{"id":21458,"date":"2021-05-26T16:16:48","date_gmt":"2021-05-26T14:16:48","guid":{"rendered":"https:\/\/smartprofile.io\/?p=21458"},"modified":"2021-05-28T13:15:33","modified_gmt":"2021-05-28T11:15:33","slug":"puzzelen-naar-de-relevante-data","status":"publish","type":"post","link":"https:\/\/smartprofile.io\/nl\/blog-nl\/puzzelen-naar-de-relevante-data\/","title":{"rendered":"Puzzelen naar de relevante data"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5inxx3-597c402f074c1bd8b33fba272b1c89e1\">\n#top .hr.hr-invisible.av-kp5inxx3-597c402f074c1bd8b33fba272b1c89e1{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-kp5inxx3-597c402f074c1bd8b33fba272b1c89e1 hr-invisible  avia-builder-el-0  el_before_av_textblock  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  class='av_textblock_section av-kp5ioow7-127fa58922361ab1606745a8230332d6 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><h1><strong>Puzzelen naar de relevante data<\/strong><\/h1>\n<\/div><\/section>\n<section  class='av_textblock_section av-kp5iq2kk-4215f62e929c28452903b8ce0ddd642e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><em>Door de blogs van enkele collega\u2019s ben ik ge\u00ebnthousiasmeerd geraakt om mijn gedachtes ook met zwart op wit te vereeuwigen. Ik ben Jari Marijnissen, Data Scientist bij Smart Profile en onderdeel van het <a href=\"https:\/\/smartprofile.io\/nl\/over-ons\/smart-profile-labs\/\">Smart Profile Labs team<\/a>. Vandaag leg ik je graag uit waarom ik data zo interessant vindt.<\/em><\/p>\n<\/div><\/section>\n<div class='flex_column_table av-kp5jfeh3-fe1cee3930bbd914b22ac84490130981 sc-av_two_third av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jfeh3-fe1cee3930bbd914b22ac84490130981\">\n.flex_column.av-kp5jfeh3-fe1cee3930bbd914b22ac84490130981{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-kp5jfeh3-fe1cee3930bbd914b22ac84490130981 av_two_third  avia-builder-el-3  el_after_av_textblock  el_before_av_one_third  first flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  column-top-margin'     ><section  class='av_textblock_section av-kp5ir9yj-5c92ada4150cda9987c5262b002ed410 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Zo\u2019n 9 jaar geleden werd het befaamde artikel gepubliceerd in de Harvard Business Review, <a href=\"https:\/\/hbr.org\/2012\/10\/data-scientist-the-sexiest-job-of-the-21st-century\">Data Scientist: The Sexiest Job of the 21st Century<\/a>. Destijds zat ik nog met een Binas in mijn handen, zwetend de gemiddelde snelheid van een voertuig te berekenen om mijn eerste SET natuurkunde te halen.<\/p>\n<p>Enkele jaren later bleek dat ik data toch sexier vind dan de snelheid van een Fiat Multipla. Voor menig jongeman zijn auto\u2019s natuurlijk veel interessanter dan wat cijfertjes en letters die op je scherm staan. Dus ik hoor je denken: \u201cJari, wat maakt data nou zo leuk?\u201d. Leuk dat je het vraagt!<\/p>\n<\/div><\/section><\/div>\n<div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2gv72j6-bbd0d7f16cf5b769532cfeb9f8c0ddbd\">\n.flex_column.av-2gv72j6-bbd0d7f16cf5b769532cfeb9f8c0ddbd{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-2gv72j6-bbd0d7f16cf5b769532cfeb9f8c0ddbd av_one_third  avia-builder-el-5  el_after_av_two_third  el_before_av_section  avia-builder-el-last  flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  column-top-margin'     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jcyma-7a40d4bdc23ddf1f924e5a85bc536072\">\n.avia-image-container.av-kp5jcyma-7a40d4bdc23ddf1f924e5a85bc536072 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-kp5jcyma-7a40d4bdc23ddf1f924e5a85bc536072 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-kp5jcyma-7a40d4bdc23ddf1f924e5a85bc536072 av-styling- avia-align-center  avia-builder-el-6  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-21475 avia-img-lazy-loading-not-21475 avia_image ' src=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-managment-01-1-300x199.png\" alt='' title='Data managment-01'  height=\"199\" width=\"300\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-managment-01-1-300x199.png 300w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-managment-01-1-1030x683.png 1030w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-managment-01-1-768x509.png 768w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-managment-01-1-1536x1019.png 1536w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5j14v2-d9ab5bd304ac7d7e6dcaf9fe90880ff5\">\n.avia-section.av-kp5j14v2-d9ab5bd304ac7d7e6dcaf9fe90880ff5{\nbackground-color:#eaeaea;\nbackground-image:unset;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-kp5j14v2-d9ab5bd304ac7d7e6dcaf9fe90880ff5 main_color avia-section-default avia-no-border-styling  avia-builder-el-7  el_after_av_one_third  el_before_av_hr  avia-bg-style-scroll container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-21458'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jiii1-90d252d4a17d67e50c4488f03caee1e4\">\n#top .hr.hr-invisible.av-kp5jiii1-90d252d4a17d67e50c4488f03caee1e4{\nheight:5px;\n}\n<\/style>\n<div  class='hr av-kp5jiii1-90d252d4a17d67e50c4488f03caee1e4 hr-invisible  avia-builder-el-8  el_before_av_one_fourth  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div class='flex_column_table av-kp5jgbkz-6fcf9a8c526af41a52e6ebbe4e4fb885 sc-av_one_fourth av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jgbkz-6fcf9a8c526af41a52e6ebbe4e4fb885\">\n.flex_column.av-kp5jgbkz-6fcf9a8c526af41a52e6ebbe4e4fb885{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-kp5jgbkz-6fcf9a8c526af41a52e6ebbe4e4fb885 av_one_fourth  avia-builder-el-9  el_after_av_hr  el_before_av_three_fourth  first flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5izb8b-2fa4766acc75b17a42d5ee6d291f2f76\">\n.avia-image-container.av-kp5izb8b-2fa4766acc75b17a42d5ee6d291f2f76 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-kp5izb8b-2fa4766acc75b17a42d5ee6d291f2f76 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-kp5izb8b-2fa4766acc75b17a42d5ee6d291f2f76 av-styling- avia-align-center  avia-builder-el-10  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-21478 avia-img-lazy-loading-not-21478 avia_image ' src=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-300x267.png\" alt='' title='Puzzle character-01'  height=\"267\" width=\"300\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-300x267.png 300w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-1030x915.png 1030w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-768x682.png 768w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-1536x1365.png 1536w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-2048x1820.png 2048w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-1500x1333.png 1500w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Puzzle-character-01-1-705x627.png 705w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/div><div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jbzn0-b8c6a87efe4e83a975fb01c4c910b2d7\">\n.flex_column.av-kp5jbzn0-b8c6a87efe4e83a975fb01c4c910b2d7{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-kp5jbzn0-b8c6a87efe4e83a975fb01c4c910b2d7 av_three_fourth  avia-builder-el-11  el_after_av_one_fourth  avia-builder-el-last  flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  '     ><section  class='av_textblock_section av-kp5iskmf-572296d5bd6b8879b07a1e64a1c2015a '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><h2><strong>Puzzelen<\/strong><\/h2>\n<p>Het begon allemaal tijdens de tweede periode van het tweede jaar van mijn HBO-studie Informatica. Na een kleine anderhalf jaar code kloppen, kwam daar de periode waar we data gingen analyseren. Iets dat ik hierna vergelijk met een puzzel.