2024-01-15T17:21:08,074 Created temporary directory: /tmp/pip-build-tracker-otgh5d69 2024-01-15T17:21:08,076 Initialized build tracking at /tmp/pip-build-tracker-otgh5d69 2024-01-15T17:21:08,076 Created build tracker: /tmp/pip-build-tracker-otgh5d69 2024-01-15T17:21:08,076 Entered build tracker: /tmp/pip-build-tracker-otgh5d69 2024-01-15T17:21:08,077 Created temporary directory: /tmp/pip-wheel-oh5lb0n6 2024-01-15T17:21:08,080 Created temporary directory: /tmp/pip-ephem-wheel-cache-wpv7xlyg 2024-01-15T17:21:08,102 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2024-01-15T17:21:08,106 2 location(s) to search for versions of wrds2pg: 2024-01-15T17:21:08,106 * https://pypi.org/simple/wrds2pg/ 2024-01-15T17:21:08,106 * https://www.piwheels.org/simple/wrds2pg/ 2024-01-15T17:21:08,107 Fetching project page and analyzing links: https://pypi.org/simple/wrds2pg/ 2024-01-15T17:21:08,107 Getting page https://pypi.org/simple/wrds2pg/ 2024-01-15T17:21:08,109 Found index url https://pypi.org/simple/ 2024-01-15T17:21:08,325 Fetched page https://pypi.org/simple/wrds2pg/ as application/vnd.pypi.simple.v1+json 2024-01-15T17:21:08,337 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) 2024-01-15T17:21:08,339 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 2024-01-15T17:21:08,339 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) 2024-01-15T17:21:08,340 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 2024-01-15T17:21:08,341 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) 2024-01-15T17:21:08,342 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 2024-01-15T17:21:08,343 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) 2024-01-15T17:21:08,344 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 2024-01-15T17:21:08,344 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) 2024-01-15T17:21:08,345 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 2024-01-15T17:21:08,346 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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https://files.pythonhosted.org/packages/01/5d/cfd9a9cfe8194d52e16c24ef053b49225e85f0996c471226fc0cf5522e31/wrds2pg-1.0.0-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,350 Found link https://files.pythonhosted.org/packages/af/8f/069eed28514231a859da3b110112a0b2078f2c879e3cc5489909982ef2af/wrds2pg-1.0.0.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.0 2024-01-15T17:21:08,351 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/90/3d/1fc327c68c63a7540a964879a5a124e9104c5a80cd058a5f0659d2945dd5/wrds2pg-1.0.2-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,352 Found link https://files.pythonhosted.org/packages/fa/b0/49292467a2256c3ecdd7e7fdbd1c4729386bddc06f3a986483a311539f2b/wrds2pg-1.0.2.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.2 2024-01-15T17:21:08,352 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/41/99/2866d67e2fcd10684ccc913eaa896ebcc00c60982133a5adfaa8a39b7aa1/wrds2pg-1.0.3-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,353 Found link https://files.pythonhosted.org/packages/0f/bf/b1032fff1645c597e292ac8d588c33bad73ca567c01e52fb149f4aa503d1/wrds2pg-1.0.3.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.3 2024-01-15T17:21:08,354 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/0b/6c/bc13811b3a339ec1455a10a03b077d0a7fc7e43b3311201abbfc67d77fde/wrds2pg-1.0.4-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,355 Found link https://files.pythonhosted.org/packages/dc/f4/166d8822216116c22615377ab6493a7c44bd205b8853ae2b0ad51792d9e6/wrds2pg-1.0.4.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.4 2024-01-15T17:21:08,355 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) 2024-01-15T17:21:08,356 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 2024-01-15T17:21:08,357 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) 2024-01-15T17:21:08,358 Found link https://files.pythonhosted.org/packages/8c/06/abb4c39f3e3f730fffe349e03e1172e31c95fbb9edf4c9257bfb0b6e2c62/wrds2pg-1.0.6.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.6 2024-01-15T17:21:08,359 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/3f/b5/99b90fee6aaf0b150803cfbd6d86e0052d292257dd101e803df4d945ad7b/wrds2pg-1.0.8-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,360 Found link https://files.pythonhosted.org/packages/eb/9f/a506b309ee9299d4d9cd3f5c1407e05da30c09cbbe8acf67e60de11a1b4e/wrds2pg-1.0.8.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.8 2024-01-15T17:21:08,361 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/80/6d/34291718af062c4c329fbaeaaa582e011da15ce1193364f668581c3bd983/wrds2pg-1.0.9-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,362 Found link https://files.pythonhosted.org/packages/27/20/2b9788aef9e54ea3d590a456caa294d1c177fd05029e8f70b99022369f68/wrds2pg-1.0.9.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.9 2024-01-15T17:21:08,362 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/99/ac/4d765cf6d5048798219506138f491e7218d56226bd1d4a1ab994e5efcf33/wrds2pg-1.0.10-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,363 Found link https://files.pythonhosted.org/packages/f4/6a/630cd948c36f331db42c9bac9e414e721e779efbb692210419563d9f4ec1/wrds2pg-1.0.10.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.10 2024-01-15T17:21:08,364 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/4b/8f/7a43a074a7f9fb3b14acbe6a7fdfe50e99d8489334adcc941ed6b4ca328b/wrds2pg-1.0.11-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,365 Found link 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 2024-01-15T17:21:08,365 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) 2024-01-15T17:21:08,366 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 2024-01-15T17:21:08,367 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) 2024-01-15T17:21:08,368 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 2024-01-15T17:21:08,368 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) 2024-01-15T17:21:08,369 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 2024-01-15T17:21:08,370 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/6f/56/b5f28563dbd278bc973e9b09d08b701083b92dc9facf367208f412bae2b1/wrds2pg-1.0.15-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,371 Found link https://files.pythonhosted.org/packages/7f/ae/a9479ffa558cb219a91c2233d27c8cb0a1151361563f417f9a49414f9a9a/wrds2pg-1.0.15.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.15 2024-01-15T17:21:08,372 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/bd/a2/1d66cc227f78fb727160e17d625347dd9ce5a4934e9dc670946b36cb4a92/wrds2pg-1.0.16-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,372 Found link https://files.pythonhosted.org/packages/ec/17/b23b515c3360befddb0e907abe4226ddfdd0573d7924902fc835f9619fce/wrds2pg-1.0.16.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.16 2024-01-15T17:21:08,373 Skipping link: No binaries permitted for wrds2pg: 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) 2024-01-15T17:21:08,374 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 2024-01-15T17:21:08,375 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) 2024-01-15T17:21:08,376 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 2024-01-15T17:21:08,376 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) 2024-01-15T17:21:08,377 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 2024-01-15T17:21:08,377 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) 2024-01-15T17:21:08,378 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 2024-01-15T17:21:08,379 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) 2024-01-15T17:21:08,380 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 2024-01-15T17:21:08,381 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) 2024-01-15T17:21:08,382 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 2024-01-15T17:21:08,388 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/d6/32/3bb968da3f4cbe924ee22fedc5ffb1b6111ecb910f68c9905a201770b15d/wrds2pg-1.0.27-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,389 Found link https://files.pythonhosted.org/packages/74/0a/7d02353b0ab90e16e9e25c24b22479b5e970eb71bd0112e3551b82b8a83d/wrds2pg-1.0.27.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.27 2024-01-15T17:21:08,389 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/ff/9f/82752980530af457c4e98ddb4bf9e93cd0ba17aa518a2a58beacc82ac394/wrds2pg-1.0.29-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,390 Found link https://files.pythonhosted.org/packages/87/0a/a1af8143105d2af6548cd97485028be675040e1c2b261df5ecb553be2323/wrds2pg-1.0.29.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.29 2024-01-15T17:21:08,391 Skipping link: No binaries permitted for wrds2pg: https://files.pythonhosted.org/packages/03/4a/fd7020a66ccc73cdbfaa2fe2070cd6a1d59ca48efb6e39f3c0712816fa1a/wrds2pg-1.0.31-py3-none-any.whl (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,392 Found link https://files.pythonhosted.org/packages/66/b2/0d164b83f6c545d3e75d0037ff9118d5cb1a825fadc3608f1d624b913460/wrds2pg-1.0.31.tar.gz (from https://pypi.org/simple/wrds2pg/) (requires-python:>=3), version: 1.0.31 2024-01-15T17:21:08,393 Fetching project page and analyzing links: https://www.piwheels.org/simple/wrds2pg/ 2024-01-15T17:21:08,394 Getting page https://www.piwheels.org/simple/wrds2pg/ 2024-01-15T17:21:08,395 Found index url https://www.piwheels.org/simple/ 2024-01-15T17:21:08,553 Fetched page https://www.piwheels.org/simple/wrds2pg/ as text/html 2024-01-15T17:21:08,563 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.29-py3-none-any.whl#sha256=9f2187c5860343b907a4512b1d3b18e812e7808483c1590824f23ec9906d3264 (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,563 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.27-py3-none-any.whl#sha256=9223e74c2cf7a6963dbc89981ef07efd322784dbd6bb2cc34f41285784657ddf (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,564 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.26-py3-none-any.whl#sha256=bf4c9aee7ec6db12956e51469680fba7f955e161359dcf50983608d19fb50d2b (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,565 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.25-py3-none-any.whl#sha256=ef9a415cb88f8ca6c0fb4a27abdec4f3db793e804c37d98f75b66abab20cb88b (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,565 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) 2024-01-15T17:21:08,566 Skipping link: No binaries permitted for wrds2pg: https://www.piwheels.org/simple/wrds2pg/wrds2pg-1.0.23-py3-none-any.whl#sha256=c3d00616b05071c6d571976d1aac35b5bd12e89663a8e6c3cd8ce7d6bbb2be5b (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,566 Skipping link: No binaries permitted for wrds2pg: 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https://www.piwheels.org/simple/wrds2pg/wrds2pg-0.1.17-py3-none-any.whl#sha256=3471efec23d7b15c86751d79adc43cb425d7ad46016afc247f1e1992b78083b9 (from https://www.piwheels.org/simple/wrds2pg/) (requires-python:>=3) 2024-01-15T17:21:08,582 Skipping link: not a file: https://www.piwheels.org/simple/wrds2pg/ 2024-01-15T17:21:08,582 Skipping link: not a file: https://pypi.org/simple/wrds2pg/ 2024-01-15T17:21:08,605 Given no hashes to check 1 links for project 'wrds2pg': discarding no candidates 2024-01-15T17:21:08,623 Collecting wrds2pg==1.0.31 2024-01-15T17:21:08,625 Created temporary directory: /tmp/pip-unpack-2fqq7ofs 2024-01-15T17:21:08,834 Downloading wrds2pg-1.0.31.tar.gz (16 kB) 2024-01-15T17:21:08,871 Added wrds2pg==1.0.31 from https://files.pythonhosted.org/packages/66/b2/0d164b83f6c545d3e75d0037ff9118d5cb1a825fadc3608f1d624b913460/wrds2pg-1.0.31.tar.gz to build tracker '/tmp/pip-build-tracker-otgh5d69' 2024-01-15T17:21:08,875 Created temporary directory: /tmp/pip-build-env-say4fu39 2024-01-15T17:21:08,879 Installing build dependencies: started 2024-01-15T17:21:08,881 Running command pip subprocess to install build dependencies 2024-01-15T17:21:10,015 Using pip 23.3.1 from /usr/local/lib/python3.11/dist-packages/pip (python 3.11) 2024-01-15T17:21:10,535 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2024-01-15T17:21:11,988 Collecting setuptools>=42 2024-01-15T17:21:12,002 Using cached https://www.piwheels.org/simple/setuptools/setuptools-69.0.3-py3-none-any.whl (819 kB) 2024-01-15T17:21:12,225 Collecting wheel 2024-01-15T17:21:12,238 Using cached https://www.piwheels.org/simple/wheel/wheel-0.42.0-py3-none-any.whl (65 kB) 2024-01-15T17:21:14,810 Installing collected packages: wheel, setuptools 2024-01-15T17:21:15,038 Creating /tmp/pip-build-env-say4fu39/overlay/local/bin 2024-01-15T17:21:15,040 changing mode of /tmp/pip-build-env-say4fu39/overlay/local/bin/wheel to 755 2024-01-15T17:21:17,284 Successfully installed setuptools-69.0.3 wheel-0.42.0 2024-01-15T17:21:17,562 [notice] A new release of pip is available: 23.3.1 -> 23.3.2 2024-01-15T17:21:17,563 [notice] To update, run: python3 -m pip install --upgrade pip 2024-01-15T17:21:17,829 Installing build dependencies: finished with status 'done' 2024-01-15T17:21:17,832 Getting requirements to build wheel: started 2024-01-15T17:21:17,833 Running command Getting requirements to build wheel 2024-01-15T17:21:18,370 # Library to convert WRDS SAS data 2024-01-15T17:21:18,371 This package was created to convert [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) SAS data to modern data formats. 2024-01-15T17:21:18,371 This package has three major functions, one for each of three popular data formats. 2024-01-15T17:21:18,373 - `wrds_update()`: Imports WRDS SAS data into a PostgreSQL database. 2024-01-15T17:21:18,373 - `wrds_update_pq()`: Converts WRDS SAS data to parquet files. 2024-01-15T17:21:18,374 - `wrds_update_csv()`: Converts WRDS SAS data to gzipped CSV files. 2024-01-15T17:21:18,375 This package was primarily designed to handle WRDS data, but some support is provided for importing a local SAS file (`*.sas7dbat`) into a PostgreSQL database. 2024-01-15T17:21:18,376 ## Requirements 2024-01-15T17:21:18,377 ### 1. Python 2024-01-15T17:21:18,378 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. 2024-01-15T17:21:18,378 These dependencies are installed when you use Pip (see instructions below). 2024-01-15T17:21:18,380 ### 2. A WRDS ID 2024-01-15T17:21:18,380 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. 2024-01-15T17:21:18,380 Copy that key to the WRDS server from the terminal on your computer. 2024-01-15T17:21:18,381 (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.) 2024-01-15T17:21:18,381 Here's code (for me) to create the key and send it to WRDS: 2024-01-15T17:21:18,382 ``` 2024-01-15T17:21:18,382 ssh-keygen -t rsa 2024-01-15T17:21:18,382 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2024-01-15T17:21:18,383 ``` 2024-01-15T17:21:18,383 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2024-01-15T17:21:18,384 ### 3. PostgreSQL 2024-01-15T17:21:18,385 For the `wrds_update()` function, you should have write access to a PostgreSQL database to store the data. 2024-01-15T17:21:18,386 ### 4. Environment variables 2024-01-15T17:21:18,387 Environment variables that the code can use include: 2024-01-15T17:21:18,388 - `PGDATABASE`: The name of the PostgreSQL database you use. 2024-01-15T17:21:18,388 - `PGUSER`: Your username on the PostgreSQL database. 2024-01-15T17:21:18,389 - `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) 2024-01-15T17:21:18,389 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2024-01-15T17:21:18,390 - `DATA_DIR`: The local repository for parquet files. 2024-01-15T17:21:18,390 - `CSV_DIR`: The local repository for compressed CSV files. 2024-01-15T17:21:18,391 Once can set these environment variables in (say) `~/.zprofile`: 2024-01-15T17:21:18,392 ``` 2024-01-15T17:21:18,393 export PGHOST="localhost" 2024-01-15T17:21:18,393 export PGDATABASE="crsp" 2024-01-15T17:21:18,394 export WRDS_ID="iangow" 2024-01-15T17:21:18,395 export PGUSER="igow" 2024-01-15T17:21:18,395 ``` 2024-01-15T17:21:18,396 ## Using the function `wrds_update`. 2024-01-15T17:21:18,397 Two arguments `table_name` and `schema` are required. 2024-01-15T17:21:18,398 ### 1. WRDS Settings 2024-01-15T17:21:18,399 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2024-01-15T17:21:18,400 ### 2. Environment variables 2024-01-15T17:21:18,401 The `wrds_udpate()` function 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`. 2024-01-15T17:21:18,402 ### 3. Table settings 2024-01-15T17:21:18,402 To tailor your request, specify the following arguments: 2024-01-15T17:21:18,403 - `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`. 2024-01-15T17:21:18,404 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2024-01-15T17:21:18,404 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2024-01-15T17:21:18,405 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2024-01-15T17:21:18,406 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2024-01-15T17:21:18,406 - `force`: set to `True` to force update. Default value is `False`. 2024-01-15T17:21:18,407 ## Importing SAS data into PostgreSQL 2024-01-15T17:21:18,408 The software can also upload SAS file directly to PostgreSQL. 2024-01-15T17:21:18,408 You need to have local SAS in order to use this function. 2024-01-15T17:21:18,409 Use `fpath` to specify the path to the file to be imported 2024-01-15T17:21:18,410 ### Examples 2024-01-15T17:21:18,410 Here are some examples. 2024-01-15T17:21:18,411 If you are at the home directory of this git repo, you can import and use the software as shown below. 2024-01-15T17:21:18,412 To install it from Github: 2024-01-15T17:21:18,413 ``` 2024-01-15T17:21:18,413 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2024-01-15T17:21:18,413 ``` 2024-01-15T17:21:18,414 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2024-01-15T17:21:18,415 ``` 2024-01-15T17:21:18,416 pip3 install wrds2pg 2024-01-15T17:21:18,416 ``` 2024-01-15T17:21:18,417 Example usage: 2024-01-15T17:21:18,417 ```py 2024-01-15T17:21:18,418 from wrds2pg import wrds_update 2024-01-15T17:21:18,418 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2024-01-15T17:21:18,419 # Simplest version 2024-01-15T17:21:18,419 wrds_update(table_name="mcti", schema="crsp") 2024-01-15T17:21:18,420 # Tailored arguments 2024-01-15T17:21:18,421 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2024-01-15T17:21:18,421 dbname=your_pg_database, 2024-01-15T17:21:18,422 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2024-01-15T17:21:18,422 rename="caldt=calendar_date", force=True) 2024-01-15T17:21:18,423 # 2. Upload test.sas7dbat to pg as crsp.mcti 2024-01-15T17:21:18,424 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2024-01-15T17:21:18,424 ``` 2024-01-15T17:21:18,425 ### Report bugs 2024-01-15T17:21:18,426 Author: Ian Gow, 2024-01-15T17:21:18,427 Contributors: Jingyu Zhang, , Evan Jo. 2024-01-15T17:21:18,428 running egg_info 2024-01-15T17:21:18,428 writing wrds2pg.egg-info/PKG-INFO 2024-01-15T17:21:18,429 writing dependency_links to wrds2pg.egg-info/dependency_links.txt 2024-01-15T17:21:18,429 writing requirements to wrds2pg.egg-info/requires.txt 2024-01-15T17:21:18,430 writing top-level names to wrds2pg.egg-info/top_level.txt 2024-01-15T17:21:18,431 reading manifest file 'wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:18,432 adding license file 'LICENCE' 2024-01-15T17:21:18,432 writing manifest file 'wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:18,508 Getting requirements to build wheel: finished with status 'done' 2024-01-15T17:21:18,517 Created temporary directory: /tmp/pip-modern-metadata-2gakzebf 2024-01-15T17:21:18,520 Preparing metadata (pyproject.toml): started 2024-01-15T17:21:18,521 Running command Preparing metadata (pyproject.toml) 2024-01-15T17:21:19,021 # Library to convert WRDS SAS data 2024-01-15T17:21:19,022 This package was created to convert [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) SAS data to modern data formats. 2024-01-15T17:21:19,022 This package has three major functions, one for each of three popular data formats. 2024-01-15T17:21:19,023 - `wrds_update()`: Imports WRDS SAS data into a PostgreSQL database. 2024-01-15T17:21:19,024 - `wrds_update_pq()`: Converts WRDS SAS data to parquet files. 2024-01-15T17:21:19,025 - `wrds_update_csv()`: Converts WRDS SAS data to gzipped CSV files. 2024-01-15T17:21:19,026 This package was primarily designed to handle WRDS data, but some support is provided for importing a local SAS file (`*.sas7dbat`) into a PostgreSQL database. 2024-01-15T17:21:19,027 ## Requirements 2024-01-15T17:21:19,028 ### 1. Python 2024-01-15T17:21:19,029 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. 2024-01-15T17:21:19,029 These dependencies are installed when you use Pip (see instructions below). 2024-01-15T17:21:19,031 ### 2. A WRDS ID 2024-01-15T17:21:19,032 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. 2024-01-15T17:21:19,032 Copy that key to the WRDS server from the terminal on your computer. 2024-01-15T17:21:19,032 (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.) 2024-01-15T17:21:19,033 Here's code (for me) to create the key and send it to WRDS: 2024-01-15T17:21:19,033 ``` 2024-01-15T17:21:19,034 ssh-keygen -t rsa 2024-01-15T17:21:19,034 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2024-01-15T17:21:19,035 ``` 2024-01-15T17:21:19,035 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2024-01-15T17:21:19,037 ### 3. PostgreSQL 2024-01-15T17:21:19,037 For the `wrds_update()` function, you should have write access to a PostgreSQL database to store the data. 2024-01-15T17:21:19,038 ### 4. Environment variables 2024-01-15T17:21:19,040 Environment variables that the code can use include: 2024-01-15T17:21:19,041 - `PGDATABASE`: The name of the PostgreSQL database you use. 2024-01-15T17:21:19,042 - `PGUSER`: Your username on the PostgreSQL database. 2024-01-15T17:21:19,042 - `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) 2024-01-15T17:21:19,043 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2024-01-15T17:21:19,044 - `DATA_DIR`: The local repository for parquet files. 2024-01-15T17:21:19,045 - `CSV_DIR`: The local repository for compressed CSV files. 2024-01-15T17:21:19,046 Once can set these environment variables in (say) `~/.zprofile`: 2024-01-15T17:21:19,048 ``` 2024-01-15T17:21:19,049 export PGHOST="localhost" 2024-01-15T17:21:19,050 export PGDATABASE="crsp" 2024-01-15T17:21:19,051 export WRDS_ID="iangow" 2024-01-15T17:21:19,052 export PGUSER="igow" 2024-01-15T17:21:19,053 ``` 2024-01-15T17:21:19,055 ## Using the function `wrds_update`. 2024-01-15T17:21:19,057 Two arguments `table_name` and `schema` are required. 2024-01-15T17:21:19,059 ### 1. WRDS Settings 2024-01-15T17:21:19,060 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2024-01-15T17:21:19,062 ### 2. Environment variables 2024-01-15T17:21:19,063 The `wrds_udpate()` function 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`. 2024-01-15T17:21:19,065 ### 3. Table settings 2024-01-15T17:21:19,066 To tailor your request, specify the following arguments: 2024-01-15T17:21:19,068 - `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`. 2024-01-15T17:21:19,069 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2024-01-15T17:21:19,070 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2024-01-15T17:21:19,070 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2024-01-15T17:21:19,071 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2024-01-15T17:21:19,072 - `force`: set to `True` to force update. Default value is `False`. 2024-01-15T17:21:19,073 ## Importing SAS data into PostgreSQL 2024-01-15T17:21:19,073 The software can also upload SAS file directly to PostgreSQL. 2024-01-15T17:21:19,074 You need to have local SAS in order to use this function. 2024-01-15T17:21:19,075 Use `fpath` to specify the path to the file to be imported 2024-01-15T17:21:19,076 ### Examples 2024-01-15T17:21:19,077 Here are some examples. 2024-01-15T17:21:19,078 If you are at the home directory of this git repo, you can import and use the software as shown below. 2024-01-15T17:21:19,079 To install it from Github: 2024-01-15T17:21:19,080 ``` 2024-01-15T17:21:19,080 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2024-01-15T17:21:19,081 ``` 2024-01-15T17:21:19,081 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2024-01-15T17:21:19,082 ``` 2024-01-15T17:21:19,083 pip3 install wrds2pg 2024-01-15T17:21:19,083 ``` 2024-01-15T17:21:19,084 Example usage: 2024-01-15T17:21:19,084 ```py 2024-01-15T17:21:19,085 from wrds2pg import wrds_update 2024-01-15T17:21:19,086 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2024-01-15T17:21:19,086 # Simplest version 2024-01-15T17:21:19,087 wrds_update(table_name="mcti", schema="crsp") 2024-01-15T17:21:19,088 # Tailored arguments 2024-01-15T17:21:19,088 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2024-01-15T17:21:19,089 dbname=your_pg_database, 2024-01-15T17:21:19,089 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2024-01-15T17:21:19,090 rename="caldt=calendar_date", force=True) 2024-01-15T17:21:19,091 # 2. Upload test.sas7dbat to pg as crsp.mcti 2024-01-15T17:21:19,092 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2024-01-15T17:21:19,092 ``` 2024-01-15T17:21:19,093 ### Report bugs 2024-01-15T17:21:19,094 Author: Ian Gow, 2024-01-15T17:21:19,095 Contributors: Jingyu Zhang, , Evan Jo. 2024-01-15T17:21:19,096 running dist_info 2024-01-15T17:21:19,097 creating /tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info 2024-01-15T17:21:19,097 writing /tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/PKG-INFO 2024-01-15T17:21:19,098 writing dependency_links to /tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/dependency_links.txt 2024-01-15T17:21:19,098 writing requirements to /tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/requires.txt 2024-01-15T17:21:19,099 writing top-level names to /tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/top_level.txt 2024-01-15T17:21:19,100 writing manifest file '/tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:19,100 reading manifest file '/tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:19,101 adding license file 'LICENCE' 2024-01-15T17:21:19,102 writing manifest file '/tmp/pip-modern-metadata-2gakzebf/wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:19,102 creating '/tmp/pip-modern-metadata-2gakzebf/wrds2pg-1.0.31.dist-info' 2024-01-15T17:21:19,280 Preparing metadata (pyproject.toml): finished with status 'done' 2024-01-15T17:21:19,285 Source in /tmp/pip-wheel-oh5lb0n6/wrds2pg_887a11a7eb7140399950721e332c619b has version 1.0.31, which satisfies requirement wrds2pg==1.0.31 from https://files.pythonhosted.org/packages/66/b2/0d164b83f6c545d3e75d0037ff9118d5cb1a825fadc3608f1d624b913460/wrds2pg-1.0.31.tar.gz 2024-01-15T17:21:19,286 Removed wrds2pg==1.0.31 from https://files.pythonhosted.org/packages/66/b2/0d164b83f6c545d3e75d0037ff9118d5cb1a825fadc3608f1d624b913460/wrds2pg-1.0.31.tar.gz from build tracker '/tmp/pip-build-tracker-otgh5d69' 2024-01-15T17:21:19,292 Created temporary directory: /tmp/pip-unpack-nxnxsk4u 2024-01-15T17:21:19,293 Created temporary directory: /tmp/pip-unpack-zfi4a4gs 2024-01-15T17:21:19,301 Building wheels for collected packages: wrds2pg 2024-01-15T17:21:19,306 Created temporary directory: /tmp/pip-wheel-c4667m4v 2024-01-15T17:21:19,307 Destination directory: /tmp/pip-wheel-c4667m4v 2024-01-15T17:21:19,309 Building wheel for wrds2pg (pyproject.toml): started 2024-01-15T17:21:19,310 Running command Building wheel for wrds2pg (pyproject.toml) 2024-01-15T17:21:19,832 # Library to convert WRDS SAS data 2024-01-15T17:21:19,833 This package was created to convert [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) SAS data to modern data formats. 