Python Script To Download File From S3

django-s3file - A lightweight file upload input for Django and Amazon S3 #opensource. Nice! but I think we will not write to zips on amazon. Or you can create an egg from your python code and upload that as a library. Parallel upload to Amazon S3 with python, boto and multiprocessing – One challenge with moving analysis pipelines to cloud resources like Amazon EC2 is figuring out the logistics of transferring files. You can basically take a file from one s3 bucket and copy it to another in another account by directly interacting with s3 API. WinSCP is a free SFTP, SCP, Amazon S3, WebDAV, and FTP client for Windows. Once these files are created locally, you can copy the files to the S3 bucket. Take note of the User ARN 4. I built a simple Matlab script able to link to this url and to download the image that i need. While not necessary, you can customize the shebang of your zipapp to have it executed with a specific version of Python or a Python from a specific location. If you have permission, you can copy a file to or from Amazon S3 and your instance using one of the following methods. Download as CSV Sort on: - nothing - activity components creation dependencies files hgrepos id keywords message_count messages nosy_count priority pull_requests resolution severity stage status superseder title type versions. The TarFile object provides an interface to a tar archive. The script must use the requester pays S3 option and parse crawler data in the 2012-dataset. Python Identifiers. Apache Spark Examples. The doc says, and it is a good idea, as the open() method allows you to specify. A script called update that installs and upgrades the Python packages on the system. If you’d like to install Python 2. When you insert an file in the rich text editor, you can validate its format. For example, if you want to deploy a Python script in an EC2 instance or EMR through Data Pipeline to leverage their serverless archtechture, it is faster and easier to run code in 2. Getting Started. Divides into smaller chunks using split ,then does multiprocessing of the smaller chunks and finally combine them in s3. Before a Python UDF can be used in a Pig script, it must be registered so Pig knows where to look when the UDF is called. On the version-specific download pages, you should see a link to both the downloadable file and a detached signature file. You can basically take a file from one s3 bucket and copy it to another in another account by directly interacting with s3 API. Download and install python and the python SDK for AWS called boto, and use the boto methods to get the files from S3 #### Create a function to download all files from a S3 Path. We have a bucket in AWS S3 where backups from production are being copy to. python my_test. I have a stable python script for doing the parsing and writing to the database. Today we will talk about how to download , upload file to Amazon S3 with Boto3 Python. In a fast, simple, yet extensible way. , files) from storage entities called "S3 Buckets" in the cloud with ease for a relatively small cost. download_fileobj(Bucket, Key, Fileobj, ExtraArgs=None, Callback=None, Config=None)¶ Download an object from S3 to a file-like object. This includes, but not limited to: ACLs (Access Control Lists) on both S3 Buckets and Objects (files) Control logging on your S3 resources. I have a range of json files stored in an S3 bucket on AWS. Authorization is performed using environment variables:. To test that your Minio server is working, we’re going to download Boto, the S3 Python SDK and write a simple script. The appveyor. py”, which will unload the source data from Redshift, then encrypt the data with the KMS master key and upload to S3, and finally copy the encrypted data from S3 to the destination Redshift cluster. js (Nodejs) Static folder function?. here are the guidelines from start to end, how to install aws cli, how to use aws cli and other functionalities. Usually to unzip a zip file that's in AWS S3 via Lambda, the lambda function should 1. In this post, I will outline the steps necessary to load a file to an S3 bucket in AWS, connect to an EC2 instance that will access the S3 file and untar the file, and finally, push the files back…. 0 when pulling files from s3? and run a python script in CLI? python azure databricks download files aws. That’s what most of you already know about it. Here is the code I used for doing this:. Make sure to store results. A small script that allows you to push files and directories to S3 using a context menu in nautilus file browser. But if i download the s3 uploaded file and then compare with the md5 they match. Currently, I'm converting a local python script to an AWS Lambda function. To fix that I wrote a python script that compacts the logs so that we only get one file per day, which is a more reasonable number (35k files shrank to only 171 for me). Further on, you will be introduced to functions and decorators, and see how you can use them. How do I find out the current date and time in Python? What is the module or function I need to use to get current time or date in Python programming language? You can use time module (low level) which provides various time-related functions. How could I modify the below code to extract only a specific file in a folder / sub-folder. S3cmd : AWS command used to copy/Sync content to S3 bucket s3cmd can be installed from epel repo or by manually compiling the code. My task is to copy the most recent backup file from AWS S3 to the local sandbox SQL Server, then do the restore. First you need to install AWS Tools for Windows. We assume that we have a file in /var/www/data/ which we received from the user (POST from a form for example). With a different content, indeed, but --skip-existing only checks for the file presence, not the content. When running this line in the shell terminal it works fine. Uploading files to S3. FileField and ImageField are created as a string field in the database (usually VARCHAR), containing the reference to the actual file. reader() module. Now for the actual Python script, thats pretty straight forward. Different backends like ftp, sftp, imap, s3 and others are supported. I am trying to extract data from AWS S3. It's been long time since i wrote a blog post. This local backup can either be an Oracle RMAN backup or Oracle Data Pump export of the database. Amazon S3 Backup Script for NextCloud. They are extracted from open source Python projects. The Amazon S3 plugin will connect your existing or new Droppy setup to your S3 Bucket and stores all the uploaded files in your bucket. duplicity is a python based shell application that makes encrypted incremental backups to remote storages. The requests library is one of the most popular libraries in. Batteries included. import platform import boto3 import botocore BUCKET_NAME = 'tempdownload' KEY = 'temp. There are many way to store the files on cloud. So, let's. This generates an unsigned download URL for hello. Specifically the s3 "cp" command with the recursive switch. The buckets are unique across entire AWS S3. Learn how you how you can support uploading files with PHP. Download from S3. download the trained. Requires boto, the python aws library. Writing shell script to deploy changed file. You can use method of creating object instance to upload the file from your local machine to AWS S3 bucket in Python using boto3 library. In a fast, simple, yet extensible way. Automate config backups so you can quickly roll back a blown configuration or provision a replacement device. Ideal for off-site file backups, file archiving, web hosting and other data storage needs. As we all know that File Transfer Protocol is not at all secure because all transmissions happens in clear text and the data can be readable by anyone during sniffing the packets on the network. Cloud Sync is designed to address the challenges of synchronizing data to the cloud by providing a fast, secure, and reliable way for organizations to transfer data from any NFSv3 or CIFS file share to an Amazon S3 bucket. 0 credentials. txt using Python programming language under MS-Windows or Unix like operating systems? You can use either remove("/path/to/file") or unlink("/file/path") to remove (delete) the file path. A common use-case is to incorporate existing Python scripts into Studio experiments. A script called sync that consolidates log files in one place, to support the Logs interface. If there is a difference between the original file (listing the suid files on the server) that you created when you installed the server and the file generated when you ran the cron job then you must email the administrator with the details of the differences. Quick and minimal S3 uploads for Python. sh script to read the values into the environment. boto but can be supplied in the get_s3_conn() function. The program will take all files that have a name like this chapter + number +. Upload and Download files from AWS S3 with Python 3. Next, we’ll build a very simple script that accepts a file to upload in the browser, and stores it on S3 under the same name it had on the client’s computer. The purpose of this script will be to improve the previous script to perform the same joins, matches, and diffs, but this time on lists. We are going to use Python3, boto3 and a few more libraries loaded in Lambda Layers to help us achieve our goal to load a CSV file as a Pandas dataframe, do some data wrangling, and save the metrics and plots on report files on an S3 bucket. Do you have any guidance on how to do this S3 File Delete with Angular2? I currently have file upload working. This article describes how you can upload files to Amazon S3 using Python/Django and how you can download files from S3 to your local machine using Python. Download file from S3 process data. You will learn how to create S3 Buckets and Folders, and how to upload and access files to and from S3 buckets. Read Amazon S3 Storage Files in SSIS (CSV, JSON, XML) Let´s start with an example. We start running the script at 14:15 UTC. This is almost identical to the IAM policy from my previous posts, but I’ve added the s3:DeleteObject action to address Objective 4. Plus it's easy to use normal Gmail tools then to access the files. Example Airflow DAG: downloading Reddit data from S3 and processing with Spark. zip" where sub_bucket_name indicates the name of the directory in which the files should be stored in S3, and *. My ultimate goal is to create a script that will scan for all files in a bucket and download ALL versions of the files. I'm trying to get to my. I wish I could download them all at once. Assumption:. Connect to CSV from AWS Glue jobs using the CData JDBC Driver hosted in Amazon S3. In Python, the uploaded image is available in the request received by your application. py” that does not return results if input file containing less than 1000 reads. $ python [url removed, login to view] secret public pdf [url removed, login to view]. python-aws-s3 About. In classic ASP. Bash Script: Incremental Encrypted Backups with Duplicity (Amazon S3) Update (5/6/12): I have not been actively developing this script lately. Recently, I had to work on a Lambda function, to do an FTP/SFTP, as and when a file is dropped in an S3 bucket. resource('s3') copy_source = { 'Bucket': 'mybucket', 'Key': 'mykey' } bucket = s3. If you are interested in learning how to use Python for Pentesting then please have a look at our SecurityTube Python Scripting Expert course. I'm a newbie to python. Requires boto, the python aws library. To download a file from Amazon S3, import boto3 and botocore. This is typically the case for TileCache i. If you cannot force a device to upload directly to S3 and have control over the FTP server machine (and assuming it’s running Windows) you can create a simple PowerShell script to upload files to S3. Amazon S3 (Simple Storage Services) is an object storage solution that is relatively cheap to use. I will use Python for this example. I have a python script to download a rpm file from S3 bucket. Check out about Amazon S3 to find out more. txt, chapter2. Personally I use it in all my Django projects. python my_test. My ultimate goal is to create a script that will scan for all files in a bucket and download ALL versions of the files. Note that the following code uses SetFallbackClientIdAndSecret function as a fallback for generating refresh tokens. We have a bucket in AWS S3 where backups from production are being copy to. guru] Automating AWS with Python Other Tutorials 8 days torlock. reader() module. The Read-S3Object cmdlet lets you download an S3 object optionally, including sub-objects, to a local file or folder location on your local computer. However this can be challenging to implement securely for a. Third, even I have the CH4. Being new to Lambda, I had to explore information from various links, to get the work done. So, we wrote a little Python 3 program that we use to put files into S3 buckets. It's reasonable, but we wanted to do better. Text files: In this type of file, Each line of text is terminated with a special character. There are many way to store the files on cloud. If you have files in S3 that are set to allow public read access, you can fetch those files with Wget from the OS shell of a Domino executor, the same way you would for any other resource on the public Internet. Menu AWS S3: how to download file instead of displaying in-browser 25 Dec 2016 on aws s3. NET] ACloud. download the trained. About WinSCP. I typically use /usr/bin/env python3. I made a simple python script to handle file uploads to S3. To do this on Linux, we need to download and compile the WMIC package. The AWS authorization presents some difficulties when the REST request body is to be streamed from a file (or from some other source). Synchronizing Data to S3 with NetApp Cloud Sync. zip is a glob path designating one or. Skills: Amazon Web Services, Python, Shell Script See more: write python script, python script download data url site, php script generate pdf url, python script generate equations, python script file write telit, software write mq4, software write chip epson, useful software write book, software. Each archive member is represented by a TarInfo object, see TarInfo Objects for details. Check out Download From Amazon (S3) Private Buckets Using Presigned URLs article if you are interested in keeping your bucket private and at the same time letting users download from your S3 buckets. yml if the configuration is done in YAML format *. In this tutorial, I will describe how to access Amazon S3 cloud storage from the command line in Linux. First, back up the data locally on the RDS Oracle host. The Cloudian S3 region used in this example is s3-region. It provides APIs to work with AWS services like EC2, S3 and others. The Glue editor to modify the python flavored Spark code. Authorization is performed using environment variables:. There are a lot of great tutorials on Null Byte using Python to create backdoors, reverse shells etc, so I thought it might be worthwhile making a tutorial on how to convert these python scripts to exe files for Windows victim machines. Generating a Service Key. Hi guys :) I wrote small python script which try to crack pdf file I would like to share with you. That doesn't make much sense in practicality. Next, open your email and move the file sent to you to a new folder on your computer. We will read data from a picture file and update to the photo column. Python Web Scraping i About the Tutorial Web scraping, also called web data mining or web harvesting, is the process of constructing an agent which can extract, parse, download and organize useful information. IMDb Datasets. Create a Python Script Demonstrating Comparing Lists Perform the Following Instructions. Read CSV from S3 Amazon S3 by pkpp1233 Given a bucket name and path for a CSV file in S3, return a table. Includes support for creating and deleting both objects and buckets, retrieving objects as files or strings and generating download links. In this post i would like to show an example of lambda to connect to PostgreSQL database and execute the query. Fix a bug in “read_quality. s3cfg, to your home directory with the following format (or download s3cmd and run "s3cmd --configure"):. To write data into a compressed file. Today we will talk about how to download , upload file to Amazon S3 with Boto3 Python. ” message, and all the GOES-16 files you choose to download will be available on the directory you run the script. The Python script will: download the daily Credit zip files; and; extract CSV from individual zip files and combine the content into a single huge CSV (size 220MB), which then can be imported into Stata or other statistical package. Amzon S3 & Work Flows. In this example, platform_family? is being used to ensure that a specific binary is used for a specific platform before using the remote_file resource to download a file from a remote location, and then using the execute resource to install that file by running a command. The request. OXT file so an end-user can install the Add-in by simply double-clicking the. Because a CSV is essentially a text file, it is easy to write data to one with Python. if you see there is your bucket show up. Temporary directory: Fill in or browse to an S3 bucket. I'm a newbie to python. This SDK supports many more functions, but the goal of the examples is to provide an uncomplicated demonstration of the concepts. This post is going to discuss how to perform a bulk file copy from a SharePoint library to a folder on the file system. Amzon S3 & Work Flows. 6, and all the goodies you normally find in a Python installation, PythonAnywhere is also preconfigured with loads of useful libraries, like NumPy, SciPy, Mechanize, BeautifulSoup, pycrypto, and many others. This is almost identical to the IAM policy from my previous posts, but I’ve added the s3:DeleteObject action to address Objective 4. We also use these cookies to improve our products and services, support our marketing campaigns, and advertise to you on our website and other websites. If you have files in S3 that are set to allow public read access, you can fetch those files with Wget from the OS shell of a Domino executor, the same way you would for any other resource on the public Internet. Global geographic elevation data made easy. guru] Automating AWS with Python Other Tutorials 8 days torlock. It can be used to deliver your files using a global network of edge locations. Welcome to the Python Packaging User Guide, a collection of tutorials and references to help you distribute and install Python packages with modern tools. Write a Python app to get Outlook mail, calendar, and contacts. yml file is needed. We have a bucket in AWS S3 where backups from production are being copy to. The GzipFile class reads and writes gzip-format files, automatically compressing or decompressing the data so that it looks like an ordinary file object. Uploading files to AWS S3 using Nodejs By Mukul Jain AWS S3. I have 261 95MB files that i uploaded with a script to my S3 bucket. 3 thoughts on "How to Copy local files to S3 with AWS CLI" Benji April 26, 2018 at 10:28 am. Do not add a timestamp yourself, this will cause the script to treat the file as a unique file and the rotation won't work! Rotation works as follows: - Keep files from the last X days - After that, keep Y files spaced at least a week apart - After that, keep Z files spaced at least 30 days apart ## Installation. csv extension. You can easily connect to a FTP server to retrieve files and process them locally. Below is a workflow which loads a XML/Json file from S3 into Amazon Redshift. Get started quickly using AWS with boto3, the AWS SDK for Python. Python provides inbuilt functions for creating, writing and reading files. Videogrep is a command line tool that searches through dialog in video files (using. We plan to continue to provide bug-fix releases for 3. Writing to a CSV The General Case. PHP Snippets. In this post, I will show you how to use Lambda to execute data ingestion from S3 to RDS whenever a new file is created in the source bucket. import platform import boto3 import botocore BUCKET_NAME = 'tempdownload' KEY = 'temp. You can get the value of a single byte by using an index like an array, but the values can not be modified. Here are the steps before you run the script:. This wiki article will provide and explain two code examples: Listing items in a S3 bucket Downloading items in a S3 bucket These examples are just two. Or Feel free to donate some beer money. The following are code examples for showing how to use os. we’ll just show a quick and dirty script that. Use macros to run a script. First, we'll need to start the victim script. Set up a Specific Files to Download. Clearly, that is not the best solution. What Is a CSV File? A CSV (comma separated values) file allows data to be saved in a tabular structure with a. i am looking for an example script that can upload and/or download data from/to a buffer/list in the Python process VM (not from/to a file) to/from an S3 object (bucket and key). First, we’ll need to install some Python modules to interact with Twilio and with Amazon S3. How to Use Script. txt public by setting the ACL above. This is almost identical to the IAM policy from my previous posts, but I've added the s3:DeleteObject action to address Objective 4. We already setup Jenkins, setup Android SDK, Gradle home, and a Test Jenkins build to archive the artifacts so far. Column names and column must be specified. Summary: this tutorial shows you how to work with MySQL BLOB data in Python including updating and reading BLOB data. Get started quickly using AWS with boto3, the AWS SDK for Python. Amazon S3 and Workflows. First, you’ll need. $ aws s3 rb s3://bucket-name --force. Objective 1: Download the latest version of a website's Hugo source. Text files: In this type of file, Each line of text is terminated with a special character. This is a managed transfer which will perform a multipart download in multiple threads if necessary. This guide is maintained on GitHub by the Python Packaging Authority. conf to indicate that it is a configuration. Note that any download policies of the respective providers apply. Now I need to to combine them back into 1 single file. I've found Python's AWS bindings in the boto package (pip install boto) to be helpful for uploading data to S3. request and how to download a subset of a files (single variable grid) by exploiting the byte range. The purpose of this script will be to improve the previous script to perform the same joins, matches, and diffs, but this time on lists. Press Alt+F11. podcast-python script. How to do performance micro benchmarks in Python 24 June 2017 Related by Keyword: Switching from AWS S3 (boto3) to Google Cloud Storage (google-cloud-storage) in Python 12 October 2018 Rust > Go > Python to parse millions of dates in CSV files 15 May 2018 Fastest way to download a file from S3 29 March 2017. You can load data to your cloud database from a data file on Amazon S3 that you previously uploaded there. The gzip module provides a file-like interface to GNU zip files, using zlib to compress and uncompress the data. Being new to Lambda, I had to explore information from various links, to get the work done. In this post, I will show you how to use Lambda to execute data ingestion from S3 to RDS whenever a new file is created in the source bucket. Copy this code from Github to the Glue script editor. Optionally, you can move these backups from Amazon S3 to Amazon S3 Glacier for long term storage that complements. Python – Download & Upload Files in Amazon S3 using Boto3. The first file retrieved should be the README file that's typically uploaded:. resource ('s3') print (platformName) if platformName == 'Linux': try: bucket = s3. The script opens the video stream and runs in an infinite loop, identifying each beginning and end of frame. Upload folder contents to AWS S3. guru] Automating AWS with Python Other Tutorials 8 days torlock. Launch an Amazon Redshift cluster and create database tables. Is there an easy way to set up a bucket in s3 to automatically delete files older than x days? Automatically delete old items from s3 bucket python) on top of. Once these files are created locally, you can copy the files to the S3 bucket. Setting up your Python source file. In this article, you learn how to use Python SDK to perform filesystem operations on Azure Data Lake Storage Gen1. Related Java File Download Tutorials: Java Servlet Download File Example; Spring MVC File Download Example; Struts File Download Example; Java Swing application to download files from HTTP server with progress bar; Java FTP file download tutorial and example. We also use these cookies to improve our products and services, support our marketing campaigns, and advertise to you on our website and other websites. Writing shell script to deploy changed file. It uses boto. gz to S3, as in, two compressions nested. We start running the script at 14:15 UTC. download_fileobj(Bucket, Key, Fileobj, ExtraArgs=None, Callback=None, Config=None)¶ Download an object from S3 to a file-like object. Python And SNMP - Script - Explaining The Code (6:15) Python And SNMP - Script - Running The Code (5:28) Python And SNMP - Download The