开源的数据探查与可视化平台superset

安装 pip supersetcurl https://bootstrap.pypa.io/get-pip.py -o get-pip.pypython get-pip.py pip install supersetCollecting superset Downloading https://files.pythonhosted.org/packages/80/98/8ffd47f4b68b11d00e0cad5a3a61b4e28a56bd79c47623c8c31e04faa8cb/superset-0.28.0.tar.gz (52.7MB) 100% |████████████████████████████████| 52.7MB 88kB/sRequirement already satisfied: bleach in d:\python\lib\site-packages (from superset) (2.1.4)Requirement already satisfied: boto3==1.4.7 in d:\python\lib\site-packages (from superset) (1.4.7)Requirement already satisfied: botocore<1.8.0,>=1.7.0 in d:\python\lib\site-packages (from superset) (1.7.48)Requirement already satisfied: celery>=4.2.0 in d:\python\lib\site-packages (from superset) (4.2.1)Requirement already satisfied: click==6.7 in d:\python\lib\site-packages (from superset) (6.7)Requirement already satisfied: colorama==0.3.9 in d:\python\lib\site-packages (from superset) (0.3.9)Requirement already satisfied: contextlib2 in d:\python\lib\site-packages (from superset) (0.5.5)Requirement already satisfied: cryptography in d:\python\lib\site-packages (from superset) (2.3.1)Requirement already satisfied: flask<1.0.0 in d:\python\lib\site-packages (from superset) (0.12.4)Collecting flask-appbuilder>=1.12.0 (from superset) Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by ‘ProtocolError(‘Connection aborted.’, ConnectionResetError(10054, ‘远程主机强迫关闭了一个现有的连接。’, None, 10054, None))’: /simple/flask-appbuilder/ Downloading https://files.pythonhosted.org/packages/ca/7b/a4c899095e1ca0eb732cca22934ce483b78b05329f37b97ae0e6e0e3f386/Flask-AppBuilder-1.12.1.tar.gz (2.3MB) 100% |████████████████████████████████| 2.3MB 63kB/sRequirement already satisfied: flask-caching in d:\python\lib\site-packages (from superset) (1.4.0)Requirement already satisfied: flask-compress in d:\python\lib\site-packages (from superset) (1.4.0)Requirement already satisfied: flask-migrate in d:\python\lib\site-packages (from superset) (2.2.1)Requirement already satisfied: flask-wtf in d:\python\lib\site-packages (from superset) (0.14.2)Requirement already satisfied: flower in d:\python\lib\site-packages (from superset) (0.9.2)Requirement already satisfied: future<0.17,>=0.16.0 in d:\python\lib\site-packages (from superset) (0.16.0)Requirement already satisfied: geopy in d:\python\lib\site-packages (from superset) (1.16.0)Requirement already satisfied: gunicorn in d:\python\lib\site-packages (from superset) (19.9.0)Requirement already satisfied: humanize in d:\python\lib\site-packages (from superset) (0.5.1)Requirement already satisfied: idna in d:\python\lib\site-packages (from superset) (2.7)Requirement already satisfied: isodate in d:\python\lib\site-packages (from superset) (0.6.0) Collecting markdown>=3.0 (from superset) Downloading https://files.pythonhosted.org/packages/7a/6b/5600647404ba15545ec37d2f7f58844d690baf2f81f3a60b862e48f29287/Markdown-3.0.1-py2.py3-none-any.whl (89kB) 100% |████████████████████████████████| 92kB 38kB/sRequirement already satisfied: pandas>=0.18.0 in d:\python\lib\site-packages (from superset) (0.23.4)Requirement already satisfied: parsedatetime in d:\python\lib\site-packages (from superset) (2.4)Requirement already satisfied: pathlib2 in d:\python\lib\site-packages (from superset) (2.3.2)Requirement already satisfied: polyline in d:\python\lib\site-packages (from superset) (1.3.2)Requirement already satisfied: pydruid>=0.4.3 in d:\python\lib\site-packages (from superset) (0.4.5)Requirement already satisfied: pyhive>=0.4.0 in d:\python\lib\site-packages (from