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  • OEC: The Observatory of Economic Complexity
    Permissions API Countries Products Visualizations Rankings Countries Products Publications Resources About the Site Economic Complexity FAQs Data Sources Permissions API esc We are the world s leading visualization engine for international trade data Learn More Watch a video Search Deutsch English Español Français Italiano Nederlands Português Pyccĸий Tiếng Việt Tϋrkçe ελληνικά Монгол עברית العربية ह न द 日本語 简化中国 한국어 The Observatory of Economic Complexity by Alexander Simoes is licensed

    Original URL path: http://atlas.media.mit.edu/en/ (2016-02-14)
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  • OEC - Country Ranking (2013)
    10 MYS Malaysia 0 69 35 LVA Latvia 0 61 36 9 HKG Hong Kong 0 60 37 1 BGR Bulgaria 0 56 38 4 RUS Russia 0 55 39 3 PRT Portugal 0 51 40 TUR Turkey 0 47 41 2 BIH Bosnia and Herzegovina 0 41 42 17 SAU Saudi Arabia 0 38 43 2 NZL New Zealand 0 33 44 11 PAN Panama 0 33 45 7 ZAF South Africa 0 32 46 12 ARE United Arab Emirates 0 31 47 1 LBN Lebanon 0 29 48 1 GRC Greece 0 27 49 5 PHL Philippines 0 27 50 5 IND India 0 26 51 2 JOR Jordan 0 21 52 4 URY Uruguay 0 20 53 4 ARG Argentina 0 19 54 1 COL Colombia 0 17 55 5 CRI Costa Rica 0 16 56 8 BRA Brazil 0 15 57 2 TUN Tunisia 0 07 58 2 MDA Moldova 0 01 59 53 KWT Kuwait 0 01 60 1 SLV El Salvador 0 01 61 1 MKD Macedonia 0 02 63 10 GEO Georgia 0 05 64 10 MUS Mauritius 0 08 66 17 ZMB Zambia 0 12 67 5 CHL Chile 0 13 68 EGY Egypt 0 15 69 2 KGZ Kyrgyzstan 0 18 70 8 TTO Trinidad and Tobago 0 19 71 6 AUS Australia 0 2 72 2 IDN Indonesia 0 25 73 4 VNM Vietnam 0 27 74 11 JAM Jamaica 0 33 75 2 ALB Albania 0 34 76 1 GTM Guatemala 0 38 77 1 UGA Uganda 0 39 78 17 LBR Liberia 0 42 79 8 PRY Paraguay 0 42 80 9 DOM Dominican Republic 0 42 81 17 KAZ Kazakhstan 0 44 82 3 OMN Oman 0 45 83 19 QAT Qatar 0 48 84 LKA Sri

    Original URL path: http://atlas.media.mit.edu/en/rankings/country/ (2016-02-14)
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  • OEC - HS92 Product Ranking (2013)
    403 95 7109 Gold Clad Metals 0 577 404 165 8803 Aircraft Parts 0 569 405 54 8311 Coated Metal Soldering Products 0 569 406 14 8528 Video Displays 0 569 407 265 5005 Silk Waste Yarn 0 569 408 53 2927 Diazo Azo or Aoxy Compounds 0 569 409 6 9023 Instructional Models 0 566 410 99 8527 Radio Receivers 0 564 411 23 9106 Time Recording Instruments 0 551 412 45 5906 Rubber Textile Fabric 0 551 413 52 8431 Excavation Machinery 0 541 414 8 3704 Undeveloped Exposed Photographic Material 0 541 415 38 8002 Scrap Tin 0 538 416 157 8304 Filing Cabinets 0 534 417 90 3213 Artistry Paints 0 529 418 142 7506 Nickel Sheets 0 529 419 89 3904 Vinyl Chloride Polymers 0 526 420 41 2303 Starch Residue 0 525 421 33 8203 Hand Tools 0 525 422 38 9304 Spring Air and Gas Guns 0 516 423 35 6807 Asphalt 0 515 424 96 7015 Eyewear and Clock Glass 0 511 425 39 1004 Oats 0 508 426 55 8522 Audio and Video Recording Accessories 0 507 427 79 8715 Baby Carriages 0 506 428 67 2842 Other Inorganic Acids Salts 0 502 429 308 9616 Scent Sprays 0 502 430 228 5001 Silkworm Cocoons 0 498 431 6 3922 Plastic Wash Basins 0 493 432 116 1514 Rapeseed Oil 0 491 433 110 7308 Iron Structures 0 49 434 10 4805 Other Uncoated Paper 0 486 435 253 3003 Unpackaged Medicaments 0 485 436 28 8310 Metal Signs 0 485 437 32 2706 Tar 0 485 438 47 