Cambridge Keydata: Manifesto Project

Modeling usage differences

Network graphs (Feb 22)

Node statistics

Network structure statistics

These are using the model trained on the Tory and Labour manifestos themselves.

Number of subgraphs ("islands")

num_subgraphs

Number of edges

num_edges

Density

density

Clustering coefficient

clustering_coefficient_global

Underlying graphs

Party Year Node sizing Graphs
Labour 1964 Frequency [G1] [G2]
Labour 1964 Betweenness Centrality [G1] [G2]
Labour 1966 Frequency [G1] [G2]
Labour 1966 Betweenness Centrality [G1] [G2]
Labour 1970 Frequency [G1] [G2]
Labour 1970 Betweenness Centrality [G1] [G2]
Labour 1974 Frequency [G1] [G2]
Labour 1974 Betweenness Centrality [G1] [G2]
Labour 1979 Frequency [G1] [G2]
Labour 1979 Betweenness Centrality [G1] [G2]
Labour 1983 Frequency [G1] [G2]
Labour 1983 Betweenness Centrality [G1] [G2]
Labour 1987 Frequency [G1] [G2]
Labour 1987 Betweenness Centrality [G1] [G2]
Labour 1992 Frequency [G1] [G2]
Labour 1992 Betweenness Centrality [G1] [G2]
Labour 1997 Frequency [G1] [G2]
Labour 1997 Betweenness Centrality [G1] [G2]
Labour 2001 Frequency [G1] [G2]
Labour 2001 Betweenness Centrality [G1] [G2]
Labour 2005 Frequency [G1] [G2]
Labour 2005 Betweenness Centrality [G1] [G2]
Labour 2015 Frequency [G1] [G2]
Labour 2015 Betweenness Centrality [G1] [G2]
Labour 2017 Frequency [G1] [G2]
Labour 2017 Betweenness Centrality [G1] [G2]
Tory 1964 Frequency [G1] [G2]
Tory 1964 Betweenness Centrality [G1] [G2]
Tory 1966 Frequency [G1] [G2]
Tory 1966 Betweenness Centrality [G1] [G2]
Tory 1970 Frequency [G1] [G2]
Tory 1970 Betweenness Centrality [G1] [G2]
Tory 1974 Frequency [G1] [G2]
Tory 1974 Betweenness Centrality [G1] [G2]
Tory 1979 Frequency [G1] [G2]
Tory 1979 Betweenness Centrality [G1] [G2]
Tory 1983 Frequency [G1] [G2]
Tory 1983 Betweenness Centrality [G1] [G2]
Tory 1987 Frequency [G1] [G2]
Tory 1987 Betweenness Centrality [G1] [G2]
Tory 1992 Frequency [G1] [G2]
Tory 1992 Betweenness Centrality [G1] [G2]
Tory 1997 Frequency [G1] [G2]
Tory 1997 Betweenness Centrality [G1] [G2]
Tory 2001 Frequency [G1] [G2]
Tory 2001 Betweenness Centrality [G1] [G2]
Tory 2005 Frequency [G1] [G2]
Tory 2005 Betweenness Centrality [G1] [G2]
Tory 2015 Frequency [G1] [G2]
Tory 2015 Betweenness Centrality [G1] [G2]
Tory 2017 Frequency [G1] [G2]
Tory 2017 Betweenness Centrality [G1] [G2]

Network graphs (Feb 19)

Network structure statistics

These are using the model trained on the Tory and Labour manifestos themselves.

Number of subgraphs ("islands")

num_subgraphs

Number of edges

num_edges

Density

density

Clustering coefficient

clustering_coefficient_global

New networks using word2vec model trained on manifestos themselves

Party Year Node sizing Graphs
Labour 1964 Frequency [G1] [G2]
Labour 1964 Betweenness Centrality [G1] [G2]
Labour 1966 Frequency [G1] [G2]
Labour 1966 Betweenness Centrality [G1] [G2]
Labour 1970 Frequency [G1] [G2]
Labour 1970 Betweenness Centrality [G1] [G2]
Labour 1974 Frequency [G1] [G2]
Labour 1974 Betweenness Centrality [G1] [G2]
Labour 1979 Frequency [G1] [G2]
Labour 1979 Betweenness Centrality [G1] [G2]
Labour 1983 Frequency [G1] [G2]
Labour 1983 Betweenness Centrality [G1] [G2]
Labour 1987 Frequency [G1] [G2]
Labour 1987 Betweenness Centrality [G1] [G2]
Labour 1992 Frequency [G1] [G2]
Labour 1992 Betweenness Centrality [G1] [G2]
Labour 1997 Frequency [G1] [G2]
Labour 1997 Betweenness Centrality [G1] [G2]
Labour 2001 Frequency [G1] [G2]
Labour 2001 Betweenness Centrality [G1] [G2]
Labour 2005 Frequency [G1] [G2]
Labour 2005 Betweenness Centrality [G1] [G2]
Labour 2015 Frequency [G1] [G2]
Labour 2015 Betweenness Centrality [G1] [G2]
Labour 2017 Frequency [G1] [G2]
Labour 2017 Betweenness Centrality [G1] [G2]
Tory 1964 Frequency [G1] [G2]
Tory 1964 Betweenness Centrality [G1] [G2]
Tory 1966 Frequency [G1] [G2]
Tory 1966 Betweenness Centrality [G1] [G2]
Tory 1970 Frequency [G1] [G2]
Tory 1970 Betweenness Centrality [G1] [G2]
Tory 1974 Frequency [G1] [G2]
Tory 1974 Betweenness Centrality [G1] [G2]
Tory 1979 Frequency [G1] [G2]
Tory 1979 Betweenness Centrality [G1] [G2]
Tory 1983 Frequency [G1] [G2]
Tory 1983 Betweenness Centrality [G1] [G2]
Tory 1987 Frequency [G1] [G2]
Tory 1987 Betweenness Centrality [G1] [G2]
Tory 1992 Frequency [G1] [G2]
Tory 1992 Betweenness Centrality [G1] [G2]
Tory 1997 Frequency [G1] [G2]
Tory 1997 Betweenness Centrality [G1] [G2]
Tory 2001 Frequency [G1] [G2]
Tory 2001 Betweenness Centrality [G1] [G2]
Tory 2005 Frequency [G1] [G2]
Tory 2005 Betweenness Centrality [G1] [G2]
Tory 2015 Frequency [G1] [G2]
Tory 2015 Betweenness Centrality [G1] [G2]
Tory 2017 Frequency [G1] [G2]
Tory 2017 Betweenness Centrality [G1] [G2]

Network graphs

Network graphs for experiment on using semantic vectors to find underlying semantic topography of a text.

All graphs built so far on the 1990s Google Books word2vec model. The number of "synonyms" in each case is 10. The top 100 nouns from each text were taken.

Labour vs. Tory (2019)

Text Node sizing
Labour manifesto [G1] [G2] Frequency
Tory manifesto [G1] [G2] Frequency

Labour (1964-2017) vs. Tory (1964-2019)

Text Node sizing
Labour manifestos [G1] [G2] Frequency
Tory manifestos [G1] [G2] Frequency
Labour manifestos [G1] [G2] Betweenness Centrality
Tory manifestos [G1] [G2] Betweenness Centrality

Labour (1964-1997) vs. Labour (2001-2017)

Text Node sizing
Labour manifestos (1964-1997) [G1] [G2] Frequency
Labour manifestos (2001-2017) [G1] [G2] Frequency
Labour manifestos (1964-1997) [G1] [G2] Betweenness Centrality
Labour manifestos (2001-2017) [G1] [G2] Betweenness Centrality

Tory (1964-1997) vs. Tory (2001-2017)

Text Node sizing
Tory manifestos (1964-1997) [G1] [G2] Frequency
Tory manifestos (2001-2017) [G1] [G2] Frequency
Tory manifestos (1964-1997) [G1] [G2] Betweenness Centrality
Tory manifestos (2001-2017) [G1] [G2] Betweenness Centrality

Meeting Notes

Meeting 1

See here for a copy of the powerpoint shown in the first meeting.

Meeting 2

See here for a copy of the powerpoint shown in the second meeting.

Etc