Repository: minsuk-heo/BigData Branch: master Commit: 22795b2e21e3 Files: 40 Total size: 163.6 KB Directory structure: gitextract_pjocu74b/ ├── README.md ├── ch01/ │ ├── classes.json │ ├── classesRating_mapping.json │ └── oneclass.json ├── ch02/ │ ├── classes.json │ └── classesRating_mapping.json ├── ch03/ │ ├── avg_points_aggs.json │ ├── bulk_basketball.json │ ├── max_points_aggs.json │ ├── min_points_aggs.json │ ├── simple_basketball.json │ ├── stats_points_aggs.json │ ├── sum_points_aggs.json │ └── twoteam_basketball.json ├── ch04/ │ ├── basketball_mapping.json │ ├── stats_by_team.json │ ├── terms_aggs.json │ └── twoteam_basketball.json ├── ch05/ │ ├── basketball_mapping.json │ └── bulk_basketball.json ├── ch06/ │ ├── logstash-simple.conf │ ├── logstash.conf │ ├── logstash_stock.conf │ ├── populationbycountry19802010millions.csv │ └── table.csv └── ch07/ ├── README.md ├── backup_to_S3.sh ├── curator.yml ├── curator_cron ├── curl_backup_config.sh ├── daily_elk_backup.sh ├── delete_indices_size_base.sh ├── delete_indices_size_base.yml ├── delete_indices_time_base.sh ├── delete_indices_time_base.yml ├── elk_restore.sh ├── filebeat.yml ├── logstash.conf ├── restore_from_S3.sh └── s3_backup_cron ================================================ FILE CONTENTS ================================================ ================================================ FILE: README.md ================================================ # Big Data Big Data handling with ELK Stack ## Authors * **Minsuk Heo** - [Homepage](http://minsuk-heo.github.io/) ================================================ FILE: ch01/classes.json ================================================ { "index" : { "_index" : "classes", "_type" : "class", "_id" : "1" } } {"title" : "Machine Learning","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["spring", "fall"],"student_count" : 100,"unit" : 3,"rating" : 5, "submit_date" : "2016-01-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "2" } } {"title" : "Network","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["fall"],"student_count" : 50,"unit" : 3,"rating" : 4, "submit_date" : "2016-02-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "3" } } {"title" : "Operating System","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["spring"],"student_count" : 50,"unit" : 3,"rating" : 4, "submit_date" : "2016-03-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "5" } } {"title" : "Machine Learning","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["spring"],"student_count" : 40,"unit" : 3,"rating" : 2, "submit_date" : "2016-04-02", "school_location" : {"lat" : 39.00, "lon" : -112.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "6" } } {"title" : "Network","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["summer"],"student_count" : 30,"unit" : 3,"rating" : 2, "submit_date" : "2016-02-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "7" } } {"title" : "Operating System","Professor" : "Jeniffer Anderson","major" : "Computer Science","semester" : ["winter"],"student_count" : 30,"unit" : 3,"rating" : 1, "submit_date" : "2016-11-02", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "8" } } {"title" : "Algorithm","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["fall"],"student_count" : 80,"unit" : 3,"rating" : 2, "submit_date" : "2016-10-22", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "9" } } {"title" : "Data Structure","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["winter"],"student_count" : 50,"unit" : 3,"rating" : 2, "submit_date" : "2016-07-22", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "10" } } {"title" : "Computer Graphic","Professor" : "Jeniffer Anderson","major" : "Computer Science","semester" : ["spring"],"student_count" : 60,"unit" : 2,"rating" : 3, "submit_date" : "2016-11-12", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "11" } } {"title" : "Music Fundamental","Professor" : "Jay Z","major" : "Music","semester" : ["fall"],"student_count" : 100,"unit" : 3,"rating" : 5, "submit_date" : "2016-05-22", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "12" } } {"title" : "Vocal Techniques","Professor" : "Beyonce","major" : "Music","semester" : ["fall"],"student_count" : 30,"unit" : 3,"rating" : 5, "submit_date" : "2016-11-22", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "13" } } {"title" : "Guitar Techiniques","Professor" : "Eric Clapton","major" : "Music","semester" : ["spring", "fall"],"student_count" : 20,"unit" : 2,"rating" : 4, "submit_date" : "2016-03-12", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "14" } } {"title" : "Finance","Professor" : "Bill Gates","major" : "Accounting","semester" : ["winter"],"student_count" : 50,"unit" : 3,"rating" : 2, "submit_date" : "2016-01-12", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "15" } } {"title" : "Marketing","Professor" : "Bill Gates","major" : "Accounting","semester" : ["spring"],"student_count" : 60,"unit" : 2,"rating" : 3, "submit_date" : "2016-01-22", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "16" } } {"title" : "Accounting Information Systems","Professor" : "Tom Cruise","major" : "Accounting","semester" : ["fall"],"student_count" : 100,"unit" : 2,"rating" : 1, "submit_date" : "2016-11-12", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "17" } } {"title" : "Individual Taxation","Professor" : "Tom Cruise","major" : "Accounting","semester" : ["fall"],"student_count" : 30,"unit" : 1,"rating" : 2, "submit_date" : "2016-08-02", "school_location" : {"lat" : 42.32, "lon" : -94.74}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "18" } } {"title" : "Auditing","Professor" : "Victoria Park","major" : "Accounting","semester" : ["spring", "fall"],"student_count" : 20,"unit" : 2,"rating" : 3, "submit_date" : "2016-09-13", "school_location" : {"lat" : 42.32, "lon" : -94.74}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "19" } } {"title" : "Cell Biology","Professor" : "Anjella Kim","major" : "Medical","semester" : ["fall"],"student_count" : 40,"unit" : 5,"rating" : 5, "submit_date" : "2016-02-22", "school_location" : {"lat" : 42.32, "lon" : -94.74}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "20" } } {"title" : "Physiology","Professor" : "Jack Berk","major" : "Medical","semester" : ["summer"],"student_count" : 30,"unit" : 5,"rating" : 4, "submit_date" : "2016-11-12", "school_location" : {"lat" : 32.69, "lon" : -99.44}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "21" } } {"title" : "Neuroscience","Professor" : "Jihee Yang","major" : "Medical","semester" : ["spring", "fall"],"student_count" : 20,"unit" : 5,"rating" : 4, "submit_date" : "2016-06-03", "school_location" : {"lat" : 32.69, "lon" : -99.44}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "22" } } {"title" : "Immunology","Professor" : "Meredith Lee","major" : "Medical","semester" : ["winter"],"student_count" : 30,"unit" : 3,"rating" : 2, "submit_date" : "2016-06-21", "school_location" : {"lat" : 32.69, "lon" : -99.44}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "23" } } {"title" : "Genetics","Professor" : "David Pollack","major" : "Medical","semester" : ["spring"],"student_count" : 20,"unit" : 3,"rating" : 3, "submit_date" : "2016-06-30", "school_location" : {"lat" : 28.22, "lon" : -81.87}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "24" } } {"title" : "Biochemistry","Professor" : "John Miller","major" : "Medical","semester" : ["fall"],"student_count" : 30,"unit" : 3,"rating" : 4, "submit_date" : "2016-01-11", "school_location" : {"lat" : 28.22, "lon" : -81.87}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "25" } } {"title" : "Anatomy","Professor" : "Tom Johnson","major" : "Medical","semester" : ["fall"],"student_count" : 30,"unit" : 5,"rating" : 3, "submit_date" : "2016-11-12", "school_location" : {"lat" : 28.22, "lon" : -81.87}} ================================================ FILE: ch01/classesRating_mapping.json ================================================ { "class" : { "properties" : { "title" : { "type" : "string" }, "professor" : { "type" : "string" }, "major" : { "type" : "string" }, "semester" : { "type" : "string" }, "student_count" : { "type" : "integer" }, "unit" : { "type" : "integer" }, "rating" : { "type" : "integer" }, "submit_date" : { "type" : "date", "format" : "yyyy-MM-dd" }, "school_location" : { "type" : "geo_point" } } } } ================================================ FILE: ch01/oneclass.json ================================================ { "title" : "Machine Learning", "Professor" : "Minsuk Heo", "major" : "Computer Science", "semester" : ["spring", "fall"], "student_count" : 100, "unit" : 3, "rating" : 5 } ================================================ FILE: ch02/classes.json ================================================ { "index" : { "_index" : "classes", "_type" : "class", "_id" : "1" } } {"title" : "Machine Learning","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["spring", "fall"],"student_count" : 100,"unit" : 3,"rating" : 5, "submit_date" : "2016-01-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "2" } } {"title" : "Network","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["fall"],"student_count" : 50,"unit" : 3,"rating" : 4, "submit_date" : "2016-02-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "3" } } {"title" : "Operating System","Professor" : "Minsuk Heo","major" : "Computer Science","semester" : ["spring"],"student_count" : 50,"unit" : 3,"rating" : 4, "submit_date" : "2016-03-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "5" } } {"title" : "Machine Learning","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["spring"],"student_count" : 40,"unit" : 3,"rating" : 2, "submit_date" : "2016-04-02", "school_location" : {"lat" : 39.00, "lon" : -112.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "6" } } {"title" : "Network","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["summer"],"student_count" : 30,"unit" : 3,"rating" : 2, "submit_date" : "2016-02-02", "school_location" : {"lat" : 36.00, "lon" : -120.00}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "7" } } {"title" : "Operating System","Professor" : "Jeniffer Anderson","major" : "Computer Science","semester" : ["winter"],"student_count" : 30,"unit" : 3,"rating" : 1, "submit_date" : "2016-11-02", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "8" } } {"title" : "Algorithm","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["fall"],"student_count" : 80,"unit" : 3,"rating" : 2, "submit_date" : "2016-10-22", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "9" } } {"title" : "Data Structure","Professor" : "Tim Cook","major" : "Computer Science","semester" : ["winter"],"student_count" : 50,"unit" : 3,"rating" : 2, "submit_date" : "2016-07-22", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "10" } } {"title" : "Computer Graphic","Professor" : "Jeniffer Anderson","major" : "Computer Science","semester" : ["spring"],"student_count" : 60,"unit" : 2,"rating" : 3, "submit_date" : "2016-11-12", "school_location" : {"lat" : 39.97, "lon" : -89.78}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "11" } } {"title" : "Music Fundamental","Professor" : "Jay Z","major" : "Music","semester" : ["fall"],"student_count" : 100,"unit" : 3,"rating" : 5, "submit_date" : "2016-05-22", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "12" } } {"title" : "Vocal Techniques","Professor" : "Beyonce","major" : "Music","semester" : ["fall"],"student_count" : 30,"unit" : 3,"rating" : 5, "submit_date" : "2016-11-22", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "13" } } {"title" : "Guitar Techiniques","Professor" : "Eric Clapton","major" : "Music","semester" : ["spring", "fall"],"student_count" : 20,"unit" : 2,"rating" : 4, "submit_date" : "2016-03-12", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "14" } } {"title" : "Finance","Professor" : "Bill Gates","major" : "Accounting","semester" : ["winter"],"student_count" : 50,"unit" : 3,"rating" : 2, "submit_date" : "2016-01-12", "school_location" : {"lat" : 42.51, "lon" : -74.83}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : 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"submit_date" : "2016-06-03", "school_location" : {"lat" : 32.69, "lon" : -99.44}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "22" } } {"title" : "Immunology","Professor" : "Meredith Lee","major" : "Medical","semester" : ["winter"],"student_count" : 30,"unit" : 3,"rating" : 2, "submit_date" : "2016-06-21", "school_location" : {"lat" : 32.69, "lon" : -99.44}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "23" } } {"title" : "Genetics","Professor" : "David Pollack","major" : "Medical","semester" : ["spring"],"student_count" : 20,"unit" : 3,"rating" : 3, "submit_date" : "2016-06-30", "school_location" : {"lat" : 28.22, "lon" : -81.87}} { "index" : { "_index" : "classes", "_type" : "class", "_id" : "24" } } {"title" : "Biochemistry","Professor" : "John Miller","major" : "Medical","semester" : ["fall"],"student_count" : 30,"unit" : 3,"rating" : 4, "submit_date" : "2016-01-11", "school_location" : {"lat" : 28.22, "lon" : -81.87}} { "index" : { "_index" : 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} } ================================================ FILE: ch03/bulk_basketball.json ================================================ { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "1" } } {"team" : "Golden States Warriors","name" : "Stephen Curry", "points" : 30,"rebounds" : 3,"assists" : 4, "blocks" : 5, "submit_date" : "2016-10-11"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "2" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 32,"rebounds" : 5,"assists" : 8, "blocks" : 5, "submit_date" : "2016-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "3" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 28,"rebounds" : 2,"assists" : 3, "blocks" : 1, "submit_date" : "2016-10-17"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "4" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 36,"rebounds" : 1,"assists" : 2, "blocks" : 1, 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"Rudy Gobert","points" : 8,"rebounds" : 10,"assists" : 3, "blocks" : 6, "submit_date" : "2016-10-18"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "10" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 12,"rebounds" : 9,"assists" : 2, "blocks" : 6, "submit_date" : "2016-11-10"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "11" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 12,"rebounds" : 14,"assists" : 2, "blocks" : 7, "submit_date" : "2016-11-22"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "12" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 8,"rebounds" : 10,"assists" : 4, "blocks" : 5, "submit_date" : "2016-11-27"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "13" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 8,"rebounds" : 1,"assists" : 13, "blocks" : 2, "submit_date" : "2016-10-18"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "14" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 13,"rebounds" : 2,"assists" : 12, "blocks" : 3, "submit_date" : "2016-11-10"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "15" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 15,"rebounds" : 3,"assists" : 12, "blocks" : 3, "submit_date" : "2016-11-22"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "16" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 22,"rebounds" : 4,"assists" : 14, "blocks" : 3, "submit_date" : "2016-11-27"} ================================================ FILE: ch03/max_points_aggs.json ================================================ { "size" : 0, "aggs" : { "max_score" : { "max" : { "field" : "points" } } } } ================================================ FILE: ch03/min_points_aggs.json ================================================ { "size" : 0, "aggs" : { "min_score" : { "min" : { "field" : "points" } } } } ================================================ FILE: ch03/simple_basketball.json ================================================ { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "1" } } {"team" : "Chicago Bulls","name" : "Michael Jordan", "points" : 30,"rebounds" : 3,"assists" : 4, "submit_date" : "1996-10-11"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "2" } } {"team" : "Chicago Bulls","name" : "Michael Jordan","points" : 20,"rebounds" : 5,"assists" : 8, "submit_date" : "1996-10-11"} ================================================ FILE: ch03/stats_points_aggs.json ================================================ { "size" : 0, "aggs" : { "stats_score" : { "stats" : { "field" : "points" } } } } ================================================ FILE: ch03/sum_points_aggs.json ================================================ { "size" : 0, "aggs" : { "sum_score" : { "sum" : { "field" : "points" } } } } ================================================ FILE: ch03/twoteam_basketball.json ================================================ { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "1" } } {"team" : "Chicago","name" : "Michael Jordan", "points" : 30,"rebounds" : 3,"assists" : 4, "blocks" : 3, "submit_date" : "1996-10-11"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "2" } } {"team" : "Chicago","name" : "Michael Jordan","points" : 20,"rebounds" : 5,"assists" : 8, "blocks" : 4, "submit_date" : "1996-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "3" } } {"team" : "LA","name" : "Kobe Bryant","points" : 30,"rebounds" : 2,"assists" : 8, "blocks" : 5, "submit_date" : "2014-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "4" } } {"team" : "LA","name" : "Kobe Bryant","points" : 40,"rebounds" : 4,"assists" : 8, "blocks" : 6, "submit_date" : "2014-11-13"} ================================================ FILE: ch04/basketball_mapping.json ================================================ { "record" : { "properties" : { "team" : { "type" : "string", "fielddata" : true }, "name" : { "type" : "string", "fielddata" : true }, "points" : { "type" : "long" }, "rebounds" : { "type" : "long" }, "assists" : { "type" : "long" }, "blocks" : { "type" : "long" }, "submit_date" : { "type" : "date", "format" : "yyyy-MM-dd" } } } } ================================================ FILE: ch04/stats_by_team.json ================================================ { "size" : 0, "aggs" : { "team_stats" : { "terms" : { "field" : "team" }, "aggs" : { "stats_score" : { "stats" : { "field" : "points" } } } } } } ================================================ FILE: ch04/terms_aggs.json ================================================ { "size" : 0, "aggs" : { "players" : { "terms" : { "field" : "team" } } } } ================================================ FILE: ch04/twoteam_basketball.json ================================================ { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "1" } } {"team" : "Chicago","name" : "Michael Jordan", "points" : 30,"rebounds" : 3,"assists" : 4, "blocks" : 3, "submit_date" : "1996-10-11"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "2" } } {"team" : "Chicago","name" : "Michael Jordan","points" : 20,"rebounds" : 5,"assists" : 8, "blocks" : 4, "submit_date" : "1996-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "3" } } {"team" : "LA","name" : "Kobe Bryant","points" : 30,"rebounds" : 2,"assists" : 8, "blocks" : 5, "submit_date" : "2014-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "4" } } {"team" : "LA","name" : "Kobe Bryant","points" : 40,"rebounds" : 4,"assists" : 8, "blocks" : 6, "submit_date" : "2014-11-13"} ================================================ FILE: ch05/basketball_mapping.json ================================================ { "record" : { "properties" : { "team" : { "type" : "string", "fielddata" : true }, "name" : { "type" : "string", "fielddata" : true }, "points" : { "type" : "long" }, "rebounds" : { "type" : "long" }, "assists" : { "type" : "long" }, "blocks" : { "type" : "long" }, "submit_date" : { "type" : "date", "format" : "yyyy-MM-dd" } } } } ================================================ FILE: ch05/bulk_basketball.json ================================================ { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "1" } } {"team" : "Golden States Warriors","name" : "Stephen Curry", "points" : 30,"rebounds" : 3,"assists" : 4, "blocks" : 5, "submit_date" : "2016-10-11"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "2" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 32,"rebound" : 5,"assist" : 8, "blocks" : 5, "submit_date" : "2016-10-13"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "3" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 