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8 changes: 4 additions & 4 deletions doc/source/getting_started/index.rst
Original file line number Diff line number Diff line change
Expand Up @@ -116,7 +116,7 @@ Intro to pandas
<div class="card-body">

When working with tabular data, such as data stored in spreadsheets or databases, pandas is the right tool for you. pandas will help you
to explore, clean and process your data. In pandas, a data table is called a :class:`DataFrame`.
to explore, clean, and process your data. In pandas, a data table is called a :class:`DataFrame`.

.. image:: ../_static/schemas/01_table_dataframe.svg
:align: center
Expand Down Expand Up @@ -351,7 +351,7 @@ Adding a column to a :class:`DataFrame` based on existing data in other columns
<div class="card-body">

Basic statistics (mean, median, min, max, counts...) are easily calculable. These or custom aggregations can be applied on the entire
data set, a sliding window of the data or grouped by categories. The latter is also known as the split-apply-combine approach.
data set, a sliding window of the data, or grouped by categories. The latter is also known as the split-apply-combine approach.

.. image:: ../_static/schemas/06_groupby.svg
:align: center
Expand Down Expand Up @@ -444,7 +444,7 @@ from long to wide format. With aggregations built-in, a pivot table is created w
<div id="collapseEight" class="collapse" data-parent="#accordion">
<div class="card-body">

Multiple tables can be concatenated both column wise as row wise and database-like join/merge operations are provided to combine multiple tables of data.
Multiple tables can be concatenated both column wise and row wise as database-like join/merge operations are provided to combine multiple tables of data.

.. image:: ../_static/schemas/08_concat_row.svg
:align: center
Expand Down Expand Up @@ -547,7 +547,7 @@ Data sets do not only contain numerical data. pandas provides a wide range of fu
</span>
<span class="badge gs-badge-link">

:ref:`To user guide <timeseries>`
:ref:`To user guide <text>`

.. raw:: html

Expand Down