exploratory phase exploring data case study in reddit posts classification case study - nosql example - handling spelling mistakes overview project primary objective - project secondary objective - recipe recommendation engine example - external data facebook facets of data - audio graph-based or network data images machine-generated data - natural language - streaming data structured data unstructured data video features file systemsdistributed filterall(method filters - forcegraph html file foreign keys fortran fqdn (fully qualified domain name frameworksdistributing data storage and processing with - freebase org full batch learning full-text searches - fuzzy search fw tag gaussian distribution general word filter function generators google adsense index google charts google drive google maps googleand text mining gpu (graphics processor unit graph databases - connected data example - data exploration - data modeling - data preparation - data retrieval - presentation setting research goal - cypher graph query language - neo graph database - overview - reasons for using - graph theory graph-based or network data graphs graphx grid systembootstrap group(method groupingsimilar observations to gain insight from distribution of data - hadoop framework - commands components of - fault tolerant features horizontal scaling of data mapreduce use by - overview parallelismhow achieved by - portablity of reliability of storing data on using command line to interact with file system - working example of hadoop fs -put localuri remoteuri command hadoop fs -chmod mode uri command hadoop fs -ls command hadoop fs -ls - argument hadoop fs -ls uri command hadoop fs -mkdir uri command hadoop fs -mv olduri newuri command hadoop fs -rm - uri command hadoop -get remoteuri command hadoop -put mycsv csv /data command hadoopy library hamming distance functioncreating - hapaxes hash functioncreating hash tables - hdd (hard disk drive hdfs (hadoop file system - hge (human granulocytic ehrlichiosis hierarchical data highcharts histograms - hive data storing in saving data in - hiveql horton sandbox hortonworks odbc configuration dialog boxwindows hortonworks option hortonworks sandbox http serverpython / (input/output ibm watson idc (international data corporation ide (integrated development environment images import nltk code impossible values in tag inconsistencies between data sources indentifying decisions