Lbp Code In Python Github

VS Code, React, and Tensorflow once again top our list of open source projects by contributor count. It is calculated by taking the the ratio of the variance of all a given model's betas divide by the variane of a single beta if it were fit alone. 10703] PythonRobotics: a Python code collection of robotics algorithms. Friendly & Easy to Learn. Python code is often said to be almost like pseudocode, since it allows you to express very powerful ideas in very few lines of code while being very readable. It’s an incredible editor right out of the box, but the real power comes from the ability to enhance its functionality using Package Control and creating custom. The next stage will be to implement the same thing using Cython. scikit-learn. Python 3 is the future and the future is now. a weekly graduate seminar on techniques for scientific programming. Considerations for code search. A simple single-class interface, which integrates with OpenCV and FFTW3 to bring a complete and fast implementation of the popular descriptors: LBP u2, ri, riu2 & hf. All video and text tutorials are free. Note that the final Python implementation will not be optimized for speed or memory usage, but instead for easy understanding. It works great, however, with oauth2clien. Let me start off by saying what is nice about Python:. Don’t worry if you don’t understand anything, we will see later what is the meaning of each line in this code. 2 or newer is required; Python 3 is supported. Learn how to run and debug existing Python programs in VS Code; Connect Visual Studio Code to Git and GitHub to share your code with the world; We assume you are familiar with Python development and already have some form of Python installed on your system (Python 2. Quality software, faster. The same source code archive can also be used to build the Windows and Mac versions, and is the starting point for ports to all other platforms. MicroPython is a lean and efficient implementation of the Python 3 programming language that includes a small subset of the Python standard library and is optimised to run on microcontrollers and in constrained environments. The text is released under the CC-BY-NC-ND license, and code is released under the MIT license. To run a Graphene hello world script: pip install graphene. Python Crash Course - Cheat Sheets A cheat sheet can be really helpful when you’re trying a set of exercises related to a specific topic, or working on a project. Some say Python code is more concise and uniform than Java because your formatting choices are more limited. This applies to any block level elements nested in a list, including paragraphs, sub-lists, blockquotes, code blocks, etc. This implementation also includes an IPython matlab_magic extension, which provides a simple interface for weaving python and Matlab code together (requires ipython > 0. Linting Python in Visual Studio Code. As an example, here is an implementation of the classic quicksort algorithm in Python:. Watch Now This tutorial has a related video course created by the Real Python team. For editors and tools which the core developers have felt some special comment is needed for coding in Python, see Additional Resources. NumPy Performance. Working with Python in Visual Studio Code, using the Microsoft Python extension, is simple, fun, and productive. But, what if the face to be recognized is not even in the database. Codecademy is the easiest way to learn how to code. Online Python IDE - The best online IDE and Terminals in the cloud where you can Edit, Compile, Execute and Share your source code with the help of simple clicks. OpenCV also implements LBPs, but strictly in the context of face recognition — the underlying LBP extractor is not exposed for raw LBP histogram computation. Some say Python code is more concise and uniform than Java because your formatting choices are more limited. gz Take a survey. So, for example, something more like this in your own python file: from conv import shallow. It's still on for the next 10 days!. Learn more. Uploading your project to GitHub. Matplotlib can be used in Python scripts, the Python and IPython shell, web application servers, and various graphical user interface toolkits. NET and Unity). i have client computer and server computer which are connected with LAN cable. The source code is made available under the Biopython License, which is extremely liberal and compatible with almost every license in the world. Stack Overflow for Teams is a private, secure spot for you and your coworkers to find and share information. A new post about maps (with improved examples!) can be found here. Download code samples and examples for Windows 8, Microsoft Azure, Office, SharePoint, Silverlight and other products in C#, VB. It’s an incredible editor right out of the box, but the real power comes from the ability to enhance its functionality using Package Control and creating custom. SQLAlchemy is the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL. When you run the program, a console window appears displaying the results, just as if you'd run a Python interpreter with PythonApplication1. ```python # more python code ``` Emphasized Lines ¶ If you would like to have your fenced code blocks highlighted with the CodeHilite extension, simply enable that extension (remember that Pygments is its dependency) and the