A Python DB-API and SQLAlchemy dialect to Google Spreasheets

Overview

Build Status codecov

Note: shillelagh is a drop-in replacement for gsheets-db-api, with many additional features. You should use it instead. If you're using SQLAlchemy all you need to do:

$ pip uninstall gsheetsdb
$ pip install shillelagh

If you're using the DB API:

# from gsheetsdb import connect
from shillelagh.backends.apsw.db import connect

A Python DB API 2.0 for Google Spreadsheets

This module allows you to query Google Spreadsheets using SQL.

Using this spreadsheet as an example:

A B
1 country cnt
2 BR 1
3 BR 3
4 IN 5

Here's a simple query using the Python API:

from gsheetsdb import connect

conn = connect()
result = conn.execute("""
    SELECT
        country
      , SUM(cnt)
    FROM
        "https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/"
    GROUP BY
        country
""", headers=1)
for row in result:
    print(row)

This will print:

Row(country='BR', sum_cnt=4.0)
Row(country='IN', sum_cnt=5.0)

How it works

Transpiling

Google spreadsheets can actually be queried with a very limited SQL API. This module will transpile the SQL query into a simpler query that the API understands. Eg, the query above would be translated to:

SELECT A, SUM(B) GROUP BY A

Processors

In addition to transpiling, this module also provides pre- and post-processors. The pre-processors add more columns to the query, and the post-processors build the actual result from those extra columns. Eg, COUNT(*) is not supported, so the following query:

SELECT COUNT(*) FROM "https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/"

Gets translated to:

SELECT COUNT(A), COUNT(B)

And then the maximum count is returned. This assumes that at least one column has no NULLs.

SQLite

When a query can't be expressed, the module will issue a SELECT *, load the data into an in-memory SQLite table, and execute the query in SQLite. This is obviously inneficient, since all data has to be downloaded, but ensures that all queries succeed.

Installation

$ pip install gsheetsdb
$ pip install gsheetsdb[cli]         # if you want to use the CLI
$ pip install gsheetsdb[sqlalchemy]  # if you want to use it with SQLAlchemy

CLI

The module will install an executable called gsheetsdb:

$ gsheetsdb --headers=1
> SELECT * FROM "https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/"
country      cnt
---------  -----
BR             1
BR             3
IN             5
> SELECT country, SUM(cnt) FROM "https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1
pscv8ZXPtg8/" GROUP BY country
country      sum cnt
---------  ---------
BR                 4
IN                 5
>

SQLAlchemy support

This module provides a SQLAlchemy dialect. You don't need to specify a URL, since the spreadsheet is extracted from the FROM clause:

from sqlalchemy import *
from sqlalchemy.engine import create_engine
from sqlalchemy.schema import *

engine = create_engine('gsheets://')
inspector = inspect(engine)

table = Table(
    'https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/edit#gid=0',
    MetaData(bind=engine),
    autoload=True)
query = select([func.count(table.columns.country)], from_obj=table)
print(query.scalar())  # prints 3.0

Alternatively, you can initialize the engine with a "catalog". The catalog is a Google spreadsheet where each row points to another Google spreadsheet, with URL, number of headers and schema as the columns. You can see an example here:

A B C
1 https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/edit#gid=0 1 default
2 https://docs.google.com/spreadsheets/d/1_rN3lm0R_bU3NemO0s9pbFkY5LQPcuy1pscv8ZXPtg8/edit#gid=1077884006 2 default

This will make the two spreadsheets above available as "tables" in the default schema.

Authentication

You can access spreadsheets that are shared only within an organization. In order to do this, first create a service account. Make sure you select "Enable G Suite Domain-wide Delegation". Download the key as a JSON file.

Next, you need to manage API client access at https://admin.google.com/${DOMAIN}/AdminHome?chromeless=1#OGX:ManageOauthClients. Add the "Unique ID" from the previous step as the "Client Name", and add https://spreadsheets.google.com/feeds as the scope.

