{"id":212630,"date":"2025-02-28T16:23:22","date_gmt":"2025-02-28T15:23:22","guid":{"rendered":"https:\/\/easy-software.com\/?post_type=glossar&#038;p=212630"},"modified":"2025-07-14T13:55:53","modified_gmt":"2025-07-14T11:55:53","slug":"datenextraktion","status":"publish","type":"glossar","link":"http:\/\/easy-software.com\/de\/glossar\/datenextraktion\/","title":{"rendered":"Datenextraktion"},"content":{"rendered":"<div class=\"gb-container gb-container-bff3e728\">\n<div class=\"gb-container gb-container-21f239a0\">\n<div class=\"gb-grid-wrapper gb-grid-wrapper-21d3b66e\">\n<div class=\"gb-grid-column gb-grid-column-8f04805b\"><div class=\"gb-container gb-container-8f04805b\">\n\n<p>Verschiedene Technologien kommen dabei zum Einsatz: je nach Datenbasis \u2013 sei es eine Datenbank, ein PDF oder ein Word-Dokument etc. \u2013 und je nach Ziel und Fokus.<\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-f57137f3 gb-headline-text gb-headline-medium\">Definition zur Datenextraktion<\/h2>\n\n\n\n<p>Umgangssprachlich l\u00e4sst sich das Extrahieren von Daten als <mark class=\"has-inline-color has-marker-text-color\">Auslesen<\/mark> derselben bezeichnen.<\/p>\n\n\n\n<p>Die Datenextraktion umfasst <mark class=\"has-inline-color has-marker-text-color\">drei wesentliche Schritte<\/mark>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Extraktion<\/mark> der Daten,<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Konsolidieren<\/mark> (Vereinheitlichen)<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Datenbereitstellung<\/mark> (Datenspeicherung)<\/li>\n<\/ul>\n\n\n\n<p><strong>Problem:<\/strong> Im Weg stehen Unternehmen dabei nur die verschiedenen Medien und Formate, aus denen Daten extrahiert werden sollen.<\/p>\n\n\n<div class=\"gb-container gb-container-b860e3f3\">\n\n<p class=\"gb-headline gb-headline-dabaf045 gb-headline-small\"><span class=\"gb-icon\"><svg version=\"1.1\" id=\"Ebene_1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 400 400\" xml:space=\"preserve\"><g>\t<g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M245.9,302.5c0.4-2.6,1-5.2,1.8-7.8c0.2-0.7,0.5-1.3,0.7-2c0.1-0.3,0.2-0.5,0.3-0.8\t\t\t\tc0.3-0.6-0.3,0.7,0.1-0.3c0.6-1.3,1.2-2.5,1.9-3.8c0.6-1.1,1.3-2.2,2-3.3c0.4-0.5,0.7-1.1,1.1-1.6c0.1-0.1,0.5-0.7,0.2-0.3\t\t\t\tc0.3-0.4,0.6-0.7,0.9-1.1c1.5-1.8,3.2-3.5,4.9-5.1c6.2-5.8,12.2-11.9,17.6-18.5c3.8-4.7,7.3-9.5,10.6-14.6\t\t\t\tc3.1-4.8,5.5-9.9,7.2-15.3c1.8-5.3,2.9-10.8,3.9-16.3c1-5.6,1.9-11.4,1.9-17.1c0.1-10.7-2.7-20.9-7-30.7\t\t\t\tc-2.3-5.2-4.9-10.3-7.7-15.4c-2.4-4.4-4.9-8.7-7.7-12.9c-4.5-6.6-9.7-12.6-15.9-17.7c-5.9-4.9-12.3-9.1-18.7-13.4\t\t\t\tc-4.8-3.2-9.7-6.1-15-8.1c-8.1-3.1-16.8-4.3-25.4-4.5c-11.2-0.3-22.1,1.1-32.7,4.8c-12.9,4.6-24.7,11.9-34.7,21.4\t\t\t\tc-14,13.3-24.1,30.5-30.6,48.5c-4,11.1-6,22.8-4.9,34.6c0.9,10.8,4.1,21.2,9.2,30.7c2.6,4.9,5.8,9.4,9.3,13.7\t\t\t\tc3.6,4.3,7.9,8.1,11.9,12.1c1,1,2,2,3,3.1c0.5,0.6,1,1.2,1.5,1.8c0.2,0.2,0.4,0.5,0.6,0.7c0.1,0.2,0.1,0.2,0,0\t\t\t\tc0.1,0.2,0.3,0.4,0.4,0.6c1.6,2.1,3,4.4,4.2,6.8c0.3,0.6,0.6,1.1,0.8,1.7c0.1,0.3,0.2,0.5,0.3,0.8c-0.2-0.6,0.2,0.5,0.2,0.5\t\t\t\tc0.5,1.3,1,2.6,1.4,3.9c0.4,1.2,0.7,2.4,1,3.7c0.1,0.6,0.2,1.1,0.3,1.7c0.1,0.3,0.1,0.7,0.2,1c0,0.1,0.2,1.4,0.1,0.8\t\t\t\tc0.3,2.5,0.5,5.1,0.4,7.6c0,1.2-0.1,2.4-0.2,3.6c-0.1,0.6-0.1,1.3-0.2,1.9c0,0-0.2,1.2-0.1,0.5c0,0.3-0.1,0.7-0.2,1\t\t\t\tc-0.3,1.8,0.5,3.8,2.4,4.2c1.6,0.4,3.9-0.5,4.2-2.4c1.8-11,0.5-22.1-4-32.3c-2.3-5.1-5.6-9.8-9.4-13.8c-4-4.2-8.4-7.9-12.3-12.2\t\t\t\tc-0.8-0.9-1.6-1.9-2.4-2.8c-0.4-0.5-0.8-1-1.2-1.5c0.4,0.5-0.3-0.4-0.3-0.4c-0.2-0.3-0.4-0.6-0.6-0.8c-1.6-2.2-3-4.4-4.4-6.7\t\t\t\tc-1.3-2.2-2.4-4.4-3.5-6.7c-0.9-2-1.8-4.3-2.6-6.8c-0.8-2.4-1.4-4.8-2-7.2c-0.3-1.2-0.5-2.5-0.7-3.7c-0.1-0.7-0.2-1.4-0.3-2\t\t\t\tc0,0.2,0.1,0.6,0-0.1c-0.1-0.5-0.1-0.9-0.2-1.4c-0.5-5.2-0.6-10.4,0-15.5c0.3-2.6,0.8-5.5,1.5-8.4c0.7-3,1.6-5.9,2.6-8.7\t\t\t\tc0.5-1.4,1-2.8,1.5-4.2c0.2-0.6,0.5-1.1,0.7-1.7c0.1-0.3,0.3-0.7,0.4-1c0.1-0.2,0.2-0.4,0.3-0.7c-0.1,0.3-0.1,0.2,0.1-0.2\t\t\t\tc1-2.4,2.1-4.7,3.2-7c2.2-4.4,4.5-8.6,7.2-12.7c1.3-2,2.6-3.9,3.9-5.7c0.3-0.4,0.6-0.8,0.9-1.2c0.2-0.2,0.3-0.5,0.5-0.7\t\t\t\tc0,0,0.6-0.7,0.3-0.3c-0.3,0.4,0.3-0.3,0.3-0.3c0.2-0.2,0.4-0.4,0.5-0.7c0.4-0.4,0.7-0.9,1.1-1.3c2.6-3.1,5.3-6.1,8.2-8.9\t\t\t\tc1.4-1.3,2.8-2.6,4.3-3.9c0.7-0.6,1.4-1.2,2.1-1.7c0.3-0.3,0.6-0.5,0.9-0.7c0.1-0.1,0.8-0.6,0.1-0.1c0.2-0.1,0.4-0.3,0.6-0.4\t\t\t\tc5.2-4,10.9-7.4,16.8-10.2c0.6-0.3,1.2-0.6,1.9-0.8c0.3-0.2,0.7-0.3,1.1-0.5c-1.1,0.4,0.2-0.1,0.4-0.2c1.3-0.5,2.6-1,3.9-1.5\t\t\t\tc2.4-0.8,4.8-1.6,7.2-