<\/p>\n<p>De alom bekende Contoso demodataset werd ondersteboven gekeerd om de onontdekte feitjes te ontdekken. Eerst werden de \u2018bekende\u2019 feitjes in beeld gebracht, de hoekjes en randen van de puzzel, om vervolgens aan de hand van deze informatie de unknown unknowns te achterhalen, de effen gekleurde puzzelstukjes.<\/p>\n<p>Naast de data van Contoso werd er ook nog gevraagd naar inzichten op basis van externe data. Zie het als een uitbreidingsset van 500 stukjes. De 500 stukjes die ons net het inzicht gaven, waardoor er meer waarde gehaald kon worden uit de data. Super tof!<\/p>\n<\/div><\/section><\/div><\/div><!--close column table wrapper. Autoclose: 1 --><\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-21458'><div class='entry-content-wrapper clearfix'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5juwrl-7b0b83bc010f8db24f043c5ad3a90b4d\">\n#top .hr.hr-invisible.av-kp5juwrl-7b0b83bc010f8db24f043c5ad3a90b4d{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-kp5juwrl-7b0b83bc010f8db24f043c5ad3a90b4d hr-invisible  avia-builder-el-13  el_after_av_section  el_before_av_one_half  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-29ykgb6-fe71f9c191359b1625d03d95c8b7775f\">\n.flex_column.av-29ykgb6-fe71f9c191359b1625d03d95c8b7775f{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-29ykgb6-fe71f9c191359b1625d03d95c8b7775f av_one_half  avia-builder-el-14  el_after_av_hr  el_before_av_one_half  first flex_column_div av-zero-column-padding  '     ><section  class='av_textblock_section av-kp5itdon-eb58b5458b27c66599d068c49d1090da '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><h2><strong>Externe data<\/strong><\/h2>\n<p>Deze uitbreidingsset kan van allerlei verschillende domeinen zijn, wil je bijvoorbeeld weerdata toevoegen of toch demografische data om een ander inzicht te cre\u00ebren? Dit is op zichzelf al een opdracht of een, je raadt het al, puzzel. Afhankelijk van de vraag, wordt het internet doorkruist op zoek naar die ene relevante dataset. Maar wat ik minstens zo leuk vind is om te pionieren naar een dataset die onverwachts toch waarde kan toevoegen aan een project.<\/p>\n<p>Zo kwam ik ooit een open source bron (<a href=\"https:\/\/openaddresses.io\/\">OpenAdresses<\/a>) tegen waarin de geo-co\u00f6rdinaten zijn vastgelegd van diverse landen in de wereld. Waaronder Taiwan en Chili, om maar een paar exotische voorbeelden te noemen. Deze data kon gebruikt worden om bedrijven binnen een bepaalde radius te vinden van een locatie, bijvoorbeeld een kantoor van een organisatie. Hiermee kan de markt van een bepaald kantoor in beeld gebracht worden.<\/p>\n<\/div><\/section><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1gxzfg2-978876367267d935358f2ae8a37be0f1\">\n.flex_column.av-1gxzfg2-978876367267d935358f2ae8a37be0f1{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-1gxzfg2-978876367267d935358f2ae8a37be0f1 av_one_half  avia-builder-el-16  el_after_av_one_half  el_before_av_section  avia-builder-el-last  flex_column_div av-zero-column-padding  '     ><section  class='av_textblock_section av-kp5itrg6-40ee20a7417c6ad52a9f2860d3fb773e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Een ander leuk aspect van de externe data vind ik het ontsluiten van deze nieuwe databron. Waar je af en toe een relevante Excel- of CSV-sheet vindt van het CBS of Statbel, vind je op andere momenten een API, waar je een script moet schrijven om hiervan de data te verkrijgen. Wederom is het hier puzzelen om de data te bemachtigen. Van dit proces is de hiervoor genoemde bron ook een mooi voorbeeld. Er kan een bestand worden bemachtigd van de website of je kan een volledige set ophalen via de API. Er leiden meerdere wegen naar Rome.