Can You Read Xlsx Into R

There's a lot you can learn from the source!. Thanks for reading! This website took a great deal of time to create. Visually explore and analyze data—on-premises and in the cloud—all in one view. Setup: You need to have a Dropbox account and create a folder to store the responses. Upload your JSON file by clicking the green button (or paste your JSON text / URL into the textbox) (Press the cog button on the right for advanced settings). In this article, you'll learn how to read data from Excel xls or xlsx file formats into R. Read about our use of cookies. Let’s say you want the market capitalization of Exxon Mobil. Learn the technical skills you need for the job you want. If not, you can re-configure R by using R CMD javareconf (you may have to prepend sudo or run it as root depending on your installation - see R-ext manual A. This tutorial covers the basics of getting your data into R so that you can move on to more interesting things. GOOD summary! Do you have any tips for OVERWRITING the Excel destinations? I'd like to update an existing worksheet inside a workbook, either by using sheet name like [Sheet1$] or range name?. xlsx(“filename. The best way to represent spreadsheet data in MATLAB® is in a table, which can store a mix of numeric and text data, as well as variable and row names. If xlrd library is not installed, you can download from here. delim in R? I have a table in Excel. eventusermodel package, or the org. Find expert advice along with How To videos and articles, including instructions on how to make, cook, grow, or do almost anything. People have been reading Philip Pullman’s books for decades. Using office365/sharepoint/onedrive with Rstudio I am having a real tough time trying to figure this out, and it seems like it should be super simple. # } A more generic way to read/write tabular data from/to disk write. READ TABLE it_makt INTO wa_makt WITH KEY matnr. Book our famous low fares only on the official Southwest Airlines website. Do you need software to convert CSV To XLSX (or convert XLSX to CSV)? If so, we got just the tool you need. After everything I've tried, I imagine there is just something registered incorrectly in the registry, but am unable to find out what exactly. Once you select that file type, the file extension will be xlsx and you can delete the old xls version. From Management Studio--> Object Explorer-->ServerObjects-->Right click Linked Servers to open a new Linked Server window. Example 4: Formatting numbers with the string () function. xlsx”, 1) reads your file and makes the data. In relative paths, typically the file will be in a subdirectory of the working directory and the path will not start with a drive specifier, e. append but with the arguments in the natural order for copying. With this Kutools for Excel's Format Converter utility, you can convert multiple xlsx formats to xls formats or vise versa, it also can help you convert multiple workbooks to PDF files at one. R can read data from a variety of file formats—for example, files created as text, or in Excel, SPSS or Stata. If you have installed Office 2007, you can read. _rels; docProps; xl. The node version installs a command line tool xlsx which can read spreadsheet files and output the contents in various formats. We will be taking care of two formats of excel files. In this case, the next thing we want to do is read in another file that contains the customer status by account. Reading and writing in R: In R, we can read data from files, stored outside the R environment. Download free Acrobat Reader DC software, the only PDF viewer that lets you read, search, print, and interact with virtually any type of PDF file. Garrett Grolemund. You have an Excel file – and you want that data put into a table. You can write them to an XLSX file that can be read by Excel 2007 but they won't be displayed. XL does not have the ability to read the report file. We’re a nonprofit delivering the education they need, and we need your help. XLS/X are not recommended data formats; however, they remain an important tool in data input and wrangling. If you like what you just read & want to continue your analytics learning, subscribe to our emails, follow us on twitter or like our facebook page. If you convert a Numbers spreadsheet into Numbers ’09-compatible spreadsheet, learn more about changes that happen when you export to iWork ’09. You have to use colClasses() command to specify desired column classes, if you use read. Territories. For this, we can use the function read. To practice getting data from a database with R, try the exercises in this importing data into R tutorial. csv() includes row names, but these are usually unnecessary and may cause confusion. Delete the heading information with a text editor and use the load command :-( Use the fgetl command to read the heading information one line at at time. However, we can export a worksheet of existing workbook as text files with the Save As feature. xlsx" into mydata. If rowLimit is -1, no limit is applied. What's a CSV file? A CSV file is a comma separated values file. Can you please give an example of reading excel sheet and display some result from it? I’m having a task that parsing an xls or xlsx file and convert into json. After everything I've tried, I imagine there is just