Now, when creating the connection from the DB API or from SQLAlchemy you can point to the JSON file and the user you want to impersonate:

>>> auth = {'service_account_file': '/path/to/certificate.json', 'subject': '[email protected]'}
>>> conn = connect(auth)
Comments
  • strip blank columns

    strip blank columns

    Sometimes google returns blank columns (ie '') in the results. This is most likely caused by edits to the columns at some point. Most programs assume that database column names are not blank so often select * from ... queries fail. This PR removes any blanks columns, and the associated row data, from the final results and description.

    opened by nytai 2
  • Add support for granularity functions

    Add support for granularity functions

    We need to add proper support for granularity functions, so it can be used in Superset. The current PR (https://github.com/apache/incubator-superset/pull/5915) is incorrect.

    opened by betodealmeida 2
  • Bump certifi from 2020.6.20 to 2022.12.7

    Bump certifi from 2020.6.20 to 2022.12.7

    Bumps certifi from 2020.6.20 to 2022.12.7.

    Commits

    Dependabot compatibility score

    Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.


    Dependabot commands and options

    You can trigger Dependabot actions by commenting on this PR:

    • @dependabot rebase will rebase this PR
    • @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
    • @dependabot merge will merge this PR after your CI passes on it
    • @dependabot squash and merge will squash and merge this PR after your CI passes on it
    • @dependabot cancel merge will cancel a previously requested merge and block automerging
    • @dependabot reopen will reopen this PR if it is closed
    • @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
    • @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
    • @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
    • @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
    • @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
    • @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language

    You can disable automated security fix PRs for this repo from the Security Alerts page.

    dependencies 
    opened by dependabot[bot] 0
  • Couldn't parse date string 'datetime.date(2022, 3, 25)' with SQLAlchemy

    Couldn't parse date string 'datetime.date(2022, 3, 25)' with SQLAlchemy

    Without SQL alchemy, everything is OK. However, as I have a demand to move to real database in the future, i decided to apply SQL alchemy. I'm using SQL alchemy and follow the instruction in here https://github.com/betodealmeida/gsheets-db-api/pull/13 However, I got the error when running table.select()

    File "/Users/duyetmai/.local/share/virtualenvs/slack_bot-_UTJr7MR/lib/python3.7/site-packages/sqlalchemy/engine/result.py", line 383, in iterrows row = make_row(row) if make_row else row ValueError: Couldn't parse date string 'datetime.date(2022, 3, 25)' - value is not a string.

    Here is the sheet data

    image

    After that, instead of using autoload=True, I tried to apply the schema

    `

            Column('id', UUID(as_uuid=True), primary_key=True, default=uuid.uuid4),
    
            Column('username', String()),
            
            Column('start_date', Date()),
            
            Column('end_date', Date()),
            
            Column('leave_type', String()),
            
            Column('reason', String()),
            
            Column('created_time', DateTime()),
            
            Column('status', String()),
            
            Column('approver', String()),
    

    `

    However, still have the same error, so I changed all Date/DateTime Field to String and it works OK. Here is the print result after changing to string

    `

                 Column('start_date', String()),
                Column('end_date', String()),
                 Column('created_time', String()),
    

    `

    (UUID('a91fb8ef-a456-4ab5-87ec-51505c08d831'), 'Xzz', datetime.date(2022, 3, 25), datetime.date(2022, 3, 26), 'PTO', 'PTO', datetime.datetime(2022, 3, 5, 6, 19, 42, tzinfo=datetime.timezone.utc), 'Wait for Approval', 'ABC')

    (UUID('130223f1-b501-4079-95f4-8de003659a0e'), 'zzzz', datetime.date(2022, 3, 3), datetime.date(2022, 3, 18), 'PTO', 'PTO', datetime.datetime(2022, 3, 5, 6, 57, 45, tzinfo=datetime.timezone.utc), 'Approved', 'ABC')

    `

    opened by jimmymaise 0
  • Bump urllib3 from 1.25.10 to 1.26.5

    Bump urllib3 from 1.25.10 to 1.26.5

    Bumps urllib3 from 1.25.10 to 1.26.5.

    Release notes

    Sourced from urllib3's releases.

    1.26.5

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed deprecation warnings emitted in Python 3.10.
    • Updated vendored six library to 1.16.0.
    • Improved performance of URL parser when splitting the authority component.

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.4

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.3

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed bytes and string comparison issue with headers (Pull #2141)

    • Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme (Pull #2107)

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.2

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

    1.26.1

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

    1.26.0

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

    • Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning should opt-in explicitly by setting ssl_version=ssl.PROTOCOL_TLSv1_1 (Pull #2002) Starting in urllib3 v2.0: Connections that receive a DeprecationWarning will fail

    • Deprecated Retry options Retry.DEFAULT_METHOD_WHITELIST, Retry.DEFAULT_REDIRECT_HEADERS_BLACKLIST and Retry(method_whitelist=...) in favor of Retry.DEFAULT_ALLOWED_METHODS, Retry.DEFAULT_REMOVE_HEADERS_ON_REDIRECT, and Retry(allowed_methods=...) (Pull #2000) Starting in urllib3 v2.0: Deprecated options will be removed

    ... (truncated)

    Changelog

    Sourced from urllib3's changelog.

    1.26.5 (2021-05-26)

    • Fixed deprecation warnings emitted in Python 3.10.
    • Updated vendored six library to 1.16.0.
    • Improved performance of URL parser when splitting the authority component.

    1.26.4 (2021-03-15)

    • Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

    1.26.3 (2021-01-26)

    • Fixed bytes and string comparison issue with headers (Pull #2141)

    • Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme. (Pull #2107)

    1.26.2 (2020-11-12)

    • Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

    1.26.1 (2020-11-11)

    • Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

    1.26.0 (2020-11-10)

    • NOTE: urllib3 v2.0 will drop support for Python 2. Read more in the v2.0 Roadmap <https://urllib3.readthedocs.io/en/latest/v2-roadmap.html>_.

    • Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

    • Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning

    ... (truncated)

    Commits
    • d161647 Release 1.26.5
    • 2d4a3fe Improve performance of sub-authority splitting in URL
    • 2698537 Update vendored six to 1.16.0
    • 07bed79 Fix deprecation warnings for Python 3.10 ssl module
    • d725a9b Add Python 3.10 to GitHub Actions
    • 339ad34 Use pytest==6.2.4 on Python 3.10+
    • f271c9c Apply latest Black formatting
    • 1884878 [1.26] Properly proxy EOF on the SSLTransport test suite
    • a891304 Release 1.26.4
    • 8d65ea1 Merge pull request from GHSA-5phf-pp7p-vc2r
    • Additional commits viewable in compare view

    Dependabot compatibility score

    Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.


    Dependabot commands and options

    You can trigger Dependabot actions by commenting on this PR:

    • @dependabot rebase will rebase this PR
    • @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
    • @dependabot merge will merge this PR after your CI passes on it
    • @dependabot squash and merge will squash and merge this PR after your CI passes on it
    • @dependabot cancel merge will cancel a previously requested merge and block automerging
    • @dependabot reopen will reopen this PR if it is closed
    • @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
    • @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
    • @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
    • @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
    • @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
    • @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language

    You can disable automated security fix PRs for this repo from the Security Alerts page.

    dependencies 
    opened by dependabot[bot] 0
  • Bump rsa from 4.6 to 4.7

    Bump rsa from 4.6 to 4.7

    Bumps rsa from 4.6 to 4.7.

    Changelog

    Sourced from rsa's changelog.