language of your fenced code blocks will be passed in and highlighted appropriately. Hey, Yes, it works with version 3 of OpenCV, but you need to modify line 34: cv2. com, @geoffhing ). The extension lets you easily clone a repository of Python code and create a project from it from within the IDE. This face-boxer. Overall the GitHub Archive has more than 1. Once you've installed Python support in Visual Studio, you can add the GitHub Extension for Visual Studio. Code Fragments. Image segmentation via several feature spaces DEMO. In this section, we will move the Python code we just wrote to SQL Server and deploy our predictive model with the help of SQL Server Machine Learning Services. In general this means everyone is expected to be open, considerate, and. Posted by iamtrask on November 15, 2015. For more information, see "About searching on GitHub. GitHub Gist: instantly share code, notes, and snippets. py script is called with the same interpreter used to build Bob, or unexpected problems might occur. It provides a full suite of well known enterprise-level persistence patterns, designed for efficient and high-performing database access, adapted into a simple. Open the guizero-master folder, then copy the guizero folder and paste it into your home directory. The Repository Statistics API allows you to fetch the data that GitHub uses for visualizing different types of repository activity. ABBYY Cloud OCR SDK provides a set of samples in different programming languages showing how to create a simple client application. If you don't need to return to your tetris game after the next task, you probably could just get the current system time (look into the documentation of pythons time module) and calculate the difference to the time when the tetris game started (store the time into self. As leaders in online education and learning to code, we've taught over 45 million people using a tested curriculum and an interactive learning environment. 5 through 3. The source release is a self-contained “private” assembly. Substantial changes were introduced in the fourth edition, and the fifth edition is primarily a consolidation of those changes. When an application passes all its unit tests, you can at least trust that its low-level functionality is correct. Quickstart: Clone a repository of Python code in Visual Studio. 7, Anaconda, or others). GitHub is home to over 40 million developers working together to host and review code, manage projects, and build software together. With GitHub, you can share your code and collaborate. So, do you know a way to do that. Feel free to follow if you'd be interested in. The Repository Statistics API allows you to fetch the data that GitHub uses for visualizing different types of repository activity. Assign the value true against the setting python. Backtesting is the process of testing a strategy over a given data set. Run the code you've written to this point by pressing Ctrl+F5 or selecting Debug > Start without Debugging menu item. NumPy Performance. New to the list are projects that manage containerized applications, share Azure documentation, and consolidate TypeScript type definitions: Kubernetes, Azure Docs, and DefinitelyTyped. A “code cell” is a concept similar to MATLAB’s “cell” (except that there is no “cell mode” in Visual Studio Code, at least not yet), i. The authors deny any kind of warranty concerning the code as well as any kind of responsibility for problems and damages which may be caused by the use of the code itself including all parts of the source code. Widely used and practical algorithms are selected. Python-MATLAB(R) Bridge and ipython matlab_magic. TLDR it's possible with import_from_github_com package:. Local Binary Patterns implementation using Python 3. This website contains the full text of the Python Data Science Handbook by Jake VanderPlas; the content is available on GitHub in the form of Jupyter notebooks. Considering best practise, the way forwards is to move with the times and upgrade. 0 specification with a considerable number of additions and a couple of exclusions. cx_Oracle 7 has been tested with Python version 2. After enabling a test framework, use the Python: Discover Tests command to scan the project for tests according to the discovery. Nose is also supported, although the framework itself is in maintenance mode. Archived Python Projects All Code Clubs must be registered. It is an interactive computational environment, in which you can combine code execution, rich text, mathematics, plots and rich media. a block of lines to be executed at once in the current interpreter (Python or IPython). Chen, Dong, et al. org lists "top" and "hot" Python packages. Local Binary Patterns is an important feature descriptor that is used in computer vision for texture matching. Find Open Source Software Projects from NASA. Last build 22 January 2014. pythonxy has Moved! This project has moved to a new location on the internet. py script is called with the same interpreter used to build Bob, or unexpected problems might occur. Anaconda is a plugin that turns your SublimeText 3 into a rich featured Python development stack that boost your productivity and helps you to ensure the quality and style of your code. When installing Python packages it's typically a good practice to isolate them within a Python environment (a named Python installation that exists for a specific project or purpose). It aims to foster the creation of easily testable, re-usable and flexible blocks of. I'm on Google App Engine (GAE) so beside of python, I can create a new file, update it, even delete it via a commit and push into my repo in GitHub with GitHub API v3 in php, java and go. PyDev – Eclipse-based Python IDE with code analysis available on-the-fly in the editor or at save time. Due to the complexity of searching code, there are a few restrictions on how searches are performed: Only the default branch is considered. Various coding tools also include Python support. 