fix some typos (#59)

_resources/2022-04-25-participant-guide.md

@@ -34,7 +34,7 @@ This is an excellent way of getting some team management experience and so we em
 </div>
 
 ## How our event is structured
-The event is a hybrid format with attendees both in-person at The Pendry, and vitrual connecting through Google Meets and Slack. 
+The event is a hybrid format with attendees both in-person at The Pendry, and virtual connecting through Google Meets and Slack. 
 
 ### For virtual attendees
 Before the week of the Code Sprint, you will receive a link to a Google Calendar for the Code Sprint events. Below is a description of how each of those events relates to the Code Sprint as a whole.
@@ -43,7 +43,7 @@ Before the week of the Code Sprint, you will receive a link to a Google Calendar
 
 **[track]** - There are individual Google Meet events for each of the Tracks listed [here](https://github.com/ioos/ioos-code-sprint/blob/main/2022/track-list.md) ( **ERDDAP**, **General Python**, **Biology/Ecology**, and **Cloud/IoT**). This is where participants will be spending the majority of their time. These spaces will be available for you to connect to during the break group portions of the event. You can enter and exit the sprint track rooms as you wish. 
 
-### For in-peron attendees
+### For in-person attendees
 
 * Make sure the room you are in has a connection to the appropriate Google Meet event for virtual attendees.
 * Make an announcement on the `#code-sprint-2022` channel, identifying the topic to be worked on and the Google Meet connection information.
@@ -81,7 +81,7 @@ The best way to contact us during the code sprint is to use the channel `#code-s
 
 ### A note on bandwidth at the event
 
-For those attending in-person, at The Pendry, we will be using the wifi network provided by the hotel. If you need high bandwidth to download large amounts of data for your project we recommend using cloud services, preload on local machine, or bring usb sticks. If you have special circumstances or questions, please post your requirements to the `#code-sprint-2022` Slack channel and we can see how we can accomodate your needs.
+For those attending in-person, at The Pendry, we will be using the wifi network provided by the hotel. If you need high bandwidth to download large amounts of data for your project we recommend using cloud services, preload on local machine, or bring usb sticks. If you have special circumstances or questions, please post your requirements to the `#code-sprint-2022` Slack channel and we can see how we can accommodate your needs.
 
 ## Feedback
 

_resources/2024-05-01-participant-guide.md

@@ -34,7 +34,7 @@ This is an excellent way of getting some team management experience and so we em
 </div>
 
 ## How our event is structured
-The event is a hybrid format with attendees both in-person at The Wharf, and vitrual connecting through Zoom and Slack. 
+The event is a hybrid format with attendees both in-person at The Wharf, and virtual connecting through Zoom and Slack. 
 
 ### For virtual attendees
 Before the week of the Code Sprint, you will receive a link to a Google Calendar for the Code Sprint events. Below is a description of how each of those events relates to the Code Sprint as a whole.
@@ -43,7 +43,7 @@ Before the week of the Code Sprint, you will receive a link to a Google Calendar
 
 **[track]** - There are individual Zoom breakout rooms for each of the Tracks listed [here](https://github.com/ioos/ioos-code-sprint/blob/main/2024/track-list.md). This is where participants will be spending the majority of their time. These spaces will be available for you to connect to during the break group portions of the event. You can enter and exit the sprint track rooms as you wish. 
 
-### For in-peron attendees
+### For in-person attendees
 
 * Make sure the room you are in has a connection to the appropriate Zoom breakout room for virtual attendees.
 * Make an announcement on the `#code-sprint-2024` channel, identifying the topic to be worked on and the Zoom breakout room information.
@@ -81,7 +81,7 @@ The best way to contact us during the code sprint is to use the channel `#code-s
 
 ### A note on bandwidth at the event
 
-For those attending in-person, at The Wharf, we will be using the wifi network provided. If you need high bandwidth to download large amounts of data for your project we recommend using cloud services, preload on local machine, or bring usb sticks. If you have special circumstances or questions, please post your requirements to the `#code-sprint-2024` Slack channel and we can see how we can accomodate your needs.
+For those attending in-person, at The Wharf, we will be using the wifi network provided. If you need high bandwidth to download large amounts of data for your project we recommend using cloud services, preload on local machine, or bring usb sticks. If you have special circumstances or questions, please post your requirements to the `#code-sprint-2024` Slack channel and we can see how we can accommodate your needs.
 
 ## Feedback
 

_topics/2022-04-25-05-restful-services-for-gridded-data.md

@@ -69,7 +69,7 @@ To update your conda environment with any new packages added or removed to the `
 Alternatively, you can install dependencies with `pip` and `virtualenv`: 
 
 ```bash
-virutalenv env/
+virtualenv env/
 source env/bin/activate
 pip install -r requirements.txt
 ```

_topics/2024-05-01-01-ADCP_visualization.md

@@ -24,7 +24,7 @@ The general task is to develop a configurable Python package that can be importe
 
 **Skills required:**
 
-Python prgramming, netCDF understanding, accessing ERDDAP service
+Python programming, netCDF understanding, accessing ERDDAP service
 
 **Difficulty:**
 

_topics/2024-05-01-03-ERDDAP_web_logs_analysis.md

@@ -19,9 +19,9 @@ Develop a tool that reads in the web logs of an ERDDAP server to analyse how the
 - Filtering out bots/crawlers/spam
 - Analysing and visualising which datasets receive the most requests
 - Examining geographical/temporal distribution of users
-- Investigating what user agents are making requests (browers, erddapy, other ERDDAP servers etc.)
+- Investigating what user agents are making requests (browsers, erddapy, other ERDDAP servers etc.)
 
-Initiallly this will be a static tool that is run on the tomcat/nginx logs of an ERDDAP server. The next step will be to run it alongside the ERDDAP server perhaps with a tool like prometheus
+Initially this will be a static tool that is run on the tomcat/nginx logs of an ERDDAP server. The next step will be to run it alongside the ERDDAP server perhaps with a tool like prometheus
 
 **Expected Outcomes:**
 

_topics/2024-05-01-07-ai-ready-data-checker.md

@@ -48,7 +48,7 @@ Here are some examples of existing compliance checkers/assessment tools to evalu
 | Examples  |Organization  | What's for?|
 |--------|--------|--------|
 |[IOOS Compliance Checker](https://compliance.ioos.us/index.html) | [NOAA IOOS](https://ioos.noaa.gov/) | The IOOS Compliance Checker is a Python-based tool for data providers to check for completeness and community standard compliance of local or remote netCDF files against CF and ACDD file standards. The Python module can be used as a command-line tool or as a library that can be integrated into other software.|
-|[FAIR Data Assessment Tool-f-uji](http://www.f-uji.net/)| [PANGAEA](https://www.pangaea.de/) |F-UJI is a web service to programatically assess FAIRness of research data objects at the dataset level based on the FAIRsFAIR Data Object Assessment Metrics|
+|[FAIR Data Assessment Tool-f-uji](http://www.f-uji.net/)| [PANGAEA](https://www.pangaea.de/) |F-UJI is a web service to programmatically assess FAIRness of research data objects at the dataset level based on the FAIRsFAIR Data Object Assessment Metrics|
 |[pyQuARC](https://github.com/NASA-IMPACT/pyQuARC)|[NASA](https://www.nasa.gov/) | Open Source Library for Earth Observation Metadata Quality Assessment|
 |[FAIR-Checker](https://fair-checker.france-bioinformatique.fr/) | [Looks like French Group](https://jbiomedsem.biomedcentral.com/articles/10.1186/s13326-023-00289-5)| Assess FAIRness|