Chapter 23. Plotting pandas: powerful Python data analysis toolkit, Release 0.17.0 New in version 0.17. You can also create these other plots using the methods DataFrame.plot. instead of providing na_values=['NA']) New in version 0.12. ExcelFile has been moved to the top level namespace. New in version 0.17. read_excel can take an ExcelFile object as input Specifying Sheets Note: The second argument is index or sheet name, using an integer or string, respectively. Reading a MultiIndex New in version 0.17. read_excel can read a MultiIndex index, by passing a list of columns to index_col and a MultiIndex

yes Deploy the project into a Scrapyd server. See Deploying your project. bench New in version 0.17. • Syntax: scrapy bench • Requires project: no Run quick benchmark test. Benchmarking. 3.1.4 Custom how the throttling parameters are being adjusted in real time. 5.13 Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

yes Deploy the project into a Scrapyd server. See Deploying your project. bench New in version 0.17. • Syntax: scrapy bench • Requires project: no Run quick benchmark test. Benchmarking. 3.1.4 Custom how the throttling parameters are being adjusted in real time. 5.13 Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

yes Deploy the project into a Scrapyd server. See Deploying your project. bench New in version 0.17. • Syntax: scrapy bench • Requires project: no Run quick benchmark test. Benchmarking. 3.1.4 Custom how the throttling parameters are being adjusted in real time. 5.13 Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

project [http://scrapyd.readthedocs.org/en/latest/#deploying-your-project]. bench New in version 0.17. Syntax: scrapy bench Requires project: no Run quick benchmark test. Benchmarking. Custom project 2. index modules | next | previous | Scrapy 0.20.2 documentation » Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

project [http://scrapyd.readthedocs.org/en/latest/#deploying-your-project]. bench New in version 0.17. Syntax: scrapy bench Requires project: no Run quick benchmark test. Benchmarking. Custom project 5. index modules | next | previous | Scrapy 0.18.4 documentation » Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

yes Deploy the project into a Scrapyd server. See Deploying your project. bench New in version 0.17. • Syntax: scrapy bench • Requires project: no Run a quick benchmark test. Benchmarking. 3.1.4 how the throttling parameters are being adjusted in real time. 5.13 Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

project [http://scrapyd.readthedocs.org/en/latest/#deploying-your-project]. bench New in version 0.17. Syntax: scrapy bench Requires project: no Run quick benchmark test. Benchmarking. Custom project 2. index modules | next | previous | Scrapy 0.22.0 documentation » Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY

Deploying your project [http://scrapyd.readthedocs.org/en/latest/deploy.html]. bench New in version 0.17. Syntax: scrapy bench Requires project: no Run a quick benchmark test. Benchmarking. Custom project 5. index modules | next | previous | Scrapy 0.24.6 documentation » Benchmarking New in version 0.17. Scrapy comes with a simple benchmarking suite that spawns a local HTTP server and crawls it at the described for RedirectMiddleware MetaRefreshMiddleware settings METAREFRESH_ENABLED New in version 0.17. Default: True Whether the Meta Refresh middleware will be enabled. REDIRECT_MAX_METAREFRESH_DELAY