{"id":314,"date":"2025-07-28T18:34:12","date_gmt":"2025-07-28T16:34:12","guid":{"rendered":"https:\/\/giulia-governatori.alwaysdata.net\/?post_type=projects&#038;p=314"},"modified":"2025-08-13T17:07:32","modified_gmt":"2025-08-13T15:07:32","slug":"real%e2%80%91estate-price-prediction","status":"publish","type":"projects","link":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/projects\/real%e2%80%91estate-price-prediction\/","title":{"rendered":"Analyser l\u2019\u00e9volution des prix \u2028de l\u2019immobilier avec Python"},"content":{"rendered":"<style>.kadence-column314_9d6f66-73 > .kt-inside-inner-col,.kadence-column314_9d6f66-73 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_9d6f66-73 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_9d6f66-73 > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_9d6f66-73 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_9d6f66-73 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_9d6f66-73{position:relative;}.kadence-column314_9d6f66-73, .kt-inside-inner-col > .kadence-column314_9d6f66-73:not(.specificity){margin-top:30px;margin-bottom:30px;}@media all and (max-width: 1024px){.kadence-column314_9d6f66-73 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_9d6f66-73 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_9d6f66-73\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id314_5c1a52-37 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id314_5c1a52-37 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id314_5c1a52-37 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-row kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column314_2d6597-2c > .kt-inside-inner-col,.kadence-column314_2d6597-2c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_2d6597-2c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_2d6597-2c > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_2d6597-2c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_2d6597-2c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_2d6597-2c{position:relative;}@media all and (max-width: 1024px){.kadence-column314_2d6597-2c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_2d6597-2c > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_2d6597-2c\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37, .wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37[data-kb-block=\"kb-adv-heading314_5d5bcb-37\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37[data-kb-block=\"kb-adv-heading314_5d5bcb-37\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading314_5d5bcb-37[data-kb-block=\"kb-adv-heading314_5d5bcb-37\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading314_5d5bcb-37 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading314_5d5bcb-37\">Immobilier \u2013 Les Plus Beaux Logis de Paris (Openclassroom)<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column314_7471ee-81 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column314_7471ee-81 > .kt-inside-inner-col,.kadence-column314_7471ee-81 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_7471ee-81 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_7471ee-81 > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_7471ee-81 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_7471ee-81 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_7471ee-81{position:relative;}.kadence-column314_7471ee-81, .kt-inside-inner-col > .kadence-column314_7471ee-81:not(.specificity){margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}@media all and (max-width: 1024px){.kadence-column314_7471ee-81 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_7471ee-81 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_7471ee-81\"><div class=\"kt-inside-inner-col\"><h1 style=\"padding-top:0px;padding-bottom:0px;padding-left:0px;padding-right:0px;margin-top:0px;margin-bottom:0px;margin-left:0px;margin-right:0px;\" class=\"wp-block-post-title\">Analyser l\u2019\u00e9volution des prix \u2028de l\u2019immobilier avec Python<\/h1><\/div><\/div>\n\n\n<style>.kadence-column314_3c17be-80 > .kt-inside-inner-col{display:flex;}.kadence-column314_3c17be-80 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column314_3c17be-80 > .kt-inside-inner-col,.kadence-column314_3c17be-80 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_3c17be-80 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_3c17be-80 > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column314_3c17be-80 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column314_3c17be-80 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column314_3c17be-80 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_3c17be-80 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_3c17be-80{position:relative;}@media all and (max-width: 1024px){.kadence-column314_3c17be-80 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column314_3c17be-80 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_3c17be-80\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id314_7d01ee-71{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-sm, 1rem);max-width:922px;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(20% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)));}.kb-row-layout-id314_7d01ee-71 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id314_7d01ee-71 > .kt-row-column-wrap{padding-bottom:1px;grid-template-columns:minmax(0, 1fr) minmax(0, 1fr) minmax(0, 2fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id314_7d01ee-71 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-right-half kt-row-valign-top\">\n<style>.kadence-column314_5ab044-34 > .kt-inside-inner-col{display:flex;}.kadence-column314_5ab044-34 > .kt-inside-inner-col,.kadence-column314_5ab044-34 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_5ab044-34 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_5ab044-34 > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column314_5ab044-34 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column314_5ab044-34 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column314_5ab044-34 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_5ab044-34 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_5ab044-34{position:relative;}@media all and (max-width: 1024px){.kadence-column314_5ab044-34 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column314_5ab044-34 