8410 Hydraulic Turbines 0 482 439 159 7905 Zinc Sheets 0 481 440 254 6814 Mica 0 481 441 254 8102 Molybdenum 0 474 442 23 2803 Carbon 0 473 443 50 2918 Carboxylic Acids 0 467 444 97 7610 Aluminium Structures 0 464 445 18 4012 Used Rubber Tires 0 462 446 51 7907 Other Zinc Products 0 462 447 84 7319 Iron Sewing Needles 0 462 448 41 5404 Synthetic Monofilament 0 461 449 28 0404 Whey 0 461 450 190 8710 Armored vehicles 0 459 451 98 7324 Iron Toiletry 0 457 452 74 6810 Cement Articles 0 45 453 27 5402 Non Retail Synthetic Filament Yarn 0 446 454 216 9604 Hand Sifters 0 445 455 114 2849 Carbides 0 444 456 254 3209 Aqueous Paints 0 443 457 176 3402 Cleaning Products 0 442 458 80 8214 Other Cutlery 0 442 459 128 1806 Chocolate 0 439 460 96 8301 Padlocks 0 439 461 38 7508 Other Nickel Products 0 437 462 140 2847 Hydrogen peroxide 0 436 463 101 9028 Utility Meters 0 434 464 7 2811 Other Inorganic Acids 0 432 465 139 4908 Decals 0 429 466 66 7003 Cast or Rolled Glass 0 425 467 8 4011 Rubber Tires 0 422 468 65 4807 Composite Paper 0 421 469 70 0408 Processed Egg Products 0 418 470 160 4813 Cigarette Paper 0 415 471 25 4014 Pharmaceutical Rubber Products 0 413 472 175 2826 Fluorides 0 409 473 5 1107 Malt 0 409 474 1 3925 Plastic Building Materials 0 408 475 64 1901 Malt Extract 0 403 476 82 0210 Preserved Meat 0 398 477 4 7005 Float Glass 0 396 478 393 9701 Paintings 0 396 479 101 2831 Dithionites and Sulfoxylates 0 396 480 25 7411 Copper Pipes 0 396 481 36 4705 Semi chemical Woodpulp 0 395 482 109 8801 Non powered Aircraft 0 394 483 108 3809 Dyeing Finishing Agents 0 393 484 10 5602 Felt 0 393 485 192 3304 Beauty Products 0 391 486 103 4823 Shaped Paper 0 39 487 67 7309 Large Iron Containers 0 39 488 20 7321 Iron Stovetops 0 388 489 55 4301 Raw Furskins 0 388 490 23 9306 Explosive Ammunition 0 387 491 117 5113 Horsehair Fabric 0 38 492 8 9009 Photocopiers 0 379 493 83 3501 Casein 0 377 494 16 2808 Nitric Acids 0 377 495 11 5604 Rubber Textiles 0 376 496 157 4909 Postcards 0 365 497 20 1601 Sausages 0 365 498 299 5506 Processed Synthetic Staple Fibers 0 36 499 31 0105 Poultry 0 359 500 252 3505 Dextrins 0 359 501 30 5301 Flax Fibers 0 352 502 184 5907 Coated Textile Fabric 0 345 503 112 8804 Parachutes 0 343 504 85 7118 Coin 0 34 505 14 0207 Poultry Meat 0 338 506 112 9112 Clock Cases and Parts 0 337 507 117 2901 Acyclic Hydrocarbons 0 334 508 5 2846 Rare Earth Metal Compounds 0 332 509 129 7316 Iron Anchors 0 324 510 130 8525 Broadcasting Equipment 0 322 511 49 3205 Lake Pigments 0 321 512 62 7612 Aluminium Cans 0 318 513 51 2835 Phosphinates and Phosphonates 0 318 514 76 3920 Raw Plastic Sheeting 0 314 515 108 8003 Tin Bars 0 305 516 159 3202 Synthetic Tanning Extracts 0 304 517 148 2837 Cyanides 0 304 518 9 4418 Wood Carpentry 0 302 519 143 7304 Iron Pipes 0 296 520 223 2902 Cyclic Hydrocarbons 0 29 521 80 3307 Shaving Products 0 288 522 376 9007 Video Cameras 0 287 523 40 9403 Other Furniture 0 285 524 189 2915 Saturated Acyclic Monocarboxylic Acids 0 284 525 44 2823 Titanium Oxides 0 284 526 182 9109 Clock Movements 0 284 527 57 3208 Nonaqueous Paints 0 284 528 132 7301 Iron Sheet Piling 0 282 529 182 8103 Tantalum 0 28 530 164 9202 String Instruments 0 277 531 126 3507 Enzymes 0 277 532 53 3916 Monofilament 0 277 533 6813 Friction Material 0 275 534 107 5902 Polyamide Fabric 0 274 535 78 4910 Calendars 0 271 536 29 2708 Pitch