Script; S21: Bonus #10: Parsing Configuration Files Brief Look Over The Functionality Of The Tool (1:31) Parsing HP Configuration Files (6:49) Parsing Cisco Configuration Files - Part #1 (7:16). I've found Python's AWS bindings in the boto package (pip install boto) to be helpful for uploading data to S3. archive files stored on Amazon S3 and pull out the actual content. It allows for making and removing S3 buckets and uploading, downloading and removing objects from these buckets. This module allows the user to manage S3 buckets and the objects within them. Several filters can be specified. In this article, I will show you how to install the AWS CLI on your Windows PC or on a Linux, Mac, or Unix Operating System. ETL language: Select "Python. Check out the credentials page in your GCP console and download a JSON file containing your creds. For projects which do not need a compiler, or which don’t support 3. Menu AWS S3: how to download file instead of displaying in-browser 25 Dec 2016 on aws s3. Assumption:. s3cfg, to your home directory with the following format (or download s3cmd and run "s3cmd --configure"):. 0 credentials. I like to write a boto python script to download the recent most file from the s3 bucket i. In this article we will focus on how to use Amzaon S3 for regular file handling operations using Python and Boto library. Once these files are created locally, you can copy the files to the S3 bucket. Yesterday i have got a requirement from one of my friend for a shell script. " Expand Security configuration, script libraries and job parameters (optional). Need a few dependencies:: pip install boto pip install paramiko Run. A couple of days ago, I wrote a python script and Bitbucket build pipeline that packaged a set of files from my repository into a zip file and then uploaded the zip file into an AWS S3 bucket. django-s3file - A lightweight file upload input for Django and Amazon S3 #opensource. py "sub_bucket_name" "*. If you would like then you can skip the next steps and directly download the script for your website though we would like you to read the full article. zip" where sub_bucket_name indicates the name of the directory in which the files should be stored in S3, and *. With each section, the three configuration variables shown above can be specified: aws_access_key_id, aws_secret_access_key, aws_session_token. That doesn't make much sense in practicality. The data file cannot be larger than 80% of the free space in your home directory. Write your custom Python code to extract data from the Yelp API using DataDirect Autonomous REST Connector and write it to S3 or any other destination. zip is a glob path designating one or. I wish to use AWS lambda python service to parse this json and send the parsed results to an AWS RDS MySQL database. The authors table has a column named photo whose data type is BLOB. If you already have a given file for that day on this directory, the script will not download it. txt public by setting the ACL above. txt, chapter2. Eventually, you will have a Python code that you can run on EC2 instance and access your data on the cloud while it is stored on the cloud. In Python we use csv. It works with only two files. Remember the scenario mentioned at the beginning of the tutorial? Worth trying as a project! Learn Python. In similar way, we can also write a new or edit existing csv files in Python. The Read-S3Object cmdlet lets you download an S3 object optionally, including sub-objects, to a local file or folder location on your local computer. Requirements:. This step-by-step tutorial will help you store your files in the cloud using Amazon Simple Storage Solution (S3). For example, if you want to deploy a Python script in an EC2 instance or EMR through Data Pipeline to leverage their serverless archtechture, it is faster and easier to run code in 2. 4 in the server if you are having another version…. For projects which do not need a compiler, or which don’t support 3. CSV files have been used extensively in e-commerce applications because they are considered very easy to process. At MiQ, we have created a script which will take care of executing the S3 queries on files and print output to a file or to the console. So, we wrote a little Python 3 program that we use to put files into S3 buckets. I did this by using the free S3 Python bindings. My ultimate goal is to create a script that will scan for all files in a bucket and download ALL versions of the files. Then, you can copy your files up to S3 using the copy (cp) command. in a Python script), this is. I tested on a couple of machines and the. while using epel repo we need the python version 2. The so-called CSV (Comma Separated Values) format is the most common import and export format for spreadsheets and databases. Authorization is performed using environment variables:. In order to get the file uploaded to S3, it is necessary to compute a signature using the AWS access key ID and AWS secret access key and provide it together with the upload request. 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: