2023-11-27T22:08:54,427 Created temporary directory: /tmp/pip-build-tracker-5b6k7rty 2023-11-27T22:08:54,429 Initialized build tracking at /tmp/pip-build-tracker-5b6k7rty 2023-11-27T22:08:54,429 Created build tracker: /tmp/pip-build-tracker-5b6k7rty 2023-11-27T22:08:54,429 Entered build tracker: /tmp/pip-build-tracker-5b6k7rty 2023-11-27T22:08:54,430 Created temporary directory: /tmp/pip-wheel-ipexijvm 2023-11-27T22:08:54,434 Created temporary directory: /tmp/pip-ephem-wheel-cache-uheaekrt 2023-11-27T22:08:54,455 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-11-27T22:08:54,459 2 location(s) to search for versions of wrds2pg: 2023-11-27T22:08:54,459 * https://pypi.org/simple/wrds2pg/ 2023-11-27T22:08:54,459 * https://www.piwheels.org/simple/wrds2pg/ 2023-11-27T22:08:54,460 Fetching project page and analyzing links: https://pypi.org/simple/wrds2pg/ 2023-11-27T22:08:54,460 Getting page https://pypi.org/simple/wrds2pg/ 2023-11-27T22:08:54,462 Found index url https://pypi.org/simple/ 2023-11-27T22:08:54,676 Fetched page https://pypi.org/simple/wrds2pg/ as application/vnd.pypi.simple.v1+json 2023-11-27T22:08:54,687 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/36/4d/10bef13832bdc17990beac4a20b47a77976768547aa4bd6137cbafd46f83/wrds2pg-0.1.17-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,688 Found link https://files.pythonhosted.org/packages/ae/9c/ee0b12002821c2c8e21625c915081fc315d9f1ceef100cb330e9116f2d0d/wrds2pg-0.1.17.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 0.1.17 2023-11-27T22:08:54,689 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/ac/24/35ec84d1b765955286a326d0f0c98423730b5818f33c5cdc3e2a2d528adf/wrds2pg-0.1.18-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,690 Found link https://files.pythonhosted.org/packages/dd/4f/6c631513b90802ad1fae0c3fb3dbf65efc603d3fee00a1cae4af45f6b2c5/wrds2pg-0.1.18.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 0.1.18 2023-11-27T22:08:54,690 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/42/1a/cbdac7035e9b7836ed96c6a9e493b556d3f595245c4f0b239c9ba639d53e/wrds2pg-0.1.20-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,691 Found link https://files.pythonhosted.org/packages/14/81/4c94b875ec21dccdefb6a1846bc4f4d4a6a529a0a6921cbbf580e07f8b6b/wrds2pg-0.1.20.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 0.1.20 2023-11-27T22:08:54,692 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/e7/a1/192e3bf4b1e122d0b12a094f4ee4fd1667276cb87cbe5d0a53412dc1a9bc/wrds2pg-0.1.21-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,693 Found link https://files.pythonhosted.org/packages/4d/4c/5fa9cc2e936e16d0be4a56ce2e8cf03b3ba0f59f49afdebd29f1eda99df4/wrds2pg-0.1.21.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 0.1.21 2023-11-27T22:08:54,694 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/4a/52/d9134119b39cf9e939e7cc5ab1317627406af4229fcbdf1085df366e01b4/wrds2pg-0.1.22-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,695 Found link https://files.pythonhosted.org/packages/5b/db/ebbf903d32ac113cdd0b3637f1e5dc37a4abf9f63f18dd56835f3611a465/wrds2pg-0.1.22.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 0.1.22 2023-11-27T22:08:54,696 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/c9/47/a040be2f7d67c120396a27beb1f5e3a6eb97fd24e17cd485ec6d332dad6e/wrds2pg-0.1.23-py3-none-any.whl (from 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2023-11-27T22:08:54,707 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/78/a7/afce414cb2df44692f2dd5af0e28578c349e337110fb7c73b893cef3c048/wrds2pg-1.0.5-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,708 Found link https://files.pythonhosted.org/packages/64/a7/18d7edab1e04462bf1aafd2fe6ffc9132f0aa11be6daaf14927c532b73d3/wrds2pg-1.0.5.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.5 2023-11-27T22:08:54,708 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/2b/8f/02f345286a6b878468948ab7bc6a56026077f0cbfb25d11440284519ba7a/wrds2pg-1.0.6-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,709 Found link https://files.pythonhosted.org/packages/8c/06/abb4c39f3e3f730fffe349e03e1172e31c95fbb9edf4c9257bfb0b6e2c62/wrds2pg-1.0.6.tar.gz (from https://pypi.org/simple/wrds2pg/) 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https://files.pythonhosted.org/packages/e8/2b/f8c9e8ea4d651a9e15946e91b9f1708582a8631b6a76ddb16ad9275bb7a5/wrds2pg-1.0.11.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.11 2023-11-27T22:08:54,716 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/20/62/e4cff4d188653aa99e511ec9db794706d3e0eca3a072847c47b59fb281ba/wrds2pg-1.0.12-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,717 Found link https://files.pythonhosted.org/packages/14/9c/6db066ea90188c63fbacdfb53d2efd52e3ffb2f86ac229616b5ded27dabb/wrds2pg-1.0.12.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.12 2023-11-27T22:08:54,718 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/00/0d/9122175d258c706db78ca1df2f46092a8f7caf9b85bb55fbb05bf8149b43/wrds2pg-1.0.13-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,719 Found link https://files.pythonhosted.org/packages/21/32/ed7df674875559e6afaacdfe2a846a78e88355b187349fb0890a00a9c87b/wrds2pg-1.0.13.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.13 2023-11-27T22:08:54,719 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/98/27/a36bbe15df3fdbcf27a96e7a5b5f48c13d379465e4daf4889b5fd556eea0/wrds2pg-1.0.14-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,720 Found link https://files.pythonhosted.org/packages/30/5c/79161fc26f5a5c96b45c5d9f96c49164b7e32ff106d04ba0e6bf2e321b05/wrds2pg-1.0.14.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.14 2023-11-27T22:08:54,721 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/6f/56/b5f28563dbd278bc973e9b09d08b701083b92dc9facf367208f412bae2b1/wrds2pg-1.0.15-py3-none-any.whl (from 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https://files.pythonhosted.org/packages/49/e4/64ec56d95ae7ca0c1fe4b799b5754885b5b8c9d8142d6467a146b098ca35/wrds2pg-1.0.17-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,725 Found link https://files.pythonhosted.org/packages/75/70/98e83341d542d3326bce285d748f86da9228a911370d23255e177dbe3789/wrds2pg-1.0.17.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.17 2023-11-27T22:08:54,726 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/88/8d/834a67d927ed1035f5b44fdf0756a52bf6c7e5e6dd00bbc84a0c3fbc31bd/wrds2pg-1.0.18-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,727 Found link https://files.pythonhosted.org/packages/89/ee/528ff63a2445d7054239dd15a2dcf61a8e38dfdddf15ea922fb2d5f4fb3b/wrds2pg-1.0.18.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.18 2023-11-27T22:08:54,727 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/7e/02/034253d7a78408fc49066aa8b18b8c3551ed8048c86be057f59273d88b98/wrds2pg-1.0.19-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,728 Found link https://files.pythonhosted.org/packages/62/f5/b9ecfd4c1bd880f989962d37c49eec1d2772088a2185aa089ac972cb56ca/wrds2pg-1.0.19.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.19 2023-11-27T22:08:54,728 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/1e/c9/7e25410937513695c83098cdd4ae2444f75d17ec0136f8d3e7b11cbb4774/wrds2pg-1.0.20-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,729 Found link https://files.pythonhosted.org/packages/46/0b/8302005418956f8f63cb59c0af8484a1af4bfee961f142d653047184dc95/wrds2pg-1.0.20.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.20 2023-11-27T22:08:54,730 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/c0/c1/c85866829efe728ce4b7efe13acfe2853ba0e9a4b9db031870c11a5c05e7/wrds2pg-1.0.21-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,731 Found link https://files.pythonhosted.org/packages/7a/f6/ed1edc24bed4c3637625a06ede755f8b8cea5fcff8e5e571b83d577b6249/wrds2pg-1.0.21.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.21 2023-11-27T22:08:54,732 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/0e/e6/8a32b9a2d443a03ae9568a7bb49610fea1b01e834ee29fe7edaf2be7c928/wrds2pg-1.0.22-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,733 Found link https://files.pythonhosted.org/packages/b2/74/4fb8f203d6e29830f73b747d1fbc0137b1051b1f227e99adc8e7c1ff304e/wrds2pg-1.0.22.tar.gz (from https://pypi.org/simple/wrds2pg/) 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https://files.pythonhosted.org/packages/3a/a5/5181ce6c86c2059025738941c88f37c22bfcd528f2932281c9d779f422b4/wrds2pg-1.0.26.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.26 2023-11-27T22:08:54,740 Fetching project page and analyzing links: https://www.piwheels.org/simple/wrds2pg/ 2023-11-27T22:08:54,740 Getting page https://www.piwheels.org/simple/wrds2pg/ 2023-11-27T22:08:54,742 Found index url https://www.piwheels.org/simple/ 2023-11-27T22:08:54,904 Fetched page https://www.piwheels.org/simple/wrds2pg/ as text/html 2023-11-27T22:08:54,912 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.24-py3-none-any.whl#sha256=7384c63ede6fffe6aa9764b8f4688ec660d35d97879587a4f6ef223ccca565bc (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2023-11-27T22:08:54,913 Skipping link: No binaries permitted for wrds2pg: 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2023-11-27T22:08:55,220 Added wrds2pg==1.0.25 from https://files.pythonhosted.org/packages/f2/e7/3e5775d0c26ea942095df0c1a880d4dd0c897ffa61e774824acf20e9d1d6/wrds2pg-1.0.25.tar.gz to build tracker '/tmp/pip-build-tracker-5b6k7rty' 2023-11-27T22:08:55,224 Created temporary directory: /tmp/pip-build-env-qbax07wf 2023-11-27T22:08:55,228 Installing build dependencies: started 2023-11-27T22:08:55,229 Running command pip subprocess to install build dependencies 2023-11-27T22:08:56,404 Using pip 23.3.1 from /usr/local/lib/python3.11/dist-packages/pip (python 3.11) 2023-11-27T22:08:56,926 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-11-27T22:08:58,365 Collecting setuptools>=42 2023-11-27T22:08:58,383 Using cached https://www.piwheels.org/simple/setuptools/setuptools-69.0.2-py3-none-any.whl (819 kB) 2023-11-27T22:08:58,607 Collecting wheel 2023-11-27T22:08:58,621 Using cached https://www.piwheels.org/simple/wheel/wheel-0.42.0-py3-none-any.whl (65 kB) 2023-11-27T22:09:01,194 Installing collected packages: wheel, setuptools 2023-11-27T22:09:01,416 Creating /tmp/pip-build-env-qbax07wf/overlay/local/bin 2023-11-27T22:09:01,418 changing mode of /tmp/pip-build-env-qbax07wf/overlay/local/bin/wheel to 755 2023-11-27T22:09:03,649 Successfully installed setuptools-69.0.2 wheel-0.42.0 2023-11-27T22:09:04,255 Installing build dependencies: finished with status 'done' 2023-11-27T22:09:04,259 Getting requirements to build wheel: started 2023-11-27T22:09:04,260 Running command Getting requirements to build wheel 2023-11-27T22:09:04,764 # WRDS (or SAS) to PostgreSQL 2023-11-27T22:09:04,764 This software has two functions: 2023-11-27T22:09:04,765 - Download tables from [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) and feed them to a PostgreSQL database. (Requires access to WRDS and to the data in question.) 2023-11-27T22:09:04,766 - Import a SAS file (`*.sas7dbat`) into a PostgreSQL database. 2023-11-27T22:09:04,766 ## Requirements 2023-11-27T22:09:04,767 ### 1. Python 2023-11-27T22:09:04,768 The software uses Python 3 and depends on Pandas, SQLAlchemy and Paramiko. In addition, the Python scripts generally interact with PostgreSQL using SQLAlchemy and the [Psycopg](http://initd.org/psycopg/) library. 2023-11-27T22:09:04,768 These dependencies are installed when you use Pip (see instructions below). 2023-11-27T22:09:04,769 ### 2. A WRDS ID 2023-11-27T22:09:04,769 To use public-key authentication to access WRDS, follow hints taken from [here](https://debian-administration.org/article/152/Password-less_logins_with_OpenSSH) to set up a public key. 2023-11-27T22:09:04,770 Copy that key to the WRDS server from the terminal on your computer. 2023-11-27T22:09:04,770 (Note that this code assumes you have a directory `.ssh` in your home directory. If not, log into WRDS via SSH, then type `mkdir ~/.ssh` to create this.) 2023-11-27T22:09:04,771 Here's code (for me) to create the key and send it to WRDS: 2023-11-27T22:09:04,771 ``` 2023-11-27T22:09:04,772 ssh-keygen -t rsa 2023-11-27T22:09:04,773 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2023-11-27T22:09:04,773 ``` 2023-11-27T22:09:04,774 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2023-11-27T22:09:04,774 ### 3. PostgreSQL 2023-11-27T22:09:04,775 You should have a PostgreSQL database to store the data. 2023-11-27T22:09:04,776 ### 4. Environment variables 2023-11-27T22:09:04,777 Environment variables that the code can use include: 2023-11-27T22:09:04,778 - `PGDATABASE`: The name of the PostgreSQL database you use. 2023-11-27T22:09:04,779 - `PGUSER`: Your username on the PostgreSQL database. 2023-11-27T22:09:04,779 - `PGHOST`: Where the PostgreSQL database is to be found (this will be `localhost` if its on the same machine as you're running the code on) 2023-11-27T22:09:04,780 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2023-11-27T22:09:04,781 I set these environment variables in `~/.profile`: 2023-11-27T22:09:04,781 ``` 2023-11-27T22:09:04,782 export PGHOST="localhost" 2023-11-27T22:09:04,782 export PGDATABASE="crsp" 2023-11-27T22:09:04,783 export WRDS_ID="iangow" 2023-11-27T22:09:04,783 export PGUSER="igow" 2023-11-27T22:09:04,784 ``` 2023-11-27T22:09:04,785 ## Using the function `wrds_update`. 2023-11-27T22:09:04,786 Two arguments `table_name` and `schema` are required. 2023-11-27T22:09:04,787 ### 1. WRDS Settings 2023-11-27T22:09:04,788 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2023-11-27T22:09:04,789 ### 2. Environment variables 2023-11-27T22:09:04,789 The software will use the environment variables `PGHOST`, `PGDATABASE`, and `PGUSER` if you If you have set them. Otherwise, you need to provide values as arguments to `wrds_udpate()`. Default `PGPORT` is`5432`. 2023-11-27T22:09:04,791 ### 3. Table settings 2023-11-27T22:09:04,791 To tailor your request, specify the following arguments: 2023-11-27T22:09:04,792 - `fix_missing`: set to `True` to fix missing values. This addresses special missign values, which SAS's `PROC EXPORT` dumps as strings. Default value is `False`. 2023-11-27T22:09:04,793 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2023-11-27T22:09:04,794 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2023-11-27T22:09:04,795 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2023-11-27T22:09:04,795 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2023-11-27T22:09:04,795 - `force`: set to `True` to force update. Default value is `False`. 2023-11-27T22:09:04,796 ## Importing SAS data into PostgreSQL 2023-11-27T22:09:04,797 The software can also upload SAS file directly to PostgreSQL. 2023-11-27T22:09:04,797 You need to have local SAS in order to use this function. 2023-11-27T22:09:04,798 Use `fpath` to specify the path to the file to be imported 2023-11-27T22:09:04,798 ### Examples 2023-11-27T22:09:04,799 Here are some examples. 2023-11-27T22:09:04,800 If you are at the home directory of this git repo, you can import and use the software as shown below. 2023-11-27T22:09:04,801 To install it from Github: 2023-11-27T22:09:04,802 ``` 2023-11-27T22:09:04,802 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2023-11-27T22:09:04,802 ``` 2023-11-27T22:09:04,803 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2023-11-27T22:09:04,804 ``` 2023-11-27T22:09:04,805 pip3 install wrds2pg 2023-11-27T22:09:04,805 ``` 2023-11-27T22:09:04,806 Example usage: 2023-11-27T22:09:04,806 ```py 2023-11-27T22:09:04,806 from wrds2pg import wrds_update 2023-11-27T22:09:04,807 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2023-11-27T22:09:04,808 # Simplest version 2023-11-27T22:09:04,808 wrds_update(table_name="mcti", schema="crsp") 2023-11-27T22:09:04,809 # Tailored arguments 2023-11-27T22:09:04,810 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2023-11-27T22:09:04,810 dbname=your_pg_database, 2023-11-27T22:09:04,811 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2023-11-27T22:09:04,812 rename="caldt=calendar_date", force=True) 2023-11-27T22:09:04,814 # 2. Upload test.sas7dbat to pg as crsp.mcti 2023-11-27T22:09:04,815 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2023-11-27T22:09:04,816 ``` 2023-11-27T22:09:04,817 ### Report bugs 2023-11-27T22:09:04,818 Author: Ian Gow, 2023-11-27T22:09:04,819 Contributor: Jingyu Zhang, 2023-11-27T22:09:04,820 running egg_info 2023-11-27T22:09:04,821 writing wrds2pg.egg-info/PKG-INFO 2023-11-27T22:09:04,822 writing dependency_links to wrds2pg.egg-info/dependency_links.txt 2023-11-27T22:09:04,822 writing requirements to wrds2pg.egg-info/requires.txt 2023-11-27T22:09:04,823 writing top-level names to wrds2pg.egg-info/top_level.txt 2023-11-27T22:09:04,824 reading manifest file 'wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:04,824 adding license file 'LICENCE' 2023-11-27T22:09:04,825 writing manifest file 'wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:04,888 Getting requirements to build wheel: finished with status 'done' 2023-11-27T22:09:04,897 Created temporary directory: /tmp/pip-modern-metadata-4fvramc5 2023-11-27T22:09:04,899 Preparing metadata (pyproject.toml): started 2023-11-27T22:09:04,901 Running command Preparing metadata (pyproject.toml) 2023-11-27T22:09:05,371 # WRDS (or SAS) to PostgreSQL 2023-11-27T22:09:05,371 This software has two functions: 2023-11-27T22:09:05,372 - Download tables from [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) and feed them to a PostgreSQL database. (Requires access to WRDS and to the data in question.) 2023-11-27T22:09:05,372 - Import a SAS file (`*.sas7dbat`) into a PostgreSQL database. 2023-11-27T22:09:05,373 ## Requirements 2023-11-27T22:09:05,375 ### 1. Python 2023-11-27T22:09:05,375 The software uses Python 3 and depends on Pandas, SQLAlchemy and Paramiko. In addition, the Python scripts generally interact with PostgreSQL using SQLAlchemy and the [Psycopg](http://initd.org/psycopg/) library. 2023-11-27T22:09:05,376 These dependencies are installed when you use Pip (see instructions below). 2023-11-27T22:09:05,377 ### 2. A WRDS ID 2023-11-27T22:09:05,378 To use public-key authentication to access WRDS, follow hints taken from [here](https://debian-administration.org/article/152/Password-less_logins_with_OpenSSH) to set up a public key. 2023-11-27T22:09:05,378 Copy that key to the WRDS server from the terminal on your computer. 2023-11-27T22:09:05,379 (Note that this code assumes you have a directory `.ssh` in your home directory. If not, log into WRDS via SSH, then type `mkdir ~/.ssh` to create this.) 2023-11-27T22:09:05,379 Here's code (for me) to create the key and send it to WRDS: 2023-11-27T22:09:05,380 ``` 2023-11-27T22:09:05,380 ssh-keygen -t rsa 2023-11-27T22:09:05,381 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2023-11-27T22:09:05,381 ``` 2023-11-27T22:09:05,382 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2023-11-27T22:09:05,383 ### 3. PostgreSQL 2023-11-27T22:09:05,383 You should have a PostgreSQL database to store the data. 2023-11-27T22:09:05,384 ### 4. Environment variables 2023-11-27T22:09:05,385 Environment variables that the code can use include: 2023-11-27T22:09:05,386 - `PGDATABASE`: The name of the PostgreSQL database you use. 2023-11-27T22:09:05,386 - `PGUSER`: Your username on the PostgreSQL database. 2023-11-27T22:09:05,387 - `PGHOST`: Where the PostgreSQL database is to be found (this will be `localhost` if its on the same machine as you're running the code on) 2023-11-27T22:09:05,388 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2023-11-27T22:09:05,389 I set these environment variables in `~/.profile`: 2023-11-27T22:09:05,390 ``` 2023-11-27T22:09:05,390 export PGHOST="localhost" 2023-11-27T22:09:05,391 export PGDATABASE="crsp" 2023-11-27T22:09:05,392 export WRDS_ID="iangow" 2023-11-27T22:09:05,392 export PGUSER="igow" 2023-11-27T22:09:05,393 ``` 2023-11-27T22:09:05,394 ## Using the function `wrds_update`. 2023-11-27T22:09:05,395 Two arguments `table_name` and `schema` are required. 2023-11-27T22:09:05,396 ### 1. WRDS Settings 2023-11-27T22:09:05,396 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2023-11-27T22:09:05,398 ### 2. Environment variables 2023-11-27T22:09:05,398 The software will use the environment variables `PGHOST`, `PGDATABASE`, and `PGUSER` if you If you have set them. Otherwise, you need to provide values as arguments to `wrds_udpate()`. Default `PGPORT` is`5432`. 2023-11-27T22:09:05,400 ### 3. Table settings 2023-11-27T22:09:05,400 To tailor your request, specify the following arguments: 2023-11-27T22:09:05,401 - `fix_missing`: set to `True` to fix missing values. This addresses special missign values, which SAS's `PROC EXPORT` dumps as strings. Default value is `False`. 2023-11-27T22:09:05,402 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2023-11-27T22:09:05,402 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2023-11-27T22:09:05,403 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2023-11-27T22:09:05,403 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2023-11-27T22:09:05,404 - `force`: set to `True` to force update. Default value is `False`. 2023-11-27T22:09:05,405 ## Importing SAS data into PostgreSQL 2023-11-27T22:09:05,406 The software can also upload SAS file directly to PostgreSQL. 2023-11-27T22:09:05,406 You need to have local SAS in order to use this function. 2023-11-27T22:09:05,407 Use `fpath` to specify the path to the file to be imported 2023-11-27T22:09:05,408 ### Examples 2023-11-27T22:09:05,408 Here are some examples. 2023-11-27T22:09:05,410 If you are at the home directory of this git repo, you can import and use the software as shown below. 2023-11-27T22:09:05,411 To install it from Github: 2023-11-27T22:09:05,411 ``` 2023-11-27T22:09:05,412 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2023-11-27T22:09:05,412 ``` 2023-11-27T22:09:05,413 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2023-11-27T22:09:05,414 ``` 2023-11-27T22:09:05,414 pip3 install wrds2pg 2023-11-27T22:09:05,415 ``` 2023-11-27T22:09:05,415 Example usage: 2023-11-27T22:09:05,416 ```py 2023-11-27T22:09:05,416 from wrds2pg import wrds_update 2023-11-27T22:09:05,417 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2023-11-27T22:09:05,418 # Simplest version 2023-11-27T22:09:05,418 wrds_update(table_name="mcti", schema="crsp") 2023-11-27T22:09:05,419 # Tailored arguments 2023-11-27T22:09:05,419 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2023-11-27T22:09:05,420 dbname=your_pg_database, 2023-11-27T22:09:05,420 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2023-11-27T22:09:05,421 rename="caldt=calendar_date", force=True) 2023-11-27T22:09:05,422 # 2. Upload test.sas7dbat to pg as crsp.mcti 2023-11-27T22:09:05,422 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2023-11-27T22:09:05,423 ``` 2023-11-27T22:09:05,424 ### Report bugs 2023-11-27T22:09:05,424 Author: Ian Gow, 2023-11-27T22:09:05,425 Contributor: Jingyu Zhang, 2023-11-27T22:09:05,426 running dist_info 2023-11-27T22:09:05,426 creating /tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info 2023-11-27T22:09:05,427 writing /tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/PKG-INFO 2023-11-27T22:09:05,427 writing dependency_links to /tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/dependency_links.txt 2023-11-27T22:09:05,428 writing requirements to /tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/requires.txt 2023-11-27T22:09:05,428 writing top-level names to /tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/top_level.txt 2023-11-27T22:09:05,429 writing manifest file '/tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:05,429 reading manifest file '/tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:05,431 adding license file 'LICENCE' 2023-11-27T22:09:05,433 writing manifest file '/tmp/pip-modern-metadata-4fvramc5/wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:05,434 creating '/tmp/pip-modern-metadata-4fvramc5/wrds2pg-1.0.25.dist-info' 2023-11-27T22:09:05,614 Preparing metadata (pyproject.toml): finished with status 'done' 2023-11-27T22:09:05,619 Source in /tmp/pip-wheel-ipexijvm/wrds2pg_e243607d4d534bfca923d0c1a935cb46 has version 1.0.25, which satisfies requirement wrds2pg==1.0.25 from https://files.pythonhosted.org/packages/f2/e7/3e5775d0c26ea942095df0c1a880d4dd0c897ffa61e774824acf20e9d1d6/wrds2pg-1.0.25.tar.gz 2023-11-27T22:09:05,620 Removed wrds2pg==1.0.25 from https://files.pythonhosted.org/packages/f2/e7/3e5775d0c26ea942095df0c1a880d4dd0c897ffa61e774824acf20e9d1d6/wrds2pg-1.0.25.tar.gz from build tracker '/tmp/pip-build-tracker-5b6k7rty' 2023-11-27T22:09:05,625 Created temporary directory: /tmp/pip-unpack-q6iw8n6t 2023-11-27T22:09:05,626 Created temporary directory: /tmp/pip-unpack-6l0fydwq 2023-11-27T22:09:05,632 Building wheels for collected packages: wrds2pg 2023-11-27T22:09:05,636 Created temporary directory: /tmp/pip-wheel-010hin_j 2023-11-27T22:09:05,637 Destination directory: /tmp/pip-wheel-010hin_j 2023-11-27T22:09:05,639 Building wheel for wrds2pg (pyproject.toml): started 2023-11-27T22:09:05,640 Running command Building wheel for wrds2pg (pyproject.toml) 2023-11-27T22:09:06,165 # WRDS (or SAS) to PostgreSQL 2023-11-27T22:09:06,165 This software has two functions: 2023-11-27T22:09:06,166 - Download tables from [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) and feed them to a PostgreSQL database. (Requires access to WRDS and to the data in question.) 2023-11-27T22:09:06,167 - Import a SAS file (`*.sas7dbat`) into a PostgreSQL database. 2023-11-27T22:09:06,168 ## Requirements 2023-11-27T22:09:06,169 ### 1. Python 2023-11-27T22:09:06,169 The software uses Python 3 and depends on Pandas, SQLAlchemy and Paramiko. In addition, the Python scripts generally interact with PostgreSQL using SQLAlchemy and the [Psycopg](http://initd.org/psycopg/) library. 2023-11-27T22:09:06,170 These dependencies are installed when you use Pip (see instructions below). 2023-11-27T22:09:06,171 ### 2. A WRDS ID 2023-11-27T22:09:06,171 To use public-key authentication to access WRDS, follow hints taken from [here](https://debian-administration.org/article/152/Password-less_logins_with_OpenSSH) to set up a public key. 2023-11-27T22:09:06,171 Copy that key to the WRDS server from the terminal on your computer. 2023-11-27T22:09:06,172 (Note that this code assumes you have a directory `.ssh` in your home directory. If not, log into WRDS via SSH, then type `mkdir ~/.ssh` to create this.) 2023-11-27T22:09:06,172 Here's code (for me) to create the key and send it to WRDS: 2023-11-27T22:09:06,173 ``` 2023-11-27T22:09:06,173 ssh-keygen -t rsa 2023-11-27T22:09:06,174 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2023-11-27T22:09:06,174 ``` 2023-11-27T22:09:06,175 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2023-11-27T22:09:06,175 ### 3. PostgreSQL 2023-11-27T22:09:06,176 You should have a PostgreSQL database to store the data. 2023-11-27T22:09:06,177 ### 4. Environment variables 2023-11-27T22:09:06,178 Environment variables that the code can use include: 2023-11-27T22:09:06,179 - `PGDATABASE`: The name of the PostgreSQL database you use. 2023-11-27T22:09:06,180 - `PGUSER`: Your username on the PostgreSQL database. 2023-11-27T22:09:06,181 - `PGHOST`: Where the PostgreSQL database is to be found (this will be `localhost` if its on the same machine as you're running the code on) 2023-11-27T22:09:06,181 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2023-11-27T22:09:06,182 I set these environment variables in `~/.profile`: 2023-11-27T22:09:06,184 ``` 2023-11-27T22:09:06,184 export PGHOST="localhost" 2023-11-27T22:09:06,185 export PGDATABASE="crsp" 2023-11-27T22:09:06,185 export WRDS_ID="iangow" 2023-11-27T22:09:06,186 export PGUSER="igow" 2023-11-27T22:09:06,187 ``` 2023-11-27T22:09:06,188 ## Using the function `wrds_update`. 2023-11-27T22:09:06,189 Two arguments `table_name` and `schema` are required. 2023-11-27T22:09:06,191 ### 1. WRDS Settings 2023-11-27T22:09:06,192 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2023-11-27T22:09:06,193 ### 2. Environment variables 2023-11-27T22:09:06,193 The software will use the environment variables `PGHOST`, `PGDATABASE`, and `PGUSER` if you If you have set them. Otherwise, you need to provide values as arguments to `wrds_udpate()`. Default `PGPORT` is`5432`. 2023-11-27T22:09:06,194 ### 3. Table settings 2023-11-27T22:09:06,195 To tailor your request, specify the following arguments: 2023-11-27T22:09:06,197 - `fix_missing`: set to `True` to fix missing values. This addresses special missign values, which SAS's `PROC EXPORT` dumps as strings. Default value is `False`. 2023-11-27T22:09:06,198 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2023-11-27T22:09:06,198 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2023-11-27T22:09:06,199 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2023-11-27T22:09:06,200 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2023-11-27T22:09:06,200 - `force`: set to `True` to force update. Default value is `False`. 2023-11-27T22:09:06,202 ## Importing SAS data into PostgreSQL 2023-11-27T22:09:06,202 The software can also upload SAS file directly to PostgreSQL. 2023-11-27T22:09:06,202 You need to have local SAS in order to use this function. 2023-11-27T22:09:06,203 Use `fpath` to specify the path to the file to be imported 2023-11-27T22:09:06,204 ### Examples 2023-11-27T22:09:06,204 Here are some examples. 2023-11-27T22:09:06,205 If you are at the home directory of this git repo, you can import and use the software as shown below. 2023-11-27T22:09:06,206 To install it from Github: 2023-11-27T22:09:06,207 ``` 2023-11-27T22:09:06,208 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2023-11-27T22:09:06,208 ``` 2023-11-27T22:09:06,209 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2023-11-27T22:09:06,210 ``` 2023-11-27T22:09:06,211 pip3 install wrds2pg 2023-11-27T22:09:06,211 ``` 2023-11-27T22:09:06,212 Example usage: 2023-11-27T22:09:06,212 ```py 2023-11-27T22:09:06,213 from wrds2pg import wrds_update 2023-11-27T22:09:06,214 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2023-11-27T22:09:06,214 # Simplest version 2023-11-27T22:09:06,214 wrds_update(table_name="mcti", schema="crsp") 2023-11-27T22:09:06,215 # Tailored arguments 2023-11-27T22:09:06,216 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2023-11-27T22:09:06,216 dbname=your_pg_database, 2023-11-27T22:09:06,217 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2023-11-27T22:09:06,217 rename="caldt=calendar_date", force=True) 2023-11-27T22:09:06,218 # 2. Upload test.sas7dbat to pg as crsp.mcti 2023-11-27T22:09:06,219 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2023-11-27T22:09:06,219 ``` 2023-11-27T22:09:06,220 ### Report bugs 2023-11-27T22:09:06,221 Author: Ian Gow, 2023-11-27T22:09:06,221 Contributor: Jingyu Zhang, 2023-11-27T22:09:06,222 running bdist_wheel 2023-11-27T22:09:06,223 running build 2023-11-27T22:09:06,223 running build_py 2023-11-27T22:09:06,224 creating build 2023-11-27T22:09:06,225 creating build/lib 2023-11-27T22:09:06,225 creating build/lib/wrds2pg 2023-11-27T22:09:06,226 copying wrds2pg/wrds2pg.py -> build/lib/wrds2pg 2023-11-27T22:09:06,226 copying wrds2pg/__init__.py -> build/lib/wrds2pg 2023-11-27T22:09:06,240 installing to build/bdist.linux-armv7l/wheel 2023-11-27T22:09:06,240 running install 2023-11-27T22:09:06,264 running install_lib 2023-11-27T22:09:06,272 creating build/bdist.linux-armv7l 2023-11-27T22:09:06,272 creating build/bdist.linux-armv7l/wheel 2023-11-27T22:09:06,274 creating build/bdist.linux-armv7l/wheel/wrds2pg 2023-11-27T22:09:06,276 copying build/lib/wrds2pg/wrds2pg.py -> build/bdist.linux-armv7l/wheel/wrds2pg 2023-11-27T22:09:06,279 copying build/lib/wrds2pg/__init__.py -> build/bdist.linux-armv7l/wheel/wrds2pg 2023-11-27T22:09:06,280 running install_egg_info 2023-11-27T22:09:06,290 running egg_info 2023-11-27T22:09:06,294 writing wrds2pg.egg-info/PKG-INFO 2023-11-27T22:09:06,297 writing dependency_links to wrds2pg.egg-info/dependency_links.txt 2023-11-27T22:09:06,298 writing requirements to wrds2pg.egg-info/requires.txt 2023-11-27T22:09:06,300 writing top-level names to wrds2pg.egg-info/top_level.txt 2023-11-27T22:09:06,306 reading manifest file 'wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:06,308 adding license file 'LICENCE' 2023-11-27T22:09:06,310 writing manifest file 'wrds2pg.egg-info/SOURCES.txt' 2023-11-27T22:09:06,311 Copying wrds2pg.egg-info to build/bdist.linux-armv7l/wheel/wrds2pg-1.0.25-py3.11.egg-info 2023-11-27T22:09:06,322 running install_scripts 2023-11-27T22:09:06,336 creating build/bdist.linux-armv7l/wheel/wrds2pg-1.0.25.dist-info/WHEEL 2023-11-27T22:09:06,339 creating '/tmp/pip-wheel-010hin_j/.tmp-y0264s8r/wrds2pg-1.0.25-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it 2023-11-27T22:09:06,341 adding 'wrds2pg/__init__.py' 2023-11-27T22:09:06,344 adding 'wrds2pg/wrds2pg.py' 2023-11-27T22:09:06,347 adding 'wrds2pg-1.0.25.dist-info/LICENCE' 2023-11-27T22:09:06,348 adding 'wrds2pg-1.0.25.dist-info/METADATA' 2023-11-27T22:09:06,349 adding 'wrds2pg-1.0.25.dist-info/WHEEL' 2023-11-27T22:09:06,350 adding 'wrds2pg-1.0.25.dist-info/top_level.txt' 2023-11-27T22:09:06,351 adding 'wrds2pg-1.0.25.dist-info/RECORD' 2023-11-27T22:09:06,352 removing build/bdist.linux-armv7l/wheel 2023-11-27T22:09:06,445 Building wheel for wrds2pg (pyproject.toml): finished with status 'done' 2023-11-27T22:09:06,449 Created wheel for wrds2pg: filename=wrds2pg-1.0.25-py3-none-any.whl size=9761 sha256=ef9a415cb88f8ca6c0fb4a27abdec4f3db793e804c37d98f75b66abab20cb88b 2023-11-27T22:09:06,450 Stored in directory: /tmp/pip-ephem-wheel-cache-uheaekrt/wheels/73/14/50/593ed113cee227ffd395e17317449a521495bcc44f2d64a47b 2023-11-27T22:09:06,460 Successfully built wrds2pg 2023-11-27T22:09:06,463 Removed build tracker: '/tmp/pip-build-tracker-5b6k7rty'