Coke 0 27 537 117 8438 Industrial Food Preperation Machinery 0 268 538 9 3405 Polishes and Creams 0 266 539 120 7407 Copper Bars 0 264 540 91 4822 Paper Spools 0 264 541 20 4804 Uncoated Kraft Paper 0 263 542 127 3305 Hair Products 0 261 543 35 9401 Seats 0 257 544 92 9307 Bladed Weapons and Accessories 0 256 545 40 3917 Plastic Pipes 0 256 546 206 7107 Silver Clad Metals 0 255 547 63 6905 Roofing Tiles 0 254 548 1 5703 Tufted Carpets 0 253 549 394 9706 Antiques 0 251 550 114 8506 Batteries 0 25 551 49 9406 Prefabricated Buildings 0 249 552 62 7208 Hot Rolled Iron 0 247 553 163 4809 Carbon Paper 0 243 554 102 4005 Compounded Unvulcanised Rubber 0 242 555 80 7325 Other Cast Iron Products 0 24 556 192 9602 Vegetable and Mineral Carvings 0 236 557 33 2106 Other Edible Preparations 0 232 558 20 4415 Wood Crates 0 231 559 10 3902 Propylene Polymers 0 229 560 62 5806 Narrow Woven Fabric 0 223 561 70 8435 Fruit Pressing Machinery 0 218 562 85 1702 Other Sugars 0 216 563 41 9301 Military Weapons 0 215 564 181 5110 Horsehair Yarn 0 21 565 197 2618 Granulated Slag 0 205 566 64 1505 Wool Grease 0 205 567 32 8474 Stone Processing Machines 0 203 568 45 8518 Microphones and Headphones 0 201 569 29 9607 Zippers 0 196 570 286 2923 Quaternary Ammonium Salts and Hydroxides 0 195 571 146 3901 Ethylene Polymers 0 194 572 24 9506 Sports Equipment 0 194 573 203 9004 Eyewear 0 193 574 428 7002 Glass Balls 0 191 575 83 5111 Carded Wool or Animal Hair Fabric 0 191 576 24 8308 Other Metal Fasteners 0 187 577 55 2939 Vegetable Alkaloids 0 185 578 194 1518 Inedible Fats and Oils 0 184 579 119 3211 Prepared Paint Driers 0 183 580 98 1205 Rapeseed 0 18 581 222 8459 Drilling Machines 0 169 582 26 0208 Other Meat 0 167 583 19 4817 Letter Stock 0 166 584 159 5504 Unprocessed Artificial Staple Fibers 0 166 585 106 4703 Sulfate Chemical Woodpulp 0 162 586 15 7101 Pearls 0 162 587 335 8902 Fishing Ships 0 159 588 26 6914 Other Ceramic Articles 0 158 589 257 8705 Specialized Vehicles 0 158 590 90 4410 Particle Board 0 157 591 95 3808 Pesticides 0 154 592 35 8606 Railway Freight Cars 0 152 593 101 3306 Dental Products 0 151 594 100 8452 Sewing Machines 0 145 595 83 2848 Phosphides 0 14 596 96 6506 Other Headwear 0 135 597 114 2807 Sulfuric Acid 0 134 598 9 1520 Glycerol 0 13 599 167 7013 Interior Decorative Glassware 0 13 600 80 9703 Sculptures 0 127 601 71 5107 Non Retail Combed Wool Yarn 0 121 602 53 6907 Unglazed Ceramics 0 12 603 4411 Wood Fiberboard 0 115 604 25 2904 Sulfonated Nitrated or Nitrosated Hydrocarbons 0 115 605 82 1003 Barley 0 112 606 10 7413 Stranded Copper Wire 0 111 607 305 7806 Other Lead Products 0 11 608 17 6701 Bird Skins and Feathers 0 109 609 35 0403 Fermented Milk Products 0 108 610 28 3806 Rosin 0 106 611 164 8702 Buses 0 106 612 38 7611 Large Aluminium Containers 0 105 613 94 4017 Hard Rubber 0 103 614 100 8212 Razor Blades 0 1 615 81 2703 Peat 0 093 616 225 2827 Chlorides 0 091 617 50 9113 Watch Straps 0 084 618 107 9613 Lighters 0 084 619 101 8478 Tobacco Processing Machines 0 081 620 25 5803 Gauze 0 08 621 35 6809 Plaster Articles 0 079 622 85 7418 Copper Housewares 0 077 623 316 4405 Wood Wool 0 07 624 66 7604 Aluminium Bars 0 069 625 11 4818 Toilet Paper 0 069 626 67 7406 Copper Powder 0 067 627 179 4901 Brochures 0 066 628 53 9503 Models and Stuffed Animals 0 065 629 45 9618 Mannequins 0 064 630 69 0407 Eggs 0 061 631 21 1503 Lard 0 057 632 235 8805 Aircraft Launch Gear 0 056 633 120 2707 Coal Tar Oil 0 052 634 29 1602 Other Prepared Meat 0 051 635 89 8309 Metal Stoppers 0 048 636 16 5302 Hemp Fibers 0 044 637 107 2507 Kaolin 0 044 638 95 4504 Agglomerated Cork 0 042 639 79 9614 Smoking Pipes 0 041 640 28 4004 Scrap Rubber 0 037 641 198 8107 Cadmium 0 037 642 181 2938 Glycosides 0 028 643 90 2819 Chromium Oxides and Hydroxides 0 027 644 38 8437 Mill Machinery 0 026 645 68 2820 Manganese Oxides 0 024 646 9 2105 Ice Cream 0 022 647 94 2519 Magnesium Carbonate 0 021 648 39 7409 Copper Plating 0 018 649 132 7323 Iron Housewares 0 017 650 214 7305 Other Large Iron Pipes 0 017 651 11 8802 Planes Helicopters and or Spacecraft 0 013 652 110 3203 Vegetable or Animal Dyes 0 012 653 308 9617 Vacuum Flask 0 008 654 214 2840 Borates 0 008 655 26 0406 Cheese 0 007 656 325 2621 Other Slag and Ash 0 006 657 153 2504 Graphite 0 004 658 207 9208 Other Musical Instruments 0 003 659 135 5112 Combed Wool or Animal Hair Fabric 0 002 660 14 7303 Cast Iron Pipes 0 005 661 94 4304 Artificial Fur 0 01 662 73 0401 Milk 0 012 663 71 7215 Other Iron Bars 0 013 664 162 3303 Perfumes 0 014 665 114 8507 Electric Batteries 0 014 666 86 7314 Iron Cloth 0 016 667 119 1108 Starches 0 016 668 51 7615 Aluminium Housewares 0 016 669 43 9603 Brooms 0 016 670 32 2003 Processed Mushrooms 0 017 671 76 6911 Porcelain Tableware 0 018 672 237 9101 Precious Metal Watches 0 019 673 88 6910 Bathroom Ceramics 0 023 674 296 4419 Wood Kitchenware 0 024 675 8 0405 Butter 0 027 676 26 9609 Pencils and Crayons 0 028 677 19 8704 Delivery Trucks 0 031 678 51 8007 Other Tin Products 0 032 679 223 7016 Glass Bricks 0 034 680 285 8405 Water and Gas Generators 0 036 681 50 7310 Small Iron Containers 0 036 682 4 4003 Reclaimed Rubber 0 037 683 179 3210 Other Paints 0 043 684 35 8201 Garden Tools 0 044 685 52 4110 Leather Waste 0 046 686 135 2509 Chalk 0 047 687 2 7217 Iron Wire 0 051 688 87 7405 Copper Alloys 0 055 689 61 4706 Recovered Paper Pulp 0 057 690 19 7209 Cold Rolled Iron 0 058 691 125 6501 Hat Forms 0 061 692 93 6215 Neck Ties 0 063 693 27 2512 Siliceous Fossil Meals 0 063 694 84 2822 Cobalt Oxides and Hydroxides 0 067 695 189 3503 Gelatin 0 072 696 131 8711 Motorcycles 0 073 697 9 5505 Artificial Fibers Waste 0 074 698 30 2839 Silicates 0 08 699 45 2309 Animal Food 0 082 700 42 1206 Sunflower Seeds 0 086 701 8 8907 Other Floating Structures 0 087 702 120 3805 Turpentine 0 089 703 190 4013 Rubber Inner Tubes 0 092 704 93 2841 Oxometallic or Peroxometallic Acid Salts 0 093 705 137 2806 Hydrochloric Acid 0 094 706 234 8206 Tool Sets 0 097 707 256 2713 Petroleum Coke 0 098 708 5 8453 Leather Machinery 0 099 709 112 2004 Other Frozen Vegetables 0 105 710 53 5109 Retail Wool or Animal Hair Yarn 0 106 711 59 8112 Other Metals 0 107 712 14 7213 Hot Rolled Iron Bars 0 11 713 58 5401 Artificial Filament Sewing Thread 0 116 714 94 7113 Jewellery 0 119 715 67 2209 Vinegar 0 125 716 170 4503 Natural Cork Articles 0 129 717 78 5801 Woven Fabrics 0 132 718 12 4821 Paper Labels 0 135 719 84 5601 Wadding 0 136 720 150 7018 Glass Beads 0 139 721 107 1519 Stearic Acid 0 14 722 69 4707 Recovered Paper 0 146 723 151 8470 Calculators 0 148 724 113 0101 Horses 0 152 725 24 4302 Tanned Furskins 0 152 726 78 6912 Ceramic Tableware 0 154 727 196 8215 Cutlery Sets 0 158 728 3 4803 Facial Tissue 0 159 729 108 2809 Phosphoric Acid 0 16 730 202 2825 Inorganic Salts 0 16 731 19 4303 Furskin Apparel 0 16 732 187 9102 Base Metal Watches 0 163 733 140 4111 Leather Sheets 0 163 734 77 7903 Zinc Powder 0 165 735 77 5512 Synthetic Fabrics 0 167 736 40 1502 Bovine Sheep and Goat Fat 0 174 737 58 7116 Pearl Products 0 175 738 2 2208 Hard Liquor 0 181 739 10 2526 Soapstone 0 181 740 50 7408 Copper Wire 0 182 741 27 2805 Alkaline Metals 0 184 742 187 4816 Other Carbon Paper 0 191 743 19 2815 Sodium or Potassium Peroxides 0 198 744 5 0201 Bovine Meat 0 209 745 80 7317 Iron Nails 0 211 746 8 7001 Glass Scraps 0 216 747 228 2830 Sulfides 0 217 748 252 8111 Manganese 0 22 749 86 2525 Mica 0 223 750 111 3603 Detonating Fuses 0 223 751 173 2522 Quicklime 0 224 752 63 3406 Candles 0 226 753 20 8712 Bicycles 0 227 754 31 5908 Textile Wicks 0 229 755 33 2833 Sulfates 0 231 756 82 2836 Carbonates 0 233 757 191 5503 Unprocessed Synthetic Staple Fibers 0 234 758 8 6303 Window Dressings 0 235 759 34 8513 Portable Lighting 0 236 760 274 5501 Synthetic Filament Tow 0 238 761 45 7216 Iron Blocks 0 239 762 16 5811 Quilted Textiles 0 24 763 27 7207 Semi Finished Iron 0 247 764 145 2307 Wine Lees 0 251 765 270 7114 Metal Clad Products 0 259 766 185 3604 Fireworks 0 26 767 119 2817 Zinc Oxide and Peroxide 0 264 768 3 2103 Sauces and Seasonings 0 265 769 74 8714 Bi Wheel Vehicle Parts 0 271 770 65 1904 Prepared Cereals 0 272 771 75 5408 Artificial Filament Yarn Woven Fabric 0 273 772 147 9704 Revenue Stamps 0 276 773 77 1905 Baked Goods 0 28 774 70 7112 Precious Metal Scraps 0 281 775 141 5106 Non Retail Carded Wool Yarn 0 282 776 138 2715 Asphalt Mixtures 0 282 777 32 6803 Slate 0 285 778 58 7210 Coated Flat Rolled Iron 0 285 779 58 2828 Hypochlorites 0 29 780 38 5104 Garnetted Wool or Animal Hair 0 29 781 110 8602 Other Locomotives 0 293 782 26 0811 Frozen Fruits and Nuts 0 294 783 194 2834 Nitrites and Nitrates 0 295 784 142 2804 Hydrogen 0 295 785 91 5407 Synthetic Filament Yarn Woven Fabric 0 296 786 91 3101 Animal or Vegetable Fertilizers 0 297 787 175 8520 Dictation Machines 0 298 788 76 9615 Combs 0 298 789 92 6811 Asbestos Cement Articles 0 299 790 82 1210 Hops 0 3 791 82 3814 Organic Composite Solvents 0 3 792 18 6904 Ceramic Bricks 0 3 793 78 4202 Trunks and Cases 0 3 794 69 6601 Umbrellas 0 312 795 38 6308 Packaged Sewing Sets 0 314 796 24 0808 Apples and Pears 0 319 797 38 4205 Other Leather Articles 0 321 798 282 3706 Motion picture film exposed and developed 0 322 799 57 1522 Fat and Oil Residues 0 323 800 174 2818 Aluminium Oxide 0 324 801 255 2942 Other Organic Compounds 0 327 802 385 5006 Retail Silk Yarn 0 33 803 39 6602 Walking Sticks 0 334 804 3 6001 Pile Fabric 0 336 805 25 4108 Chamois Leather 0 336 806 404 8106 Bismuth 0 339 807 21 2203 Beer 0 348 808 22 5705 Other Carpets 0 349 809 133 8544 Insulated Wire 0 35 810 62 2104 Soups and Broths 0 353 811 78 0102 Bovine 0 363 812 35 0205 Horse Meat 0 368 813 128 4903 Children s Picture Books 0 371 814 105 6901 Bricks 0 372 815 55

    Original URL path: http://atlas.media.mit.edu/en/rankings/hs92/ (2016-02-14)
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  • OEC - Books
    coffee house The amenity space and the evolution of neighborhoods 2015 C A Hidalgo E Castañer The Amenity Space was built by using a dataset summarizing the precise location of millions of amenities introducing a clustering algorithm to identify neighborhoods and then using the identified neighborhoods to map the probability that two amenities will be co located in one of them The Amenity Space is used to build a recommender system that identifies the amenities missing in a neighborhood given its current pattern of specialization Linking Economic Complexity Institutions and Income Inequality 2015 D Hartmann M Guevara C Jara Figueroa M Aristarán C A Hidalgo The mix of products that a country exports predicts that country s subsequent pattern of diversification and economic growth But does this product mix also predict income inequality Economic diversification implications for Kazakhstan 2015 J Felipe C A Hidalgo Over two decades since independence upper middle income Kazakhstan a large landlocked sparsely populated but resource rich country remains an economy in transition Neighbors and the evolution of the comparative advantage of nations Evidence of international knowledge diffusion 2014 D Bahar R Hausmann C A Hidalgo The literature on knowledge diffusion shows that knowledge decays strongly with distance In this paper we document that the probability that a product is added to a country s export basket is on average 65 larger if a neighboring country is a successful exporter of that same product The Dynamics of Nestedness Predicts the Evolution of Industrial Ecosystems 2012 S Bustos C Gomez R Hausmann C A Hidalgo In economic systems the mix of products that countries make or export has been shown to be a strong leading indicator of economic growth Hence methods to characterize and predict the structure of the network connecting countries to the products that they export are relevant for understanding the dynamics of economic development The network structure of economic output 2011 R Hausmann C A Hidalgo Much of the analysis of economic growth has focused on the study of aggregate output Here we deviate from this tradition and look instead at the structure of output embodied in the network connecting countries to the products that they export The Economic Complexity Observatory An Analytical Tool for Understanding the Dynamics of Economic Development 2011 A J G Simoes C A Hidalgo We introduce The Economic Complexity Observatory a tool for helping users understand the evolution of countries productive structures and trade partners Here we bridge the gap of harnessing the raw computational power of cycling through thousands of entries of data with the analytical decision making qualities of the human mind through the use of information visualization apps Discovering Southern and East Africa s Industrial Opportunities 2011 C A Hidalgo What are Southern and East Africa s industrial opportunities In this article we explore this question by using the product space to study the productive structure of five Southern and East African countries Kenya Mozambique Rwanda Tanzania and Zambia The Dynamics of Economic Complexity and the

    Original URL path: http://atlas.media.mit.edu/publications/ (2016-02-14)
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  • OEC - About the Site
    was César A Hidalgo principal investigator of Macro Connections Since its creation in 2010 the development of The Observatory of Economic Complexity has been supported by The MIT Media Lab consortia for undirected research For a history of the contributions to The Observatory of Economic Complexity you can view the project s contributions timeline on Github A predecessor of the Observatory of Economic Complexity is the product space site built by César Hidalgo as a graduate student at Notre Dame in 2007 If you would like more info on the OEC or to create a similar site for your country state or city get in touch with us at oec media mit edu Current Team Alexander Simoes 2010 Present Alex is the lead developer on the Observatory project He has been working in the Macro Connections group developing technologies to better inform policy and decision makers by equipping them with tools to make sense of large datasets Dave Landry 2012 Present Dave designed the 2013 version of the website along with being co author of the underlying visualization engine D3plus He continues to support the site with improvements to the front end in both the visualizations and the overall navigation César Hidalgo 2010 Present César is the Asahi Broadcast Corporation Career Development Professor and an Associate Professor at the MIT Media Lab His work focuses on improving the understanding of systems using and developing concepts of complexity evolution and network science Melissa Teng 2015 Present Melissa led the 2015 redesign of the website focusing on a humanist approach to data She built on the site s visual identity and user experience as well as supported some front end development Past Contributors Eric Franco 2012 2013 Eric was responsible for maintaining the site and incorporating new data as it became available

    Original URL path: http://atlas.media.mit.edu/en/resources/about/ (2016-02-14)
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  • OEC - About the Site
    of the countries that make those products and so forth For products this requires us to calculate the average diversity of the countries that make them and the average ubiquity of the other products that these countries make This can be expressed by the recursion We then insert 4 into 3 to obtain and rewrite this as where We note 7 is satisfied when This is the eigenvector of which is associated with the largest eigenvalue Since this eigenvector is a vector of ones it is not informative We look instead for the eigenvector associated with the second largest eigenvalue This is the eigenvector that captures the largest amount of variance in the system and is our measure of economic complexity Hence we define the Economic Complexity Index ECI as stdev left vec K right data calc block true where represents an average stdev stands for the standard deviation and Eigenvector of associated with the second largest eigenvalue Analogously we define a Product Complexity Index PCI Because of the symmetry of the problem this can be done simply by exchanging the index of countries c with that for products p in the definitions above Hence we define PCI as stdev left vec Q right data calc block true Eigenvector of associated with the second largest eigenvalue Who makes what or what is RCA When associating countries to products it is important to take into account the size of the export volume of countries and that of the world trade of products This is because even for the same product we expect the volume of exports of a large country like China to be larger than the volume of exports of a small country like Uruguay By the same token we expect the export volume of products that represent a large

    Original URL path: http://atlas.media.mit.edu/en/resources/economic_complexity/ (2016-02-14)
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  • OEC - Frequently Asked Questions
    HS classification data we use data provided by UN COMTRADE Can I download this data Sure You can download the latest dump of the entire data in MySQL format here Or if you are looking for data on a particular country or product you can click the CSV download button on the right hand side of all explore pages Some of the translations for this site are incorrect is there a way I could help We are constantly trying to improve our translations but seeing as we have over 2 000 products with names descriptions and genders in some languages it s a bit of a Hurculean task That being said here are links to page where you can contribute your own translations SITC Products HS Products Site Wide Translations Instructions these documents are open to the public for view and commenting If you want to contribute your own translation right click on a cell and select Insert Comment I think the data might be incorrect for a given page The data has all been cleaned by third parties but of course that doesn t mean that aren t possible errors File an issue here and we ll try our

    Original URL path: http://atlas.media.mit.edu/en/resources/faqs/ (2016-02-14)
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  • OEC - Data Sources
    all of the HS data used throughout the site 1995 2013 we use the BACI International Trade Database 2 The original data comes from the United Nations Statistical Division COMTRADE but is cleaned by the BACI team using their own methodology of harmonization Download the Data The following files are complete data dumps for the entirety of the data held on the site SITC4 rev 2 1962 2013 Product Trade by Year and Country Product Trade between Origin and Destination Country by Year bilateral HS6 rev 1992 1995 2013 Product Trade by Year and Country 6 digit depth Product Trade by Year and Country 4 digit depth Product Trade between Origin and Destination Country by Year 6 digit depth bilateral Product Trade between Origin and Destination Country by Year 4 digit depth bilateral HS6 rev 1996 1998 2013 Product Trade by Year and Country 6 digit depth Product Trade by Year and Country 4 digit depth Product Trade between Origin and Destination Country by Year 6 digit depth bilateral Product Trade between Origin and Destination Country by Year 4 digit depth bilateral HS6 rev 2002 2003 2013 Product Trade by Year and Country 6 digit depth Product Trade by Year and Country 4 digit depth Product Trade between Origin and Destination Country by Year 6 digit depth bilateral Product Trade between Origin and Destination Country by Year 4 digit depth bilateral HS6 rev 2007 2008 2012 Product Trade by Year and Country 6 digit depth Product Trade by Year and Country 4 digit depth Product Trade between Origin and Destination Country by Year 6 digit depth bilateral Product Trade between Origin and Destination Country by Year 4 digit depth bilateral Attributes Country Names SITC revision 2 Product Names HS 1992 Product Names HS 1996 Product Names HS 2002 Product Names

    Original URL path: http://atlas.media.mit.edu/en/resources/data/ (2016-02-14)
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