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24 | 24 | structures designed to make working with "relational" or "labeled" data both
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25 | 25 | easy and intuitive. It aims to be the fundamental high-level building block for
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26 | 26 | doing practical, **real world** data analysis in Python. Additionally, it has
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27 |
| -the broader goal of becoming **the most powerful and flexible open-source data |
28 |
| -analysis/manipulation tool available in any language**. It is already well on |
| 27 | +the broader goal of becoming **the most powerful and flexible open source data |
| 28 | +analysis / manipulation tool available in any language**. It is already well on |
29 | 29 | its way towards this goal.
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30 | 30 |
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31 | 31 | ## Main Features
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@@ -107,14 +107,14 @@ pip install pandas
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107 | 107 | See the [full installation instructions](https://pandas.pydata.org/pandas-docs/stable/install.html#dependencies) for minimum supported versions of required, recommended and optional dependencies.
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108 | 108 |
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109 | 109 | ## Installation from sources
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110 |
| -To install pandas the from source you need [Cython](https://cython.org/) in addition to the normal |
| 110 | +To install pandas from source you need [Cython](https://cython.org/) in addition to the normal |
111 | 111 | dependencies above. Cython can be installed from PyPI:
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112 | 112 |
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113 | 113 | ```sh
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114 | 114 | pip install cython
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115 | 115 | ```
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116 | 116 |
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117 |
| -In the `pandas` directory (the same one where you found this file after |
| 117 | +In the `pandas` directory (same one where you found this file after |
118 | 118 | cloning the git repo), execute:
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119 | 119 |
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120 | 120 | ```sh
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@@ -160,14 +160,14 @@ Most development discussions take place on GitHub in this repo. Further, the [pa
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160 | 160 |
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161 | 161 | All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome.
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162 | 162 |
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163 |
| -A detailed overview of how to contribute can be found in the **[contributing guide](https://pandas.pydata.org/docs/dev/development/contributing.html)**. There is also an [overview](.github/CONTRIBUTING.md) on GitHub. |
| 163 | +A detailed overview on how to contribute can be found in the **[contributing guide](https://pandas.pydata.org/docs/dev/development/contributing.html)**. There is also an [overview](.github/CONTRIBUTING.md) on GitHub. |
164 | 164 |
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165 |
| -If you are simply looking to start working with the pandas codebase, navigate to the [GitHub "issues" tab](https://github.com/pandas-dev/pandas/issues) and start looking through interesting issues. There are several issues listed under [Docs](https://github.com/pandas-dev/pandas/issues?labels=Docs&sort=updated&state=open) and [good first issue](https://github.com/pandas-dev/pandas/issues?labels=good+first+issue&sort=updated&state=open) where you could start. |
| 165 | +If you are simply looking to start working with the pandas codebase, navigate to the [GitHub "issues" tab](https://github.com/pandas-dev/pandas/issues) and start looking through interesting issues. There are a number of issues listed under [Docs](https://github.com/pandas-dev/pandas/issues?labels=Docs&sort=updated&state=open) and [good first issue](https://github.com/pandas-dev/pandas/issues?labels=good+first+issue&sort=updated&state=open) where you could start out. |
166 | 166 |
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167 |
| -You can also triage issues which may include reproducing bug reports or asking for vital information such as version numbers or reproduction instructions. If you would like to start triaging issues, one easy way to get started is to [subscribe to pandas on CodeTriage](https://www.codetriage.com/pandas-dev/pandas). |
| 167 | +You can also triage issues which may include reproducing bug reports, or asking for vital information such as version numbers or reproduction instructions. If you would like to start triaging issues, one easy way to get started is to [subscribe to pandas on CodeTriage](https://www.codetriage.com/pandas-dev/pandas). |
168 | 168 |
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169 | 169 | Or maybe through using pandas you have an idea of your own or are looking for something in the documentation and thinking ‘this can be improved’...you can do something about it!
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170 | 170 |
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171 |
| -Feel free to ask questions on the [mailing list](https://groups.google.com/forum/?fromgroups#!forum/pydata) or [Gitter](https://gitter.im/pydata/pandas). |
| 171 | +Feel free to ask questions on the [mailing list](https://groups.google.com/forum/?fromgroups#!forum/pydata) or on [Gitter](https://gitter.im/pydata/pandas). |
172 | 172 |
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173 | 173 | As contributors and maintainers to this project, you are expected to abide by pandas' code of conduct. More information can be found at: [Contributor Code of Conduct](https://github.com/pandas-dev/pandas/blob/master/.github/CODE_OF_CONDUCT.md)
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