head(DT_2b) # Print first rows of data. We create a second example data.table which contains only numeric columns. "v3" = c(T, F, F, T))
document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); Im Joachim Schork. This article illustrates how to change a data object from data.frame to matrix class in the R programming language. Get a list from Pandas DataFrame column headers, Convert list of dictionaries to a pandas DataFrame, Detect and exclude outliers in a pandas DataFrame. How to filter R dataframe by multiple conditions. # - attr(*, ".internal.selfref")=
# Classes data.table and 'data.frame': 4 obs. I hate spam & you may opt out anytime: Privacy Policy. 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. Making statements based on opinion; back them up with references or personal experience. Thus, we will first create a contingency table using table() function from a dataframe and then convert this table to a dataframe. Convert dataframe rows and columns to vector in R. How to convert R dataframe rows to a list ? 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 contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions.
Example Data Syntax: as.data.frame.matrix(x) Here is an idea though. str(DT_1) # Display the structure of the data
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Usage data.matrix (frame, rownames.force = NA) Arguments Details Mathematica cannot find square roots of some matrices? 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 ? Received a 'behavior reminder' from manager. # $ v2: chr "a" "b" "c" "d"
Does balls to the wall mean full speed ahead or full speed ahead and nosedive? 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 How do I get the row count of a Pandas DataFrame? Convert dataframe to a matrix with counts. # $ v2: chr "a" "b" "c" "d"
# $ v1: int 1 2 3 4
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 It will take each column from the matrix and convert it to each column in the dataframe. Debian/Ubuntu - Is there a man page listing all the version codenames/numbers? of 3 variables:
You can try to split the large dataframe by rows/cols, convert to dgcMatrix and then join them. 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. More details: https://statisticsglobe.com/convert-data-frame-to-matrix-in-rR code of . A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. of 3 variables:
of 3 variables:
Get regular updates on the latest tutorials, offers & news at Statistics Globe. Syntax: as.data.frame (matrix_data) Where, matrix_data is the input matrix. Skip to content Courses For Working Professionals Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. "v3" = seq(1, 1.75, by = .25))
How to transform data frames to matrices in the R programming language. Your email address will not be published. We do not currently allow content pasted from ChatGPT on Stack Overflow; read our policy here. # $ v1: int 1 2 3 4
Sparse matrices are in column-oriented format and they contain mostly null values. But that does not seem to give me the matrix I want. head(DT_1) # Print first rows of data. This page was created in collaboration with Anna-Lena Wlwer. After the matrix has been generated, create an equivalent sparse matrix using as(). Unlike data.matrix () function, R as.matrix () Something can be done or not a fit? 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) 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(). Returns: The numeric type object in r language. 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). Why does my stock Samsung Galaxy phone/tablet lack some features compared to other Samsung Galaxy models? First, we have to install and load the data.table package. 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 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. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. How to find group-wise summary statistics for R dataframe? The rubber protection cover does not pass through the hole in the rim. as.data.frame.matrix() will be taking the table as its parameter and will return the dataframe back to the user. 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. Did neanderthals need vitamin C from the diet? Conversion of a dataframe with all variables with datatype as int can be converted into realRatingMatrix is a two step process. 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. # - attr(*, ".internal.selfref")=
# $ v3: num 1 1.25 1.5 1.75
This function will be returning the frequency table of the provided data back to the user. By this, we mean to say that a list of values or even a data frame can be manipulated to matrix type. I hate spam & you may opt out anytime: Privacy Policy. # Classes data.table and 'data.frame': 4 obs. How to change Row Names of DataFrame in R ? Factors and ordered factors are replaced by their internal codes. How to change the order of DataFrame columns? The output of the previous code is shown in Table 2: a data.table with three numeric columns. Converting the Character Matrix to Numeric Matrix we will use as.numeric () & matrix () Functions. "v2" = 5:8,
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. 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. The syntax of as.data.frame() function is You can also provide row names to the data frame using row.names. 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. Syntax: as.numeric (x, ) Parameter: x: object to be coerced. Creating a Data Frame from Vectors in R Programming, Filter data by multiple conditions in R using Dplyr. 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. of 3 variables:
str(DT_1b) # Display the structure of the data
4) Creating from the multi-dimensional list. Syntax: table(,exclude = if (useNA == no) c(NA, NaN),useNA = c(no, ifany, always),dnn = list.names(), deparse.level = 1). 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>. head(DT_1b) # Print first rows of data. head(DT_2) # Print first rows of data. Example 1: df1 = data.frame ( "Name" = c ("Amar", "Akbar", "Ronald"), "Language" = c ("R", "Python", "C#"), In this post, you can see how to select the numeric columns of a data.table or data.frame. Is it appropriate to ignore emails from a student asking obvious questions? Learn more about Teams This example explains how to modify a data.table to a matrix. 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 . Subscribe to the Statistics Globe Newsletter. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. We can create the data frame by giving the name to the column and index the rows. 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. A Computer Science portal for geeks.
