Generic JSON
Google Colab notebook
Try out Pheno-Ranker using our Google Colab notebook. You can view it without signing in, but running the code requires a Google account.
We also have a local copy of the notebook that can be downloaded from the repo.
About this tutorial
This tutorial deliberately uses generic JSON data (i.e., movies) to illustrate the capabilities of Pheno-Ranker, as starting with familiar examples can help you better grasp its usage.
Once you are comfortable with the concepts using movie data, you will find it easier to apply Pheno-Ranker to real GA4GH standards. For specific examples, please refer to the cohort and patient pages in this documentation.
Moviepackets:¶
For the tutorial we will use the format Moviepackets to demonstrate the power of Pheno-Ranker with any JSON file.
MoviePackets logo
What is a Moviepacket (MXF) file?
A Moviepacket is an invented format 
designed to describe movies, analogous to Phenopackets v2 used for pheno-clinical data.
Imagine you have a catalog of 25 movies described in JSON format. Each movie has several properties (a.k.a. terms).
[
{
"title": "TheShawshankRedemption",
"genre": [
"Drama"
],
"year": 1994,
"country": "USA",
"rating": 9.3
},
{
"title": "TheGodfather",
"genre": [
"Crime",
"Drama"
],
"year": 1972,
"country": "USA",
"rating": 9.2
},...
]
You are interested in checking the variety of your catalog and plan to use Pheno-Ranker. The first thing that we are going to create is a configuration file.
What is a Pheno-Ranker configuration file?
A configuration file is a text file in YAML format (JSON is also accepted) that serves to initialize some variables. It is particularly important when you are not using the two supported formats out-of-the-box that are BFF and PXF.
Do I need to create a configuration file?
This file only has to be created if you are working with your own JSON format.
If your file format resembles Moviepackets, you can use that file directly. Just ensure you modify the terms to align with your data.
Creating a configuration file¶
To create a configuration file, start by reviewing the example file provided with the installation. The goal is to replace the contents of such file with those from your project. If your movies did not have array-based properties the configuration file will look like this:
# Set the format
format: MXF # Optional unless you have array-based properties
# Set the primary key for the objects
primary_key: title
# Set the allowed terms or properties for use with include|exclude-terms
allowed_terms: [country,genre,year]
But because your data has the term genre, which is an array the file will look like this:
# Set the format
format: MXF
# Set the primary key for the objects
primary_key: title
# Set the allowed terms or properties for use with include|exclude-terms
allowed_terms: [country,genre,year,title]
# Set the terms which are arrays
array_terms: [genre]
# Set the regex to identify array indexes, guiding their substitution within array elements
array_regex: '^([^:]+):(\d+)'
# Set the path to select values for substituting array indexes
id_correspondence:
MXF:
genre: genre
In the table below we show which parameters are needed depending on the format:
| Format | Required properties | Optional properties | Pre-configured |
|---|---|---|---|
| BFF / PXF | primary_key, allowed_terms, array_terms, array_regex, id_correspondence |
format |
✓ |
Others (array) |
format, primary_key, allowed_terms, array_terms, id_correspondence |
array_regex |
|
Others (non-array) |
primary_key, allowed_terms |
format |
- Where:
- format, is a
stringthat defines your particular format. In this caseMXF. Note that it has to match that ofid_correspondence. - primary_key, the key that will be used as an item identifier.
- allowed_terms, defined as an array, delineates the terms permitted for use with the
--include-termsand--exclude-termsoptions. This mechanism is in place to ensure data validation and to mitigate user errors, such as typos, in specifying terms. If--include-termsor--exclude-termsoptions are not specified, all terms present in the JSON file will be considered valid, irrespective of their inclusion in this list. - array_terms, is an
arrayto enumerate which properties are arrays. - array_regex, it's an
stringto parse flattened keys. It's used in conjunction withid_correspondence. - id_correspondence, is an
objectthat (in combination witharray_regex) serves to rename array elements and not rely on numeric indexes.
- format, is a
Running Pheno-Ranker¶
Once you have created the mapping file you can proceed to run pheno-ranker with the command-line interface.
Example 1: Let's start by using all terms¶
The result is a file named matrix.txt. Find below the result of the clustering with R.
Included R scripts
You can find in the link below a few examples to perform clustering and multimensional scaling with your data:
Example 2: Let's cluster by year¶
Example 3: Let's cluster by genre¶
Example 4: Let's apply weights to genre¶
We will use the file t/movies_weigths.yaml that has the following content:
pheno-ranker -r t/movies.json --include-terms genre --w t/movies_weigths.yaml --config t/movies_config.yaml
Example 5: Let's create a graph to be used in Cytoscape¶
Pheno-ranker can export matrix.txt in a JSON format that is compatible with Cytoscape ecosystem:
Directed or undirected graph?
Note that the cytoscape.json file is serialized as JSON, consisting only of the upper right triangle of the symmetric matrix to avoid data repetition. The graph is intended to be interpreted as undirected for visual purposes. Ensure that your application logic or analysis tools interpret this accordingly if they rely on undirected connectivity.
See cytoscape.json
{
"elements" : {
"edges" : [
{
"data" : {
"source" : "Casablanca",
"target" : "CityofGod",
"weight" : "11"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "FightClub",
"weight" : "8"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "ForrestGump",
"weight" : "7"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Gladiator",
"weight" : "8"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Goodfellas",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Inception",
"weight" : "12"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Interstellar",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "LifeisBeautiful",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "PulpFiction",
"weight" : "9"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "SavingPrivateRyan",
"weight" : "7"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Schindler'sList",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "Se7en",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "SpiritedAway",
"weight" : "14"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "12"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheDarkKnight",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheGodfather",
"weight" : "9"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheGreenMile",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "12"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "12"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheMatrix",
"weight" : "11"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "ThePianist",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheShawshankRedemption",
"weight" : "8"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheSilenceoftheLambs",
"weight" : "10"
}
},
{
"data" : {
"source" : "Casablanca",
"target" : "TheUsualSuspects",
"weight" : "10"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "FightClub",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "ForrestGump",
"weight" : "10"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Gladiator",
"weight" : "11"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Goodfellas",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Inception",
"weight" : "13"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Interstellar",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "LifeisBeautiful",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "PulpFiction",
"weight" : "8"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "SavingPrivateRyan",
"weight" : "8"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Schindler'sList",
"weight" : "11"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "Se7en",
"weight" : "7"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "SpiritedAway",
"weight" : "11"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "13"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheDarkKnight",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheGodfather",
"weight" : "8"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheGreenMile",
"weight" : "7"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "11"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "11"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheMatrix",
"weight" : "12"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "ThePianist",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheShawshankRedemption",
"weight" : "9"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheSilenceoftheLambs",
"weight" : "7"
}
},
{
"data" : {
"source" : "CityofGod",
"target" : "TheUsualSuspects",
"weight" : "11"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "ForrestGump",
"weight" : "5"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Gladiator",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Goodfellas",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Inception",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Interstellar",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "LifeisBeautiful",
"weight" : "10"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "PulpFiction",
"weight" : "7"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "SavingPrivateRyan",
"weight" : "7"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Schindler'sList",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "Se7en",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "SpiritedAway",
"weight" : "12"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "10"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheDarkKnight",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheGodfather",
"weight" : "7"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheGreenMile",
"weight" : "6"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "10"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheMatrix",
"weight" : "7"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "ThePianist",
"weight" : "10"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheShawshankRedemption",
"weight" : "6"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheSilenceoftheLambs",
"weight" : "8"
}
},
{
"data" : {
"source" : "FightClub",
"target" : "TheUsualSuspects",
"weight" : "10"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Gladiator",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Goodfellas",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Inception",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Interstellar",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "LifeisBeautiful",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "PulpFiction",
"weight" : "6"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "SavingPrivateRyan",
"weight" : "8"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Schindler'sList",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "Se7en",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "SpiritedAway",
"weight" : "13"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "11"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheDarkKnight",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheGodfather",
"weight" : "8"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheGreenMile",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "11"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheMatrix",
"weight" : "10"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "ThePianist",
"weight" : "11"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheShawshankRedemption",
"weight" : "5"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheSilenceoftheLambs",
"weight" : "9"
}
},
{
"data" : {
"source" : "ForrestGump",
"target" : "TheUsualSuspects",
"weight" : "11"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "Goodfellas",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "Inception",
"weight" : "8"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "Interstellar",
"weight" : "8"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "LifeisBeautiful",
"weight" : "12"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "PulpFiction",
"weight" : "9"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "SavingPrivateRyan",
"weight" : "9"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "Schindler'sList",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "Se7en",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "SpiritedAway",
"weight" : "12"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "8"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheDarkKnight",
"weight" : "8"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheGodfather",
"weight" : "9"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheGreenMile",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheMatrix",
"weight" : "9"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "ThePianist",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheShawshankRedemption",
"weight" : "8"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheSilenceoftheLambs",
"weight" : "10"
}
},
{
"data" : {
"source" : "Gladiator",
"target" : "TheUsualSuspects",
"weight" : "10"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "Inception",
"weight" : "12"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "Interstellar",
"weight" : "10"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "LifeisBeautiful",
"weight" : "12"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "PulpFiction",
"weight" : "7"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "SavingPrivateRyan",
"weight" : "9"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "Schindler'sList",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "Se7en",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "SpiritedAway",
"weight" : "14"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "StarWars:EpisodeV-TheEmpireStrikesBack",
"weight" : "10"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheDarkKnight",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheGodfather",
"weight" : "7"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheGreenMile",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheLordoftheRings:TheFellowshipoftheRing",
"weight" : "12"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheLordoftheRings:TheReturnoftheKing",
"weight" : "12"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheMatrix",
"weight" : "9"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "ThePianist",
"weight" : "10"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheShawshankRedemption",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheSilenceoftheLambs",
"weight" : "8"
}
},
{
"data" : {
"source" : "Goodfellas",
"target" : "TheUsualSuspects",
"weight" : "10"
}
},
{
"data" : {
"source" : "Inception",
"target" : "Interstellar",
"weight" : "8"
}
},
{
"data" : {
"source" : "Inception",
"target" : "LifeisBeautiful",
"weight" : "14"
}
},
{
"data" : {
"source" : "Inception",
"target" : "PulpFiction",
"weight" : "11"
}
},
{
"data" : {
"source" : "Inception",
"target" : "SavingPrivateRyan",
"weight" : "11"
}
},
{
"data" : {
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"weight" : "12"
}
},
{
"data" : {
"source" : "TheLordoftheRings:TheReturnoftheKing",
"target" : "TheUsualSuspects",
"weight" : "14"
}
},
{
"data" : {
"source" : "TheMatrix",
"target" : "ThePianist",
"weight" : "13"
}
},
{
"data" : {
"source" : "TheMatrix",
"target" : "TheShawshankRedemption",
"weight" : "9"
}
},
{
"data" : {
"source" : "TheMatrix",
"target" : "TheSilenceoftheLambs",
"weight" : "11"
}
},
{
"data" : {
"source" : "TheMatrix",
"target" : "TheUsualSuspects",
"weight" : "11"
}
},
{
"data" : {
"source" : "ThePianist",
"target" : "TheShawshankRedemption",
"weight" : "10"
}
},
{
"data" : {
"source" : "ThePianist",
"target" : "TheSilenceoftheLambs",
"weight" : "12"
}
},
{
"data" : {
"source" : "ThePianist",
"target" : "TheUsualSuspects",
"weight" : "12"
}
},
{
"data" : {
"source" : "TheShawshankRedemption",
"target" : "TheSilenceoftheLambs",
"weight" : "8"
}
},
{
"data" : {
"source" : "TheShawshankRedemption",
"target" : "TheUsualSuspects",
"weight" : "10"
}
},
{
"data" : {
"source" : "TheSilenceoftheLambs",
"target" : "TheUsualSuspects",
"weight" : "8"
}
}
],
"nodes" : [
{
"data" : {
"id" : "Casablanca"
}
},
{
"data" : {
"id" : "CityofGod"
}
},
{
"data" : {
"id" : "FightClub"
}
},
{
"data" : {
"id" : "ForrestGump"
}
},
{
"data" : {
"id" : "Gladiator"
}
},
{
"data" : {
"id" : "Goodfellas"
}
},
{
"data" : {
"id" : "Inception"
}
},
{
"data" : {
"id" : "Interstellar"
}
},
{
"data" : {
"id" : "LifeisBeautiful"
}
},
{
"data" : {
"id" : "PulpFiction"
}
},
{
"data" : {
"id" : "SavingPrivateRyan"
}
},
{
"data" : {
"id" : "Schindler'sList"
}
},
{
"data" : {
"id" : "Se7en"
}
},
{
"data" : {
"id" : "SpiritedAway"
}
},
{
"data" : {
"id" : "StarWars:EpisodeV-TheEmpireStrikesBack"
}
},
{
"data" : {
"id" : "TheDarkKnight"
}
},
{
"data" : {
"id" : "TheGodfather"
}
},
{
"data" : {
"id" : "TheGreenMile"
}
},
{
"data" : {
"id" : "TheLordoftheRings:TheFellowshipoftheRing"
}
},
{
"data" : {
"id" : "TheLordoftheRings:TheReturnoftheKing"
}
},
{
"data" : {
"id" : "TheMatrix"
}
},
{
"data" : {
"id" : "ThePianist"
}
},
{
"data" : {
"id" : "TheShawshankRedemption"
}
},
{
"data" : {
"id" : "TheSilenceoftheLambs"
}
},
{
"data" : {
"id" : "TheUsualSuspects"
}
}
]
}
}
You can also get summary statistics on the graph:
pheno-ranker -r t/movies.json --cytoscape-json cytoscape.json --graph-stats graph_stats.txt --config t/movies_config.yaml
See graph_stats.txt
Metric: Hamming
Number of vertices: 25
Number of edges: 300
Is connected: 1
Connected Components: 1
Graph Diameter: Casablanca->SpiritedAway
Average Path Length: 9.85333333333333
Degree of vertex Casablanca: 24
Degree of vertex CityofGod: 24
Degree of vertex FightClub: 24
Degree of vertex ForrestGump: 24
Degree of vertex Gladiator: 24
Degree of vertex Goodfellas: 24
Degree of vertex Inception: 24
Degree of vertex Interstellar: 24
Degree of vertex LifeisBeautiful: 24
Degree of vertex PulpFiction: 24
Degree of vertex SavingPrivateRyan: 24
Degree of vertex Schindler'sList: 24
Degree of vertex Se7en: 24
Degree of vertex SpiritedAway: 24
Degree of vertex StarWars:EpisodeV-TheEmpireStrikesBack: 24
Degree of vertex TheDarkKnight: 24
Degree of vertex TheGodfather: 24
Degree of vertex TheGreenMile: 24
Degree of vertex TheLordoftheRings:TheFellowshipoftheRing: 24
Degree of vertex TheLordoftheRings:TheReturnoftheKing: 24
Degree of vertex TheMatrix: 24
Degree of vertex ThePianist: 24
Degree of vertex TheShawshankRedemption: 24
Degree of vertex TheSilenceoftheLambs: 24
Degree of vertex TheUsualSuspects: 24
MST has 24 edges
Shortest path from Casablanca to CityofGod is Casablanca->CityofGod [2] with length 11
Shortest path from Casablanca to FightClub is Casablanca->FightClub [2] with length 8
Shortest path from Casablanca to ForrestGump is Casablanca->ForrestGump [2] with length 7
Shortest path from Casablanca to Gladiator is Casablanca->Gladiator [2] with length 8
Shortest path from Casablanca to Goodfellas is Casablanca->Goodfellas [2] with length 10
Shortest path from Casablanca to Inception is Casablanca->Inception [2] with length 12
Shortest path from Casablanca to Interstellar is Casablanca->Interstellar [2] with length 10
Shortest path from Casablanca to LifeisBeautiful is Casablanca->LifeisBeautiful [2] with length 10
Shortest path from Casablanca to PulpFiction is Casablanca->PulpFiction [2] with length 9
Shortest path from Casablanca to SavingPrivateRyan is Casablanca->SavingPrivateRyan [2] with length 7
Shortest path from Casablanca to Schindler'sList is Casablanca->Schindler'sList [2] with length 10
Shortest path from Casablanca to Se7en is Casablanca->Se7en [2] with length 10
Shortest path from Casablanca to SpiritedAway is Casablanca->SpiritedAway [2] with length 14
Shortest path from Casablanca to StarWars:EpisodeV-TheEmpireStrikesBack is Casablanca->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from Casablanca to TheDarkKnight is Casablanca->TheDarkKnight [2] with length 10
Shortest path from Casablanca to TheGodfather is Casablanca->TheGodfather [2] with length 9
Shortest path from Casablanca to TheGreenMile is Casablanca->TheGreenMile [2] with length 10
Shortest path from Casablanca to TheLordoftheRings:TheFellowshipoftheRing is Casablanca->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from Casablanca to TheLordoftheRings:TheReturnoftheKing is Casablanca->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from Casablanca to TheMatrix is Casablanca->TheMatrix [2] with length 11
Shortest path from Casablanca to ThePianist is Casablanca->ThePianist [2] with length 10
Shortest path from Casablanca to TheShawshankRedemption is Casablanca->TheShawshankRedemption [2] with length 8
Shortest path from Casablanca to TheSilenceoftheLambs is Casablanca->TheSilenceoftheLambs [2] with length 10
Shortest path from Casablanca to TheUsualSuspects is Casablanca->TheUsualSuspects [2] with length 10
Shortest path from CityofGod to Casablanca is CityofGod->Casablanca [2] with length 11
Shortest path from CityofGod to FightClub is CityofGod->FightClub [2] with length 9
Shortest path from CityofGod to ForrestGump is CityofGod->ForrestGump [2] with length 10
Shortest path from CityofGod to Gladiator is CityofGod->Gladiator [2] with length 11
Shortest path from CityofGod to Goodfellas is CityofGod->Goodfellas [2] with length 9
Shortest path from CityofGod to Inception is CityofGod->Inception [2] with length 13
Shortest path from CityofGod to Interstellar is CityofGod->Interstellar [2] with length 9
Shortest path from CityofGod to LifeisBeautiful is CityofGod->LifeisBeautiful [2] with length 9
Shortest path from CityofGod to PulpFiction is CityofGod->PulpFiction [2] with length 8
Shortest path from CityofGod to SavingPrivateRyan is CityofGod->SavingPrivateRyan [2] with length 8
Shortest path from CityofGod to Schindler'sList is CityofGod->Schindler'sList [2] with length 11
Shortest path from CityofGod to Se7en is CityofGod->Se7en [2] with length 7
Shortest path from CityofGod to SpiritedAway is CityofGod->SpiritedAway [2] with length 11
Shortest path from CityofGod to StarWars:EpisodeV-TheEmpireStrikesBack is CityofGod->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 13
Shortest path from CityofGod to TheDarkKnight is CityofGod->TheDarkKnight [2] with length 9
Shortest path from CityofGod to TheGodfather is CityofGod->TheGodfather [2] with length 8
Shortest path from CityofGod to TheGreenMile is CityofGod->TheGreenMile [2] with length 7
Shortest path from CityofGod to TheLordoftheRings:TheFellowshipoftheRing is CityofGod->TheLordoftheRings:TheFellowshipoftheRing [2] with length 11
Shortest path from CityofGod to TheLordoftheRings:TheReturnoftheKing is CityofGod->TheLordoftheRings:TheReturnoftheKing [2] with length 11
Shortest path from CityofGod to TheMatrix is CityofGod->TheMatrix [2] with length 12
Shortest path from CityofGod to ThePianist is CityofGod->ThePianist [2] with length 9
Shortest path from CityofGod to TheShawshankRedemption is CityofGod->TheShawshankRedemption [2] with length 9
Shortest path from CityofGod to TheSilenceoftheLambs is CityofGod->TheSilenceoftheLambs [2] with length 7
Shortest path from CityofGod to TheUsualSuspects is CityofGod->TheUsualSuspects [2] with length 11
Shortest path from FightClub to Casablanca is FightClub->Casablanca [2] with length 8
Shortest path from FightClub to CityofGod is FightClub->CityofGod [2] with length 9
Shortest path from FightClub to ForrestGump is FightClub->ForrestGump [2] with length 5
Shortest path from FightClub to Gladiator is FightClub->Gladiator [2] with length 8
Shortest path from FightClub to Goodfellas is FightClub->Goodfellas [2] with length 8
Shortest path from FightClub to Inception is FightClub->Inception [2] with length 8
Shortest path from FightClub to Interstellar is FightClub->Interstellar [2] with length 8
Shortest path from FightClub to LifeisBeautiful is FightClub->LifeisBeautiful [2] with length 10
Shortest path from FightClub to PulpFiction is FightClub->PulpFiction [2] with length 7
Shortest path from FightClub to SavingPrivateRyan is FightClub->SavingPrivateRyan [2] with length 7
Shortest path from FightClub to Schindler'sList is FightClub->Schindler'sList [2] with length 8
Shortest path from FightClub to Se7en is FightClub->Se7en [2] with length 8
Shortest path from FightClub to SpiritedAway is FightClub->SpiritedAway [2] with length 12
Shortest path from FightClub to StarWars:EpisodeV-TheEmpireStrikesBack is FightClub->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from FightClub to TheDarkKnight is FightClub->TheDarkKnight [2] with length 8
Shortest path from FightClub to TheGodfather is FightClub->TheGodfather [2] with length 7
Shortest path from FightClub to TheGreenMile is FightClub->TheGreenMile [2] with length 6
Shortest path from FightClub to TheLordoftheRings:TheFellowshipoftheRing is FightClub->TheLordoftheRings:TheFellowshipoftheRing [2] with length 8
Shortest path from FightClub to TheLordoftheRings:TheReturnoftheKing is FightClub->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from FightClub to TheMatrix is FightClub->TheMatrix [2] with length 7
Shortest path from FightClub to ThePianist is FightClub->ThePianist [2] with length 10
Shortest path from FightClub to TheShawshankRedemption is FightClub->TheShawshankRedemption [2] with length 6
Shortest path from FightClub to TheSilenceoftheLambs is FightClub->TheSilenceoftheLambs [2] with length 8
Shortest path from FightClub to TheUsualSuspects is FightClub->TheUsualSuspects [2] with length 10
Shortest path from ForrestGump to Casablanca is ForrestGump->Casablanca [2] with length 7
Shortest path from ForrestGump to CityofGod is ForrestGump->CityofGod [2] with length 10
Shortest path from ForrestGump to FightClub is ForrestGump->FightClub [2] with length 5
Shortest path from ForrestGump to Gladiator is ForrestGump->Gladiator [2] with length 9
Shortest path from ForrestGump to Goodfellas is ForrestGump->Goodfellas [2] with length 9
Shortest path from ForrestGump to Inception is ForrestGump->Inception [2] with length 9
Shortest path from ForrestGump to Interstellar is ForrestGump->Interstellar [2] with length 9
Shortest path from ForrestGump to LifeisBeautiful is ForrestGump->LifeisBeautiful [2] with length 9
Shortest path from ForrestGump to PulpFiction is ForrestGump->PulpFiction [2] with length 6
Shortest path from ForrestGump to SavingPrivateRyan is ForrestGump->SavingPrivateRyan [2] with length 8
Shortest path from ForrestGump to Schindler'sList is ForrestGump->Schindler'sList [2] with length 9
Shortest path from ForrestGump to Se7en is ForrestGump->Se7en [2] with length 9
Shortest path from ForrestGump to SpiritedAway is ForrestGump->SpiritedAway [2] with length 13
Shortest path from ForrestGump to StarWars:EpisodeV-TheEmpireStrikesBack is ForrestGump->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 11
Shortest path from ForrestGump to TheDarkKnight is ForrestGump->TheDarkKnight [2] with length 9
Shortest path from ForrestGump to TheGodfather is ForrestGump->TheGodfather [2] with length 8
Shortest path from ForrestGump to TheGreenMile is ForrestGump->TheGreenMile [2] with length 9
Shortest path from ForrestGump to TheLordoftheRings:TheFellowshipoftheRing is ForrestGump->TheLordoftheRings:TheFellowshipoftheRing [2] with length 9
Shortest path from ForrestGump to TheLordoftheRings:TheReturnoftheKing is ForrestGump->TheLordoftheRings:TheReturnoftheKing [2] with length 11
Shortest path from ForrestGump to TheMatrix is ForrestGump->TheMatrix [2] with length 10
Shortest path from ForrestGump to ThePianist is ForrestGump->ThePianist [2] with length 11
Shortest path from ForrestGump to TheShawshankRedemption is ForrestGump->TheShawshankRedemption [2] with length 5
Shortest path from ForrestGump to TheSilenceoftheLambs is ForrestGump->TheSilenceoftheLambs [2] with length 9
Shortest path from ForrestGump to TheUsualSuspects is ForrestGump->TheUsualSuspects [2] with length 11
Shortest path from Gladiator to Casablanca is Gladiator->Casablanca [2] with length 8
Shortest path from Gladiator to CityofGod is Gladiator->CityofGod [2] with length 11
Shortest path from Gladiator to FightClub is Gladiator->FightClub [2] with length 8
Shortest path from Gladiator to ForrestGump is Gladiator->ForrestGump [2] with length 9
Shortest path from Gladiator to Goodfellas is Gladiator->Goodfellas [2] with length 10
Shortest path from Gladiator to Inception is Gladiator->Inception [2] with length 8
Shortest path from Gladiator to Interstellar is Gladiator->Interstellar [2] with length 8
Shortest path from Gladiator to LifeisBeautiful is Gladiator->LifeisBeautiful [2] with length 12
Shortest path from Gladiator to PulpFiction is Gladiator->PulpFiction [2] with length 9
Shortest path from Gladiator to SavingPrivateRyan is Gladiator->SavingPrivateRyan [2] with length 9
Shortest path from Gladiator to Schindler'sList is Gladiator->Schindler'sList [2] with length 10
Shortest path from Gladiator to Se7en is Gladiator->Se7en [2] with length 10
Shortest path from Gladiator to SpiritedAway is Gladiator->SpiritedAway [2] with length 12
Shortest path from Gladiator to StarWars:EpisodeV-TheEmpireStrikesBack is Gladiator->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 8
Shortest path from Gladiator to TheDarkKnight is Gladiator->TheDarkKnight [2] with length 8
Shortest path from Gladiator to TheGodfather is Gladiator->TheGodfather [2] with length 9
Shortest path from Gladiator to TheGreenMile is Gladiator->TheGreenMile [2] with length 10
Shortest path from Gladiator to TheLordoftheRings:TheFellowshipoftheRing is Gladiator->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from Gladiator to TheLordoftheRings:TheReturnoftheKing is Gladiator->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from Gladiator to TheMatrix is Gladiator->TheMatrix [2] with length 9
Shortest path from Gladiator to ThePianist is Gladiator->ThePianist [2] with length 10
Shortest path from Gladiator to TheShawshankRedemption is Gladiator->TheShawshankRedemption [2] with length 8
Shortest path from Gladiator to TheSilenceoftheLambs is Gladiator->TheSilenceoftheLambs [2] with length 10
Shortest path from Gladiator to TheUsualSuspects is Gladiator->TheUsualSuspects [2] with length 10
Shortest path from Goodfellas to Casablanca is Goodfellas->Casablanca [2] with length 10
Shortest path from Goodfellas to CityofGod is Goodfellas->CityofGod [2] with length 9
Shortest path from Goodfellas to FightClub is Goodfellas->FightClub [2] with length 8
Shortest path from Goodfellas to ForrestGump is Goodfellas->ForrestGump [2] with length 9
Shortest path from Goodfellas to Gladiator is Goodfellas->Gladiator [2] with length 10
Shortest path from Goodfellas to Inception is Goodfellas->Inception [2] with length 12
Shortest path from Goodfellas to Interstellar is Goodfellas->Interstellar [2] with length 10
Shortest path from Goodfellas to LifeisBeautiful is Goodfellas->LifeisBeautiful [2] with length 12
Shortest path from Goodfellas to PulpFiction is Goodfellas->PulpFiction [2] with length 7
Shortest path from Goodfellas to SavingPrivateRyan is Goodfellas->SavingPrivateRyan [2] with length 9
Shortest path from Goodfellas to Schindler'sList is Goodfellas->Schindler'sList [2] with length 8
Shortest path from Goodfellas to Se7en is Goodfellas->Se7en [2] with length 8
Shortest path from Goodfellas to SpiritedAway is Goodfellas->SpiritedAway [2] with length 14
Shortest path from Goodfellas to StarWars:EpisodeV-TheEmpireStrikesBack is Goodfellas->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from Goodfellas to TheDarkKnight is Goodfellas->TheDarkKnight [2] with length 8
Shortest path from Goodfellas to TheGodfather is Goodfellas->TheGodfather [2] with length 7
Shortest path from Goodfellas to TheGreenMile is Goodfellas->TheGreenMile [2] with length 8
Shortest path from Goodfellas to TheLordoftheRings:TheFellowshipoftheRing is Goodfellas->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from Goodfellas to TheLordoftheRings:TheReturnoftheKing is Goodfellas->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from Goodfellas to TheMatrix is Goodfellas->TheMatrix [2] with length 9
Shortest path from Goodfellas to ThePianist is Goodfellas->ThePianist [2] with length 10
Shortest path from Goodfellas to TheShawshankRedemption is Goodfellas->TheShawshankRedemption [2] with length 8
Shortest path from Goodfellas to TheSilenceoftheLambs is Goodfellas->TheSilenceoftheLambs [2] with length 8
Shortest path from Goodfellas to TheUsualSuspects is Goodfellas->TheUsualSuspects [2] with length 10
Shortest path from Inception to Casablanca is Inception->Casablanca [2] with length 12
Shortest path from Inception to CityofGod is Inception->CityofGod [2] with length 13
Shortest path from Inception to FightClub is Inception->FightClub [2] with length 8
Shortest path from Inception to ForrestGump is Inception->ForrestGump [2] with length 9
Shortest path from Inception to Gladiator is Inception->Gladiator [2] with length 8
Shortest path from Inception to Goodfellas is Inception->Goodfellas [2] with length 12
Shortest path from Inception to Interstellar is Inception->Interstellar [2] with length 8
Shortest path from Inception to LifeisBeautiful is Inception->LifeisBeautiful [2] with length 14
Shortest path from Inception to PulpFiction is Inception->PulpFiction [2] with length 11
Shortest path from Inception to SavingPrivateRyan is Inception->SavingPrivateRyan [2] with length 11
Shortest path from Inception to Schindler'sList is Inception->Schindler'sList [2] with length 12
Shortest path from Inception to Se7en is Inception->Se7en [2] with length 12
Shortest path from Inception to SpiritedAway is Inception->SpiritedAway [2] with length 12
Shortest path from Inception to StarWars:EpisodeV-TheEmpireStrikesBack is Inception->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 8
Shortest path from Inception to TheDarkKnight is Inception->TheDarkKnight [2] with length 10
Shortest path from Inception to TheGodfather is Inception->TheGodfather [2] with length 11
Shortest path from Inception to TheGreenMile is Inception->TheGreenMile [2] with length 12
Shortest path from Inception to TheLordoftheRings:TheFellowshipoftheRing is Inception->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from Inception to TheLordoftheRings:TheReturnoftheKing is Inception->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from Inception to TheMatrix is Inception->TheMatrix [2] with length 7
Shortest path from Inception to ThePianist is Inception->ThePianist [2] with length 14
Shortest path from Inception to TheShawshankRedemption is Inception->TheShawshankRedemption [2] with length 10
Shortest path from Inception to TheSilenceoftheLambs is Inception->TheSilenceoftheLambs [2] with length 12
Shortest path from Inception to TheUsualSuspects is Inception->TheUsualSuspects [2] with length 12
Shortest path from Interstellar to Casablanca is Interstellar->Casablanca [2] with length 10
Shortest path from Interstellar to CityofGod is Interstellar->CityofGod [2] with length 9
Shortest path from Interstellar to FightClub is Interstellar->FightClub [2] with length 8
Shortest path from Interstellar to ForrestGump is Interstellar->ForrestGump [2] with length 9
Shortest path from Interstellar to Gladiator is Interstellar->Gladiator [2] with length 8
Shortest path from Interstellar to Goodfellas is Interstellar->Goodfellas [2] with length 10
Shortest path from Interstellar to Inception is Interstellar->Inception [2] with length 8
Shortest path from Interstellar to LifeisBeautiful is Interstellar->LifeisBeautiful [2] with length 10
Shortest path from Interstellar to PulpFiction is Interstellar->PulpFiction [2] with length 9
Shortest path from Interstellar to SavingPrivateRyan is Interstellar->SavingPrivateRyan [2] with length 7
Shortest path from Interstellar to Schindler'sList is Interstellar->Schindler'sList [2] with length 10
Shortest path from Interstellar to Se7en is Interstellar->Se7en [2] with length 8
Shortest path from Interstellar to SpiritedAway is Interstellar->SpiritedAway [2] with length 10
Shortest path from Interstellar to StarWars:EpisodeV-TheEmpireStrikesBack is Interstellar->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from Interstellar to TheDarkKnight is Interstellar->TheDarkKnight [2] with length 10
Shortest path from Interstellar to TheGodfather is Interstellar->TheGodfather [2] with length 9
Shortest path from Interstellar to TheGreenMile is Interstellar->TheGreenMile [2] with length 8
Shortest path from Interstellar to TheLordoftheRings:TheFellowshipoftheRing is Interstellar->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from Interstellar to TheLordoftheRings:TheReturnoftheKing is Interstellar->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from Interstellar to TheMatrix is Interstellar->TheMatrix [2] with length 9
Shortest path from Interstellar to ThePianist is Interstellar->ThePianist [2] with length 12
Shortest path from Interstellar to TheShawshankRedemption is Interstellar->TheShawshankRedemption [2] with length 8
Shortest path from Interstellar to TheSilenceoftheLambs is Interstellar->TheSilenceoftheLambs [2] with length 8
Shortest path from Interstellar to TheUsualSuspects is Interstellar->TheUsualSuspects [2] with length 12
Shortest path from LifeisBeautiful to Casablanca is LifeisBeautiful->Casablanca [2] with length 10
Shortest path from LifeisBeautiful to CityofGod is LifeisBeautiful->CityofGod [2] with length 9
Shortest path from LifeisBeautiful to FightClub is LifeisBeautiful->FightClub [2] with length 10
Shortest path from LifeisBeautiful to ForrestGump is LifeisBeautiful->ForrestGump [2] with length 9
Shortest path from LifeisBeautiful to Gladiator is LifeisBeautiful->Gladiator [2] with length 12
Shortest path from LifeisBeautiful to Goodfellas is LifeisBeautiful->Goodfellas [2] with length 12
Shortest path from LifeisBeautiful to Inception is LifeisBeautiful->Inception [2] with length 14
Shortest path from LifeisBeautiful to Interstellar is LifeisBeautiful->Interstellar [2] with length 10
Shortest path from LifeisBeautiful to PulpFiction is LifeisBeautiful->PulpFiction [2] with length 11
Shortest path from LifeisBeautiful to SavingPrivateRyan is LifeisBeautiful->SavingPrivateRyan [2] with length 9
Shortest path from LifeisBeautiful to Schindler'sList is LifeisBeautiful->Schindler'sList [2] with length 12
Shortest path from LifeisBeautiful to Se7en is LifeisBeautiful->Se7en [2] with length 10
Shortest path from LifeisBeautiful to SpiritedAway is LifeisBeautiful->SpiritedAway [2] with length 12
Shortest path from LifeisBeautiful to StarWars:EpisodeV-TheEmpireStrikesBack is LifeisBeautiful->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 14
Shortest path from LifeisBeautiful to TheDarkKnight is LifeisBeautiful->TheDarkKnight [2] with length 12
Shortest path from LifeisBeautiful to TheGodfather is LifeisBeautiful->TheGodfather [2] with length 11
Shortest path from LifeisBeautiful to TheGreenMile is LifeisBeautiful->TheGreenMile [2] with length 10
Shortest path from LifeisBeautiful to TheLordoftheRings:TheFellowshipoftheRing is LifeisBeautiful->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from LifeisBeautiful to TheLordoftheRings:TheReturnoftheKing is LifeisBeautiful->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from LifeisBeautiful to TheMatrix is LifeisBeautiful->TheMatrix [2] with length 13
Shortest path from LifeisBeautiful to ThePianist is LifeisBeautiful->ThePianist [2] with length 12
Shortest path from LifeisBeautiful to TheShawshankRedemption is LifeisBeautiful->TheShawshankRedemption [2] with length 10
Shortest path from LifeisBeautiful to TheSilenceoftheLambs is LifeisBeautiful->TheSilenceoftheLambs [2] with length 10
Shortest path from LifeisBeautiful to TheUsualSuspects is LifeisBeautiful->TheUsualSuspects [2] with length 14
Shortest path from PulpFiction to Casablanca is PulpFiction->Casablanca [2] with length 9
Shortest path from PulpFiction to CityofGod is PulpFiction->CityofGod [2] with length 8
Shortest path from PulpFiction to FightClub is PulpFiction->FightClub [2] with length 7
Shortest path from PulpFiction to ForrestGump is PulpFiction->ForrestGump [2] with length 6
Shortest path from PulpFiction to Gladiator is PulpFiction->Gladiator [2] with length 9
Shortest path from PulpFiction to Goodfellas is PulpFiction->Goodfellas [2] with length 7
Shortest path from PulpFiction to Inception is PulpFiction->Inception [2] with length 11
Shortest path from PulpFiction to Interstellar is PulpFiction->Interstellar [2] with length 9
Shortest path from PulpFiction to LifeisBeautiful is PulpFiction->LifeisBeautiful [2] with length 11
Shortest path from PulpFiction to SavingPrivateRyan is PulpFiction->SavingPrivateRyan [2] with length 8
Shortest path from PulpFiction to Schindler'sList is PulpFiction->Schindler'sList [2] with length 7
Shortest path from PulpFiction to Se7en is PulpFiction->Se7en [2] with length 7
Shortest path from PulpFiction to SpiritedAway is PulpFiction->SpiritedAway [2] with length 13
Shortest path from PulpFiction to StarWars:EpisodeV-TheEmpireStrikesBack is PulpFiction->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 11
Shortest path from PulpFiction to TheDarkKnight is PulpFiction->TheDarkKnight [2] with length 7
Shortest path from PulpFiction to TheGodfather is PulpFiction->TheGodfather [2] with length 6
Shortest path from PulpFiction to TheGreenMile is PulpFiction->TheGreenMile [2] with length 7
Shortest path from PulpFiction to TheLordoftheRings:TheFellowshipoftheRing is PulpFiction->TheLordoftheRings:TheFellowshipoftheRing [2] with length 11
Shortest path from PulpFiction to TheLordoftheRings:TheReturnoftheKing is PulpFiction->TheLordoftheRings:TheReturnoftheKing [2] with length 9
Shortest path from PulpFiction to TheMatrix is PulpFiction->TheMatrix [2] with length 10
Shortest path from PulpFiction to ThePianist is PulpFiction->ThePianist [2] with length 11
Shortest path from PulpFiction to TheShawshankRedemption is PulpFiction->TheShawshankRedemption [2] with length 5
Shortest path from PulpFiction to TheSilenceoftheLambs is PulpFiction->TheSilenceoftheLambs [2] with length 7
Shortest path from PulpFiction to TheUsualSuspects is PulpFiction->TheUsualSuspects [2] with length 9
Shortest path from SavingPrivateRyan to Casablanca is SavingPrivateRyan->Casablanca [2] with length 7
Shortest path from SavingPrivateRyan to CityofGod is SavingPrivateRyan->CityofGod [2] with length 8
Shortest path from SavingPrivateRyan to FightClub is SavingPrivateRyan->FightClub [2] with length 7
Shortest path from SavingPrivateRyan to ForrestGump is SavingPrivateRyan->ForrestGump [2] with length 8
Shortest path from SavingPrivateRyan to Gladiator is SavingPrivateRyan->Gladiator [2] with length 9
Shortest path from SavingPrivateRyan to Goodfellas is SavingPrivateRyan->Goodfellas [2] with length 9
Shortest path from SavingPrivateRyan to Inception is SavingPrivateRyan->Inception [2] with length 11
Shortest path from SavingPrivateRyan to Interstellar is SavingPrivateRyan->Interstellar [2] with length 7
Shortest path from SavingPrivateRyan to LifeisBeautiful is SavingPrivateRyan->LifeisBeautiful [2] with length 9
Shortest path from SavingPrivateRyan to PulpFiction is SavingPrivateRyan->PulpFiction [2] with length 8
Shortest path from SavingPrivateRyan to Schindler'sList is SavingPrivateRyan->Schindler'sList [2] with length 9
Shortest path from SavingPrivateRyan to Se7en is SavingPrivateRyan->Se7en [2] with length 7
Shortest path from SavingPrivateRyan to SpiritedAway is SavingPrivateRyan->SpiritedAway [2] with length 11
Shortest path from SavingPrivateRyan to StarWars:EpisodeV-TheEmpireStrikesBack is SavingPrivateRyan->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 11
Shortest path from SavingPrivateRyan to TheDarkKnight is SavingPrivateRyan->TheDarkKnight [2] with length 9
Shortest path from SavingPrivateRyan to TheGodfather is SavingPrivateRyan->TheGodfather [2] with length 8
Shortest path from SavingPrivateRyan to TheGreenMile is SavingPrivateRyan->TheGreenMile [2] with length 7
Shortest path from SavingPrivateRyan to TheLordoftheRings:TheFellowshipoftheRing is SavingPrivateRyan->TheLordoftheRings:TheFellowshipoftheRing [2] with length 11
Shortest path from SavingPrivateRyan to TheLordoftheRings:TheReturnoftheKing is SavingPrivateRyan->TheLordoftheRings:TheReturnoftheKing [2] with length 11
Shortest path from SavingPrivateRyan to TheMatrix is SavingPrivateRyan->TheMatrix [2] with length 10
Shortest path from SavingPrivateRyan to ThePianist is SavingPrivateRyan->ThePianist [2] with length 11
Shortest path from SavingPrivateRyan to TheShawshankRedemption is SavingPrivateRyan->TheShawshankRedemption [2] with length 7
Shortest path from SavingPrivateRyan to TheSilenceoftheLambs is SavingPrivateRyan->TheSilenceoftheLambs [2] with length 7
Shortest path from SavingPrivateRyan to TheUsualSuspects is SavingPrivateRyan->TheUsualSuspects [2] with length 11
Shortest path from Schindler'sList to Casablanca is Schindler'sList->Casablanca [2] with length 10
Shortest path from Schindler'sList to CityofGod is Schindler'sList->CityofGod [2] with length 11
Shortest path from Schindler'sList to FightClub is Schindler'sList->FightClub [2] with length 8
Shortest path from Schindler'sList to ForrestGump is Schindler'sList->ForrestGump [2] with length 9
Shortest path from Schindler'sList to Gladiator is Schindler'sList->Gladiator [2] with length 10
Shortest path from Schindler'sList to Goodfellas is Schindler'sList->Goodfellas [2] with length 8
Shortest path from Schindler'sList to Inception is Schindler'sList->Inception [2] with length 12
Shortest path from Schindler'sList to Interstellar is Schindler'sList->Interstellar [2] with length 10
Shortest path from Schindler'sList to LifeisBeautiful is Schindler'sList->LifeisBeautiful [2] with length 12
Shortest path from Schindler'sList to PulpFiction is Schindler'sList->PulpFiction [2] with length 7
Shortest path from Schindler'sList to SavingPrivateRyan is Schindler'sList->SavingPrivateRyan [2] with length 9
Shortest path from Schindler'sList to Se7en is Schindler'sList->Se7en [2] with length 10
Shortest path from Schindler'sList to SpiritedAway is Schindler'sList->SpiritedAway [2] with length 14
Shortest path from Schindler'sList to StarWars:EpisodeV-TheEmpireStrikesBack is Schindler'sList->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from Schindler'sList to TheDarkKnight is Schindler'sList->TheDarkKnight [2] with length 10
Shortest path from Schindler'sList to TheGodfather is Schindler'sList->TheGodfather [2] with length 9
Shortest path from Schindler'sList to TheGreenMile is Schindler'sList->TheGreenMile [2] with length 10
Shortest path from Schindler'sList to TheLordoftheRings:TheFellowshipoftheRing is Schindler'sList->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from Schindler'sList to TheLordoftheRings:TheReturnoftheKing is Schindler'sList->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from Schindler'sList to TheMatrix is Schindler'sList->TheMatrix [2] with length 11
Shortest path from Schindler'sList to ThePianist is Schindler'sList->ThePianist [2] with length 10
Shortest path from Schindler'sList to TheShawshankRedemption is Schindler'sList->TheShawshankRedemption [2] with length 8
Shortest path from Schindler'sList to TheSilenceoftheLambs is Schindler'sList->TheSilenceoftheLambs [2] with length 10
Shortest path from Schindler'sList to TheUsualSuspects is Schindler'sList->TheUsualSuspects [2] with length 12
Shortest path from Se7en to Casablanca is Se7en->Casablanca [2] with length 10
Shortest path from Se7en to CityofGod is Se7en->CityofGod [2] with length 7
Shortest path from Se7en to FightClub is Se7en->FightClub [2] with length 8
Shortest path from Se7en to ForrestGump is Se7en->ForrestGump [2] with length 9
Shortest path from Se7en to Gladiator is Se7en->Gladiator [2] with length 10
Shortest path from Se7en to Goodfellas is Se7en->Goodfellas [2] with length 8
Shortest path from Se7en to Inception is Se7en->Inception [2] with length 12
Shortest path from Se7en to Interstellar is Se7en->Interstellar [2] with length 8
Shortest path from Se7en to LifeisBeautiful is Se7en->LifeisBeautiful [2] with length 10
Shortest path from Se7en to PulpFiction is Se7en->PulpFiction [2] with length 7
Shortest path from Se7en to SavingPrivateRyan is Se7en->SavingPrivateRyan [2] with length 7
Shortest path from Se7en to Schindler'sList is Se7en->Schindler'sList [2] with length 10
Shortest path from Se7en to SpiritedAway is Se7en->SpiritedAway [2] with length 12
Shortest path from Se7en to StarWars:EpisodeV-TheEmpireStrikesBack is Se7en->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from Se7en to TheDarkKnight is Se7en->TheDarkKnight [2] with length 8
Shortest path from Se7en to TheGodfather is Se7en->TheGodfather [2] with length 7
Shortest path from Se7en to TheGreenMile is Se7en->TheGreenMile [2] with length 6
Shortest path from Se7en to TheLordoftheRings:TheFellowshipoftheRing is Se7en->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from Se7en to TheLordoftheRings:TheReturnoftheKing is Se7en->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from Se7en to TheMatrix is Se7en->TheMatrix [2] with length 11
Shortest path from Se7en to ThePianist is Se7en->ThePianist [2] with length 12
Shortest path from Se7en to TheShawshankRedemption is Se7en->TheShawshankRedemption [2] with length 8
Shortest path from Se7en to TheSilenceoftheLambs is Se7en->TheSilenceoftheLambs [2] with length 6
Shortest path from Se7en to TheUsualSuspects is Se7en->TheUsualSuspects [2] with length 6
Shortest path from SpiritedAway to Casablanca is SpiritedAway->Casablanca [2] with length 14
Shortest path from SpiritedAway to CityofGod is SpiritedAway->CityofGod [2] with length 11
Shortest path from SpiritedAway to FightClub is SpiritedAway->FightClub [2] with length 12
Shortest path from SpiritedAway to ForrestGump is SpiritedAway->ForrestGump [2] with length 13
Shortest path from SpiritedAway to Gladiator is SpiritedAway->Gladiator [2] with length 12
Shortest path from SpiritedAway to Goodfellas is SpiritedAway->Goodfellas [2] with length 14
Shortest path from SpiritedAway to Inception is SpiritedAway->Inception [2] with length 12
Shortest path from SpiritedAway to Interstellar is SpiritedAway->Interstellar [2] with length 10
Shortest path from SpiritedAway to LifeisBeautiful is SpiritedAway->LifeisBeautiful [2] with length 12
Shortest path from SpiritedAway to PulpFiction is SpiritedAway->PulpFiction [2] with length 13
Shortest path from SpiritedAway to SavingPrivateRyan is SpiritedAway->SavingPrivateRyan [2] with length 11
Shortest path from SpiritedAway to Schindler'sList is SpiritedAway->Schindler'sList [2] with length 14
Shortest path from SpiritedAway to Se7en is SpiritedAway->Se7en [2] with length 12
Shortest path from SpiritedAway to StarWars:EpisodeV-TheEmpireStrikesBack is SpiritedAway->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from SpiritedAway to TheDarkKnight is SpiritedAway->TheDarkKnight [2] with length 14
Shortest path from SpiritedAway to TheGodfather is SpiritedAway->TheGodfather [2] with length 13
Shortest path from SpiritedAway to TheGreenMile is SpiritedAway->TheGreenMile [2] with length 12
Shortest path from SpiritedAway to TheLordoftheRings:TheFellowshipoftheRing is SpiritedAway->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from SpiritedAway to TheLordoftheRings:TheReturnoftheKing is SpiritedAway->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from SpiritedAway to TheMatrix is SpiritedAway->TheMatrix [2] with length 13
Shortest path from SpiritedAway to ThePianist is SpiritedAway->ThePianist [2] with length 14
Shortest path from SpiritedAway to TheShawshankRedemption is SpiritedAway->TheShawshankRedemption [2] with length 12
Shortest path from SpiritedAway to TheSilenceoftheLambs is SpiritedAway->TheSilenceoftheLambs [2] with length 12
Shortest path from SpiritedAway to TheUsualSuspects is SpiritedAway->TheUsualSuspects [2] with length 14
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Casablanca is StarWars:EpisodeV-TheEmpireStrikesBack->Casablanca [2] with length 12
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to CityofGod is StarWars:EpisodeV-TheEmpireStrikesBack->CityofGod [2] with length 13
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to FightClub is StarWars:EpisodeV-TheEmpireStrikesBack->FightClub [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to ForrestGump is StarWars:EpisodeV-TheEmpireStrikesBack->ForrestGump [2] with length 11
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Gladiator is StarWars:EpisodeV-TheEmpireStrikesBack->Gladiator [2] with length 8
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Goodfellas is StarWars:EpisodeV-TheEmpireStrikesBack->Goodfellas [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Inception is StarWars:EpisodeV-TheEmpireStrikesBack->Inception [2] with length 8
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Interstellar is StarWars:EpisodeV-TheEmpireStrikesBack->Interstellar [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to LifeisBeautiful is StarWars:EpisodeV-TheEmpireStrikesBack->LifeisBeautiful [2] with length 14
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to PulpFiction is StarWars:EpisodeV-TheEmpireStrikesBack->PulpFiction [2] with length 11
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to SavingPrivateRyan is StarWars:EpisodeV-TheEmpireStrikesBack->SavingPrivateRyan [2] with length 11
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Schindler'sList is StarWars:EpisodeV-TheEmpireStrikesBack->Schindler'sList [2] with length 12
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to Se7en is StarWars:EpisodeV-TheEmpireStrikesBack->Se7en [2] with length 12
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to SpiritedAway is StarWars:EpisodeV-TheEmpireStrikesBack->SpiritedAway [2] with length 12
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheDarkKnight is StarWars:EpisodeV-TheEmpireStrikesBack->TheDarkKnight [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheGodfather is StarWars:EpisodeV-TheEmpireStrikesBack->TheGodfather [2] with length 11
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheGreenMile is StarWars:EpisodeV-TheEmpireStrikesBack->TheGreenMile [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheLordoftheRings:TheFellowshipoftheRing is StarWars:EpisodeV-TheEmpireStrikesBack->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheLordoftheRings:TheReturnoftheKing is StarWars:EpisodeV-TheEmpireStrikesBack->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheMatrix is StarWars:EpisodeV-TheEmpireStrikesBack->TheMatrix [2] with length 7
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to ThePianist is StarWars:EpisodeV-TheEmpireStrikesBack->ThePianist [2] with length 14
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheShawshankRedemption is StarWars:EpisodeV-TheEmpireStrikesBack->TheShawshankRedemption [2] with length 10
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheSilenceoftheLambs is StarWars:EpisodeV-TheEmpireStrikesBack->TheSilenceoftheLambs [2] with length 12
Shortest path from StarWars:EpisodeV-TheEmpireStrikesBack to TheUsualSuspects is StarWars:EpisodeV-TheEmpireStrikesBack->TheUsualSuspects [2] with length 12
Shortest path from TheDarkKnight to Casablanca is TheDarkKnight->Casablanca [2] with length 10
Shortest path from TheDarkKnight to CityofGod is TheDarkKnight->CityofGod [2] with length 9
Shortest path from TheDarkKnight to FightClub is TheDarkKnight->FightClub [2] with length 8
Shortest path from TheDarkKnight to ForrestGump is TheDarkKnight->ForrestGump [2] with length 9
Shortest path from TheDarkKnight to Gladiator is TheDarkKnight->Gladiator [2] with length 8
Shortest path from TheDarkKnight to Goodfellas is TheDarkKnight->Goodfellas [2] with length 8
Shortest path from TheDarkKnight to Inception is TheDarkKnight->Inception [2] with length 10
Shortest path from TheDarkKnight to Interstellar is TheDarkKnight->Interstellar [2] with length 10
Shortest path from TheDarkKnight to LifeisBeautiful is TheDarkKnight->LifeisBeautiful [2] with length 12
Shortest path from TheDarkKnight to PulpFiction is TheDarkKnight->PulpFiction [2] with length 7
Shortest path from TheDarkKnight to SavingPrivateRyan is TheDarkKnight->SavingPrivateRyan [2] with length 9
Shortest path from TheDarkKnight to Schindler'sList is TheDarkKnight->Schindler'sList [2] with length 10
Shortest path from TheDarkKnight to Se7en is TheDarkKnight->Se7en [2] with length 8
Shortest path from TheDarkKnight to SpiritedAway is TheDarkKnight->SpiritedAway [2] with length 14
Shortest path from TheDarkKnight to StarWars:EpisodeV-TheEmpireStrikesBack is TheDarkKnight->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from TheDarkKnight to TheGodfather is TheDarkKnight->TheGodfather [2] with length 7
Shortest path from TheDarkKnight to TheGreenMile is TheDarkKnight->TheGreenMile [2] with length 8
Shortest path from TheDarkKnight to TheLordoftheRings:TheFellowshipoftheRing is TheDarkKnight->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from TheDarkKnight to TheLordoftheRings:TheReturnoftheKing is TheDarkKnight->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from TheDarkKnight to TheMatrix is TheDarkKnight->TheMatrix [2] with length 9
Shortest path from TheDarkKnight to ThePianist is TheDarkKnight->ThePianist [2] with length 12
Shortest path from TheDarkKnight to TheShawshankRedemption is TheDarkKnight->TheShawshankRedemption [2] with length 8
Shortest path from TheDarkKnight to TheSilenceoftheLambs is TheDarkKnight->TheSilenceoftheLambs [2] with length 8
Shortest path from TheDarkKnight to TheUsualSuspects is TheDarkKnight->TheUsualSuspects [2] with length 10
Shortest path from TheGodfather to Casablanca is TheGodfather->Casablanca [2] with length 9
Shortest path from TheGodfather to CityofGod is TheGodfather->CityofGod [2] with length 8
Shortest path from TheGodfather to FightClub is TheGodfather->FightClub [2] with length 7
Shortest path from TheGodfather to ForrestGump is TheGodfather->ForrestGump [2] with length 8
Shortest path from TheGodfather to Gladiator is TheGodfather->Gladiator [2] with length 9
Shortest path from TheGodfather to Goodfellas is TheGodfather->Goodfellas [2] with length 7
Shortest path from TheGodfather to Inception is TheGodfather->Inception [2] with length 11
Shortest path from TheGodfather to Interstellar is TheGodfather->Interstellar [2] with length 9
Shortest path from TheGodfather to LifeisBeautiful is TheGodfather->LifeisBeautiful [2] with length 11
Shortest path from TheGodfather to PulpFiction is TheGodfather->PulpFiction [2] with length 6
Shortest path from TheGodfather to SavingPrivateRyan is TheGodfather->SavingPrivateRyan [2] with length 8
Shortest path from TheGodfather to Schindler'sList is TheGodfather->Schindler'sList [2] with length 9
Shortest path from TheGodfather to Se7en is TheGodfather->Se7en [2] with length 7
Shortest path from TheGodfather to SpiritedAway is TheGodfather->SpiritedAway [2] with length 13
Shortest path from TheGodfather to StarWars:EpisodeV-TheEmpireStrikesBack is TheGodfather->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 11
Shortest path from TheGodfather to TheDarkKnight is TheGodfather->TheDarkKnight [2] with length 7
Shortest path from TheGodfather to TheGreenMile is TheGodfather->TheGreenMile [2] with length 7
Shortest path from TheGodfather to TheLordoftheRings:TheFellowshipoftheRing is TheGodfather->TheLordoftheRings:TheFellowshipoftheRing [2] with length 11
Shortest path from TheGodfather to TheLordoftheRings:TheReturnoftheKing is TheGodfather->TheLordoftheRings:TheReturnoftheKing [2] with length 11
Shortest path from TheGodfather to TheMatrix is TheGodfather->TheMatrix [2] with length 10
Shortest path from TheGodfather to ThePianist is TheGodfather->ThePianist [2] with length 11
Shortest path from TheGodfather to TheShawshankRedemption is TheGodfather->TheShawshankRedemption [2] with length 7
Shortest path from TheGodfather to TheSilenceoftheLambs is TheGodfather->TheSilenceoftheLambs [2] with length 7
Shortest path from TheGodfather to TheUsualSuspects is TheGodfather->TheUsualSuspects [2] with length 9
Shortest path from TheGreenMile to Casablanca is TheGreenMile->Casablanca [2] with length 10
Shortest path from TheGreenMile to CityofGod is TheGreenMile->CityofGod [2] with length 7
Shortest path from TheGreenMile to FightClub is TheGreenMile->FightClub [2] with length 6
Shortest path from TheGreenMile to ForrestGump is TheGreenMile->ForrestGump [2] with length 9
Shortest path from TheGreenMile to Gladiator is TheGreenMile->Gladiator [2] with length 10
Shortest path from TheGreenMile to Goodfellas is TheGreenMile->Goodfellas [2] with length 8
Shortest path from TheGreenMile to Inception is TheGreenMile->Inception [2] with length 12
Shortest path from TheGreenMile to Interstellar is TheGreenMile->Interstellar [2] with length 8
Shortest path from TheGreenMile to LifeisBeautiful is TheGreenMile->LifeisBeautiful [2] with length 10
Shortest path from TheGreenMile to PulpFiction is TheGreenMile->PulpFiction [2] with length 7
Shortest path from TheGreenMile to SavingPrivateRyan is TheGreenMile->SavingPrivateRyan [2] with length 7
Shortest path from TheGreenMile to Schindler'sList is TheGreenMile->Schindler'sList [2] with length 10
Shortest path from TheGreenMile to Se7en is TheGreenMile->Se7en [2] with length 6
Shortest path from TheGreenMile to SpiritedAway is TheGreenMile->SpiritedAway [2] with length 12
Shortest path from TheGreenMile to StarWars:EpisodeV-TheEmpireStrikesBack is TheGreenMile->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from TheGreenMile to TheDarkKnight is TheGreenMile->TheDarkKnight [2] with length 8
Shortest path from TheGreenMile to TheGodfather is TheGreenMile->TheGodfather [2] with length 7
Shortest path from TheGreenMile to TheLordoftheRings:TheFellowshipoftheRing is TheGreenMile->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from TheGreenMile to TheLordoftheRings:TheReturnoftheKing is TheGreenMile->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from TheGreenMile to TheMatrix is TheGreenMile->TheMatrix [2] with length 9
Shortest path from TheGreenMile to ThePianist is TheGreenMile->ThePianist [2] with length 12
Shortest path from TheGreenMile to TheShawshankRedemption is TheGreenMile->TheShawshankRedemption [2] with length 8
Shortest path from TheGreenMile to TheSilenceoftheLambs is TheGreenMile->TheSilenceoftheLambs [2] with length 6
Shortest path from TheGreenMile to TheUsualSuspects is TheGreenMile->TheUsualSuspects [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Casablanca is TheLordoftheRings:TheFellowshipoftheRing->Casablanca [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to CityofGod is TheLordoftheRings:TheFellowshipoftheRing->CityofGod [2] with length 11
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to FightClub is TheLordoftheRings:TheFellowshipoftheRing->FightClub [2] with length 8
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to ForrestGump is TheLordoftheRings:TheFellowshipoftheRing->ForrestGump [2] with length 9
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Gladiator is TheLordoftheRings:TheFellowshipoftheRing->Gladiator [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Goodfellas is TheLordoftheRings:TheFellowshipoftheRing->Goodfellas [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Inception is TheLordoftheRings:TheFellowshipoftheRing->Inception [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Interstellar is TheLordoftheRings:TheFellowshipoftheRing->Interstellar [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to LifeisBeautiful is TheLordoftheRings:TheFellowshipoftheRing->LifeisBeautiful [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to PulpFiction is TheLordoftheRings:TheFellowshipoftheRing->PulpFiction [2] with length 11
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to SavingPrivateRyan is TheLordoftheRings:TheFellowshipoftheRing->SavingPrivateRyan [2] with length 11
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Schindler'sList is TheLordoftheRings:TheFellowshipoftheRing->Schindler'sList [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to Se7en is TheLordoftheRings:TheFellowshipoftheRing->Se7en [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to SpiritedAway is TheLordoftheRings:TheFellowshipoftheRing->SpiritedAway [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to StarWars:EpisodeV-TheEmpireStrikesBack is TheLordoftheRings:TheFellowshipoftheRing->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheDarkKnight is TheLordoftheRings:TheFellowshipoftheRing->TheDarkKnight [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheGodfather is TheLordoftheRings:TheFellowshipoftheRing->TheGodfather [2] with length 11
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheGreenMile is TheLordoftheRings:TheFellowshipoftheRing->TheGreenMile [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheLordoftheRings:TheReturnoftheKing is TheLordoftheRings:TheFellowshipoftheRing->TheLordoftheRings:TheReturnoftheKing [2] with length 6
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheMatrix is TheLordoftheRings:TheFellowshipoftheRing->TheMatrix [2] with length 13
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to ThePianist is TheLordoftheRings:TheFellowshipoftheRing->ThePianist [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheShawshankRedemption is TheLordoftheRings:TheFellowshipoftheRing->TheShawshankRedemption [2] with length 10
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheSilenceoftheLambs is TheLordoftheRings:TheFellowshipoftheRing->TheSilenceoftheLambs [2] with length 12
Shortest path from TheLordoftheRings:TheFellowshipoftheRing to TheUsualSuspects is TheLordoftheRings:TheFellowshipoftheRing->TheUsualSuspects [2] with length 14
Shortest path from TheLordoftheRings:TheReturnoftheKing to Casablanca is TheLordoftheRings:TheReturnoftheKing->Casablanca [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to CityofGod is TheLordoftheRings:TheReturnoftheKing->CityofGod [2] with length 11
Shortest path from TheLordoftheRings:TheReturnoftheKing to FightClub is TheLordoftheRings:TheReturnoftheKing->FightClub [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to ForrestGump is TheLordoftheRings:TheReturnoftheKing->ForrestGump [2] with length 11
Shortest path from TheLordoftheRings:TheReturnoftheKing to Gladiator is TheLordoftheRings:TheReturnoftheKing->Gladiator [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to Goodfellas is TheLordoftheRings:TheReturnoftheKing->Goodfellas [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to Inception is TheLordoftheRings:TheReturnoftheKing->Inception [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to Interstellar is TheLordoftheRings:TheReturnoftheKing->Interstellar [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to LifeisBeautiful is TheLordoftheRings:TheReturnoftheKing->LifeisBeautiful [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to PulpFiction is TheLordoftheRings:TheReturnoftheKing->PulpFiction [2] with length 9
Shortest path from TheLordoftheRings:TheReturnoftheKing to SavingPrivateRyan is TheLordoftheRings:TheReturnoftheKing->SavingPrivateRyan [2] with length 11
Shortest path from TheLordoftheRings:TheReturnoftheKing to Schindler'sList is TheLordoftheRings:TheReturnoftheKing->Schindler'sList [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to Se7en is TheLordoftheRings:TheReturnoftheKing->Se7en [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to SpiritedAway is TheLordoftheRings:TheReturnoftheKing->SpiritedAway [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to StarWars:EpisodeV-TheEmpireStrikesBack is TheLordoftheRings:TheReturnoftheKing->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheDarkKnight is TheLordoftheRings:TheReturnoftheKing->TheDarkKnight [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheGodfather is TheLordoftheRings:TheReturnoftheKing->TheGodfather [2] with length 11
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheGreenMile is TheLordoftheRings:TheReturnoftheKing->TheGreenMile [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheLordoftheRings:TheFellowshipoftheRing is TheLordoftheRings:TheReturnoftheKing->TheLordoftheRings:TheFellowshipoftheRing [2] with length 6
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheMatrix is TheLordoftheRings:TheReturnoftheKing->TheMatrix [2] with length 13
Shortest path from TheLordoftheRings:TheReturnoftheKing to ThePianist is TheLordoftheRings:TheReturnoftheKing->ThePianist [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheShawshankRedemption is TheLordoftheRings:TheReturnoftheKing->TheShawshankRedemption [2] with length 10
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheSilenceoftheLambs is TheLordoftheRings:TheReturnoftheKing->TheSilenceoftheLambs [2] with length 12
Shortest path from TheLordoftheRings:TheReturnoftheKing to TheUsualSuspects is TheLordoftheRings:TheReturnoftheKing->TheUsualSuspects [2] with length 14
Shortest path from TheMatrix to Casablanca is TheMatrix->Casablanca [2] with length 11
Shortest path from TheMatrix to CityofGod is TheMatrix->CityofGod [2] with length 12
Shortest path from TheMatrix to FightClub is TheMatrix->FightClub [2] with length 7
Shortest path from TheMatrix to ForrestGump is TheMatrix->ForrestGump [2] with length 10
Shortest path from TheMatrix to Gladiator is TheMatrix->Gladiator [2] with length 9
Shortest path from TheMatrix to Goodfellas is TheMatrix->Goodfellas [2] with length 9
Shortest path from TheMatrix to Inception is TheMatrix->Inception [2] with length 7
Shortest path from TheMatrix to Interstellar is TheMatrix->Interstellar [2] with length 9
Shortest path from TheMatrix to LifeisBeautiful is TheMatrix->LifeisBeautiful [2] with length 13
Shortest path from TheMatrix to PulpFiction is TheMatrix->PulpFiction [2] with length 10
Shortest path from TheMatrix to SavingPrivateRyan is TheMatrix->SavingPrivateRyan [2] with length 10
Shortest path from TheMatrix to Schindler'sList is TheMatrix->Schindler'sList [2] with length 11
Shortest path from TheMatrix to Se7en is TheMatrix->Se7en [2] with length 11
Shortest path from TheMatrix to SpiritedAway is TheMatrix->SpiritedAway [2] with length 13
Shortest path from TheMatrix to StarWars:EpisodeV-TheEmpireStrikesBack is TheMatrix->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 7
Shortest path from TheMatrix to TheDarkKnight is TheMatrix->TheDarkKnight [2] with length 9
Shortest path from TheMatrix to TheGodfather is TheMatrix->TheGodfather [2] with length 10
Shortest path from TheMatrix to TheGreenMile is TheMatrix->TheGreenMile [2] with length 9
Shortest path from TheMatrix to TheLordoftheRings:TheFellowshipoftheRing is TheMatrix->TheLordoftheRings:TheFellowshipoftheRing [2] with length 13
Shortest path from TheMatrix to TheLordoftheRings:TheReturnoftheKing is TheMatrix->TheLordoftheRings:TheReturnoftheKing [2] with length 13
Shortest path from TheMatrix to ThePianist is TheMatrix->ThePianist [2] with length 13
Shortest path from TheMatrix to TheShawshankRedemption is TheMatrix->TheShawshankRedemption [2] with length 9
Shortest path from TheMatrix to TheSilenceoftheLambs is TheMatrix->TheSilenceoftheLambs [2] with length 11
Shortest path from TheMatrix to TheUsualSuspects is TheMatrix->TheUsualSuspects [2] with length 11
Shortest path from ThePianist to Casablanca is ThePianist->Casablanca [2] with length 10
Shortest path from ThePianist to CityofGod is ThePianist->CityofGod [2] with length 9
Shortest path from ThePianist to FightClub is ThePianist->FightClub [2] with length 10
Shortest path from ThePianist to ForrestGump is ThePianist->ForrestGump [2] with length 11
Shortest path from ThePianist to Gladiator is ThePianist->Gladiator [2] with length 10
Shortest path from ThePianist to Goodfellas is ThePianist->Goodfellas [2] with length 10
Shortest path from ThePianist to Inception is ThePianist->Inception [2] with length 14
Shortest path from ThePianist to Interstellar is ThePianist->Interstellar [2] with length 12
Shortest path from ThePianist to LifeisBeautiful is ThePianist->LifeisBeautiful [2] with length 12
Shortest path from ThePianist to PulpFiction is ThePianist->PulpFiction [2] with length 11
Shortest path from ThePianist to SavingPrivateRyan is ThePianist->SavingPrivateRyan [2] with length 11
Shortest path from ThePianist to Schindler'sList is ThePianist->Schindler'sList [2] with length 10
Shortest path from ThePianist to Se7en is ThePianist->Se7en [2] with length 12
Shortest path from ThePianist to SpiritedAway is ThePianist->SpiritedAway [2] with length 14
Shortest path from ThePianist to StarWars:EpisodeV-TheEmpireStrikesBack is ThePianist->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 14
Shortest path from ThePianist to TheDarkKnight is ThePianist->TheDarkKnight [2] with length 12
Shortest path from ThePianist to TheGodfather is ThePianist->TheGodfather [2] with length 11
Shortest path from ThePianist to TheGreenMile is ThePianist->TheGreenMile [2] with length 12
Shortest path from ThePianist to TheLordoftheRings:TheFellowshipoftheRing is ThePianist->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from ThePianist to TheLordoftheRings:TheReturnoftheKing is ThePianist->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from ThePianist to TheMatrix is ThePianist->TheMatrix [2] with length 13
Shortest path from ThePianist to TheShawshankRedemption is ThePianist->TheShawshankRedemption [2] with length 10
Shortest path from ThePianist to TheSilenceoftheLambs is ThePianist->TheSilenceoftheLambs [2] with length 12
Shortest path from ThePianist to TheUsualSuspects is ThePianist->TheUsualSuspects [2] with length 12
Shortest path from TheShawshankRedemption to Casablanca is TheShawshankRedemption->Casablanca [2] with length 8
Shortest path from TheShawshankRedemption to CityofGod is TheShawshankRedemption->CityofGod [2] with length 9
Shortest path from TheShawshankRedemption to FightClub is TheShawshankRedemption->FightClub [2] with length 6
Shortest path from TheShawshankRedemption to ForrestGump is TheShawshankRedemption->ForrestGump [2] with length 5
Shortest path from TheShawshankRedemption to Gladiator is TheShawshankRedemption->Gladiator [2] with length 8
Shortest path from TheShawshankRedemption to Goodfellas is TheShawshankRedemption->Goodfellas [2] with length 8
Shortest path from TheShawshankRedemption to Inception is TheShawshankRedemption->Inception [2] with length 10
Shortest path from TheShawshankRedemption to Interstellar is TheShawshankRedemption->Interstellar [2] with length 8
Shortest path from TheShawshankRedemption to LifeisBeautiful is TheShawshankRedemption->LifeisBeautiful [2] with length 10
Shortest path from TheShawshankRedemption to PulpFiction is TheShawshankRedemption->PulpFiction [2] with length 5
Shortest path from TheShawshankRedemption to SavingPrivateRyan is TheShawshankRedemption->SavingPrivateRyan [2] with length 7
Shortest path from TheShawshankRedemption to Schindler'sList is TheShawshankRedemption->Schindler'sList [2] with length 8
Shortest path from TheShawshankRedemption to Se7en is TheShawshankRedemption->Se7en [2] with length 8
Shortest path from TheShawshankRedemption to SpiritedAway is TheShawshankRedemption->SpiritedAway [2] with length 12
Shortest path from TheShawshankRedemption to StarWars:EpisodeV-TheEmpireStrikesBack is TheShawshankRedemption->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 10
Shortest path from TheShawshankRedemption to TheDarkKnight is TheShawshankRedemption->TheDarkKnight [2] with length 8
Shortest path from TheShawshankRedemption to TheGodfather is TheShawshankRedemption->TheGodfather [2] with length 7
Shortest path from TheShawshankRedemption to TheGreenMile is TheShawshankRedemption->TheGreenMile [2] with length 8
Shortest path from TheShawshankRedemption to TheLordoftheRings:TheFellowshipoftheRing is TheShawshankRedemption->TheLordoftheRings:TheFellowshipoftheRing [2] with length 10
Shortest path from TheShawshankRedemption to TheLordoftheRings:TheReturnoftheKing is TheShawshankRedemption->TheLordoftheRings:TheReturnoftheKing [2] with length 10
Shortest path from TheShawshankRedemption to TheMatrix is TheShawshankRedemption->TheMatrix [2] with length 9
Shortest path from TheShawshankRedemption to ThePianist is TheShawshankRedemption->ThePianist [2] with length 10
Shortest path from TheShawshankRedemption to TheSilenceoftheLambs is TheShawshankRedemption->TheSilenceoftheLambs [2] with length 8
Shortest path from TheShawshankRedemption to TheUsualSuspects is TheShawshankRedemption->TheUsualSuspects [2] with length 10
Shortest path from TheSilenceoftheLambs to Casablanca is TheSilenceoftheLambs->Casablanca [2] with length 10
Shortest path from TheSilenceoftheLambs to CityofGod is TheSilenceoftheLambs->CityofGod [2] with length 7
Shortest path from TheSilenceoftheLambs to FightClub is TheSilenceoftheLambs->FightClub [2] with length 8
Shortest path from TheSilenceoftheLambs to ForrestGump is TheSilenceoftheLambs->ForrestGump [2] with length 9
Shortest path from TheSilenceoftheLambs to Gladiator is TheSilenceoftheLambs->Gladiator [2] with length 10
Shortest path from TheSilenceoftheLambs to Goodfellas is TheSilenceoftheLambs->Goodfellas [2] with length 8
Shortest path from TheSilenceoftheLambs to Inception is TheSilenceoftheLambs->Inception [2] with length 12
Shortest path from TheSilenceoftheLambs to Interstellar is TheSilenceoftheLambs->Interstellar [2] with length 8
Shortest path from TheSilenceoftheLambs to LifeisBeautiful is TheSilenceoftheLambs->LifeisBeautiful [2] with length 10
Shortest path from TheSilenceoftheLambs to PulpFiction is TheSilenceoftheLambs->PulpFiction [2] with length 7
Shortest path from TheSilenceoftheLambs to SavingPrivateRyan is TheSilenceoftheLambs->SavingPrivateRyan [2] with length 7
Shortest path from TheSilenceoftheLambs to Schindler'sList is TheSilenceoftheLambs->Schindler'sList [2] with length 10
Shortest path from TheSilenceoftheLambs to Se7en is TheSilenceoftheLambs->Se7en [2] with length 6
Shortest path from TheSilenceoftheLambs to SpiritedAway is TheSilenceoftheLambs->SpiritedAway [2] with length 12
Shortest path from TheSilenceoftheLambs to StarWars:EpisodeV-TheEmpireStrikesBack is TheSilenceoftheLambs->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from TheSilenceoftheLambs to TheDarkKnight is TheSilenceoftheLambs->TheDarkKnight [2] with length 8
Shortest path from TheSilenceoftheLambs to TheGodfather is TheSilenceoftheLambs->TheGodfather [2] with length 7
Shortest path from TheSilenceoftheLambs to TheGreenMile is TheSilenceoftheLambs->TheGreenMile [2] with length 6
Shortest path from TheSilenceoftheLambs to TheLordoftheRings:TheFellowshipoftheRing is TheSilenceoftheLambs->TheLordoftheRings:TheFellowshipoftheRing [2] with length 12
Shortest path from TheSilenceoftheLambs to TheLordoftheRings:TheReturnoftheKing is TheSilenceoftheLambs->TheLordoftheRings:TheReturnoftheKing [2] with length 12
Shortest path from TheSilenceoftheLambs to TheMatrix is TheSilenceoftheLambs->TheMatrix [2] with length 11
Shortest path from TheSilenceoftheLambs to ThePianist is TheSilenceoftheLambs->ThePianist [2] with length 12
Shortest path from TheSilenceoftheLambs to TheShawshankRedemption is TheSilenceoftheLambs->TheShawshankRedemption [2] with length 8
Shortest path from TheSilenceoftheLambs to TheUsualSuspects is TheSilenceoftheLambs->TheUsualSuspects [2] with length 8
Shortest path from TheUsualSuspects to Casablanca is TheUsualSuspects->Casablanca [2] with length 10
Shortest path from TheUsualSuspects to CityofGod is TheUsualSuspects->CityofGod [2] with length 11
Shortest path from TheUsualSuspects to FightClub is TheUsualSuspects->FightClub [2] with length 10
Shortest path from TheUsualSuspects to ForrestGump is TheUsualSuspects->ForrestGump [2] with length 11
Shortest path from TheUsualSuspects to Gladiator is TheUsualSuspects->Gladiator [2] with length 10
Shortest path from TheUsualSuspects to Goodfellas is TheUsualSuspects->Goodfellas [2] with length 10
Shortest path from TheUsualSuspects to Inception is TheUsualSuspects->Inception [2] with length 12
Shortest path from TheUsualSuspects to Interstellar is TheUsualSuspects->Interstellar [2] with length 12
Shortest path from TheUsualSuspects to LifeisBeautiful is TheUsualSuspects->LifeisBeautiful [2] with length 14
Shortest path from TheUsualSuspects to PulpFiction is TheUsualSuspects->PulpFiction [2] with length 9
Shortest path from TheUsualSuspects to SavingPrivateRyan is TheUsualSuspects->SavingPrivateRyan [2] with length 11
Shortest path from TheUsualSuspects to Schindler'sList is TheUsualSuspects->Schindler'sList [2] with length 12
Shortest path from TheUsualSuspects to Se7en is TheUsualSuspects->Se7en [2] with length 6
Shortest path from TheUsualSuspects to SpiritedAway is TheUsualSuspects->SpiritedAway [2] with length 14
Shortest path from TheUsualSuspects to StarWars:EpisodeV-TheEmpireStrikesBack is TheUsualSuspects->StarWars:EpisodeV-TheEmpireStrikesBack [2] with length 12
Shortest path from TheUsualSuspects to TheDarkKnight is TheUsualSuspects->TheDarkKnight [2] with length 10
Shortest path from TheUsualSuspects to TheGodfather is TheUsualSuspects->TheGodfather [2] with length 9
Shortest path from TheUsualSuspects to TheGreenMile is TheUsualSuspects->TheGreenMile [2] with length 10
Shortest path from TheUsualSuspects to TheLordoftheRings:TheFellowshipoftheRing is TheUsualSuspects->TheLordoftheRings:TheFellowshipoftheRing [2] with length 14
Shortest path from TheUsualSuspects to TheLordoftheRings:TheReturnoftheKing is TheUsualSuspects->TheLordoftheRings:TheReturnoftheKing [2] with length 14
Shortest path from TheUsualSuspects to TheMatrix is TheUsualSuspects->TheMatrix [2] with length 11
Shortest path from TheUsualSuspects to ThePianist is TheUsualSuspects->ThePianist [2] with length 12
Shortest path from TheUsualSuspects to TheShawshankRedemption is TheUsualSuspects->TheShawshankRedemption [2] with length 10
Shortest path from TheUsualSuspects to TheSilenceoftheLambs is TheUsualSuspects->TheSilenceoftheLambs [2] with length 8
Imagine you have several MoviePacket catalogs and you want to compare the similarity among them.
The way you will compute this with Pheno-Ranker is similar to intra-catalog, the only thing to have in mind is that the catalogs (i.e., cohorts) will have a preffix so that we can identify them.
Example 1: Default catalog (cohort) nomenclature¶
For demonstration purposes, in this example we are re-using the same file (t/movies.json)
After executing this command you will obtain a file named matrix.txt which is a matrix consisting of all (25+25)*(25+25) pairwise comparisons.
Dimensionality reduction
We will use the included R scripts to perform dimensionality reduction via MDS. Note that you can use other dimensinality reduction techniques such as t-SNE or UMAP.
By default, the ids in each catalog will be renamed to C1_, C2_ and so on, but you can add your own preffixes with --append-prefix.
Example 2: Set up catalog nomenclature prefixes¶
pheno-ranker -r t/movies.json t/movies.json t/movies.json --append-prefixes NETFLIX HBO PRIME_VIDEO --config t/movies_config.yaml
Imagine you'd like to discover movies similar to a specific one, such as Interstellar.
Step 1: Isolate the Movie¶
To single out the 'Interstellar' movie data:
This command will carry out a dry-run, producing an extracted JSON object named Interstellar.json.
{
"country" : "USA",
"genre" : [
"Adventure",
"Drama",
"Sci-Fi"
],
"rating" : 8.6,
"title" : "Interstellar",
"year" : 2014
}
Step 2: Rank Similar Movies¶
Next, run the following command to initiate the ranking process:
This will output the results to the console and additionally save them in a file titled rank.txt.
| RANK | REFERENCE(ID) | TARGET(ID) | FORMAT | LENGTH | WEIGHTED | HAMMING-DISTANCE | DISTANCE-Z-SCORE | DISTANCE-P-VALUE | DISTANCE-Z-SCORE(RAND) | JACCARD-INDEX | JACCARD-Z-SCORE | JACCARD-P-VALUE |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Interstellar | Interstellar | MXF | 7 | False | 0 | -3.994 | 0.0000325 | -2.6458 | 1.000 | 4.529 | 0.0002087 |
| 2 | SavingPrivateRyan | Interstellar | MXF | 10 | False | 7 | -0.846 | 0.1988972 | 1.2649 | 0.300 | 0.438 | 0.7129606 |
| 3 | TheShawshankRedemption | Interstellar | MXF | 10 | False | 8 | -0.396 | 0.3461273 | 1.8974 | 0.200 | -0.146 | 0.8742001 |
| 4 | Se7en | Interstellar | MXF | 11 | False | 8 | -0.396 | 0.3461273 | 1.5076 | 0.273 | 0.279 | 0.7646809 |
| 5 | Gladiator | Interstellar | MXF | 11 | False | 8 | -0.396 | 0.3461273 | 1.5076 | 0.273 | 0.279 | 0.7646809 |
| 6 | Inception | Interstellar | MXF | 11 | False | 8 | -0.396 | 0.3461273 | 1.5076 | 0.273 | 0.279 | 0.7646809 |
| 7 | FightClub | Interstellar | MXF | 10 | False | 8 | -0.396 | 0.3461273 | 1.8974 | 0.200 | -0.146 | 0.8742001 |
| 8 | TheGreenMile | Interstellar | MXF | 11 | False | 8 | -0.396 | 0.3461273 | 1.5076 | 0.273 | 0.279 | 0.7646809 |
| 9 | TheSilenceoftheLambs | Interstellar | MXF | 11 | False | 8 | -0.396 | 0.3461273 | 1.5076 | 0.273 | 0.279 | 0.7646809 |
| 10 | ForrestGump | Interstellar | MXF | 11 | False | 9 | 0.054 | 0.5215214 | 2.1106 | 0.182 | -0.253 | 0.8948480 |
| 11 | TheMatrix | Interstellar | MXF | 11 | False | 9 | 0.054 | 0.5215214 | 2.1106 | 0.182 | -0.253 | 0.8948480 |
| 12 | CityofGod | Interstellar | MXF | 11 | False | 9 | 0.054 | 0.5215214 | 2.1106 | 0.182 | -0.253 | 0.8948480 |
| 13 | PulpFiction | Interstellar | MXF | 11 | False | 9 | 0.054 | 0.5215214 | 2.1106 | 0.182 | -0.253 | 0.8948480 |
| 14 | TheGodfather | Interstellar | MXF | 11 | False | 9 | 0.054 | 0.5215214 | 2.1106 | 0.182 | -0.253 | 0.8948480 |
| 15 | Goodfellas | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 16 | TheLordoftheRings:TheFellowshipoftheRing | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 17 | Casablanca | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 18 | Schindler'sList | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 19 | LifeisBeautiful | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 20 | SpiritedAway | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 21 | TheLordoftheRings:TheReturnoftheKing | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 22 | TheDarkKnight | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 23 | StarWars:EpisodeV-TheEmpireStrikesBack | Interstellar | MXF | 12 | False | 10 | 0.504 | 0.6927786 | 2.3094 | 0.167 | -0.341 | 0.9100849 |
| 24 | TheUsualSuspects | Interstellar | MXF | 13 | False | 12 | 1.403 | 0.9197335 | 3.0509 | 0.077 | -0.866 | 0.9689622 |
| 25 | ThePianist | Interstellar | MXF | 13 | False | 12 | 1.403 | 0.9197335 | 3.0509 | 0.077 | -0.866 | 0.9689622 |
Of course you can perform tha ranking against multiple cohorts and select specific terms.
pheno-ranker -r t/movies.json t/movies.json --append-prefixes NETFLIX HBO -t Interstellar.json --include-terms genre year --config t/movies_config.yaml --max-out 10
| RANK | REFERENCE(ID) | TARGET(ID) | FORMAT | LENGTH | WEIGHTED | HAMMING-DISTANCE | DISTANCE-Z-SCORE | DISTANCE-P-VALUE | DISTANCE-Z-SCORE(RAND) | JACCARD-INDEX | JACCARD-Z-SCORE | JACCARD-P-VALUE |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | NETFLIX_Interstellar | Interstellar | MXF | 4 | False | 0 | -3.561 | 0.0001845 | -2.0000 | 1.000 | 4.387 | 0.0003529 |
| 2 | HBO_Interstellar | Interstellar | MXF | 4 | False | 0 | -3.561 | 0.0001845 | -2.0000 | 1.000 | 4.387 | 0.0003529 |
| 3 | HBO_FightClub | Interstellar | MXF | 5 | False | 4 | -0.779 | 0.2179810 | 1.3416 | 0.200 | -0.068 | 0.8572146 |
| 4 | NETFLIX_Inception | Interstellar | MXF | 6 | False | 4 | -0.779 | 0.2179810 | 0.8165 | 0.333 | 0.675 | 0.6275454 |
| 5 | HBO_TheShawshankRedemption | Interstellar | MXF | 5 | False | 4 | -0.779 | 0.2179810 | 1.3416 | 0.200 | -0.068 | 0.8572146 |
| 6 | NETFLIX_TheLordoftheRings:TheReturnoftheKing | Interstellar | MXF | 6 | False | 4 | -0.779 | 0.2179810 | 0.8165 | 0.333 | 0.675 | 0.6275454 |
| 7 | HBO_Gladiator | Interstellar | MXF | 6 | False | 4 | -0.779 | 0.2179810 | 0.8165 | 0.333 | 0.675 | 0.6275454 |
| 8 | NETFLIX_Gladiator | Interstellar | MXF | 6 | False | 4 | -0.779 | 0.2179810 | 0.8165 | 0.333 | 0.675 | 0.6275454 |
| 9 | NETFLIX_TheShawshankRedemption | Interstellar | MXF | 5 | False | 4 | -0.779 | 0.2179810 | 1.3416 | 0.200 | -0.068 | 0.8572146 |
| 10 | NETFLIX_FightClub | Interstellar | MXF | 5 | False | 4 | -0.779 | 0.2179810 | 1.3416 | 0.200 | -0.068 | 0.8572146 |
Expected times and memory:
| Rows | Cohort | Patient | ||
|---|---|---|---|---|
| Number | Time | RAM | Time | RAM |
| 100 | 0.5s | <1GB | <0.5s | <1GB |
| 1K | 1s | <1GB | <0.5s | <1GB |
| 5K | 15s | <1GB | <0.5s | <1GB |
| 10K | 1m30s | <1GB* | <1s | <1GB |
| 50K | 1h | <1GB* | 3s | <1GB |
| 100K | - | - | 6s | <1GB |
| 1M | - | - | 1m | <4GB |
(Imported CSV with 19 variables)
1 x Intel(R) Xeon(R) W-1350P @ 4.00GHz - 32GB RAM - SSD
* About RAM usage in cohort mode
After reaching 5K rows, Pheno-Ranker adopts a RAM-efficient approach, where it calculates the entire symmetric matrix without storing it in memory.