something registered incorrectly in the registry, but am unable to find out what exactly. Our case studies highlight the paths and achievements of people in different stages of their career. I can kill and clean a hog as mercilessly as a man. Best way to convert your XLSX to CSV file in seconds. This is often the simplest and quickest solution. xlsx extension, if you want to read xls file, readxl can be used (will be talked about in the next article). The default is for it to read in everything as numeric data, and character data is read in as numeric, it is easiest to change that once the data has been read in using the mode function. What we will use: Alteryx’s Run Command tool VB Script to call our Macro An example can be found attached at the end of this post. XLConnect supports reading and writing both xls and xlsx file formats. 3 (My version) I also tried RDCOMClient but it is also not available for R. To give you expert support and information that is proven and practical. From IT to the corner office, to the teams that drive the business forward, see how Smartsheet empowers everyone to solve any business problem. Discover the University of Reading, a global university that enjoys a world-class reputation for teaching, research and enterprise. xlsx both files are supported) 5. Importing csv and excel data (. We use xlrd package to read the data from Excel spreadsheets. An example data file can be downloaded here. Loading data in python environment is the most initial step of analyzing data. This is useful when you have many many columns to choose from or if there naming of those columns becomes complex. If you are flexible with your time of travel, use our best fare finder to find cheap train tickets other customers have found. library(XLConnect) readWorksheetFromFile('test. You can write the vector to a. gdata, xlsx, xlsReadWrite) readxl has no external dependencies, so it’s easy to install and use on all operating systems. This section describes a VBA function you can use the split full names into the the first and last name components. names = 1). Read xls and xlsx files. NDERF is the largest NDE website in the world with over 4600 Experiences in over 23 Languages! With your help, NDERF has over half a million readers a month to spread the word of love, peace and global unity. If you have installed Office 2007, you can read. gdata, xlsx, xlsReadWrite) readxl has no external dependencies, so it’s easy to install and use on all operating systems. table) In the R Commander , you can use Data / Import data / from text file or clipboard , and, having selected a data set, Data / Active data set / Export active data set. Beginning in Stata 12 you can read Excel (. git_stamp: function for get git stamp (commit and branch) for a repository. xlsread can read data saved in files that are currently open in Excel for Windows. You can also add more specifications, such as startRow or startCol to indicate from which row or column the data set should be imported, or endRow or endCol to indicate the point up until where you want the data to be read in. I'll give that a try in a minute and see if I can make it work. To ease this task, RStudio includes new features to import data from: csv, xls, xlsx, sav, dta, por, sas and stata files. If you are not sure what kind of variable you have then you can use the attributes command. Secure Online Backup: Your data is secured during transfer and storage with 256-bit AES encryption and a user-defined key that is not saved on the IDrive server. By clicking OK or continuing to use our site, you agree that we can place these cookies. xlsx format. Then highlight several dozen clumns to the right and tell Excel to "clear all. This library is capable enough to read and write both XLS and XLSX file format of Excel. To learn more, check out our cookie policy. Find the latest film times in 2D, 3D, IMAX and IMAX 3D at Vue cinema. xlsx refer to the latest excel workbook format but the changed file cannot be opened unless all the data is read and converted to the latest format. " This will get rid any stray key strokes and formatting that you don't intend to load into R, or which R can't interpret. If you love color, you’ll love it even more when you finish this course – and your colors may never be the same. Use read_xls() and read_xlsx() directly if you know better and want to prevent such guessing. Write a program to read in the contents of several text files (you can make the text files yourself) and insert those contents into a spreadsheet, with one line of text per row. ReadZipReaderWithRowLimit() can be used to read an XLSX in memory without touching the filesystem. table) In the R Commander , you can use Data / Import data / from text file or clipboard , and, having selected a data set, Data / Active data set / Export active data set. Thanks for reading! This website took a great deal of time to create. It’s best to save these files as csv before reading them into R. Is there any way to read Xlsx file in pyspark?Also want to read strings of column from each columnName. xlsx) in ASP. Time to update some servers:. xlsb and saves 2 times slower and has 1. If you are on Windows and you aren't exactly sure of the file name you want (or it is too much bother to type it), then you can use the file. csv) are much easier to work