of 3 variables:
5) Using a multi-dimensional list with column name. Convert DataFrame to Matrix with Column Names in R - GeeksforGeeks A Computer Science portal for geeks. Convert List to DataFrame in Python 2) Using a list with index and column names. Not the answer you're looking for? We will convert the dataframe to a sparse matrix by using the sparseMatrix () function in R. 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. 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. Does integrating PDOS give total charge of a system? 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. 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. # ..$ : NULL
In addition, you may have a look at the other articles on my website. Not sure if it was just me or something she sent to the whole team. # $ v1: num 1 2 3 4
Why does the distance from light to subject affect exposure (inverse square law) while from subject to lens does not? Is it cheating if the proctor gives a student the answer key by mistake and the student doesn't report it? 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. To convert Matrix to Data frame in R, use as.data.frame() function. Method 2: Convert Matrix to Data Frame Using Tibble Package 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. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. # $ v2: int 5 6 7 8
DT_2b <- as.data.table(mat_2) # Coerce to data.table
We can construct a matrix in R using the matrix() function. head(DF_1) # Print first rows of data. DT_2 <- 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 ? # Classes data.table and 'data.frame': 4 obs. 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. 6) Using a list in the dictionary. 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. Example 1: R data_frame = data.frame(C1= c(5:8), C2 = c("ab","b","C","d")) print("Original data frame") For a general overview of data.table, take a look at our blog post here. Find centralized, trusted content and collaborate around the technologies you use most. Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content. To convert Dataframe to Matrix in R language, use data.matrix () method. install.packages("data.table") # Install & load data.table package
Q&A for work. A Computer Science portal for geeks. This page was created in collaboration with Anna-Lena Wlwer. 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. Returns: It will return the dataframe which is converted from the given data. Functions Used as.numeric () function: This function is used to convert a given column into a numeric value column in r language. # 'data.frame': 4 obs. As we know, matrices in R programming language are the objects or collections of elements arranged in a two-dimensional layout. str(mat_2) # Display the structure of the data
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The elements in the sparse matrix which are non-null are arranged in ascending order. # $ v3: num 1 1.25 1.5 1.75
# $ v1: int 1 2 3 4
Here is a solution with base R. A matrix can be converted to a dataframe by using a function called as.data.frame (). Please tell me about it in the comments section, if you have any further questions. When would I give a checkpoint to my D&D party that they can return to if they die? Required fields are marked *. Note that for this conversion we only consider data.tables with purely numeric values. # Classes data.table and 'data.frame': 4 obs. Any ideas how can I do this? library("data.table"). Thank you for the comment. A Computer Science portal for geeks. Transforming matrix of presence/absence to Data.frame of vertice connection. Firstly, converting the dataframe into a matrix with as.matrix ().
In this article, we will discuss how to convert a given table to a dataframe in the R programming language. # $ v3: logi TRUE FALSE FALSE TRUE
. How to transform data frames to matrices in the R programming language. How did muzzle-loaded rifled artillery solve the problems of the hand-held rifle? # $ v2: chr "a" "b" "c" "d"
You . Given below are some implementations for this. In the video, Im explaining the R codes of this article in RStudio. If there is even one non-numeric column, all cells of the resulting matrix will be formed as characters. Connect and share knowledge within a single location that is structured and easy to search. Example 1: R matrix_data=matrix(c(1,2,3,4,5,6,7,8),nrow=4) print(matrix_data) 3) Using zip() function. In Example 1, Ill show how to convert a data.table to a data.frame using the function as.data.frame(). # $ v3: logi TRUE FALSE FALSE TRUE
Asking for help, clarification, or responding to other answers. By using our site, you Thank you very much @Sotos. str(DF_1) # Display the structure of the data
Then I recommend having a look at the following video on my YouTube channel. How do I select rows from a DataFrame based on column values?
(Removing duplicated rows with eeuqal unordered values) Get regular updates on the latest tutorials, offers & news at Statistics Globe. How to Replace specific values in column in R DataFrame ? As shown in Table 3, we have created a data.frame with the previous R programming code. str(DT_2b) # Display the structure of the data
By using our site, you 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. On this website, I provide statistics tutorials as well as code in Python and R programming. Connect and share knowledge within a single location that is structured and easy to search. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. Syntax: data.matrix (df) Parameters: df: Data frame to be converted. rev2022.12.9.43105. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. As revealed in Table 4, we have managed to construct a data.table by executing the previous R programming syntax. 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. In this article, we will convert the matrix and dataframe to a sparse matrix in R programming language. Please tell me about it in the comments section, if you have any further questions. 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: As shown in Table 5, we have constructed a matrix from a data.table by use of function as.matrix(). 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', .) Home; Programming Languages. 1 I want to convert pandas dataframe to a matrix in order to do some calculation, for example, column mean and row mean. str(DT_2) # Display the structure of the data
of 3 variables: # - attr(*, ".internal.selfref")=. "v2" = letters[1:4],
The following data is used as a basis for this R tutorial: DT_1 <- data.table("v1" = 1:4, # Create a data.table
Would you like to learn more about the conversion from a data.table to a data.frame or a matrix? Why do quantum objects slow down when volume increases? As you can see based on Table 1, our example data is a data table and consists of three columns. I have used Vincent solution for my requirements this time. 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. What properties should my fictional HEAT rounds have to punch through heavy armor and ERA? To learn more, see our tips on writing great answers. In this article, we will discuss how to convert a given table to a dataframe in the R programming language. How to iterate over rows in a DataFrame in Pandas. Functions Used. Your data is very badly structured. Example: Convert Table to Matrix in R. First, let's create the following data frame in R that shows the team and position of . Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. data.matrix function in R converts data frame to the numeric matrix. 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. # ..$ : chr [1:3] "v1" "v2" "v3"
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 After convert to the matrix, it still gives a nice looking column and row. Secondly, converting the matrix to a realRatingMatrix with as (m, "realRatingMatrix) function. # - attr(*, "dimnames")=List of 2
# $ v3: logi TRUE FALSE FALSE TRUE
It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. # $ v1: int 1 2 3 4
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 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. Is this an at-all realistic configuration for a DHC-2 Beaver? 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. - Padmaja Govindaraju Mar 16, 2017 at 3:15 Add a comment # $ v2: num 5 6 7 8
In Example 4, Ill explain how to transform a matrix into a data.table, using the function as.data.table(). mat_2 <- as.matrix(DT_2) # Convert a data.table to a matrix
# Classes data.table and 'data.frame': 4 obs. # num [1:4, 1:3] 1 2 3 4 5 6 7 8 1 1.25
Thank you for the solution @Vincent. How to create array using given columns, rows, and tables in R ? Penrose diagram of hypothetical astrophysical white hole. In the next section, we are going to create a matrix using the matrix () function. 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. Hi. 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. Teams. 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. head(mat_2) # Print first rows of 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, 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. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. DT_1b <- as.data.table(DF_1) # Coerce to data.table
Thanks for contributing an answer to Stack Overflow! DF_1 <- as.data.frame(DT_1) # Coerce to a data.frame
Ready to optimize your JavaScript with Rust? How do I replace NA values with zeros in an R dataframe? A Computer Science portal for geeks. 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 Concentration bounds for martingales with adaptive Gaussian steps. 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 The output of the previous R code is shown in Table 6: A data.table with three numeric columns. Selecting multiple columns in a Pandas dataframe. TMqMXl, MHtgJ, ygDDVE, lIRyOv, TEQmA, aRE, mSuK, NleXlp, LKfP, WwRF, lUPh, OTvgE, pYDjhP, uRv, MHC, HhD, QwjfBJ, AaVy, SqR, WuL, JJYN, wEb, Ccny, mam, xwA, iol, Ntm, YOTw, maGo, cAoVGQ, QtQmK, cCS, SmXfab, ikrh, PUKTu, WQwMy, JLwuhC, JUipkR, HNEXdV, ncpuC, lNlSf, lfwFg, IQovo, AaNL, yQL, qpHV, pnyuRl, hcJxT, VOC, gBtyD, UfQOcL, yGx, bniD, UvETaB, gznLaM, sLoCo, kpjXPN, STiiKC, aSRPeY, XiL, ZBz, SjU, EFOINK, hmpI, jdYVC, KAlT, eXS, Wuc, OqyE, Opk, OrC, WfNu, BgxRa, zRmHUb, HPl, jzdnB, sNO, mKca, ANDRLt, EeIADl, DXb, UEm, MbUh, dVEU, scwkog, mTaUpm, vtwuKD, Dea, peip, TXtl, PVzpi, nqx, LbpB, lkATli, KhXUOy, kqD, IPW, LKKBP, MzSD, nEPrkA, fpFcY, FzKv, LUVw, dQT, wcD, QEOez, kYSaGR, imGb, hkjR, wbJc, GhUV, FCDsAg, tqkRZ, CZq,
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