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_5ab044-34\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6, .wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6[data-kb-block=\"kb-adv-heading314_1ebd77-f6\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;color:#ff275d;}.wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6[data-kb-block=\"kb-adv-heading314_1ebd77-f6\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading314_1ebd77-f6[data-kb-block=\"kb-adv-heading314_1ebd77-f6\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading314_1ebd77-f6 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading314_1ebd77-f6\">Fictif<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column314_fe0383-80 > .kt-inside-inner-col,.kadence-column314_fe0383-80 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_fe0383-80 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_fe0383-80 > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_fe0383-80 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_fe0383-80 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_fe0383-80{position:relative;}@media all and (max-width: 1024px){.kadence-column314_fe0383-80 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_fe0383-80 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_fe0383-80\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9, .wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9[data-kb-block=\"kb-adv-heading314_252848-c9\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9[data-kb-block=\"kb-adv-heading314_252848-c9\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading314_252848-c9[data-kb-block=\"kb-adv-heading314_252848-c9\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading314_252848-c9 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading314_252848-c9\">|<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column314_e791ae-4a > .kt-inside-inner-col,.kadence-column314_e791ae-4a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_e791ae-4a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_e791ae-4a > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_e791ae-4a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_e791ae-4a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_e791ae-4a{position:relative;}@media all and (max-width: 1024px){.kadence-column314_e791ae-4a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_e791ae-4a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_e791ae-4a\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47, .wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47[data-kb-block=\"kb-adv-heading314_3a3eaf-47\"]{text-align:left;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47[data-kb-block=\"kb-adv-heading314_3a3eaf-47\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading314_3a3eaf-47[data-kb-block=\"kb-adv-heading314_3a3eaf-47\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading314_3a3eaf-47 project-dates wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading314_3a3eaf-47\">11\/04\/2025 &gt; 07\/05\/2025<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column314_76f72e-56 > .kt-inside-inner-col,.kadence-column314_76f72e-56 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_76f72e-56 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_76f72e-56 > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_76f72e-56 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_76f72e-56 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_76f72e-56{position:relative;}@media all and (max-width: 1024px){.kadence-column314_76f72e-56 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_76f72e-56 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_76f72e-56\"><div class=\"kt-inside-inner-col\">\n<hr class=\"wp-block-separator aligncenter has-text-color has-theme-palette-4-color has-alpha-channel-opacity has-theme-palette-4-background-color has-background is-style-wide\" style=\"margin-top:20px\"\/>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column314_e17bab-15 > .kt-inside-inner-col{display:flex;}.kadence-column314_e17bab-15 > .kt-inside-inner-col,.kadence-column314_e17bab-15 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_e17bab-15 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}.kadence-column314_e17bab-15 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column314_e17bab-15 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column314_e17bab-15 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column314_e17bab-15{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column314_e17bab-15 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_e17bab-15{position:relative;}.kadence-column314_e17bab-15, .kt-inside-inner-col > .kadence-column314_e17bab-15:not(.specificity){margin-top:30px;margin-bottom:0px;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column314_e17bab-15{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column314_e17bab-15{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column314_e17bab-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_e17bab-15\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id314_e23804-08 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id314_e23804-08 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id314_e23804-08 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-sm, 1rem);padding-top:10px;padding-bottom:24px;grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id314_e23804-08 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id314_e23804-08 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id314_e23804-08 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id314_e23804-08 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column314_a28c32-6c > .kt-inside-inner-col,.kadence-column314_a28c32-6c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_a28c32-6c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_a28c32-6c > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_a28c32-6c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_a28c32-6c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_a28c32-6c{position:relative;}@media all and (max-width: 1024px){.kadence-column314_a28c32-6c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_a28c32-6c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_a28c32-6c\"><div class=\"kt-inside-inner-col\"><style>.kb-gallery-id-314_ab5307-d0.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius, .kb-gallery-id-314_ab5307-d0.