with. I have read that I should install a new java program on my computer, which I did (64 bits). Do you need software to convert XLSX To CSV (or convert CSV to XLSX)? If so, we got just the tool you need. doc using MS Word. If the file still won't open, proceed to the next Windows method. xlsx2() can be used to read the contents of an Excel worksheet into an R data. Now that we have all of the data into one DataFrame, we can do any manipulations the DataFrame supports. frame to a file. The csv file is stored online. Output Formats. How to Read CSV in R. io Learn If you haven't heard of R before, you should know that it's one of the most popular statistical programming languages in the world, used by millions of people. njs in the bin directory. The difference between XLSX and XLSM is that XLSX does not contain macros and in contract XLSM does. xlsx” is in your current working directory. Take a look at the dates - there are four observations in 1981, indicating quarterly data with a frequency of four rows per year. Our community consists of 600 startup founders paired with VP’s of growth from. How can I open a password-protected Excel file in R? Hey, all, I'm currently working on a project in healthcare and I need help opening a password-protected file in R. csv into Excel, save as. The most complicated part is to translate the SAS data format into the intermediate format. Alternatively you can use the xlsx package to access Excel files. xlsx file and print the contents in xml format so that i can load a dhtmlx grid which accepts only csv Read a. Please enter your email address, and we'll email you your associated username(s). Note that, depending on the format of your file, several variants of read. The information you need from the journalists you trust. This post was updated in 2018 and you can read it here. Importing csv and excel data (. Then we read whole Excel data into a Dataset & that Dataset will be used to produce CSV file. Reading and Writing. 0 specification provides a set of rules for writing XML documents in a uniform way. xlsx2() function is considerably faster, but does not quess the vector class of data. Exporting Data. "All I can say is that I love the personal note you receive with your Road ID! Such a great touch. csv(), or, if you are in a location or using a computer set up with some European settings (where , is used as the decimal place), using read. xlsx2() can be used to read the contents of an Excel worksheet into an R data. This is represented by cells A16 – G24 in the example above. World's leading accredited funding network providing an entrepreneurial community to get funded by angel investors, lenders or crowdfunding. For example, this would read the first worksheet in a workbook called test. frame columns. SAP HANA Support following type of files which will be available on client system as below -. Use the read_excel() function to read the data from "exercise1. I have a client whose EG is running on linux server with no PCfile server installed. Learn touch typing online using TypingClub's free typing courses. csv are specialized versions of read. First we look at how you import. This is quite safe—remember that you can restore the original extension if anything goes wrong. Quite frequently, the sample data is in Excel format, and needs to be imported into R prior to use. XLSX format lets you resize columns, add images, and use formulas to perform calculations. Monster is your source for jobs and career opportunities. Interacting with the Operating Up: Getting started Previous: Memory management in S Reading gzipped, bzipped, zipped, and url files into R. xlsx2 # If using 64-bit Java, must. Both of these methods work in SAS University Edition if you're using that. result that can be a matrix, a vector, or a scalar, depending on the computations involved. Reportedly a user from leading forums Stackoverflow tested this on a generated worksheet with 10’000 rows * 1’000 columns = 10’000’000 (10^7) cells of simple. Using the above code you can parse an XLSX file in to a CSV file and then you can easily import the CSV file into the MySQL database. This can be especially frustrating when you have your data, you know what you want to make, but you're stuck in the middle. This utility is available for Windows XP, Windows Vista, Windows 7 and Windows 8 or 8. If R loaded all of them at the beginning of each session, that would take a lot of memory and time. To use Apache POI in your Java project: For non-Maven projects:. csv(file = "", row. dplyr is an R package for working with structured data both in and outside of R. 7 days to seek mercy, Tihar tells Dec 16 rape convicts. If you do not include an extension, xlsread searches for a file with the specified name and a supported Excel extension. In the last years, cybercriminals distribute a new type of viruses that can encrypt files on your computer (or your network) with the purpose of earning easy money from their victims. Browse movie times, watch film trailers, read the latest movie news and reviews, and book your cinema tickets online today. But you can also only merge files with a specific extension in the folder. csv file? In R programming, I need to import data from excel file. bin exists in the location E:\cprogram. Can you read this into SAS for me? Cont 3 Using