28,"rebound" : 2,"assist" : 3, "blocks" : 1, "submit_date" : "2016-10-17"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "4" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 36,"rebound" : 1,"assist" : 2, "blocks" : 1, "submit_date" : "2016-11-20"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "5" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 36,"rebound" : 1,"assist" : 2, "blocks" : 1, "submit_date" : "2016-11-25"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "6" } } {"team" : "Golden States Warriors","name" : "Stephen Curry","points" : 32,"rebound" : 1,"assist" : 4, "blocks" : 1, "submit_date" : "2016-11-28"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "7" } } {"team" : "Utah Jazz","name" : "Rudy Gobert", "points" : 3,"rebounds" : 11,"assists" : 4, "blocks" : 7, "submit_date" : "2016-10-12"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "8" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 4,"rebound" : 13,"assist" : 8, "blocks" : 5, "submit_date" : "2016-10-14"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "9" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 8,"rebound" : 10,"assist" : 3, "blocks" : 6, "submit_date" : "2016-10-18"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "10" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 12,"rebound" : 9,"assist" : 2, "blocks" : 6, "submit_date" : "2016-11-10"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "11" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 12,"rebound" : 14,"assist" : 2, "blocks" : 7, "submit_date" : "2016-11-22"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "12" } } {"team" : "Utah Jazz","name" : "Rudy Gobert","points" : 8,"rebound" : 10,"assist" : 4, "blocks" : 5, "submit_date" : "2016-11-27"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "13" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 8,"rebound" : 1,"assist" : 13, "blocks" : 2, "submit_date" : "2016-10-18"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "14" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 13,"rebound" : 2,"assist" : 12, "blocks" : 3, "submit_date" : "2016-11-10"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "15" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 15,"rebound" : 3,"assist" : 12, "blocks" : 3, "submit_date" : "2016-11-22"} { "index" : { "_index" : "basketball", "_type" : "record", "_id" : "16" } } {"team" : "Washington Wizards","name" : "John Wall","points" : 22,"rebound" : 4,"assist" : 14, "blocks" : 3, "submit_date" : "2016-11-27"} ================================================ FILE: ch06/logstash-simple.conf ================================================ input { stdin { } } output { stdout { } } ================================================ FILE: ch06/logstash.conf ================================================ input { file { path => "/home/minsuk/Documents/git-repo/BigData/ch06/populationbycountry19802010millions.csv" start_position => "beginning" sincedb_path => "/dev/null" } } filter { csv { separator => "," columns => ["Country","1980","1981","1982","1983","1984","1985","1986","1987","1988","1989","1990","1991","1992","1993","1994","1995","1996","1997","1998","1999","2000","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010"] } mutate {convert => ["1980", "float"]} mutate {convert => ["1981", "float"]} mutate {convert => ["1982", "float"]} mutate {convert => ["1983", "float"]} mutate {convert => ["1984", "float"]} mutate {convert => ["1985", "float"]} mutate {convert => ["1986", "float"]} mutate {convert => ["1987", "float"]} mutate {convert => ["1988", "float"]} mutate {convert => ["1989", "float"]} mutate {convert => ["1990", "float"]} mutate {convert => ["1991", "float"]} mutate {convert => ["1992", "float"]} mutate {convert => ["1993", "float"]} mutate {convert => ["1994", "float"]} mutate {convert => ["1995", "float"]} mutate {convert => ["1996", "float"]} mutate {convert => ["1997", "float"]} mutate {convert => ["1998", "float"]} mutate {convert => ["1999", "float"]} mutate {convert => ["2000", "float"]} mutate {convert => ["2001", "float"]} mutate {convert => ["2002", "float"]} mutate {convert => ["2003", "float"]} mutate {convert => ["2004", "float"]} mutate {convert => ["2005", "float"]} mutate {convert => ["2006", "float"]} mutate {convert => ["2007", "float"]} mutate {convert => ["2008", "float"]} mutate {convert => ["2009", "float"]} mutate {convert => ["2010", "float"]} } output { elasticsearch { hosts => "localhost" index => "population" } stdout {} } ================================================ FILE: ch06/logstash_stock.conf ================================================ input { file { path => "/home/minsuk/Documents/git-repo/BigData/ch06/table.csv" start_position => "beginning" sincedb_path => "/dev/null" } } filter { csv { separator => "," columns => ["Date","Open","High","Low","Close","Volume","Adj Close"] } mutate {convert => ["Open", "float"]} mutate {convert => ["High", "float"]} mutate {convert => ["Low", "float"]} mutate {convert => ["Close", "float"]} } output { elasticsearch { hosts => "localhost" index => "stock" } stdout {} } ================================================ FILE: ch06/populationbycountry19802010millions.csv ================================================ Country,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010 North America,320.27638,324.44694,328.62014,332.72487,336.72143,340.74811,344.89548,349.07829,353.2939,357.68457,362.4468,367.70684,373.29069,378.74233,383.9166,388.97216,393.9428,398.97205,403.85585,408.60296,413.3245,417.83236,422.05268,426.06238,430.26938,434.47232,438.82964,443.3473,447.67394,451.83698,456.59331 Bermuda,0.05473,0.05491,0.05517,0.05551,0.05585,0.05618,0.05651,0.05683,0.05717,0.05749,0.05778,0.0581,0.0587,0.05924,0.05975,0.06029,0.06087,0.06145,0.06198,0.06251,0.06306,0.06361,0.06418,0.06476,0.06534,0.06591,0.06644,0.06692,0.06739,0.06784,0.06827 Canada,24.5933,24.9,25.2019,25.4563,25.7018,25.9416,26.2038,26.5497,26.8948,27.3793,27.7906,28.1179,28.54489,28.95334,29.33081,29.69053,30.02632,30.3056,30.55166,30.82026,31.09956,31.37674,31.64096,31.88931,32.13476,32.38638,32.65668,32.93596,33.2127,33.48721,33.75974 Greenland,0.05021,0.05103,0.05166,0.05211,0.05263,0.05315,0.05364,0.0541,0.05485,0.05541,0.05563,0.05554,0.05549,0.05564,0.05592,0.05619,0.05634,0.05651,0.05661,0.0567,0.05689,0.05713,0.05736,0.05754,0.0577,0.05778,0.05764,0.05753,0.05756,0.0576,0.05764 Mexico,68.34748,69.96926,71.6409,73.36288,75.08014,76.76723,78.44243,80.12249,81.78182,83.36684,84.91365,86.48803,88.11103,89.74914,91.3379,92.88035,94.39858,95.89515,97.32506,98.61691,99.92662,101.24696,102.47993,103.71806,104.95959,106.2029,107.44953,108.70089,109.9554,111.21179,112.46886 Saint Pierre and Miquelon,0.00599,0.00601,0.00605,0.00607,0.00611,0.00616,0.00621,0.00625,0.00628,0.00631,0.00632,0.00633,0.00636,0.00638,0.0064,0.0064,0.00641,0.00642,0.00642,0.00643,0.00641,0.00637,0.00633,0.00629,0.00625,0.0062,0.00615,0.0061,0.00605,0.006,0.00594 United States,227.22468,229.46571,231.66446,233.79199,235.8249,237.9238,240.13289,242.28892,244.49898,246.81923,249.62281,252.98094,256.51422,259.91859,263.12582,266.27839,269.39428,272.64693,275.8541,279.04017,282.17196,285.08156,287.80391,290.32642,293.04574,295.75315,298.59321,301.5799,304.37485,307.00655,310.23286 Central & South America,293.05856,299.43033,305.95253,312.51136,318.87955,325.22704,331.82291,338.59859,345.44544,352.20471,358.79973,365.15137,371.43224,377.7438,384.26984,390.75665,397.13002,403.41352,409.62879,415.63607,421.4539,427.24012,433.05116,438.97976,445.01525,451.05504,457.01699,462.89157,468.73872,474.53897,480.01228 Antigua and Barbuda,0.06855,0.06826,0.06801,0.06562,0.06447,0.0644,0.0644,0.06442,0.06443,0.06439,0.06416,0.06403,0.06518,0.06633,0.06749,0.06871,0.07006,0.07145,0.07278,0.07402,0.07535,0.07673,0.07794,0.07907,0.08019,0.08128,0.08234,0.08343,0.08452,0.08563,0.08675 Argentina,28.3698,28.84806,29.32988,29.79355,30.23064,30.67176,31.14499,31.62462,32.09932,32.57162,33.03558,33.50441,33.96685,34.40715,34.84689,35.27384,35.68296,36.10216,36.51792,36.92342,37.33565,37.69417,37.99945,38.33688,38.74183,39.18126,39.61443,40.04882,40.482,40.91358,41.3432 "Bahamas, The",0.20976,0.21345,0.21713,0.22086,0.22462,0.2282,0.23143,0.23448,0.23771,0.24124,0.24513,0.24931,0.25356,0.25766,0.26151,0.26518,0.26888,0.27256,0.27599,0.27931,0.28259,0.28569,0.28858,0.29135,0.29406,0.29671,0.29929,0.30197,0.30473,0.30755,0.31043 Barbados,0.25197,0.25236,0.25348,0.25485,0.25611,0.25725,0.25827,0.25912,0.25995,0.26109,0.26226,0.26334,0.2646,0.2657,0.26663,0.26767,0.26881,0.27006,0.27129,0.2725,0.27368,0.27491,0.27622,0.27755,0.27882,0.28004,0.28121,0.28236,0.2835,0.28459,0.28565 Belize,0.14442,0.14921,0.1533,0.15685,0.16081,0.16556,0.17124,0.17635,0.1814,0.18643,0.19087,0.19575,0.20082,0.20609,0.21155,0.21717,0.22297,0.22895,0.23513,0.24148,0.248,0.25464,0.2613,0.26796,0.27462,0.28129,0.28795,0.29461,0.30127,0.3079,0.31452 Bolivia,5.4413,5.54522,5.64222,5.73743,5.83429,5.93494,6.04135,6.15637,6.28316,6.42314,6.5739,6.73148,6.89345,7.05434,7.21481,7.37487,7.5344,7.69515,7.8589,8.02556,8.1951,8.36745,8.54249,8.71906,8.89597,9.07294,9.24971,9.42594,9.60126,9.77525,9.94742 Brazil,123.01963,125.99213,129.02765,131.96012,134.69947,137.38198,140.19628,143.02654,145.87275,148.65864,151.17006,153.58396,156.03206,158.51205,161.01706,163.54428,166.08586,168.63874,171.20116,173.76387,176.31962,178.86966,181.41759,183.95992,186.4886,188.99308,191.46901,193.91858,196.34259,198.73927,201.10333 Cayman Islands,0.01708,0.0179,0.01852,0.01909,0.02002,0.02085,0.02144,0.02207,0.0245,0.02507,0.02636,0.02751,0.02868,0.03001,0.0313,0.03249,0.03368,0.03487,0.03606,0.03725,0.03844,0.03962,0.0408,0.04199,0.04316,0.04434,0.04552,0.04669,0.04786,0.04904,0.05021 Chile,11.09372,11.2823,11.48711,11.68662,11.87977,12.0678,12.261,12.46452,12.67869,12.90232,13.12892,13.35367,13.57416,13.78943,14.00122,14.20661,14.40541,14.60109,14.79216,14.97655,15.15574,15.33189,15.50394,15.67191,15.83563,15.99504,16.15084,16.30385,16.45414,16.60171,16.74649 Colombia,26.63129,27.21489,27.82604,28.45499,29.09546,29.74762,30.41039,31.0853,31.77087,32.46085,33.14725,33.83221,34.52032,35.2056,35.88762,36.53183,37.09791,37.61994,38.13259,38.56386,38.91035,39.31245,39.80495,40.35102,40.92215,41.48778,42.04625,42.59732,43.14111,43.67737,44.20529 Costa Rica,2.29912,2.35729,2.42437,2.49435,2.5676,2.64431,2.72338,2.79934,2.87412,2.94989,3.02327,3.09302,3.16836,3.25653,3.3512,3.44474,3.536,3.62532,3.71374,3.80017,3.88258,3.95621,4.02095,4.08382,4.1467,4.20869,4.26977,4.33113,4.39324,4.45505,4.51622 Cuba,9.65298,9.71198,9.78922,9.88126,9.97373,10.06563,10.14438,10.21682,10.30552,10.4079,10.51344,10.61114,10.69191,10.75667,10.81326,10.86545,10.9117,10.95186,10.99853,11.05298,11.10586,11.15582,11.20269,11.24668,11.28785,11.32615,11.36155,11.39404,11.42395,11.45165,11.47746 Dominica,0.07389,0.07352,0.07381,0.07429,0.07399,0.07311,0.07238,0.07182,0.07134,0.07051,0.07001,0.07012,0.07028,0.07042,0.07092,0.07142,0.071,0.07028,0.07004,0.07035,0.07082,0.07121,0.07153,0.07173,0.07193,0.07212,0.07225,0.07238,0.07251,0.07266,0.07281 Dominican Republic,5.69686,5.83171,5.96874,6.10582,6.24155,6.37855,6.51682,6.65696,6.79877,6.94187,7.08362,7.2248,7.36293,7.49428,7.62413,7.75897,7.89898,8.03994,8.18221,8.3252,8.46891,8.61355,8.7569,8.89658,9.03239,9.16447,9.29504,9.42623,9.55818,9.69079,9.82382 Ecuador,7.9205,8.14108,8.36585,8.59349,8.82583,9.06166,9.30108,9.54516,9.79412,10.04822,10.31804,10.42992,10.55381,10.75368,11.01255,11.26561,11.52648,11.79247,12.05063,12.26831,12.44584,12.62912,12.82728,13.07418,13.3684,13.66232,13.91706,14.13496,14.35447,14.5731,14.79061 El Salvador,4.57041,4.51972,4.47992,4.52671,4.59375,4.67105,4.75832,4.85014,4.93899,5.02478,5.10982,5.19624,5.28601,5.33415,5.3952,5.47983,5.56411,5.63681,5.71157,5.78837,5.84982,5.8837,5.90183,5.91985,5.93512,5.95622,5.97089,5.98175,6.00645,6.0306,6.05206 Falkland Islands (Islas Malvinas),0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.00243,0.0026,0.0028,0.00285,0.0029,0.00293,0.00297,0.00297,0.00297,0.00297,0.00297,0.00314,0.00314,0.00314 French Guiana,0.07,0.07,0.07,0.08,0.08,0.09,0.09,0.1,0.11,0.11,0.12,0.12,0.13,0.13,0.14,0.15,0.15,0.16,0.17,0.17,0.17,0.17756,0.18224,0.18692,0.19131,0.19131,0.19131,0.19131,0.19131,0.19131,0.19131 Grenada,0.09016,0.09235,0.09241,0.09253,0.09274,0.09306,0.09355,0.09406,0.09429,0.0943,0.0942,0.09406,0.09465,0.09576,0.09675,0.09774,0.09865,0.09957,0.10039,0.10099,0.10161,0.10229,0.10284,0.10332,0.10397,0.10459,0.1052,0.10589,0.10656,0.1072,0.10782 Guadeloupe,0.337,0.339,0.341,0.345,0.35,0.354,0.358,0.363,0.367,0.38,0.39,0.4,0.41,0.41,0.42,0.42,0.43,0.43,0.43,0.43,0.43,0.43117,0.43568,0.44019,0.44452,0.44452,0.44452,0.44452,0.44452,0.44452,0.44452 Guatemala,6.64959,6.82868,6.98272,7.18865,7.38034,7.58084,7.82,8.15988,8.49582,8.73058,8.96555,9.21325,9.36708,9.52288,9.77911,10.02782,10.26795,10.49612,10.70814,10.90342,11.08503,11.28435,11.50667,11.72521,11.93999,12.18255,12.45475,12.72811,13.00221,13.27652,13.55044 Guyana,0.75935,0.76193,0.76286,0.76216,0.76207,0.76225,0.76338,0.76496,0.76655,0.7686,0.77153,0.77053,0.7673,0.7669,0.76765,0.76916,0.76889,0.76841,0.7726,0.78005,0.78556,0.78626,0.78273,0.77981,0.77948,0.7765,0.77021,0.76381,0.75806,0.75294,0.74849 Haiti,5.5077,5.62287,5.74042,5.86229,5.98898,6.11992,6.25386,6.38967,6.51878,6.65269,6.79794,6.92983,7.06997,7.23284,7.39969,7.5704,7.74067,7.90968,8.08056,8.24971,8.41289,8.56858,8.72319,8.88367,9.04569,9.20467,9.35756,9.50049,9.63908,9.77797,9.64892 Honduras,3.40247,3.54306,3.67004,3.79614,3.93299,4.07731,4.22692,4.37326,4.51498,4.65602,4.79403,4.93323,5.07988,5.23262,5.38981,5.55079,5.71284,5.87503,6.0391,6.19088,6.3594,6.52698,6.69369,6.86205,7.02944,7.19307,7.35516,7.51621,7.67585,7.8337,7.98942 Jamaica,2.2288,2.25837,2.29831,2.30639,2.31306,2.31818,2.32255,2.32587,2.32943,2.33666,2.34701,2.35772,2.37785,2.40685,2.43644,2.46907,2.50125,2.53118,2.56043,2.58887,2.61563,2.64051,2.66498,2.68915,2.713,2.73651,2.75961,2.78222,2.80433,2.82593,2.84723 Martinique,0.339,0.341,0.343,0.346,0.35,0.353,0.357,0.361,0.365,0.369,0.374,0.378,0.382,0.386,0.39,0.394,0.399,0.403,0.407,0.414,0.416,0.41845,0.42223,0.426,0.426,0.426,0.426,0.426,0.426,0.426,0.426 Montserrat,0.01177,0.01179,0.01166,0.01156,0.01144,0.01132,0.01121,0.01109,0.01097,0.01085,0.01073,0.01061,0.0105,0.01041,0.01034,0.01027,0.00795,0.00595,0.00338,0.00338,0.00395,0.00424,0.00481,0.00449,0.00496,0.00453,0.00463,0.00451,0.00508,0.0051,0.00512 Netherlands Antilles,0.23244,0.23449,0.23757,0.24092,0.24385,0.24443,0.18433,0.18567,0.18669,0.18763,0.18879,0.19014,0.192,0.1945,0.19679,0.19891,0.20124,0.20354,0.20581,0.20802,0.21018,0.21229,0.21434,0.21632,0.21824,0.2201,0.22189,0.22365,0.22537,0.22705,0.22869 Nicaragua,2.80565,2.90173,2.97991,3.04918,3.12177,3.19084,3.26371,3.34537,3.43506,3.53193,3.68513,3.87306,4.01959,4.14231,4.26426,4.38462,4.50076,4.61188,4.71974,4.82722,4.93515,5.04262,5.14998,5.25701,5.36349,5.46918,5.57459,5.68021,5.78585,5.8912,5.99593 Panama,1.95957,1.9989,2.0395,2.08079,2.12346,2.16762,2.21216,2.25674,2.30168,2.3472,2.39344,2.44075,2.48923,2.53836,2.58771,2.63817,2.68979,2.74368,2.79723,2.84779,2.89951,2.95229,3.00342,3.05361,3.10418,3.15503,3.20648,3.25833,3.30968,3.36047,3.41068 Paraguay,3.1716,3.25084,3.33837,3.43192,3.53055,3.63346,3.7399,3.84989,3.96344,4.08056,4.20049,4.32234,4.44589,4.57099,4.69758,4.82556,4.95484,5.08116,5.20018,5.31154,5.41824,5.5234,5.62689,5.72855,5.82816,5.92554,6.02047,6.113,6.2032,6.29088,6.37583 Peru,17.2953,17.7548,18.17252,18.59145,19.01088,19.43193,19.85549,20.28036,20.71066,21.1507,21.59975,22.05702,22.52165,22.99269,23.46919,23.94219,24.40212,24.84715,25.27571,25.68629,26.0867,26.48533,26.88171,27.2752,27.66518,28.05111,28.43259,28.8093,29.1809,29.54696,29.907 Puerto Rico,3.20965,3.23897,3.279,3.31603,3.35004,3.38211,3.4133,3.44447,3.47499,3.5056,3.53691,3.56211,3.58518,3.6155,3.64924,3.6831,3.72466,3.75943,3.7811,3.80008,3.81441,3.83777,3.85827,3.87664,3.89393,3.91072,3.92674,3.94124,3.95455,3.96729,3.9787 Saint Kitts and Nevis,0.04357,0.04348,0.04338,0.04323,0.04309,0.04293,0.04273,0.04248,0.04219,0.04192,0.04166,0.04141,0.04154,0.04206,0.04261,0.04313,0.04358,0.04407,0.04461,0.04513,0.04566,0.04619,0.04669,0.04714,0.04753,0.0479,0.04828,0.04866,0.04906,0.04948,0.0499 Saint Lucia,0.12248,0.124,0.12558,0.12729,0.12912,0.13101,0.13271,0.13418,0.1355,0.1365,0.13756,0.13917,0.14099,0.14279,0.14464,0.1465,0.14817,0.14971,0.15102,0.15211,0.1533,0.1544,0.1553,0.15601,0.15666,0.15737,0.15813,0.15887,0.15959,0.16027,0.16092 Saint Vincent/Grenadines,0.09814,0.0992,0.10048,0.10181,0.10289,0.10385,0.10476,0.1055,0.10614,0.10675,0.10739,0.10796,0.10822,0.10854,0.10869,0.10879,0.10877,0.10861,0.1084,0.10812,0.10786,0.10761,0.10726,0.10688,0.10648,0.10607,0.10569,0.10531,0.10494,0.10457,0.10422 Suriname,0.35408,0.35251,0.36009,0.36762,0.37426,0.38042,0.38489,0.38662,0.38856,0.39255,0.3948,0.39536,0.3965,0.39724,0.39877,0.40283,0.40761,0.41339,0.41993,0.42626,0.43249,0.43851,0.44433,0.44993,0.45532,0.4605,0.46561,0.47078,0.476,0.48127,0.48662 Trinidad and Tobago,1.09051,1.10784,1.12732,1.14815,1.16888,1.18903,1.20833,1.22499,1.23838,1.24816,1.25519,1.26039,1.2635,1.26512,1.26525,1.26432,1.26246,1.26015,1.25764,1.25463,1.25178,1.24905,1.24584,1.24243,1.23933,1.23669,1.23456,1.23281,1.23132,1.22995,1.22869 Turks and Caicos Islands,0.00747,0.00779,0.00815,0.00852,0.00891,0.00932,0.00973,0.01016,0.01061,0.01106,0.01151,0.01208,0.01266,0.01325,0.01384,0.01444,0.01504,0.01565,0.01627,0.01689,0.01751,0.01813,0.01875,0.01936,0.01997,0.02057,0.02117,0.02176,0.02235,0.02294,0.02353 Uruguay,2.93049,2.94813,2.96835,2.98883,3.00827,3.0121,3.03081,3.04899,3.0675,3.0879,3.10954,3.13141,3.1531,3.17479,3.19725,3.21926,3.24212,3.26667,3.28869,3.30831,3.32808,3.34802,3.36782,3.38734,3.40639,3.42489,3.44295,3.46061,3.47778,3.49438,3.51039 Venezuela,14.76789,15.16626,15.62077,16.08442,16.54452,16.99751,17.45016,17.91018,18.37853,18.85072,19.32522,19.79068,20.24606,20.69145,21.12604,21.549,21.96076,22.3618,22.75136,23.12864,23.49275,23.84387,24.19177,24.54543,24.90462,25.26918,25.64146,26.02353,26.41482,26.81484,27.22323 "Virgin Islands, U.S.",0.09964,0.09985,0.10007,0.10035,0.1006,0.10076,0.10084,0.1009,0.10095,0.10104,0.10396,0.10481,0.10571,0.10658,0.10732,0.10782,0.10809,0.10836,0.10854,0.1086,0.10864,0.10875,0.10892,0.10915,0.10935,0.1096,0.10976,0.10982,0.10983,0.10981,0.10975 "Virgin Islands, British",0.011,0.01142,0.01182,0.01226,0.01273,0.01318,0.01363,0.0141,0.01462,0.01514,0.01569,0.01627,0.01676,0.01722,0.01769,0.01813,0.01858,0.01903,0.01948,0.01993,0.02038,0.02084,0.0213,0.02176,0.02222,0.02268,0.02313,0.02359,0.02404,0.02449,0.02494 Europe,529.50082,532.62947,535.24974,537.6101,539.96611,542.38088,544.93264,547.46078,550.04403,553.34384,556.54704,559.51433,562.1496,564.5766,566.98518,569.20044,571.23256,573.25103,575.25757,577.29902,579.66957,582.3036,585.01784,587.74208,590.55745,593.44305,596.28503,599.16377,601.85194,604.06725,606.00344 Albania,2.67141,2.72427,2.7801,2.83732,2.896,2.9567,3.01544,3.07532,3.13684,3.1958,3.24493,3.18105,3.07201,3.06629,3.11116,3.15815,3.2036,3.22541,3.21277,3.18733,3.15835,3.128,3.09803,3.06967,3.04564,3.02453,3.00578,2.99158,2.98412,2.98254,2.98695 Austria,7.54943,7.56463,7.57461,7.5529,7.55413,7.55978,7.56824,7.5789,7.59979,7.62786,7.72295,7.81842,7.91497,7.9886,8.02754,8.04743,8.06085,8.06988,8.07862,8.09416,8.11341,8.13169,8.14831,8.16266,8.17476,8.18469,8.19288,8.19978,8.20553,8.21028,8.21416 Belgium,9.8468,9.8524,9.8563,9.85552,9.8553,9.8582,9.8618,9.8702,9.884,9.9377,9.96931,10.00449,10.04562,10.08543,10.12291,10.15546,10.17893,10.19979,10.21703,10.23566,10.26362,10.29168,10.31197,10.33082,10.34828,10.36439,10.37907,10.39223,10.40395,10.41434,10.42349 Bulgaria,8.84353,8.86944,8.8921,8.91028,8.92827,8.94357,8.95877,8.97196,8.98203,8.99006,8.89403,8.77237,8.65851,8.44187,8.35334,8.25581,8.16103,8.06606,7.97177,7.89323,7.8185,7.73842,7.6618,7.5884,7.51797,7.45035,7.38537,7.32286,7.26268,7.20469,7.14879 Cyprus,0.63027,0.63805,0.64532,0.6565,0.66797,0.67922,0.69043,0.70162,0.71303,0.72686,0.74506,0.76623,0.78847,0.80976,0.82921,0.84735,0.8643,0.87985,0.89373,0.90688,0.91968,0.93263,0.94681,0.96465,0.98719,1.01074,1.03103,1.04891,1.06682,1.08475,1.10268 Denmark,5.12303,5.12157,5.11781,5.1143,5.11162,5.11369,5.12053,5.12702,5.12952,5.13259,5.14095,5.15435,5.17139,5.18839,5.2056,5.23261,5.26208,5.28366,5.30277,5.32013,5.33742,5.35583,5.37469,5.39414,5.41339,5.43234,5.45066,5.46812,5.48472,5.50051,5.51558 Faroe Islands,0.04345,0.04386,0.04425,0.04457,0.04506,0.04557,0.04605,0.04668,0.04709,0.04728,0.04744,0.04757,0.04778,0.04609,0.0445,0.04354,0.04359,0.04405,0.04456,0.04512,0.04579,0.04659,0.04735,0.04795,0.04829,0.04831,0.04832,0.04849,0.04867,0.04886,0.04906 Finland,4.77954,4.79996,4.82693,4.85579,4.88179,4.90178,4.91739,4.93173,4.94663,4.96244,4.98643,5.01379,5.04104,5.06485,5.08604,5.10465,5.12031,5.13441,5.14698,5.1581,5.1686,5.18031,5.19304,5.20441,5.21451,5.22344,5.23137,5.23846,5.24475,5.25028,5.25507 France,53.98766,54.27995,54.5712,54.78401,55.08925,55.31477,55.5418,55.78574,56.04352,56.58272,56.9051,57.24172,57.56004,57.86641,58.11596,58.36558,58.61602,58.8725,59.13674,59.40602,59.70356,60.0299,60.3632,60.6916,61.04681,61.43496,61.82613,62.22577,62.61158,62.98296,63.33964 Gibraltar,0.02883,0.02927,0.02885,0.02835,0.02823,0.02865,0.02907,0.02953,0.03003,0.03042,0.02911,0.0281,0.02809,0.02722,0.02678,0.02677,0.02678,0.02675,0.02675,0.02676,0.02727,0.02802,0.0282,0.02832,0.02841,0.02846,0.02854,0.02861,0.02871,0.0288,0.02888 Greece,9.64251,9.72935,9.78648,9.84053,9.88717,9.92325,9.95137,9.97449,9.98272,10.03077,10.1296,10.25088,10.32543,10.38299,10.42983,10.45755,10.47942,10.50237,10.52007,10.53675,10.55911,10.58152,10.60386,10.62595,10.64753,10.66835,10.68806,10.70629,10.72282,10.73743,10.74994 Hungary,10.71112,10.71185,10.70554,10.68946,10.6681,10.64871,10.63056,10.61274,10.4425,10.39796,10.37188,10.39781,10.38305,10.33003,10.29655,10.28081,10.2593,10.22955,10.2004,10.17161,10.14743,10.12993,10.11278,10.09199,10.07261,10.05762,10.04627,10.03423,10.02048,10.00717,9.99234 Iceland,0.22816,0.2308,0.234,0.23704,0.2395,0.2414,0.243,0.24468,0.24989,0.25275,0.25472,0.25683,0.25901,0.26127,0.26608,0.26753,0.269,0.27119,0.274,0.27728,0.28104,0.28481,0.28803,0.29106,0.29397,0.29674,0.29939,0.30193,0.30437,0.30669,0.30891 Ireland,3.401,3.4434,3.48,3.504,3.529,3.54,3.5405,3.5399,3.5296,3.5132,3.5082,3.53077,3.55776,3.57835,3.59554,3.61389,3.63618,3.68123,3.72801,3.77486,3.8222,3.8727,3.93313,4.00217,4.09116,4.19919,4.30902,4.41998,4.51771,4.58,4.62292 Italy,56.47271,56.5242,56.55763,56.65244,56.71946,56.7538,56.7566,56.75266,56.75707,56.76072,56.76636,56.77124,56.86492,57.0511,57.20409,57.29941,57.39232,57.5052,57.57648,57.63023,57.74642,57.87254,57.95519,58.02709,58.08669,58.13264,58.16346,58.17808,58.17607,58.15733,58.12216 Luxembourg,0.3644,0.3654,0.36572,0.36589,0.36627,0.36717,0.36902,0.37166,0.37562,0.37762,0.38297,0.38715,0.39255,0.39808,0.40376,0.4097,0.41557,0.42101,0.4265,0.43253,0.43878,0.44478,0.45079,0.45676,0.46269,0.46857,0.47441,0.48022,0.48601,0.49178,0.49754 Malta,0.364,0.36365,0.36022,0.35577,0.35138,0.34704,0.34663,0.34905,0.35195,0.35532,0.35911,0.36258,0.3659,0.37001,0.37361,0.37689,0.37996,0.38295,0.38561,0.3878,0.38995,0.39187,0.39352,0.39518,0.39685,0.39853,0.40021,0.40188,0.40353,0.40517,0.40677 Netherlands,14.1439,14.24605,14.3104,14.36238,14.42002,14.49138,14.57188,14.66528,14.76134,14.84891,14.95151,15.06622,15.17424,15.27494,15.3822,15.45905,15.52781,15.60446,15.69926,15.80195,15.90785,16.01744,16.12283,16.22325,16.3182,16.40749,16.49146,16.57061,16.64531,16.716,16.78309 Norway,4.08562,4.0997,4.11479,4.12843,4.14009,4.15242,4.1666,4.18615,4.20873,4.22614,4.24201,4.26173,4.28636,4.31196,4.33664,4.3591,4.38128,4.40567,4.43272,4.46338,4.4924,4.5152,4.53559,4.5554,4.57456,4.59304,4.61082,4.62793,4.64446,4.66054,4.67631 Poland,35.57802,35.90196,36.22738,36.57142,36.90413,37.22579,37.50428,37.74071,37.86684,37.97016,38.11941,38.25322,38.3707,38.46775,38.5483,38.60064,38.62984,38.65496,38.66876,38.66554,38.65416,38.64364,38.62598,38.60285,38.58044,38.55798,38.53687,38.51824,38.5007,38.48292,38.46369 Portugal,9.7778,9.85008,9.85965,9.87224,9.88539,9.89719,9.90741,9.91529,9.92061,9.92315,9.92269,9.91901,9.92768,9.96783,10.02769,10.06554,10.09992,10.15642,10.22483,10.28338,10.3356,10.38675,10.43387,10.47996,10.52415,10.56621,10.60587,10.64284,10.67691,10.70792,10.73577 Romania,22.13004,22.25655,22.35673,22.40728,22.45379,22.5212,22.59968,22.68637,22.7689,22.85212,22.86595,22.82556,22.79703,22.76576,22.73302,22.68741,22.62247,22.55774,22.51138,22.47629,22.44735,22.4155,22.36575,22.30468,22.24763,22.19716,22.15048,22.10615,22.06081,22.01182,21.95928 Spain,37.48836,37.7508,37.98331,38.18417,38.36286,38.53485,38.70756,38.8807,39.05388,39.21452,39.35077,39.46142,39.55243,39.6377,39.70788,39.76471,39.82056,39.90724,40.0461,40.25144,40.589,41.04689,41.63961,42.32103,43.00016,43.70437,44.43175,45.21164,45.91037,46.29524,46.50596 Sweden,8.31047,8.32049,8.32526,8.32903,8.34262,8.35634,8.38407,8.4214,8.46934,8.52628,8.60082,8.66811,8.71887,8.76928,8.83149,8.87789,8.89223,8.89762,8.90268,8.90979,8.92357,8.93991,8.95417,8.97031,8.9864,9.00177,9.0166,9.03109,9.04539,9.05965,9.07406 Switzerland,6.4103,6.45112,6.49438,6.52752,6.55628,6.59065,6.63043,6.67749,6.73194,6.79173,6.86542,6.94985,7.02515,7.08838,7.14508,7.18796,7.21214,7.22506,7.23953,7.26468,7.29913,7.34377,7.3946,7.44147,7.48431,7.5231,7.55793,7.58892,7.61604,7.63923,7.65844 Turkey,45.04797,46.25323,47.46418,48.66062,49.83974,50.99701,52.12734,53.24267,54.35553,55.46248,56.56068,57.65023,58.73117,59.80053,60.86709,61.94015,63.0178,64.09769,65.17718,66.254,67.3293,68.4049,69.47904,70.54864,71.61354,72.67381,73.72612,74.76784,75.79384,76.80552,77.80412 United Kingdom,56.51888,56.58903,56.53848,56.57376,56.64573,56.79629,56.96793,57.14729,57.31941,57.47839,57.6413,57.80509,57.96863,58.08795,58.24043,58.42269,58.58181,58.73261,58.92063,59.15164,59.38361,59.61997,59.84827,60.0718,60.37665,60.73887,61.10066,61.50589,61.90184,62.25857,62.61254 Eurasia,265.92182,268.11401,270.37541,272.79689,275.30423,277.78052,280.2583,282.67508,284.97091,286.40742,288.36232,289.94844,290.94832,291.21018,291.05061,290.85266,290.62283,290.27955,289.91891,289.39641,288.71912,287.98099,287.1886,286.4099,285.7158,285.13088,284.59973,284.11939,283.68562,283.28968,282.92477 Middle East,93.78699,97.61915,101.52251,105.53011,109.62352,113.89203,118.1603,122.16299,126.3694,130.54699,135.1109,137.61894,142.57975,146.00671,148.9879,152.34103,155.84253,162.21659,165.85793,169.46952,173.09215,176.80343,180.37562,183.75095,187.25346,190.98173,195.2996,200.13219,204.5201,208.44134,212.33692 Bahrain,0.34757,0.36343,0.37796,0.39303,0.4083,0.42399,0.43962,0.45471,0.4696,0.48494,0.50065,0.51543,0.52971,0.54425,0.55868,0.57295,0.58639,0.59893,0.61118,0.62308,0.63462,0.64589,0.65697,0.66785,0.67855,0.68905,0.69934,0.70938,0.71917,0.72871,0.738 Iran,39.70873,41.45082,43.21824,44.98932,46.79208,48.61894,50.46435,52.34019,54.17826,55.92667,58.1001,60.49643,62.31008,63.09966,63.46037,64.21727,65.11578,66.04188,66.95374,67.80393,68.63155,69.53153,70.28374,70.81183,71.4395,72.28271,73.1844,74.09327,75.02536,75.96761,76.9233 Iraq,13.23284,13.7031,14.17332,14.65222,15.16055,15.69362,16.24734,16.54319,17.04056,17.57254,18.13996,17.47737,17.86828,18.41148,18.97609,19.56361,20.16797,20.78125,21.40271,22.0356,22.67908,23.33473,24.00405,24.68518,25.37625,26.07609,26.78418,27.50016,28.22144,28.94557,29.67161 Israel,3.73747,3.80134,3.85842,3.92689,3.99734,4.06847,4.13968,4.21038,4.28204,4.35535,4.47781,4.64934,4.82246,4.99777,5.17486,5.3529,5.51452,5.66009,5.80873,5.96029,6.11457,6.25134,6.36954,6.49192,6.61773,6.74292,6.86688,6.99006,7.11236,7.2337,7.35399 Jordan,2.16278,2.25377,2.34764,2.44068,2.53438,2.63036,2.7275,2.8239,2.92078,3.0235,3.26656,3.63483,3.87091,3.98707,4.08473,4.17643,4.28166,4.38525,4.48522,4.58483,4.68762,4.79335,4.90206,5.01378,5.12826,5.2454,5.61722,5.99719,6.13263,6.26929,6.40709 Kuwait,1.36977,1.43219,1.49749,1.56582,1.63731,1.73282,1.81154,1.89154,1.9732,2.05683,2.14206,0.95422,1.41829,1.48398,1.55165,1.62105,1.69316,1.76564,1.83621,1.90567,1.97408,2.04256,2.11225,2.18395,2.25843,2.33662,2.41946,2.50672,2.59806,2.69253,2.78913 Lebanon,2.8987,2.9517,3.0056,3.06024,3.11544,3.17096,3.22558,3.27798,3.32778,3.37448,3.44018,3.50613,3.54803,3.58539,3.62071,3.6539,3.68504,3.71429,3.74182,3.76753,3.7915,3.81411,3.83546,3.85548,3.87449,3.89239,3.8511,3.89556,4.03802,4.09932,4.12525 Oman,1.18548,1.24951,1.3136,1.37675,1.43812,1.49723,1.55439,1.61167,1.67076,1.73179,1.79438,1.86607,1.93949,2.01457,2.07679,2.13857,2.19966,2.25973,2.31861,2.37618,2.43238,2.4873,2.54108,2.59379,2.64561,2.69689,2.7482,2.80028,2.85388,2.90963,2.96772 Qatar,0.2369,0.24928,0.25961,0.29241,0.32447,0.35603,0.38726,0.39695,0.41346,0.43016,0.44613,0.46112,0.47581,0.49104,0.50626,0.52121,0.53602,0.55086,0.57056,0.59711,0.62696,0.65885,0.69173,0.72512,0.75882,0.78567,0.80258,0.8149,0.82479,0.83329,0.84093 Saudi Arabia,10.02152,10.65493,11.28881,11.95226,12.60694,13.33007,13.9983,14.61975,15.23313,15.82936,16.06076,16.30577,17.06075,17.63636,18.20242,18.75504,19.29336,19.81838,20.32909,20.82455,21.3119,21.79609,22.27404,22.74289,23.20004,23.64221,24.0732,24.49852,24.91741,25.32887,25.73178 Syria,8.75241,9.04923,9.38665,9.73512,10.09494,10.46614,10.84857,11.24297,11.64601,12.05294,12.5,12.93313,13.31165,13.68518,14.06143,14.44857,14.8437,15.24445,15.64985,16.05894,16.47124,16.88507,17.29982,17.71535,18.13682,18.56267,19.32269,20.48772,21.32486,21.76298,22.19811 United Arab Emirates,1.00029,1.06972,1.13755,1.2091,1.28439,1.36348,1.44657,1.53044,1.62275,1.72206,1.82625,1.93669,2.05629,2.1842,2.31918,2.45798,2.59958,2.74633,2.8985,3.05608,3.2193,3.38733,3.5581,3.7317,3.90795,4.0866,4.26591,4.44401,4.6214,4.79849,4.97559 Yemen,9.13255,9.39014,9.65762,9.93626,10.22927,10.53993,10.86958,11.21934,11.59107,11.98639,12.41608,12.88242,13.368,13.88576,14.39475,14.86156,15.32572,15.81571,16.3272,16.85909,17.40726,17.97054,18.5462,19.13411,19.73383,20.34467,20.96452,21.59104,22.22285,22.85824,23.49536 Africa,478.96479,493.63386,508.69882,523.66026,538.6777,553.7385,569.05927,584.06285,599.18529,614.7485,630.91638,647.76698,664.43368,680.91751,696.76671,713.37126,730.48755,747.90581,765.93193,784.59937,803.61288,823.10298,843.06171,863.1923,883.59024,904.41715,925.68403,947.55885,969.97221,992.58225,1015.47842 Algeria,18.80606,19.40704,20.03375,20.68098,21.34055,22.00845,22.64254,23.25496,23.88077,24.49631,25.08903,25.68708,26.29845,26.91644,27.52148,28.08915,28.60404,29.08356,29.53558,29.97982,30.42923,30.87431,31.31248,31.7409,32.15767,32.56074,32.95925,33.36274,33.76967,34.17819,34.58618 Angola,6.74308,6.87957,7.01853,7.24054,7.44245,7.58471,7.74863,7.8784,8.02339,8.15384,8.29661,8.49681,8.74184,8.96626,9.17228,9.41912,9.65061,9.85558,10.03917,10.21544,10.37727,10.53839,10.76051,11.05709,11.39113,11.70695,11.99281,12.2636,12.53136,12.79929,13.06816 Benin,3.45806,3.56485,3.67513,3.78904,3.90705,4.03048,4.15785,4.28791,4.42211,4.56116,4.70544,4.85506,5.01014,5.25036,5.48815,5.64683,5.82023,6.00623,6.20232,6.40677,6.61912,6.83901,7.06449,7.29371,7.52683,7.77771,8.03171,8.27816,8.53255,8.79183,9.05601 Botswana,0.90048,0.93444,0.97065,1.00702,1.0434,1.07969,1.11576,1.15201,1.18894,1.22652,1.26461,1.3031,1.34473,1.38935,1.43369,1.47759,1.52091,1.56319,1.60401,1.64294,1.67968,1.71401,1.74618,1.77709,1.80783,1.84012,1.87578,1.91342,1.95205,1.99088,2.02931 Burkina Faso,6.31819,6.47437,6.63723,6.80728,6.98504,7.17093,7.3711,7.59181,7.83349,8.09154,8.36104,8.64225,8.93497,9.2377,9.57065,9.90278,10.22018,10.54257,10.87271,11.22531,11.58775,12.03936,12.58496,13.06539,13.47809,13.90389,14.34353,14.79717,15.26474,15.74623,16.24181 Burundi,4.29821,4.47776,4.58491,4.7052,4.81683,4.92176,5.01886,5.14452,5.27884,5.40437,5.53564,5.67438,5.85649,5.68543,5.74968,6.16495,6.20373,6.24364,6.41743,6.63114,6.8227,7.04302,7.28679,7.55265,7.85873,8.16194,8.46451,8.78294,9.13931,9.51133,9.86312 Cameroon,8.76249,9.04792,9.28255,9.56272,9.86713,10.19137,10.53015,10.8671,11.20098,11.54012,11.8845,12.2303,12.57475,12.92047,13.26417,13.60316,13.94474,14.29013,14.63798,14.9885,15.34304,15.70686,16.09444,16.48901,16.87275,17.26147,17.65786,18.06038,18.46769,18.8793,19.29415 Cape Verde,0.29645,0.3002,0.30409,0.3082,0.31249,0.31689,0.32134,0.32587,0.3305,0.33517,0.33976,0.34683,0.35649,0.36624,0.37592,0.38543,0.3948,0.404,0.41297,0.42168,0.43013,0.43845,0.4467,0.45483,0.4628,0.4706,0.47831,0.48599,0.49362,0.50118,0.50866 Central African Republic,2.34878,2.41277,2.47757,2.54328,2.62927,2.71415,2.77536,2.84088,2.91718,2.99987,3.08497,3.17449,3.26652,3.36703,3.46585,3.54441,3.62161,3.70738,3.79796,3.88922,3.97986,4.05393,4.12842,4.21492,4.28875,4.36304,4.44895,4.54373,4.64132,4.74192,4.84493 Chad,4.52239,4.51494,4.73288,4.97116,5.02517,5.06604,5.2142,5.39152,5.55634,5.71491,5.84141,6.02822,6.26327,6.3791,6.49669,6.76969,7.051,7.26171,7.47932,7.70874,7.94268,8.17941,8.43619,8.74574,9.09766,9.40066,9.64896,9.88566,10.11134,10.32921,10.54346 Comoros,0.33351,0.34088,0.34882,0.3572,0.36603,0.3753,0.38505,0.39528,0.40603,0.41731,0.42914,0.44154,0.45453,0.4681,0.48226,0.49701,0.51232,0.52812,0.54444,0.56126,0.57863,0.59646,0.61467,0.63327,0.65226,0.67164,0.69137,0.71142,0.73178,0.75244,0.77341 Congo (Brazzaville),1.67429,1.72374,1.77516,1.82856,1.88398,1.94177,2.00214,2.06497,2.13006,2.19717,2.266,2.3374,2.4104,2.48894,2.57029,2.65,2.73125,2.80247,2.88,2.97232,3.10394,3.23999,3.33042,3.41425,3.50374,3.604,3.70406,3.80233,3.90501,4.01281,4.12592 Congo (Kinshasa),29.01255,29.80802,30.64884,31.44687,32.34098,33.34422,34.37623,35.48216,36.62816,37.80413,39.04746,40.36625,41.6454,43.02695,44.48648,46.29859,47.19667,47.73982,48.75971,50.28355,51.84855,53.49657,55.20041,56.88554,58.62998,60.47351,62.37591,64.3902,66.51451,68.69254,70.91644 Cote dIvoire (IvoryCoast),8.59326,8.92247,9.25983,9.60646,9.96343,10.33168,10.71206,11.10527,11.51174,11.93065,12.49088,13.03952,13.42214,13.86057,14.37992,14.8458,15.28145,15.68623,16.04536,16.45688,16.88458,17.31097,17.68765,18.068,18.50438,18.9205,19.3268,19.74695,20.1796,20.61707,21.0588 Djibouti,0.32687,0.34483,0.35616,0.37012,0.37461,0.38222,0.39651,0.40946,0.41715,0.44245,0.49919,0.55198,0.54709,0.53443,0.54689,0.55303,0.56843,0.59249,0.62088,0.64626,0.66942,0.69299,0.71635,0.69078,0.65741,0.6664,0.67914,0.69438,0.7092,0.72462,0.74053 Egypt,42.63422,44.1961,45.68181,47.09303,48.55016,50.05238,51.59343,52.3751,53.16221,53.94841,54.90738,55.86165,56.62499,57.3843,58.15695,58.94503,59.75782,61.07191,62.41172,63.77347,65.15855,66.57408,68.02312,69.50186,71.00947,72.54351,74.10059,75.67654,77.26669,78.86664,80.47187 Equatorial Guinea,0.25601,0.27178,0.28548,0.29958,0.31464,0.32519,0.33365,0.34247,0.35165,0.36119,0.3711,0.38138,0.39202,0.40304,0.41444,0.42623,0.43842,0.45103,0.46406,0.47754,0.49148,0.50592,0.52076,0.53593,0.55142,0.56723,0.58335,0.59976,0.61646,0.63344,0.6507 Ethiopia,38.6052,40.35937,42.18999,43.4599,44.5123,45.16862,45.98822,47.22622,48.67474,50.12821,51.53533,53.20516,54.76061,56.03139,54.03425,55.54997,57.19265,58.80542,60.4839,62.2794,64.16496,66.12258,68.18727,70.36607,72.63721,74.98029,77.4114,79.9358,82.54484,85.23734,88.01349 Gabon,0.71383,0.73084,0.75424,0.77902,0.80526,0.83304,0.85945,0.88092,0.89974,0.91884,0.93808,0.96043,0.98637,1.01316,1.04081,1.06907,1.09771,1.12694,1.15717,1.19565,1.23643,1.26915,1.30042,1.33262,1.36441,1.39569,1.42639,1.45645,1.48583,1.51499,1.54526 "Gambia, The",0.67052,0.69266,0.71552,0.73914,0.764,0.79055,0.81876,0.8487,0.88042,0.91399,0.94943,0.98663,1.02546,1.06595,1.10758,1.1498,1.19258,1.23585,1.27957,1.3237,1.36822,1.41305,1.45811,1.5034,1.54888,1.59451,1.64029,1.68614,1.73208,1.77808,1.82416 Ghana,11.01119,11.17096,11.39415,12.15058,12.83231,13.22862,13.78192,14.17388,14.57413,14.98276,15.40774,15.84823,16.29285,16.80537,17.30185,17.70406,18.08539,18.47351,18.88771,19.3145,19.75162,20.19629,20.66146,21.1372,21.60098,22.06238,22.52438,22.9807,23.43457,23.88781,24.33984 Guinea,4.44737,4.54036,4.63601,4.7344,4.95358,5.22674,5.39433,5.52841,5.66683,5.80969,6.11845,6.55247,6.80052,6.98911,7.20949,7.4457,7.70157,7.79106,7.90661,8.1544,8.35041,8.41692,8.5203,8.75554,8.97198,9.15373,9.34573,9.56922,9.80651,10.05798,10.32403 Guinea-Bissau,0.7889,0.80706,0.82577,0.84501,0.86478,0.88506,0.90593,0.92741,0.94954,0.97239,0.99599,1.02022,1.051,1.08446,1.11651,1.14333,1.16626,1.19411,1.22224,1.25041,1.27886,1.30645,1.33312,1.35992,1.38693,1.41416,1.44275,1.47278,1.50318,1.53396,1.56513 Kenya,16.33054,16.98722,17.65997,18.34799,19.05021,19.76149,20.47712,21.19578,21.91587,22.63477,23.35448,24.12143,25.01897,25.81755,26.45452,27.12391,27.79029,28.45861,29.12289,29.7955,30.50798,31.2987,32.15532,33.04178,33.96709,34.91178,35.89065,36.91372,37.95384,39.00277,40.04657 Lesotho,1.35857,1.39518,1.43282,1.47148,1.51111,1.55164,1.5866,1.61569,1.64484,1.67402,1.70326,1.7325,1.76171,1.79079,1.8195,1.84757,1.86905,1.88354,1.8966,1.90767,1.91632,1.92234,1.92564,1.92635,1.9249,1.92212,1.9192,1.91686,1.91547,1.91613,1.91955 Liberia,1.8571,1.913,1.97148,2.03237,2.09577,2.16175,2.23038,2.30176,2.37595,2.45297,2.13859,1.81471,1.89388,1.95263,1.91753,1.90028,1.93223,2.09745,2.34951,2.49539,2.60067,2.67979,2.75304,2.76968,2.79594,2.93008,3.10761,3.26994,3.44037,3.58339,3.68508 Libya,3.06862,3.20768,3.34789,3.48858,3.62917,3.68003,3.70454,3.80514,3.91898,4.03295,4.14639,4.25939,4.372,4.48362,4.59332,4.66286,4.69528,4.76892,4.8841,5.00314,5.12544,5.25089,5.37924,5.51013,5.64308,5.77753,5.91323,6.0499,6.18704,6.32436,6.46145 Madagascar,8.69125,8.93876,9.19587,9.46302,9.74054,10.02863,10.32739,10.63688,10.95734,11.28916,11.63287,11.98871,12.35668,12.73661,13.12841,13.53236,13.94848,14.3766,14.81658,15.27126,15.74194,16.22682,16.72589,17.23952,17.76815,18.31216,18.87216,19.44882,20.04255,20.65356,21.28184 Malawi,6.25893,6.45967,6.66854,6.88393,7.10435,7.33001,7.60855,8.05274,8.58662,9.09083,9.546,9.93081,10.3096,10.49511,10.32045,10.26405,10.52681,10.83884,11.15534,11.47685,11.80151,12.12867,12.46009,12.7968,13.14014,13.49211,13.85568,14.23279,14.62368,15.02876,15.4475 Mali,6.82161,6.95002,7.08238,7.21901,7.36021,7.5062,7.65726,7.81357,7.97719,8.15635,8.32711,8.51187,8.7424,8.95321,9.17522,9.33602,9.5158,9.78384,10.04609,10.33565,10.62082,10.91763,11.21969,11.5228,11.82733,12.13382,12.44653,12.76879,13.10081,13.44323,13.79635 Mauritania,1.54491,1.57765,1.61189,1.64759,1.68477,1.72347,1.76368,1.80539,1.8485,1.88583,1.92498,1.97343,2.04282,2.11924,2.18334,2.23479,2.27068,2.31522,2.3741,2.43691,2.50087,2.56579,2.63185,2.69924,2.76795,2.83794,2.9091,2.98145,3.05493,3.12949,3.20506 Mauritius,0.9637,0.97905,0.99204,1.00218,1.01204,1.02054,1.02823,1.03627,1.04494,1.0534,1.0616,1.07172,1.08481,1.09864,1.1113,1.12312,1.13534,1.14835,1.16066,1.17313,1.18593,1.19788,1.20959,1.221,1.23206,1.24282,1.25343,1.2639,1.27419,1.28426,1.2941 Morocco,19.48727,19.84622,20.19873,20.6794,21.16079,21.64379,22.12744,22.61059,23.08648,23.5498,23.99997,24.43372,24.86108,25.29264,25.72317,26.1476,26.56357,26.96872,27.36105,27.74199,28.11304,28.47748,28.8389,29.19706,29.55151,29.90096,30.24777,30.59445,30.94046,31.28517,31.62743 Mozambique,12.10262,12.36323,12.58733,12.77284,12.92282,13.0626,13.14302,12.89485,12.52301,12.4821,12.66657,12.9348,13.18,13.69137,14.78146,15.76475,16.29834,16.75966,17.22003,17.67673,18.12456,18.55916,18.97917,19.38308,19.77284,20.15401,20.53002,20.90558,21.2847,21.66928,22.06145 Niger,6.09347,6.239,6.38918,6.54413,6.70405,6.86921,7.03981,7.21596,7.39913,7.60756,7.84173,8.08532,8.33919,8.60931,8.89259,9.19933,9.52474,9.8513,10.19566,10.56322,10.95143,11.36215,11.79208,12.23931,12.70466,13.18887,13.69295,14.21471,14.75208,15.30625,15.87827 Nigeria,74.82127,77.14958,79.51098,81.16374,82.72429,84.88938,87.09224,89.40502,91.76042,94.15965,96.60376,99.0925,101.62507,104.19968,106.81404,109.46508,112.14902,114.86204,117.59957,120.3692,123.17882,126.01433,128.86432,131.72752,134.60451,137.49506,140.39777,143.3121,146.25531,149.22909,152.21734 Reunion,0.51,0.51,0.52,0.53,0.54,0.55,0.56,0.57,0.57,0.59,0.6,0.607,0.62,0.63,0.64,0.65,0.66,0.67,0.68,0.7,0.72,0.73257,0.74387,0.75517,0.76615,0.76615,0.76615,0.76615,0.76615,0.76615,0.76615 Rwanda,5.13984,5.30899,5.48328,5.66317,5.83374,5.98659,6.16171,6.3728,6.59722,6.81686,6.99932,7.14374,7.29857,7.59668,6.50553,5.47298,6.54646,7.64742,8.04184,8.22235,8.39841,8.61098,8.85737,9.09847,9.36125,9.61107,9.85722,10.14108,10.44077,10.74631,11.05598 Saint Helena,0.00647,0.00658,0.00664,0.00675,0.00749,0.00794,0.00831,0.00654,0.00659,0.00663,0.00668,0.00673,0.00678,0.00684,0.00689,0.00695,0.007,0.00706,0.00712,0.00718,0.00723,0.00728,0.00734,0.00739,0.00743,0.00748,0.00752,0.00756,0.0076,0.00764,0.00767 Sao Tome and Principe,0.09407,0.09644,0.09824,0.10013,0.10212,0.10419,0.10635,0.1086,0.11094,0.11338,0.11593,0.1186,0.12091,0.12285,0.12492,0.12714,0.12953,0.13209,0.1348,0.13767,0.14069,0.14385,0.14713,0.15051,0.15397,0.15751,0.16111,0.16475,0.16842,0.1721,0.17581 Senegal,5.61133,5.75446,5.90285,6.05554,6.2137,6.37841,6.54979,6.72784,6.91257,7.12729,7.34761,7.55397,7.75925,7.961,8.16615,8.37806,8.59491,8.80985,9.03714,9.25282,9.46928,9.7162,9.97244,10.24014,10.51912,10.80412,11.09611,11.3943,11.69834,12.00807,12.32325 Seychelles,0.06395,0.0647,0.06528,0.06585,0.0665,0.06718,0.06784,0.06846,0.0692,0.07001,0.0708,0.07165,0.0725,0.07332,0.07413,0.07493,0.07571,0.07641,0.07717,0.07814,0.07916,0.08017,0.08113,0.08205,0.08297,0.08389,0.0848,0.0857,0.0866,0.08748,0.08834 Sierra Leone,3.33503,3.40215,3.47225,3.54564,3.62254,3.70309,3.78739,3.87558,3.96778,4.06415,4.2282,4.3349,4.24628,4.09967,3.97796,3.88144,3.8105,3.76521,3.74573,3.73557,3.80906,4.04341,4.28683,4.46568,4.6022,4.70805,4.81762,4.91833,5.023,5.13214,5.2457 Somalia,5.79356,5.8288,5.8345,6.01035,6.21774,6.45854,6.71493,6.93908,6.91829,6.76633,6.69204,6.46448,6.11621,6.10102,6.26444,6.40072,6.57426,6.75108,6.9652,7.17102,7.38572,7.62677,7.89678,8.17424,8.45947,8.75245,9.03018,9.29161,9.55867,9.83202,10.11245 South Africa,30.30961,31.24317,32.2392,33.27827,34.35109,35.45826,36.34173,37.22598,38.12772,39.04797,38.47627,39.29952,40.09107,40.94061,41.66156,42.22792,42.79396,43.35363,43.96192,44.52627,45.0641,45.57622,46.07695,46.56663,47.03287,47.48345,47.92567,48.36713,48.78276,49.05249,49.10911 Sudan,19.48245,20.19661,20.94364,21.69704,22.40189,23.14525,23.78422,24.2799,24.67247,25.19269,25.8881,26.76895,27.66838,28.39476,29.16041,29.95296,30.63013,31.4161,32.36192,33.22446,34.1093,35.02449,35.9266,36.70783,37.44223,38.36308,39.3964,40.52607,41.68078,42.81128,43.9396 Swaziland,0.61146,0.63131,0.64981,0.67241,0.69634,0.72157,0.74942,0.77759,0.81499,0.8493,0.8816,0.92247,0.95902,0.98872,0.99492,1.00364,1.03245,1.06106,1.0894,1.11714,1.14393,1.16952,1.19371,1.21644,1.23795,1.25898,1.2798,1.29991,1.3191,1.33719,1.35405 Tanzania,18.66506,19.212,19.77679,20.36842,20.98409,21.61843,22.28417,23.01672,23.76376,24.48489,25.21428,25.97254,26.76747,27.69659,28.79766,29.7529,30.39214,31.09265,31.95096,32.80803,33.71212,34.56725,35.3831,36.19879,36.98997,37.77057,38.56853,39.38422,40.21316,41.04853,41.8929 Togo,2.62551,2.71957,2.8166,2.9175,3.02179,3.12943,3.24072,3.35592,3.47514,3.59714,3.72079,3.84605,3.97281,3.95258,3.98199,4.20291,4.40207,4.57245,4.71517,4.85245,4.99183,5.13457,5.27793,5.42496,5.57821,5.71452,5.8654,6.04238,6.22035,6.40501,6.58724 Tunisia,6.44318,6.60571,6.7341,6.85989,7.18453,7.3637,7.54708,7.72802,7.89856,8.05669,8.21101,8.36852,8.52679,8.68412,8.8354,8.97627,9.10886,9.23529,9.35274,9.46255,9.56755,9.67117,9.77448,9.87718,9.97893,10.07938,10.17973,10.28121,10.38358,10.48634,10.58903 Uganda,12.41472,12.72525,13.07893,13.47039,13.91951,14.39174,14.91072,15.52009,16.17642,16.83238,17.45576,18.08214,18.72945,19.42438,20.12759,20.68952,21.24872,21.86101,22.50214,23.22767,23.95582,24.69,25.46958,26.32196,27.23366,28.19939,29.2065,30.26261,31.36797,32.36956,33.39868 Western Sahara,0.12404,0.13909,0.15455,0.16568,0.1724,0.17933,0.18648,0.19385,0.20143,0.20926,0.21737,0.22575,0.2344,0.2433,0.25244,0.26387,0.27767,0.29184,0.30635,0.32118,0.3363,0.35169,0.36739,0.3834,0.39974,0.4154,0.43032,0.4454,0.46063,0.47601,0.49152 Zambia,5.64278,5.83063,6.0475,6.28337,6.50548,6.71579,6.95192,7.19455,7.41797,7.63494,7.85755,8.0883,8.32181,8.55505,8.78912,9.02068,9.25485,9.51552,9.78077,10.05002,10.34517,10.6461,10.91696,11.17251,11.4337,11.71036,12.01326,12.34108,12.69423,13.06068,13.46031 Zimbabwe,7.16997,7.42922,7.63652,7.92834,8.24121,8.56049,8.87678,9.21648,9.56005,9.8682,10.15604,10.43742,10.72025,10.97637,11.08648,11.15949,11.31695,11.46939,11.60692,11.73308,11.82003,11.86786,11.86602,11.81552,11.73505,11.63947,11.54433,11.44319,11.35011,11.39263,11.65186 Asia & Oceania,2469.81743,2518.13689,2563.52187,2610.10261,2655.88059,2702.75408,2751.06581,2802.31491,2853.88173,2904.74454,2954.74639,3002.08385,3049.4639,3097.01107,3144.70448,3191.91196,3238.06006,3282.33448,3325.29036,3367.43739,3408.81144,3450.06017,3490.97008,3531.28903,3570.71937,3609.62956,3648.16942,3686.3589,3724.32335,3762.16099,3799.67028 Afghanistan,15.0436,13.67368,12.57743,12.43058,12.75384,13.09371,13.08496,12.99949,13.09382,13.40714,13.44937,13.52717,14.8552,16.81974,18.28771,19.22594,19.86465,20.49022,21.13212,21.82157,22.02095,22.0222,23.05074,24.38858,25.00134,25.53805,26.23521,26.91153,27.65889,28.39572,29.12129 American Samoa,0.03242,0.0336,0.03471,0.03584,0.03709,0.03863,0.04016,0.04188,0.04362,0.04538,0.0472,0.04857,0.04995,0.05138,0.05273,0.05391,0.05496,0.05597,0.05693,0.05785,0.05777,0.05874,0.05964,0.0605,0.06146,0.0624,0.06322,0.06403,0.06483,0.06563,0.06643 Australia,14.6159,14.92326,15.16178,15.34807,15.51048,15.69524,15.90042,16.13672,16.40073,16.6806,16.95624,17.20212,17.41893,17.6078,17.78109,17.97563,18.19585,18.41526,18.62084,18.83025,19.05319,19.29426,19.53494,19.76654,19.99508,20.23235,20.48947,20.74963,21.00731,21.26264,21.51575 Bangladesh,87.93733,94.14314,96.18533,98.23486,100.27995,102.30835,104.34543,106.38194,108.37452,110.31623,112.21257,113.91068,115.75094,117.62067,119.51509,121.44231,123.43252,125.50582,127.66013,129.87906,132.15077,134.47753,136.86984,139.30503,141.7344,144.13874,146.51711,148.89374,151.28999,153.70033,156.11846 Bhutan,0.44604,0.46195,0.47824,0.49489,0.51189,0.5292,0.54681,0.56472,0.58289,0.59961,0.61474,0.62504,0.60166,0.57669,0.57472,0.56631,0.56533,0.57484,0.58527,0.59563,0.60587,0.61598,0.62594,0.63576,0.64541,0.6549,0.66421,0.67335,0.68232,0.69114,0.69985 Brunei,0.18522,0.19283,0.19886,0.20495,0.21122,0.21784,0.22473,0.23182,0.23888,0.24585,0.25289,0.25925,0.26576,0.27311,0.2805,0.28799,0.29557,0.30311,0.31053,0.3179,0.3253,0.33265,0.33999,0.34726,0.35431,0.36111,0.36782,0.37458,0.38137,0.38819,0.39503 Burma (Myanmar),33.33642,33.98181,34.64219,35.32599,36.03536,36.76587,37.51768,38.28766,39.02532,39.73446,40.46361,41.18056,41.79115,42.43742,43.21759,43.99398,44.72671,45.42617,46.11082,46.78168,47.43887,48.08106,48.71575,49.34468,49.9622,50.57209,51.16167,51.75584,52.22815,52.82612,53.41437 Cambodia,6.88852,7.0792,7.29713,7.53065,7.69058,7.84124,8.10142,8.40395,8.71641,9.03814,9.36752,9.70681,10.14276,10.62423,10.97424,11.23414,11.48458,11.72171,11.94447,12.15466,12.35115,12.53961,12.7292,12.92071,13.10994,13.2974,13.49871,13.71869,13.95701,14.20623,14.45368 China,984.73646,997.00072,1012.49049,1028.35653,1042.75605,1058.00772,1074.52256,1093.72571,1112.86641,1130.72941,1148.36447,1163.61039,1177.53561,1190.76183,1203.80174,1216.37844,1227.88219,1238.12566,1247.50222,1255.9925,1263.63753,1270.74423,1277.59472,1284.30332,1291.0018,1297.76532,1304.26188,1310.58354,1317.06568,1323.59158,1330.14129 Cook Islands,0.01801,0.01765,0.01744,0.01749,0.01774,0.01749,0.01765,0.01767,0.01791,0.01815,0.01839,0.01864,0.01858,0.01851,0.01842,0.01831,0.01818,0.01787,0.01738,0.01686,0.01631,0.01573,0.01515,0.0146,0.01409,0.0136,0.01313,0.01269,0.01227,0.01187,0.01149 Fiji,0.63451,0.64677,0.65891,0.67191,0.68557,0.69894,0.71299,0.71967,0.72637,0.73303,0.73962,0.74617,0.75274,0.75933,0.76592,0.77252,0.77889,0.78561,0.79269,0.79908,0.80493,0.81073,0.81667,0.82318,0.82982,0.83656,0.84395,0.85211,0.86054,0.8685,0.87598 French Polynesia,0.1509,0.15569,0.16042,0.16532,0.17028,0.17541,0.18064,0.18584,0.19117,0.19654,0.20182,0.20708,0.21217,0.21719,0.22207,0.22676,0.2313,0.23577,0.24024,0.24472,0.24918,0.25361,0.25798,0.2623,0.26655,0.27074,0.27487,0.27896,0.28302,0.28703,0.291 Guam,0.10687,0.10917,0.10928,0.11408,0.1173,0.12062,0.12288,0.12572,0.12755,0.13095,0.13413,0.13816,0.14233,0.14383,0.14316,0.14419,0.14532,0.1468,0.14972,0.15259,0.15532,0.15833,0.16106,0.16361,0.16612,0.16861,0.17109,0.17354,0.17599,0.17843,0.18087 Hong Kong,5.0631,5.1834,5.2645,5.3451,5.3979,5.4562,5.5246,5.58451,5.62841,5.66072,5.68796,5.752,5.8297,5.93451,6.06729,6.22535,6.39156,6.49592,6.54456,6.59931,6.65872,6.71338,6.76248,6.80974,6.85513,6.89869,6.94043,6.98041,7.01864,7.05507,7.08971 India,684.8877,699.15377,713.71094,728.52155,744.01697,759.61221,775.06324,790.64043,806.3794,822.21883,838.15883,853.72439,870.11319,886.74371,903.57929,920.58497,937.72548,954.92605,972.11281,989.25019,1006.3003,1023.29508,1040.28482,1057.25112,1074.15902,1090.97303,1107.62435,1124.1348,1140.56621,1156.89777,1173.10802 Indonesia,151.0244,154.13906,157.27963,160.44071,163.61264,166.77028,169.89552,173.01546,176.16566,179.33997,182.51628,185.70794,188.90468,192.09324,195.3278,198.63437,202.01216,205.27672,208.47748,211.6872,214.67661,217.83628,220.97191,223.06967,226.00413,228.89575,231.82024,234.694,237.51236,240.27152,242.96834 Japan,116.80731,117.64809,118.45497,119.26995,120.0347,120.75434,121.49191,122.09133,122.613,123.1075,123.5374,123.94627,124.32927,124.66802,125.01405,125.34135,125.64531,125.95649,126.24609,126.4944,126.72922,126.97191,127.18724,127.35774,127.4805,127.53719,127.51517,127.43349,127.28842,127.07868,126.80443 Kiribati,0.05754,0.05845,0.05935,0.06025,0.06115,0.06203,0.06377,0.06559,0.06748,0.06939,0.07129,0.07266,0.07363,0.07467,0.07561,0.07654,0.0779,0.07969,0.08153,0.08334,0.08512,0.08676,0.08826,0.0897,0.09112,0.09259,0.09406,0.09548,0.09686,0.09819,0.09948 "Korea, North",17.11363,17.38401,17.64752,17.91799,18.196,18.48142,18.77246,19.06755,19.37114,19.68791,20.01855,20.36109,20.71138,21.07265,21.32897,21.53398,21.60596,21.47045,21.20487,21.10209,21.26345,21.49473,21.71214,21.89828,22.05448,22.19857,22.33156,22.45422,22.56535,22.66535,22.75728 "Korea, South",38.124,38.723,39.326,39.91,40.406,40.806,41.214,41.622,42.031,42.449,42.869,43.33991,43.83712,44.30704,44.7189,45.10508,45.46797,45.80783,46.15151,46.48542,46.83884,47.17781,47.43728,47.65663,47.85385,48.00516,48.12356,48.25015,48.37939,48.50897,48.63607 Laos,3.29316,3.33698,3.41116,3.49496,3.57671,3.65717,3.76177,3.86931,3.97988,4.09357,4.21045,4.33063,4.45418,4.58122,4.71183,4.84612,4.94763,5.0549,5.16765,5.28581,5.39741,5.49852,5.57803,5.654,5.74604,5.83636,5.93079,6.03541,6.14518,6.25687,6.36816 Macau,0.25577,0.26093,0.27081,0.28545,0.29898,0.30584,0.3122,0.32298,0.33214,0.34124,0.35176,0.36386,0.37533,0.3844,0.39294,0.4013,0.4104,0.41699,0.42161,0.42777,0.43174,0.43478,0.43898,0.44418,0.45523,0.47403,0.49943,0.52553,0.54567,0.55985,0.56796 Malaysia,13.46009,13.87521,14.30829,14.75262,15.19792,15.64911,16.11117,16.5789,17.05511,17.47198,17.88222,18.37607,18.86191,19.33822,19.83502,20.33903,20.85669,21.40715,21.97723,22.55341,23.15128,23.73736,24.28261,24.8804,25.47547,25.96812,26.43216,26.89556,27.35776,27.81787,28.27473 Maldives,0.15287,0.15725,0.1619,0.16685,0.1721,0.1773,0.18461,0.19221,0.20008,0.2082,0.21661,0.22722,0.23785,0.24691,0.25338,0.26058,0.27053,0.27571,0.28118,0.29148,0.29998,0.30591,0.31186,0.31849,0.3266,0.33625,0.34812,0.36497,0.38593,0.39633,0.39565 Mongolia,1.66238,1.70883,1.75603,1.805,1.85569,1.9077,1.9608,2.01513,2.07072,2.1606,2.21754,2.27038,2.31795,2.35969,2.40065,2.44704,2.49485,2.53922,2.58152,2.62305,2.66376,2.70447,2.74455,2.78408,2.82457,2.86599,2.9084,2.95179,2.99608,3.04114,3.08692 Nauru,0.00771,0.00785,0.008,0.00815,0.00833,0.00852,0.00871,0.00891,0.0091,0.0093,0.00949,0.00967,0.00983,0.00982,0.00982,0.00982,0.00983,0.00987,0.00989,0.00987,0.00986,0.00989,0.00992,0.00993,0.00997,0.01001,0.00957,0.00912,0.00916,0.00921,0.00927 Nepal,14.66525,15.01086,15.37507,15.75685,16.15506,16.56998,17.00221,17.45269,17.92208,18.41093,18.91826,19.44833,20.03337,20.64137,21.24674,21.87667,22.50257,23.10934,23.70029,24.26987,24.81816,25.33561,25.81505,26.27538,26.70832,27.09387,27.45895,27.82789,28.19696,28.56338,28.95185 New Caledonia,0.1394,0.1425,0.145,0.14658,0.14966,0.15259,0.15558,0.15873,0.16194,0.16512,0.1689,0.17333,0.17776,0.18246,0.18745,0.19178,0.19553,0.19938,0.20324,0.20718,0.21119,0.21528,0.21944,0.22369,0.22802,0.2324,0.23651,0.24045,0.24445,0.24841,0.25235 New Zealand,3.16815,3.18345,3.2149,3.25645,3.29609,3.32181,3.33863,3.35049,3.35931,3.37554,3.41168,3.4532,3.49155,3.53464,3.5843,3.64018,3.69501,3.73642,3.76231,3.78176,3.8004,3.83576,3.89633,3.95813,4.00601,4.04606,4.0878,4.13018,4.1713,4.21126,4.25012 Niue,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.002,0.00212,0.00213,0.00215,0.00216,0.00216,0.00216,0.00216,0.00216,0.00216,0.00216 Pakistan,85.21912,90.97508,94.09612,96.88143,99.35434,102.07865,105.23962,108.58408,112.02109,115.41922,118.81619,122.24818,124.96177,127.56273,130.74625,134.18537,137.91117,141.4455,144.88529,148.3792,152.42904,156.79544,160.26923,163.16564,166.22361,169.27864,172.38187,175.49508,178.47939,181.45728,184.40479 Papua New Guinea,2.8464,2.91716,2.991,3.0676,3.1469,3.22893,3.31375,3.40147,3.49213,3.58588,3.68283,3.78309,3.8866,3.99325,4.1031,4.21589,4.33107,4.44837,4.5678,4.68932,4.81279,4.93745,5.0626,5.18811,5.31389,5.43977,5.56556,5.69109,5.81623,5.94078,6.06452 Philippines,50.94018,52.2276,53.55718,54.88541,56.25788,57.70569,59.18595,60.64811,62.08071,63.55467,65.08772,66.57223,67.97776,69.41697,70.94455,72.59743,74.33582,76.05706,77.74055,79.44813,81.22208,83.09528,84.93641,86.75169,88.62179,90.43579,92.26694,94.15747,96.06168,97.9766,99.90018 Samoa,0.15904,0.16092,0.16074,0.16066,0.16066,0.16074,0.16086,0.1611,0.16152,0.1621,0.16283,0.16369,0.1648,0.16612,0.16748,0.16889,0.17033,0.17181,0.17331,0.17476,0.17621,0.17779,0.17943,0.18109,0.18277,0.18449,0.18625,0.18796,0.1895,0.1909,0.192 Singapore,2.4139,2.53537,2.65187,2.68926,2.7433,2.7499,2.75007,2.79455,2.86927,2.95775,3.0471,3.14458,3.23587,3.32815,3.42798,3.54287,3.67228,3.80231,3.90453,3.96775,4.03675,4.12023,4.19778,4.27679,4.35389,4.42572,4.49215,4.55301,4.60817,4.65754,4.70107 Solomon Islands,0.23077,0.23874,0.24693,0.25535,0.26401,0.27293,0.28212,0.29154,0.30118,0.31104,0.32113,0.33147,0.34204,0.35284,0.36385,0.37507,0.38649,0.39809,0.40984,0.42172,0.43373,0.44591,0.45822,0.47065,0.48317,0.49575,0.50838,0.52107,0.53378,0.54649,0.5592 Sri Lanka,15.05597,15.31549,15.57547,15.78446,15.97692,16.18811,16.42379,16.66312,16.90308,17.14229,17.36508,17.55905,17.75561,17.99715,18.24706,18.47588,18.67967,18.8682,19.05566,19.24104,19.43587,19.64627,19.87007,20.09749,20.30327,20.50426,20.71793,20.92632,21.12877,21.32479,21.51399 Taiwan,17.84832,18.17743,18.50139,18.80339,19.08335,19.33736,19.55558,19.7578,19.9761,20.20754,20.27825,20.49209,20.6872,20.88606,21.09325,21.29041,21.45771,21.63853,21.83444,22.00781,22.18286,22.33581,22.45063,22.54347,22.62239,22.70108,22.78187,22.85887,22.92095,22.97435,23.02496 Thailand,47.02576,47.9365,48.82716,49.69425,50.53378,51.34181,52.12948,52.91034,53.68343,54.44569,55.19672,55.94196,56.69281,57.44296,58.19106,58.94228,59.67497,60.36736,61.03791,61.63419,62.15674,62.68514,63.21312,63.73055,64.24084,64.7426,65.23501,65.71702,66.18726,66.64481,67.0895 Tonga,0.09136,0.09177,0.0922,0.09263,0.09288,0.09335,0.09374,0.094,0.09332,0.09278,0.09212,0.09126,0.09214,0.09378,0.09444,0.0952,0.0962,0.09744,0.09887,0.10051,0.10235,0.10426,0.10616,0.10817,0.11026,0.11245,0.11471,0.11694,0.11901,0.1209,0.12258 U.S. Pacific Islands,0.13796,0.14283,0.14762,0.15281,0.15825,0.16406,0.17104,0.17903,0.18841,0.1998,0.21367,0.2207,0.22761,0.23438,0.22598,0.23015,0.23427,0.2384,0.24244,0.2463,0.24999,0.25365,0.25739,0.26116,0.26494,0.25814,0.24957,0.24888,0.24678,0.24424,0.24221 Vanuatu,0.11679,0.12026,0.12379,0.12738,0.13103,0.13473,0.13848,0.14227,0.14612,0.15,0.15388,0.15772,0.16152,0.16526,0.16894,0.17255,0.1761,0.17962,0.18309,0.18651,0.18986,0.19317,0.19646,0.19971,0.20293,0.20609,0.20922,0.21234,0.21545,0.21852,0.22155 Vietnam,53.7152,54.90268,56.14218,57.43635,58.76204,60.09307,61.43983,62.82649,64.21135,65.86848,67.25811,68.63827,69.97972,71.28515,72.55954,73.78339,74.94655,76.05286,77.1075,78.14167,79.17798,80.20948,81.25796,82.29659,83.35245,84.42493,85.47054,86.51885,87.55836,88.57676,89.57113 World,4451.32679,4534.01064,4613.94102,4694.9362,4775.05313,4856.52116,4940.1947,5026.35348,5113.1907,5199.68056,5286.92957,5369.79076,5454.29816,5536.20819,5616.68132,5697.40615,5777.31836,5858.37302,5935.74132,6012.44075,6088.68355,6165.32364,6241.71768,6317.4264,6393.12094,6469.12974,6545.88444,6623.57196,6700.76588,6776.91747,6853.01941 ================================================ FILE: ch06/table.csv ================================================ Date,Open,High,Low,Close,Volume,Adj Close 2016-12-20,119.50,119.769997,118.800003,119.089996,13528100,119.089996 2016-12-19,119.849998,120.360001,118.510002,119.239998,15841700,119.239998 2016-12-16,120.900002,121.50,119.269997,119.870003,25174600,119.870003 2016-12-15,120.080002,122.50,119.629997,120.57,20102900,120.57 2016-12-14,120.00,121.690002,118.849998,120.209999,25667800,120.209999 2016-12-13,117.860001,121.519997,117.610001,120.309998,29558100,120.309998 2016-12-12,119.220001,119.239998,117.650002,117.769997,17769700,117.769997 2016-12-09,119.220001,119.940002,118.949997,119.68,17436000,119.68 2016-12-08,117.980003,119.50,117.639999,118.910004,22404200,118.910004 2016-12-07,117.00,117.949997,116.57,117.949997,21855600,117.949997 2016-12-06,117.690002,117.800003,116.330002,117.309998,19048500,117.309998 2016-12-05,115.949997,117.57,115.07,117.43,20095200,117.43 2016-12-02,115.110001,116.480003,114.300003,115.400002,25015200,115.400002 2016-12-01,118.379997,118.449997,114.00,115.099998,43209700,115.099998 2016-11-30,120.32,121.790001,117.949997,118.419998,30035600,118.419998 2016-11-29,120.57,122.099998,120.400002,120.870003,18846600,120.870003 2016-11-28,120.120003,121.690002,119.82,120.410004,18073300,120.410004 2016-11-25,121.010002,121.139999,120.07,120.379997,8638400,120.379997 2016-11-23,121.230003,121.309998,119.940002,120.839996,15592400,120.839996 2016-11-22,122.400002,122.980003,120.900002,121.470001,25992700,121.470001 2016-11-21,118.199997,121.949997,117.800003,121.769997,35288000,121.769997 2016-11-18,118.389999,119.129997,116.839996,117.019997,22051700,117.019997 2016-11-17,116.809998,117.790001,116.010002,117.790001,18556200,117.790001 2016-11-16,114.480003,117.879997,114.209999,116.339996,32345400,116.339996 2016-11-15,116.730003,118.489998,115.830002,117.199997,33270700,117.199997 2016-11-14,119.129997,119.129997,113.550003,115.080002,51247400,115.080002 2016-11-11,119.529999,120.699997,118.150002,119.019997,32804000,119.019997 2016-11-10,123.93,124.18,115.269997,120.800003,67822800,120.800003 2016-11-09,121.50,123.809998,120.510002,123.18,31856100,123.18 2016-11-08,122.029999,124.610001,121.540001,124.220001,19367800,124.220001 2016-11-07,122.830002,123.209999,121.349998,122.150002,23008900,122.150002 2016-11-04,119.589996,121.93,119.25,120.75,30545500,120.75 2016-11-03,122.00,123.279999,119.50,120.00,63766300,120.00 2016-11-02,130.229996,130.229996,126.279999,127.169998,39640900,127.169998 2016-11-01,131.410004,131.940002,128.649994,129.50,22077800,129.50 2016-10-31,132.009995,132.119995,130.880005,130.990005,15669000,130.990005 2016-10-28,130.50,132.970001,129.929993,131.289993,24545500,131.289993 2016-10-27,131.740005,131.800003,129.270004,129.690002,16741400,129.690002 2016-10-26,131.639999,132.259995,130.940002,131.039993,13084700,131.039993 2016-10-25,133.50,133.50,132.220001,132.289993,13336800,132.289993 2016-10-24,132.720001,133.410004,132.149994,133.279999,17470200,133.279999 2016-10-21,129.779999,132.130005,129.699997,132.070007,19088800,132.070007 2016-10-20,130.070007,130.660004,129.50,130.00,13167500,130.00 2016-10-19,128.740005,130.470001,128.600006,130.110001,16752300,130.110001 2016-10-18,128.679993,129.389999,128.009995,128.570007,13504000,128.570007 2016-10-17,128.199997,128.470001,127.32,127.540001,11351700,127.540001 2016-10-14,128.490005,128.949997,127.580002,127.879997,13345300,127.879997 2016-10-13,128.210007,128.25,126.75,127.82,17139300,127.82 2016-10-12,129.009995,129.660004,128.460007,129.050003,11073000,129.050003 2016-10-11,130.229996,130.639999,128.229996,128.880005,17537900,128.880005 2016-10-10,129.679993,130.699997,129.199997,130.240005,15138700,130.240005 2016-10-07,129.039993,129.25,128.330002,128.990005,12804400,128.990005 2016-10-06,128.429993,129.059998,128.080002,128.740005,11682700,128.740005 2016-10-05,128.25,128.800003,127.830002,128.470001,12386800,128.470001 2016-10-04,129.169998,129.279999,127.550003,128.190002,14307500,128.190002 2016-10-03,128.380005,129.089996,127.800003,128.770004,13156900,128.770004 2016-09-30,128.029999,128.589996,127.449997,128.270004,18402900,128.270004 2016-09-29,129.179993,129.289993,127.550003,128.089996,14532200,128.089996 2016-09-28,129.210007,129.470001,128.399994,129.229996,12047600,129.229996 2016-09-27,127.610001,129.009995,127.43,128.690002,15637100,128.690002 2016-09-26,127.370003,128.160004,126.800003,127.309998,15064900,127.309998 2016-09-23,127.559998,128.600006,127.300003,127.959999,28326300,127.959999 2016-09-22,130.50,130.729996,129.559998,130.080002,15538300,130.080002 2016-09-21,129.130005,130.009995,128.389999,129.940002,14068300,129.940002 2016-09-20,128.649994,129.169998,128.029999,128.639999,11083800,128.639999 2016-09-19,129.910004,129.940002,128.259995,128.649994,14958800,128.649994 2016-09-16,128.199997,129.179993,128.199997,129.070007,24119200,129.070007 2016-09-15,127.980003,129.100006,127.669998,128.350006,15077200,128.350006 2016-09-14,126.889999,128.800003,126.889999,127.769997,15691100,127.769997 2016-09-13,128.029999,128.350006,126.660004,127.209999,18016200,127.209999 2016-09-12,125.959999,128.759995,125.75,128.690002,21252800,128.690002 2016-09-09,129.710007,129.949997,127.099998,127.099998,27100700,127.099998 2016-09-08,130.919998,131.080002,129.809998,130.270004,15676600,130.270004 2016-09-07,130.039993,131.979996,129.949997,131.050003,27990800,131.050003 2016-09-06,126.669998,129.940002,126.470001,129.729996,26278400,129.729996 2016-09-02,126.849998,126.860001,126.00,126.510002,12118800,126.510002 2016-09-01,126.379997,126.629997,125.599998,126.169998,13536100,126.169998 2016-08-31,125.599998,126.220001,125.099998,126.120003,14200600,126.120003 2016-08-30,126.599998,126.599998,125.150002,125.839996,17804300,125.839996 2016-08-29,124.349998,126.730003,124.349998,126.540001,15925900,126.540001 2016-08-26,124.050003,125.190002,123.910004,124.959999,17504800,124.959999 2016-08-25,123.120003,124.370003,123.099998,123.889999,10730800,123.889999 2016-08-24,124.470001,124.690002,123.089996,123.480003,12243700,123.480003 2016-08-23,124.510002,125.089996,124.25,124.370003,13309500,124.370003 2016-08-22,123.330002,124.830002,123.110001,124.150002,14386400,124.150002 2016-08-19,123.599998,124.160004,123.279999,123.559998,11688300,123.559998 2016-08-18,124.010002,124.260002,123.639999,123.910004,12400800,123.910004 2016-08-17,123.660004,124.379997,122.849998,124.370003,13794200,124.370003 2016-08-16,123.50,123.919998,122.779999,123.300003,14222400,123.300003 2016-08-15,124.910004,124.919998,123.699997,123.900002,19295100,123.900002 2016-08-12,124.699997,125.00,124.18,124.879997,12159000,124.879997 2016-08-11,125.199997,125.379997,124.75,124.900002,11729500,124.900002 2016-08-10,125.07,125.480003,124.540001,124.879997,10670100,124.879997 2016-08-09,125.339996,126.089996,124.529999,125.059998,19621000,125.059998 2016-08-08,125.25,125.449997,124.550003,125.260002,15233900,125.260002 2016-08-05,124.980003,125.839996,124.620003,125.150002,20184000,125.150002 2016-08-04,122.940002,124.790001,122.510002,124.360001,21066000,124.360001 2016-08-03,123.089996,123.919998,122.309998,122.510002,18525300,122.510002 2016-08-02,124.059998,124.800003,122.07,123.089996,23968400,123.089996 2016-08-01,123.849998,124.580002,122.860001,124.309998,25006900,124.309998 2016-07-29,124.650002,125.839996,123.709999,123.940002,35058800,123.940002 2016-07-28,127.519997,128.330002,123.629997,125.00,78955800,125.00 2016-07-27,122.419998,125.00,121.510002,123.339996,52654200,123.339996 2016-07-26,122.00,122.07,120.75,121.220001,17612000,121.220001 2016-07-25,121.389999,121.849998,117.779999,121.629997,18487400,121.629997 2016-07-22,119.900002,121.010002,119.309998,121.00,18422400,121.00 2016-07-21,121.919998,122.099998,120.25,120.610001,17801700,120.610001 2016-07-20,121.25,122.199997,120.559998,121.919998,20046500,121.919998 2016-07-19,118.989998,120.849998,118.660004,120.610001,21541300,120.610001 2016-07-18,117.32,119.610001,116.889999,119.370003,20868400,119.370003 2016-07-15,117.739998,118.279999,116.580002,116.860001,16646000,116.860001 2016-07-14,117.50,117.639999,116.699997,117.290001,14579700,117.290001 2016-07-13,118.389999,118.400002,116.68,116.779999,16207700,116.779999 2016-07-12,118.629997,118.720001,117.57,117.93,15217700,117.93 2016-07-11,117.709999,118.699997,117.50,117.870003,17711600,117.870003 2016-07-08,116.43,117.50,115.849998,117.239998,18142600,117.239998 2016-07-07,116.629997,116.970001,115.360001,115.849998,16630200,115.849998 2016-07-06,113.360001,116.790001,112.970001,116.699997,24337600,116.699997 2016-07-05,113.940002,114.199997,112.970001,114.199997,14207000,114.199997 2016-07-01,114.199997,115.129997,113.809998,114.190002,14980000,114.190002 2016-06-30,114.669998,115.18,113.669998,114.279999,23192700,114.279999 2016-06-29,113.370003,114.25,113.040001,114.160004,20968300,114.160004 2016-06-28,110.629997,112.75,110.550003,112.699997,26813800,112.699997 2016-06-27,111.57,111.57,108.230003,108.970001,36130400,108.970001 2016-06-24,111.010002,113.68,111.00,112.080002,40643100,112.080002 2016-06-23,114.370003,115.089996,113.540001,115.080002,16176900,115.080002 2016-06-22,114.650002,114.739998,113.610001,113.910004,14846300,113.910004 2016-06-21,114.120003,115.209999,113.970001,114.379997,19166300,114.379997 2016-06-20,113.769997,114.720001,112.75,113.370003,20785400,113.370003 2016-06-17,114.419998,114.43,112.559998,113.019997,24644300,113.019997 2016-06-16,113.870003,114.50,112.940002,114.389999,19236300,114.389999 2016-06-15,115.300003,115.440002,114.07,114.599998,19819400,114.599998 2016-06-14,114.07,114.949997,113.580002,114.940002,17618500,114.940002 2016-06-13,115.00,115.480003,113.309998,113.949997,31718200,113.949997 2016-06-10,117.540001,118.110001,116.260002,116.620003,18510800,116.620003 2016-06-09,118.129997,118.68,117.709999,118.559998,13859200,118.559998 2016-06-08,117.760002,118.599998,117.269997,118.389999,14505600,118.389999 2016-06-07,119.239998,119.300003,117.669998,117.760002,17103000,117.760002 2016-06-06,118.620003,119.43,118.360001,118.790001,12744700,118.790001 2016-06-03,118.980003,118.980003,117.860001,118.470001,14135100,118.470001 2016-06-02,118.690002,119.440002,118.220001,118.93,13228300,118.93 2016-06-01,118.50,119.080002,117.82,118.779999,15029500,118.779999 2016-05-31,119.459999,120.099998,118.120003,118.809998,23547600,118.809998 2016-05-27,119.559998,119.849998,119.010002,119.379997,13464400,119.379997 2016-05-26,118.239998,119.760002,117.919998,119.470001,18481300,119.470001 2016-05-25,118.129997,118.669998,117.379997,117.889999,20019800,117.889999 2016-05-24,116.239998,117.730003,116.120003,117.699997,20183600,117.699997 2016-05-23,117.419998,117.599998,115.940002,115.970001,20441000,115.970001 2016-05-20,116.959999,117.989998,116.949997,117.349998,18944800,117.349998 2016-05-19,117.050003,117.489998,115.879997,116.809998,20544100,116.809998 2016-05-18,116.800003,118.269997,116.730003,117.650002,21642300,117.650002 2016-05-17,118.82,119.010002,117.199997,117.349998,21328600,117.349998 2016-05-16,119.379997,119.610001,117.349998,118.669998,31247800,118.669998 2016-05-13,120.379997,120.639999,119.68,119.809998,18124300,119.809998 2016-05-12,119.980003,120.839996,118.900002,120.279999,22035500,120.279999 2016-05-11,120.410004,121.080002,119.419998,119.519997,22038400,119.519997 2016-05-10,119.620003,120.50,119.00,120.50,23220000,120.50 2016-05-09,119.540001,120.279999,118.900002,119.239998,21138100,119.239998 2016-05-06,117.160004,119.639999,117.110001,119.489998,26216200,119.489998 2016-05-05,118.040001,118.980003,117.25,117.809998,22056700,117.809998 2016-05-04,116.610001,118.300003,116.57,118.059998,23448400,118.059998 2016-05-03,117.519997,118.160004,117.019997,117.43,24117500,117.43 2016-05-02,117.830002,118.730003,116.57,118.57,28095200,118.57 2016-04-29,116.82,117.839996,115.839996,117.580002,37140600,117.580002 2016-04-28,119.580002,120.790001,116.230003,116.730003,87110100,116.730003 2016-04-27,107.940002,108.940002,106.309998,108.889999,52213100,108.889999 2016-04-26,110.489998,110.50,108.150002,108.760002,22521500,108.760002 2016-04-25,109.870003,110.669998,109.07,110.099998,21017900,110.099998 2016-04-22,111.209999,111.75,109.010002,110.559998,38458200,110.559998 2016-04-21,112.550003,114.040001,112.309998,113.440002,20875200,113.440002 2016-04-20,112.43,113.269997,111.559998,112.419998,21027900,112.419998 2016-04-19,111.099998,112.449997,109.160004,112.290001,30210500,112.290001 2016-04-18,109.739998,110.809998,109.199997,110.449997,21092700,110.449997 2016-04-15,110.790001,110.970001,109.199997,109.639999,20922800,109.639999 2016-04-14,110.620003,112.040001,110.260002,110.839996,28473300,110.839996 2016-04-13,112.230003,112.650002,106.519997,110.510002,88227400,110.510002 2016-04-12,109.339996,111.160004,108.989998,110.610001,26248100,110.610001 2016-04-11,110.699997,110.910004,108.769997,108.989998,39762300,108.989998 2016-04-08,114.25,114.330002,109.900002,110.629997,48497800,110.629997 2016-04-07,113.790001,114.889999,113.07,113.639999,20714500,113.639999 2016-04-06,112.470001,113.809998,112.419998,113.709999,20814600,113.709999 2016-04-05,112.110001,113.32,111.900002,112.220001,22962400,112.220001 2016-04-04,114.07,114.550003,111.610001,112.550003,48487900,112.550003 2016-04-01,113.75,116.169998,113.349998,116.059998,24760500,116.059998 2016-03-31,114.699997,115.010002,113.769997,114.099998,21207500,114.099998 2016-03-30,116.730003,116.989998,114.360001,114.699997,33235200,114.699997 2016-03-29,113.830002,116.32,113.639999,116.139999,29825300,116.139999 2016-03-28,113.32,114.589996,112.949997,113.690002,21351800,113.690002 2016-03-24,112.129997,113.089996,111.68,113.050003,17839100,113.050003 2016-03-23,112.010002,113.190002,112.00,112.540001,18562000,112.540001 2016-03-22,111.360001,112.879997,111.169998,112.25,19001100,112.25 2016-03-21,111.660004,112.370003,111.029999,111.849998,18448000,111.849998 2016-03-18,111.559998,112.419998,110.269997,111.449997,36256900,111.449997 2016-03-17,112.150002,112.690002,110.730003,111.019997,24241200,111.019997 2016-03-16,110.489998,112.50,110.099998,112.18,24744800,112.18 2016-03-15,109.110001,110.830002,108.839996,110.669998,17618500,110.669998 2016-03-14,109.279999,110.330002,108.769997,109.889999,17249400,109.889999 2016-03-11,108.480003,109.419998,107.919998,109.410004,20697600,109.410004 2016-03-10,107.910004,108.660004,105.769997,107.32,24854300,107.32 2016-03-09,106.699997,107.510002,105.489998,107.510002,20493300,107.510002 2016-03-08,104.779999,107.370003,104.400002,105.93,25617000,105.93 2016-03-07,108.07,108.07,104.720001,105.730003,31436400,105.730003 2016-03-04,110.050003,110.050003,107.93,108.389999,24938900,108.389999 2016-03-03,110.25,110.300003,108.540001,109.580002,21353100,109.580002 2016-03-02,109.68,110.550003,108.769997,109.949997,25670200,109.949997 2016-03-01,107.830002,109.82,107.599998,109.82,26817300,109.82 2016-02-29,107.599998,108.910004,106.75,106.919998,32779000,106.919998 2016-02-26,108.699997,109.449997,107.160004,107.919998,26686200,107.919998 2016-02-25,107.110001,108.07,105.610001,108.07,29906300,108.07 2016-02-24,104.209999,106.949997,102.739998,106.879997,34412400,106.879997 2016-02-23,106.849998,107.470001,105.120003,105.459999,25319300,105.459999 2016-02-22,105.489998,108.25,105.339996,107.160004,35709700,107.160004 2016-02-19,102.550003,105.019997,102.059998,104.57,32404500,104.57 2016-02-18,105.800003,106.00,103.029999,103.470001,29593500,103.470001 2016-02-17,102.019997,105.720001,100.400002,105.199997,44073400,105.199997 2016-02-16,103.800003,103.93,100.239998,101.610001,45687200,101.610001 2016-02-12,103.739998,104.239998,101.089996,102.010002,36176800,102.010002 2016-02-11,99.599998,105.110001,98.879997,101.910004,43670600,101.910004 2016-02-10,101.550003,103.25,100.239998,101.00,45179400,101.00 2016-02-09,97.139999,102.400002,96.82,99.540001,62709000,99.540001 2016-02-08,100.410004,102.68,97.459999,99.75,71229700,99.75 2016-02-05,109.510002,109.580002,103.18,104.07,76894700,104.07 2016-02-04,111.800003,111.940002,109.25,110.489998,38890200,110.489998 2016-02-03,115.269997,115.339996,109.75,112.690002,56919300,112.690002 2016-02-02,114.800003,117.589996,113.199997,114.610001,59778600,114.610001 2016-02-01,112.269997,115.720001,112.010002,115.089996,46132700,115.089996 2016-01-29,108.989998,112.839996,108.839996,112.209999,62739500,112.209999 2016-01-28,107.199997,110.339996,104.809998,109.110001,107475300,109.110001 2016-01-27,97.790001,97.849998,94.230003,94.449997,58699400,94.449997 2016-01-26,97.760002,97.879997,95.660004,97.339996,26877100,97.339996 2016-01-25,98.720001,99.480003,96.93,97.010002,32482000,97.010002 2016-01-22,96.410004,98.07,95.489998,97.940002,30495400,97.940002 2016-01-21,94.910004,95.989998,92.620003,94.160004,30518900,94.160004 2016-01-20,92.830002,95.00,89.370003,94.349998,59051400,94.349998 2016-01-19,96.529999,97.419998,93.919998,95.260002,30998300,95.260002 2016-01-15,93.980003,96.379997,93.540001,94.970001,45935600,94.970001 2016-01-14,95.849998,98.870003,92.449997,98.370003,48658600,98.370003 2016-01-13,100.580002,100.580002,95.209999,95.440002,33410600,95.440002 2016-01-12,99.00,99.959999,97.550003,99.370003,28395400,99.370003 2016-01-11,97.910004,98.599998,95.389999,97.510002,29932400,97.510002 2016-01-08,99.879997,100.50,97.029999,97.330002,35402300,97.330002 2016-01-07,100.50,101.43,97.300003,97.919998,45172900,97.919998 2016-01-06,101.129997,103.769997,100.900002,102.970001,25096200,102.970001 2016-01-05,102.889999,103.709999,101.669998,102.730003,23258200,102.730003 2016-01-04,101.949997,102.239998,99.75,102.220001,37912400,102.220001 2015-12-31,106.00,106.169998,104.620003,104.660004,18298700,104.660004 2015-12-30,107.00,107.25,106.059998,106.220001,13115000,106.220001 2015-12-29,106.419998,107.739998,106.25,107.260002,17179900,107.260002 2015-12-28,105.019997,105.980003,104.529999,105.93,13069700,105.93 2015-12-24,104.739998,105.32,104.50,105.019997,6501800,105.019997 2015-12-23,105.889999,106.110001,103.860001,104.629997,19599700,104.629997 2015-12-22,105.220001,105.660004,104.809998,105.510002,14597100,105.510002 2015-12-21,104.910004,105.150002,103.599998,104.769997,16138800,104.769997 2015-12-18,106.080002,106.589996,103.970001,104.040001,35994200,104.040001 2015-12-17,107.489998,107.75,106.129997,106.220001,21675700,106.220001 2015-12-16,105.370003,107.089996,104.190002,106.790001,22680500,106.790001 2015-12-15,105.300003,105.800003,104.279999,104.550003,21764300,104.550003 2015-12-14,102.290001,104.739998,101.459999,104.660004,24648100,104.660004 2015-12-11,104.150002,104.339996,101.910004,102.120003,26427700,102.120003 2015-12-10,105.050003,106.400002,104.410004,105.419998,17414500,105.419998 2015-12-09,106.18,106.440002,103.550003,104.599998,23517300,104.599998 2015-12-08,104.00,106.910004,103.949997,106.489998,20401800,106.489998 2015-12-07,106.480003,106.830002,104.660004,105.610001,15474900,105.610001 2015-12-04,104.809998,107.730003,104.110001,106.18,21224700,106.18 2015-12-03,106.269997,106.849998,103.349998,104.379997,23236500,104.379997 2015-12-02,107.00,107.919998,105.790001,106.07,24429100,106.07 2015-12-01,104.830002,107.150002,104.50,107.120003,22781900,107.120003 2015-11-30,105.839996,106.099998,103.75,104.239998,20383200,104.239998 2015-11-27,105.779999,105.959999,104.860001,105.449997,5913100,105.449997 2015-11-25,106.330002,106.599998,105.099998,105.410004,15150800,105.410004 2015-11-24,106.00,106.489998,104.389999,105.739998,23577300,105.739998 2015-11-23,107.190002,107.470001,106.080002,106.949997,19897200,106.949997 2015-11-20,106.839996,107.870003,106.620003,107.32,22129600,107.32 2015-11-19,107.360001,107.730003,105.949997,106.260002,25520600,106.260002 2015-11-18,105.800003,107.879997,105.389999,107.769997,23836500,107.769997 2015-11-17,104.620003,106.199997,104.139999,105.129997,26807200,105.129997 2015-11-16,103.32,104.169998,100.470001,104.040001,49309200,104.040001 2015-11-13,107.709999,108.25,103.830002,103.949997,30278400,103.949997 2015-11-12,108.480003,109.389999,108.00,108.019997,20924700,108.019997 2015-11-11,108.269997,109.870003,107.110001,109.010002,25057100,109.010002 2015-11-10,105.959999,108.150002,105.239998,107.910004,25031700,107.910004 2015-11-09,107.00,108.25,105.860001,106.489998,26383500,106.489998 2015-11-06,108.040001,108.739998,105.910004,107.099998,35084300,107.099998 2015-11-05,108.800003,110.650002,107.949997,108.760002,63232900,108.760002 2015-11-04,103.190002,104.139999,102.480003,103.940002,43469300,103.940002 2015-11-03,103.220001,103.650002,102.400002,102.580002,21242300,102.580002 2015-11-02,101.720001,103.470001,101.18,103.309998,24003900,103.309998 2015-10-30,104.510002,104.720001,101.650002,101.970001,33487100,101.970001 2015-10-29,103.959999,105.120003,103.519997,104.879997,20316700,104.879997 2015-10-28,103.900002,104.480003,102.919998,104.199997,24081500,104.199997 2015-10-27,102.940002,104.099998,102.400002,103.699997,23795500,103.699997 2015-10-26,102.199997,103.809998,101.550003,103.769997,25961200,103.769997 2015-10-23,101.910004,102.849998,100.160004,102.190002,42809700,102.190002 2015-10-22,97.790001,99.730003,97.550003,99.669998,26392100,99.669998 2015-10-21,97.370003,98.18,96.470001,97.110001,21917800,97.110001 2015-10-20,98.730003,99.589996,96.559998,97.00,30700500,97.00 2015-10-19,97.18,98.57,96.919998,98.470001,23729900,98.470001 2015-10-16,96.18,97.589996,95.349998,97.540001,25412900,97.540001 2015-10-15,94.989998,96.300003,94.900002,95.959999,27557500,95.959999 2015-10-14,94.080002,95.199997,93.610001,94.07,19253400,94.07 2015-10-13,93.660004,95.370003,93.550003,94.120003,19480300,94.120003 2015-10-12,93.32,94.599998,92.669998,94.260002,18449600,94.260002 2015-10-09,92.900002,93.739998,92.239998,93.239998,20012900,93.239998 2015-10-08,91.889999,93.220001,90.470001,92.470001,27290500,92.470001 2015-10-07,93.110001,93.660004,91.370003,92.400002,24129300,92.400002 2015-10-06,94.080002,94.169998,92.339996,92.800003,22172800,92.800003 2015-10-05,92.940002,94.269997,92.660004,94.010002,27292500,94.010002 2015-10-02,88.900002,92.199997,88.370003,92.07,37881700,92.07 2015-10-01,90.050003,90.949997,88.360001,90.949997,29283700,90.949997 2015-09-30,88.440002,90.019997,88.010002,89.900002,36169100,89.900002 2015-09-29,89.099998,90.059998,85.720001,86.669998,42281800,86.669998 2015-09-28,92.080002,92.290001,88.18,89.209999,41199900,89.209999 2015-09-25,95.790001,95.849998,92.059998,92.769997,28961600,92.769997 2015-09-24,93.059998,94.769997,92.239998,94.410004,29106000,94.410004 2015-09-23,93.400002,94.32,92.800003,93.970001,21701400,93.970001 2015-09-22,93.769997,94.68,91.919998,92.959999,36888900,92.959999 2015-09-21,94.620003,96.489998,94.519997,95.550003,28790000,95.550003 2015-09-18,93.199997,95.190002,93.050003,94.400002,62300000,94.400002 2015-09-17,93.370003,95.510002,92.900002,94.339996,27841800,94.339996 2015-09-16,92.900002,93.599998,92.629997,93.449997,16321200,93.449997 2015-09-15,92.370003,93.25,91.790001,92.900002,18859400,92.900002 2015-09-14,92.309998,92.620003,91.599998,92.309998,20127900,92.309998 2015-09-11,91.68,92.080002,91.129997,92.050003,21185000,92.050003 2015-09-10,90.07,92.059998,89.629997,91.980003,26437400,91.980003 2015-09-09,90.779999,91.980003,90.169998,90.440002,32551100,90.440002 2015-09-08,89.690002,90.239998,88.830002,89.529999,27012500,89.529999 2015-09-04,87.199997,88.389999,86.699997,88.260002,27328700,88.260002 2015-09-03,89.760002,89.82,87.730003,88.150002,27048200,88.150002 2015-09-02,88.809998,89.889999,87.629997,89.889999,27190500,89.889999 2015-09-01,86.849998,89.389999,86.50,87.230003,36097400,87.230003 2015-08-31,90.599998,91.050003,88.889999,89.43,32850700,89.43 2015-08-28,89.879997,91.480003,89.790001,91.010002,33215900,91.010002 2015-08-27,89.099998,90.059998,87.190002,89.730003,42431400,89.730003 2015-08-26,85.949997,87.459999,83.260002,87.190002,45124300,87.190002 2015-08-25,86.949997,87.669998,83.00,83.00,52021200,83.00 2015-08-24,77.029999,82.089996,72.00,82.089996,83710700,82.089996 2015-08-21,87.519997,89.18,85.610001,86.059998,62778700,86.059998 2015-08-20,93.540001,94.769997,90.459999,90.559998,44598200,90.559998 2015-08-19,94.629997,96.099998,94.160004,95.309998,23156500,95.309998 2015-08-18,94.080002,95.849998,94.040001,95.169998,22278800,95.169998 2015-08-17,94.419998,94.459999,93.389999,93.93,18313500,93.93 2015-08-14,93.540001,94.720001,93.209999,94.419998,15929700,94.419998 2015-08-13,94.050003,94.730003,93.349998,93.43,17451800,93.43 2015-08-12,92.699997,94.440002,91.190002,94.190002,27050500,94.190002 2015-08-11,93.730003,94.760002,92.900002,93.620003,22491000,93.620003 2015-08-10,95.68,95.900002,93.629997,94.150002,21624200,94.150002 2015-08-07,95.379997,95.400002,93.610001,94.300003,23199100,94.300003 2015-08-06,97.18,98.739998,94.419998,95.120003,42271300,95.120003 2015-08-05,95.25,97.089996,95.18,96.440002,29813200,96.440002 2015-08-04,93.790001,94.730003,93.330002,94.059998,20136000,94.059998 2015-08-03,93.529999,95.080002,92.800003,94.139999,29343100,94.139999 2015-07-31,94.949997,96.330002,93.949997,94.010002,46509000,94.010002 2015-07-30,94.910004,95.809998,91.800003,95.209999,86211300,95.209999 2015-07-29,96.32,97.279999,94.739998,96.989998,64648300,96.989998 2015-07-28,94.839996,95.559998,93.309998,95.290001,35236000,95.290001 2015-07-27,96.580002,96.610001,93.830002,94.169998,38585400,94.169998 2015-07-24,97.349998,97.760002,95.879997,96.949997,33444900,96.949997 2015-07-23,96.959999,97.449997,94.809998,95.440002,29418800,95.440002 2015-07-22,96.739998,97.580002,95.919998,97.040001,28299500,97.040001 2015-07-21,98.949997,99.239998,97.139999,98.389999,39453300,98.389999 2015-07-20,95.849998,98.599998,95.360001,97.910004,54860500,97.910004 2015-07-17,92.550003,95.389999,92.540001,94.970001,54001600,94.970001 2015-07-16,90.279999,90.860001,89.769997,90.849998,21804100,90.849998 2015-07-15,90.00,90.989998,89.419998,89.760002,30886600,89.760002 2015-07-14,90.459999,90.800003,89.650002,89.68,26627800,89.68 2015-07-13,88.660004,90.220001,88.419998,90.099998,29976700,90.099998 2015-07-10,87.349998,88.220001,86.769997,87.949997,23245900,87.949997 2015-07-09,86.730003,87.599998,85.650002,85.879997,23144200,85.879997 2015-07-08,86.290001,86.75,85.449997,85.650002,24399300,85.650002 2015-07-07,87.800003,87.849998,85.230003,87.220001,33059900,87.220001 2015-07-06,86.489998,88.190002,86.389999,87.550003,24635900,87.550003 2015-07-02,87.400002,87.440002,86.339996,87.290001,16908800,87.290001 2015-07-01,86.769997,87.949997,86.489998,86.910004,25260000,86.910004 2015-06-30,86.599998,86.699997,85.57,85.769997,23016500,85.769997 2015-06-29,86.610001,87.50,85.730003,85.800003,35957900,85.800003 2015-06-26,88.120003,88.339996,86.830002,88.010002,38214600,88.010002 2015-06-25,89.260002,89.400002,87.839996,87.980003,27302000,87.980003 2015-06-24,87.660004,89.25,87.449997,88.860001,41370200,88.860001 2015-06-23,84.959999,87.970001,84.760002,87.879997,50667900,87.879997 2015-06-22,83.410004,84.970001,83.309998,84.739998,29383100,84.739998 2015-06-19,82.830002,82.980003,82.120003,82.510002,23353200,82.510002 2015-06-18,81.639999,83.190002,81.57,82.910004,26782600,82.910004 2015-06-17,81.760002,82.220001,81.339996,81.790001,18350300,81.790001 2015-06-16,80.82,81.510002,80.449997,81.059998,13693700,81.059998 2015-06-15,80.550003,80.93,80.07,80.709999,18805100,80.709999 2015-06-12,81.370003,82.089996,81.199997,81.529999,11417900,81.529999 2015-06-11,82.309998,82.900002,81.360001,81.830002,18656800,81.830002 2015-06-10,80.830002,82.599998,80.809998,82.160004,21531200,82.160004 2015-06-09,80.599998,81.190002,79.32,80.669998,16497500,80.669998 2015-06-08,81.82,82.00,80.129997,80.669998,16915500,80.669998 2015-06-05,81.870003,82.459999,81.510002,82.139999,16143100,82.139999 2015-06-04,82.139999,82.949997,81.510002,82.050003,20863900,82.050003 2015-06-03,81.349998,82.529999,81.25,82.440002,31594700,82.440002 2015-06-02,79.760002,81.349998,79.559998,80.440002,18923300,80.440002 2015-06-01,79.300003,80.379997,78.660004,80.290001,18119000,80.290001 2015-05-29,79.949997,80.07,78.879997,79.190002,16134600,79.190002 2015-05-28,80.25,81.07,80.00,80.150002,11982000,80.150002 2015-05-27,79.599998,80.660004,79.43,80.550003,14160900,80.550003 2015-05-26,80.43,80.599998,79.080002,79.330002,16321300,79.330002 2015-05-22,80.349998,81.309998,80.25,80.540001,19567900,80.540001 2015-05-21,80.190002,80.919998,80.080002,80.480003,13402700,80.480003 2015-05-20,80.470001,81.099998,79.459999,80.550003,23056900,80.550003 2015-05-19,81.25,81.690002,80.550003,80.629997,17955400,80.629997 2015-05-18,80.330002,81.379997,80.230003,80.879997,21613700,80.879997 2015-05-15,81.410004,81.519997,80.18,80.419998,27069900,80.419998 2015-05-14,78.940002,81.849998,78.669998,81.370003,49438000,81.370003 2015-05-13,77.720001,78.529999,77.650002,78.440002,21512300,78.440002 2015-05-12,77.870003,77.889999,76.790001,77.459999,21285300,77.459999 2015-05-11,78.480003,79.029999,77.93,78.010002,18874100,78.010002 2015-05-08,79.099998,79.230003,78.029999,78.510002,19943600,78.510002 2015-05-07,78.00,78.940002,77.559998,78.43,19749400,78.43 2015-05-06,77.970001,78.809998,77.050003,78.099998,28663000,78.099998 2015-05-05,78.550003,78.800003,77.220001,77.559998,22311300,77.559998 2015-05-04,79.330002,79.690002,78.629997,78.809998,14692000,78.809998 2015-05-01,79.239998,79.760002,78.110001,78.989998,24136400,78.989998 2015-04-30,80.010002,80.959999,78.32,78.769997,28999000,78.769997 2015-04-29,80.010002,81.389999,79.519997,80.470001,26430300,80.470001 2015-04-28,81.830002,81.900002,80.230003,80.68,23775300,80.68 2015-04-27,81.870003,82.93,81.629997,81.910004,25446000,81.910004 2015-04-24,82.769997,82.940002,81.480003,81.529999,29660400,81.529999 2015-04-23,84.099998,85.589996,82.410004,82.410004,73728100,82.410004 2015-04-22,84.32,84.739998,83.650002,84.629997,45548000,84.629997 2015-04-21,84.00,84.489998,83.540001,83.620003,27171900,83.620003 2015-04-20,81.540001,83.150002,81.239998,83.089996,28796800,83.089996 2015-04-17,81.480003,82.110001,80.370003,80.779999,24215000,80.779999 2015-04-16,82.470001,83.07,82.150002,82.309998,13769700,82.309998 2015-04-15,83.550003,83.660004,82.269997,82.709999,22390900,82.709999 2015-04-14,83.169998,83.690002,82.440002,83.519997,19634200,83.519997 2015-04-13,81.93,83.940002,81.919998,83.010002,26883100,83.010002 2015-04-10,82.209999,82.610001,81.910004,82.040001,12529700,82.040001 2015-04-09,82.50,82.800003,81.709999,82.169998,15927300,82.169998 2015-04-08,82.629997,83.099998,81.839996,82.279999,18966700,82.279999 2015-04-07,82.650002,83.419998,82.220001,82.32,17467000,82.32 2015-04-06,80.800003,82.809998,80.800003,82.440002,19062900,82.440002 2015-04-02,82.25,82.559998,81.440002,81.559998,19664100,81.559998 2015-04-01,82.50,82.720001,80.870003,81.669998,22058200,81.669998 2015-03-31,82.900002,83.50,82.209999,82.220001,19734300,82.220001 2015-03-30,83.809998,84.339996,82.410004,83.199997,24527700,83.199997 2015-03-27,83.379997,83.949997,82.879997,83.300003,18372600,83.300003 2015-03-26,82.720001,83.769997,82.139999,83.010002,32794800,83.010002 2015-03-25,85.50,85.519997,82.919998,82.919998,37436100,82.919998 2015-03-24,84.709999,86.07,84.519997,85.309998,32576500,85.309998 2015-03-23,83.919998,84.959999,83.300003,84.43,27357300,84.43 2015-03-20,83.389999,84.599998,83.07,83.800003,44466300,83.800003 2015-03-19,81.120003,83.00,81.00,82.75,42099500,82.75 2015-03-18,79.25,81.239998,79.169998,80.910004,36912400,80.910004 2015-03-17,78.360001,79.779999,78.339996,79.360001,22170000,79.360001 2015-03-16,77.959999,78.120003,77.360001,78.07,19305400,78.07 2015-03-13,78.599998,79.379997,77.68,78.050003,18557300,78.050003 2015-03-12,78.099998,79.050003,77.910004,78.93,16093300,78.93 2015-03-11,77.800003,78.43,77.260002,77.57,20215700,77.57 2015-03-10,78.50,79.260002,77.550003,77.550003,23067100,77.550003 2015-03-09,79.68,79.910004,78.629997,79.440002,18925100,79.440002 2015-03-06,80.900002,81.330002,79.830002,80.010002,24488600,80.010002 2015-03-05,81.230003,81.989998,81.050003,81.209999,27825700,81.209999 2015-03-04,79.300003,81.150002,78.849998,80.900002,28126700,80.900002 2015-03-03,79.610001,79.699997,78.519997,79.599998,18635000,79.599998 2015-03-02,79.00,79.860001,78.519997,79.75,21662500,79.75 2015-02-27,80.68,81.230003,78.620003,78.970001,30739200,78.970001 2015-02-26,79.879997,81.370003,79.720001,80.410004,31111900,80.410004 2015-02-25,78.50,80.199997,78.50,79.559998,25593800,79.559998 2015-02-24,78.50,79.480003,78.099998,78.449997,18897100,78.449997 2015-02-23,79.959999,80.190002,78.379997,78.839996,24139100,78.839996 2015-02-20,79.550003,80.339996,79.199997,79.900002,36931700,79.900002 2015-02-19,76.989998,79.839996,76.949997,79.419998,45851200,79.419998 2015-02-18,75.940002,76.900002,75.449997,76.709999,22426400,76.709999 2015-02-17,75.300003,76.910004,75.080002,75.599998,25254400,75.599998 2015-02-13,76.459999,76.480003,75.50,75.739998,18621900,75.739998 2015-02-12,76.860001,76.870003,75.889999,76.230003,17235000,76.230003 2015-02-11,75.089996,76.75,75.029999,76.510002,20877400,76.510002 2015-02-10,74.849998,75.339996,74.50,75.190002,15811300,75.190002 2015-02-09,74.050003,74.830002,73.449997,74.440002,16194300,74.440002 2015-02-06,75.68,75.699997,74.25,74.470001,21211000,74.470001 2015-02-05,75.709999,75.980003,75.209999,75.610001,15062600,75.610001 2015-02-04,75.089996,76.349998,75.010002,75.629997,20277400,75.629997 2015-02-03,75.190002,75.580002,73.860001,75.400002,26957700,75.400002 2015-02-02,76.110001,76.139999,73.75,74.989998,41955300,74.989998 2015-01-30,78.00,78.160004,75.75,75.910004,42649500,75.910004 2015-01-29,76.849998,78.019997,74.209999,78.00,61293500,78.00 2015-01-28,76.900002,77.639999,76.00,76.239998,53306400,76.239998 2015-01-27,76.709999,76.879997,75.629997,75.779999,20110000,75.779999 2015-01-26,77.980003,78.470001,77.290001,77.50,19260800,77.50 2015-01-23,77.650002,78.190002,77.040001,77.830002,16746500,77.830002 2015-01-22,77.169998,77.75,76.68,77.650002,19519500,77.650002 2015-01-21,76.160004,77.300003,75.849998,76.739998,25096700,76.739998 2015-01-20,75.720001,76.309998,74.82,76.239998,22821600,76.239998 2015-01-16,74.040001,75.32,73.839996,75.18,21791500,75.18 2015-01-15,76.400002,76.57,73.540001,74.050003,34134000,74.050003 2015-01-14,76.419998,77.199997,76.029999,76.279999,25741000,76.279999 2015-01-13,77.230003,78.080002,75.849998,76.449997,25179600,76.449997 2015-01-12,77.839996,78.00,76.209999,76.720001,19190200,76.720001 2015-01-09,78.199997,78.620003,77.199997,77.739998,21157000,77.739998 2015-01-08,76.739998,78.230003,76.080002,78.18,23961000,78.18 2015-01-07,76.760002,77.360001,75.82,76.150002,22045300,76.150002 2015-01-06,77.230003,77.589996,75.360001,76.150002,27399300,76.150002 2015-01-05,77.980003,79.25,76.860001,77.190002,26452200,77.190002 2015-01-02,78.580002,78.93,77.699997,78.449997,18177500,78.449997 2014-12-31,79.540001,79.800003,77.860001,78.019997,19935400,78.019997 2014-12-30,79.849998,80.589996,79.099998,79.220001,14370800,79.220001 2014-12-29,80.489998,80.959999,79.709999,80.019997,14134700,80.019997 2014-12-26,81.019997,81.279999,80.510002,80.779999,10647400,80.779999 2014-12-24,81.029999,81.43,80.75,80.769997,7685500,80.769997 2014-12-23,82.019997,82.169998,80.400002,80.610001,19865800,80.610001 2014-12-22,80.080002,81.889999,80.00,81.449997,31395800,81.449997 2014-12-19,78.75,80.00,78.330002,79.879997,43335000,79.879997 2014-12-18,76.889999,78.400002,76.510002,78.400002,34222100,78.400002 2014-12-17,75.010002,76.410004,74.900002,76.110001,29203900,76.110001 2014-12-16,76.190002,77.389999,74.589996,74.690002,31554600,74.690002 2014-12-15,78.459999,78.580002,76.559998,76.989998,29396500,76.989998 2014-12-12,77.160004,78.879997,77.019997,77.830002,28091600,77.830002 2014-12-11,76.519997,78.519997,76.480003,77.730003,33462100,77.730003 2014-12-10,76.650002,77.550003,76.07,76.18,32210500,76.18 2014-12-09,75.199997,76.93,74.779999,76.839996,25358600,76.839996 2014-12-08,76.18,77.25,75.400002,76.519997,25733900,76.519997 2014-12-05,75.800003,76.760002,75.360001,76.360001,24306400,76.360001 2014-12-04,74.830002,75.550003,74.660004,75.239998,14362800,75.239998 2014-12-03,75.379997,75.730003,74.400002,74.879997,16689900,74.879997 2014-12-02,75.330002,75.910004,75.040001,75.459999,16773900,75.459999 2014-12-01,77.260002,77.309998,74.800003,75.099998,31789900,75.099998 2014-11-28,77.669998,78.269997,77.230003,77.699997,15992000,77.699997 2014-11-26,75.529999,77.779999,75.510002,77.620003,32695300,77.620003 2014-11-25,74.209999,75.739998,74.129997,75.629997,32250200,75.629997 2014-11-24,73.540001,74.349998,73.349998,74.010002,22103800,74.010002 2014-11-21,74.50,74.50,73.50,73.75,23060400,73.75 2014-11-20,72.800003,73.989998,72.510002,73.599998,19154900,73.599998 2014-11-19,74.010002,74.540001,73.110001,73.330002,25441200,73.330002 2014-11-18,74.449997,74.800003,73.900002,74.339996,20690500,74.339996 2014-11-17,74.879997,75.660004,73.879997,74.239998,28701200,74.239998 2014-11-14,74.269997,74.93,74.040001,74.879997,19476900,74.879997 2014-11-13,74.739998,75.239998,73.639999,74.25,26448500,74.25 2014-11-12,74.279999,75.139999,73.540001,74.720001,26536600,74.720001 2014-11-11,74.949997,74.980003,74.029999,74.610001,18715700,74.610001 2014-11-10,75.360001,75.480003,74.610001,75.00,21575100,75.00 2014-11-07,75.389999,75.860001,75.019997,75.599998,20774000,75.599998 2014-11-06,74.889999,75.599998,74.309998,75.260002,21383000,75.260002 2014-11-05,76.510002,76.800003,74.419998,74.830002,35913000,74.830002 2014-11-04,74.230003,75.769997,73.650002,75.760002,39326000,75.760002 2014-11-03,75.470001,75.519997,73.699997,73.879997,40727000,73.879997 2014-10-31,74.93,75.699997,74.449997,74.989998,44544000,74.989998 2014-10-30,75.050003,75.349998,72.900002,74.110001,83270000,74.110001 2014-10-29,75.449997,76.879997,74.779999,75.860001,106120000,75.860001 2014-10-28,80.18,81.160004,79.57,80.769997,74212000,80.769997 2014-10-27,80.739998,80.800003,79.760002,80.279999,30169000,80.279999 2014-10-24,80.199997,80.82,79.32,80.669998,32248000,80.669998 2014-10-23,79.379997,80.629997,79.010002,80.040001,35056000,80.040001 2014-10-22,78.82,79.849998,78.010002,78.370003,41862000,78.370003 2014-10-21,77.559998,78.739998,77.150002,78.690002,32252000,78.690002 2014-10-20,75.599998,77.089996,75.379997,76.949997,34701000,76.949997 2014-10-17,74.230003,76.00,73.75,75.949997,76342000,75.949997 2014-10-16,70.790001,73.349998,70.580002,72.629997,53529000,72.629997 2014-10-15,71.690002,73.800003,70.32,73.209999,61528000,73.209999 2014-10-14,74.00,74.18,72.050003,73.589996,50299000,73.589996 2014-10-13,73.230003,74.779999,72.519997,72.989998,43938000,72.989998 2014-10-10,75.589996,76.50,72.760002,72.910004,52146000,72.910004 2014-10-09,77.279999,77.760002,75.849998,75.910004,32487000,75.910004 2014-10-08,76.18,77.709999,75.099998,77.519997,32976000,77.519997 2014-10-07,77.050003,77.949997,76.239998,76.290001,25317000,76.290001 2014-10-06,77.190002,77.889999,76.849998,77.559998,25729000,77.559998 2014-10-03,77.760002,78.059998,77.260002,77.440002,23340000,77.440002 2014-10-02,76.57,77.480003,75.639999,77.080002,36488000,77.080002 2014-10-01,78.779999,78.82,75.900002,76.550003,55090000,76.550003 2014-09-30,79.349998,79.709999,78.599998,79.040001,35899000,79.040001 2014-09-29,78.120003,79.199997,77.910004,79.00,34031000,79.00 2014-09-26,77.589996,78.839996,77.330002,78.790001,28872000,78.790001 2014-09-25,78.599998,78.940002,77.129997,77.220001,37533000,77.220001 2014-09-24,78.099998,78.620003,77.510002,78.540001,30680000,78.540001 2014-09-23,76.330002,78.629997,76.040001,78.290001,36814000,78.290001 2014-09-22,77.00,77.529999,75.949997,76.800003,31961000,76.800003 2014-09-19,77.400002,78.300003,76.440002,77.910004,76671000,77.910004 2014-09-18,76.769997,77.330002,76.519997,77.00,23031000,77.00 2014-09-17,75.959999,77.25,75.57,76.43,28693000,76.43 2014-09-16,73.519997,76.230003,73.07,76.080002,37742000,76.080002 2014-09-15,77.150002,77.25,73.43,74.580002,49679000,74.580002 2014-09-12,78.019997,78.300003,77.099998,77.480003,26676800,77.480003 2014-09-11,77.129997,78.360001,77.050003,77.919998,32219000,77.919998 2014-09-10,76.519997,77.949997,76.510002,77.43,29909000,77.43 2014-09-09,77.589996,78.169998,76.199997,76.669998,28882000,76.669998 2014-09-08,77.260002,78.169998,77.010002,77.889999,28183000,77.889999 2014-09-05,76.099998,77.379997,75.599998,77.260002,29476000,77.260002 2014-09-04,75.889999,76.93,75.529999,75.949997,26676000,75.949997 2014-09-03,77.139999,77.480003,75.599998,75.830002,32389000,75.830002 2014-09-02,75.010002,76.699997,74.82,76.68,34979000,76.68 2014-08-29,74.300003,74.82,74.010002,74.82,26241000,74.82 2014-08-28,74.00,74.43,73.730003,73.860001,21947000,73.860001 2014-08-27,75.269997,75.489998,74.459999,74.629997,36323000,74.629997 2014-08-26,75.00,75.989998,74.730003,75.959999,23993000,75.959999 2014-08-25,74.940002,75.279999,74.790001,75.019997,19734000,75.019997 2014-08-22,74.339996,74.730003,73.57,74.57,20897000,74.57 2014-08-21,74.919998,75.190002,74.410004,74.57,20102000,74.57 2014-08-20,74.970001,75.18,74.620003,74.809998,22917000,74.809998 2014-08-19,74.809998,75.580002,74.510002,75.290001,26679000,75.290001 2014-08-18,74.00,74.720001,73.959999,74.589996,23974000,74.589996 2014-08-15,74.32,74.650002,73.00,73.629997,38846600,73.629997 2014-08-14,73.970001,74.379997,73.690002,74.300003,22207000,74.300003 2014-08-13,73.120003,74.25,73.050003,73.769997,29266000,73.769997 2014-08-12,73.089996,73.330002,72.220001,72.830002,27419000,72.830002 2014-08-11,73.459999,73.910004,73.059998,73.440002,24591000,73.440002 2014-08-08,73.400002,73.43,72.559998,73.059998,27202000,73.059998 2014-08-07,73.00,74.00,72.699997,73.169998,38141000,73.169998 2014-08-06,72.019997,73.720001,71.790001,72.470001,30986000,72.470001 2014-08-05,73.199997,73.589996,72.18,72.690002,34986000,72.690002 2014-08-04,72.360001,73.879997,72.360001,73.510002,30777000,73.510002 2014-08-01,72.220001,73.220001,71.550003,72.360001,43535000,72.360001 2014-07-31,74.00,74.169998,72.440002,72.650002,43992000,72.650002 2014-07-30,74.209999,75.190002,74.129997,74.68,36853000,74.68 2014-07-29,74.720001,74.919998,73.419998,73.709999,41324000,73.709999 2014-07-28,75.169998,75.50,73.849998,74.919998,41725000,74.919998 2014-07-25,74.989998,75.669998,74.660004,75.190002,45917000,75.190002 2014-07-24,75.959999,76.739998,74.510002,74.980003,124168000,74.980003 2014-07-23,69.739998,71.330002,69.610001,71.290001,78435000,71.290001 2014-07-22,69.760002,69.769997,68.610001,69.269997,40398000,69.269997 2014-07-21,68.809998,69.959999,68.50,69.400002,49539000,69.400002 2014-07-18,66.800003,68.459999,66.160004,68.419998,42456000,68.419998 2014-07-17,67.029999,67.849998,66.040001,66.410004,38188000,66.410004 2014-07-16,67.540001,67.940002,67.07,67.660004,29541600,67.660004 2014-07-15,67.959999,68.089996,66.260002,67.169998,44213200,67.169998 2014-07-14,67.129997,68.169998,66.900002,67.900002,38537000,67.900002 2014-07-11,65.279999,66.589996,64.790001,66.339996,39212000,66.339996 2014-07-10,63.310001,65.339996,63.049999,64.870003,44422000,64.870003 2014-07-09,63.41,65.120003,63.150002,64.970001,51432000,64.970001 2014-07-08,65.059998,65.559998,62.209999,62.759998,68926000,62.759998 2014-07-07,66.300003,66.57,65.120003,65.290001,28745000,65.290001 2014-07-03,66.860001,67.00,65.760002,66.290001,25203200,66.290001 2014-07-02,68.040001,68.300003,65.790001,66.449997,41895000,66.449997 2014-07-01,67.580002,68.440002,67.389999,68.059998,33243000,68.059998 2014-06-30,67.459999,67.919998,67.129997,67.290001,27102800,67.290001 2014-06-27,67.309998,67.699997,66.839996,67.599998,46461000,67.599998 2014-06-26,68.00,68.00,66.900002,67.129997,47714000,67.129997 2014-06-25,65.580002,67.480003,65.57,67.440002,44308000,67.440002 2014-06-24,65.360001,67.169998,65.269997,65.720001,57335000,65.720001 2014-06-23,64.32,65.660004,64.220001,65.370003,34560000,65.370003 2014-06-20,64.459999,64.809998,63.349998,64.50,46466000,64.50 2014-06-19,65.459999,65.580002,64.209999,64.339996,34245000,64.339996 2014-06-18,64.489998,65.75,64.050003,65.599998,35570000,65.599998 2014-06-17,64.099998,64.879997,63.93,64.400002,27715000,64.400002 2014-06-16,64.160004,64.879997,63.75,64.190002,31046000,64.190002 2014-06-13,64.699997,64.970001,63.830002,64.50,29419000,64.50 2014-06-12,65.849998,66.470001,64.059998,64.290001,55730000,64.290001 2014-06-11,65.32,65.800003,64.900002,65.779999,44242000,65.779999 2014-06-10,63.529999,65.82,63.50,65.769997,69338000,65.769997 2014-06-09,62.400002,63.34,61.790001,62.880001,37617000,62.880001 2014-06-06,63.369999,63.48,62.150002,62.50,42442000,62.50 2014-06-05,63.66,64.360001,62.82,63.189999,47352000,63.189999 2014-06-04,62.450001,63.59,62.07,63.34,36514000,63.34 2014-06-03,62.619999,63.419998,62.32,62.869999,32217000,62.869999 2014-06-02,63.23,63.59,62.049999,63.080002,35996000,63.080002 2014-05-30,63.950001,64.169998,62.560001,63.299999,45253500,63.299999 2014-05-29,63.84,64.300003,63.509998,63.830002,42700000,63.830002 2014-05-28,63.389999,64.139999,62.619999,63.509998,47795000,63.509998 2014-05-27,61.619999,63.509998,61.57,63.48,55682000,63.48 2014-05-23,60.41,61.450001,60.150002,61.349998,38294000,61.349998 2014-05-22,60.939999,61.48,60.400002,60.52,54200000,60.52 2014-05-21,58.560001,60.50,58.25,60.490002,58992000,60.490002 2014-05-20,59.50,60.189999,58.18,58.560001,53931000,58.560001 2014-05-19,57.889999,59.560001,57.57,59.209999,43034000,59.209999 2014-05-16,58.310001,58.450001,57.310001,58.02,47933000,58.02 2014-05-15,59.259998,59.380001,57.52,57.919998,56814000,57.919998 2014-05-14,59.529999,60.450001,58.950001,59.23,47429000,59.23 2014-05-13,59.66,60.889999,59.509998,59.830002,48525000,59.830002 2014-05-12,57.98,59.900002,57.98,59.830002,48575000,59.830002 2014-05-09,56.849998,57.650002,56.380001,57.240002,52584000,57.240002 2014-05-08,57.23,58.82,56.50,56.759998,61251000,56.759998 2014-05-07,58.77,59.299999,56.259998,57.389999,78587000,57.389999 2014-05-06,60.98,61.150002,58.490002,58.529999,55901000,58.529999 2014-05-05,59.669998,61.349998,59.18,61.220001,46057000,61.220001 2014-05-02,61.299999,61.889999,60.18,60.459999,54189000,60.459999 2014-05-01,60.43,62.279999,60.209999,61.150002,82429000,61.150002 2014-04-30,57.580002,59.849998,57.16,59.779999,76093000,59.779999 2014-04-29,56.09,58.279999,55.84,58.150002,75557000,58.150002 2014-04-28,58.049999,58.310001,54.66,56.139999,107758000,56.139999 2014-04-25,59.970001,60.009998,57.57,57.709999,92502000,57.709999 2014-04-24,63.599998,63.650002,59.77,60.869999,138769000,60.869999 2014-04-23,63.450001,63.48,61.259998,61.360001,95908700,61.360001 2014-04-22,62.650002,63.439999,62.220001,63.029999,60631000,63.029999 2014-04-21,59.459999,61.240002,59.150002,61.240002,60364000,61.240002 2014-04-17,59.299999,60.580002,58.720001,58.939999,88040000,58.939999 2014-04-16,59.790001,60.189999,57.740002,59.720001,78774000,59.720001 2014-04-15,59.290001,59.68,55.880001,59.09,108623000,59.09 2014-04-14,60.09,60.450001,57.779999,58.889999,72325000,58.889999 2014-04-11,57.599998,60.310001,57.310001,58.529999,91452000,58.529999 2014-04-10,63.080002,63.18,58.68,59.16,114988000,59.16 2014-04-09,59.630001,62.459999,59.189999,62.41,100215000,62.41 2014-04-08,57.68,58.709999,57.169998,58.189999,78836000,58.189999 2014-04-07,55.900002,58.00,55.439999,56.950001,108488000,56.950001 2014-04-04,59.939999,60.200001,56.32,56.75,125214400,56.75 2014-04-03,62.549999,63.169998,59.130001,59.490002,83859000,59.490002 2014-04-02,63.209999,63.91,62.209999,62.720001,66277000,62.720001 2014-04-01,60.459999,62.66,60.240002,62.619999,59291000,62.619999 2014-03-31,60.779999,61.52,59.869999,60.240002,53011000,60.240002 2014-03-28,61.34,61.950001,59.34,60.009998,67052000,60.009998 2014-03-27,60.509998,61.900002,57.98,60.970001,112650000,60.970001 2014-03-26,64.739998,64.949997,60.369999,60.389999,97503900,60.389999 2014-03-25,64.889999,66.190002,63.779999,64.889999,68786000,64.889999 2014-03-24,67.190002,67.360001,63.360001,64.099998,85696000,64.099998 2014-03-21,67.529999,67.919998,66.18,67.239998,59999900,67.239998 2014-03-20,68.010002,68.230003,66.82,66.970001,44439000,66.970001 2014-03-19,69.169998,69.290001,67.470001,68.239998,43981000,68.239998 2014-03-18,68.760002,69.599998,68.300003,69.190002,40827000,69.190002 2014-03-17,68.18,68.949997,66.620003,68.739998,52197000,68.739998 2014-03-14,68.489998,69.43,67.459999,67.720001,48227000,67.720001 2014-03-13,71.290001,71.349998,68.150002,68.830002,57091000,68.830002 2014-03-12,69.860001,71.349998,69.00,70.879997,46340500,70.879997 2014-03-11,72.50,72.589996,69.959999,70.099998,59408300,70.099998 2014-03-10,70.769997,72.150002,70.510002,72.029999,59871600,72.029999 2014-03-07,71.080002,71.18,69.470001,69.800003,38927000,69.800003 2014-03-06,71.879997,71.889999,70.25,70.839996,46026500,70.839996 2014-03-05,69.690002,71.970001,69.620003,71.57,74567700,71.57 2014-03-04,68.660004,68.900002,67.620003,68.800003,42013500,68.800003 2014-03-03,66.959999,68.050003,66.510002,67.410004,56824100,67.410004 2014-02-28,69.470001,69.879997,67.379997,68.459999,66783700,68.459999 2014-02-27,69.339996,70.010002,68.870003,68.940002,41653700,68.940002 2014-02-26,70.190002,71.220001,68.849998,69.260002,55322700,69.260002 2014-02-25,70.949997,71.00,69.449997,69.849998,52077000,69.849998 2014-02-24,68.739998,71.440002,68.540001,70.779999,76620300,70.779999 2014-02-21,69.690002,69.959999,68.449997,68.589996,70932400,68.589996 2014-02-20,67.730003,70.110001,65.730003,69.629997,130928900,69.629997 2014-02-19,67.050003,69.080002,67.00,68.059998,62087100,68.059998 2014-02-18,66.940002,67.540001,66.07,67.300003,43809900,67.300003 2014-02-14,67.50,67.580002,66.720001,67.089996,36694900,67.089996 2014-02-13,64.18,67.330002,64.050003,67.330002,61911700,67.330002 2014-02-12,64.919998,65.059998,64.050003,64.449997,47282100,64.449997 2014-02-11,63.75,65.00,63.349998,64.849998,45675600,64.849998 2014-02-10,64.300003,64.489998,63.470001,63.549999,43666100,63.549999 2014-02-07,62.27,64.57,62.220001,64.32,60704300,64.32 2014-02-06,61.459999,62.779999,61.459999,62.16,42086500,62.16 2014-02-05,62.740002,63.16,61.27,62.189999,51685100,62.189999 2014-02-04,62.049999,63.139999,61.82,62.75,45985500,62.75 2014-02-03,63.029999,63.77,60.700001,61.48,74866600,61.48 2014-01-31,60.470001,63.369999,60.169998,62.57,87794600,62.57 2014-01-30,62.119999,62.50,60.459999,61.080002,150178900,61.080002 2014-01-29,54.610001,54.950001,53.189999,53.529999,92995600,53.529999 2014-01-28,54.02,55.279999,54.00,55.139999,48191200,55.139999 2014-01-27,54.73,54.939999,51.849998,53.549999,73924100,53.549999 2014-01-24,56.150002,56.419998,54.400002,54.450001,55200700,54.450001 2014-01-23,56.369999,56.68,55.689999,56.630001,47951800,56.630001 2014-01-22,58.849998,59.310001,57.099998,57.509998,61352900,57.509998 2014-01-21,56.599998,58.580002,56.50,58.509998,48669200,58.509998 2014-01-17,57.299999,57.82,56.07,56.299999,40849200,56.299999 2014-01-16,57.259998,58.02,56.830002,57.189999,34541800,57.189999 2014-01-15,57.98,58.57,57.27,57.599998,33663400,57.599998 2014-01-14,56.459999,57.779999,56.099998,57.740002,37503600,57.740002 2014-01-13,57.91,58.25,55.380001,55.91,63010900,55.91 2014-01-10,57.130001,58.299999,57.060001,57.939999,42449500,57.939999 2014-01-09,58.650002,58.959999,56.650002,57.220001,92253300,57.220001 2014-01-08,57.599998,58.41,57.23,58.23,56682400,58.23 2014-01-07,57.700001,58.549999,57.220001,57.919998,77207400,57.919998 2014-01-06,54.419998,57.259998,54.049999,57.200001,68852600,57.200001 2014-01-03,55.02,55.650002,54.529999,54.560001,38246200,54.560001 2014-01-02,54.830002,55.220001,54.189999,54.709999,43195500,54.709999 2013-12-31,54.119999,54.860001,53.91,54.650002,43076200,54.650002 2013-12-30,54.93,55.18,53.43,53.709999,68307000,53.709999 2013-12-27,57.48,57.68,55.25,55.439999,60466000,55.439999 2013-12-26,58.32,58.380001,57.369999,57.73,55101000,57.73 2013-12-24,58.27,58.580002,56.91,57.959999,46617800,57.959999 2013-12-23,55.50,58.32,55.450001,57.77,98297000,57.77 2013-12-20,54.93,55.150002,54.23,55.119999,239824000,55.119999 2013-12-19,54.330002,55.189999,53.950001,55.049999,89753200,55.049999 2013-12-18,54.860001,55.889999,53.75,55.57,76003000,55.57 2013-12-17,54.759998,55.18,54.240002,54.860001,78751000,54.860001 2013-12-16,53.25,54.50,52.91,53.810001,85119000,53.810001 2013-12-13,51.66,53.50,51.34,53.32,82641000,53.32 2013-12-12,51.049999,52.07,50.66,51.830002,92723000,51.830002 2013-12-11,50.549999,50.77,49.009998,49.380001,65776000,49.380001 2013-12-10,48.639999,50.77,48.540001,50.25,68479000,50.25 2013-12-09,48.09,48.970001,47.740002,48.84,36056000,48.84 2013-12-06,48.98,49.389999,47.709999,47.939999,42938000,47.939999 2013-12-05,48.150002,48.700001,47.869999,48.34,43855000,48.34 2013-12-04,46.459999,48.77,46.259998,48.619999,60890000,48.619999 2013-12-03,46.75,47.200001,46.290001,46.73,32086000,46.73 2013-12-02,46.900002,47.540001,46.259998,47.060001,50774000,47.060001 2013-11-29,46.75,47.209999,46.50,47.009998,22953900,47.009998 2013-11-27,45.970001,46.669998,45.529999,46.490002,44993000,46.490002 2013-11-26,44.66,46.169998,43.549999,45.889999,82016000,45.889999 2013-11-25,46.360001,46.650002,44.040001,44.82,82565000,44.82 2013-11-22,47.040001,47.27,45.959999,46.23,40545000,46.23 2013-11-21,46.990002,47.459999,46.689999,46.700001,34886000,46.700001 2013-11-20,46.610001,47.549999,46.310001,46.43,53933000,46.43 2013-11-19,46.259998,47.00,45.720001,46.360001,75602000,46.360001 2013-11-18,48.470001,48.84,45.799999,45.830002,85910000,45.830002 2013-11-15,49.110001,49.48,48.709999,49.009998,42453000,49.009998 2013-11-14,48.700001,49.57,48.029999,48.990002,75117000,48.990002 2013-11-13,46.23,48.740002,46.060001,48.709999,79245000,48.709999 2013-11-12,46.00,47.369999,45.830002,46.610001,68196000,46.610001 2013-11-11,47.040001,47.529999,45.73,46.200001,80910000,46.200001 2013-11-08,47.810001,48.650002,47.25,47.529999,70731000,47.529999 2013-11-07,49.240002,49.869999,47.299999,47.560001,97128000,47.560001 2013-11-06,50.259998,50.450001,48.709999,49.119999,67889000,49.119999 2013-11-05,47.790001,50.18,47.509998,50.110001,76835000,50.110001 2013-11-04,49.369999,49.75,48.02,48.220001,80371000,48.220001 2013-11-01,50.849998,52.09,49.720001,49.75,95033000,49.75 2013-10-31,47.16,52.00,46.50,50.209999,248809000,50.209999 2013-10-30,50.00,50.209999,48.75,49.009998,127073000,49.009998 2013-10-29,50.73,50.790001,49.25,49.400002,102143000,49.400002 2013-10-28,51.540001,51.700001,49.610001,50.23,73472000,50.23 2013-10-25,53.18,53.240002,51.880001,51.950001,45085000,51.950001 2013-10-24,52.380001,52.84,51.59,52.450001,46775000,52.450001 2013-10-23,51.75,52.25,51.130001,51.900002,57207000,51.900002 2013-10-22,54.330002,54.759998,52.200001,52.68,83204000,52.68 2013-10-21,54.68,54.810001,53.509998,53.849998,58235000,53.849998 2013-10-18,54.18,54.830002,53.599998,54.220001,88260000,54.220001 2013-10-17,51.119999,52.220001,50.950001,52.209999,71522000,52.209999 2013-10-16,50.040001,51.240002,49.900002,51.139999,64678000,51.139999 2013-10-15,49.990002,51.00,49.18,49.50,81167000,49.50 2013-10-14,48.310001,49.630001,47.91,49.509998,68781000,49.509998 2013-10-11,49.18,49.869999,48.790001,49.110001,58428000,49.110001 2013-10-10,47.869999,49.68,47.830002,49.049999,99774000,49.049999 2013-10-09,47.380001,47.84,45.259998,46.77,147297000,46.77 2013-10-08,50.599998,50.599998,47.080002,47.139999,136081000,47.139999 2013-10-07,50.73,51.290001,50.400002,50.52,57204000,50.52 2013-10-04,49.77,51.16,49.57,51.040001,74447000,51.040001 2013-10-03,50.470001,50.720001,49.060001,49.18,82045000,49.18 2013-10-02,50.130001,51.099998,49.950001,50.279999,62834000,50.279999 2013-10-01,49.970001,51.029999,49.450001,50.419998,98114000,50.419998 2013-09-30,50.139999,51.599998,49.799999,50.23,100095000,50.23 2013-09-27,50.290001,51.279999,49.860001,51.240002,81410500,51.240002 2013-09-26,50.009998,50.599998,49.50,50.389999,98220100,50.389999 2013-09-25,49.23,49.540001,48.459999,49.459999,87879700,49.459999 2013-09-24,48.509998,49.66,48.16,48.450001,136716100,48.450001 2013-09-23,47.279999,47.549999,46.290001,47.189999,75177000,47.189999 2013-09-20,46.32,47.599998,45.740002,47.490002,115508400,47.490002 2013-09-19,45.509998,46.049999,45.23,45.98,63972400,45.98 2013-09-18,44.84,45.470001,44.400002,45.23,79317000,45.23 2013-09-17,42.50,45.439999,42.43,45.07,91934600,45.07 2013-09-16,44.849998,44.939999,42.43,42.509998,70424200,42.509998 2013-09-13,45.040001,45.080002,43.93,44.310001,52765300,44.310001 2013-09-12,45.529999,45.619999,44.650002,44.75,68072300,44.75 2013-09-11,43.389999,45.09,43.110001,45.040001,72328300,45.040001 2013-09-10,44.240002,44.259998,43.23,43.599998,54540300,43.599998 2013-09-09,44.360001,44.790001,43.700001,44.040001,75794700,44.040001 2013-09-06,43.09,44.610001,42.400002,43.950001,117535700,43.950001 2013-09-05,41.790001,42.77,41.77,42.66,50035400,42.66 2013-09-04,42.009998,42.169998,41.439999,41.779999,42581900,41.779999 2013-09-03,41.84,42.16,41.509998,41.869999,48774900,41.869999 2013-08-30,42.02,42.259998,41.060001,41.290001,67735100,41.290001 2013-08-29,40.889999,41.779999,40.799999,41.279999,58303400,41.279999 2013-08-28,39.959999,40.849998,39.880001,40.549999,57918200,40.549999 2013-08-27,40.68,41.200001,39.419998,39.639999,72695100,39.639999 2013-08-26,40.900002,41.939999,40.619999,41.34,94162400,41.34 2013-08-23,39.00,40.630001,38.93,40.549999,86442300,40.549999 2013-08-22,38.369999,38.75,38.34,38.549999,21931200,38.549999 2013-08-21,38.380001,38.849998,38.150002,38.32,46116900,38.32 2013-08-20,38.349998,38.580002,37.689999,38.41,57995200,38.41 2013-08-19,37.43,38.279999,37.139999,37.810001,57609600,37.810001 2013-08-16,36.970001,37.490002,36.900002,37.080002,45840800,37.080002 2013-08-15,36.360001,37.07,36.02,36.560001,56521100,36.560001 2013-08-14,36.830002,37.549999,36.619999,36.650002,48423900,36.650002 2013-08-13,38.240002,38.32,36.77,37.02,65379200,37.02 2013-08-12,38.200001,38.50,38.099998,38.220001,31161000,38.220001 2013-08-09,38.59,38.740002,38.009998,38.50,43532300,38.50 2013-08-08,39.130001,39.189999,38.43,38.540001,41301000,38.540001 2013-08-07,38.610001,38.939999,37.700001,38.869999,68854800,38.869999 2013-08-06,39.110001,39.25,37.939999,38.549999,63950800,38.549999 2013-08-05,38.43,39.32,38.25,39.189999,79994800,39.189999 2013-08-02,37.66,38.490002,37.50,38.049999,73058500,38.049999 2013-08-01,37.299999,38.290001,36.919998,37.490002,106066500,37.490002 2013-07-31,37.959999,38.310001,36.330002,36.799999,154828700,36.799999 2013-07-30,35.650002,37.959999,35.32,37.630001,173582800,37.630001 2013-07-29,34.07,35.630001,34.009998,35.43,124718800,35.43 2013-07-26,33.77,34.73,33.560001,34.009998,136028900,34.009998 2013-07-25,33.540001,34.880001,32.75,34.360001,365457900,34.360001 2013-07-24,26.32,26.530001,26.049999,26.51,82635600,26.51 2013-07-23,26.10,26.299999,25.969999,26.129999,28221600,26.129999 2013-07-22,25.99,26.129999,25.719999,26.049999,27526300,26.049999 2013-07-19,25.82,26.110001,25.60,25.879999,46539700,25.879999 2013-07-18,26.75,26.77,26.120001,26.18,24806900,26.18 2013-07-17,26.370001,26.780001,26.299999,26.65,21518500,26.65 2013-07-16,26.389999,26.75,26.01,26.32,30817600,26.32 2013-07-15,25.93,26.43,25.65,26.280001,24234000,26.280001 2013-07-12,25.74,25.93,25.549999,25.91,16537900,25.91 2013-07-11,25.959999,26.00,25.450001,25.809999,26777400,25.809999 2013-07-10,25.58,25.83,25.469999,25.799999,26721800,25.799999 2013-07-09,25.07,25.49,25.030001,25.48,30387900,25.48 2013-07-08,24.469999,25.040001,24.42,24.709999,27064600,24.709999 2013-07-05,24.65,24.66,24.200001,24.370001,20229500,24.370001 2013-07-03,24.219999,24.709999,24.15,24.52,10404400,24.52 2013-07-02,24.700001,24.77,24.299999,24.41,18394100,24.41 2013-07-01,24.969999,25.059999,24.620001,24.809999,20582200,24.809999 2013-06-28,24.68,24.98,24.42,24.879999,96778900,24.879999 2013-06-27,24.24,24.84,24.209999,24.66,34694100,24.66 2013-06-26,24.51,24.65,23.99,24.16,29890300,24.16 2013-06-25,24.139999,24.43,24.040001,24.25,24713200,24.25 2013-06-24,23.950001,24.110001,23.379999,23.940001,40626000,23.940001 2013-06-21,24.59,24.700001,24.049999,24.530001,45833900,24.530001 2013-06-20,24.280001,24.75,23.65,23.90,42765600,23.90 2013-06-19,24.200001,25.190001,24.10,24.309999,31790600,24.309999 2013-06-18,24.09,24.690001,24.08,24.209999,36709100,24.209999 2013-06-17,23.91,24.25,23.75,24.02,33664500,24.02 2013-06-14,23.559999,23.889999,23.26,23.629999,30677100,23.629999 2013-06-13,23.719999,23.83,23.27,23.73,31189300,23.73 2013-06-12,24.16,24.26,23.58,23.77,26445800,23.77 2013-06-11,24.030001,24.35,24.00,24.030001,29885900,24.030001 2013-06-10,24.059999,24.60,23.99,24.33,58393000,24.33 2013-06-07,23.030001,23.40,22.860001,23.290001,38699200,23.290001 2013-06-06,22.99,23.09,22.67,22.969999,31260700,22.969999 2013-06-05,23.35,23.709999,22.790001,22.90,53819700,22.90 2013-06-04,23.889999,23.93,23.32,23.52,34760800,23.52 2013-06-03,24.27,24.32,23.709999,23.85,35733800,23.85 2013-05-31,24.629999,24.950001,24.27,24.35,35925000,24.35 2013-05-30,24.129999,24.780001,23.93,24.549999,60733200,24.549999 2013-05-29,23.790001,23.809999,23.26,23.32,64237800,23.32 2013-05-28,24.540001,24.540001,23.92,24.10,50079700,24.10 2013-05-24,24.969999,24.969999,24.08,24.309999,58727900,24.309999 2013-05-23,24.799999,25.530001,24.77,25.059999,37663100,25.059999 2013-05-22,25.65,25.85,24.92,25.16,45314500,25.16 2013-05-21,25.870001,26.08,25.59,25.66,26261300,25.66 2013-05-20,26.18,26.190001,25.690001,25.76,42402900,25.76 2013-05-17,26.40,26.60,26.200001,26.25,29462700,26.25 2013-05-16,26.48,26.549999,25.90,26.129999,35499100,26.129999 2013-05-15,26.92,26.99,26.40,26.60,30299800,26.60 2013-05-14,26.889999,27.280001,26.82,27.07,24930300,27.07 2013-05-13,26.60,27.33,26.530001,26.82,29068800,26.82 2013-05-10,27.139999,27.299999,26.57,26.68,30847100,26.68 2013-05-09,27.08,27.549999,26.85,27.040001,33457200,27.040001 2013-05-08,26.879999,27.299999,26.65,27.120001,34654900,27.120001 2013-05-07,27.549999,27.85,26.85,26.889999,41259100,26.889999 2013-05-06,28.33,28.459999,27.48,27.57,43939400,27.57 2013-05-03,29.040001,29.07,28.15,28.309999,58506400,28.309999 2013-05-02,28.01,29.02,27.98,28.969999,104257000,28.969999 2013-05-01,27.85,27.92,27.309999,27.43,64567600,27.43 2013-04-30,27.129999,27.85,27.01,27.77,36245700,27.77 2013-04-29,27.16,27.41,26.860001,26.98,29201100,26.98 2013-04-26,26.60,27.620001,26.60,26.85,33018000,26.85 2013-04-25,26.07,26.40,26.00,26.139999,17150000,26.139999 2013-04-24,25.93,26.40,25.799999,26.110001,19729900,26.110001 2013-04-23,26.219999,26.33,25.77,25.98,25191500,25.98 2013-04-22,25.809999,26.360001,25.700001,25.969999,25687600,25.969999 2013-04-19,25.620001,25.959999,25.33,25.73,20380900,25.73 2013-04-18,26.82,26.82,25.15,25.690001,39059000,25.690001 2013-04-17,26.65,27.200001,26.389999,26.629999,26440600,26.629999 2013-04-16,26.809999,27.110001,26.40,26.92,27365900,26.92 2013-04-15,27.16,27.48,26.360001,26.52,30275400,26.52 2013-04-12,28.00,28.00,27.24,27.40,28697400,27.40 2013-04-11,27.48,28.10,27.25,28.02,33368500,28.02 2013-04-10,27.01,27.84,26.90,27.57,45949400,27.57 2013-04-09,26.58,26.889999,26.42,26.59,21311100,26.59 2013-04-08,27.190001,27.200001,26.629999,26.85,27256000,26.85 2013-04-05,26.860001,27.799999,26.610001,27.389999,64566600,27.389999 2013-04-04,26.620001,27.23,26.110001,27.07,82016800,27.07 2013-04-03,25.83,26.389999,25.700001,26.25,48195200,26.25 2013-04-02,25.77,26.120001,25.299999,25.42,35153300,25.42 2013-04-01,25.629999,25.889999,25.280001,25.530001,22249300,25.530001 2013-03-28,26.09,26.17,25.52,25.58,28585700,25.58 2013-03-27,25.00,26.280001,24.719999,26.09,52297400,26.09 2013-03-26,25.08,25.48,25.030001,25.209999,26957200,25.209999 2013-03-25,25.75,25.799999,25.08,25.129999,39199000,25.129999 2013-03-22,25.799999,26.01,25.629999,25.73,18456300,25.73 2013-03-21,25.66,26.110001,25.559999,25.74,24336100,25.74 2013-03-20,26.68,26.690001,25.780001,25.860001,44006500,25.860001 2013-03-19,26.530001,26.90,26.209999,26.549999,25254200,26.549999 2013-03-18,26.370001,26.790001,25.780001,26.49,26653700,26.49 2013-03-15,27.030001,27.059999,26.559999,26.65,31597400,26.65 2013-03-14,27.10,27.43,26.83,27.040001,27646400,27.040001 2013-03-13,27.620001,27.65,26.92,27.08,39619500,27.08 2013-03-12,28.10,28.32,27.60,27.83,27569600,27.83 2013-03-11,28.01,28.639999,27.83,28.139999,35642100,28.139999 2013-03-08,28.43,28.469999,27.73,27.959999,44198900,27.959999 2013-03-07,27.57,28.68,27.469999,28.58,74540200,28.58 2013-03-06,28.10,28.129999,27.35,27.450001,33532600,27.450001 2013-03-05,27.879999,28.18,27.209999,27.52,40622200,27.52 2013-03-04,27.76,28.059999,27.440001,27.719999,32400700,27.719999 2013-03-01,27.049999,28.120001,26.809999,27.780001,54064800,27.780001 2013-02-28,26.84,27.299999,26.34,27.25,83027800,27.25 2013-02-27,27.34,27.34,26.629999,26.870001,44319700,26.870001 2013-02-26,27.360001,27.459999,26.700001,27.389999,31611700,27.389999 2013-02-25,27.16,27.639999,27.15,27.27,34652000,27.27 2013-02-22,27.620001,27.629999,26.82,27.129999,36350200,27.129999 2013-02-21,28.280001,28.549999,27.15,27.280001,49642300,27.280001 2013-02-20,28.92,29.049999,28.33,28.459999,42098200,28.459999 2013-02-19,28.23,29.08,28.120001,28.93,49396400,28.93 2013-02-15,28.52,28.75,28.09,28.32,33109300,28.32 2013-02-14,28.02,28.629999,28.01,28.50,35615800,28.50 2013-02-13,27.360001,28.32,27.309999,27.91,50164000,27.91 2013-02-12,27.67,28.16,27.10,27.370001,93498700,27.370001 2013-02-11,28.610001,28.68,28.040001,28.26,37361800,28.26 2013-02-08,28.889999,29.17,28.51,28.549999,37708800,28.549999 2013-02-07,29.110001,29.15,28.27,28.65,34540100,28.65 2013-02-06,28.74,29.290001,28.66,29.049999,38375900,29.049999 2013-02-05,28.26,28.959999,28.040001,28.639999,47948200,28.639999 2013-02-04,29.059999,29.200001,28.01,28.110001,92362200,28.110001 2013-02-01,31.01,31.02,29.629999,29.73,85856700,29.73 2013-01-31,29.15,31.469999,28.74,30.98,190744900,30.98 2013-01-30,30.98,31.49,30.879999,31.24,87682100,31.24 2013-01-29,32.00,32.07,30.709999,30.790001,72976500,30.790001 2013-01-28,31.879999,32.509998,31.809999,32.470001,59682500,32.470001 2013-01-25,31.41,31.93,31.129999,31.540001,54363600,31.540001 2013-01-24,31.27,31.49,30.809999,31.08,43845100,31.08 2013-01-23,31.10,31.50,30.799999,30.82,48899800,30.82 2013-01-22,29.75,30.889999,29.74,30.73,55243300,30.73 2013-01-18,30.309999,30.440001,29.27,29.66,49631500,29.66 2013-01-17,30.08,30.42,30.030001,30.139999,40256700,30.139999 2013-01-16,30.209999,30.35,29.530001,29.85,75332700,29.85 2013-01-15,30.639999,31.709999,29.879999,30.10,173242600,30.10 2013-01-14,32.080002,32.209999,30.620001,30.950001,98892800,30.950001 2013-01-11,31.280001,31.959999,31.10,31.719999,89598000,31.719999 2013-01-10,30.60,31.450001,30.280001,31.299999,95316400,31.299999 2013-01-09,29.67,30.60,29.49,30.59,104787700,30.59 2013-01-08,29.51,29.60,28.860001,29.059999,45871300,29.059999 2013-01-07,28.690001,29.790001,28.65,29.42,83781800,29.42 2013-01-04,28.01,28.93,27.83,28.76,72715400,28.76 2013-01-03,27.879999,28.469999,27.59,27.77,63140600,27.77 2013-01-02,27.440001,28.18,27.42,28.00,69846400,28.00 2012-12-31,26.200001,26.99,26.110001,26.620001,60374500,26.620001 2012-12-28,25.48,26.110001,25.15,25.91,56574800,25.91 2012-12-27,26.549999,26.799999,25.52,26.049999,43481700,26.049999 2012-12-26,27.030001,27.18,26.379999,26.51,33175400,26.51 2012-12-24,26.50,26.959999,26.200001,26.93,28230100,26.93 2012-12-21,26.66,27.01,26.120001,26.26,54555200,26.26 2012-12-20,27.49,27.60,27.129999,27.360001,35574800,27.360001 2012-12-19,27.83,28.219999,26.950001,27.41,61390300,27.41 2012-12-18,26.959999,27.91,26.90,27.709999,60512900,27.709999 2012-12-17,26.77,27.00,26.32,26.75,57742500,26.75 2012-12-14,28.18,28.33,26.76,26.809999,91631600,26.809999 2012-12-13,27.59,28.75,27.43,28.24,81051600,28.24 2012-12-12,28.00,28.139999,27.370001,27.58,46704200,27.58 2012-12-11,28.07,28.24,27.66,27.98,77099100,27.98 2012-12-10,27.17,28.17,27.10,27.84,50608500,27.84 2012-12-07,27.07,27.780001,26.84,27.49,51751900,27.49 2012-12-06,27.68,27.75,26.82,26.969999,46001500,26.969999 2012-12-05,27.75,27.90,27.26,27.709999,58976300,27.709999 2012-12-04,27.059999,27.76,26.68,27.459999,72869200,27.459999 2012-12-03,28.00,28.879999,26.98,27.040001,123526100,27.040001 2012-11-30,27.26,28.00,26.76,28.00,127049600,28.00 2012-11-29,26.50,27.52,26.16,27.32,88759700,27.32 2012-11-28,25.940001,26.49,25.75,26.360001,49205600,26.360001 2012-11-27,26.040001,26.50,25.459999,26.15,85760600,26.15 2012-11-26,24.940001,26.09,24.809999,25.940001,123865000,25.940001 2012-11-23,24.58,24.68,23.879999,24.00,29520900,24.00 2012-11-21,23.219999,24.530001,23.049999,24.32,89862400,24.32 2012-11-20,22.73,23.90,22.700001,23.10,46655300,23.10 2012-11-19,23.959999,24.120001,22.82,22.92,85021300,22.92 2012-11-16,22.25,23.93,22.18,23.559999,107182200,23.559999 2012-11-15,22.34,22.50,21.65,22.17,78857700,22.17 2012-11-14,20.10,22.50,19.93,22.360001,229751000,22.360001 2012-11-13,19.610001,20.110001,19.559999,19.860001,71775100,19.860001 2012-11-12,19.15,20.17,18.870001,20.07,67349200,20.07 2012-11-09,19.959999,20.00,19.129999,19.209999,42295500,19.209999 2012-11-08,20.52,20.73,19.98,19.99,34254600,19.99 2012-11-07,20.85,20.950001,20.370001,20.469999,33396800,20.469999 2012-11-06,21.24,21.370001,20.99,21.17,29062700,21.17 2012-11-05,21.10,21.48,20.92,21.25,31806700,21.25 2012-11-02,21.26,21.690001,21.07,21.18,38344400,21.18 2012-11-01,21.08,21.440001,21.01,21.209999,37713900,21.209999 2012-10-31,20.82,21.50,20.73,21.110001,99378200,21.110001 2012-10-26,22.40,22.879999,21.879999,21.940001,73175800,21.940001 2012-10-25,23.290001,23.309999,22.469999,22.559999,76142000,22.559999 2012-10-24,24.129999,24.25,22.85,23.23,228949900,23.23 2012-10-23,19.25,19.799999,19.10,19.50,78381200,19.50 2012-10-22,19.200001,19.43,19.049999,19.32,32447300,19.32 2012-10-19,19.00,19.059999,18.799999,19.00,34835000,19.00 2012-10-18,19.700001,19.790001,18.889999,18.98,52157400,18.98 2012-10-17,19.50,20.48,19.370001,19.879999,44074500,19.879999 2012-10-16,19.68,19.690001,19.299999,19.48,21834700,19.48 2012-10-15,19.68,19.879999,19.49,19.52,20189700,19.52 2012-10-12,19.75,19.799999,19.48,19.52,18809400,19.52 2012-10-11,19.879999,19.959999,19.610001,19.75,21817300,19.75 2012-10-10,19.93,19.940001,19.450001,19.639999,39321800,19.639999 2012-10-09,20.389999,20.549999,19.969999,20.23,27161800,20.23 2012-10-08,20.40,20.75,20.16,20.40,32236700,20.40 2012-10-05,21.49,21.629999,20.879999,20.91,40529300,20.91 2012-10-04,22.32,22.40,21.41,21.950001,46892100,21.950001 2012-10-03,22.299999,22.49,21.799999,21.83,32000100,21.83 2012-10-02,22.08,22.49,21.82,22.27,29341400,22.27 2012-10-01,22.08,22.59,21.73,21.99,51262700,21.99 2012-09-28,20.57,21.950001,20.50,21.66,65486000,21.66 2012-09-27,20.99,21.00,20.16,20.32,30215900,20.32 2012-09-26,20.15,20.780001,19.799999,20.620001,38271900,20.620001 2012-09-25,21.200001,21.209999,20.219999,20.280001,46291700,20.280001 2012-09-24,21.780001,21.98,20.360001,20.790001,79106500,20.790001 2012-09-21,22.969999,23.24,22.60,22.860001,51218100,22.860001 2012-09-20,23.02,23.24,22.540001,22.59,57248900,22.59 2012-09-19,21.99,23.370001,21.77,23.290001,78782800,23.290001 2012-09-18,21.60,21.98,21.370001,21.870001,36760500,21.870001 2012-09-17,22.67,22.75,21.50,21.52,50667600,21.52 2012-09-14,21.129999,22.08,20.90,22.00,72819800,22.00 2012-09-13,20.959999,21.48,20.610001,20.709999,65041600,20.709999 2012-09-12,20.76,21.16,20.280001,20.93,121584000,20.93 2012-09-11,18.92,19.58,18.85,19.43,50508200,19.43 2012-09-10,19.059999,19.200001,18.549999,18.809999,24797800,18.809999 2012-09-07,19.10,19.42,18.780001,18.98,36371700,18.98 2012-09-06,18.74,19.26,18.719999,18.959999,46066500,18.959999 2012-09-05,18.27,18.75,18.18,18.58,60781800,18.58 2012-09-04,18.08,18.27,17.549999,17.73,46622400,17.73 2012-08-31,18.68,18.700001,18.030001,18.059999,58764200,18.059999 2012-08-30,19.27,19.450001,19.059999,19.09,30647500,19.09 2012-08-29,19.32,19.379999,19.07,19.10,16124700,19.10 2012-08-28,19.10,19.379999,18.950001,19.34,25417000,19.34 2012-08-27,19.49,19.530001,19.10,19.15,20704000,19.15 2012-08-24,19.52,19.68,19.25,19.41,29622200,19.41 2012-08-23,19.50,19.73,19.360001,19.440001,32813700,19.440001 2012-08-22,19.360001,19.530001,18.959999,19.440001,49892200,19.440001 2012-08-21,19.58,19.98,19.09,19.16,70640600,19.16 2012-08-20,19.049999,20.129999,18.75,20.01,101186600,20.01 2012-08-17,20.01,20.08,19.00,19.049999,129293400,19.049999 2012-08-16,20.440001,20.48,19.690001,19.870001,157565300,19.870001 2012-08-15,20.639999,21.41,20.40,21.200001,47861100,21.200001 2012-08-14,21.41,21.60,20.25,20.379999,39308800,20.379999 2012-08-13,22.15,22.450001,21.40,21.60,24973100,21.60 2012-08-10,21.41,21.82,21.129999,21.809999,25794700,21.809999 2012-08-09,20.75,21.17,20.610001,21.01,15610700,21.01 2012-08-08,20.709999,21.15,20.219999,20.719999,29537400,20.719999 2012-08-07,22.200001,22.450001,20.50,20.719999,36782900,20.719999 2012-08-06,21.389999,22.15,21.299999,21.92,27778900,21.92 2012-08-03,20.360001,22.16,19.90,21.09,80647000,21.09 2012-08-02,20.77,20.84,19.82,20.040001,56374500,20.040001 2012-08-01,21.50,21.58,20.84,20.879999,44604400,20.879999 2012-07-31,23.370001,23.370001,21.610001,21.709999,56179400,21.709999 2012-07-30,24.00,24.040001,23.030001,23.15,29285900,23.15 2012-07-27,23.190001,24.540001,22.280001,23.709999,123102300,23.709999 2012-07-26,27.75,28.23,26.73,26.85,64597400,26.85 2012-07-25,28.389999,29.49,28.08,29.34,17230200,29.34 2012-07-24,28.82,29.450001,28.10,28.450001,11539800,28.450001 2012-07-23,28.120001,29.00,28.01,28.75,12390700,28.75 2012-07-20,29.00,29.469999,28.719999,28.76,11869100,28.76 2012-07-19,29.41,29.50,28.629999,29.00,13685100,29.00 2012-07-18,28.309999,29.290001,28.15,29.110001,16841800,29.110001 2012-07-17,28.48,28.59,27.15,28.09,30438600,28.09 2012-07-16,30.50,30.50,28.209999,28.25,24672100,28.25 2012-07-13,31.040001,31.07,30.559999,30.719999,8108300,30.719999 2012-07-12,30.700001,31.40,30.60,30.809999,11300700,30.809999 2012-07-11,31.48,31.559999,30.549999,30.969999,13030300,30.969999 2012-07-10,32.43,32.48,31.16,31.469999,14269500,31.469999 2012-07-09,32.099998,32.880001,31.99,32.169998,17785200,32.169998 2012-07-06,31.440001,31.90,31.26,31.73,10945600,31.73 2012-07-05,31.32,31.629999,31.02,31.469999,10032100,31.469999 2012-07-03,30.91,31.440001,30.799999,31.200001,8763600,31.200001 2012-07-02,31.25,31.73,30.549999,30.77,14122000,30.77 2012-06-29,31.92,31.99,30.76,31.10,19526900,31.10 2012-06-28,31.959999,32.189999,30.90,31.360001,17713300,31.360001 2012-06-27,32.459999,32.900002,31.90,32.23,28568000,32.23 2012-06-26,32.689999,33.439999,32.50,33.099998,24858700,33.099998 2012-06-25,32.860001,33.02,31.549999,32.060001,24352900,32.060001 2012-06-22,32.41,33.450001,32.060001,33.049999,74834000,33.049999 2012-06-21,31.67,32.50,31.51,31.84,21875300,31.84 2012-06-20,31.92,31.93,31.15,31.60,15553600,31.60 2012-06-19,31.540001,32.18,30.700001,31.91,30849000,31.91 2012-06-18,29.959999,32.080002,29.41,31.41,42978900,31.41 2012-06-15,28.51,30.10,28.35,30.01,43563800,30.01 2012-06-14,27.65,28.32,27.379999,28.290001,16855000,28.290001 2012-06-13,27.66,28.10,27.10,27.27,17102800,27.27 2012-06-12,27.48,27.77,26.959999,27.40,15816800,27.40 2012-06-11,27.18,28.07,26.84,27.01,28219600,27.01 2012-06-08,26.549999,27.76,26.440001,27.10,38034000,27.10 2012-06-07,27.00,27.35,26.15,26.309999,26159500,26.309999 2012-06-06,26.07,27.17,25.52,26.809999,61489200,26.809999 2012-06-05,26.700001,27.76,25.75,25.870001,42473400,25.870001 2012-06-04,27.200001,27.65,26.440001,26.90,35230300,26.90 2012-06-01,28.889999,29.15,27.389999,27.719999,41855500,27.719999 2012-05-31,28.549999,29.67,26.83,29.60,111639200,29.60 2012-05-30,28.700001,29.549999,27.860001,28.190001,57267900,28.190001 2012-05-29,31.48,31.690001,28.65,28.84,78063400,28.84 2012-05-25,32.900002,32.950001,31.110001,31.91,37149800,31.91 2012-05-24,32.950001,33.209999,31.77,33.029999,50237200,33.029999 2012-05-23,31.370001,32.50,31.360001,32.00,73600000,32.00 2012-05-22,32.610001,33.59,30.940001,31.00,101786600,31.00 2012-05-21,36.529999,36.66,33.00,34.029999,168192700,34.029999 2012-05-18,42.049999,45.00,38.00,38.23,573576400,38.23 ================================================ FILE: ch07/README.md ================================================ # Big Data Big Data handling with ELK Stack ## Authors * **Minsuk Heo** - [Homepage](http://minsuk-heo.github.io/) ================================================ FILE: ch07/backup_to_S3.sh ================================================ curl -XPUT 'http://localhost:9200/_snapshot/s3_elk_backup/test?wait_for_completion=true' -d '{ "indices": "tomcat-2017.08.06", "ignore_unavailable": "true", "include_global_state": false }' ================================================ FILE: ch07/curator.yml ================================================ --- # Remember, leave a key empty if there is no value. None will be a string, # not a Python "NoneType" client: hosts: - 127.0.0.1 port: 9200 url_prefix: use_ssl: False certificate: client_cert: client_key: ssl_no_validate: False http_auth: timeout: 30 master_only: False logging: loglevel: INFO logfile: logformat: default blacklist: ['elasticsearch', 'urllib3'] ================================================ FILE: ch07/curator_cron ================================================ SHELL=/bin/bash PATH=/sbin:/bin:/usr/sbin:/usr/bin HOME=/ # daily 0 0 * * * ec2-user /usr/local/bin/curator /home/ec2-user/delete_indices_time_base.yml --config /home/ec2-user/curator.yml > /home/ec2-user/log/curator_purging_time_base.log 2>&1 0 0 * * * ec2-user /usr/local/bin/curator /home/ec2-user/delete_indices_size_base.yml --config /home/ec2-user/curator.yml > /home/ec2-user/log/curator_purging_size_base.log 2>&1 ================================================ FILE: ch07/curl_backup_config.sh ================================================ curl -XPUT 'http://localhost:9200/_snapshot/s3_elk_backup' -d '{ "type": "s3", "settings": { "access_key": "[YOUR_ACCESS_KEY]", "secret_key": "YOUR_SECRET_KEY", "bucket": "YOUR_BUCKET", "region": "YOUR_REGION", "base_path": "elasticsearch", "max_retries": 3 } }' ================================================ FILE: ch07/daily_elk_backup.sh ================================================ TODAY=$(date +'%Y.%m.%d') YESTERDAY=$(date --date="1 days ago" +'%Y.%m.%d') echo Today is $TODAY echo Yesterday $YESTERDAY indices will be stored in S3 INDEX_PREFIXES='' INDEX_PREFIXES+='tomcat- ' #INDEX_PREFIXES+='filebeat- ' #INDEX_PREFIXES+='database- ' for prefix in $INDEX_PREFIXES; do INDEX_NAME=${prefix}$YESTERDAY SNAPSHOT_NAME=$INDEX_NAME"-snapshot" echo Start Snapshot $INDEX_NAME curl -XPUT "http://localhost:9200/_snapshot/s3_elk_backup/$SNAPSHOT_NAME?wait_for_completion=true" -d '{ "indices": "'"$INDEX_NAME"'", "ignore_unavailable": "true", "include_global_state": false }' echo Successfully completed storing "$INDEX_NAME" in S3 done ================================================ FILE: ch07/delete_indices_size_base.sh ================================================ /usr/local/bin/curator /home/ec2-user/delete_indices_size_base.yml --config /home/ec2-user/curator.yml ================================================ FILE: ch07/delete_indices_size_base.yml ================================================ --- actions: 1: action: delete_indices description: >- Delete indices matching the prefix filebeat in excess of 300GB of data (75% of 400GB) , starting with the oldest indices, based on index creation_date. An empty index list (from no indices being in excess of the size limit, for example) will not generate an error. options: ignore_empty_list: True timeout_override: 300 continue_if_exception: False disable_action: False filters: - filtertype: pattern kind: prefix value: filebeat- - filtertype: space disk_space: 300 use_age: True source: creation_date 2: action: delete_indices description: >- Delete indices matching the prefix tomcat in excess of 300GB of data (75% of 400GB) , starting with the oldest indices, based on index creation_date. An empty index list (from no indices being in excess of the size limit, for example) will not generate an error. options: ignore_empty_list: True timeout_override: 300 continue_if_exception: False disable_action: False filters: - filtertype: pattern kind: prefix value: tomcat- - filtertype: space disk_space: 300 use_age: True source: creation_date ================================================ FILE: ch07/delete_indices_time_base.sh ================================================ /usr/local/bin/curator /home/ec2-user/delete_indices_time_base.yml --config /home/ec2-user/curator.yml ================================================ FILE: ch07/delete_indices_time_base.yml ================================================ --- actions: 1: action: delete_indices description: >- Delete indices older than 30 days (based on index name), for tomcat- prefixed indices. Ignore the error if the filter does not result in an actionable list of indices (ignore_empty_list) and exit cleanly. options: ignore_empty_list: True timeout_override: continue_if_exception: False disable_action: False filters: - filtertype: pattern kind: prefix value: tomcat- exclude: - filtertype: age source: name direction: older timestring: '%Y.%m.%d' unit: days unit_count: 30 exclude: ================================================ FILE: ch07/elk_restore.sh ================================================ if [[ $# -ne 1 ]] ; then echo "Missing argument. Please provide index name" echo "Usage: elk_restore.sh tomcat-2017.08.05" exit 1 fi # Store environment from command argument which will be used for S3 location INDEX_NAME=$1 echo "INDEX_NAME: $1" curl -XPOST "localhost:9200/_snapshot/s3_elk_backup/$INDEX_NAME-snapshot/_restore" -d '{ "indices": "'"$INDEX_NAME"'", "ignore_unavailable": "true", "include_global_state": false }' ================================================ FILE: ch07/filebeat.yml ================================================ ###################### Filebeat Configuration Example ######################### # This file is an example configuration file highlighting only the most common # options. The filebeat.full.yml file from the same directory contains all the # supported options with more comments. You can use it as a reference. # # You can find the full configuration reference here: # https://www.elastic.co/guide/en/beats/filebeat/index.html #=========================== Filebeat prospectors ============================= filebeat.prospectors: # Each - is a prospector. Most options can be set at the prospector level, so # you can use different prospectors for various configurations. # Below are the prospector specific configurations. - input_type: log # Paths that should be crawled and fetched. Glob based paths. paths: #- /var/log/*.log - /opt/tomcat/logs/catalina.out #- c:\programdata\elasticsearch\logs\* # Exclude lines. A list of regular expressions to match. It drops the lines that are # matching any regular expression from the list. #exclude_lines: ["^DBG"] # Include lines. A list of regular expressions to match. It exports the lines that are # matching any regular expression from the list. #include_lines: ["^ERR", "^WARN"] # Exclude files. A list of regular expressions to match. Filebeat drops the files that # are matching any regular expression from the list. By default, no files are dropped. #exclude_files: [".gz$"] # Optional additional fields. These field can be freely picked # to add additional information to the crawled log files for filtering #fields: # level: debug # review: 1 ### Multiline options # Mutiline can be used for log messages spanning multiple lines. This is common # for Java Stack Traces or C-Line Continuation # The regexp Pattern that has to be matched. The example pattern matches all lines starting with [ #multiline.pattern: ^\[ # Defines if the pattern set under pattern should be negated or not. Default is false. #multiline.negate: false # Match can be set to "after" or "before". It is used to define if lines should be append to a pattern # that was (not) matched before or after or as long as a pattern is not matched based on negate. # Note: After is the equivalent to previous and before is the equivalent to to next in Logstash #multiline.match: after #================================ General ===================================== # The name of the shipper that publishes the network data. It can be used to group # all the transactions sent by a single shipper in the web interface. #name: # The tags of the shipper are included in their own field with each # transaction published. #tags: ["service-X", "web-tier"] # Optional fields that you can specify to add additional information to the # output. #fields: # env: staging #================================ Outputs ===================================== # Configure what outputs to use when sending the data collected by the beat. # Multiple outputs may be used. #-------------------------- Elasticsearch output ------------------------------ #output.elasticsearch: # Array of hosts to connect to. #hosts: ["localhost:9200"] # Optional protocol and basic auth credentials. #protocol: "https" #username: "elastic" #password: "changeme" #----------------------------- Logstash output -------------------------------- output.logstash: # The Logstash hosts hosts: ["YOUR_LOGSTASH_IP:5044"] # Optional SSL. By default is off. # List of root certificates for HTTPS server verifications #ssl.certificate_authorities: ["/etc/pki/root/ca.pem"] # Certificate for SSL client authentication #ssl.certificate: "/etc/pki/client/cert.pem" # Client Certificate Key #ssl.key: "/etc/pki/client/cert.key" #================================ Logging ===================================== # Sets log level. The default log level is info. # Available log levels are: critical, error, warning, info, debug #logging.level: debug # At debug level, you can selectively enable logging only for some components. # To enable all selectors use ["*"]. Examples of other selectors are "beat", # "publish", "service". #logging.selectors: ["*"] ================================================ FILE: ch07/logstash.conf ================================================ input { beats { port => 5044 } } output { if [beat][hostname] == "ip-172-31-30-178" or [beat][hostname] == "ip-172-31-30-179" { elasticsearch { hosts => "localhost:9200" manage_template => false index => "tomcat-%{+YYYY.MM.dd}" document_type => "%{[@metadata][type]}" } } else if [beat][hostname] == "ip-172-31-30-180" { elasticsearch { hosts => "localhost:9200" manage_template => false index => "database-%{+YYYY.MM.dd}" document_type => "%{[@metadata][type]}" } } else { elasticsearch { hosts => "localhost:9200" manage_template => false index => "%{[@metadata][beat]}-%{+YYYY.MM.dd}" document_type => "%{[@metadata][type]}" } } } ================================================ FILE: ch07/restore_from_S3.sh ================================================ curl -XPOST 'localhost:9200/_snapshot/s3_elk_backup/test/_restore' -d '{ "indices": "tomcat-2017.08.06", "ignore_unavailable": "true", "include_global_state": false }' ================================================ FILE: ch07/s3_backup_cron ================================================ SHELL=/bin/bash PATH=/sbin:/bin:/usr/sbin:/usr/bin HOME=/ # daily 0 0 * * * ec2-user /home/ec2-user/daily_elk_backup.sh > /home/ec2-user/log/elk_backup.log 2>&1