Grammatical, spelling and other comments for the Documentation

docs/src/embedding.rst

@@ -2,7 +2,7 @@ Chemiscope as a library
 =======================
 
 It is possible to use chemiscope as a software library when writing your own
-web-based interface. This page document how to get the library and give a few
+web-based interface. This page documents how to get the library and provides a few
 usage examples.
 
 .. note::
@@ -95,7 +95,7 @@ And import the library inside your own code using
 
     const Chemiscope = require("chemiscope");
 
-If your are using TypeScript, definition files are also provided with the npm
+If you are using TypeScript, definition files are also provided with the npm
 package, and should give you auto-completion, inline documentation and interface
 checking.
 

docs/src/manual/index.rst

@@ -4,7 +4,7 @@ User manual
 This manual presents an overview of how to interact with the chemiscope viewer
 in its "standard" implementation - including the web tool and the jupyter widget. 
 It does not discuss in detail how to build a low-dimensional representation of 
-a chemical dataset - chemiscope is just a viewer, and there are many tools available
+a chemical dataset - chemiscope is solely a viewer, and there are many tools available
 to perform this kind of analyses. 
 
 This section starts introducing the concept of structural and physical properties, 

docs/src/manual/input.rst

@@ -4,7 +4,7 @@ Creating chemiscope input files
 ===============================
 
 When using the default chemiscope interface, all the structures and properties
-in a dataset are loaded from a single JSON file. This sections describe how to
+in a dataset are loaded from a single JSON file. These sections describe how to
 generate such JSON file, either using a pre-existing python script that does
 most of the work for you, or by writing the JSON file directly. Since the
 resulting JSON file can be quite large and thus harder to share with

docs/src/manual/jupyter.rst

@@ -3,7 +3,7 @@ Jupyter notebooks
 
 Chemiscope can be used as a widget in Jupyter notebooks, that should work in both Jupyter classic and JupyterLab. 
 The widget can be created in `default` mode (showing both a structure and a map panel), or used to display only
-structures or only proeprties. 
+structures or only properties. 
 
 Once created, it is possible to interact with the widget using a traitlet interface, modeled after 
 `Jupyter widgets <http://ipywidgets.readthedocs.io>`_.

docs/src/manual/panels.rst

@@ -10,8 +10,8 @@ display.
 
 The map is a 2D or 3D scatter plot showing properties for all the environments
 in the dataset. You can set which properties (structural or physical) should be
-used a the x, y, and potentially z axis; as well as for color and size of the
-points. Additionally, properties which have string values (an not numeric
+used as the x, y, and potentially z axis; as well as for color and size of the
+points. Additionally, properties which have string values (and not numeric
 values) can be used as category data to set the symbols used for the points. To
 open the settings modal window, click on the hamburger menu (the ☰ symbol) on
 the left of the dataset title.

docs/src/manual/properties.rst

@@ -11,7 +11,7 @@ properties.
 Chemiscope can work with two kinds of entities: full structures, or
 atom-centred environments. A structure consists in a set of atoms, possibly
 representing the periodic repeat unit of an infinite structure. An
-environment consists in a set of atoms that surround a central atom,
+environment consists in a set of atoms that surround a central atom.
 In both cases, these entities are fully defined by the position and nature
 of the atoms present in the structure, or in the neighborhood of the
 environment center.
@@ -26,7 +26,7 @@ as possible, yet concise. Examples of such representations are for instance
 symmetry functions <Behler-Parrinello>`_. These representations are usually
 high-dimensional vectors, hard to visualize and interpret. For this reason, one
 usually applies a dimensionality reduction algorithm, such as `PCA`_, `sketch-map`_,
-`PCovR`_, *etc.*   The interpretation of the resulting  will differ depending on
+`PCovR`_, *etc.*  The interpretation of the resulting descriptor will differ depending on
 both the descriptor used to represent the structures or environments and the
 dimensionality reduction algorithm applied.