the FILENAME statement, we create a FILEREF (file reference) name RAWINPUT and tell SAS where the raw file is located at, the name of the file, and the type of file we are reading in. xls This is easily read into Excel, just like reading a Word file with extension. Read an Excel file into a pandas DataFrame. xlsx, to determine which Excel format to read or write. In multimedia file formats, you can store variety of data such as text image, graphical, video and audio data. First, I store r (mean) and r (sd) to the local macros meanage and sdage, respectively. In the R console, you can issue the following command to install the rjson package. Release the mouse button and select Copy Here. More information can be found on Oracle's website. Add 3 Flexgrid to you form (1 for excel file1, 2nd for excel file2, 3rd for your output file) 4. Our case studies highlight the paths and achievements of people in different stages of their career. This was discussed during the pre-conference, but can you once again confirm that this requirement has been removed?. I am trying to read a range into a data frame from a xlsb workbook. rowLimit is the number of rows that should be read from the file. Learn how to do just about everything at eHow. If the column is numeric, then putting nothing between commas will cause the field to be read as NA (which is what I think you mean by NULL). If the data you wish to load into MATLAB has heading information, e. If you are learning R, you should use the test above to check your skills in R. io Find an R package R language docs Run R in your browser R Notebooks. 1 day ago · Earlier this year, at its Build developers conference, Microsoft announced that it was working on a web-based version of its Visual Studio IDE. In this chapter we will learn to read data from a csv file and then write data into a csv file. You can copy that code and paste it into your R script file for future use. The Excel PivotTable is plain awesome. Please sign in again so you can continue to borrow titles and access your Loans, Wish list, and Holds pages. table) In the R Commander , you can use Data / Import data / from text file or clipboard , and, having selected a data set, Data / Active data set / Export active data set. Students who complete six hours of recreational reading earn a free ticket to Six Flags! The program is available to teachers and schools at no cost to participate, and it's a great way to motivate kids to read. Listen to thousands of live radio stations or create your own artist stations and playlists. Below you can find the workbooks of three districts. Just dropping SUM([Number of Records] on a new sheet is good enough. table(), read. R has two alternative dendrogram presentations: the hclust result object and a general dendrogram object. xlsx" "claims listing 4. Simpler R coding with pipes > the present and future of the magrittr package Share Tweet Subscribe This is a guest post by Stefan Milton , the author of the magrittr package which introduces the %>% operator to R programming. You can load directly from within the Excel spreadsheet without the clumsy ODBC, very fast using a native API. Whatever the result may be, an area on the spreadsheet of precisely the correct size must be selected before the formula is typed in (otherwise you will either lose some of the answer or get added and possibly confusing information). With Skype, you can have meetings and create great things with your workgroup, share a story or celebrate a birthday with friends and family, and learn a new skill or hobby with a teacher. A high level API allows the user to read a sheet of an xlsx document into a data. You can also use LIBNAME XLSX to read entire sheets from Excel, or simply as a discovery step to see what sheets the Excel file contains before you run PROC IMPORT. If you are learning R, you should use the test above to check your skills in R. Coming to the working of project: IExcelDataReader excelReader. Note that rdrop2 can only move existing files onto Dropbox, so we still need to create a local file before storing it on Dropbox. If you use the same Microsoft account to buy or redeem multiple Office 365 subscriptions, you extend the amount of time for your subscription, up to a maximum of 5 years. File streams include two member functions specifically designed to read and write binary data sequentially: write and read. It can be hard to know how to help a loved one who is experiencing domestic violence or intimate partner violence. Learn the technical skills you need for the job you want. csv file? In R programming, I need to import data from excel file. If None then parse all columns, If int then indicates last column to be parsed. Loading data in python environment is the most initial step of analyzing data. If your HTML contains more than one TABLE tag, you can choose which table to convert by changing the "Which Table" selection. The difference between CSV and XLS file formats is that CSV format is a plain text format in which values are separated by commas (Comma Separated Values), while XLS file format is an Excel Sheets binary file format which holds information about all the worksheets in a file, including both content and formatting. XLSX Template with EPPlus and Web API, save as XLSX or PDF I’ve been using NPOI for years to create/edit XLS documents via C#, and it works perfect. 