8 was released on October 14th, 2019. Image Processing in Python This is an introductory tutorial on image processing using Python packages. py is a Python implementation of the local binary patterns (LBP) algorithm for texture classification. Open the guizero-master folder, then copy the guizero folder and paste it into your home directory. client computer has client. This approach allows you to use use CLR services and continue to use existing Python code and C-based extensions while maintaining native execution speeds for Python code. This is the course content for Introduction to Data Processing with Python, which has been developed and maintained by OpenTechSchool. Simple drawing with turtle “Turtle” is a python feature like a drawing board, which lets you command a turtle to draw all over it! , but for now just keep. Edit: Some folks have asked about a followup article, and I'm planning to write one. py: import graphene class Query (graphene. py script is called with the same interpreter used to build Bob, or unexpected problems might occur. Although always faster than Haar on similar data, LBP training times will quickly become lengthy as well, with various experiments pushing up over 10 hours depending on data and training parameters. In Lucas Chess there are several competitions, and in two of them you can publish the results. Fenced code blocks. py In this post I share how to use python code (with OpenCV) to capture and display camera video on Jetson TX2, including IP CAM, USB webcam and the Jetson onboard camera. In this post, we will learn about Eigenface — an application of Principal Component Analysis (PCA) for human faces. It contains algorithms which can be used to perform some cool stuff. Start with HTML, CSS, JavaScript, SQL, Python, Data Science, and more. PyCharm is the best IDE I've ever used. MB-LBP visualization. Easily install the latest version of nimblenet with pip. You'll learn to use and combine over ten AWS services to create a pet adoption website with mythical creatures. Save time, get better reviews. If you find this content useful, please consider supporting the work by buying the book!. json), as follows:. started_at or. How to Capture and Display Camera Video with Python on Jetson TX2. getdoc (object) ¶ Get the documentation string for an object, cleaned up with cleandoc(). packages is a list of all Python import packages that should be included in the distribution package. If you’d rather work with source code, you can get that on GitHub, as well. The result is a static graph displayed in the Results window #%% import matplotlib. Unit tests are pieces of code that test other code units in an application, typically isolated functions, classes, and so on. It’s an incredible editor right out of the box, but the real power comes from the ability to enhance its functionality using Package Control and creating custom. The code that was used for generating images in the post is here. Learn how to run and debug existing Python programs in VS Code; Connect Visual Studio Code to Git and GitHub to share your code with the world; We assume you are familiar with Python development and already have some form of Python installed on your system (Python 2. These are the resources for the first edition; the updated resources for the second edition are here. linspace(0, 20, 100) plt. This includes an event every time someone has pushed new code, forked or starred a repository, or opened an issue on GitHub. For more information, see GitHub's billing plans in the GitHub Help documentation. Hans Petter Langtangen (hpl at simula. Create a folder called swc-python on your Desktop. Explore ways to leverage GitHub's APIs, covering API examples, webhook use cases and troubleshooting, authentication mechanisms, and best practices. Watch Now This tutorial has a related video course created by the Real Python team. Now that we are in Downloads folder, to list any files in here we can type in “ls” and press Enter. " These indicator codes can be found in the World Bank Data Catalog, but you can also use the API to explore and select indicators. LBP Modification: High Dimensional LBP, is an implementation of high dimensional lbp feature for face recognition. 