465489327041,2019-08-12,0 +7,-141.677849776686,62.5465489327041,2019-08-13,1 +7,-141.677849776686,62.5465489327041,2019-08-14,0 +7,-141.677849776686,62.5465489327041,2019-08-15,0 +7,-141.677849776686,62.5465489327041,2019-08-16,1 +7,-141.677849776686,62.5465489327041,2019-08-17,1 +7,-141.677849776686,62.5465489327041,2019-08-18,1 +8,-141.012611500754,62.4303580567409,2019-08-11,1 +8,-141.012611500754,62.4303580567409,2019-08-12,1 +8,-141.012611500754,62.4303580567409,2019-08-13,1 +8,-141.012611500754,62.4303580567409,2019-08-14,0 +8,-141.012611500754,62.4303580567409,2019-08-15,0 +8,-141.012611500754,62.4303580567409,2019-08-16,1 +8,-141.012611500754,62.4303580567409,2019-08-17,0 +8,-141.012611500754,62.4303580567409,2019-08-18,1 +9,-141.859203143143,62.729833210372,2019-08-11,1 +9,-141.859203143143,62.729833210372,2019-08-12,1 +9,-141.859203143143,62.729833210372,2019-08-13,1 +9,-141.859203143143,62.729833210372,2019-08-14,1 +9,-141.859203143143,62.729833210372,2019-08-15,1 +9,-141.859203143143,62.729833210372,2019-08-16,0 +9,-141.859203143143,62.729833210372,2019-08-17,0 +9,-141.859203143143,62.729833210372,2019-08-18,1 +10,-141.765037069906,62.7891476769378,2019-08-11,1 +10,-141.765037069906,62.7891476769378,2019-08-12,1 +10,-141.765037069906,62.7891476769378,2019-08-13,1 +10,-141.765037069906,62.7891476769378,2019-08-14,0 +10,-141.765037069906,62.7891476769378,2019-08-15,0 +10,-141.765037069906,62.7891476769378,2019-08-16,0 +10,-141.765037069906,62.7891476769378,2019-08-17,0 +10,-141.765037069906,62.7891476769378,2019-08-18,0 +11,-141.386452044836,62.6102395123404,2019-08-11,0 +11,-141.386452044836,62.6102395123404,2019-08-12,1 +11,-141.386452044836,62.6102395123404,2019-08-13,1 +11,-141.386452044836,62.6102395123404,2019-08-14,1 +11,-141.386452044836,62.6102395123404,2019-08-15,1 +11,-141.386452044836,62.6102395123404,2019-08-16,1 +11,-141.386452044836,62.6102395123404,2019-08-17,0 +11,-141.386452044836,62.6102395123404,2019-08-18,0 +12,-142.475352161065,62.6559807221564,2019-08-11,1 +12,-142.475352161065,62.6559807221564,2019-08-12,1 +12,-142.475352161065,62.6559807221564,2019-08-13,0 +12,-142.475352161065,62.6559807221564,2019-08-14,1 +12,-142.475352161065,62.6559807221564,2019-08-15,0 +12,-142.475352161065,62.6559807221564,2019-08-16,1 +12,-142.475352161065,62.6559807221564,2019-08-17,0 +12,-142.475352161065,62.6559807221564,2019-08-18,1 +13,-142.28397163249,62.5390289090175,2019-08-11,0 +13,-142.28397163249,62.5390289090175,2019-08-12,0 +13,-142.28397163249,62.5390289090175,2019-08-13,1 +13,-142.28397163249,62.5390289090175,2019-08-14,0 +13,-142.28397163249,62.5390289090175,2019-08-15,1 +13,-142.28397163249,62.5390289090175,2019-08-16,1 +13,-142.28397163249,62.5390289090175,2019-08-17,0 +13,-142.28397163249,62.5390289090175,2019-08-18,0 +14,-142.006074050141,62.6484159602702,2019-08-11,1 +14,-142.006074050141,62.6484159602702,2019-08-12,1 +14,-142.006074050141,62.6484159602702,2019-08-13,0 +14,-142.006074050141,62.6484159602702,2019-08-14,0 +14,-142.006074050141,62.6484159602702,2019-08-15,0 +14,-142.006074050141,62.6484159602702,2019-08-16,0 +14,-142.006074050141,62.6484159602702,2019-08-17,0 +14,-142.006074050141,62.6484159602702,2019-08-18,1 +15,-141.4657315386,62.517359442399,2019-08-11,1 +15,-141.4657315386,62.517359442399,2019-08-12,0 +15,-141.4657315386,62.517359442399,2019-08-13,0 +15,-141.4657315386,62.517359442399,2019-08-14,0 +15,-141.4657315386,62.517359442399,2019-08-15,1 +15,-141.4657315386,62.517359442399,2019-08-16,0 +15,-141.4657315386,62.517359442399,2019-08-17,0 +15,-141.4657315386,62.517359442399,2019-08-18,1 +16,-142.17813583166,62.6002771143192,2019-08-11,0 +16,-142.17813583166,62.6002771143192,2019-08-12,0 +16,-142.17813583166,62.6002771143192,2019-08-13,0 +16,-142.17813583166,62.6002771143192,2019-08-14,0 +16,-142.17813583166,62.6002771143192,2019-08-15,1 +16,-142.17813583166,62.6002771143192,2019-08-16,1 +16,-142.17813583166,62.6002771143192,2019-08-17,1 +16,-142.17813583166,62.6002771143192,2019-08-18,0 +17,-142.366330967278,62.7288324792723,2019-08-11,1 +17,-142.366330967278,62.7288324792723,2019-08-12,0 +17,-142.366330967278,62.7288324792723,2019-08-13,1 +17,-142.366330967278,62.7288324792723,2019-08-14,1 +17,-142.366330967278,62.7288324792723,2019-08-15,1 +17,-142.366330967278,62.7288324792723,2019-08-16,0 +17,-142.366330967278,62.7288324792723,2019-08-17,1 +17,-142.366330967278,62.7288324792723,2019-08-18,1 +18,-141.350398633919,62.6035552134158,2019-08-11,0 +18,-141.350398633919,62.6035552134158,2019-08-12,0 +18,-141.350398633919,62.6035552134158,2019-08-13,1 +18,-141.350398633919,62.6035552134158,2019-08-14,1 +18,-141.350398633919,62.6035552134158,2019-08-15,0 +18,-141.350398633919,62.6035552134158,2019-08-16,0 +18,-141.350398633919,62.6035552134158,2019-08-17,0 +18,-141.350398633919,62.6035552134158,2019-08-18,0 +19,-142.038880817946,62.9148657628746,2019-08-11,0 +19,-142.038880817946,62.9148657628746,2019-08-12,1 +19,-142.038880817946,62.9148657628746,2019-08-13,1 +19,-142.038880817946,62.9148657628746,2019-08-14,1 +19,-142.038880817946,62.9148657628746,2019-08-15,1 +19,-142.038880817946,62.9148657628746,2019-08-16,1 +19,-142.038880817946,62.9148657628746,2019-08-17,1 +19,-142.038880817946,62.9148657628746,2019-08-18,1 +20,-141.359003043292,62.530789847721,2019-08-11,0 +20,-141.359003043292,62.530789847721,2019-08-12,0 +20,-141.359003043292,62.530789847721,2019-08-13,0 +20,-141.359003043292,62.530789847721,2019-08-14,1 +20,-141.359003043292,62.530789847721,2019-08-15,1 +20,-141.359003043292,62.530789847721,2019-08-16,0 +20,-141.359003043292,62.530789847721,2019-08-17,1 +20,-141.359003043292,62.530789847721,2019-08-18,1 +21,-142.05521199085,62.5515956014875,2019-08-11,1 +21,-142.05521199085,62.5515956014875,2019-08-12,0 +21,-142.05521199085,62.5515956014875,2019-08-13,0 +21,-142.05521199085,62.5515956014875,2019-08-14,0 +21,-142.05521199085,62.5515956014875,2019-08-15,1 +21,-142.05521199085,62.5515956014875,2019-08-16,1 +21,-142.05521199085,62.5515956014875,2019-08-17,0 +21,-142.05521199085,62.5515956014875,2019-08-18,0 +22,-141.988483963351,62.6775987466489,2019-08-11,1 +22,-141.988483963351,62.6775987466489,2019-08-12,1 +22,-141.988483963351,62.6775987466489,2019-08-13,0 +22,-141.988483963351,62.6775987466489,2019-08-14,0 +22,-141.988483963351,62.6775987466489,2019-08-15,0 +22,-141.988483963351,62.6775987466489,2019-08-16,0 +22,-141.988483963351,62.6775987466489,2019-08-17,1 +22,-141.988483963351,62.6775987466489,2019-08-18,1 +23,-142.168068278897,62.5364951300857,2019-08-11,0 +23,-142.168068278897,62.5364951300857,2019-08-12,0 +23,-142.168068278897,62.5364951300857,2019-08-13,1 +23,-142.168068278897,62.5364951300857,2019-08-14,1 +23,-142.168068278897,62.5364951300857,2019-08-15,1 +23,-142.168068278897,62.5364951300857,2019-08-16,0 +23,-142.168068278897,62.5364951300857,2019-08-17,0 +23,-142.168068278897,62.5364951300857,2019-08-18,1 +24,-141.730005950994,62.5749403490743,2019-08-11,0 +24,-141.730005950994,62.5749403490743,2019-08-12,1 +24,-141.730005950994,62.5749403490743,2019-08-13,1 +24,-141.730005950994,62.5749403490743,2019-08-14,0 +24,-141.730005950994,62.5749403490743,2019-08-15,1 +24,-141.730005950994,62.5749403490743,2019-08-16,1 +24,-141.730005950994,62.5749403490743,2019-08-17,0 +24,-141.730005950994,62.5749403490743,2019-08-18,1 +25,-142.220756282054,63.1328483225139,2019-08-11,1 +25,-142.220756282054,63.1328483225139,2019-08-12,0 +25,-142.220756282054,63.1328483225139,2019-08-13,1 +25,-142.220756282054,63.1328483225139,2019-08-14,0 +25,-142.220756282054,63.1328483225139,2019-08-15,0 +25,-142.220756282054,63.1328483225139,2019-08-16,0 +25,-142.220756282054,63.1328483225139,2019-08-17,1 +25,-142.220756282054,63.1328483225139,2019-08-18,1 +26,-142.67331325761,62.6656059251301,2019-08-11,0 +26,-142.67331325761,62.6656059251301,2019-08-12,0 +26,-142.67331325761,62.6656059251301,2019-08-13,1 +26,-142.67331325761,62.6656059251301,2019-08-14,0 +26,-142.67331325761,62.6656059251301,2019-08-15,0 +26,-142.67331325761,62.6656059251301,2019-08-16,0 +26,-142.67331325761,62.6656059251301,2019-08-17,0 +26,-142.67331325761,62.6656059251301,2019-08-18,1 +27,-142.424181864046,62.7090941925326,2019-08-11,1 +27,-142.424181864046,62.7090941925326,2019-08-12,1 +27,-142.424181864046,62.7090941925326,2019-08-13,1 +27,-142.424181864046,62.7090941925326,2019-08-14,1 +27,-142.424181864046,62.7090941925326,2019-08-15,1 +27,-142.424181864046,62.7090941925326,2019-08-16,0 +27,-142.424181864046,62.7090941925326,2019-08-17,0 +27,-142.424181864046,62.7090941925326,2019-08-18,0 +28,-142.096929896479,62.5753821659398,2019-08-11,1 +28,-142.096929896479,62.5753821659398,2019-08-12,0 +28,-142.096929896479,62.5753821659398,2019-08-13,1 +28,-142.096929896479,62.5753821659398,2019-08-14,0 +28,-142.096929896479,62.5753821659398,2019-08-15,0 +28,-142.096929896479,62.5753821659398,2019-08-16,0 +28,-142.096929896479,62.5753821659398,2019-08-17,0 +28,-142.096929896479,62.5753821659398,2019-08-18,1 +29,-141.202949482455,62.6929371402638,2019-08-11,1 +29,-141.202949482455,62.6929371402638,2019-08-12,1 +29,-141.202949482455,62.6929371402638,2019-08-13,1 +29,-141.202949482455,62.6929371402638,2019-08-14,0 +29,-141.202949482455,62.6929371402638,2019-08-15,1 +29,-141.202949482455,62.6929371402638,2019-08-16,1 +29,-141.202949482455,62.6929371402638,2019-08-17,0 +29,-141.202949482455,62.6929371402638,2019-08-18,1 +30,-141.647289776419,62.5875523844435,2019-08-11,1 +30,-141.647289776419,62.5875523844435,2019-08-12,1 +30,-141.647289776419,62.5875523844435,2019-08-13,1 +30,-141.647289776419,62.5875523844435,2019-08-14,0 +30,-141.647289776419,62.5875523844435,2019-08-15,1 +30,-141.647289776419,62.5875523844435,2019-08-16,1 +30,-141.647289776419,62.5875523844435,2019-08-17,0 +30,-141.647289776419,62.5875523844435,2019-08-18,0 +31,-142.279849215258,62.6661314273326,2019-08-11,1 +31,-142.279849215258,62.6661314273326,2019-08-12,0 +31,-142.279849215258,62.6661314273326,2019-08-13,0 +31,-142.279849215258,62.6661314273326,2019-08-14,1 +31,-142.279849215258,62.6661314273326,2019-08-15,1 +31,-142.279849215258,62.6661314273326,2019-08-16,1 +31,-142.279849215258,62.6661314273326,2019-08-17,1 +31,-142.279849215258,62.6661314273326,2019-08-18,1 +32,-142.004538480122,62.7165157153329,2019-08-11,1 +32,-142.004538480122,62.7165157153329,2019-08-12,1 +32,-142.004538480122,62.7165157153329,2019-08-13,1 +32,-142.004538480122,62.7165157153329,2019-08-14,1 +32,-142.004538480122,62.7165157153329,2019-08-15,0 +32,-142.004538480122,62.7165157153329,2019-08-16,0 +32,-142.004538480122,62.7165157153329,2019-08-17,0 +32,-142.004538480122,62.7165157153329,2019-08-18,1 +33,-141.754042115921,62.8469434483433,2019-08-11,0 +33,-141.754042115921,62.8469434483433,2019-08-12,0 +33,-141.754042115921,62.8469434483433,2019-08-13,0 +33,-141.754042115921,62.8469434483433,2019-08-14,0 +33,-141.754042115921,62.8469434483433,2019-08-15,1 +33,-141.754042115921,62.8469434483433,2019-08-16,1 +33,-141.754042115921,62.8469434483433,2019-08-17,0 +33,-141.754042115921,62.8469434483433,2019-08-18,0 +34,-142.256436886857,63.1466600277839,2019-08-11,1 +34,-142.256436886857,63.1466600277839,2019-08-12,0 +34,-142.256436886857,63.1466600277839,2019-08-13,1 +34,-142.256436886857,63.1466600277839,2019-08-14,0 +34,-142.256436886857,63.1466600277839,2019-08-15,1 +34,-142.256436886857,63.1466600277839,2019-08-16,0 +34,-142.256436886857,63.1466600277839,2019-08-17,1 +34,-142.256436886857,63.1466600277839,2019-08-18,1 +35,-141.963480458834,62.5690372130753,2019-08-11,0 +35,-141.963480458834,62.5690372130753,2019-08-12,0 +35,-141.963480458834,62.5690372130753,2019-08-13,0 +35,-141.963480458834,62.5690372130753,2019-08-14,1 +35,-141.963480458834,62.5690372130753,2019-08-15,0 +35,-141.963480458834,62.5690372130753,2019-08-16,0 +35,-141.963480458834,62.5690372130753,2019-08-17,0 +35,-141.963480458834,62.5690372130753,2019-08-18,0 +36,-141.0874463234,62.645215186266,2019-08-11,1 +36,-141.0874463234,62.645215186266,2019-08-12,0 +36,-141.0874463234,62.645215186266,2019-08-13,1 +36,-141.0874463234,62.645215186266,2019-08-14,0 +36,-141.0874463234,62.645215186266,2019-08-15,0 +36,-141.0874463234,62.645215186266,2019-08-16,0 +36,-141.0874463234,62.645215186266,2019-08-17,1 +36,-141.0874463234,62.645215186266,2019-08-18,1 +37,-141.208028411315,62.5888175666256,2019-08-11,1 +37,-141.208028411315,62.5888175666256,2019-08-12,1 +37,-141.208028411315,62.5888175666256,2019-08-13,1 +37,-141.208028411315,62.5888175666256,2019-08-14,0 +37,-141.208028411315,62.5888175666256,2019-08-15,0 +37,-141.208028411315,62.5888175666256,2019-08-16,0 +37,-141.208028411315,62.5888175666256,2019-08-17,1 +37,-141.208028411315,62.5888175666256,2019-08-18,0 +38,-141.737595540359,62.6563009214294,2019-08-11,1 +38,-141.737595540359,62.6563009214294,2019-08-12,0 +38,-141.737595540359,62.6563009214294,2019-08-13,1 +38,-141.737595540359,62.6563009214294,2019-08-14,1 +38,-141.737595540359,62.6563009214294,2019-08-15,1 +38,-141.737595540359,62.6563009214294,2019-08-16,1 +38,-141.737595540359,62.6563009214294,2019-08-17,0 +38,-141.737595540359,62.6563009214294,2019-08-18,1 +39,-141.123502372678,62.5064011629765,2019-08-11,0 +39,-141.123502372678,62.5064011629765,2019-08-12,1 +39,-141.123502372678,62.5064011629765,2019-08-13,1 +39,-141.123502372678,62.5064011629765,2019-08-14,1 +39,-141.123502372678,62.5064011629765,2019-08-15,0 +39,-141.123502372678,62.5064011629765,2019-08-16,1 +39,-141.123502372678,62.5064011629765,2019-08-17,1 +39,-141.123502372678,62.5064011629765,2019-08-18,1 +40,-142.315849449157,62.6116899944829,2019-08-11,1 +40,-142.315849449157,62.6116899944829,2019-08-12,1 +40,-142.315849449157,62.6116899944829,2019-08-13,0 +40,-142.315849449157,62.6116899944829,2019-08-14,0 +40,-142.315849449157,62.6116899944829,2019-08-15,0 +40,-142.315849449157,62.6116899944829,2019-08-16,1 +40,-142.315849449157,62.6116899944829,2019-08-17,0 +40,-142.315849449157,62.6116899944829,2019-08-18,0 +41,-142.768116539124,62.6360297412076,2019-08-11,1 +41,-142.768116539124,62.6360297412076,2019-08-12,0 +41,-142.768116539124,62.6360297412076,2019-08-13,0 +41,-142.768116539124,62.6360297412076,2019-08-14,0 +41,-142.768116539124,62.6360297412076,2019-08-15,1 +41,-142.768116539124,62.6360297412076,2019-08-16,1 +41,-142.768116539124,62.6360297412076,2019-08-17,1 +41,-142.768116539124,62.6360297412076,2019-08-18,1 +42,-141.100133597803,62.502986687108,2019-08-11,0 +42,-141.100133597803,62.502986687108,2019-08-12,1 +42,-141.100133597803,62.502986687108,2019-08-13,0 +42,-141.100133597803,62.502986687108,2019-08-14,1 +42,-141.100133597803,62.502986687108,2019-08-15,0 +42,-141.100133597803,62.502986687108,2019-08-16,0 +42,-141.100133597803,62.502986687108,2019-08-17,0 +42,-141.100133597803,62.502986687108,2019-08-18,1 +43,-141.527244485404,62.5161911599494,2019-08-11,0 +43,-141.527244485404,62.5161911599494,2019-08-12,0 +43,-141.527244485404,62.5161911599494,2019-08-13,1 +43,-141.527244485404,62.5161911599494,2019-08-14,0 +43,-141.527244485404,62.5161911599494,2019-08-15,0 +43,-141.527244485404,62.5161911599494,2019-08-16,1 +43,-141.527244485404,62.5161911599494,2019-08-17,1 +43,-141.527244485404,62.5161911599494,2019-08-18,0 +44,-141.088165767875,62.5312032110757,2019-08-11,1 +44,-141.088165767875,62.5312032110757,2019-08-12,0 +44,-141.088165767875,62.5312032110757,2019-08-13,1 +44,-141.088165767875,62.5312032110757,2019-08-14,0 +44,-141.088165767875,62.5312032110757,2019-08-15,0 +44,-141.088165767875,62.5312032110757,2019-08-16,1 +44,-141.088165767875,62.5312032110757,2019-08-17,0 +44,-141.088165767875,62.5312032110757,2019-08-18,0 +45,-141.66395942304,62.7344598733748,2019-08-11,1 +45,-141.66395942304,62.7344598733748,2019-08-12,0 +45,-141.66395942304,62.7344598733748,2019-08-13,1 +45,-141.66395942304,62.7344598733748,2019-08-14,0 +45,-141.66395942304,62.7344598733748,2019-08-15,1 +45,-141.66395942304,62.7344598733748,2019-08-16,0 +45,-141.66395942304,62.7344598733748,2019-08-17,0 +45,-141.66395942304,62.7344598733748,2019-08-18,0 +46,-142.187489087071,62.6901813679047,2019-08-11,1 +46,-142.187489087071,62.6901813679047,2019-08-12,1 +46,-142.187489087071,62.6901813679047,2019-08-13,1 +46,-142.187489087071,62.6901813679047,2019-08-14,1 +46,-142.187489087071,62.6901813679047,2019-08-15,0 +46,-142.187489087071,62.6901813679047,2019-08-16,0 +46,-142.187489087071,62.6901813679047,2019-08-17,1 +46,-142.187489087071,62.6901813679047,2019-08-18,1 +47,-142.592327576055,62.6725603343533,2019-08-11,1 +47,-142.592327576055,62.6725603343533,2019-08-12,1 +47,-142.592327576055,62.6725603343533,2019-08-13,0 +47,-142.592327576055,62.6725603343533,2019-08-14,0 +47,-142.592327576055,62.6725603343533,2019-08-15,1 +47,-142.592327576055,62.6725603343533,2019-08-16,1 +47,-142.592327576055,62.6725603343533,2019-08-17,0 +47,-142.592327576055,62.6725603343533,2019-08-18,0 +48,-142.615448611683,62.5924978074566,2019-08-11,0 +48,-142.615448611683,62.5924978074566,2019-08-12,1 +48,-142.615448611683,62.5924978074566,2019-08-13,0 +48,-142.615448611683,62.5924978074566,2019-08-14,0 +48,-142.615448611683,62.5924978074566,2019-08-15,0 +48,-142.615448611683,62.5924978074566,2019-08-16,1 +48,-142.615448611683,62.5924978074566,2019-08-17,1 +48,-142.615448611683,62.5924978074566,2019-08-18,0 +49,-141.717810243517,62.6403608934863,2019-08-11,1 +49,-141.717810243517,62.6403608934863,2019-08-12,0 +49,-141.717810243517,62.6403608934863,2019-08-13,1 +49,-141.717810243517,62.6403608934863,2019-08-14,1 +49,-141.717810243517,62.6403608934863,2019-08-15,0 +49,-141.717810243517,62.6403608934863,2019-08-16,1 +49,-141.717810243517,62.6403608934863,2019-08-17,0 +49,-141.717810243517,62.6403608934863,2019-08-18,0 +50,-141.206065405007,62.5743180464989,2019-08-11,1 +50,-141.206065405007,62.5743180464989,2019-08-12,1 +50,-141.206065405007,62.5743180464989,2019-08-13,1 +50,-141.206065405007,62.5743180464989,2019-08-14,1 +50,-141.206065405007,62.5743180464989,2019-08-15,1 +50,-141.206065405007,62.5743180464989,2019-08-16,1 +50,-141.206065405007,62.5743180464989,2019-08-17,0 +50,-141.206065405007,62.5743180464989,2019-08-18,1 +51,-141.496251695945,62.6763228980246,2019-08-11,1 +51,-141.496251695945,62.6763228980246,2019-08-12,1 +51,-141.496251695945,62.6763228980246,2019-08-13,0 +51,-141.496251695945,62.6763228980246,2019-08-14,0 +51,-141.496251695945,62.6763228980246,2019-08-15,1 +51,-141.496251695945,62.6763228980246,2019-08-16,1 +51,-141.496251695945,62.6763228980246,2019-08-17,1 +51,-141.496251695945,62.6763228980246,2019-08-18,1 +52,-141.902322729221,62.8000555137963,2019-08-11,0 +52,-141.902322729221,62.8000555137963,2019-08-12,1 +52,-141.902322729221,62.8000555137963,2019-08-13,0 +52,-141.902322729221,62.8000555137963,2019-08-14,1 +52,-141.902322729221,62.8000555137963,2019-08-15,0 +52,-141.902322729221,62.8000555137963,2019-08-16,0 +52,-141.902322729221,62.8000555137963,2019-08-17,0 +52,-141.902322729221,62.8000555137963,2019-08-18,1 +53,-142.055964460804,62.6764897862722,2019-08-11,1 +53,-142.055964460804,62.6764897862722,2019-08-12,1 +53,-142.055964460804,62.6764897862722,2019-08-13,1 +53,-142.055964460804,62.6764897862722,2019-08-14,1 +53,-142.055964460804,62.6764897862722,2019-08-15,0 +53,-142.055964460804,62.6764897862722,2019-08-16,0 +53,-142.055964460804,62.6764897862722,2019-08-17,0 +53,-142.055964460804,62.6764897862722,2019-08-18,1 +54,-141.297577773155,62.5495596944585,2019-08-11,1 +54,-141.297577773155,62.5495596944585,2019-08-12,0 +54,-141.297577773155,62.5495596944585,2019-08-13,0 +54,-141.297577773155,62.5495596944585,2019-08-14,1 +54,-141.297577773155,62.5495596944585,2019-08-15,0 +54,-141.297577773155,62.5495596944585,2019-08-16,1 +54,-141.297577773155,62.5495596944585,2019-08-17,1 +54,-141.297577773155,62.5495596944585,2019-08-18,0 +55,-142.420224983136,62.682485681554,2019-08-11,1 +55,-142.420224983136,62.682485681554,2019-08-12,0 +55,-142.420224983136,62.682485681554,2019-08-13,0 +55,-142.420224983136,62.682485681554,2019-08-14,0 +55,-142.420224983136,62.682485681554,2019-08-15,0 +55,-142.420224983136,62.682485681554,2019-08-16,0 +55,-142.420224983136,62.682485681554,2019-08-17,0 +55,-142.420224983136,62.682485681554,2019-08-18,1 +56,-141.946717569858,62.9064279761084,2019-08-11,1 +56,-141.946717569858,62.9064279761084,2019-08-12,0 +56,-141.946717569858,62.9064279761084,2019-08-13,1 +56,-141.946717569858,62.9064279761084,2019-08-14,0 +56,-141.946717569858,62.9064279761084,2019-08-15,0 +56,-141.946717569858,62.9064279761084,2019-08-16,0 +56,-141.946717569858,62.9064279761084,2019-08-17,1 +56,-141.946717569858,62.9064279761084,2019-08-18,0 +57,-142.148929115923,62.5501014966866,2019-08-11,0 +57,-142.148929115923,62.5501014966866,2019-08-12,0 +57,-142.148929115923,62.5501014966866,2019-08-13,0 +57,-142.148929115923,62.5501014966866,2019-08-14,0 +57,-142.148929115923,62.5501014966866,2019-08-15,1 +57,-142.148929115923,62.5501014966866,2019-08-16,1 +57,-142.148929115923,62.5501014966866,2019-08-17,0 +57,-142.148929115923,62.5501014966866,2019-08-18,1 +58,-141.806795966882,62.6458246733082,2019-08-11,0 +58,-141.806795966882,62.6458246733082,2019-08-12,0 +58,-141.806795966882,62.6458246733082,2019-08-13,1 +58,-141.806795966882,62.6458246733082,2019-08-14,0 +58,-141.806795966882,62.6458246733082,2019-08-15,0 +58,-141.806795966882,62.6458246733082,2019-08-16,0 +58,-141.806795966882,62.6458246733082,2019-08-17,1 +58,-141.806795966882,62.6458246733082,2019-08-18,1 +59,-142.472375889919,62.5535181577469,2019-08-11,1 +59,-142.472375889919,62.5535181577469,2019-08-12,0 +59,-142.472375889919,62.5535181577469,2019-08-13,1 +59,-142.472375889919,62.5535181577469,2019-08-14,0 +59,-142.472375889919,62.5535181577469,2019-08-15,1 +59,-142.472375889919,62.5535181577469,2019-08-16,1 +59,-142.472375889919,62.5535181577469,2019-08-17,0 +59,-142.472375889919,62.5535181577469,2019-08-18,1 +60,-142.177663495519,62.5390569698956,2019-08-11,1 +60,-142.177663495519,62.5390569698956,2019-08-12,1 +60,-142.177663495519,62.5390569698956,2019-08-13,1 +60,-142.177663495519,62.5390569698956,2019-08-14,1 +60,-142.177663495519,62.5390569698956,2019-08-15,0 +60,-142.177663495519,62.5390569698956,2019-08-16,1 +60,-142.177663495519,62.5390569698956,2019-08-17,0 +60,-142.177663495519,62.5390569698956,2019-08-18,1 +61,-142.2138973456,62.7049589646405,2019-08-11,1 +61,-142.2138973456,62.7049589646405,2019-08-12,0 +61,-142.2138973456,62.7049589646405,2019-08-13,1 +61,-142.2138973456,62.7049589646405,2019-08-14,0 +61,-142.2138973456,62.7049589646405,2019-08-15,1 +61,-142.2138973456,62.7049589646405,2019-08-16,0 +61,-142.2138973456,62.7049589646405,2019-08-17,1 +61,-142.2138973456,62.7049589646405,2019-08-18,1 +62,-142.466523382032,62.6984498874116,2019-08-11,1 +62,-142.466523382032,62.6984498874116,2019-08-12,1 +62,-142.466523382032,62.6984498874116,2019-08-13,0 +62,-142.466523382032,62.6984498874116,2019-08-14,1 +62,-142.466523382032,62.6984498874116,2019-08-15,1 +62,-142.466523382032,62.6984498874116,2019-08-16,0 +62,-142.466523382032,62.6984498874116,2019-08-17,0 +62,-142.466523382032,62.6984498874116,2019-08-18,1 +63,-142.106145409859,62.6124258436142,2019-08-11,0 +63,-142.106145409859,62.6124258436142,2019-08-12,0 +63,-142.106145409859,62.6124258436142,2019-08-13,0 +63,-142.106145409859,62.6124258436142,2019-08-14,1 +63,-142.106145409859,62.6124258436142,2019-08-15,0 +63,-142.106145409859,62.6124258436142,2019-08-16,0 +63,-142.106145409859,62.6124258436142,2019-08-17,1 +63,-142.106145409859,62.6124258436142,2019-08-18,1 +64,-141.697658126564,62.6093515490351,2019-08-11,1 +64,-141.697658126564,62.6093515490351,2019-08-12,1 +64,-141.697658126564,62.6093515490351,2019-08-13,0 +64,-141.697658126564,62.6093515490351,2019-08-14,0 +64,-141.697658126564,62.6093515490351,2019-08-15,0 +64,-141.697658126564,62.6093515490351,2019-08-16,1 +64,-141.697658126564,62.6093515490351,2019-08-17,1 +64,-141.697658126564,62.6093515490351,2019-08-18,1 +65,-141.625614575031,62.5451958229569,2019-08-11,1 +65,-141.625614575031,62.5451958229569,2019-08-12,1 +65,-141.625614575031,62.5451958229569,2019-08-13,0 +65,-141.625614575031,62.5451958229569,2019-08-14,0 +65,-141.625614575031,62.5451958229569,2019-08-15,0 +65,-141.625614575031,62.5451958229569,2019-08-16,1 +65,-141.625614575031,62.5451958229569,2019-08-17,1 +65,-141.625614575031,62.5451958229569,2019-08-18,1 +66,-141.720139404435,62.5215420716002,2019-08-11,1 +66,-141.720139404435,62.5215420716002,2019-08-12,0 +66,-141.720139404435,62.5215420716002,2019-08-13,1 +66,-141.720139404435,62.5215420716002,2019-08-14,1 +66,-141.720139404435,62.5215420716002,2019-08-15,1 +66,-141.720139404435,62.5215420716002,2019-08-16,0 +66,-141.720139404435,62.5215420716002,2019-08-17,0 +66,-141.720139404435,62.5215420716002,2019-08-18,1 +67,-141.885962773407,62.7665893920497,2019-08-11,0 +67,-141.885962773407,62.7665893920497,2019-08-12,1 +67,-141.885962773407,62.7665893920497,2019-08-13,1 +67,-141.885962773407,62.7665893920497,2019-08-14,0 +67,-141.885962773407,62.7665893920497,2019-08-15,0 +67,-141.885962773407,62.7665893920497,2019-08-16,1 +67,-141.885962773407,62.7665893920497,2019-08-17,0 +67,-141.885962773407,62.7665893920497,2019-08-18,1 +68,-141.788339622196,62.5533433357814,2019-08-11,0 +68,-141.788339622196,62.5533433357814,2019-08-12,1 +68,-141.788339622196,62.5533433357814,2019-08-13,1 +68,-141.788339622196,62.5533433357814,2019-08-14,1 +68,-141.788339622196,62.5533433357814,2019-08-15,0 +68,-141.788339622196,62.5533433357814,2019-08-16,0 +68,-141.788339622196,62.5533433357814,2019-08-17,1 +68,-141.788339622196,62.5533433357814,2019-08-18,0 +69,-142.294752032951,62.6362131674458,2019-08-11,0 +69,-142.294752032951,62.6362131674458,2019-08-12,1 +69,-142.294752032951,62.6362131674458,2019-08-13,1 +69,-142.294752032951,62.6362131674458,2019-08-14,0 +69,-142.294752032951,62.6362131674458,2019-08-15,1 +69,-142.294752032951,62.6362131674458,2019-08-16,0 +69,-142.294752032951,62.6362131674458,2019-08-17,1 +69,-142.294752032951,62.6362131674458,2019-08-18,0 +70,-141.550385375286,62.6042248515746,2019-08-11,0 +70,-141.550385375286,62.6042248515746,2019-08-12,0 +70,-141.550385375286,62.6042248515746,2019-08-13,0 +70,-141.550385375286,62.6042248515746,2019-08-14,0 +70,-141.550385375286,62.6042248515746,2019-08-15,0 +70,-141.550385375286,62.6042248515746,2019-08-16,1 +70,-141.550385375286,62.6042248515746,2019-08-17,1 +70,-141.550385375286,62.6042248515746,2019-08-18,0 +71,-141.764658770344,62.6457141229928,2019-08-11,0 +71,-141.764658770344,62.6457141229928,2019-08-12,0 +71,-141.764658770344,62.6457141229928,2019-08-13,0 +71,-141.764658770344,62.6457141229928,2019-08-14,0 +71,-141.764658770344,62.6457141229928,2019-08-15,0 +71,-141.764658770344,62.6457141229928,2019-08-16,0 +71,-141.764658770344,62.6457141229928,2019-08-17,1 +71,-141.764658770344,62.6457141229928,2019-08-18,1 +72,-141.119714581954,62.5941251375594,2019-08-11,1 +72,-141.119714581954,62.5941251375594,2019-08-12,0 +72,-141.119714581954,62.5941251375594,2019-08-13,0 +72,-141.119714581954,62.5941251375594,2019-08-14,1 +72,-141.119714581954,62.5941251375594,2019-08-15,0 +72,-141.119714581954,62.5941251375594,2019-08-16,1 +72,-141.119714581954,62.5941251375594,2019-08-17,0 +72,-141.119714581954,62.5941251375594,2019-08-18,0 +73,-142.117265577384,62.5924934125369,2019-08-11,1 +73,-142.117265577384,62.5924934125369,2019-08-12,1 +73,-142.117265577384,62.5924934125369,2019-08-13,1 +73,-142.117265577384,62.5924934125369,2019-08-14,0 +73,-142.117265577384,62.5924934125369,2019-08-15,0 +73,-142.117265577384,62.5924934125369,2019-08-16,0 +73,-142.117265577384,62.5924934125369,2019-08-17,1 +73,-142.117265577384,62.5924934125369,2019-08-18,1 +74,-142.595817121712,62.6653258200359,2019-08-11,1 +74,-142.595817121712,62.6653258200359,2019-08-12,0 +74,-142.595817121712,62.6653258200359,2019-08-13,1 +74,-142.595817121712,62.6653258200359,2019-08-14,1 +74,-142.595817121712,62.6653258200359,2019-08-15,1 +74,-142.595817121712,62.6653258200359,2019-08-16,0 +74,-142.595817121712,62.6653258200359,2019-08-17,0 +74,-142.595817121712,62.6653258200359,2019-08-18,0 +75,-141.072618665267,62.5145189234891,2019-08-11,1 +75,-141.072618665267,62.5145189234891,2019-08-12,0 +75,-141.072618665267,62.5145189234891,2019-08-13,1 +75,-141.072618665267,62.5145189234891,2019-08-14,1 +75,-141.072618665267,62.5145189234891,2019-08-15,0 +75,-141.072618665267,62.5145189234891,2019-08-16,0 +75,-141.072618665267,62.5145189234891,2019-08-17,1 +75,-141.072618665267,62.5145189234891,2019-08-18,0 +76,-141.751453156619,62.5238647759529,2019-08-11,1 +76,-141.751453156619,62.5238647759529,2019-08-12,0 +76,-141.751453156619,62.5238647759529,2019-08-13,0 +76,-141.751453156619,62.5238647759529,2019-08-14,0 +76,-141.751453156619,62.5238647759529,2019-08-15,0 +76,-141.751453156619,62.5238647759529,2019-08-16,0 +76,-141.751453156619,62.5238647759529,2019-08-17,0 +76,-141.751453156619,62.5238647759529,2019-08-18,0 +77,-142.125274942773,62.760915056763,2019-08-11,1 +77,-142.125274942773,62.760915056763,2019-08-12,0 +77,-142.125274942773,62.760915056763,2019-08-13,1 +77,-142.125274942773,62.760915056763,2019-08-14,0 +77,-142.125274942773,62.760915056763,2019-08-15,1 +77,-142.125274942773,62.760915056763,2019-08-16,0 +77,-142.125274942773,62.760915056763,2019-08-17,0 +77,-142.125274942773,62.760915056763,2019-08-18,1 +78,-142.475640146911,62.6223075791762,2019-08-11,0 +78,-142.475640146911,62.6223075791762,2019-08-12,1 +78,-142.475640146911,62.6223075791762,2019-08-13,0 +78,-142.475640146911,62.6223075791762,2019-08-14,1 +78,-142.475640146911,62.6223075791762,2019-08-15,0 +78,-142.475640146911,62.6223075791762,2019-08-16,0 +78,-142.475640146911,62.6223075791762,2019-08-17,1 +78,-142.475640146911,62.6223075791762,2019-08-18,1 +79,-142.220585669098,62.7014493292014,2019-08-11,0 +79,-142.220585669098,62.7014493292014,2019-08-12,1 +79,-142.220585669098,62.7014493292014,2019-08-13,1 +79,-142.220585669098,62.7014493292014,2019-08-14,1 +79,-142.220585669098,62.7014493292014,2019-08-15,0 +79,-142.220585669098,62.7014493292014,2019-08-16,0 +79,-142.220585669098,62.7014493292014,2019-08-17,1 +79,-142.220585669098,62.7014493292014,2019-08-18,0 +80,-142.113295158349,62.7115714687038,2019-08-11,1 +80,-142.113295158349,62.7115714687038,2019-08-12,1 +80,-142.113295158349,62.7115714687038,2019-08-13,0 +80,-142.113295158349,62.7115714687038,2019-08-14,0 +80,-142.113295158349,62.7115714687038,2019-08-15,0 +80,-142.113295158349,62.7115714687038,2019-08-16,0 +80,-142.113295158349,62.7115714687038,2019-08-17,1 +80,-142.113295158349,62.7115714687038,2019-08-18,1 +81,-141.338530493825,62.649057255106,2019-08-11,0 +81,-141.338530493825,62.649057255106,2019-08-12,1 +81,-141.338530493825,62.649057255106,2019-08-13,0 +81,-141.338530493825,62.649057255106,2019-08-14,0 +81,-141.338530493825,62.649057255106,2019-08-15,1 +81,-141.338530493825,62.649057255106,2019-08-16,1 +81,-141.338530493825,62.649057255106,2019-08-17,1 +81,-141.338530493825,62.649057255106,2019-08-18,0 +82,-141.154421806433,62.4864764770736,2019-08-11,1 +82,-141.154421806433,62.4864764770736,2019-08-12,0 +82,-141.154421806433,62.4864764770736,2019-08-13,0 +82,-141.154421806433,62.4864764770736,2019-08-14,0 +82,-141.154421806433,62.4864764770736,2019-08-15,0 +82,-141.154421806433,62.4864764770736,2019-08-16,1 +82,-141.154421806433,62.4864764770736,2019-08-17,1 +82,-141.154421806433,62.4864764770736,2019-08-18,1 +83,-142.351015184873,62.71079284627,2019-08-11,1 +83,-142.351015184873,62.71079284627,2019-08-12,0 +83,-142.351015184873,62.71079284627,2019-08-13,1 +83,-142.351015184873,62.71079284627,2019-08-14,1 +83,-142.351015184873,62.71079284627,2019-08-15,0 +83,-142.351015184873,62.71079284627,2019-08-16,1 +83,-142.351015184873,62.71079284627,2019-08-17,0 +83,-142.351015184873,62.71079284627,2019-08-18,0 +84,-141.074977034666,62.5633211530752,2019-08-11,1 +84,-141.074977034666,62.5633211530752,2019-08-12,1 +84,-141.074977034666,62.5633211530752,2019-08-13,1 +84,-141.074977034666,62.5633211530752,2019-08-14,0 +84,-141.074977034666,62.5633211530752,2019-08-15,0 +84,-141.074977034666,62.5633211530752,2019-08-16,1 +84,-141.074977034666,62.5633211530752,2019-08-17,0 +84,-141.074977034666,62.5633211530752,2019-08-18,1 +85,-142.139102379885,62.6917646258966,2019-08-11,1 +85,-142.139102379885,62.6917646258966,2019-08-12,1 +85,-142.139102379885,62.6917646258966,2019-08-13,0 +85,-142.139102379885,62.6917646258966,2019-08-14,1 +85,-142.139102379885,62.6917646258966,2019-08-15,1 +85,-142.139102379885,62.6917646258966,2019-08-16,1 +85,-142.139102379885,62.6917646258966,2019-08-17,0 +85,-142.139102379885,62.6917646258966,2019-08-18,0 +86,-142.076668413662,62.5584004530654,2019-08-11,0 +86,-142.076668413662,62.5584004530654,2019-08-12,1 +86,-142.076668413662,62.5584004530654,2019-08-13,0 +86,-142.076668413662,62.5584004530654,2019-08-14,1 +86,-142.076668413662,62.5584004530654,2019-08-15,0 +86,-142.076668413662,62.5584004530654,2019-08-16,0 +86,-142.076668413662,62.5584004530654,2019-08-17,0 +86,-142.076668413662,62.5584004530654,2019-08-18,1 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+89,-141.31789007922,62.7101750887021,2019-08-14,1 +89,-141.31789007922,62.7101750887021,2019-08-15,1 +89,-141.31789007922,62.7101750887021,2019-08-16,1 +89,-141.31789007922,62.7101750887021,2019-08-17,1 +89,-141.31789007922,62.7101750887021,2019-08-18,1 +90,-142.594800531997,62.6687508611919,2019-08-11,1 +90,-142.594800531997,62.6687508611919,2019-08-12,0 +90,-142.594800531997,62.6687508611919,2019-08-13,0 +90,-142.594800531997,62.6687508611919,2019-08-14,1 +90,-142.594800531997,62.6687508611919,2019-08-15,1 +90,-142.594800531997,62.6687508611919,2019-08-16,1 +90,-142.594800531997,62.6687508611919,2019-08-17,0 +90,-142.594800531997,62.6687508611919,2019-08-18,0 +91,-141.371500247158,62.4531458047322,2019-08-11,1 +91,-141.371500247158,62.4531458047322,2019-08-12,1 +91,-141.371500247158,62.4531458047322,2019-08-13,1 +91,-141.371500247158,62.4531458047322,2019-08-14,0 +91,-141.371500247158,62.4531458047322,2019-08-15,0 +91,-141.371500247158,62.4531458047322,2019-08-16,0 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+96,-141.405587162704,62.6391772470427,2019-08-15,0 +96,-141.405587162704,62.6391772470427,2019-08-16,1 +96,-141.405587162704,62.6391772470427,2019-08-17,1 +96,-141.405587162704,62.6391772470427,2019-08-18,0 +97,-141.995517453665,63.0811783212059,2019-08-11,1 +97,-141.995517453665,63.0811783212059,2019-08-12,0 +97,-141.995517453665,63.0811783212059,2019-08-13,0 +97,-141.995517453665,63.0811783212059,2019-08-14,1 +97,-141.995517453665,63.0811783212059,2019-08-15,0 +97,-141.995517453665,63.0811783212059,2019-08-16,0 +97,-141.995517453665,63.0811783212059,2019-08-17,0 +97,-141.995517453665,63.0811783212059,2019-08-18,1 +98,-141.249856337802,62.6409946315521,2019-08-11,0 +98,-141.249856337802,62.6409946315521,2019-08-12,0 +98,-141.249856337802,62.6409946315521,2019-08-13,1 +98,-141.249856337802,62.6409946315521,2019-08-14,1 +98,-141.249856337802,62.6409946315521,2019-08-15,1 +98,-141.249856337802,62.6409946315521,2019-08-16,1 +98,-141.249856337802,62.6409946315521,2019-08-17,1 +98,-141.249856337802,62.6409946315521,2019-08-18,1 +99,-141.911143665852,63.0573297084583,2019-08-11,0 +99,-141.911143665852,63.0573297084583,2019-08-12,0 +99,-141.911143665852,63.0573297084583,2019-08-13,0 +99,-141.911143665852,63.0573297084583,2019-08-14,0 +99,-141.911143665852,63.0573297084583,2019-08-15,1 +99,-141.911143665852,63.0573297084583,2019-08-16,0 +99,-141.911143665852,63.0573297084583,2019-08-17,1 +99,-141.911143665852,63.0573297084583,2019-08-18,0 +100,-141.798176473408,62.7263501183691,2019-08-11,1 +100,-141.798176473408,62.7263501183691,2019-08-12,1 +100,-141.798176473408,62.7263501183691,2019-08-13,0 +100,-141.798176473408,62.7263501183691,2019-08-14,0 +100,-141.798176473408,62.7263501183691,2019-08-15,1 +100,-141.798176473408,62.7263501183691,2019-08-16,0 +100,-141.798176473408,62.7263501183691,2019-08-17,1 +100,-141.798176473408,62.7263501183691,2019-08-18,1 +1,-141.399920453889,62.7348102162175,2020-08-11,0 +1,-141.399920453889,62.7348102162175,2020-08-12,1 +1,-141.399920453889,62.7348102162175,2020-08-13,1 +1,-141.399920453889,62.7348102162175,2020-08-14,0 +1,-141.399920453889,62.7348102162175,2020-08-15,1 +1,-141.399920453889,62.7348102162175,2020-08-16,1 +1,-141.399920453889,62.7348102162175,2020-08-17,0 +1,-141.399920453889,62.7348102162175,2020-08-18,1 +2,-141.221817506823,62.6009160336409,2020-08-11,1 +2,-141.221817506823,62.6009160336409,2020-08-12,1 +2,-141.221817506823,62.6009160336409,2020-08-13,1 +2,-141.221817506823,62.6009160336409,2020-08-14,1 +2,-141.221817506823,62.6009160336409,2020-08-15,0 +2,-141.221817506823,62.6009160336409,2020-08-16,1 +2,-141.221817506823,62.6009160336409,2020-08-17,1 +2,-141.221817506823,62.6009160336409,2020-08-18,0 +3,-141.113785114151,62.4666441181927,2020-08-11,0 +3,-141.113785114151,62.4666441181927,2020-08-12,0 +3,-141.113785114151,62.4666441181927,2020-08-13,1 +3,-141.113785114151,62.4666441181927,2020-08-14,0 +3,-141.113785114151,62.4666441181927,2020-08-15,1 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+46,-142.187489087071,62.6901813679047,2020-08-14,1 +46,-142.187489087071,62.6901813679047,2020-08-15,0 +46,-142.187489087071,62.6901813679047,2020-08-16,1 +46,-142.187489087071,62.6901813679047,2020-08-17,0 +46,-142.187489087071,62.6901813679047,2020-08-18,0 +47,-142.592327576055,62.6725603343533,2020-08-11,1 +47,-142.592327576055,62.6725603343533,2020-08-12,1 +47,-142.592327576055,62.6725603343533,2020-08-13,0 +47,-142.592327576055,62.6725603343533,2020-08-14,0 +47,-142.592327576055,62.6725603343533,2020-08-15,0 +47,-142.592327576055,62.6725603343533,2020-08-16,0 +47,-142.592327576055,62.6725603343533,2020-08-17,0 +47,-142.592327576055,62.6725603343533,2020-08-18,1 +48,-142.615448611683,62.5924978074566,2020-08-11,0 +48,-142.615448611683,62.5924978074566,2020-08-12,1 +48,-142.615448611683,62.5924978074566,2020-08-13,0 +48,-142.615448611683,62.5924978074566,2020-08-14,1 +48,-142.615448611683,62.5924978074566,2020-08-15,1 +48,-142.615448611683,62.5924978074566,2020-08-16,1 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+function highlight(line_number) + local highlighter = { + CodeBlock = function(block) + if block.classes:includes('highlight') then + block.classes:insert('has-line-highlights') + block.attributes["code-line-numbers"] = line_number + return block + end + end + } + return highlighter +end + + +function Div(el) + if FORMAT == 'revealjs' then + if el.classes:includes('cell') then + line_number = tostring(el.attributes["output-line-numbers"]) + return el:walk(highlight(line_number)) + end + end +end diff --git a/docs/scss/custom-dark.scss b/docs/scss/custom-dark.scss index 87fc19f..f37c7ba 100644 --- a/docs/scss/custom-dark.scss +++ b/docs/scss/custom-dark.scss @@ -17,11 +17,11 @@ $Scary: "Eater", serif; $blue: #02426D; $light-blue: #A3DBFF; $white: #FFFFFF; -$accent-yellow: #FFC94F; +$accent-yellow-1: #FFC94F; $accent-dark-blue: #012137; $accent-orange: #F7885A; $accent-light-blue: #D1EDFF; -$accent-yellow: #FFE4A7; +$accent-yellow-2: #FFE4A7; $accent-champagne: #E9D3AD; $accent-blue: #007AC2; $accent-green: #265D3A; @@ -36,6 +36,7 @@ $link-color: $light-blue; // code block styling $code-block-font-size: 0.5em; + $code-block-border-left: $light-blue; // $code-block-bg: $accent-orange; // $code-block-color: $blue; @@ -112,6 +113,10 @@ $code-block-border-left: $light-blue; font-size: 0.2em; } +.medlarge { + font-size: 1.2em; +} + .large { font-size: 1.50em; } @@ -137,6 +142,40 @@ $code-block-border-left: $light-blue; fig-align: "center"; border-radius: 5px; box-shadow: 4.2px 4.5px 2.5px rgba(65, 65, 65, 0.737); + +} + +} + +/* change font color */ +.yellow { + color: $accent-yellow-1; +} + +/* change font color */ +.orange { + color: $accent-orange; +} + +/* change font color */ +.champagne { + color: $accent-champagne; +} + +/* marker font */ +.marker { + font-family: $Marker; +} + +/* make bolder */ +.extrabold { + font-weight: 2000; + font-size: 1.2em; +} + +/* style datatable */ +.custom-header-big { + background-color: white; } /* headers for DT::datatable() */ @@ -146,3 +185,4 @@ $code-block-border-left: $light-blue; font-size: 0.5em; } +main