2.2c2.1-0.5,4.2-1,6.3-1.4c0.9-0.2,1.8-0.3,2.7-0.4c-1.5,0.2,0.1,0,0.5-0.1c0.4,0,0.9-0.1,1.3-0.1\t\t\t\tc4.2-0.4,8.4-0.5,12.7-0.4c2.4,0.1,4.8,0.2,7.3,0.4c0.6,0.1,1.2,0.1,1.8,0.2c0,0,1,0.1,0.4,0.1c-0.5-0.1,0.4,0.1,0.4,0.1\t\t\t\tc1.1,0.2,2.2,0.3,3.3,0.6c3.6,0.7,7.1,1.7,10.5,3c0.3,0.1,0.7,0.3,1,0.4c0.2,0.1,0.4,0.2,0.6,0.2c-0.9-0.4-0.2-0.1-0.1,0\t\t\t\tc0.7,0.3,1.5,0.7,2.2,1c1.2,0.6,2.4,1.2,3.6,1.9c5.2,3,10.2,6.6,15.2,10.1c1.6,1.1,3.3,2.3,4.8,3.5c0.3,0.2,0.7,0.5,1,0.7\t\t\t\tc0.1,0.1,0.8,0.6,0.1,0.1c0.2,0.1,0.4,0.3,0.6,0.5c0.7,0.5,1.4,1.1,2.1,1.7c2.8,2.3,5.4,4.8,7.8,7.4c0.6,0.7,1.2,1.4,1.8,2.1\t\t\t\tc0.3,0.4,0.7,0.8,1,1.2c0.1,0.1,0.2,0.3,0.3,0.4c0.1,0.1,0.8,1,0.3,0.3c1.3,1.7,2.5,3.4,3.7,5.1c2.8,4.2,5.4,8.6,7.8,13.1\t\t\t\tc2.7,5,5.3,10,7.5,15.2c0.3,0.7,0.7,1.5,1.1,2.7c0.5,1.3,1,2.5,1.4,3.8c0.8,2.4,1.5,4.8,2,7.3c0.2,1.1,0.5,2.3,0.6,3.4\t\t\t\tc0,0.3,0.1,0.5,0.1,0.8c0.2,1.1-0.1-0.7,0.1,0.4c0.1,0.7,0.2,1.3,0.2,2c0.2,2.7,0.3,5.3,0.2,8c-0.2,5.4-1,10.2-2,15.6\t\t\t\tc-1,5.4-2.2,10.7-4.1,15.9c-0.2,0.6-0.4,1.1-0.6,1.7c-0.1,0.3-0.3,0.7-0.4,1c-0.4,1.1,0.3-0.6-0.2,0.5c-0.5,1.2-1.1,2.4-1.7,3.5\t\t\t\tc-1.4,2.6-3,5.1-4.6,7.6c-3.2,4.8-6.1,8.7-9.7,12.9c-2.9,3.5-6,6.8-9.3,10.1c-2.5,2.5-5.1,4.9-7.6,7.3c-4,3.8-7.4,8.2-9.9,13.1\t\t\t\tc-2.4,4.7-4.2,9.8-4.9,15c-0.3,1.8,0.4,3.8,2.4,4.2C243.3,305.3,245.6,304.4,245.9,302.5L245.9,302.5z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M310.4,225.2c19.8,3.2,39.4,7.5,58.7,12.7c5.5,1.5,10.9,3.1,16.3,4.7c1.6,0.5,3.6-0.6,4-2.3\t\t\t\tc0.4-1.8-0.5-3.5-2.3-4c-19.2-5.8-38.6-10.7-58.3-14.5c-5.6-1.1-11.1-2.1-16.7-3c-1.7-0.3-3.6,0.4-4,2.3\t\t\t\tC307.8,222.7,308.6,224.9,310.4,225.2L310.4,225.2z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M307.3,160c2.8-1.6,5.8-3.1,8.8-4.5c5.2-2.6,10.5-5.3,15.8-7.9c11.6-5.8,23.3-11.5,34.9-17.5\t\t\t\tc3.6-1.8,7.3-3.6,10.7-5.7c1.5-0.9,2.1-2.9,1.2-4.4c-0.9-1.5-2.9-2.1-4.4-1.2c-2.9,1.8-6,3.3-9.1,4.9c-5.3,2.7-10.6,5.4-15.9,8\t\t\t\tc-11.6,5.8-23.2,11.5-34.7,17.3c-3.4,1.7-7,3.4-10.3,5.3c-1.5,0.9-2,2.9-1.2,4.4C303.7,160.3,305.8,160.8,307.3,160L307.3,160z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M261,99.5c12-12,23.5-24.6,34.3-37.8c3.1-3.8,6.1-7.6,9.1-11.4c1.1-1.4,1.3-3.2,0-4.6\t\t\t\tc-1.1-1.1-3.5-1.4-4.6,0c-10.4,13.5-21.5,26.4-33.2,38.8c-3.3,3.5-6.7,7-10.2,10.5c-1.2,1.2-1.2,3.3,0,4.6\t\t\t\tC257.7,100.8,259.8,100.8,261,99.5L261,99.5z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M202.3,76.1c2.4-16.6,4.8-33.3,7.2-49.9c0.7-4.7,1.4-9.4,2-14.1c0.2-1.7-0.4-3.6-2.3-4\t\t\t\tc-1.5-0.3-3.7,0.5-4,2.3c-2.4,16.6-4.8,33.3-7.2,49.9c-0.7,4.7-1.4,9.4-2,14.1c-0.2,1.7,0.4,3.6,2.3,4\t\t\t\tC199.9,78.7,202.1,77.9,202.3,76.1L202.3,76.1z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M139.6,90c-1.7-2.7-3.8-5.1-5.8-7.6c-3.2-4-6.5-7.9-9.7-11.8c-7.2-8.6-14.5-17.1-21.7-25.7\t\t\t\tc-2.4-2.9-4.9-5.7-7.2-8.6c-1.1-1.4-3.5-1.1-4.6,0c-1.4,1.4-1.1,3.2,0,4.6c5.1,6.5,10.7,12.8,16,19.1\t\t\t\tc7.2,8.5,14.3,16.9,21.3,25.5c1.4,1.7,2.7,3.4,4.1,5.1c0.2,0.3-0.5-0.7-0.2-0.3c0.1,0.1,0.1,0.2,0.2,0.3c0.1,0.2,0.2,0.3,0.4,0.5\t\t\t\tc0.2,0.3,0.4,0.6,0.6,0.9c0.3,0.4,0.6,0.9,0.9,1.4c0.9,1.5,2.9,2.1,4.4,1.2C139.9,93.6,140.5,91.5,139.6,90L139.6,90z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M22.5,120.6c14.9,7.8,30.2,14.8,45.9,20.9c4.5,1.8,8.9,3.4,13.4,5.1c1.6,0.6,3.6-0.6,4-2.3\t\t\t\tc0.4-1.8-0.6-3.4-2.3-4C68,134.8,53,128.4,38.2,121.3c-4.2-2-8.3-4.1-12.5-6.3c-1.6-0.8-3.5-0.4-4.4,1.2\t\t\t\tC20.5,117.6,20.9,119.8,22.5,120.6L22.5,120.6z\"><\/path>\t\t<\/g>\t\t<g>\t\t\t<path fill=\"#DBFF00\" d=\"M84.4,199.2c-8.2,1.7-16.4,3.4-24.7,5.1c-11.8,2.4-23.7,4.8-35.6,6.9c-2.4,0.4-4.8,0.8-7.2,1.2\t\t\t\tc-0.5,0.1-1,0.1-1.5,0.2c-0.2,0-0.4,0.1-0.7,0.1c0.4-0.1,0.8-0.1,0.1,0c-0.7,0.1-1.3,0.2-2,0.2c-1.7,0.1-3.3,1.4-3.2,3.2\t\t\t\tc0.1,1.7,1.4,3.4,3.2,3.2c3.7-0.3,7.3-1,10.9-1.6c5.5-1,11.1-2,16.6-3.1c11.7-2.3,23.4-4.7,35.1-7.1c3.5-0.7,7.1-1.5,10.6-2.2\t\t\t\tc1.7-0.4,2.7-2.4,2.3-4C87.9,199.7,86.1,198.8,84.4,199.2L84.4,199.2z\"><\/path>\t\t<\/g>\t<\/g>\t<g>\t\t<path