# 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")

#### Number of edges

#### Density

#### Clustering coefficient

## 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")

#### Number of edges

#### Density

#### Clustering coefficient

### 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.