<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jkhkn-0215ae90d69b1b909068e31627e76ce6\">\n.avia-section.av-kp5jkhkn-0215ae90d69b1b909068e31627e76ce6{\nbackground-color:#eaeaea;\nbackground-image:unset;\n}\n<\/style>\n<div id='av_section_2'  class='avia-section av-kp5jkhkn-0215ae90d69b1b909068e31627e76ce6 main_color avia-section-default avia-no-border-styling  avia-builder-el-18  el_after_av_one_half  avia-builder-el-last  avia-bg-style-scroll container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-21458'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jsyjx-eba8b42c5b5ce4803c6c7de253af6925\">\n#top .hr.hr-invisible.av-kp5jsyjx-eba8b42c5b5ce4803c6c7de253af6925{\nheight:5px;\n}\n<\/style>\n<div  class='hr av-kp5jsyjx-eba8b42c5b5ce4803c6c7de253af6925 hr-invisible  avia-builder-el-19  el_before_av_three_fourth  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div class='flex_column_table av-kp5jhg9r-18976d210863de59a25921039243f250 sc-av_three_fourth av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jhg9r-18976d210863de59a25921039243f250\">\n.flex_column.av-kp5jhg9r-18976d210863de59a25921039243f250{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-kp5jhg9r-18976d210863de59a25921039243f250 av_three_fourth  avia-builder-el-20  el_after_av_hr  el_before_av_one_fourth  first flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  '     ><p><section  class='av_textblock_section av-kp5iuhvh-39cdf83bb35bf12ec27308690b7b15c8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>De puzzel naar zowel de relevante data als het ontsluiten van deze data is voor mij een van de aspecten die het werken met data zo leuk maakt. \u2018Een van de\u2019 inderdaad. Er zijn nog zoveel andere toffe dingen die je kan doen en maken met data. Wat te denken van een grafiek van de snelheid van een Fiat Multipla.<\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jsa06-d2882a2c9fc7fa08ab4ff7e85f2ffcb7\">\n#top .av_textblock_section.av-kp5jsa06-d2882a2c9fc7fa08ab4ff7e85f2ffcb7 .avia_textblock{\ncolor:#5000af;\n}\n<\/style>\n<section  class='av_textblock_section av-kp5jsa06-d2882a2c9fc7fa08ab4ff7e85f2ffcb7 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><p><em>Vond je dit blog van Jari interessant? Kom met hem in contact via <a href=\"https:\/\/www.linkedin.com\/in\/jari-marijnissen-87a9bb8a\/\">LinkedIn,<\/a> of schrijf je in voor de <a href=\"https:\/\/smartprofile.io\/nl\/inschrijven-voor-nieuwsbrief\/\">nieuwsbrief<\/a> om op de hoogte te blijven van de laatste nieuwtjes.<\/em><\/p>\n<\/div><\/section><\/p><\/div><div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-lj0epe-a3c02d74ee69c5ffcebc78a38295dbce\">\n.flex_column.av-lj0epe-a3c02d74ee69c5ffcebc78a38295dbce{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-lj0epe-a3c02d74ee69c5ffcebc78a38295dbce av_one_fourth  avia-builder-el-23  el_after_av_three_fourth  avia-builder-el-last  flex_column_table_cell av-equal-height-column av-align-middle av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kp5jcfv1-fe8007dac49a1386ebac83a7b17787b4\">\n.avia-image-container.av-kp5jcfv1-fe8007dac49a1386ebac83a7b17787b4 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-kp5jcfv1-fe8007dac49a1386ebac83a7b17787b4 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-kp5jcfv1-fe8007dac49a1386ebac83a7b17787b4 av-styling- avia-align-center  avia-builder-el-24  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-21472 avia-img-lazy-loading-not-21472 avia_image ' src=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-blog-01-1-300x206.png\" alt='' title='Data blog-01'  height=\"206\" width=\"300\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-blog-01-1-300x206.png 300w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-blog-01-1-1030x707.png 1030w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-blog-01-1-768x527.png 768w, https:\/\/smartprofile.io\/wp-content\/uploads\/2021\/05\/Data-blog-01-1-1536x1054.png 1536w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/div><\/div><!--close column table wrapper. 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