fill=\"#1D1D1B\" d=\"M275.9,142.5c-5.6-8-11.9-15.6-19.2-22.1c-6.3-5.6-13.2-10.3-20.5-14.4c-4.9-2.8-10-5-15.4-6.3\t\t\tc-8.5-2.1-17.4-2.5-26.1-2.1c-9.2,0.4-18.1,2.1-26.6,5.7c-11.9,4.9-22.6,12.5-31.5,21.9c-5.7,6.1-10.6,12.8-14.8,20\t\t\tc-5.2,8.9-9.4,18.5-12.5,28.4c-1.7,5.7-3,11.5-3.5,17.4c-0.4,5.2-0.1,10.5,0.7,15.6c1.6,10.1,5.5,19.8,10.8,28.5\t\t\tc2.7,4.5,5.9,8.8,9.3,12.9c3.5,4.2,7.5,7.8,11.2,11.8c3.5,3.7,6.2,7.6,8.4,12.5c0.3,0.6,0.2,0.5,0.5,1.2c0.2,0.5,0.4,1.1,0.6,1.6\t\t\tc0.4,1.2,0.8,2.4,1.2,3.7c0.3,1.1,0.6,2.3,0.8,3.4c0.1,0.6,0.2,1.1,0.3,1.7c0.1,0.3,0.1,0.7,0.2,1c0,0.2,0,0.2,0,0.3\t\t\tc0,0,0,0.1,0,0.3c0.3,2.4,0.4,4.9,0.4,7.4c0,1.2-0.1,2.3-0.2,3.5c-0.1,1.1-0.2,2.2-0.3,3c-0.8,0.1-1.5,0.1-2.3,0.2\t\t\tc-2.3,0.2-4.6,0.4-6.8,0.8c-7.6,1.6-15.7,8.5-13.9,17c0.6,3,2.6,5.2,5,6.9c-1.6,1.5-2.8,3.4-3.6,5.6c-1.7,4.9,0,10.1,3.7,13.5\t\t\tc1.1,1,2.4,1.9,3.7,2.6c-0.2,0.2-0.5,0.4-0.7,0.6c-2.1,2.1-3.2,4.9-3.5,7.8c-0.6,5.3,3,10.1,7.7,12.2c2.4,1.1,5,1.8,7.7,2\t\t\tc0,0,0.1,0,0.1,0c2,5.8,4.6,11.4,9.4,15.4c6.6,5.5,15.7,7.8,24.1,8.4c7.5,0.5,15.1,0.4,22.7,0.2c2.9-0.1,5.7-0.1,8.6-0.4\t\t\tc5-0.5,9.9-2,14.2-4.7c7.2-4.5,11.8-11.5,15-19.2c1.5-0.1,2.9-0.2,4.4-0.4c5-0.7,10.6-2.1,13.7-6.4c1.8-2.6,2.1-6.2,1.6-9.2\t\t\tc-0.3-1.5-0.8-3-1.7-4.3c1.7-0.5,3.3-1.2,4.8-2.4c2.8-2.1,5-5.2,5.4-8.8c0.4-4-0.8-8.4-3.5-11.4c0.7-0.7,1.3-1.6,1.7-2.5\t\t\tc2.1-4.7,0.8-10-2.5-13.9c-3.2-3.7-8.1-5.8-12.7-7.1c-4-1.1-8.1-1.6-12.2-1.9c0.1-0.6,0.2-1.2,0.4-1.8c0.3-1.3,0.6-2.5,1-3.8\t\t\tc0.8-2.5,1.5-4.1,2.7-6.4c2.3-4.3,4.8-7.6,8.2-10.9c5.5-5.3,11.1-10.5,16.2-16.2c7-7.7,13.6-16.3,17.8-25.9\t\t\tc4.5-10.3,7-21.6,7.9-32.7c0.9-10.6-0.5-21.4-3.6-31.6C287.1,160.6,282.1,151.3,275.9,142.5z M133.8,317.5\t\t\tC133.7,317.4,133.7,317.3,133.8,317.5L133.8,317.5z M133.9,334.6C133.9,334.4,133.9,334.3,133.9,334.6L133.9,334.6z M138.9,340.3\t\t\tC138.7,340.3,138.8,340.3,138.9,340.3L138.9,340.3z M233.4,369.3c-0.7,1.4-1.4,2.7-2.3,4c-0.4,0.7-0.9,1.4-1.4,2\t\t\tc-0.1,0.1-0.6,0.7-0.1,0.1c-0.1,0.2-0.2,0.3-0.4,0.5c-0.3,0.4-0.7,0.8-1,1.2c-0.6,0.7-1.2,1.3-1.9,1.9c-0.3,0.3-0.6,0.6-0.9,0.8\t\t\tc-0.2,0.2-0.4,0.3-0.6,0.5c0,0-0.2,0.2-0.3,0.3c-1.6,1.2-3.3,2.2-5.2,3.1c0,0-0.1,0-0.1,0c-0.2,0.1-0.5,0.2-0.7,0.3\t\t\tc-0.5,0.2-1,0.4-1.5,0.5c-1.1,0.4-2.3,0.6-3.5,0.9c-1.3,0.2-2.3,0.3-3.9,0.4c-1.4,0.1-2.9,0.1-4.3,0.2c-7.5,0.2-15,0.3-22.4,0\t\t\tc-1.2-0.1-2.5-0.1-3.7-0.2c-0.1,0-0.1,0-0.2,0c-0.6-0.1-1.2-0.2-1.8-0.3c-1.4-0.2-2.7-0.5-4-0.8c-2.1-0.5-4.2-1.1-6.2-1.9\t\t\tc-0.1,0-0.4-0.2-0.5-0.2c-0.1-0.1-0.3-0.1-0.4-0.2c-0.4-0.2-0.8-0.4-1.1-0.5c-0.8-0.4-1.6-0.9-2.4-1.4c-0.4-0.2-0.7-0.5-1.1-0.8\t\t\tc0,0,0,0,0,0c-0.2-0.1-0.3-0.3-0.5-0.4c-0.7-0.6-1.3-1.2-1.9-1.8c-0.3-0.3-0.5-0.6-0.8-0.9c-0.1-0.1-0.2-0.3-0.3-0.4\t\t\tc-0.1-0.1-0.1-0.2-0.1-0.2c-0.5-0.6-0.9-1.3-1.3-2c-0.4-0.7-0.8-1.5-1.2-2.3c-0.2-0.4-0.3-0.7-0.5-1.1c0,0,0-0.1,0-0.1\t\t\tc-0.1-0.1-0.1-0.3-0.2-0.4c-0.2-0.5-0.4-1.1-0.6-1.6c1.2,0,2.3,0,3.5,0c7.7,0.1,15.4,0.3,23.2,0.2c7.8,0,15.5-0.1,23.3-0.1\t\t\tc7.7,0,15.4-0.1,23-0.1c2.3,0,4.7,0,7,0C233.6,368.8,233.5,369.1,233.4,369.3z M254.3,355.7c0,0.1-0.1,0.6-0.1,0.6\t\t\tc-0.1,0.3-0.2,0.7-0.3,1c0,0.1,0,0.1-0.1,0.1c0,0.1-0.1,0.1-0.1,0.2c0,0.1-0.1,0.1-0.1,0.2c0,0-0.1,0.1-0.2,0.2c0,0,0,0.1-0.1,0.1\t\t\tc0,0,0,0,0-0.1c0,0,0,0.1-0.1,0.1c-0.1,0.1-0.8,0.7-0.7,0.7c-0.3,0.2-0.6,0.4-0.9,0.6c-0.2,0.1-0.4,0.2-0.6,0.3\t\t\tc-0.1,0-0.5,0.2-0.6,0.3c-1.9,0.7-3.9,1.2-6,1.5c0,0-0.1,0-0.1,0c0,0-0.1,0-0.1,0c-0.3,0-0.5,0.1-0.8,0.1c-0.5,0.1-1,0.1-1.6,0.1\t\t\tc-1,0.1-2.1,0.1-3.1,0.1c-3.4,0.1-6.7,0-10.1,0c-7,0-14.1,0.1-21.1,0.1c-14.2,0.1-28.4,0.3-42.6,0c-3.6-0.1-7.1-0.1-10.7-0.1\t\t\tc-2.7,0-5.5,0.3-8.2,0c-0.1,0-0.3,0-0.4-0.1c-0.2,0-0.5-0.1-0.7-0.1c-0.5-0.1-1-0.2-1.5-0.4c-0.2-0.1-0.5-0.2-0.7-0.2\t\t\tc-0.1,0-0.3-0.1-0.4-0.2c-0.4-0.2-0.9-0.4-1.3-0.7c-0.2-0.1-0.4-0.3-0.6-0.4c-0.1,0-0.2-0.1-0.3-0.2c-0.3-0.3-0.6-0.5-0.9-0.8\t\t\tc-0.2-0.2-0.3-0.4-0.5-0.5c0.5,0.6,0.1,0.1,0-0.1c-0.1-0.2-0.3-0.4-0.4-0.6c-0.1-0.2-0.4-1.1-0.2-0.3c-0.1-0.2-0.2-0.4-0.2-0.7\t\t\tc0-0.1-0.1-0.5-0.1-0.7c0-0.4,0-0.8,0-1.1c0-0.1,0-0.4,0.1-0.5c0.1-0.4,0.2-0.8,0.3-1.1c0.1-0.2,0.2-0.4,0.2-0.7\t\t\tc0-0.1,0.1-0.3,0.2-0.4c0.1-0.2,0.2-0.4,0.3-0.6c0.1-0.1,0.1-0.2,0.2-0.2c0.2-0.2,0.3-0.3,0.5-0.5c0.1-0.1,0.2-0.2,0.3-0.2\t\t\tc0.5-0.3,0.9-0.6,1.4-0.8c0.2-0.1,0.4-0.2,0.6-0.3c0.1-0.1,0.3-0.1,0.4-0.2c1.2-0.4,2.3-0.7,3.5-1c0.6-0.1,1.1-0.2,1.7-0.3\t\t\tc0.1,0,0.3,0,0.4-0.1c0.4,0,0.7-0.1,1.1-0.1c2.2-0.2,4.5-0.3,6.7-0.3c0.1,0,0.3,0,0.4,0c7.6,0.2,15.3,0.4,22.9,0.6\t\t\tc13.5,0.4,27.1,0.7,40.6,0.9c10.2,0.2,20.4,0.4,30.5,0c0.2,0,0.3,0.1,0.5,0.1c0.1,0,0.5,0.2,0.5,0.2c0.2,0.1,0.3,0.2,0.5,0.3\t\t\tc0.1,0,0.4,0.3,0.4,0.3c0.3,0.3,0.6,0.5,0.8,0.8c0.1,0.1,0.3,0.4,0.3,0.4c0.2,0.3,0.3,0.5,0.4,0.8c0,0.1,0.2,0.5,0.2,0.5\t\t\tc0.1,0.3,0.2,0.6,0.2,0.9c0,0.1,0.1,0.5,0.1,0.6c0,0.2,0,0.5,0,0.7C254.3,355.2,254.3,355.5,254.3,355.7z