2 does not support XLSX formatted file (Excel 2007 or later files). The first row should contain variable/column names. The reading mode only allows you to read the file, you cannot write into the file. A Universe of Learning. The state of all qubits can be read simultaneously by using a frequency-multiplexing technique 33,34. How to quickly convert XLSX file to XLS or PDF file? In some cases, we may want to convert Excel 2007 or higher xlsx file to Excel 97-2003 xls file or PDF file. Below you can find the workbooks of three districts. R can read directly from these files using some excel. CSV files can be read into R using read. We may also ask to see your driver's license or other identifying documents. The CSV ("Comma Separated Value") file format is often used to exchange data between disparate applications. As KML is actully just XML, Excel can open it directly. Control freaks need to feel heard. Be sure, if you use a missing value code, that it cannot be confused with a "real" data value. XLSX) Compatibility - the XLSB Excel format is not supported by Excel 2003 and earlier versions, which frankly is less of a problem nowadays Security (VBA) - with the distinction between the XLSM and XLSX format you know which files may or not contain VBA macros. Create the Timeline Chart. It can read in both numeric and character values. Note: Once you type “Excel. Evernote uses cookies to enable the Evernote service and to improve your experience with us. Excel spreadsheets are hard to get right Any practicing data scientist is going to eventually have to work with a data stored in a Microsoft Excel spreadsheet. How to Read CSV in R. Professionally collect orders, registrations, reservations and customer feedback. OK so you read the value into a variable - easy You now need to either look at Property Expressions or you need to look at Configurations. Getting Data into Your H2O Cluster¶ The first step toward building and scoring your models is getting your data into the H2O cluster/Java process that's running on your local or remote machine. So you won't need to import or export your data. Introduction. xls support is made possible the with libxls C library, which abstracts away many of the complexities of the underlying binary format. Department of State Welcome to the new State. Take your analytics to the next level with Excel 2016. Since a black hole is a region of space from which nothing can escape, the time-reversed version of a black hole is a region of space into which nothing can fall. This will open the SPSS Database Wizard. It will convert any document, archive file, spreadsheet, audio and video file from one format to another. , gdata, RODBC, XLConnect, xlsx, RExcel), users often find it easier to save their spreadsheets in comma-separated values files (CSV) and then use R’s built in functionality to read and manipulate the data. How to Read CSV in R. For safety reasons, you should save your document with new Office format like. If so, we got just the tool you need. Let’s say you want the market capitalization of Exxon Mobil. Please sign in again so you can continue to borrow titles and access your Loans, Wish list, and Holds pages. Using Python to Parse Spreadsheet Data. 5km subdomains centred over some major Australian cities, Sydney, Hobart, Adelaide and Perth. (see step 2) Repeat for the. xlsx file is now successfully imported into the. Alternatively you can use the xlsx package to access Excel files. This short article shows how you can read in all the tabs in an Excel workbook and combine them into a single pandas dataframe using one command. csv" to be: skip: integer: the number of lines of the data file to skip before beginning to read data. Sometimes the members of the asked group may simply not know the answer. As you can. Adobe Acrobat Reader DC software is the free global standard for reliably viewing, printing, and commenting on PDF documents. File Viewer Lite is a free. If you want to read the column headers into the result set (using HDR=NO even though there is a header) and the column data is numeric, use IMEX=1 to avoid crash. xlsx and then exit all from the command line. Can you read this into SAS for me? Cont 3 Using the FILENAME statement, we create a FILEREF (file reference) name RAWINPUT and tell SAS where the raw file is located at, the name of the file, and the type of file we are reading in. Reading Rockets is a national multimedia project that offers a wealth of research-based reading strategies, lessons, and activities designed to help young children learn how to read and read better. xlsx() and read. To read and write CSV files, you need the. R for Data Science. Sub ConvertToCSV(). expand='table' turns the UDF into a dynamic array. NAMI, the National Alliance on Mental Illness, is the nation’s largest grassroots mental health organization dedicated to building better lives for the millions of Americans affected by mental illness. XlsxWriter is a Python module for creating Excel XLSX files. Unlike using R Services or executing R from within SQL Server, it is not necessary to have SQL Server 2016 – this method can be used with most versions and editions of SQL Server. Convert JSON to CSV using this online tool. If you delete or we disable your account, these Terms shall