    Version 4.7 - released 2021-01-10

    • Fix #165: CVE-2020-25658 - Bleichenbacher-style timing oracle in PKCS#1 v1.5 decryption code
    • Add padding length check as described by PKCS#1 v1.5 (Fixes #164)
    • Reuse of blinding factors to speed up blinding operations. Fixes #162.
    • Declare & test support for Python 3.9
    Commits
    • fa3282a Bumped version to 4.7
    • a364e82 Marked version 4.7 as released
    • 539c54a Fix #170: mistake in examples of documentation
    • b81e317 Declare support for and test Python 3.9
    • 06ec1ea Fix #162: Blinding uses slow algorithm
    • 341e5c4 Directly raise DecryptionError when crypto length is bad
    • f254895 Use bytes.find() instead of bytes.index()
    • 240b0d8 Add link to changelog
    • f878c37 Fix #164: Add padding length check as described by PKCS#1 v1.5
    • dae8ce0 Fix #165: CVE-2020-25658 - Bleichenbacher-style timing oracle
    • Additional commits viewable in compare view

    Dependabot compatibility score

    Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.


    Dependabot commands and options

    You can trigger Dependabot actions by commenting on this PR:

    • @dependabot rebase will rebase this PR
    • @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
    • @dependabot merge will merge this PR after your CI passes on it
    • @dependabot squash and merge will squash and merge this PR after your CI passes on it
    • @dependabot cancel merge will cancel a previously requested merge and block automerging
    • @dependabot reopen will reopen this PR if it is closed
    • @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
    • @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
    • @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
    • @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
    • @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
    • @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language

    You can disable automated security fix PRs for this repo from the Security Alerts page.

    dependencies 
    opened by dependabot[bot] 0
  • Bump py from 1.9.0 to 1.10.0

    Bump py from 1.9.0 to 1.10.0

    Bumps py from 1.9.0 to 1.10.0.

    Changelog

    Sourced from py's changelog.

    1.10.0 (2020-12-12)

    • Fix a regular expression DoS vulnerability in the py.path.svnwc SVN blame functionality (CVE-2020-29651)
    • Update vendored apipkg: 1.4 => 1.5
    • Update vendored iniconfig: 1.0.0 => 1.1.1
    Commits
    • e5ff378 Update CHANGELOG for 1.10.0
    • 94cf44f Update vendored libs
    • 5e8ded5 testing: comment out an assert which fails on Python 3.9 for now
    • afdffcc Rename HOWTORELEASE.rst to RELEASING.rst
    • 2de53a6 Merge pull request #266 from nicoddemus/gh-actions
    • fa1b32e Merge pull request #264 from hugovk/patch-2
    • 887d6b8 Skip test_samefile_symlink on pypy3 on Windows
    • e94e670 Fix test_comments() in test_source
    • fef9a32 Adapt test
    • 4a694b0 Add GitHub Actions badge to README
    • Additional commits viewable in compare view

    Dependabot compatibility score

    Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.


    Dependabot commands and options

    You can trigger Dependabot actions by commenting on this PR:

    • @dependabot rebase will rebase this PR
    • @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
    • @dependabot merge will merge this PR after your CI passes on it
    • @dependabot squash and merge will squash and merge this PR after your CI passes on it
    • @dependabot cancel merge will cancel a previously requested merge and block automerging
    • @dependabot reopen will reopen this PR if it is closed
    • @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
    • @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
    • @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
    • @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
    • @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
    • @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language

    You can disable automated security fix PRs for this repo from the Security Alerts page.

    dependencies 
    opened by dependabot[bot] 0
  • Bump pygments from 2.7.1 to 2.7.4

    Bump pygments from 2.7.1 to 2.7.4

    Bumps pygments from 2.7.1 to 2.7.4.

    Release notes

    Sourced from pygments's releases.

    2.7.4

    • Updated lexers:

      • Apache configurations: Improve handling of malformed tags (#1656)

      • CSS: Add support for variables (#1633, #1666)

      • Crystal (#1650, #1670)

      • Coq (#1648)

      • Fortran: Add missing keywords (#1635, #1665)

      • Ini (#1624)

      • JavaScript and variants (#1647 -- missing regex flags, #1651)

      • Markdown (#1623, #1617)

      • Shell

        • Lex trailing whitespace as part of the prompt (#1645)
        • Add missing in keyword (#1652)
      • SQL - Fix keywords (#1668)

      • Typescript: Fix incorrect punctuation handling (#1510, #1511)

    • Fix infinite loop in SML lexer (#1625)

    • Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

    • Limit recursion with nesting Ruby heredocs (#1638)

    • Fix a few inefficient regexes for guessing lexers

    • Fix the raw token lexer handling of Unicode (#1616)

    • Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

    • Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

    • Fix incorrect MATLAB example (#1582)

    Thanks to Google's OSS-Fuzz project for finding many of these bugs.

    2.7.3

    ... (truncated)

    Changelog

    Sourced from pygments's changelog.

    Version 2.7.4

    (released January 12, 2021)

    • Updated lexers:

      • Apache configurations: Improve handling of malformed tags (#1656)

      • CSS: Add support for variables (#1633, #1666)

      • Crystal (#1650, #1670)

      • Coq (#1648)

      • Fortran: Add missing keywords (#1635, #1665)

      • Ini (#1624)

      • JavaScript and variants (#1647 -- missing regex flags, #1651)

      • Markdown (#1623, #1617)

      • Shell

        • Lex trailing whitespace as part of the prompt (#1645)
        • Add missing in keyword (#1652)
      • SQL - Fix keywords (#1668)

      • Typescript: Fix incorrect punctuation handling (#1510, #1511)

    • Fix infinite loop in SML lexer (#1625)

    • Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

    • Limit recursion with nesting Ruby heredocs (#1638)

    • Fix a few inefficient regexes for guessing lexers

    • Fix the raw token lexer handling of Unicode (#1616)

    • Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

    • Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

    • Fix incorrect MATLAB example (#1582)

    Thanks to Google's OSS-Fuzz project for finding many of these bugs.

    Version 2.7.3

    (released December 6, 2020)

    ... (truncated)

    Commits
    • 4d555d0 Bump version to 2.7.4.
    • fc3b05d Update CHANGES.
    • ad21935 Revert "Added dracula theme style (#1636)"
    • e411506 Prepare for 2.7.4 release.
    • 275e34d doc: remove Perl 6 ref
    • 2e7e8c4 Fix several exponential/cubic complexity regexes found by Ben Caller/Doyensec
    • eb39c43 xquery: fix pop from empty stack
    • 2738778 fix coding style in test_analyzer_lexer
    • 02e0f09 Added 'ERROR STOP' to fortran.py keywords. (#1665)
    • c83fe48 support added for css variables (#1633)
    • Additional commits viewable in compare view

    Dependabot compatibility score

    Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.


    Dependabot commands and options

    You can trigger Dependabot actions by commenting on this PR:

    • @dependabot rebase will rebase this PR
    • @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
    • @dependabot merge will merge this PR after your CI passes on it
    • @dependabot squash and merge will squash and merge this PR after your CI passes on it
    • @dependabot cancel merge will cancel a previously requested merge and block automerging
    • @dependabot reopen will reopen this PR if it is closed
    • @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
    • @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
    • @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
    • @dependabot use these labels will set the current labels as the default for future PRs for this repo and language
    • @dependabot use these reviewers will set the current reviewers as the default for future PRs for this repo and language
    • @dependabot use these assignees will set the current assignees as the default for future PRs for this repo and language
    • @dependabot use this milestone will set the current milestone as the default for future PRs for this repo and language

    You can disable automated security fix PRs for this repo from the Security Alerts page.

    dependencies 
    opened by dependabot[bot] 0
Owner
Beto Dealmeida
Writing open source software since 2003.
Beto Dealmeida
A wrapper around asyncpg for use with sqlalchemy

asyncpgsa A python library wrapper around asyncpg for use with sqlalchemy Backwards incompatibility notice Since this library is still in pre 1.0 worl

Canopy 404 Dec 3, 2022
python-bigquery Apache-2python-bigquery (🥈34 · ⭐ 3.5K · 📈) - Google BigQuery API client library. Apache-2

Python Client for Google BigQuery Querying massive datasets can be time consuming and expensive without the right hardware and infrastructure. Google

Google APIs 550 Jan 1, 2023
Google Sheets Python API v4

pygsheets - Google Spreadsheets Python API v4 A simple, intuitive library for google sheets which gets your work done. Features: Open, create, delete

Nithin Murali 1.4k Dec 31, 2022
Google Cloud Client Library for Python

Google Cloud Python Client Python idiomatic clients for Google Cloud Platform services. Stability levels The development status classifier on PyPI ind

Google APIs 4.1k Jan 1, 2023
Pandas Google BigQuery

pandas-gbq pandas-gbq is a package providing an interface to the Google BigQuery API from pandas Installation Install latest release version via conda

Python for Data 345 Dec 28, 2022
Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to manage different cloud resources through a unified and easy to use API

Apache Libcloud - a unified interface for the cloud Apache Libcloud is a Python library which hides differences between different cloud provider APIs

The Apache Software Foundation 1.9k Dec 25, 2022
Python interface to Oracle Database conforming to the Python DB API 2.0 specification.

cx_Oracle version 8.2 (Development) cx_Oracle is a Python extension module that enables access to Oracle Database. It conforms to the Python database

Oracle 841 Dec 21, 2022
Python version of the TerminusDB client - for TerminusDB API and WOQLpy

TerminusDB Client Python Development status ⚙️ Python Package status ?? Python version of the TerminusDB client - for TerminusDB API and WOQLpy Requir

TerminusDB 66 Dec 2, 2022
A CRUD and REST api with mongodb atlas.

Movies_api A CRUD and REST api with mongodb atlas. Setup First import all the python dependencies in your virtual environment or globally by the follo

Pratyush Kongalla 0 Nov 9, 2022
MySQL database connector for Python (with Python 3 support)

mysqlclient This project is a fork of MySQLdb1. This project adds Python 3 support and fixed many bugs. PyPI: https://pypi.org/project/mysqlclient/ Gi

PyMySQL 2.2k Dec 25, 2022
MySQL database connector for Python (with Python 3 support)

mysqlclient This project is a fork of MySQLdb1. This project adds Python 3 support and fixed many bugs. PyPI: https://pypi.org/project/mysqlclient/ Gi

PyMySQL 2.2k Dec 25, 2022
PubMed Mapper: A Python library that map PubMed XML to Python object

pubmed-mapper: A Python Library that map PubMed XML to Python object 中文文档 1. Philosophy view UML Programmatically access PubMed article is a common ta

灵魂工具人 33 Dec 8, 2022
python-beryl, a Python driver for BerylDB.

python-beryl, a Python driver for BerylDB.

BerylDB 3 Nov 24, 2021
Motor - the async Python driver for MongoDB and Tornado or asyncio

Motor Info: Motor is a full-featured, non-blocking MongoDB driver for Python Tornado and asyncio applications. Documentation: Available at motor.readt

mongodb 2.1k Dec 26, 2022
Motor - the async Python driver for MongoDB and Tornado or asyncio

Motor Info: Motor is a full-featured, non-blocking MongoDB driver for Python Tornado and asyncio applications. Documentation: Available at motor.readt

mongodb 1.6k Feb 6, 2021
A Python library for Cloudant and CouchDB

Cloudant Python Client This is the official Cloudant library for Python. Installation and Usage Getting Started API Reference Related Documentation De

Cloudant 162 Dec 19, 2022
Simple DDL Parser to parse SQL (HQL, TSQL, AWS Redshift, Snowflake and other dialects) ddl files to json/python dict with full information about columns: types, defaults, primary keys, etc.

Simple DDL Parser Build with ply (lex & yacc in python). A lot of samples in 'tests/. Is it Stable? Yes, library already has about 5000+ usage per day

Iuliia Volkova 95 Jan 5, 2023
A simple python package that perform SQL Server Source Control and Auto Deployment.

deploydb Deploy your database objects automatically when the git branch is updated. Production-ready! ⚙️ Easy-to-use ?? Customizable ?? Installation I

Mert Güvençli 10 Dec 7, 2022
A library for python made by me,to make the use of MySQL easier and more pythonic

my_ezql A library for python made by me,to make the use of MySQL easier and more pythonic This library was made by Tony Hasson , a 25 year old student

null 3 Nov 19, 2021