10703] PythonRobotics: a Python code collection of robotics algorithms. If you would prefer to use the RevitAPI directly, you will need to unwrap the Element before operating on it, use our TransactionManager to ensure that you’re operating inside of a. This tutorial uses data from the above script to illustrate creating Python visuals. Navigate to the data folder. PythonMagickWand is an object-oriented Python interface to MagickWand based on ctypes. Kismet git. New to the list are projects that manage containerized applications, share Azure documentation, and consolidate TypeScript type definitions: Kubernetes, Azure Docs, and DefinitelyTyped. Download Python-xy Python(x,y) is a free scientific and engineering development software for numerical computations, data analysis and data visualization based on Python programming language, Qt graphical user interfaces and Spyder interactive scientific development environment. Calling Python. This assumes either the user knows the syntax, or can anticipate what keywords might be in comments surrounding the code they are looking for. py is a Python implementation of the local binary patterns (LBP) algorithm for texture classification. Pylint – Static code analyzer. OpenCV also implements LBPs, but strictly in the context of face recognition — the underlying LBP extractor is not exposed for raw LBP histogram computation. HOWEVER, when all of your scripts are written in a Python 2. To search for code across all public repositories, you must be signed in to a GitHub account. You'll learn to use and combine over ten AWS services to create a pet adoption website with mythical creatures. python -m pip install windows-curses. Minimum dependency. Visual Studio Code is a lightweight but powerful source code editor which runs on your desktop and is available for Windows, macOS and Linux. com aspires to publish all content under a Creative Commons license but may not be able to do so in all cases. 1 now and check out the Visual Studio Code Python. To deploy a model, you store the model in a hosting environment (like a database) and implement a prediction function that uses the model to predict. freeimage - an Open Source library supporting popular graphics image formats. When packages are updated you have the option of using the version that was featured in the book, which lets you run code exactly as it's written in the book. After getting SQL Server with ML Services installed and your Python IDE configured on your machine, you can now proceed to train a predictive model with Python. I want to use them together. The extension makes VS Code an excellent IDE, and works on any operating system with a variety of Python interpreters. It provides a full suite of well known enterprise-level persistence patterns, designed for efficient and high-performing database access, adapted into a simple. GitHub API Training. There are three ways to tell the highlighter what language the code block contains and each one has a different result. It is a BSD-licence product thus free for both business and academic purposes. WordCloud for Python documentation¶ Here you find instructions on how to create wordclouds with my Python wordcloud project. As the Extension will resolve the path to the formatter based on Python executable being used or configured in python. For more information, see GitHub's billing plans in the GitHub Help documentation. In principle, all the steps of such a project are illustrated, like retrieving data for backtesting purposes, backtesting a momentum strategy, and automating the trading based on a momentum strategy specification. 1 documentation » Extensions ¶ Python Markdown offers a flexible extension mechanism, which makes it possible to change and/or extend the behavior of the parser without having to edit the actual source files. Arxa / libsvm_u-RLBP. However, many implementations do not enforce this rule and allow less than 4 spaces of indentation. Unlike compiled languages, Python doesn't need a "build" per se. Port of http://code. Python's documentation will help you along the way, and the mailing lists will keep you in touch. HOWEVER, when all of your scripts are written in a Python 2. In this step-by-step course, you'll master the Python range() function, learn how its implementation differs in Python 3 vs 2, and see how you can use it to write faster and more Pythonic code. WordCloud for Python documentation¶ Here you find instructions on how to create wordclouds with my Python wordcloud project. py extension. Compared to other wordclouds, my algorithm has the advantage of. Features such as the ability to change the themes, keyboard shortcuts and many configuration preferences allow you to create the editing experience your own. If you've not had the pleasure of playing it, Chutes and Ladders (also sometimes known as Snakes and Ladders) is a classic kids board game wherein players roll a six-sided die to advance forward through 100 squares, using "ladders" to jump ahead, and avoiding "chutes" that send you backward. GitHub is home to over 40 million developers working together to host and review code, manage projects, and build software together. With the Python extension enabled, vscode becomes a great working environment for any Python developer. 5 on a mac os x 10. 10703] PythonRobotics: a Python code collection of robotics algorithms. 