Update visualizations.html

visualizations.html

@@ -63,14 +63,14 @@ <h4>Methodology</h4>
                  <h4>Most Connected Nodes</h4>
                     <figure>
                         <img align="right" style="margin: 5px" src="data/mostconnectednodes.png" width="400" height="450">
-                        <p>What we have found within this corpus is 123 unique senders and receivers; each was assigned metadata in the form of their allegiance, cabinet position, and weight. We found 544 letters, 5 orders, 4 sets of instructions, 3 declarations, and 3 intercepted letters. The corpus also contained 72 places of origin and target which were then geocoded. We aregues similarly to Ruth and Sebastian Ahnert's suggestions that network hubs correspond broadly with the centers of government.<sup>1</sup> This also includes somewhat symbolic hubs of the monarch and the principal secretaries. There are imbalances present throughout the corpus especially since more letters received survive than letters sent. If there was a complete record of the correspondence there would be less imbalance. There are also intercepted letters present in the collection which might account for some of the anomalies in the network.</p>    
+                        <p>What we have found within this corpus is 123 unique senders and receivers; each was assigned metadata in the form of their allegiance, cabinet position, and weight. We found 554 letters, 5 orders, 4 sets of instructions, 3 declarations, and 3 intercepted letters. The corpus also contained 72 places of origin and target which were then geocoded. We aregues similarly to Ruth and Sebastian Ahnert's suggestions that network hubs correspond broadly with the centers of government.<sup>1</sup> This also includes somewhat symbolic hubs of the monarch and the principal secretaries. There are imbalances present throughout the corpus especially since more letters received survive than letters sent. If there was a complete record of the correspondence there would be less imbalance. There are also intercepted letters present in the collection which might account for some of the anomalies in the network.</p>    
                         <p>After some initial calculations and experimentations, we argue that based on the letters contained in the corpus the most connected nodes are Melville, King William, Queen Mary, William Lockhart, the Earl of Crawford, the Earl of Leven, Colonel Hill, and the Privy Council. This is unsurprising since the monarch and their principal secretaries tend to be the same epistolary hub. The Earl of Crawford and the Privy Council served as the primary contacts for the Scottish administration for much of the time period. William Lockhart served as Solicitor General for Scotland from 1689 to 1693 and was the King's principal legal advisor for Scottish affairs. Leven and Hill served as the governors of Edinburgh Castle and Fort William (Inverlochy) and had many military connections and networks. </p> 
                         <p>That these are the most connected nodes speaks to the amount of letters that were exchanged about the evolving situation in Scotland. Despite instructions contained within many of the letters, which told the receiver to burn the letter received, correspondence from the period has survived. In aggregate it shows that despite previous assertions that William was not interested what was going on in his northern kingdom we can argue that this seems not to be the case. </p>
                           </figure>
-                        <p>The quarterly visualization shows just how connected the people in this corpus of letters were over the course of three years. Lord Melville is depicted by the large purple node present in each diagram as both a sender and a receiver of letters – since he is either the letter writer or letter receiver in 510 of the 599 documents within the corpus. As a node, Melville has the highest infrastructural role in the network, followed by the Duke of Hamilton (High Commissioner to the Scottish Parliament), his successor the Earl of Crawford, and then the monarch himself. The diagrams also indicate an increased density of networks over time. It also shows the density of specifically the Williamite network since the early part of 1689 contained many Jacobite sympathizers (which is why we see the Viscount of Dundee, James's military general and Lord Murray), and their names seem to disappear over time while Melville's centrality to the network grows as we see his purple node growing larger from 1689 through 1691. It also becomes clear that Melville is an imortant bridge from one network to another, as the Secretary of State for Scotland this is somewhat unsurprising but </p>
                 <figure>
                   <img align="right" stlye="margin: 8px !important" src="data/images/network_quarterly_subplots.png" width="500" height="600">
-                <p>The subplots here show quarterly accounts of the communications in the <i>Leven and Melville Papers</i> over the course of the revolutionary period. The plots which match Melville - in purple or violet - are all directly connected to Melville and either sent or received a letter from him. Those nodes in other colors are the outliers that either corresponded only with another node in the collection or are letters that were intercepted by the Secrtary of State's employees. As Melville's network becomes denser, his receiving node grows in size, indicating that he received more letters over time. This correspondense activity reached its peak density in the fourth quarter of 1690 and maintained that denstiy throughout 1691. The Earl of Leven on the graph is also connected to Melville since they are related and exchanged letters. They are also indirectly connected by multiple bridges and social spheres different social spheres. For example, the Duke of Hamilton as High Commissioner to the Scottish Parliament in 1689, acts as a bridge between them. The plots are also directional and show the direction of communications as Melville appears as both a node for sending and receiving letters. Melville received 447 letters over the course of the corpus but only sent 31 whereas the Earl of Crawford sent 81 letters and received 6 (but this might speak more to the practices of privacy between elite correspondence in the 17th century).</p>
+                  <p>The quarterly visualization shows just how connected the people in this corpus of letters were over the course of three years. Lord Melville is depicted by the large purple node present in each diagram as both a sender and a receiver of letters – since he is either the letter writer or letter receiver in 510 of the 599 documents within the corpus. As a node, Melville has the highest infrastructural role in the network, followed by the Duke of Hamilton (High Commissioner to the Scottish Parliament), his successor the Earl of Crawford, and then the monarch himself. The diagrams also indicate an increased density of networks over time. It also shows the density of specifically the Williamite network since the early part of 1689 contained many Jacobite sympathizers (which is why we see the Viscount of Dundee, James's military general and Lord Murray), and their names seem to disappear over time while Melville's centrality to the network grows as we see his purple node growing larger from 1689 through 1691. It also becomes clear that Melville is an imortant bridge from one network to another, as the Secretary of State for Scotland this is somewhat unsurprising.</p>
+                  <p>The subplots here show quarterly accounts of the communications in the <i>Leven and Melville Papers</i> over the course of the revolutionary period. The plots which match Melville - in purple or violet - are all directly connected to Melville and either sent or received a letter from him. Those nodes in other colors are the outliers that either corresponded only with another node in the collection or are letters that were intercepted by the Secrtary of State's employees. As Melville's network becomes denser, his receiving node grows in size, indicating that he received more letters over time. This correspondense activity reached its peak density in the fourth quarter of 1690 and maintained that denstiy throughout 1691. The Earl of Leven on the graph is also connected to Melville since they are related and exchanged letters. They are also indirectly connected by multiple bridges and social spheres different social spheres. For example, the Duke of Hamilton as High Commissioner to the Scottish Parliament in 1689, acts as a bridge between them. The plots are also directional and show the direction of communications as Melville appears as both a node for sending and receiving letters. Melville received 447 letters over the course of the corpus but only sent 31 whereas the Earl of Crawford sent 81 letters and received 6 (but this might speak more to the practices of privacy between elite correspondence in the 17th century).</p>
                 </figure>
                         <h4>Geography and place</h4>
                         <p>Despite the fact that William never set foot in Scotland, the considerable two-way flow of correspondence between Edinburgh and London, combined with the numerous journeys made by officers of state, meant that he had a great deal of information about the situation in Scotland and was able to relay instructions to his Scottish counterparts. The high traffic of post and letters referring to the situation in Scotland suggests that the secretaries stayed in frequent contact with their counterparts in Edinburgh. One of the things that is evident from the graph produced by the Leaflet libraries is that the network expanded more than just Scotland and England, letters in Melville's corpus ranged from Dublin and Ballyhara in Ireland to Brussells and Gerpines on the continent. The largest clusters were in Edinburgh and London which is unsurprising since William's most important ministers resided in the respective captials and centers of governance. </p>