superset) (0.6.0)Requirement already satisfied: python-dateutil in d:\python\lib\site-packages (from superset) (2.7.3)Requirement already satisfied: python-geohash in d:\python\lib\site-packages (from superset) (0.8.5)Requirement already satisfied: pyyaml>=3.11 in d:\python\lib\site-packages (from superset) (3.13)Requirement already satisfied: requests in d:\python\lib\site-packages (from superset) (2.19.1)Requirement already satisfied: simplejson>=3.15.0 in d:\python\lib\site-packages (from superset) (3.16.0)Requirement already satisfied: sqlalchemy in d:\python\lib\site-packages (from superset) (1.2.11)Requirement already satisfied: sqlalchemy-utils in d:\python\lib\site-packages (from superset) (0.33.3)Requirement already satisfied: sqlparse in d:\python\lib\site-packages (from superset) (0.2.4)Collecting tableschema (from superset) Downloading https://files.pythonhosted.org/packages/28/29/2fd3744510a745bee4735bd34cb44f9a0cc02e646d929a40aa5b2f8b85d8/tableschema-1.2.5-py2.py3-none-any.whl (55kB) 100% |████████████████████████████████| 61kB 77kB/sRequirement already satisfied: thrift>=0.9.3 in d:\python\lib\site-packages (from superset) (0.11.0)Requirement already satisfied: thrift-sasl>=0.2.1 in d:\python\lib\site-packages (from superset) (0.3.0)Requirement already satisfied: unicodecsv in d:\python\lib\site-packages (from superset) (0.14.1)Requirement already satisfied: unidecode>=0.04.21 in d:\python\lib\site-packages (from superset) (1.0.22)Requirement already satisfied: html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre in d:\python\lib\site-packages (from bleach->superset) (1.0.1)Requirement already satisfied: six in d:\python\lib\site-packages (from bleach->superset) (1.11.0)Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in d:\python\lib\site-packages (from boto3==1.4.7->superset) (0.9.3)Requirement already satisfied: s3transfer<0.2.0,>=0.1.10 in d:\python\lib\site-packages (from boto3==1.4.7->superset) (0.1.13)Requirement already satisfied: docutils>=0.10 in d:\python\lib\site-packages (from botocore<1.8.0,>=1.7.0->superset) (0.14)Requirement already satisfied: pytz>dev in d:\python\lib\site-packages (from celery>=4.2.0->superset) (2018.5)Requirement already satisfied: billiard<3.6.0,>=3.5.0.2 in d:\python\lib\site-packages (from celery>=4.2.0->superset) (3.5.0.4)Requirement already satisfied: kombu<5.0,>=4.2.0 in d:\python\lib\site-packages (from celery>=4.2.0->superset) (4.2.1)Requirement already satisfied: asn1crypto>=0.21.0 in d:\python\lib\site-packages (from cryptography->superset) (0.24.0)Requirement already satisfied: cffi!=1.11.3,>=1.7 in d:\python\lib\site-packages (from cryptography->superset) (1.11.5)Requirement already satisfied: Jinja2>=2.4 in d:\python\lib\site-packages (from flask<1.0.0->superset) (2.10)Requirement already satisfied: itsdangerous>=0.21 in d:\python\lib\site-packages (from flask<1.0.0->superset) (0.24)Requirement already satisfied: Werkzeug>=0.7 in d:\python\lib\site-packages (from flask<1.0.0->superset) (0.14.1)Requirement already satisfied: Flask-Babel<1,>=0.11.1 in d:\python\lib\site-packages (from flask-appbuilder>=1.12.0->superset) (0.11.1)Collecting Flask-Login<0.5,>=0.3 (from flask-appbuilder>=1.12.0->superset) Downloading https://files.pythonhosted.org/packages/c1/ff/bd9a4d2d81bf0c07d9e53e8cd3d675c56553719bbefd372df69bf1b3c1e4/Flask-Login-0.4.1.tar.gzRequirement already satisfied: Flask-OpenID<2,>=1.2.5 in d:\python\lib\site-packages (from flask-appbuilder>=1.12.0->superset) (1.2.5)Collecting Flask-SQLAlchemy<3,>=2.3 (from flask-appbuilder>=1.12.0->superset) Downloading https://files.pythonhosted.org/packages/a1/44/294fb7f6bf49cc7224417cd0637018db9fee0729b4fe166e43e2bbb1f1c8/Flask_SQLAlchemy-2.3.2-py2.py3-none-any.whlRequirement already satisfied: alembic>=0.7 in d:\python\lib\site-packages (from flask-migrate->superset) (1.0.0)Requirement already satisfied: WTForms in d:\python\lib\site-packages (from flask-wtf->superset) (2.2.1)Requirement already satisfied: tornado>=4.2.0 in d:\python\lib\site-packages (from flower->superset) (5.1)Requirement already satisfied: babel>=1.0 in d:\python\lib\site-packages (from flower->superset) (2.6.0)Requirement already satisfied: geographiclib<2,>=1.49 in d:\python\lib\site-packages (from geopy->superset) (1.49)Requirement already satisfied: numpy>=1.9.0 in d:\python\lib\site-packages (from pandas>=0.18.0->superset) (1.15.1)Requirement already satisfied: certifi>=2017.4.17 in d:\python\lib\site-packages (from requests->superset) (2018.8.24)Requirement already satisfied: chardet<3.1.0,>=3.0.2 in d:\python\lib\site-packages (from requests->superset) (3.0.4)Requirement already satisfied: urllib3<1.24,>=1.21.1 in d:\python\lib\site-packages (from requests->superset) (1.23)Requirement already satisfied: jsonschema<3.0,>=2.5 in d:\python\lib\site-packages (from tableschema->superset) (2.6.0)Requirement already satisfied: rfc3986<2.0,>=1.1.0 in d:\python\lib\site-packages (from tableschema->superset) (1.1.0)Collecting tabulator<2.0,>=1.3 (from tableschema->superset) Downloading https://files.pythonhosted.org/packages/63/a6/33d0b08ce84fd1cdf0fb57e81bc822345007dd698cc5273b7ef916fce5ed/tabulator-1.17.0-py2.py3-none-any.whl (50kB) 100% |████████████████████████████████| 51kB 168kB/sRequirement already satisfied: pure-sasl>=0.3.0 in d:\python\lib\site-packages (from thrift-sasl>=0.2.1->superset) (0.5.1)Requirement already satisfied: webencodings in d:\python\lib\site-packages (from html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre->bleach->superset) (0.5.1)Requirement already satisfied: amqp<3.0,>=2.1.4 in d:\python\lib\site-packages (from kombu<5.0,>=4.2.0->celery>=4.2.0->superset) (2.3.2)Requirement already satisfied: pycparser in d:\python\lib\site-packages (from cffi!=1.11.3,>=1.7->cryptography->superset) (2.18)Requirement already satisfied: MarkupSafe>=0.23 in d:\python\lib\site-packages (from Jinja2>=2.4->flask<1.0.0->superset) (1.0)Requirement already satisfied: python3-openid>=2.0 in d:\python\lib\site-packages (from Flask-OpenID<2,>=1.2.5->flask-appbuilder>=1.12.0->superset) (3.1.0)Requirement already satisfied: python-editor>=0.3 in d:\python\lib\site-packages (from alembic>=0.7->flask-migrate->superset) (1.0.3)Requirement already satisfied: Mako in d:\python\lib\site-packages (from alembic>=0.7->flask-migrate->superset) (1.0.7)Requirement already satisfied: xlrd<2.0,>=1.0 in d:\python\lib\site-packages (from tabulator<2.0,>=1.3->tableschema->superset) (1.1.0)Requirement already satisfied: linear-tsv<2.0,>=1.0 in d:\python\lib\site-packages (from tabulator<2.0,>=1.3->tableschema->superset) (1.1.0)Requirement already satisfied: jsonlines<2.0,>=1.1 in d:\python\lib\site-packages (from tabulator<2.0,>=1.3->tableschema->superset) (1.2.0)Requirement already satisfied: openpyxl<2.5,>=2.4 in d:\python\lib\site-packages (from tabulator<2.0,>=1.3->tableschema->superset) (2.4.11)Collecting cchardet<3.0,>=1.0 (from tabulator<2.0,>=1.3->tableschema->superset) Downloading https://files.pythonhosted.org/packages/dd/6a/6b54a269caa3518b6eaab3aec0fa4fa9eaa8019b4ae84a7c3ef66b1f9be0/cchardet-2.1.4-cp37-cp37m-win32.whl (89kB) 100% |████████████████████████████████| 92kB 184kB/sRequirement already satisfied: ijson<3.0,>=2.0 in d:\python\lib\site-packages (from tabulator<2.0,>=1.3->tableschema->superset) (2.3)Requirement already satisfied: vine>=1.1.3 in d:\python\lib\site-packages (from amqp<3.0,>=2.1.4->kombu<5.0,>=4.2.0->celery>=4.2.0->superset) (1.1.4)Requirement already satisfied: defusedxml in d:\python\lib\site-packages (from python3-openid>=2.0->Flask-OpenID<2,>=1.2.5->flask-appbuilder>=1.12.0->superset) (0.5.0)Requirement already satisfied: jdcal in d:\python\lib\site-packages (from openpyxl<2.5,>=2.4->tabulator<2.0,>=1.3->tableschema->superset) (1.4)Requirement already satisfied: et-xmlfile in d:\python\lib\site-packages (from openpyxl<2.5,>=2.4->tabulator<2.0,>=1.3->tableschema->superset) (1.0.1)Installing collected packages: Flask-Login, Flask-SQLAlchemy, flask-appbuilder, markdown, cchardet, tabulator, tableschema, superset Found existing installation: Flask-Login 0.2.11 Uninstalling Flask-Login-0.2.11: Successfully uninstalled Flask-Login-0.2.11 Running setup.py install for Flask-Login … done Found existing installation: Flask-SQLAlchemy 2.1 Uninstalling Flask-SQLAlchemy-2.1: Successfully uninstalled Flask-SQLAlchemy-2.1 Found existing installation: Flask-AppBuilder 1.10.0 Uninstalling Flask-AppBuilder-1.10.0: Successfully uninstalled Flask-AppBuilder-1.10.0 Running setup.py install for flask-appbuilder … done Found existing installation: Markdown 2.6.11 Uninstalling Markdown-2.6.11: Successfully uninstalled Markdown-2.6.11 Running setup.py install for superset … doneSuccessfully installed Flask-Login-0.4.1 Flask-SQLAlchemy-2.3.2 cchardet-2.1.4 flask-appbuilder-1.12.1 markdown-3.0.1 superset-0.28.0 tableschema-1.2.5 tabulator-1.17.0You are using pip version 18.0, however version 18.1 is available.You should consider upgrading via the ‘python -m pip install –upgrade pip’ command.# 创建管理员帐号fabmanager create-admin –app supersetUsername [admin]: xxxUser first name [admin]: xxxUser last name [user]: xxxEmail [admin@fab.org]: xxx@qq.cnPassword:Repeat for confirmation:Recognized Database Authentications.Admin User xxx created.# 初始化数据库 (windows下，先进入到Python安装目录（或者virtualEnv的虚拟目录）下，lib\site-packages\superset\bin下)cd /d/python/lib/site-packages/superset/binPython superset db upgradeINFO [alembic.runtime.migration] Context impl SQLiteImpl.INFO [alembic.runtime.migration] Will assume transactional DDL# 加载例子(后续操作都需要在lib\site-packages\superset\bin下)Python superset load_examples2018-10-18 20:36:31,358:INFO:root:Creating database reference2018-10-18 20:36:31,401:INFO:root:Database.get_sqla_engine(). Masked URL: sqlite:///C:\Users\xxx.superset\superset.db2018-10-18 20:36:42,164:INFO:root:Creating database reference2018-10-18 20:36:44,521:INFO:root:Creating database reference2018-10-18 20:36:45,654:INFO:root:Creating database reference2018-10-18 20:37:02,201:INFO:root:Creating database reference2018-10-18 20:37:02,378:INFO:root:Creating database reference2018-10-18 20:37:02,547:INFO:root:Creating database reference2018-10-18 20:37:04,243:INFO:root:Creating database reference2018-10-18 20:37:04,380:INFO:root:Creating database reference2018-10-18 20:37:08,631:INFO:root:Creating database reference2018-10-18 20:37:08,789:INFO:root:Creating database reference2018-10-18 20:37:19,065:INFO:root:Creating database reference2018-10-18 20:37:21,217:INFO:root:Creating database referenceLoading examples into <SQLA engine=sqlite:///C:\Users\xxx.superset\superset.db>Creating default CSS templatesLoading energy related datasetCreating table [wb_health_population] referenceLoading [World Bank’s Health Nutrition and Population Stats]Creating table [wb_health_population] referenceCreating slicesCreating a World’s Health Bank dashboardLoading [Birth names]Done loading table!——————————————————————————–Creating table [birth_names] referenceCreating some slicesCreating a dashboardLoading [Random time series data]Done loading table!——————————————————————————–Creating table [random_time_series] referenceCreating a sliceLoading [Random long/lat data]Done loading table!——————————————————————————–Creating table referenceCreating a sliceLoading [Country Map data]Done loading table!——————————————————————————–Creating table referenceCreating a sliceLoading [Multiformat time series]Done loading table!——————————————————————————–Creating table [multiformat_time_series] referenceCreating Heatmap chartsLoading [Paris GeoJson]Creating table paris_iris_mapping referenceLoading [San Francisco population polygons]Creating table sf_population_polygons referenceLoading [Flights data]Done loading table!Loading [BART lines]Creating table bart_lines referenceLoading [Multi Line]Creating table [wb_health_population] referenceCreating slicesCreating a World’s Health Bank dashboardDone loading table!——————————————————————————–Creating table [birth_names] referenceCreating some slicesCreating a dashboardLoading [Misc Charts] dashboardCreating the dashboardLoading DECK.gl demoLoading deck.gl dashboardCreating Scatterplot sliceCreating Screen Grid sliceCreating Hex sliceCreating Grid sliceCreating Polygon sliceCreating Arc sliceCreating Path sliceCreating a dashboard# 初始化角色和权限Python superset init2018-10-18 20:38:30,683:INFO:root:Creating database reference2018-10-18 20:38:30,690:INFO:root:Syncing role definition2018-10-18 20:38:30,697:INFO:root:Syncing Admin perms2018-10-18 20:38:30,771:INFO:root:Syncing Alpha perms2018-10-18 20:38:30,845:INFO:root:Syncing Gamma perms2018-10-18 20:38:30,919:INFO:root:Syncing granter perms2018-10-18 20:38:30,993:INFO:root:Syncing sql_lab perms2018-10-18 20:38:31,072:INFO:root:Fetching a set of all perms to lookup which ones are missing2018-10-18 20:38:31,174:INFO:root:Creating missing datasource permissions.2018-10-18 20:38:31,182:INFO:root:Creating missing database permissions.2018-10-18 20:38:31,184:INFO:root:Creating missing metrics permissions2018-10-18 20:38:31,216:INFO:root:Cleaning faulty perms$ python superset runserver2018-10-18 20:38:48,839:INFO:root:The Gunicorn ‘superset runserver’ command is deprecated. Please use the ‘gunicorn’ command instead.Traceback (most recent call last): File “d:\python\lib\runpy.py”, line 193, in run_module_as_main “main”, mod_spec) File “d:\python\lib\runpy.py”, line 85, in run_code exec(code, run_globals) File “D:\python\Scripts\gunicorn.exe_main.py”, line 5, in <module> File “d:\python\lib\site-packages\gunicorn\app\wsgiapp.py”, line 9, in <module> from gunicorn.app.base import Application File “d:\python\lib\site-packages\gunicorn\app\base.py”, line 12, in <module> from gunicorn import util File “d:\python\lib\site-packages\gunicorn\util.py”, line 9, in <module> import fcntlModuleNotFoundError: No module named ‘fcntl’Starting server with command:gunicorn -w 2 –timeout 60 -b 0.0.0.0:8088 –limit-request-line 0 –limit-request-field_size 0 superset:app# 启动服务，端口 8088, 使用 -p 更改端口号。Python superset runserver -d2018-10-18 20:40:14,223:INFO:werkzeug: * Restarting with stat2018-10-18 20:40:17,704:WARNING:werkzeug: * Debugger is active!2018-10-18 20:40:17,720:INFO:werkzeug: * Debugger PIN: 139-127-2582018-10-18 20:40:17,732:INFO:werkzeug: * Running on http://0.0.0.0:8088/ (Press CTRL+C to quit)安装MySQL包 pip install mysqlclientCollecting mysqlclient Using cached https://files.pythonhosted.org/packages/ec/fd/83329b9d3e14f7344d1cb31f128e6dbba70c5975c9e57896815dbb1988ad/mysqlclient-1.3.13.tar.gzInstalling collected packages: mysqlclient Running setup.py install for mysqlclient … error Complete output from command d:\python\python.exe -u -c “import setuptools, tokenize;file=‘C:\Users\xxxx\AppData\Local\Temp\pip-install-wmrhs8m3\mysqlclient\setup.py’;f=getattr(tokenize, ‘open’, open)(file);code=f.read().replace(’\r\n’, ‘\n’);f.close();exec(compile(code, file, ’exec’))” install –record C:\Users\xxxx\AppData\Local\Temp\pip-record-z4r5l4fy\install-record.txt –single-version-externally-managed –compile: d:\python\lib\distutils\dist.py:274: UserWarning: Unknown distribution option: ’long_description_content_type’ warnings.warn(msg) running install running build running build_py creating build creating build\lib.win32-3.7 copying mysql_exceptions.py -> build\lib.win32-3.7 creating build\lib.win32-3.7\MySQLdb copying MySQLdb_init.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\compat.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\connections.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\converters.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\cursors.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\release.py -> build\lib.win32-3.7\MySQLdb copying MySQLdb\times.py -> build\lib.win32-3.7\MySQLdb creating build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants_init.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\CLIENT.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\CR.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\ER.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\FIELD_TYPE.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\FLAG.py -> build\lib.win32-3.7\MySQLdb\constants copying MySQLdb\constants\REFRESH.py -> build\lib.win32-3.7\MySQLdb\constants running build_ext building ‘_mysql’ extension error: Microsoft Visual C++ 14.0 is required. Get it with “Microsoft Visual C++ Build Tools”: http://landinghub.visualstudio.com/visual-cpp-build-tools —————————————-Command “d:\python\python.exe -u -c “import setuptools, tokenize;file=‘C:\Users\xxx\AppData\Local\Temp\pip-install-wmrhs8m3\mysqlclient\setup.py’;f=getattr(tokenize, ‘open’, open)(file);code=f.read().replace(’\r\n’, ‘\n’);f.close();exec(compile(code, file, ’exec’))” install –record C:\Users\xxx\AppData\Local\Temp\pip-record-z4r5l4fy\install-record.txt –single-version-externally-managed –compile” failed with error code 1 in C:\Users\xxx\AppData\Local\Temp\pip-install-wmrhs8m3\mysqlclient$ curl https://download.lfd.uci.edu/pythonlibs/h2ufg7oq/mysqlclient-1.3.13-cp37-cp37m-win32.whl -o mysqlclient-1.3.13-cp37-cp37m-win32.whl % Total % Received % Xferd Average Speed Time Time Time Current Dload Upload Total Spent Left Speed100 1211k 100 1211k 0 0 2087 0 0:09:54 0:09:54 –:–:– 26499$ pip install mysqlclient-1.3.13-cp37-cp37m-win32.whlProcessing d:\code\mysqlclient-1.3.13-cp37-cp37m-win32.whlInstalling collected packages: mysqlclientSuccessfully installed mysqlclient-1.3.13测试连接参考http://timd.cn/superset/https://www.v2ex.com/amp/t/43… https://blog.csdn.net/qq_3344… https://zhuanlan.zhihu.com/p/… https://www.cnblogs.com/calmz… https://www.cnblogs.com/calmz… https://www.jianshu.com/p/b37...https://stackoverflow.com/que… https://www.cnblogs.com/shaos… https://blog.csdn.net/qq27368...https://www.jianshu.com/p/a6f…数据可视化平台superset使用心得一小时建立数据分析平台