This is a minor bug-fix release project data analysis the 0. See the full whatsnew for a list of all the changes.
This is a major release from 0. 0 and includes a number of API changes, new features, enhancements, and performance improvements along with a large number of bug fixes. Instantiation from dicts respects order for Python 3. 64, linux-64 and win-64 for Python 2. Packages are available for all supported python versions on Windows, Linux, and MacOS. Python has long been great for data munging and preparation, but less so for data analysis and modeling.
Python without having to switch to a more domain specific language like R. Combined with the excellent IPython toolkit and other libraries, the environment for doing data analysis in Python excels in performance, productivity, and the ability to collaborate. More work is still needed to make Python a first class statistical modeling environment, but we are well on our way toward that goal. What do our users have to say? We have found pandas easy to learn, easy to use, and easy to maintain.
The bottom line is that it has increased our productivity. If you want one tool to be used across a multi-disciplined organization of engineers, mathematicians and analysts, look no further. The simplicity and elegance of its API, and its high level of performance for high-volume datasets, made it a perfect choice for us. Time series-functionality: date range generation and frequency conversion, moving window statistics, moving window linear regressions, date shifting and lagging. Highly optimized for performance, with critical code paths written in Cython or C.
Python with pandas is in use in a wide variety of academic and commercial domains, including Finance, Neuroscience, Economics, Statistics, Advertising, Web Analytics, and more. What is the nature of Global Consciousness? But when a great event synchronizes the feelings of millions of people, our network of RNGs becomes subtly structured. We calculate one in a trillion odds that the effect is due to chance. The Global Consciousness Project is an international, multidisciplinary collaboration of scientists and engineers. We collect data continuously from a global network of physical random number generators located in up to 70 host sites around the world at any given time.