2024-01-15T17:21:19,834 This package has three major functions, one for each of three popular data formats. 2024-01-15T17:21:19,834 - `wrds_update()`: Imports WRDS SAS data into a PostgreSQL database. 2024-01-15T17:21:19,835 - `wrds_update_pq()`: Converts WRDS SAS data to parquet files. 2024-01-15T17:21:19,835 - `wrds_update_csv()`: Converts WRDS SAS data to gzipped CSV files. 2024-01-15T17:21:19,836 This package was primarily designed to handle WRDS data, but some support is provided for importing a local SAS file (`*.sas7dbat`) into a PostgreSQL database. 2024-01-15T17:21:19,837 ## Requirements 2024-01-15T17:21:19,838 ### 1. Python 2024-01-15T17:21:19,839 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. 2024-01-15T17:21:19,839 These dependencies are installed when you use Pip (see instructions below). 2024-01-15T17:21:19,841 ### 2. A WRDS ID 2024-01-15T17:21:19,841 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. 2024-01-15T17:21:19,842 Copy that key to the WRDS server from the terminal on your computer. 2024-01-15T17:21:19,842 (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.) 2024-01-15T17:21:19,843 Here's code (for me) to create the key and send it to WRDS: 2024-01-15T17:21:19,843 ``` 2024-01-15T17:21:19,844 ssh-keygen -t rsa 2024-01-15T17:21:19,844 cat ~/.ssh/id_rsa.pub | ssh iangow@wrds-cloud.wharton.upenn.edu "cat >> ~/.ssh/authorized_keys" 2024-01-15T17:21:19,845 ``` 2024-01-15T17:21:19,846 Use an empty passphrase in setting up the key so that the scripts can run without user intervention. 2024-01-15T17:21:19,847 ### 3. PostgreSQL 2024-01-15T17:21:19,848 For the `wrds_update()` function, you should have write access to a PostgreSQL database to store the data. 2024-01-15T17:21:19,849 ### 4. Environment variables 2024-01-15T17:21:19,850 Environment variables that the code can use include: 2024-01-15T17:21:19,852 - `PGDATABASE`: The name of the PostgreSQL database you use. 2024-01-15T17:21:19,852 - `PGUSER`: Your username on the PostgreSQL database. 2024-01-15T17:21:19,853 - `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) 2024-01-15T17:21:19,853 - `WRDS_ID`: Your [WRDS](https://wrds-web.wharton.upenn.edu/wrds/) ID. 2024-01-15T17:21:19,854 - `DATA_DIR`: The local repository for parquet files. 2024-01-15T17:21:19,854 - `CSV_DIR`: The local repository for compressed CSV files. 2024-01-15T17:21:19,856 Once can set these environment variables in (say) `~/.zprofile`: 2024-01-15T17:21:19,857 ``` 2024-01-15T17:21:19,858 export PGHOST="localhost" 2024-01-15T17:21:19,858 export PGDATABASE="crsp" 2024-01-15T17:21:19,859 export WRDS_ID="iangow" 2024-01-15T17:21:19,859 export PGUSER="igow" 2024-01-15T17:21:19,860 ``` 2024-01-15T17:21:19,861 ## Using the function `wrds_update`. 2024-01-15T17:21:19,862 Two arguments `table_name` and `schema` are required. 2024-01-15T17:21:19,864 ### 1. WRDS Settings 2024-01-15T17:21:19,864 Set `WRDS_ID` using either `wrds_id=your_wrds_id` in the function call or the environment variable `WRDS_ID`. 2024-01-15T17:21:19,865 ### 2. Environment variables 2024-01-15T17:21:19,866 The `wrds_udpate()` function 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`. 2024-01-15T17:21:19,867 ### 3. Table settings 2024-01-15T17:21:19,868 To tailor your request, specify the following arguments: 2024-01-15T17:21:19,870 - `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`. 2024-01-15T17:21:19,871 - `fix_cr`: set to `True` to fix characters. Default value is `False`. 2024-01-15T17:21:19,871 - `drop`: add column names to be dropped (e.g., `drop="id name"` will drop columns `id` and `name`). 2024-01-15T17:21:19,872 - `obs`: add maxium number of observations (e.g., `obs=10` will import the first 10 rows from the table on WRDS). 2024-01-15T17:21:19,872 - `rename`: rename columns (e.g., `rename="fee=mngt_fee"` renames `fee` to `mngt_fee`). 2024-01-15T17:21:19,873 - `force`: set to `True` to force update. Default value is `False`. 2024-01-15T17:21:19,874 ## Importing SAS data into PostgreSQL 2024-01-15T17:21:19,875 The software can also upload SAS file directly to PostgreSQL. 2024-01-15T17:21:19,875 You need to have local SAS in order to use this function. 2024-01-15T17:21:19,876 Use `fpath` to specify the path to the file to be imported 2024-01-15T17:21:19,877 ### Examples 2024-01-15T17:21:19,877 Here are some examples. 2024-01-15T17:21:19,878 If you are at the home directory of this git repo, you can import and use the software as shown below. 2024-01-15T17:21:19,879 To install it from Github: 2024-01-15T17:21:19,880 ``` 2024-01-15T17:21:19,881 sudo -H pip3 install git+https://github.com/iangow/wrds2pg --upgrade 2024-01-15T17:21:19,881 ``` 2024-01-15T17:21:19,882 This software is also available from PyPI. To install it from [PyPI](https://pypi.org/project/wrds2pg/): 2024-01-15T17:21:19,883 ``` 2024-01-15T17:21:19,884 pip3 install wrds2pg 2024-01-15T17:21:19,884 ``` 2024-01-15T17:21:19,885 Example usage: 2024-01-15T17:21:19,885 ```py 2024-01-15T17:21:19,886 from wrds2pg import wrds_update 2024-01-15T17:21:19,887 # 1. Download crsp.mcti from wrds and upload to pg as crps.mcti 2024-01-15T17:21:19,887 # Simplest version 2024-01-15T17:21:19,888 wrds_update(table_name="mcti", schema="crsp") 2024-01-15T17:21:19,889 # Tailored arguments 2024-01-15T17:21:19,889 wrds_update(table_name="mcti", schema="crsp", host=your_pghost, 2024-01-15T17:21:19,890 dbname=your_pg_database, 2024-01-15T17:21:19,890 fix_missing=True, fix_cr=True, drop="b30ret b30ind", obs=10, 2024-01-15T17:21:19,891 rename="caldt=calendar_date", force=True) 2024-01-15T17:21:19,892 # 2. Upload test.sas7dbat to pg as crsp.mcti 2024-01-15T17:21:19,893 wrds_update(table_name="mcti", schema="crsp", fpath="your_path/test.sas7dbat") 2024-01-15T17:21:19,894 ``` 2024-01-15T17:21:19,895 ### Report bugs 2024-01-15T17:21:19,895 Author: Ian Gow, 2024-01-15T17:21:19,896 Contributors: Jingyu Zhang, , Evan Jo. 2024-01-15T17:21:19,897 running bdist_wheel 2024-01-15T17:21:19,898 running build 2024-01-15T17:21:19,898 running build_py 2024-01-15T17:21:19,899 creating build 2024-01-15T17:21:19,899 creating build/lib 2024-01-15T17:21:19,900 creating build/lib/wrds2pg 2024-01-15T17:21:19,901 copying wrds2pg/__init__.py -> build/lib/wrds2pg 2024-01-15T17:21:19,901 copying wrds2pg/wrds2pg.py -> build/lib/wrds2pg 2024-01-15T17:21:19,907 installing to build/bdist.linux-armv7l/wheel 2024-01-15T17:21:19,908 running install 2024-01-15T17:21:19,931 running install_lib 2024-01-15T17:21:19,937 creating build/bdist.linux-armv7l 2024-01-15T17:21:19,938 creating build/bdist.linux-armv7l/wheel 2024-01-15T17:21:19,939 creating build/bdist.linux-armv7l/wheel/wrds2pg 2024-01-15T17:21:19,940 copying build/lib/wrds2pg/__init__.py -> build/bdist.linux-armv7l/wheel/wrds2pg 2024-01-15T17:21:19,942 copying build/lib/wrds2pg/wrds2pg.py -> build/bdist.linux-armv7l/wheel/wrds2pg 2024-01-15T17:21:19,945 running install_egg_info 2024-01-15T17:21:19,955 running egg_info 2024-01-15T17:21:19,959 writing wrds2pg.egg-info/PKG-INFO 2024-01-15T17:21:19,961 writing dependency_links to wrds2pg.egg-info/dependency_links.txt 2024-01-15T17:21:19,963 writing requirements to wrds2pg.egg-info/requires.txt 2024-01-15T17:21:19,964 writing top-level names to wrds2pg.egg-info/top_level.txt 2024-01-15T17:21:19,970 reading manifest file 'wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:19,972 adding license file 'LICENCE' 2024-01-15T17:21:19,973 writing manifest file 'wrds2pg.egg-info/SOURCES.txt' 2024-01-15T17:21:19,975 Copying wrds2pg.egg-info to build/bdist.linux-armv7l/wheel/wrds2pg-1.0.31-py3.11.egg-info 2024-01-15T17:21:19,984 running install_scripts 2024-01-15T17:21:19,998 creating build/bdist.linux-armv7l/wheel/wrds2pg-1.0.31.dist-info/WHEEL 2024-01-15T17:21:20,000 creating '/tmp/pip-wheel-c4667m4v/.tmp-35or2nze/wrds2pg-1.0.31-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it 2024-01-15T17:21:20,002 adding 'wrds2pg/__init__.py' 2024-01-15T17:21:20,007 adding 'wrds2pg/wrds2pg.py' 2024-01-15T17:21:20,010 adding 'wrds2pg-1.0.31.dist-info/LICENCE' 2024-01-15T17:21:20,011 adding 'wrds2pg-1.0.31.dist-info/METADATA' 2024-01-15T17:21:20,012 adding 'wrds2pg-1.0.31.dist-info/WHEEL' 2024-01-15T17:21:20,013 adding 'wrds2pg-1.0.31.dist-info/top_level.txt' 2024-01-15T17:21:20,014 adding 'wrds2pg-1.0.31.dist-info/RECORD' 2024-01-15T17:21:20,015 removing build/bdist.linux-armv7l/wheel 2024-01-15T17:21:20,107 Building wheel for wrds2pg (pyproject.toml): finished with status 'done' 2024-01-15T17:21:20,111 Created wheel for wrds2pg: filename=wrds2pg-1.0.31-py3-none-any.whl size=14483 sha256=a04958838f7f40abf121d7d63e718216d460e62784b637d82d2c0d708e935d70 2024-01-15T17:21:20,112 Stored in directory: /tmp/pip-ephem-wheel-cache-wpv7xlyg/wheels/8a/e9/15/b81ef0a4ce735379446622b69ad7e4a05b827d849edc1241a8 2024-01-15T17:21:20,122 Successfully built wrds2pg 2024-01-15T17:21:20,125 Removed build tracker: '/tmp/pip-build-tracker-otgh5d69'