M261.4,339\t\t\tc-0.2,0.2-0.3,0.4-0.5,0.5c-0.2,0.2-0.4,0.4-0.7,0.7c-0.1,0.1-0.4,0.3-0.4,0.3c0,0-0.1,0.1-0.1,0.1c-0.4,0.3-0.8,0.5-1.2,0.7\t\t\tc-0.2,0.1-0.3,0.2-0.5,0.3c-0.1,0-0.1,0.1-0.2,0.1c-0.1,0-0.2,0.1-0.3,0.1c-1,0.3-1.9,0.5-2.9,0.7c-1.1,0.1-2.3,0.2-3.4,0.2\t\t\tc-9.2,0.4-18.5,0.2-27.8,0.1c-12.8-0.2-25.5-0.5-38.3-0.8c-11.2-0.3-22.3-0.6-33.5-0.9c-3.3-0.1-6.6-0.2-10-0.3\t\t\tc-0.3,0-0.5,0-0.8,0c-0.1,0-0.4,0-0.6,0c-0.2,0-0.5-0.1-0.5-0.1c-0.3-0.1-0.6-0.2-0.9-0.3c-0.1,0-0.1,0-0.1,0\t\t\tc-0.3-0.1-0.5-0.3-0.8-0.4c-0.4-0.2-0.8-0.5-1.2-0.8c0,0-0.1,0-0.1-0.1c0,0-0.1-0.1-0.1-0.1c-0.2-0.1-0.3-0.3-0.5-0.4\t\t\tc-0.2-0.2-0.5-0.5-0.7-0.7c0-0.1-0.3-0.4-0.4-0.5c-0.2-0.3-0.5-0.7-0.7-1.1c-0.1-0.2-0.2-0.4-0.3-0.5c0-0.1-0.1-0.2-0.1-0.2\t\t\tc-0.1-0.3-0.2-0.6-0.2-0.9c0,0,0,0,0-0.1c0-0.5,0-1,0-1.5c0-0.1,0.1-0.6,0.2-0.8c0.1-0.3,0.2-0.6,0.3-0.8c0,0,0-0.1,0.1-0.2\t\t\tc0.2-0.4,0.4-0.8,0.6-1.2c0.1-0.2,0.2-0.3,0.3-0.5c0,0,0,0,0,0c0.1-0.1,0.2-0.2,0.3-0.3c0.3-0.3,0.6-0.6,0.9-0.8\t\t\tc0.1-0.1,0.2-0.1,0.2-0.2c0.2-0.1,0.4-0.3,0.6-0.4c0.1,0,0.2-0.1,0.3-0.1c0.1,0,0.5-0.2,0.5-0.2c0.2-0.1,0.4-0.1,0.6-0.1\t\t\tc0,0,0,0,0.1,0c0,0,0.1,0,0.2,0c0,0,0.1,0,0.1,0c3.3,0.9,6.8,1.3,10.2,1.5c4.9,0.3,9.8-0.3,14.7-0.6c5.5-0.4,11-0.7,16.5-0.8\t\t\tc22-0.6,43.9,0.4,65.9,0.8c2.8,0,5.6,0.1,8.3,0.1c1.1,0,2.2,0.1,3.3,0c0.3,0.1,0.7,0.2,1,0.3c0,0,0,0,0.1,0c0,0,0,0,0.1,0\t\t\tc0.2,0.1,0.4,0.2,0.6,0.3c0.1,0.1,0.2,0.1,0.3,0.2c0.1,0.1,0.2,0.1,0.2,0.2c0.2,0.2,0.3,0.3,0.5,0.5c0.1,0.1,0.4,0.5,0.3,0.3\t\t\tc0.2,0.3,0.4,0.6,0.6,0.9c0.1,0.2,0.2,0.3,0.2,0.5c-0.3-0.7,0,0.1,0.1,0.2c0.1,0.4,0.2,0.8,0.3,1.2c0.1,0.2,0.1,0.4,0.1,0.7\t\t\tc0,0.1,0,0.3,0.1,0.4c0.1,0.8,0.1,1.6,0.1,2.4c0,0,0,0,0,0c-0.1,0.3-0.1,0.5-0.2,0.8c0,0.1-0.1,0.1-0.1,0.2\t\t\tc-0.1,0.2-0.2,0.4-0.3,0.7C261.8,338.4,261.6,338.7,261.4,339z M260.9,321C260.9,321,260.9,321,260.9,321L260.9,321z M260,329.3\t\t\tC260,329.2,260,329.2,260,329.3L260,329.3z M261.2,315.3C261.1,315.2,261.1,315.2,261.2,315.3L261.2,315.3z M257.2,311.1\t\t\tc1,0.6,1.2,0.7,2,1.5c0.9,0.9,1.2,1.2,1.7,2.2c0.1,0.2,0.2,0.3,0.3,0.5c0,0.1,0.1,0.1,0.1,0.2c0.2,0.4,0.3,0.9,0.4,1.3\t\t\tc0,0.1,0.1,0.4,0.1,0.4c0,0.1,0,0.3,0,0.4c0,0.2,0,0.4,0,0.6c0,0.1,0,0.5,0,0.6c-0.1,0.4-0.2,0.8-0.3,1.1c0-0.1-0.3,0.6-0.4,0.7\t\t\tc0,0.1-0.1,0.1-0.1,0.1c-0.2,0.2-0.3,0.4-0.5,0.5c0,0,0,0,0,0c0,0-0.1,0-0.2,0.1c-0.1,0.1-0.2,0.1-0.2,0.1c0,0-0.1,0-0.1,0\t\t\tc-0.3,0.1-0.7,0.2-1,0.2c0,0-0.9,0-1,0c-1,0-2.1,0-3.1,0c-20.7-0.2-41.4-1.2-62.1-1.1c-10.5,0-20.9,0.4-31.3,1.2\t\t\tc-4.5,0.4-8.9,0.7-13.4,0.3c-2.2-0.2-3.7-0.4-6-0.9c-2-0.4-3.9-1-5.4-1.8c-0.4-0.2-0.8-0.5-1.2-0.7c-0.1-0.1-0.2-0.2-0.4-0.3\t\t\tc-0.1,0-0.1-0.1-0.1-0.1c-0.3-0.3-0.6-0.6-1-0.9c0,0,0,0-0.1-0.1c-0.1-0.2-0.2-0.3-0.3-0.5c-0.1-0.1-0.2-0.3-0.2-0.4c0,0,0,0,0,0\t\t\tc-0.1-0.3-0.2-0.6-0.3-0.9c0,0,0,0.1,0,0.2c0-0.1,0-0.1,0-0.2c0-0.1,0-0.2,0-0.2c0,0,0,0,0,0c0-0.2,0-0.4,0-0.6c0-0.1,0-0.1,0-0.1\t\t\tc0.1-0.3,0.1-0.7,0.3-1.1c0-0.1,0.2-0.6,0.2-0.7c0.2-0.4,0.3-0.7,0.6-1c0.1-0.2,0.2-0.3,0.3-0.5c0,0,0.3-0.4,0.4-0.5\t\t\tc0.5-0.6,1.1-1.2,1.7-1.7c0.1-0.1,0.5-0.4,0.6-0.4c0.4-0.3,0.9-0.5,1.3-0.8c0.4-0.2,0.7-0.3,1.1-0.5c-0.7,0.3,0.3-0.1,0.5-0.2\t\t\tc0.7-0.2,1.3-0.4,2-0.6c0.3-0.1,0.5-0.1,0.8-0.2c0.1,0,0.2,0,0.3-0.1c1.2-0.2,2.5-0.3,3.7-0.4c5.2-0.5,10.3-1,15.5-1.3\t\t\tc20-1.3,40.1-1,60,0.4c5.1,0.4,10.2,0.8,15.3,1.2c4.9,0.4,9.4,0.9,14.1,2.3C253.9,309.4,255.2,309.9,257.2,311.1z M160.2,181.9\t\t\tc-1-0.4-1.9-0.9-2.8-1.6c-0.1-0.1-0.4-0.3-0.4-0.4c-0.2-0.2-0.4-0.4-0.6-0.6c0,0,0,0,0,0c-0.2-0.2-0.3-0.5-0.4-0.7\t\t\tc0-0.1-0.1-0.1-0.1-0.1c0,0,0-0.1,0-0.2c0-0.1-0.1-0.5-0.1-0.6c0-0.2,0-0.4,0-0.6c0-0.1,0-0.1,0-0.1c0,0,0-0.1,0-0.1\t\t\tc0.1-0.2,0.1-0.4,0.2-0.6c0,0,0.2-0.5,0.2-0.5c0.1-0.2,0.2-0.4,0.4-0.6c0,0,0.3-0.4,0.4-0.5c0.2-0.2,0.3-0.4,0.5-0.5\t\t\tc0.1-0.1,0.2-0.2,0.3-0.2c0.2-0.1,0.4-0.3,0.6-0.4c0.1-0.1,0.2-0.1,0.3-0.2c0,0,0.1,0,0.3-0.1c0.3-0.1,0.5-0.1,0.8-0.2\t\t\tc0.1,0,0.4-0.1,0.5-0.1c0.3,0,0.6,0,0.8,0c0,0,0.5,0.1,0.6,0.1c0.6,0.1,1.2,0.3,1.8,0.5c0.1,0,0.2,0.1,0.3,0.1\t\t\tc0,0,0.1,0.1,0.2,0.1c0.3,0.2,0.6,0.3,0.9,0.5c2.1,1.2,3.7,3.1,5,5.5c1.2,2.1,2,4,2.7,6.2c-0.1,0-0.3-0.1-0.4-0.1\t\t\tc-3-0.9-5.9-1.8-8.9-2.8c-0.5-0.2-1.1-0.4-1.6-0.5c-0.3-0.1-0.6-0.2-0.9-0.3C160.7,182.1,160.3,181.9,160.2,181.9z M156.3,179.3\t\t\tC156,179,156.2,179.2,156.3,179.3L156.3,179.3z M184.9,217.6c-0.4-7.5-1.2-15.2-2.9-22.7c9.4,2,19.1,2.9,28.6,1.7\t\t\tc0.3,2.6,0.5,5.2,0.8,7.7c1.4,14.3,2.3,28.6,2.7,42.9c0.4,14.3,0.4,28.7-0.1,43c-0.1,2.6-0.2,5.2-0.3,7.8\t\t\tc-10.5-0.6-21-0.8-31.5-0.7c1.1-13,1.9-26,2.4-39C185.1,244.9,185.7,231.2,184.9,217.6z