terminate as an agreement between you and us, but the following provisions will remain in place: 3, 4. Open() The open() function is used to open files in our system, the filename is the name of the file to be opened. XLSX is a file format created with Microsoft Excel, version from 2007 and younger. If you do not have Microsoft Excel installed, you must install the 2007 driver before you can use either. zip file and then extract it. From Management Studio--> Object Explorer-->ServerObjects-->Right click Linked Servers to open a new Linked Server window. And delivery and pick-up schedules are determined by you, not us. Again the normal tendency is to gear up and speak rapidly when dealing with a control freak. Reading Rockets is a national multimedia project that offers a wealth of research-based reading strategies, lessons, and activities designed to help young children learn how to read and read better. Use the latter if macros are present in the file. Shift to the worksheet which you will export to text file, and click File (or Office button) > Save As. The difference between CSV and XLS file formats is that CSV format is a plain text format in which values are separated by commas (Comma Separated Values), while XLS file format is an Excel Sheets binary file format which holds information about all the worksheets in a file, including both content and formatting. In this chapter we will learn how to read from. Membership Details Access an unlimited* number of books, audiobooks, magazines, and more — all for only $8. Only that way you can save your macro within the Excel file (there are other file types possible, e. csv file? In R programming, I need to import data from excel file. Find out which posts are a hit with Blogger’s built-in analytics. Explore our plans, benefits, deals, and a stronger network that's paving the way for a 5G future. Featuring sustainable living commentary, features and solutions. This object allows us to operate with the Excel file. You can choose to export all tables, or just the tables selected in the sidebar. Automatically Exporting Multiple Cross Tables from Tableau Server into Excel. In fact, you can drag any field either onto or off of the pivot table in any way you wish to conduct your analysis. If you are not sure what kind of variable you have then you can use the attributes command. You can also export the result of a SELECT statement, by selecting the statement in the editor, and then choose SQL → Export query result. sxc files online, for free. Welcome to Bible. The solution depends on your operating system. XLSX format lets you resize columns, add images, and use formulas to perform calculations. Yes, you read the title it right — using Apache POI, you can easily read and write in an MS Excel file using Java/Scala. Convert from excel date number to R Date type convertToDate: Convert from excel date number to R Date type in openxlsx: Read, Write and Edit xlsx Files rdrr. This is how you start a scan with the disk utility if you can boot into Windows Vista: How to run CHKDSK in Windows. You can even use any other Excel editor to make hot changes on the file. The problem is that there are certain things that aren't obvious that you need to know about, and you feel awkward about asking such simple questions. If you want to call any Python function no matter in what module it lives or what name it has, use RunPython:. It can also be a single object of name/value pairs or a single object with a single property with an array of name/value pairs. Anyone have experience reading Unicode characters with read. 'Convert XLS' can convert XLSX to HTML (as well as XML, XLS, CSV or a fixed width text file) exceptionally fast. , human readable), which can make the output easier to read by displaying it in kilobytes (K), megabytes (M) and gigabytes (G) rather than just in the default kilobytes. The readr package provides functions for reading text data into R, and the readxl package provides functions for reading Excel spreadsheet data into R. Do you need software to convert XLSX to HTML or XML? If so, we have 'the tool'. From IT to the corner office, to the teams that drive the business forward, see how Smartsheet empowers everyone to solve any business problem. Our case studies highlight the paths and achievements of people in different stages of their career. The fact-checkers, whose work is more and more important for those who prefer facts over lies, police the line between fact and falsehood on a day-to-day basis, and do a great job. Today, my small contribution is to pass along a very good overview that reflects on one of Trump’s favorite overarching falsehoods. Namely: Trump describes an America in which everything was going down the tubes under  Obama, which is why we needed Trump to make America great again. And he claims that this project has come to fruition, with America setting records for prosperity under his leadership and guidance. “Obama bad; Trump good” is pretty much his analysis in all areas and measurement of U.S. activity, especially economically. Even if this were true, it would reflect poorly on Trump’s character, but it has the added problem of being false, a big lie made up of many small ones. Personally, I don’t assume that all economic measurements directly reflect the leadership of whoever occupies the Oval Office, nor am I smart enough to figure out what causes what in the economy. But the idea that presidents get the credit or the blame for the economy during their tenure is a political fact of life. Trump, in his adorable, immodest mendacity, not only claims credit for everything good that happens in the economy, but tells people, literally and specifically, that they have to vote for him even if they hate him, because without his guidance, their 401(k) accounts “will go down the tubes.” That would be offensive even if it were true, but it is utterly false. The stock market has been on a 10-year run of steady gains that began in 2009, the year Barack Obama was inaugurated. But why would anyone care about that? It’s only an unarguable, stubborn fact. Still, speaking of facts, there are so many measurements and indicators of how the economy is doing, that those not committed to an honest investigation can find evidence for whatever they want to believe. Trump and his most committed followers want to believe that everything was terrible under Barack Obama and great under Trump. That’s baloney. Anyone who believes that believes something false. And a series of charts and graphs published Monday in the Washington Post and explained by Economics Correspondent Heather Long provides the data that tells the tale. The details are complicated. Click through to the link above and you’ll learn much. But the overview is pretty simply this: The U.S. economy had a major meltdown in the last year of the George W. Bush presidency. Again, I’m not smart enough to know how much of this was Bush’s “fault.” But he had been in office for six years when the trouble started. So, if it’s ever reasonable to hold a president accountable for the performance of the economy, the timeline is bad for Bush. GDP growth went negative. Job growth fell sharply and then went negative. Median household income shrank. The Dow Jones Industrial Average dropped by more than 5,000 points! U.S. manufacturing output plunged, as did average home values, as did average hourly wages, as did measures of consumer confidence and most other indicators of economic health. (Backup for that is contained in the Post piece I linked to above.) Barack Obama inherited that mess of falling numbers, which continued during his first year in office, 2009, as he put in place policies designed to turn it around. By 2010, Obama’s second year, pretty much all of the negative numbers had turned positive. By the time Obama was up for reelection in 2012, all of them were headed in the right direction, which is certainly among the reasons voters gave him a second term by a solid (not landslide) margin. Basically, all of those good numbers continued throughout the second Obama term. The U.S. GDP, probably the single best measure of how the economy is doing, grew by 2.9 percent in 2015, which was Obama’s seventh year in office and was the best GDP growth number since before the crash of the late Bush years. GDP growth slowed to 1.6 percent in 2016, which may have been among the indicators that supported Trump’s campaign-year argument that everything was going to hell and only he could fix it. During the first year of Trump, GDP growth grew to 2.4 percent, which is decent but not great and anyway, a reasonable person would acknowledge that — to the degree that economic performance is to the credit or blame of the president — the performance in the first year of a new president is a mixture of the old and new policies. In Trump’s second year, 2018, the GDP grew 2.9 percent, equaling Obama’s best year, and so far in 2019, the growth rate has fallen to 2.1 percent, a mediocre number and a decline for which Trump presumably accepts no responsibility and blames either Nancy Pelosi, Ilhan Omar or, if he can swing it, Barack Obama. I suppose it’s natural for a president to want to take credit for everything good that happens on his (or someday her) watch, but not the blame for anything bad. Trump is more blatant about this than most. If we judge by his bad but remarkably steady approval ratings (today, according to the average maintained by 538.com, it’s 41.9 approval/ 53.7 disapproval) the pretty-good economy is not winning him new supporters, nor is his constant exaggeration of his accomplishments costing him many old ones). I already offered it above, but the full Washington Post workup of these numbers, and commentary/explanation by economics correspondent Heather Long, are here. On a related matter, if you care about what used to be called fiscal conservatism, which is the belief that federal debt and deficit matter, here’s a New York Times analysis, based on Congressional Budget Office data, suggesting that the annual budget deficit (that’s the amount the government borrows every year reflecting that amount by which federal spending exceeds revenues) which fell steadily during the Obama years, from a peak of $1.4 trillion at the beginning of the Obama administration, to $585 billion in 2016 (Obama’s last year in office), will be back up to $960 billion this fiscal year, and back over $1 trillion in 2020. (Here’s the New York Times piece detailing those numbers.) Trump is currently floating various tax cuts for the rich and the poor that will presumably worsen those projections, if passed. As the Times piece reported: