15 Mar For this assignment, you must write a paper evaluating a minimum of three tools that can be used for statistical analysis and
For this assignment, you must write a paper evaluating a minimum of three tools that can be used for statistical analysis and reporting.
Your evaluation should include the following:
- Open source tools (e.g., Python, R, Octave, QGIS) and commercial software (e.g., SPSS, SAS, Tableau, ArcGIS).
- Discussion of the characteristics of each tool with a focus on how they could be used.
- Analysis of the trade-offs between the tools.
- Infographics serve as visual aids where information is presented in a way that makes it easily discernable. You can conduct a quick internet search to find examples of infographics, or you can view an example provided under this week’s Weekly Resources and Assignments area.
- Conclusion with tool recommendations.
Length: 4 page paper, not including title and reference pages, plus infographic
References: Include a minimum of 5 scholarly resources.
The completed assignment should demonstrate thoughtful consideration of the ideas and concepts presented in the course by providing new thoughts and insights relating directly to this topic. The content should reflect scholarly writing and current APA standards and attach a plagiarism report
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Anaconda Individual Edition¶
The Most Trusted Distribution for Data Science
Anaconda® is a package manager, an environment manager, a Python/R data science distribution, and a collection of over 7,500+ open-source packages. Anaconda is free and easy to install, and it offers free community support.
Get the Anaconda Cheat Sheet and then download Anaconda.
Want to install conda and use conda to install just the packages you need? Get Miniconda.
Anaconda Navigator or conda?
After you install Anaconda or Miniconda, if you prefer a desktop graphical user interface (GUI) then use Navigator. If you prefer to use Anaconda prompt (or terminal on Linux or macOS), then use that and conda. You can also switch between them.
You can install, remove, or update any Anaconda package with a few clicks in Navigator, or with a single conda command in Anaconda Prompt (terminal on Linux or macOS).
- To try Navigator, after installing Anaconda, click the Navigator icon on your operating system’s program menu, or in Anaconda prompt (or terminal on Linux or macOS), run the command anaconda-navigator.
- To try conda, after installing Anaconda or Miniconda, take the 20-minute conda test drive and download a conda cheat sheet.
Packages available in Anaconda
- Over 250 packages are automatically installed with Anaconda.
- Over 7,500 additional open-source packages (including R) can be individually installed from the Anaconda repository with the conda install command.
- Thousands of other packages are available from Anaconda.org.
- You can download other packages using the pip install command that is installed with Anaconda. Pip packages provide many of the features of conda packages and in some cases they can work together. However, the preference should be to install the conda package if it is available.
- You can also make your own custom packages using the conda build command, and you can share them with others by uploading them to Anaconda.org, PyPI, or other repositories.
Previous versions
Previous versions of Anaconda are available in the archive. For a list of packages included in each previous version, see Old package lists.
Anaconda2 includes Python 2.7 and Anaconda3 includes Python 3.7. However, it does not matter which one you download, because you can create new environments that include any version of Python packaged with conda. See Managing Python with conda.
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All IDC research is © 2018 by IDC. All rights reserved. All IDC materials are licensed with IDC's permission and in no way does the use or publication of IDC research indicate IDC's endorsement of ORCID’s products/or strategies.
IDC #US44453318
An IDC Infographic, sponsored by ORCID | November 2018
What’s in a Name? Most names are not unique
Many people have the same name
People use di�erent versions of their name during their career
For example, 30% OF THE SCIENTISTS WHO GOT THEIR PhD IN THE UNITED KINGDOM NOW LIVE ELSEWHERE
Researchers are mobile!
Names may change through
marriage or other circumstances
Individuals use di�erent alphabets, abbreviations, or naming conventions
Research institutions and organizations therefore find it hard to
Identify, track, and report on researchers’ a�liations and contributions (publications, peer reviews, grants, and more)
Benchmark their organization against others
Institutions Face a Rising Tide of Research
scholarly articles published per year Source: The STM Report, October 2018
Source: Science Magazine
42,500 ACTIVE SCHOLARLY PEER-
REVIEWED JOURNALS Source: The STM Report, October 2018
Tackling Information Overload ORCID is a non-profit organization, which provides a fully open and interoperable identifier to reliably connect researchers with their research contributions. The ORCID iD is a 16-digit identifier that researchers can register for and use for free.
Connects individuals and their professional contributions across disciplines, organizations, and time
Helps research institutions, funders, publishers, and other organizations better track and support research work
Enables recognition of all types of research contributions and innovation
How ORCID Works It's a registry of unique persistent identifiers for researchers
It's a global community that enables researchers to share their data with other individuals, organizations, and systems
It's a hub that connects researchers with their professional activities and contributions
Why Connect with ORCID? Hundreds of members and systems use ORCID globally
Connections to ORCID records
live ORCID iDs registered since its 2012 launch
Source: Orcid.org/statistics as of November 2018
Evidence of Institutional Value Examples of time/sta� savings achieved by implementing ORCID from around the world
UK: 0.2 – 0.4 FTEs per institution1 Portugal: 100,000 researcher hours per year2 Australia: 15-30 minutes per grant application3
How Organizations and Researchers Benefit
Save time and reduce errors with automated information-sharing and cross-system interoperability
Manage your organization name and your researchers' connections with it
Maintain links with your researchers – past, present, and future
Sponsored by ORCID
RESEARCHERSINSTITUTIONS
Spend more time doing research, less time managing it
Improve recognition and discoverability of their research
Control and manage a trusted and easily shareable record of their research activities and a�liations – for free
To learn more go to https://orcid.org
Three Ways to Get Involved 1. Encourage and support your researchers in getting, sharing, and using their ORCID iD
2. Invest in integrating ORCID into your systems
3. Connect data to and from your researchers’ ORCID records to support information use and reuse across organizations
The Value of Using Unique Identifiers for Researchers
OVER 3 MILLION 5.5 MILLION+
3.7 ORCID iDs created every minute 193 di�erent languages included in ORCID records 73.6% of records have granted update permissions 1.97 record updates made per second
1. Jisc/ARMA Institutional ORCID Implementation and Cost Benefit Analysis Report 2015 2. Cátia Laranjeira, FCT – Fundação para a Ciência e a Tecnologia 2017 3. Australian Research Council governance meeting, September 2018
"Having ORCID iDs for most of our researchers has helped in providing authoritative accounts in our various databases, ensuring accuracy in reviewer identities, and helping editors find reviewers and check expertise."
—Brooks Hanson, Executive Vice President, Science, American Geophysical Union
Institutions must increasingly recognize and demonstrate the impact of all types of research contributions
■ Live ORCID iDs ■ w/at least 1 education
■ w/at least 1 employee ■ w/at least 1 work
6M
5M
4M
3M
2M
1M
2012 2013 2014 2015 2016 2017 2018
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