Showing posts with label Films. Show all posts
Showing posts with label Films. Show all posts

Tuesday, April 4, 2017

Terry Gilliam's film career


Terence Vance Gilliam, the well-known film director, has been in the news recently, for trying yet again to film his movie The Man Who Killed Don Quixote. This movie started back in the early 1990s, and has now been up and down like a yo-yo for more than 25 years. Maybe he will complete it this time, which he didn't last year, or in 2010 or 2008 — and it is cinema legend what happened back in 2000 (as shown in the documentary Lost in La Mancha).

It has been said of Gilliam that "his directorial vision has secured his rightful place within the pantheon of substantive filmmakers as well as appreciative, if selective, audiences throughout his career." This means that his films often do well, but not all that well; he is more than an art-film maker, but not quite a mainstream director. You either love his movies or you don't — there is little or no middle ground.

Gilliam is probably best known for wanting to make what are called "independent" films but which require studio-scale funding, and then fighting with the studio executives over the finished product. He clearly wants to be an independent auteur but without the tight budget that normally goes with it. In other words, he makes his own bed and then has trouble lying in it


Being a director of some renown, there are plenty of people who have been interested in providing retrospectives and commentaries on Gilliam's career. After all, that sort of thing seems to be the principal activity in the arts world — you are either a creator or a commentator, or sometimes both (such as film commentator turned film director Peter Bogdanovich).

So, it might be worthwhile to look at what some of these commentators have thought about Gilliam's career, as represented by his directorial repertoire of completed films. This ignores his involvement with television animations and various commercials.

To date, the Gilliam directorial oeuvre consists of 12 feature-length movies:
  • Monty Python and the Holy Grail (1975)
  • Jabberwocky (1977)
  • Time Bandits (1981)
  • Brazil (1985)
  • The Adventures of Baron Munchausen (1988)
  • The Fisher King (1991)
  • Twelve Monkeys (1995)
  • Fear And Loathing In Las Vegas (1998)
  • The Brothers Grimm (2005)
  • Tideland (2005)
  • The Imaginarium of Dr Parnassus (2009)
  • The Zero Theorem (2013)
and 5 short films:
  • Storytime (1968)
  • The Miracle of Flight (1974)
  • The Crimson Permanent Assurance (1983)
  • The Legend of Hallowdega (2010)
  • The Wholly Family (2011)
In the modern world, arts commentators tend to provide rankings of works of art, telling us which work is "best" and which "worst". If nothing else, this allows a mathematical analysis, although I am never quite sure how one goes about actually ranking works of art in some linear series.

The available commentaries that contain ranked lists of Gilliam's films include some personal choices:
some compilations of comments from members of the public:
and some compilations of opinions from professional critics:
There is also a list based on the adjusted US box office grosses (Box Office Mojo); there is a combined score from multiple sources (Ultimate Movie Rankings); plus the Top 10 Films site, which does not rank three of the films. I will ignore these latter three lists, since they are not directly comparable to the other lists.

Few commentators have included the short films in their discussion, and so I will start my analysis with the two sources who have done so. Here is a time-course graph of the 17 films as ranked independently by both IndieWire and IMDB.


Note that both lists agree that Gilliam was at his best (ie. he produced the top third of his works) during the middle period of his career; and that he hasn't produced anything of note this century. This does not bode well for the future success of The Man Who Killed Don Quixote. [Note: The failure of this movie to be made is responsible for the large gap between films from 1998 to 2005.]

We could now use a phylogenetic network as an exploratory data analysis to display the consensus rankings of the feature films (only), from all of the commentators listed above. As usual, I first used the manhattan distance to calculate the similarity of the different films based on their rankings. This was followed by a neighbor-net analysis to display the between-film similarities as a network. Films that are closely connected in the network are similar to each other based on their critic rankings, and those that are further apart are progressively more different from each other.


The network shows a straightforward pattern from the highest ranked films at the top-right to the lowest at the bottom-left. In the graph, the films are numbered in the order of their production (not their ranking!). So, six of Gilliam's first seven films as director are the highest-ranked ones, by consensus, with Jabberwocky plus his final five films as the lowest-ranked.

Most of the commentators selected Brazil as their number one film, with occasional votes for Monty Python and the Holy Grail. More than a half of the commentators selected The Brother Grimm as the worst film, with Tideland running a strong second.

There is nothing unusual about any of this, of course. It is a truism of social history that most people, whether they are artists or scientists, do their most interesting and influential work during the earlier part of their career. From Isaac Newton to Albert Einstein, most scientists coast through their careers after age 35, although sometimes in their later years still collecting awards for the useful work they did 30 years before. Perhaps the best-known exception was Louis Pasteur, who made significantly different major contributions to chemistry and biology during his 20s, 30s and 40s.

Well, artists are no different. Very few of them become famous during their later life, but instead continue to be "interesting" without being either as original or influential as they were in their earlier career. They are often well known and well respected, although just as often they are completely forgotten, or even unknown to later generations. Gilliam, at least, has not suffered the latter fate.

Monday, July 13, 2015

The films of Jacques Tati


When I was young, my siblings and I used to go to the movies regularly with my father. One of the movies I remember well, even after more than 40 years, was Jacques Tati's final cinema release, Trafic.

Tati made only five cinema features, plus several short movies, and one final made-for-TV movie (made in Sweden in 1974):
  • Jour de Fête (1949)
  • Les Vacances de Monsieur Hulot (1953)
  • Mon Oncle (1958)
  • Playtime (1967)
  • Trafic (1971)
All of them were originally in French, and were released internationally with subtitles. However, Tati came from the world of mime, and so his movies had very little dialog anyway, relying instead on the "moving picture" aspect of film making.


In spite of his small output, Tati managed to have a large impact on world cinema. His movies won several awards, notably at the Cannes Film Festival and the Venice Film Festival, and Mon Oncle won the Academy Award for Best Foreign-Language Film (and Les Vacances de Monsieur Hulot received a nomination for Best Screenplay). His movies regularly appear in "Top 50" and "Top 100" lists. Many people have acknowledged his influence, and Rowan Atkinson's character Mr Bean is basically an updated English-language version of Tati's character M. Hulot (even to the extent of making Mr Bean's Holiday). There is even a small homage to Mon Oncle near the beginning of The Blues Brothers.

Not unexpectedly, then, Tati's movies continue to attract the attention of the critics. At the aggregator site Rotten Tomatoes, his movies have 100% positive reviews, except for Mon Oncle which unexpectedly has only 92%. There are a total of 89 critics listed as having written reviews about at least one of Tati's movies, although only 28 of them have reviewed more than one of the films. Indeed, only four critics have provided individual reviews of all five movies (and a few others have reviewed them collectively).

The fact that so few of the movie reviewers compare Tati's movies can be used to illustrate the dangers of assessing things in isolation. If we average the reviewer's scores for the movies, then we get this (standardized to a scale of 0-1):
Movie
Jour de Fête
Les Vacances de Monsieur Hulot
Mon Oncle
Playtime
Trafic
No. reviewers
21
33
25
43
18
Average score
0.833
0.879
0.833
0.920
0.782
Clearly, Playtime is the favorite, with Trafic trailing the field (although still with a good score).

On the other hand, this pattern is not quite repeated when we consider only those reviewers who provided scores for more than one movie. That is, we do not see quite the same pattern when we assess the pairwise preferences of those critics who scored at least two of the films.

Sometimes, the overall pattern is repeated. For example, you will note that Les Vacances de Monsieur Hulot scored higher than the other movies except for Playtime. Of the reviewers who also scored Les Vacances, 5 preferred Playtime, 4 scored them as equal, and 1 preferred Les Vacances, so that Playtime is clearly preferred. Similarly, 4 critics preferred Les Vacances to Trafic, 3 scored them as equal, and no-one preferred Trafic.

However, overall Les Vacances de Monsieur Hulot scored higher than Mon Oncle, which also reflects the latter's 92% "fresh" rating noted above, but this pattern is not repeated for the pairwise comparisons. If we look at the 10 reviewers who scored both of these movies, then 4 preferred Les Vacances to Mon Oncle, 3 scored them as equal, and 3 preferred Mon Oncle, thus showing little preference for one film over the other.

So, direct comparisons can be more important than independent assessments. Some of you will recognize this as an example of Simpson's Paradox.

As usual, we can use a phylogenetic network as a form of exploratory data analysis, to compare all five movies in a single diagram. I first used the gower similarity to calculate the similarity of the five movies based on those 20 reviewers who scored more than one movie. This was followed by a Neighbor-net analysis to display the between-film similarities as a phylogenetic network. So, films that are closely connected in the network are similar to each other based on their scores, and those that are further apart are progressively more different from each other.


Clearly, the movies are not really very different from each other in score, and there is little preference for one over another for these 20 critics. This contrasts with the scores from all 89 critics.

The "audience score" at Rotten Tomatoes differs somewhat from the critics' scores. They score Playtime (90%) and Mon Oncle (89%) at the top, followed by Les Vacances de M. Hulot (86%) and Jour de Fête (85%), and finally Trafic (77%). In spite of this, I still have a soft spot for Trafic, although Mon Oncle is my personal favourite.

Monday, July 1, 2013

Networks of the "Sight & Sound" film polls


There are at least three things wrong with "best of" lists: (i) there is rarely any clear idea of what "best" is supposed to mean; (ii) the list is of arbitrary length (eg. Top-10 only); and (iii) the ranking does not reflect the differences in the original scores.

A good example of all three problems is the "Greatest Films Poll" produced every decade by Sight & Sound magazine, which lists the Top 10 films as voted by selected film critics. You will find dozens of web sites that reproduce these lists (which started in 1952), with arguments and counter-arguments about the films that have appeared on the various lists. Much of the commentary on the latest poll is summarized here.


As far as point (i) is concerned, since the lists are compiled from the voting of film commentators, rather than film makers or the general viewing public, this clearly defines "best" as having something to do with the things that appeal most to critics. For example, Scott Tobias notes that: "Since its inception, the poll has championed films that have dramatically altered the [film] landscape", rather than films that the general public enjoys. We cannot change this bias, and for the sake of the argument, we will accept the critics' point of view in this blog post (ie. we are going to look at films that are challenging, or that changed the ways things are done).

However, we can easily address the other two problems in a quantitative way. For point (ii) we do not need to truncate the list at an arbitrary number like 10, and for point (iii) we can use the original votes because (to one extent or another) they are available on the web. In this post, I use a network to investigate the patterns in the data from the votes cast in all seven of the Sight & Sound polls to date.

The poll

Sight & Sound magazine solicits a list of their "top 10 films" from a each of a number of critics. [Note that all each critic does in order to vote is write a list of 10 films, and send it in.] For example, in 2012 the magazine solicited lists from 1000 commentators and received 846 lists in reply. However, the numbers of lists available for the polls were only 119-145 in 1982-2002 and 31-35 in 1952-1972. The number of times each film appears in any of the critics lists is summed; and the total is used to produce the Top-10 list for that particular poll (ie. the total equals the number of critics who listed the film in their Top 10). However, the magazine's Top-10 list rarely contains precisely 10 films, due to ties in the voting.

It is important to emphasize how these data can be interpreted, because most of the media reports get it badly wrong. To say, as many of the media did, that "In the 2012 poll the critics voted Vertigo the best movie of all time" is wrong, because the vast majority of the critics (77%) said that this film doesn't even belong in the top 10. And yet it is listed as the no. 1 film, because more critics (23%) put it on their list than did so for any other film. Similarly, 91% of the critics said The Searchers should not be in the top 10, and yet it is ranked no. 7. So, the rank order of the films is simply that — a rank order; it does not tell you how many critics think highly of each film.

The data

I tried to compile all of the available data for the Critics' Poll (not the separate Directors' Poll), and I ended up using the following sources:
http://alumnus.caltech.edu/~ejohnson/
http://www.oocities.org/the7thart/1982.html
http://www.cinemacom.com/sight-and-sound.html
http://www.cinemacom.com/2002-sight-sound.html
http://explore.bfi.org.uk/sightandsoundpolls/2012/critics/
1952,1962,1972
1982
1992
2002
2012

The 1972 data are somewhat incomplete, and the 1982 data are somewhat doubtful, but I could not find multiple copies of these lists to cross-check them.

Most films get very few votes in any one year. For instance, in 2012 the 5th placed film was listed by only 11% of the critics. Clearly, rank order means little below that point, as the order of the films then involves splitting hairs. Part of the problem here is that most of the film directors have the critics' votes spread across several of their films, so that each of their films receives only a few votes even though the director actually accumulates many votes for their whole body of work. This does not seem to happen for the top-ranked films, where one film is "chosen" as the outstanding one, and almost all of that director's votes go to that single film.

Moreover, most films do not appear regularly in the polls. For example, of the 94 films that appeared at least once in the top 30 across all of the polls, only 4 appeared in all 7 polls, and 50 of the films appeared in the top 30 only once.

The analysis

In order to make the data comparable between polls, I have had to break the dataset up into two overlapping subsets, because of the paucity of data available in the polls from the early years:
  1. data for all seven polls, which consist of the vote scores only for movies that appeared in the top c. 30 ranking (a total of 94 films) — the number of films varied from 27-33 between polls depending on tied votes, except 1972 for which I could find data only for the top 23 films;
  2. data for the 1982, 1992, 2002 and 2012 polls only, which consist of the vote scores for movies that appeared in the top c. 130 ranking (a total of 232 films) — the number varied from 125-130 between polls depending on tied votes.
In the latter case, 53 of the 232 films appeared in all 4 years, while 95 films appeared in one poll only.

For the technical details of the analysis, I normalized the data within each poll, and I then calculated the similarity of the poll results using the Steinhaus dissimilarity (which ignores "negative matches", as discussed in a previous blog post). A Neighbor-net analysis was then used to display the between-film similarities as a phylogenetic network. So, films that are closely connected in the network are similar to each other based on their poll results, and those that are further apart are progressively more different from each other.

Comparison of the polls

When comparing all 7 polls, the important point turns out to be that only 4 / 94 films appeared in all 7 polls, while 50 / 94 films appeared in only one of the polls. This means that there is very little consistency between the polls.


The network illustrates this by arranging the years in an anti-clockwise circle. So, the 1952 poll shares a lot of films with the 1962 poll, which shares films with the 1972 poll, and so on around the circle. Thus, the 1952 poll shares little with the 2012 poll. Therefore, we can conclude that film preference changes through time for the critics. This is partly because the critics change (ie. they come and go, as critics), and also because the films available change, with new films appearing constantly. This can be investigated further by looking at networks of the films themselves, which I do next.

The seven polls for 1952-2012

The relationships among the films, as shown in the network, are strongly determined by which polls they appeared in, rather than by where they were ranked in those polls. That is, the locations of the films in the network is determined most by their presence / absence in each of the seven polls.


Clearly, how many polls a film can appear in is determined by when the film was made, as well as when it achieved critical appreciation. There are 17 films that have appeared in the Top 30 list for every poll after they first got onto the list.

Four films made it into all 7 polls:
   Citizen Kane
   La Règle du Jeu (The Rules of the Game)
   Battleship Potemkin
   Passion de Jeanne d'Arc (The Passion of Joan of Arc)
Two films missed the first poll only:
   Sunrise: A Song of Two Humans
   L'Avventura
Four films missed the first two polls only:
   Vertigo
   The Searchers
   2001: A Space Odyssey
   8½
Two films missed the first three polls:
   Seven Samurai
   Singin' in the Rain
One film missed the first four polls:
   À Bout de Souffle (Breathless)
Four films missed the first five polls:
   Rashomon
   The Godfather
   The Godfather Part II
   Au Hazard Balthazar

Other films have come and gone from the Top 30, which determines their position in the network. For example, The General did not make the first or last polls but did make all of the ones in between; and Ugetsu Monogatari missed the first one and the final two. Others have come and gone sporadically, notably Greed, City Lights, Bicycle Thieves, Intolerance, and Wild Strawberries (Smultronstället). The Gold Rush and La Grande Illusion (The Grand Illusion) made only the first three lists, and Zéro de Conduite, The Childhood of Maxim Gorki, Monsieur Verdoux, and Earth made the first two lists only — these films have clearly fallen from favour.

Les Enfants du Paradis (Children of Paradise) has a strange position in the network because it appeared only in the 1952 and 1982 Top 30 lists. Most oddly, Tokyo Story, L'Atalante, and Pather Panchali made the 1962, 1992, 2002 and 2012 lists (except Pather Panchali in 2012) but none of these appeared in the 1972 or 1982 Top 30 lists. Perhaps this relates to the poor quality of the data that I have for those two polls.

Anyway, there is little evidence here of consistency regarding how appealing any particular film is to the critics. I won't go so far as to say there are fads through time, but clearly the idea of "best films" is not a particularly constant thing across decades.

The four polls for 1982-2012

The four-poll dataset includes many more films for which there are data available. This dataset shows much stronger clustering of the films, because there are far fewer possible patterns of relationship across only 4 polls instead of 7. I have labelled only the Top 10 films from the the most recent poll (2012), since that is the current "best" list.


Of the 232 films, 53 appeared in the Top 130 list for all four polls, 13 films missed only the first poll, and 8 missed only the last poll. The remaining films have appeared sporadically, with 95 of them appearing only once.

The top 15 films stand out from the others based on their average score across the four polls, and they form the cluster in the bottom-right corner of the network. That is, the network suggests that we should have a Top-15 list (not a Top-10 list). In order of average critic scores, the films are:
Citizen Kane
La Règle du Jeu
Vertigo
Tokyo Story
2001: A Space Odyssey
Battleship Potemkin
The Searchers
Sunrise: A Song of Two Humans
8½
Singin' in the Rain
Seven Samurai
Passion de Jeanne d'Arc
L'Atalante
L'Avventura
The General
Orson Welles
Jean Renoir
Alfred Hitchcock
Yasujirô Ozu
Stanley Kubrick
Sergei Eisenstein
John Ford
F W Murnau
Federico Fellini
Stanley Donen & Gene Kelly
Akira Kurosawa
Carl Theodor Dreyer
Jean Vigo
Michelangelo Antonioni
Buster Keaton & Clyde Bruckman
1941
1939
1958
1953
1968
1925
1956
1927
1963
1952
1954
1928
1934
1960
1927

Note that this list, and its order, is based on all four polls. Consequently, it reflects each film's assessment over 40 years, rather than merely its current popularity. Note, also, that the top 2 films (Citizen Kane, and La Règle du Jeu) also appeared in all 7 polls (see above), indicating that they have been consistently appreciated by the critics for 70 years, with only Battleship Potemkin and Passion de Jeanne d'Arc as competitors. Of the directors involved in these four films, probably only Orson Welles is well-known to the general public, possibly because of the age of the films (only four of the Top-15 have been made in my lifetime!).

In the list there are 6 American films, 3 French, 2 Japanese, 2 Italian, 1 Russian, and 1 American-British collaboration. Of the15 films, 7 were nominated for at least one Academy Award, but only 4 of them won one. Very few of them were particularly popular with the public when they were first released.

As noted above, no director appears more than once in this list, as one of their films has been singled out by the critics. These are not necessarily their best films, but are more likely to be their most radical film in terms that affected other filmmakers and the critics. The big losers in this sense are those directors who have many films in the list, none of which scores well on its own. For example, Jean-Luc Godard has 8 nominated films, as does Luis Buñuel, while Robert Bresson has 7 films, Howard Hawks, Satyajit Ray, and Charles Chaplin all have 6, and Ingmar Bergman has 5, as also does the team of Michael Powell & Emeric Pressburger.

Finally, the graph below illustrates the changing nature of the critics' choices. It shows the fate of 9 of the top 10 films from the list over the four polls. The top five films in the most recent poll (2012) have all changed consistently in score across the four polls, with two decreasing (Citizen Kane, La Règle du Jeu) and three increasing (Vertigo, Sunrise: A Song of Two Humans, and 2001: A Space Odyssey). The most obvious connection between Citizen Kane and Vertigo (the former and current No. 1, respectively) is that Bernard Herrmann wrote the music for both movies, and his music has been considered to play an important dramatic role in both cases.


Conclusion

Those of you who are interested in the top-rated movies might like to look at Bill Georgaris' list from February 2013:

This was compiled from all available lists, not just those from the Sight & Sound polls, although the results are dominated by the Sight & Sound 2012 rankings (31.5% of the 3,194 votes).