7, and with versions 3. json to the URL you'd use on the HTML GitHub Jobs site. Future plans. A word about caching Computing repository statistics is an expensive operation, so we try to return cached data whenever possible. MicroPython is a lean and efficient implementation of the Python 3 programming language that includes a small subset of the Python standard library and is optimised to run on microcontrollers and in constrained environments. kolian1/texture-segmentation-LBP-vs-GLCM. With the acquisition of startup Semmle, GitHub aims to make continuous vulnerability detection part of their continuous integration and continuous deployment service. Other versions are also likely to work, but that has not been veri. Both statements are true, but. Code of Conduct¶ Please note that all interactions on Python Software Foundation-supported infrastructure is covered by the PSF Code of Conduct, which includes all infrastructure used in the development of Python itself (e. Now that we are in Downloads folder, to list any files in here we can type in “ls” and press Enter. All code is also available on github. These are the resources for the first edition; the updated resources for the second edition are here. Kismet code under development is in the master branch of the git repository. The code was developed with Python 2. Local Binary Patterns with Python and OpenCV. This is a list of collaborative code review software that supports the software development practice of software peer review. It includes Python libraries for accessing features available via the vSphere REST API including Virtual Machine management, vCenter Appliance management, Content Library and Tagging. Features: Easy to read for understanding each algorithm's basic idea. Online Python IDE - The best online IDE and Terminals in the cloud where you can Edit, Compile, Execute and Share your source code with the help of simple clicks. Retrieving source code¶ inspect. com You can find more Python code examples at the bottom of this page. linspace(0, 20, 100) plt. Python projects can still benefit greatly from using Jenkins for continuous integration and delivery. Rather, it is an integration of the C Python engine with the. In most cases, this will be the master branch. Now it is! You can use the free and open-source RunMyCode Online browser extension to compile and run code directly from Github, Github Gist, Gitlab, Gitlab Snippets. For editors and tools which the core developers have felt some special comment is needed for coding in Python, see Additional Resources. Uploading your project to GitHub. Now that the pull request has been applied, the issue should be fixed (in theory, but mistakes do happen! A good review aims to catch these before the code is merged into the Python repository). Their study, pre-published on arXiv, also presents Gistable, a new database of executable Python code snippets on GitHub's gist. OpenCV projects: Face Recognition, Machine Learning, Colormaps, Local Binary Patterns, Examples - bytefish/opencv. It contains algorithms which can be used to perform some cool stuff. For most Unix systems, you must download and compile the source code. The philosophy of "one correct way to do things. Its new home is at: http://python-xy. Feel free to follow if you'd be interested in. Where does Python look for modules?¶ See: Python docs on sys. @AireneHA: Really difficult to tell without knowing more of the "next task" you're talking about, sorry :(. Mainly, I added a global and colorful wins/losses display that is updated after each round. Download Anaconda 5. Multithreading in Python 05 Apr 2018. Local Binary Pattern implementations can be found in both the scikit-image and mahotas packages. When you run the program, a console window appears displaying the results, just as if you'd run a Python interpreter with PythonApplication1. To search for code across all public repositories, you must be signed in to a GitHub account. It is a BSD-licence product thus free for both business and academic purposes. 2to3 - Automated Python 2 to 3 code translation¶ 2to3 is a Python program that reads Python 2. py - Supporting Functions; JavaScript Code; Plugin Code; Developing Plugins; Embeddeding Gate One Into Other Applications; Release Notes / Changelog. py - For compressing Python code; minification. Greetings, Earthling! Welcome to The Hitchhiker’s Guide to Python. py script is called with the same interpreter used to build Bob, or unexpected problems might occur. For example, the indicator code for long-term external debt stock is "DT. Work with Git and GitHub directly from Atom with the GitHub package. @AireneHA: Really difficult to tell without knowing more of the "next task" you're talking about, sorry :(. Sign up Some basic local binary patterns implementation in python using OpenCV. The mission of the Python Software Foundation is to promote, protect, and advance the Python programming language, and to support and facilitate the growth of a diverse and international community of Python programmers. If you've not had the pleasure of playing it, Chutes and Ladders (also sometimes known as Snakes and Ladders) is a classic kids board game wherein players roll a six-sided die to advance forward through 100 squares, using "ladders" to jump ahead, and avoiding "chutes" that send you backward. Quick link: tegra-cam. Considering best practise, the way forwards is to move with the times and upgrade. The Microsoft Python Extension for Visual Studio Code is actively developed in our GitHub repository, and is the most downloaded extension in the VS Code marketplace with over 6 million downloads to-date, and a 4. Widely used and practical algorithms are selected. The code that was used for generating images in the post is here. You should be able to find the Python version as well on the same site. GitHub Gist: instantly share code, notes, and snippets. Last release 17 June 2013. net provides package and source code navigation