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zS&RuQf&P~I*T!a?GP5o4^?qr8cVHgbAF@=7frli6Te{5>t8{Ogc list[Post]: \end{Verbatim} -The \texttt{reddit.com/r/\{subreddit\}/new} has a default limit of 100 posts per request, therefore \textbf{pagination} was implemented to allow fetching of more than 100 posts, which is necessary for Reddit datasets of larger than 100 posts. The connector will keep fetching posts until it reaches the specified number of posts to fetch, or until there are no more posts available. - -The "after" parameter is a post id and tells the API to fetch posts that come after that specific post id in the subreddit, which allows for pagination through the posts. The connector keeps track of the last post id fetched and uses it to fetch the next batch of posts until the desired number of posts is reached or there are no more posts available. +The endpoint returns a maximum of 100 posts per request, so \textbf{pagination} was implemented to allow fetching of more than 100 posts, which is necessary for Reddit datasets of larger than 100 posts. The connector will keep fetching posts until it reaches the specified number of posts to fetch, or until there are no more posts available. It became apparent that when unauthenticated, the Reddit API has severe rate limits that make fetching large datasets take hours, therefore the connector was updated to support authentication using Reddit API client credentials, which are provided through environment variables. This was done using the \texttt{requests\_oauthlib} library, which provides a convenient way to handle OAuth2 authentication with the Reddit API. With authentication, the rate limits are increased, allowing for faster data fetching. \subsubsection{YouTube Connector} -The YouTube connector was the simplest out of the three initial connectors, as YouTube provides an official API that is well-documented compared to the Reddit API. The Python library \texttt{google-api-python-client} was used to interact with the YouTube Data API. It provides simple methods like \texttt{youtube.search().list()} to search for videos based on keywords, and \texttt{youtube.commentThreads().list()} to fetch comments for a specific video. +The YouTube connector was the simplest out of the three initial connectors, as YouTube provides an official API that is well-documented compared to the Reddit API. The Python library \texttt{google-api-python-client} was used to interact with the YouTube Data API. -Like the Reddit Connector, it implements the \texttt{get\_new\_posts\_by\_search} method, which searches for videos based on a query and then fetches comments for those videos. As the Google API library handles comment fetching and pagination internally, the implementation was straightforward and did not require manual handling of pagination or rate limits. +Like the Reddit Connector, it implements the \texttt{get\_new\_posts\_by\_search} method, which searches for videos based on a query and then fetches comments for those videos. A limit of 50 posts per query is imposed by the YouTube API, therefore pagination was implemented to allow fetching more than 50 posts. \subsubsection{Boards.ie Connector} The Boards.ie connector was the most complex connector to implement, as Boards.ie does not provide an official API for data retrieval, which meant web scraping techniques were utilised to fetch data from the site. The \texttt{requests} library was used to make HTTP requests to the Boards.ie website, and the \texttt{BeautifulSoup} library was used to parse the HTML content and extract the relevant data. -Inspect element was used to poke around the structure of the Boards.ie website and find the relevant HTML elements that contain the post and comment data. \texttt{BeautifulSoup} was then used to extract the correct data from the \texttt{.Message.userContent} tag and the \texttt{.PageTitle} tag, which contain the content and title of the posts. Each comment lived in an \texttt{ItemComment} class. Each of these were collected and iterated through to create the list of \texttt{PostDTO} and \texttt{CommentDTO} objects that represent the data retrieved from the site. +Browser developer tools were used to inspect the HTML structure and to find the relevant HTML elements that contain the post and comment data. \texttt{BeautifulSoup} was then used to extract the correct data from the \texttt{.Message.userContent} tag and the \texttt{.PageTitle} tag, which contain the content and title of the posts. Each comment lived in an \texttt{ItemComment} class. Each of these were collected and iterated through to create the list of \texttt{PostDTO} and \texttt{CommentDTO} objects that represent the data retrieved from the site. As not all comments on a thread are on one page, pagination was implemented by looking for the "Next" button on the page and following the link to the next page of comments until there are no more pages left. This allows for fetching of all comments for a given post, even if they span multiple pages. -A \texttt{ThreadPoolExecutor} was used to fetch posts in parallel, which improved the performance of the connector significantly, as fetching posts sequentially was very slow due to the need to fetch comments for each post, which often spanned multiple pages. Though there was diminishing returns after a certain number of threads, possibly due to site blocking or internet connection limits. Initially 20 threads were used, but this was later reduced to 5 threads to avoid potential issues with site blocking and to improve ethical considerations around web scraping. +A \texttt{ThreadPoolExecutor} was used to fetch posts in parallel, which improved the performance of the connector significantly, as fetching posts sequentially was very slow due to the need to fetch comments for each post, which often spanned multiple pages. Though there were diminishing returns after a certain number of threads, possibly due to site blocking or internet connection limits. Initially 20 threads were used, but this was later reduced to 5 threads to avoid potential issues with site blocking and to improve ethical considerations around web scraping. \subsubsection{Connecter Plugin System} -The connector plugin system was implemented to allow for easy addition of new data sources in the future. This would require simply implemented a new connector class and dropping it into the connectors directory, without needing to modify any existing code. This was achieved through the use of Python's \texttt{importlib} library, which allows for dynamic importing of modules at runtime. +The connector plugin system was implemented to allow for easy addition of new data sources in the future. This requires simply implementing a new connector class and dropping it into the connectors directory, without needing to modify any existing code. This was achieved through the use of Python's \texttt{importlib} library, which allows for dynamic importing of modules at runtime. To achieve this, the base class \texttt{BaseConnector} was defined, which allows a standard interface for all connectors to implement. Each connector implements the \texttt{get\_new\_posts\_by\_search} method, which takes in a search query, a category (which is the subreddit for Reddit, or the category for Boards.ie), and a limit on the number of posts to fetch. The method returns a list of \texttt{PostDTO} objects that represent the data retrieved from the source platform. @@ -756,28 +750,7 @@ The most important authentication methods implemented are as follows: \item \texttt{get\_user\_by\_id(user\_id: int) -> None | dict}: Fetches a user's information from the database based on their user ID, returning a dictionary of user details if found or \texttt{None} if no such user exists. \end{itemize} -Defensive programming is used in the authentication manager to handle edge cases like duplicate usernames or emails, an example of this is in the \texttt{register\_user()} method, shown below: - -\begin{Verbatim}[breaklines=true] -def register_user(self, username, email, password): - hashed_password = self.bcrypt.generate_password_hash(password).decode("utf-8") - - if len(username) < 3: - raise ValueError("Username must be longer than 3 characters") - - if not EMAIL_REGEX.match(email): - raise ValueError("Please enter a valid email address") - - if self.get_user_by_email(email): - raise ValueError("Email already registered") - - if self.get_user_by_username(username): - raise ValueError("Username already taken") - - self._save_user(username, email, hashed_password) -\end{Verbatim} - -This module is a simple interface that the higher level Flask API can call for easy management of user authentication and registration. +Defensive programming is used in the authentication manager to handle edge cases like duplicate usernames or emails. This module is a simple interface that the higher level Flask API can call for easy management of user authentication and registration. \subsection{Data Pipeline} The data pipeline began with the data connectors mentioned in the previous section, which are responsible for fetching raw data from the source platforms. However they were not initially included as part of the data pipeline, as the initial system was designed to only support manual dataset uploads. The data connectors were used to fetch data for the Cork dataset, which was then uploaded automatically through the API. Once the automatic data fetching functionality was added, the connectors were integrated into the data pipeline. @@ -785,16 +758,7 @@ The data pipeline began with the data connectors mentioned in the previous secti \subsubsection{Data Enrichment} The data enrichment process is responsible for taking the raw data retrieved from the connectors and transforming it into a format that is suitable for analysis. This involves several steps, including normalisation, NLP processing, and storage in the database. -Data Normalisation was intended to be a separate step in the data pipeline, but it was later combined with the enrichment processe as normalisation is a very small part of the process and can be done in a few lines of code, therefore it was combined with data enrichment. In normalisation, the list of \texttt{Post} objects retrieved from the connectors is flattened into a unified list of "events", which is a Pandas DataFrame that contains both posts and comments in a single table. The structure of the comments expansion method is as follows: -\begin{itemize} - \item The method receives a DataFrame \texttt{df} where each row represents a post, and the \texttt{comments} column contains a list of comment dictionaries. - \item The \texttt{comments} column is exploded using \texttt{pandas.DataFrame.explode()}, so that each comment occupies its own row, paired with the \texttt{id} of its parent post. - \item Rows where the comment value is not a dictionary are filtered out, discarding any \texttt{None} or malformed entries that may have resulted from posts with no comments. - \item \texttt{pd.json\_normalize()} is applied to the remaining comment dictionaries, flattening them into a structured DataFrame with one column per field. - \item The original DataFrame is stripped of its \texttt{comments} column to form \texttt{posts\_df}, and a \texttt{type} column is added with the value \texttt{"post"}, along with a \texttt{parent\_id} column set to \texttt{None}, as posts have no parent. - \item The comments DataFrame is similarly tagged with \texttt{type = "comment"}, and its \texttt{parent\_id} is populated from the \texttt{post\_id} field, establishing the relationship back to the originating post. - \item Both DataFrames are concatenated using \texttt{pd.concat()}, and the now-redundant \texttt{post\_id} column is dropped, yielding a single unified events table containing both posts and comments with a consistent schema. -\end{itemize} +Data Normalisation was intended to be a separate step in the data pipeline, but it was later combined with the enrichment processe as normalisation is a very small part of the process and can be done in a few lines of code, therefore it was combined with data enrichment. In normalisation, the list of \texttt{Post} objects retrieved from the connectors is flattened into a unified list of "events", which is a Pandas DataFrame that contains both posts and comments in a single table. The \texttt{enrich()} method is the primary method for dataset enrichment in the module, and provides two main functionalities: \begin{itemize} @@ -1252,6 +1216,8 @@ The 1000 posts benchmark for \texttt{boards.ie} took 312.83s for NLP processing, \subsubsection{Auto-fetching Performance} This section outlines the performance of the auto-fetching feature, which is the process of fetching data from the sources using the connectors. The performance of this feature is measured in terms of the time taken to fetch a certain number of posts from each source. The benchmarks are shown in Table \ref{tab:performance_benchmarks}. +One important thing to note is that the YouTube API does not return more than 500 posts for a given search query, so the 1000 posts benchmark for YouTube is not available. + \begin{table}[!h] \centering \begin{tabular}{|c|c|c|c|} @@ -1260,13 +1226,41 @@ This section outlines the performance of the auto-fetching feature, which is the \hline 10 posts & 3.25s & 103.28s & 2.08s \\ 100 posts & 37.46s & 1182.71s & 12.52s \\ - 1000 posts & 482.87s & DNF & 74.80s \\ + 1000 posts & 482.87s & 11196.19s & N/A \\ \hline \end{tabular} \caption{Performance Benchmarks for Auto-fetching and NLP Processing} \label{tab:performance_benchmarks} \end{table} +\texttt{boards.ie} is by far the slowest, likely to to a combination of two factors: web scraping is simply slower than using an API, as comments have to be fetched page by page, with the connector loading and parsing each page fully \textbf{and} \texttt{boards.ie} threads have a significantly higher number of comments per post due to the forum nature of the site. Though the rate of post-fetching from \texttt{boards.ie} is poor, it scaled linearly with the number of posts. + +Reddit was much faster than \texttt{boards.ie}, likely due to the fact that it uses an API. Though it is affected by rate limits, and during the 1000-post benchmark test, the API rate limits was hit once, where it stalled for exactly 120 seconds, which when taken into account, also shows that Reddit scales linearly with the number of posts. + +YouTube was the fastest source, likely due to the fact that it also uses an API and hit no rate limits. However, the YouTube API does not allow fetching more than 500 posts for a given search query. For 500 posts, the time taken was 74.80s. If we extrapolate the time taken for 1000 posts, it would be around 149.60s, which is still much faster than the other sources and scaled linearly with the number of posts. + +\subsection{Cork Dataset Findings} +The Cork dataset, described in Section \ref{sec:cork_dataset}, was analysed using the system, and several findings were observed from the analysis. + +\subsubsection{Temporal Findings} +Temporal activity patterns show that the most active hours for posting are weekdays between 1pm and 3pm, which suggests that users post during their lunch breaks in the early afternoon. There is also a smaller peak in activity in the evenings around 8pm, which is likely when users are off work. The least active hours are early mornings between 1am and 6am, which is expected as most users are likely asleep during these hours. + +\begin{figure}[!h] + \centering + \includegraphics[width=1\textwidth]{img/cork_temporal.png} + \caption{Activity Heatmap for the Cork Dataset, where the X axis represents the hour of day and the Y axis represents the day of the week. Blue areas indicate higher activity, lighter areas indicate lower activity.} + \label{fig:cork_temporal} +\end{figure} + +\subsubsection{Linguistic Findings} + +\begin{figure}[!h] + \centering + \includegraphics[width=1\textwidth]{img/ngrams.png} + \caption{Bigrams and Trigrams for the Cork Dataset, showing the most common two-word and three-word combinations in the dataset.} + \label{fig:cork_linguistic} +\end{figure} + \subsection{Limitations} Several limitations of the system became apparent through development, evaluation and user testing. @@ -1288,7 +1282,7 @@ Two of three NLP models used in the system are trained exclusively on English-la \newpage \section{Conclusions} \subsection{Reflection} -I have learned a lot through the process of building this system, both in terms of technical skills and personal growth. This project represented the most technically complex system I had built independently to date. Being able +I have learned a lot through the process of building this system, both in terms of technical skills and personal growth. This project represented the most technically complex system I had built independently to date. The analytical scope is the project's most visible limitation. Six analytical angles across many data sources sounds comprehensive, but with a single developer and a fixed timeline, the actual ethnographic depth achievable was modest. The decision between depth of ethnographic analysis and typical SaaS-type infrastructure and features was a tension throughout the project. Eventually a balance between the two was achieved, but there was some sacrafice in the analysis depth for the sake of building a more complete and polished system.