M217.7,184c0.1-0.2,0.2-0.4,0.3-0.5\t\t\tc0.2-0.5,0.5-0.9,0.8-1.4c0,0,0.3-0.4,0.4-0.5c0.2-0.2,0.3-0.4,0.5-0.6c0.2-0.2,0.4-0.4,0.7-0.6c0.1-0.1,0.1-0.1,0.1-0.2\t\t\tc0,0,0.1-0.1,0.2-0.1c0.4-0.3,0.9-0.6,1.4-0.8c0.1,0,0.5-0.2,0.6-0.2c0.2-0.1,0.4-0.1,0.6-0.1c0.1,0,0.5,0,0.5,0\t\t\tc0.1,0,0.2,0,0.3,0c-0.1,0,0.5,0.1,0.6,0.1c0.2,0,0.4,0.1,0.6,0.2c0,0,0.4,0.2,0.5,0.2c0.3,0.2,0.6,0.3,0.8,0.5\t\t\tc0,0,0.6,0.6,0.7,0.7c0,0,0.1,0.1,0.1,0.1c0,0,0,0.1,0.1,0.1c0,0.1,0.2,0.5,0.2,0.5c0,0.2,0.1,0.3,0.1,0.5c0,0,0,0,0,0\t\t\tc0,0.2,0,0.4,0,0.6c0,0-0.1,0.3-0.2,0.6c-0.1,0.1-0.2,0.4-0.2,0.5c0,0-0.3,0.4-0.3,0.5c-0.3,0.3-0.6,0.6-0.9,0.9\t\t\tc-0.1,0.1-0.1,0.1-0.1,0.1c0,0-0.1,0.1-0.2,0.1c-0.3,0.2-0.5,0.4-0.8,0.5c-0.5,0.3-1.1,0.6-1.7,0.9c-0.2,0.1-0.4,0.2-0.7,0.3\t\t\tc-0.1,0-0.7,0.3-0.7,0.3c-0.7,0.3-1.4,0.5-2.2,0.8c-1,0.3-2,0.6-3,0.9c0-0.7,0.1-1.3,0.2-1.9c0.1-0.7,0.3-1.3,0.5-2\t\t\tc0.1-0.3,0.2-0.6,0.3-0.9C217.7,184,217.7,184,217.7,184z M284.5,220c-1.3,5.3-3,10.3-5.4,15c-2.4,4.7-5.3,9.1-8.4,13.2\t\t\tc-1.2,1.6-2.8,3.6-4.3,5.4c-1.5,1.8-3,3.5-4.6,5.2c-2.8,3-5.7,5.8-8.6,8.6c-2.4,2.3-4.8,4.4-7.1,6.8c-3.5,3.7-6.5,8-8.7,12.6\t\t\tc-1.9,4.1-3.2,8.3-4,12.7c-4.4-0.4-8.7-0.7-13.1-1c1.2-25.9,0.9-51.9-1-77.7c-0.5-6.7-1-13.4-1.7-20c-0.2-1.8-0.4-3.5-0.6-5.3\t\t\tc0.7-0.2,1.3-0.3,2-0.5c5.7-1.6,12.7-4.1,14.8-10.2c2.1-6.3-3.7-12-9.8-12.3c-6.3-0.3-11.2,5.2-12.8,10.8c-0.7,2.2-0.9,4.6-0.9,7\t\t\tc-0.9,0.1-1.7,0.2-2.9,0.3c-3,0.2-6.1,0.3-9.1,0.1c-2.8-0.1-5.8-0.4-8.3-0.8c-3.3-0.5-6.6-1.2-9.8-1.9c-1-3.3-2.3-6.6-3.8-9.7\t\t\tc-2.9-5.9-7.9-11-14.7-11.6c-6.2-0.6-12.6,4.4-12.5,11c0.2,6.6,6.4,9.6,11.8,11.5c4.6,1.5,9.2,3,13.9,4.2c0.3,1,0.5,2,0.8,3\t\t\tc1.4,6,2.2,11.7,2.6,17.7c1,12.6,0.5,25.3,0.1,37.9c-0.4,12.7-1,25.4-2,38.1c-0.2,2.5-0.4,5-0.6,7.6c-1.3,0-2.6,0.1-3.9,0.1\t\t\tc-5.2,0.2-10.4,0.5-15.6,1c1-9.3,0-18.9-3.6-27.7c-2-4.9-4.7-9.4-8.2-13.5c-3.5-4.1-7.6-7.7-11.2-11.7c-3.5-3.9-6.3-7.5-9.1-11.9\t\t\tc-1.4-2.1-2.6-4.3-3.8-6.5c-0.6-1.1-1.1-2.1-1.6-3.2c-0.5-1-1.1-2.5-1.4-3.1c-3.8-9.4-5.8-18.6-5.2-28.6c0.3-5.4,1.4-10.8,3-16.1\t\t\tc0.8-2.7,1.7-5.4,2.7-8c0.9-2.4,1.8-4.5,2.7-6.6c3.6-8.2,8-16.1,13.3-23.3c0.3-0.4,0.6-0.8,0.9-1.3c0.1-0.2,0.2-0.3,0.3-0.5\t\t\tc0-0.1,0.1-0.1,0.1-0.1c0,0,0-0.1,0.1-0.1c0.6-0.8,1.3-1.6,1.9-2.4c1.2-1.4,2.4-2.8,3.7-4.2c2.4-2.6,4.9-5,7.6-7.3\t\t\tc0.6-0.5,1.2-1,1.8-1.5c0.3-0.2,0.6-0.5,0.9-0.7c0.2-0.1,0.4-0.3,0.5-0.4c-0.7,0.5,0,0,0.1-0.1c1.2-0.9,2.5-1.9,3.8-2.7\t\t\tc2.5-1.7,5-3.2,7.7-4.6c1.2-0.6,2.4-1.2,3.6-1.8c0.6-0.3,1.1-0.5,1.7-0.8c0.3-0.1,0.6-0.2,0.8-0.4c0,0,0,0,0.1,0\t\t\tc0.1-0.1,0.3-0.1,0.3-0.1c2.2-0.9,4.4-1.7,6.7-2.4c2-0.6,4-1.1,6-1.6c0.9-0.2,1.8-0.4,2.8-0.5c0.4-0.1,0.8-0.1,1.3-0.2\t\t\tc0.2,0,0.4-0.1,0.6-0.1c7.2-0.9,14.7-0.9,21.9-0.3c1,0.1,1.9,0.2,2.9,0.3c0.1,0,0.6,0.1,0.6,0.1c0.1,0,0.1,0,0.2,0\t\t\tc0.5,0.1,1,0.2,1.6,0.2c1.7,0.3,3.4,0.6,5.1,1.1c1.5,0.4,2.9,0.8,4.3,1.3c0.7,0.2,1.3,0.5,1.9,0.7c0.3,0.1,0.6,0.2,0.9,0.4\t\t\tc0.1,0,0.1,0,0.1,0.1c0.1,0,0.2,0.1,0.3,0.1c5.3,2.3,10.4,5.4,15.1,8.6c4,2.7,7.3,5.3,10.9,8.6c3.5,3.2,6.7,6.6,9.8,10.2\t\t\tc3.1,3.6,5.5,6.9,8.3,10.9c2.9,4.2,5.6,8.5,7.9,13c2.3,4.6,4.1,9.1,5.6,14.2c0.7,2.6,1.4,5.1,1.9,7.8c0.5,2.7,0.8,4.6,1,7.2\t\t\tC288.3,199.7,287.1,209.8,284.5,220z M227.7,181.9C227.8,182.3,227.7,182.1,227.7,181.9L227.7,181.9z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M133,315.6C133,315.6,133,315.6,133,315.6C133,315.6,133,315.6,133,315.6c0-0.2,0-0.2,0-0.2\t\t\tC133,315.5,133,315.5,133,315.6z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M253.4,358.1C253.4,358.1,253.4,358.1,253.4,358.1c0.1-0.1,0.1-0.2,0.2-0.3\t\t\tC253.6,357.8,253.6,357.9,253.4,358.1z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M386.8,239.8c-19.2-5.8-38.6-10.7-58.3-14.5c-5.6-1.1-11.1-2.1-16.7-3c-1.7-0.3-3.6,0.4-4,2.3\t\t\tc-0.4,1.6,0.5,3.7,2.3,4c19.8,3.2,39.4,7.5,58.7,12.7c5.5,1.5,10.9,3.1,16.3,4.7c1.6,0.5,3.6-0.6,4-2.3\t\t\tC389.5,242.1,388.5,240.4,386.8,239.8z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M318.3,158.1c5.2-2.6,10.5-5.3,15.8-7.9c11.6-5.8,23.3-11.5,34.9-17.5c3.6-1.8,7.3-3.6,10.7-5.7\t\t\tc1.5-0.9,2.1-2.9,1.2-4.4c-0.9-1.5-2.9-2.1-4.4-1.2c-2.9,1.8-6,3.3-9.1,4.9c-5.3,2.7-10.6,5.4-15.9,8\t\t\tc-11.6,5.8-23.2,11.5-34.7,17.3c-3.4,1.7-7,3.4-10.3,5.3c-1.5,0.9-2,2.9-1.2,4.4c0.9,1.5,2.9,2,4.4,1.2\t\t\tC312.4,160.9,315.3,159.5,318.3,158.1z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M308.4,48.4c-1.1-1.1-3.5-1.4-4.6,0c-10.4,13.5-21.5,26.4-33.2,38.8c-3.3,3.5-6.7,7-10.2,10.5\t\t\tc-1.2,1.2-1.2,3.3,0,4.6c1.2,1.2,3.3,1.2,4.6,0c12-12,23.5-24.6,34.3-37.8c3.1-3.8,6.1-7.6,9.1-11.4\t\t\tC309.4,51.6,309.7,49.7,308.4,48.4z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M202.3,78.4c1.5,0.3,3.7-0.5,4-2.3c2.4-16.6,4.8-33.3,7.2-49.9c0.7-4.7,1.4-9.4,2-14.1\t\t\tc0.2-1.7-0.4-3.6-2.3-4c-1.5-0.3-3.7,0.5-4,2.3c-2.4,16.6-4.8,33.3-7.2,49.9c-0.7,4.7-1.4,9.4-2,14.1\t\t\tC199.8,76,200.4,77.9,202.3,78.4z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M132,83.8c1.4,1.7,2.7,3.4,4,5c0,0,0,0,0,0c0.1,0.2,0.2,0.3,0.4,0.5c0.2,0.3,0.4,0.6,0.6,0.9\t\t\tc0.3,0.4,0.6,0.9,0.9,1.4c0.9,1.5,2.9,2.1,4.4,1.2c1.5-0.9,2.1-2.9,1.2-4.4c-1.7-2.7-3.8-5.1-5.8-7.6c-3.2-4-6.5-7.9-9.7-11.8\t\t\tc-7.2-8.6-14.5-17.1-21.7-25.7c-2.4-2.9-4.9-5.7-7.2-8.6c-1.1-1.4-3.5-1.1-4.6,0c-1.4,1.4-1.1,3.2,0,4.6\t\t\tc5.1,6.5,10.7,12.8,16,19.1C117.8,66.7,125,75.2,132,83.8z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M26.4,117.2c14.9,7.8,30.2,14.8,45.9,20.9c4.5,1.8,8.9,3.4,13.4,5.1c1.6,0.6,3.6-0.6,4-2.3\t\t\tc0.4-1.8-0.6-3.4-2.3-4C72,131.3,57,125,42.2,117.8c-4.2-2-8.3-4.1-12.5-6.3c-1.6-0.8-3.5-0.4-4.4,1.2\t\t\tC24.4,114.2,24.9,116.3,26.4,117.2z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M17.3,216.2C17.3,216.2,17.3,216.2,17.3,216.2C17.3,216.2,17.3,216.2,17.3,216.2\t\t\tC17.3,216.2,17.3,216.2,17.3,216.2z\"><\/path>\t\t<path fill=\"#1D1D1B\" d=\"M86.7,202.7c-8.2,1.7-16.4,3.4-24.7,5.1c-11.8,2.4-23.7,4.8-35.6,6.9c-2.4,0.4-4.8,0.8-7.2,1.2\t\t\tc-0.5,0.1-1,0.1-1.5,0.2c-0.1,0-0.3,0-0.4,0.1c0.2,0,0.3,0,0,0c-0.1,0-0.2,0-0.3,0c0.1,0,0.2,0,0.3,0c0,0-0.1,0-0.1,0\t\t\tc-0.7,0.1-1.3,0.2-2,0.2c-1.7,0.1-3.3,1.4-3.2,3.2c0.1,1.7,1.4,3.4,3.2,3.2c3.7-0.3,7.3-1,10.9-1.6c5.5-1,11.1-2,16.6-3.1\t\t\tc11.7-2.3,23.4-4.7,35.1-7.1c3.5-0.7,7.1-1.5,10.6-2.2c1.7-0.4,2.7-2.4,2.3-4C90.2,203.2,88.4,202.3,86.7,202.7z\"><\/path>\t<\/g><\/g><\/svg><\/span><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-ee18a451 gb-headline-text gb-headline-small\"><strong>am Riff unstrukturierter Dokumente<\/strong><\/h3>\n\n\n\n<p>Ein Beispiel: <mark class=\"has-inline-color has-marker-text-color\">PDFs und Office-Dokumente<\/mark> (Word-, Excel-, Powerpoint-Dateien etc.)&nbsp; unterscheiden sich im Aufbau und <mark class=\"has-inline-color has-marker-text-color\">sind unstrukturiert<\/mark>. D.h. als Informationsperlentaucher k\u00f6nnen wir uns hier auf keine Struktur verlassen, sollten wir diese Dokumente automatisiert auslesen.<\/p>\n\n<\/div>\n\n\n<h3 class=\"gb-headline gb-headline-5daa93c7 gb-headline-text gb-headline-medium\">3 Wege zur Datenextraktion<\/h3>\n\n\n\n<p>Auf dem Weg zu den Daten stehen uns drei verschiedene Ans\u00e4tze zur Verf\u00fcgung:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Manuell<\/mark>: Jemand schaut sich die Datenbasis an. Dies ist jedoch zeitaufwendig und fehleranf\u00e4llig schon bei mehr als f\u00fcnf Dokumenten.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Automatisiert<\/mark>: Mehrere Dokumente werden einer Programmroutine \u00fcbergeben. Zum Beispiel wird ein Word-Dokument in ein PDF umgewandelt, inklusive <a href=\"https:\/\/easy-software.com\/de\/glossar\/ocr-optical-character-recognition\/\">OCR (Optical Character Recognition).<\/a> Anschlie\u00dfend kann eine andere Routine automatisiert die erkannten Textelemente extrahieren.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Human-in-the-Loop<\/mark>: Nach der Datenextraktion \u00fcberpr\u00fcft oft ein Mensch die ausgelesenen Daten: immer dann, wenn Programmroutinen unsichere Ergebnisse liefern und dies der pr\u00fcfenden Person dies auch mitteilen.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"gb-headline gb-headline-ff6440dc gb-headline-text gb-headline-medium\">Vorteile der automatisierten Datenextraktion<\/h3>\n\n\n\n<p>Manuelles Auslesen von Daten ist zeitaufwendig und erm\u00fcdend. Unternehmen m\u00f6chten Zeit und Geld sparen, und die automatische Datenextraktion bietet hier gro\u00dfe Vorteile. Gleichzeitig entlastet dieser Extraktionsprozess Mitarbeitende von erm\u00fcdenden T\u00e4tigkeiten.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Effizienzsteigerung<\/mark>: Automatisierte Datenextraktion beschleunigt den Prozess und reduziert manuelle Eingriffe. Das f\u00fchrt zu einer schnelleren Bearbeitung.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Genauigkeit<\/mark>: Moderne L\u00f6sungen nutzen K\u00fcnstliche Intelligenz (KI) und maschinelles Lernen, um die Genauigkeit der extrahierten Daten zu erh\u00f6hen und Fehler zu minimieren.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Kostensenkung<\/mark>: Durch die Automatisierung k\u00f6nnen Unternehmen Kosten sparen, die sonst f\u00fcr manuelle Dateneingabe anfallen w\u00fcrden.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"gb-headline gb-headline-ec4df682 gb-headline-text gb-headline-medium\">Anwendungsbeispiele im ECm-bereich<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Rechnungsverarbeitung<\/mark>: Die automatisierte Datenextraktion spielt eine entscheidende Rolle w\u00e4hrend der <a href=\"https:\/\/easy-software.com\/de\/elektronische-eingangsrechnung\/\">Eingangsrechnungsverarbeitung<\/a> in der <a href=\"https:\/\/easy-software.com\/de\/digitale-belegerfassung\/\">Belegerfassung<\/a>. Eingehende Rechnungen werden gescannt und die relevanten Daten wie Rechnungsnummer, Datum, Betrag und Lieferant automatisch extrahiert und als <a href=\"https:\/\/easy-software.com\/de\/glossar\/beleg\/\">Beleg<\/a> weiterverarbeitet. Dies war lange Zeit der Standardweg. <mark class=\"has-inline-color has-marker-text-color\">Mit der <a href=\"https:\/\/easy-software.com\/de\/e-rechnung\/\">E-Rechnung<\/a> \u00e4ndert sich das<\/mark>: Hier muss nur das XML z.B. einer <a href=\"https:\/\/easy-software.com\/de\/newsroom\/xrechnung-oder-zugferd-der-kommende-standard-zur-elektronischen-rechnungsstellung-mit-der-oeffentlichen-verwaltung\/\">XRechnung<\/a> ausgelesen werden \u2013 und schon stehen die gew\u00fcnschten Daten zur Verf\u00fcgung. Der E-Rechnungsprozess verzichtet somit auf Scan-in und OCR. Dies erm\u00f6glicht eine schnelle und fehlerfreie Verarbeitung der Rechnungen, was zu einer beschleunigten Zahlungsabwicklung und einer besseren Kontrolle \u00fcber die Finanzen f\u00fchrt.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">Vertragsmanagement<\/mark><strong>: <\/strong>Hier hilft die Datenextraktion dabei, wichtige Vertragsdaten wie Vertragsparteien, Laufzeiten, K\u00fcndigungsfristen und Zahlungsbedingungen zu erfassen. Diese Informationen werden aus den Vertr\u00e4gen extrahiert und in ein zentrales <a href=\"https:\/\/easy-software.com\/de\/vertragsmanagement\/\">Vertragsmanagementsystem<\/a> \u00fcberf\u00fchrt. Dadurch wird die Verwaltung und Nachverfolgung von Vertr\u00e4gen erheblich vereinfacht, was zu einer besseren Einhaltung von Fristen und einer effizienteren Verwaltung f\u00fchrt.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:78px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"gb-headline gb-headline-4c37cc61 gb-headline-text gb-headline-medium\">Herausforderungen und L\u00f6sungen<\/h2>\n\n\n\n<p>Die Datenextraktion bringt einige Herausforderungen mit sich, die jedoch mit den richtigen Ans\u00e4tzen und Technologien gemeistert werden k\u00f6nnen.<\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-dfd170c6 gb-headline-text gb-headline-small\">Vielfalt der Datenquellen<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Herausforderung<\/mark>: Unterschiedliche Datenquellen wie Datenbanken, PDFs und Office-Dokumente erschweren die einheitliche Extraktion und Verarbeitung.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">L\u00f6sung<\/mark>: Flexible Datenextraktions-Tools, die verschiedene Formate und Quellen unterst\u00fctzen, k\u00f6nnen helfen. Gerade der Einsatz von KI und maschinellem Lernen erm\u00f6glicht es, sich an unterschiedliche Datenstrukturen anzupassen und die Extraktion zu vereinfachen.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"gb-headline gb-headline-d767758c gb-headline-text gb-headline-small\">Datenkomplexit\u00e4t<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Herausforderung:<\/mark> Unstrukturierte Daten, wie handschriftliche Notizen oder komplexe Tabellen, stellen eine besondere Herausforderung zur <a href=\"https:\/\/de.wikipedia.org\/wiki\/Informationsextraktion\" target=\"_blank\" rel=\"noreferrer noopener\">Informationsextraktion<\/a> dar.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">L\u00f6sungansatz<\/mark>: Der Einsatz von fortschrittlichen OCR-Technologien (Optical Character Recognition) und Natural Language Processing (NLP) kann helfen, auch komplexe und unstrukturierte Daten zu extrahieren und zu verarbeiten.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"gb-headline gb-headline-d10123c4 gb-headline-text gb-headline-small\">Fehlerbehandlung und -\u00fcberwachung<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><mark class=\"has-inline-color has-marker-text-color\">Herausforderung<\/mark>: Fehler bei der Datenextraktion f\u00fchren oft zu ungenauen oder unvollst\u00e4ndigen Daten. Das beeintr\u00e4chtigt die Entscheidungsfindung.<\/li>\n\n\n\n<li><mark class=\"has-inline-color has-marker-text-color\">L\u00f6sung<\/mark>: Implementierung von \u00dcberwachungs- und Fehlerbehandlungsmechanismen, die automatisch auf Probleme hinweisen und Korrekturma\u00dfnahmen einleiten. Human-in-the-Loop-Ans\u00e4tze k\u00f6nnen ebenfalls helfen, die Genauigkeit zu erh\u00f6hen.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"gb-headline gb-headline-33d3843f gb-headline-text gb-headline-medium\">Datenextraktionsbrille auf f\u00fcr KlarSicht im Datenmeer<\/h2>\n\n\n\n<p>F\u00fcr Informationsperlentaucher ist die <mark class=\"has-inline-color has-marker-text-color\">Datenextraktion<\/mark> ist ein <mark class=\"has-inline-color has-marker-text-color\">essenzieller Prozess<\/mark>, der Unternehmen hilft, wertvolle Informationen aus verschiedenen Quellen zu gewinnen. Durch die Automatisierung dieses Prozesses k\u00f6nnen Effizienz, Genauigkeit und Kosteneinsparungen erheblich gesteigert werden. Trotz der Herausforderungen, wie Vielfalt der Datenquellen und Komplexit\u00e4t der Daten, bieten moderne Technologien und flexible Tools effektive L\u00f6sungen. Insgesamt erm\u00f6glicht die Datenextraktion eine schnellere und pr\u00e4zisere Datenverarbeitung, was zu besseren Entscheidungen und optimierten Gesch\u00e4ftsprozessen f\u00fchrt.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"gb-grid-wrapper gb-grid-wrapper-5f82ae83\">\n<div class=\"gb-grid-column gb-grid-column-2916d779\"><div class=\"gb-container gb-container-2916d779 product-col\" data-sal =\"fade\" data-sal-easing=\"easeInOutSine\"><a class=\"gb-container-link\" href=\"https:\/\/easy-software.com\/de\/easy-archive\/\" aria-label=\"Produkt easy archive\"><\/a>\n<div class=\"gb-container gb-container-875c0171\">\n\n<h2 class=\"gb-headline gb-headline-e95cfbbc gb-headline-text gb-headline-marked-headline\"><span>easy<mark style=\"background-color:var(--easy-white)\" class=\"has-inline-color has-easy-blue-color\">archive<\/mark><\/span><\/h2>\n\n<\/div>\n\n<div class=\"gb-container gb-container-852a5b1e\"><\/div>\n\n<div class=\"gb-container gb-container-d3cd68aa\">\n\n<p class=\"has-easy-white-color has-text-color\">Daten sicher und rechtskonform ablegen.<\/p>\n\n\n\n<span class=\"gb-button gb-button-7e027f88 gb-button-text-btn\"><span class=\"gb-button-text\">easy archive entdecken<\/span><span class=\"gb-icon\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 48 48\">  <path d=\"m29.95 39.1-3.25-3.2 9.6-9.65h-33V21.7h33l-9.6-9.65 3.25-3.2L45.05 24Z\"><\/path><\/svg><\/span><\/span>\n\n<\/div>\n<\/div><\/div>\n\n<div class=\"gb-grid-column gb-grid-column-1f2fac37\"><div class=\"gb-container gb-container-1f2fac37 product-col\" data-sal =\"fade\" data-sal-easing=\"easeInOutSine\"><a class=\"gb-container-link\" href=\"https:\/\/easy-software.com\/de\/easy-invoice\/\" aria-label=\"Produkt easy invoice\"><\/a>\n<div class=\"gb-container gb-container-0633cccb\">\n\n<h2 class=\"gb-headline gb-headline-d99cc43b gb-headline-text gb-headline-marked-headline\"><span>easy<mark style=\"background-color:var(--easy-white)\" class=\"has-inline-color has-easy-cyan-color\">invoice<\/mark><\/span><\/h2>\n\n<\/div>\n\n<div class=\"gb-container gb-container-89a53721\"><\/div>\n\n<div class=\"gb-container gb-container-05b55192\">\n\n<p class=\"has-easy-white-color has-text-color\">Rechnungen digital pr\u00fcfen und freigeben.<\/p>\n\n\n\n<span class=\"gb-button gb-button-393bc245 gb-button-text-btn\"><span class=\"gb-button-text\">easy invoice entdecken<\/span><span class=\"gb-icon\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 48 48\">  <path d=\"m29.95 39.1-3.25-3.2 9.6-9.65h-33V21.7h33l-9.6-9.65 3.25-3.2L45.05 24Z\"><\/path><\/svg><\/span><\/span>\n\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>F\u00fcr Unternehmen sind Daten die Informationsperlen im Dokumentenmeer. Und Datenextraktion ist der Vorgang, der uns zu Perlentauchern macht und zu diesen wertvollen Daten f\u00fchrt. <\/p>\n","protected":false},"author":64,"featured_media":0,"parent":0,"menu_order":0,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-212630","glossar","type-glossar","status-publish","format-standard","hentry","no-featured-image-padding"],"acf":[],"_links":{"self":[{"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/glossar\/212630","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/glossar"}],"about":[{"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/types\/glossar"}],"author":[{"embeddable":true,"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/users\/64"}],"version-history":[{"count":0,"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/glossar\/212630\/revisions"}],"wp:attachment":[{"href":"https:\/\/easy-software.com\/de\/wp-json\/wp\/v2\/media?parent=212630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}