with advanced search features. Its new home is at: http://python-xy. Sign up Some basic local binary patterns implementation in python using OpenCV. In this section, we will move the Python code we just wrote to SQL Server and deploy our predictive model with the help of SQL Server Machine Learning Services. Last build 22 January 2014. This is an excerpt from the Python Data Science Handbook by Jake VanderPlas; Jupyter notebooks are available on GitHub. This dependency has to be downloaded manually. Multithreading in Python 05 Apr 2018. The Python runtime on the JVM. export('tpot_exported_pipeline. In most cases, this will be the master branch. This includes an event every time someone has pushed new code, forked or starred a repository, or opened an issue on GitHub. The code can be used to synthesize new views of faces appearing in unconstrained images, to the three yaw angles (frontal / 0°, 40° and 75°) with the same ten generic 3D face shapes used in our ECCV’16 paper (see also figure at the top of this page). Watch it together with the written tutorial to deepen your understanding: Introduction to Git and GitHub for Python Developers Have you ever worked on a Python project that stopped working after you made a change. The highlighter needs to know what language to use for the code block. Figure 4: Circular Neighbourhood * The original LBP algorithm has been further optimised to give better results. New to the list are projects that manage containerized applications, share Azure documentation, and consolidate TypeScript type definitions: Kubernetes, Azure Docs, and DefinitelyTyped. It's interactive, fun, and you can do it with your friends. Jul 14, 2012 · What Exactly Is GitHub Anyway? You may have heard that GitHub is a code sharing and publishing service, or that it's a social networking site for programmers. It conforms to the Python database API 2. py extension. This dependency has to be downloaded manually. Minimum dependency. 09/18/2019; 7 minutes to read +1; In this article. In my last blog post, thanks to an excellent blog post by Andrew Trask, I learned how to build a neural network for the first time. Browse for projects written in Python. 10703] PythonRobotics: a Python code collection of robotics algorithms. Anaconda Overview. Microsoft also has a separate GitHub page you can check out, I’ve always wanted to learn how to code. The syntax is as follows: where encoding is one of the valid codecs supported by Python. Quality software, faster. Unlike these two tools, cx_Freeze is cross platform and should work on any platform that Python itself works on. In order to do that, we curated a list of awesome plugins available in the community and provided an automatic installation procedure for this set. Description. OpenCV also implements LBPs, but strictly in the context of face recognition — the underlying LBP extractor is not exposed for raw LBP histogram computation. py from the command line. Download Anaconda 5. Online Code Repository. The extension lets you easily clone a repository of Python code and create a project from it from within the IDE. This weekend I found myself in a particularly drawn-out game of Chutes and Ladders with my four-year-old. If you do not get any errors, you are in good shape. Linting highlights syntactical and stylistic problems in your Python source code, which oftentimes helps you identify and correct subtle programming errors or unconventional coding practices that can lead to errors. This demo was designed to demonstrate several commonly used feature spaces, in a segmentation task. It serves up a project’s Jasmine suite in a browser so you can focus on your code instead of manually editing script tags in the Jasmine runner HTML file. This will create a download link of your complete source. You can verify everything works by running a Python interpreter and attempting to import curses. Hans Petter Langtangen (hpl at simula. Learn the fundamentals of programming to build web apps and manipulate data. By registering your club we can measure our impact, and we can continue to provide free resources that help children learn to code. Once you've installed Python support in Visual Studio, you can add the GitHub Extension for Visual Studio. Python's use of whitespace ends debates over how to format code. This ebook is for the use of anyone anywhere in the United States and most other parts of the world at no cost and with almost no restrictions whatsoever. For Python, this brings the ability to have a full code editor which brings in functionality such as, syntax highlighting, code completion, code refactoring, and snippets. Python Crash Course - Cheat Sheets A cheat sheet can be really helpful when you're trying a set of exercises related to a specific topic, or working on a project. Codecademy is the easiest way to learn how to code. py script is called with the same interpreter used to build Bob, or unexpected problems might occur. 6 or below, you can install it with pip: $. This project is for all the Python lovers out there. You must understand what the code does, not only to run it properly but also to troubleshoot it. The site can also send email notifications for package updates. Sign up Some basic local binary patterns implementation in python using OpenCV. If you do not get any errors, you are in good shape. 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: