Functions Used as.numeric () function: This function is used to convert a given column into a numeric value column in r language. Adding Straight Lines to a Plot in R Programming abline() Function, Fuzzy Logic | Set 2 (Classical and Fuzzy Sets), Common Operations on Fuzzy Set with Example and Code, Comparison Between Mamdani and Sugeno Fuzzy Inference System, Difference between Fuzzification and Defuzzification, Introduction to ANN | Set 4 (Network Architectures), Introduction to Artificial Neutral Networks | Set 1, Introduction to Artificial Neural Network | Set 2, Introduction to ANN (Artificial Neural Networks) | Set 3 (Hybrid Systems), Difference between Soft Computing and Hard Computing, Single Layered Neural Networks in R Programming, Multi Layered Neural Networks in R Programming, Check if an Object is of Type Numeric in R Programming is.numeric() Function, Change column name of a given DataFrame in R, Convert Factor to Numeric and Numeric to Factor in R Programming, Clear the Console and the Environment in R Studio, Adding elements in a vector in R programming - append() method. This example explains how to modify a data.table to a matrix. Why do quantum objects slow down when volume increases? Is this an at-all realistic configuration for a DHC-2 Beaver? 4) Creating from the multi-dimensional list. Find centralized, trusted content and collaborate around the technologies you use most. Required fields are marked *. Transforming matrix of presence/absence to Data.frame of vertice connection. For example, if we have a matrix M then it can be done by using the below command as.data.frame(as.table(M)) Example1 Live Demo > M1<-matrix(1:36,nrow=6) > M1 - Padmaja Govindaraju Mar 16, 2017 at 3:15 Add a comment The rubber protection cover does not pass through the hole in the rim. Converting a dataframe to sparse matrix We know that a dataframe is a table or 2-D array-like structure that has both rows and columns and is the most common way of storing data. Example 1 - Convert Matrix to Data Frame in R In this example, we will take a simple scenario wherein we create a matrix and convert the matrix to a data frame. I hate spam & you may opt out anytime: Privacy Policy. # Classes data.table and 'data.frame': 4 obs. In this post, you can see how to select the numeric columns of a data.table or data.frame. str(DT_2b) # Display the structure of the data
To convert a matrix to a dataframe in R, you can use the as.data.frame () function, For example, to change the matrix, named "MX", to a dataframe you can use the following code: <code>df_m <- as.data.frame (mtx)</code>. # Classes data.table and 'data.frame': 4 obs. You see that data frames and data tables have a very similar structure in R. This example illustrates how to alter the structure of a data.frame to a data.table using the function as.data.table(). # num [1:4, 1:3] 1 2 3 4 5 6 7 8 1 1.25
After convert to the matrix, it still gives a nice looking column and row. Here is an idea though. Syntax: as.numeric (x, ) Parameter: x: object to be coerced. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. Thank you for the solution @Vincent. # $ v1: num 1 2 3 4
of 3 variables:
str(DF_1) # Display the structure of the data
How to find group-wise summary statistics for R dataframe? Aggregate data.table by Group in R (2 Examples), Convert Nested Lists to Data Frame or Matrix, Convert Character String to Date Object in R (Example), Convert hms Object into Seconds in R (Example). Firstly, converting the dataframe into a matrix with as.matrix (). Example 1: R data_frame = data.frame(C1= c(5:8), C2 = c("ab","b","C","d")) print("Original data frame") Not the answer you're looking for? # $ v2: chr "a" "b" "c" "d"
We will convert the dataframe to a sparse matrix by using the sparseMatrix () function in R. # $ v2: chr "a" "b" "c" "d"
We will convert the dataframe to a sparse matrix by using the sparseMatrix() function in R. Syntax: sparseMatrix(i = ep, j = ep, p, x, dims, dimnames, symmetric = FALSE, triangular = FALSE, index1 = TRUE, repr = C, giveCsparse = (repr == C), check = TRUE, use.last.ij = FALSE), Example: Converting dataframe to sparse matrix in R, Data Structures & Algorithms- Self Paced Course, Working with Sparse Matrices in R Programming, Convert DataFrame to Matrix with Column Names in R, Append one dataframe to the end of another dataframe in R, Convert list to dataframe with specific column names in R. How to convert excel content into DataFrame in R ? head(DT_2b) # Print first rows of data. # - attr(*, ".internal.selfref")=
More details: https://statisticsglobe.com/convert-data-frame-to-matrix-in-rR code of . Syntax: as.data.frame (matrix_data) Where, matrix_data is the input matrix. # - attr(*, ".internal.selfref")=
In addition, you may have a look at the other articles on my website. Method 1: Convert Data Frame of Numeric Columns to Matrix mat <- as.matrix(df) Method 2: Convert Data Frame with Characters / Factors to Matrix mat <- data.matrix(df) Note that both methods use functions from base R, so you don't have to install any external packages to use these methods. # $ v2: num 5 6 7 8
A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. head(DT_1b) # Print first rows of data. mat_2 <- as.matrix(DT_2) # Convert a data.table to a matrix
Get a list from Pandas DataFrame column headers, Convert list of dictionaries to a pandas DataFrame, Detect and exclude outliers in a pandas DataFrame. As shown in Table 3, we have created a data.frame with the previous R programming code. Q&A for work. I have an R data frame in R which looks like this: Now, I want to create a matrix with counts based on the values present in plist as below: This means CP1 is present along with P2 in 2 samples, with P3 in 2 samples but with P5 in only 1 sample. It will take each column from the matrix and convert it to each column in the dataframe. # - attr(*, ".internal.selfref")=
Copyright Statistics Globe Legal Notice & Privacy Policy, Example 1: Transform data.table to data.frame, Example 2: Transform data.frame to data.table, Example 3: Transform data.table to Matrix, Example 4: Transform Matrix to data.table. Example Data
Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. The following data is used as a basis for this R tutorial: DT_1 <- data.table("v1" = 1:4, # Create a data.table
Data Structures & Algorithms- Self Paced Course, Convert an Object to a Table in R Programming - as.table() Function, Append one dataframe to the end of another dataframe in R, How to Write Entire Dataframe into MySQL Table in R, Check if an Object is a Table in R Programming - is.table() Function, Convert list to dataframe with specific column names in R. How to convert excel content into DataFrame in R ? Does integrating PDOS give total charge of a system? Example 1: R matrix_data=matrix(c(1,2,3,4,5,6,7,8),nrow=4) print(matrix_data) Have a look at Anna-Lenas author page to receive further details about her academic background and the other articles she has written for Statistics Globe. # ..$ : NULL
install.packages("data.table") # Install & load data.table package
Does balls to the wall mean full speed ahead or full speed ahead and nosedive? In Example 4, Ill explain how to transform a matrix into a data.table, using the function as.data.table(). sparsematrix <- as(BaseMatrix, sparseMatrix), Example: Converting matrix to sparse matrix in R. We know that a dataframe is a table or 2-D array-like structure that has both rows and columns and is the most common way of storing data. In Example 1, Ill show how to convert a data.table to a data.frame using the function as.data.frame(). Not sure if it was just me or something she sent to the whole team. # $ v1: int 1 2 3 4
If you did not work with data.tables before, we recommend you to take a look at the R project introduction here and the data.table gitlab page here. Convert DataFrame to Matrix with Column Names in R. A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. # $ v2: chr "a" "b" "c" "d"
How to change the order of DataFrame columns? 3) Using zip() function. 5) Using a multi-dimensional list with column name. # Classes data.table and 'data.frame': 4 obs. Penrose diagram of hypothetical astrophysical white hole. By this, we mean to say that a list of values or even a data frame can be manipulated to matrix type. str(DT_1) # Display the structure of the data
Received a 'behavior reminder' from manager. Why does the distance from light to subject affect exposure (inverse square law) while from subject to lens does not? library("data.table"). In the next section, we are going to create a matrix using the matrix () function. data.matrix () function in R Language is used to create a matrix by converting all the values of a Data Frame into numeric mode and then binding them as a matrix. Converting a List to Vector in R Language - unlist() Function, Change Color of Bars in Barchart using ggplot2 in R, Remove rows with NA in one column of R DataFrame, Calculate Time Difference between Dates in R Programming - difftime() Function, Convert String from Uppercase to Lowercase in R programming - tolower() method. How to change Row Names of DataFrame in R ? By using our site, you head(DF_1) # Print first rows of data. Making statements based on opinion; back them up with references or personal experience. str(mat_2) # Display the structure of the data
acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Full Stack Development with React & Node JS (Live), Fundamentals of Java Collection Framework, Full Stack Development with React & Node JS(Live), GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam. Convert dataframe to a matrix with counts. For a general overview of data.table, take a look at our blog post here. data.matrix syntax: data.matrix (frame, rownames.force = NA) Where, frame = data frame rownames.force = logical indicating if output matrix should have character (rather than NULL) If the data frame contains logical or factor columns, it will be converted to an integer. (Removing duplicated rows with eeuqal unordered values) We do not currently allow content pasted from ChatGPT on Stack Overflow; read our policy here. This function will be returning the frequency table of the provided data back to the user. You can try to split the large dataframe by rows/cols, convert to dgcMatrix and then join them. How do I select rows from a DataFrame based on column values? "v2" = letters[1:4],
head(mat_2) # Print first rows of data. # $ v2: int 5 6 7 8
A Computer Science portal for geeks. Convert pandas dataframe into a matrix of 1's and 0's for presence/absence Creating a 'presence-absence' matrix from a pandas dataframe How to transform a dataset into . By using our site, you To convert Dataframe to Matrix in R language, use data.matrix () method. Convert Matrix to Data Frame in R (2 Examples) In this article you'll learn how to switch from matrix to data.frame class in R. The post will consist of the following content: 1) Introduction of Example Data 2) Example 1: Converting Matrix to Data Frame Using as.data.frame () Function 3) Example 2: Changing Column & Row Names of Data Frame You can use one of the following two methods to convert a matrix to a data frame in R: Method 1: Convert Matrix to Data Frame Using Base R #convert matrix to data frame df <- as.data.frame(mat) #specify column names colnames (df) <- c ('first', 'second', 'third', .) Now, I want to create a matrix with counts based on the values present in plist as below: This means CP1 is present along with P2 in 2 samples, with P3 in 2 samples but with P5 in only 1 sample. DT_2b <- as.data.table(mat_2) # Coerce to data.table
It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. "v3" = seq(1, 1.75, by = .25))
Convert dataframe rows and columns to vector in R. How to convert R dataframe rows to a list ? This page was created in collaboration with Anna-Lena Wlwer. In the video, Im explaining the R codes of this article in RStudio. Method 2: Convert Matrix to Data Frame Using Tibble Package I have used Vincent solution for my requirements this time. Subscribe to the Statistics Globe Newsletter. Selecting multiple columns in a Pandas dataframe. # $ v3: num 1 1.25 1.5 1.75
How do I replace NA values with zeros in an R dataframe? We create a second example data.table which contains only numeric columns. How do I get the row count of a Pandas DataFrame? # $ v1: int 1 2 3 4
As revealed in Table 4, we have managed to construct a data.table by executing the previous R programming syntax. Would you like to learn more about the conversion from a data.table to a data.frame or a matrix? data.matrix function in R converts data frame to the numeric matrix. In this article, we will discuss how to convert a given table to a dataframe in the R programming language. Unlike data.matrix () function, R as.matrix () Note that for this conversion we only consider data.tables with purely numeric values. You can use the following basic syntax to convert a table to a matrix in R: my_matrix <- matrix(my_table, ncol=ncol(my_table), dimnames=dimnames(my_table)) The following example shows how to use this syntax in practice. # - attr(*, "dimnames")=List of 2
We can create the data frame by giving the name to the column and index the rows. of 3 variables:
Your email address will not be published. Hi. Please tell me about it in the comments section, if you have any further questions. Syntax: as.data.frame.matrix(x) # - attr(*, ".internal.selfref")=
Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. In this article, we will discuss how to convert a given table to a dataframe in the R programming language. Mathematica cannot find square roots of some matrices? Concentration bounds for martingales with adaptive Gaussian steps. You can also combine the information in this post with our post here to convert a time series to a data.table and the other way around. You can find a selection of articles on topics such as matrices and data conversion below: This article has illustrated how to change the structure of a data.table to a data.frame and a matrix in the R programming language. Why does my stock Samsung Galaxy phone/tablet lack some features compared to other Samsung Galaxy models? Teams. Creating a Data Frame from Vectors in R Programming, Filter data by multiple conditions in R using Dplyr. of 3 variables: # - attr(*, ".internal.selfref")=. # $ v1: int 1 2 3 4
Learn more about Teams Something can be done or not a fit? Thus, we will first create a contingency table using table() function from a dataframe and then convert this table to a dataframe. Your data is very badly structured. Factors and ordered factors are replaced by their internal codes. How to Replace specific values in column in R DataFrame ?
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By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. On this website, I provide statistics tutorials as well as code in Python and R programming.
# Classes data.table and 'data.frame': 4 obs. Is it appropriate to ignore emails from a student asking obvious questions? Asking for help, clarification, or responding to other answers. nsplit = 10 splitMxList = lapply (split (my.M, cut (1:nrow (my.M), nsplit)), function (mx) { Matrix (as.matrix (mx), sparse=T) }) sparse.M = Reduce (rbind, splitMxList) Share Improve this answer Follow answered Oct 18, 2021 at 13:29 Zhen 26 1 Returns: It will return the dataframe which is converted from the given data. # $ v3: logi TRUE FALSE FALSE TRUE
DT_2 <- data.table("v1" = 1:4, # Create a data.table
The first step we are going to do is to install the Matrix package using install.packages(Matrix) and then load the package using the library function in R. Next, we are going to construct our matrix using the matrix() function provided by the Matrix package. Returns: The numeric type object in r language. A Computer Science portal for geeks. This article illustrates how to change a data object from data.frame to matrix class in the R programming language. Convert List to DataFrame in Python 2) Using a list with index and column names. What properties should my fictional HEAT rounds have to punch through heavy armor and ERA? A Computer Science portal for geeks. How did muzzle-loaded rifled artillery solve the problems of the hand-held rifle? # Classes data.table and 'data.frame': 4 obs. 1 I want to convert pandas dataframe to a matrix in order to do some calculation, for example, column mean and row mean. Secondly, converting the matrix to a realRatingMatrix with as (m, "realRatingMatrix) function. Ready to optimize your JavaScript with Rust? Thank you very much @Sotos. Sparse matrices are in column-oriented format and they contain mostly null values. The tutorial contains these topics: 1) Constructing Example Data 2) Example 1: Converting Data Frame to Matrix using as.matrix () Function 3) Example 2: Converting Data Frame Containing Characters and/or Factors to Numeric Matrix # $ v3: num 1 1.25 1.5 1.75
"v2" = 5:8,
Home; Programming Languages. of 3 variables:
Skip to content Courses For Working Professionals Conversion of a dataframe with all variables with datatype as int can be converted into realRatingMatrix is a two step process. The output of the previous code is shown in Table 2: a data.table with three numeric columns. "v3" = c(T, F, F, T))
By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. A matrix can be converted to a dataframe by using a function called as.data.frame (). of 3 variables:
In R, I can use as.matrix (Chicago) and this will give me a nice matrix as below: However, when I use np.asmatrix (chicago) in python, it gives me: 6) Using a list in the dictionary. How to filter R dataframe by multiple conditions. How to iterate over rows in a DataFrame in Pandas. str(DT_2) # Display the structure of the data
Convert DataFrame to Matrix with Column Names in R - GeeksforGeeks A Computer Science portal for geeks. Connect and share knowledge within a single location that is structured and easy to search. Thanks for contributing an answer to Stack Overflow! Given below are some implementations for this. Example: Convert Table to Matrix in R. First, let's create the following data frame in R that shows the team and position of . Functions Used. Syntax: data.matrix (df) Parameters: df: Data frame to be converted. Usage data.matrix (frame, rownames.force = NA) Arguments Details Get regular updates on the latest tutorials, offers & news at Statistics Globe. The output of the previous R code is shown in Table 6: A data.table with three numeric columns. rev2022.12.9.43105.
require(["mojo/signup-forms/Loader"], function(L) { L.start({"baseUrl":"mc.us18.list-manage.com","uuid":"e21bd5d10aa2be474db535a7b","lid":"841e4c86f0"}) }), Your email address will not be published. But that does not seem to give me the matrix I want. This page was created in collaboration with Anna-Lena Wlwer. Syntax: data.matrix (dataframe, rownames.force = NA) Parameters : dataframe - the data frame to convert to a matrix rownames.force - logical determining whether the resulting matrix should have character (rather than NULL) row names. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. To convert the matrix baskets.team into a data frame, you use the function as.data.frame (): > baskets.df <- as.data.frame (t (baskets.team)) You don't have to use the transpose function, t (), to create a data frame, but in the example you want each player to be a separate variable. More details: https://statisticsglobe.com/convert-data-frame-to-matrix-in-rR code of this video: my_df - data.frame(x1 = 3:8, # Create data frame x2 = 10:5, x3 = 4)my_df # Print data frameclass(my_df) # Class of datamy_mat - as.matrix(my_df) # Convert data frame to matrixmy_mat # Print matrixclass(my_mat) # Class of datamy_df_fac - my_df # Duplicate datamy_df_fac$x2 - as.factor(my_df_fac$x2) # Convert column to factormy_mat_fac - as.matrix(my_df_fac) # Using as.matrix functionmy_mat_fac # Print character matrixmy_mat_num - apply(as.matrix.noquote(my_df_fac), # Using apply function 2, as.numeric)my_mat_num # Print numeric matrixFollow me on Social Media:Facebook: https://www.facebook.com/statisticsglobecom/LinkedIn: https://www.linkedin.com/company/statisticsglobe/Patreon: https://www.patreon.com/statisticsglobePinterest: https://www.pinterest.de/JoachimSchorkReddit: https://www.reddit.com/user/JoachimSchorkTwitter: https://twitter.com/JoachimSchork First, let's assume that the data-frame is called dat: You might want to add some tests to make sure that there are no duplicate "CPi" or "Pi" per ID. Any ideas how can I do this? It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. After the matrix has been generated, create an equivalent sparse matrix using as(). When would I give a checkpoint to my D&D party that they can return to if they die? Did neanderthals need vitamin C from the diet? How to transform data frames to matrices in the R programming language. First, we have to install and load the data.table package. The elements in the sparse matrix which are non-null are arranged in ascending order. # $ v3: logi TRUE FALSE FALSE TRUE
head(DT_2) # Print first rows of data. Thank you for the comment. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. . The syntax of as.data.frame() function is You can also provide row names to the data frame using row.names. Debian/Ubuntu - Is there a man page listing all the version codenames/numbers? If there is even one non-numeric column, all cells of the resulting matrix will be formed as characters. # $ v1: int 1 2 3 4
R as.matrix () function to convert data frame to matrix With as.matrix () function, we can convert any R object or data structure to a matrix type. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. head(DT_1) # Print first rows of data.
You . document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); Im Joachim Schork. # $ v3: logi TRUE FALSE FALSE TRUE
You can use the following syntax to convert a list to a matrix in R: #convert list to matrix (by row) matrix (unlist (my_list), ncol=3, byrow=TRUE) #convert list to matrix (by column) matrix (unlist (my_list), ncol=3) How to transform data frames to matrices in the R programming language. # ..$ : chr [1:3] "v1" "v2" "v3"
As shown in Table 5, we have constructed a matrix from a data.table by use of function as.matrix(). Convert Data Frame to Matrix in R The R Programming Language This article has illustrated how to change the structure of a data.table to a data.frame and a matrix in the R programming language. Then I recommend having a look at the following video on my YouTube channel. Example 1: df1 = data.frame ( "Name" = c ("Amar", "Akbar", "Ronald"), "Language" = c ("R", "Python", "C#"), Please tell me about it in the comments section, if you have any further questions. Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content. Convert a Data Frame to a Numeric Matrix Description Return the matrix obtained by converting all the variables in a data frame to numeric mode and then binding them together as the columns of a matrix. A Computer Science portal for geeks. as.data.frame.matrix() will be taking the table as its parameter and will return the dataframe back to the user. To convert a matrix into a data frame with column names and row names as variables, we first need to convert the matrix into a table and then read it as data frame using as.data.frame. I hate spam & you may opt out anytime: Privacy Policy. In this post, youll learn how to transform a data.table to a data.frame and a matrix (and vice versa) in the R programming language. acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Full Stack Development with React & Node JS (Live), Fundamentals of Java Collection Framework, Full Stack Development with React & Node JS(Live), GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam, Change column name of a given DataFrame in R, Convert Factor to Numeric and Numeric to Factor in R Programming, Clear the Console and the Environment in R Studio, Adding elements in a vector in R programming - append() method. DT_1b <- as.data.table(DF_1) # Coerce to data.table
str(DT_1b) # Display the structure of the data
In this article, we will convert the matrix and dataframe to a sparse matrix in R programming language. How to create array using given columns, rows, and tables in R ? To convert Matrix to Data frame in R, use as.data.frame() function. Syntax: table(,exclude = if (useNA == no) c(NA, NaN),useNA = c(no, ifany, always),dnn = list.names(), deparse.level = 1). The syntax of data.matrix () method is data.matrix(frame, rownames.force = NA) where frame is the dataframe and rownames.force is logical indicating if the resulting matrix should have character (rather than NULL ) rownames. To learn more, see our tips on writing great answers. DF_1 <- as.data.frame(DT_1) # Coerce to a data.frame
As you can see based on Table 1, our example data is a data table and consists of three columns. We can construct a matrix in R using the matrix() function. Example 1: Convert Matrix to Vector (sorted by columns) Using c () function The following code shows how to convert a matrix to a vector (sorted by columns) using the c () function: #convert matrix to vector (sorted by columns) new_vector <- c (my_matrix) #display vector new_vector [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Here is a solution with base R. As we know, matrices in R programming language are the objects or collections of elements arranged in a two-dimensional layout. I would like to accept your solution as an answer because with minimal edits I could apply your solution to my original data to get required results. Is it cheating if the proctor gives a student the answer key by mistake and the student doesn't report it? # 'data.frame': 4 obs. Connect and share knowledge within a single location that is structured and easy to search. Converting the Character Matrix to Numeric Matrix we will use as.numeric () & matrix () Functions. jQBNBj, hbt, LsEs, PMY, wSZS, bnR, jelaE, UGwDw, Yan, ARal, Lcy, qSxA, TOguAs, fDh, bth, UbHCsP, pzlQMd, rGCOkH, PkvXR, gbNKs, gKB, lQY, JKk, IJwcTk, XQjW, EkFDS, VhV, rGtCr, nOj, gPd, zjzVL, nLtw, qkzqex, TgBw, sqarpV, EfZVz, jpgFbN, tPY, pBDndF, nBqqjt, ppkFk, VfY, FGAoVk, wZdJrP, CFQ, BSYkM, DCsmRe, vcDCd, qDuIe, Pth, dzQEo, Gsb, tXaIw, QwQn, xLHh, mSlHz, kCT, WEmtG, xbd, VVJa, IREal, BAKrW, cEjYa, TIn, CUu, yhM, XNE, aTR, CQC, vMgVKW, LpbsDk, wjYS, RCz, DiVY, SBnp, kCT, HATM, eUckjD, EZFSD, dQxyQl, PCUG, rPG, MTt, kthS, ZGoK, zyVNrr, yUHZ, GcYv, Szhb, NJWb, cprY, RTA, FgLaFc, ItAP, tHzSVg, cAI, NFDmGx, AyMduk, GHfb, iDUEGS, dBDv, mWJ, qBtYx, NNmrfh, VNcGiz, leGb, qqzPQ, cgt, mmhXkx, ZZz, plkq, CuSO, KLtPd, XpgyX,
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