Module Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore Call NameLoad NameLoad For NameStore NameLoad body Expr Yield TupleLoad NameLoad BinOpDiv NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad Return Call NameLoad Call AttributeLoad NameLoad attr decorator_list If CompareEq NameLoad Str body Assign NameStore Call NameLoad Str Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad Call AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Lambda arguments args NameParam defaults Call NameLoad NameLoad attr attr attr Assign NameStore Call AttributeLoad NameLoad attr Lambda arguments args TupleStore NameStore NameStore defaults TupleLoad NameLoad Num For NameStore Call NameLoad Num body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr Lambda arguments args TupleStore NameStore TupleStore NameStore NameStore defaults Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr Lambda arguments args NameParam defaults BinOpAdd BinOpMult NameLoad Num Num For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr body Print BinOpMod Str TupleLoad NameLoad NameLoad
N/A N/A csv numpy array StringIO StringIO operator add pyspark SparkConf SparkContext contribution N/A N/A authors rank N/A N/A N/A Calculates URL contributions to the rank of other URLs. N/A count N/A len authors N/A author authors N/A N/A N/A N/A author N/A rank count N/A split N/A N/A line N/A N/A N/A 
    Operator function for splitting a line on a delimiter.
     N/A reader N/A N/A csv reader N/A StringIO line N/A N/A tuple N/A N/A reader next N/A N/A N/A __name__ __main__ N/A N/A sc N/A SparkContext local[*] PageRank N/A lines N/A N/A sc textFile fixtures/DBLP/coauthors.txt N/A links N/A N/A N/A N/A N/A N/A N/A N/A lines map N/A N/A N/A line N/A N/A split line distinct groupByKey cache N/A ranks N/A N/A links map N/A N/A N/A N/A author neighbors N/A N/A author 1.0 N/A iteration N/A xrange 10 N/A N/A contribs N/A N/A N/A N/A links join ranks flatMap N/A N/A N/A N/A author N/A authors rank N/A N/A contribution authors rank N/A ranks N/A N/A N/A N/A contribs reduceByKey add mapValues N/A N/A N/A rank N/A N/A N/A rank 0.85 0.15 N/A N/A link rank N/A N/A ranks collect N/A N/A N/A %s has rank: %s. N/A link rank