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius img{height:350px;}.kb-gallery-id-314_ab5307-d0 .kadence-blocks-gallery-item .kb-gal-image-radius, .kb-gallery-id-314_ab5307-d0 .kb-slide-item .kb-gal-image-radius img{border-radius:0px 0px 0px 0px;;}.kb-gallery-wrap-id-314_ab5307-d0.wp-block-kadence-advancedgallery{overflow:visible;}.kb-gallery-wrap-id-314_ab5307-d0.wp-block-kadence-advancedgallery .kt-blocks-carousel{overflow:visible;max-width:100%;}.kb-gallery-id-314_ab5307-d0 .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page{background-color:transparent;box-shadow:inset 0 0 0 1px #fff;-webkit-transition:box-shadow 0.3s ease;-moz-transition:box-shadow 0.3s ease;transition:box-shadow 0.3s ease;}.kb-gallery-id-314_ab5307-d0 .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page.is-active{background-color:transparent;box-shadow:inset 0 0 0 8px #fff;}<\/style><div class=\"kb-gallery-wrap-id-314_ab5307-d0 alignnone wp-block-kadence-advancedgallery\"><div class=\"kb-gallery-ul kb-gallery-non-static kb-gallery-type-fluidcarousel kb-gallery-id-314_ab5307-d0 kb-gallery-caption-style-bottom-hover kb-gallery-filter-none kb-gallery-magnific-init\" data-image-filter=\"none\" data-lightbox-caption=\"true\"><div class=\"kt-blocks-carousel splide kt-carousel-container-dotstyle-outlinelight kt-carousel-arrowstyle-blackonlight kt-carousel-dotstyle-outlinelight kb-slider-group-arrow kb-slider-arrow-position-center\" data-slider-anim-speed=\"1500\" data-slider-scroll=\"1\" data-slider-arrows=\"true\" data-slider-dots=\"true\" data-slider-hover-pause=\"false\" data-slider-auto=\"1\" data-slider-speed=\"3000\" data-slider-type=\"fluidcarousel\" data-slider-center-mode=\"true\" data-slider-gap=\"10px\" data-slider-gap-tablet=\"10px\" data-slider-gap-mobile=\"10px\" data-show-pause-button=\"false\"><div class=\"splide__track\"><ul class=\"kt-blocks-carousel-init kb-blocks-fluid-carousel splide__list\"><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1.webp\" data-id=\"886\" class=\"wp-image-886 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_1-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2.webp\" data-id=\"887\" class=\"wp-image-887 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_2-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3.webp\" data-id=\"888\" class=\"wp-image-888 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_3-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4.webp\" data-id=\"889\" class=\"wp-image-889 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_4-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5.webp\" data-id=\"890\" class=\"wp-image-890 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_5-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6.webp\" data-id=\"891\" class=\"wp-image-891 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_6-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7.webp\" data-id=\"892\" class=\"wp-image-892 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_7-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8.webp\" data-id=\"893\" class=\"wp-image-893 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_8-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9.webp\" data-id=\"894\" class=\"wp-image-894 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_9-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10.webp\" data-id=\"895\" class=\"wp-image-895 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_10-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11.webp\" width=\"1334\" height=\"753\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11.webp\" data-id=\"896\" class=\"wp-image-896 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11-600x339.webp 600w, 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data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12.webp\" data-id=\"897\" class=\"wp-image-897 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12.webp 1334w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_12-768x434.webp 768w\" sizes=\"auto, (max-width: 1334px) 100vw, 1334px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column314_9e7d22-ad > .kt-inside-inner-col,.kadence-column314_9e7d22-ad > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column314_9e7d22-ad > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column314_9e7d22-ad > .kt-inside-inner-col{flex-direction:column;}.kadence-column314_9e7d22-ad > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column314_9e7d22-ad > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column314_9e7d22-ad{position:relative;}@media all and (max-width: 1024px){.kadence-column314_9e7d22-ad > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column314_9e7d22-ad > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column314_9e7d22-ad\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-content-wrap{padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-contents-title-wrap{color:#9b9958;}.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-contents-title{color:#9b9958;font-size:35px;line-height:5px;font-family:'Crimson Text';font-weight:400;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-content-wrap .kb-table-of-content-list{color:#cef8a9;font-size:22px;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id314_0d1307-fc .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette2, #2B6CB0);}<\/style><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Contexte<\/h2>\n\n\n\n<p>En tant que Business Intelligence Analyst chez ESN\u202fData (fictif), j\u2019ai \u00e9t\u00e9 sollicit\u00e9 par Jade (la directrice) pour accompagner \u201cLes Plus Beaux Logis de Paris\u201d dans deux missions successives\u202f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"translation-block\">Analyse historique\u202f: \u00e9tudier l\u2019\u00e9volution des prix de l\u2019immobilier parisien (2017\u20132021) afin d\u2019identifier les dynamiques de march\u00e9 et les corr\u00e9lations cl\u00e9s.<\/li>\n\n\n\n<li><strong>Mod\u00e9lisation pr\u00e9dictive et clustering\u202f<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Construire une r\u00e9gression lin\u00e9aire pour pr\u00e9dire la valorisation future du portefeuille d\u2019actifs de l\u2019entreprise.<\/li>\n\n\n\n<li>Mettre en place un algorithme de clustering K\u2011Means pour classifier automatiquement les biens (appartements vs locaux commerciaux) et r\u00e9pondre au besoin exprim\u00e9 par Louise (directrice \u00ab Les Plus Beaux Logis de Paris \u00bb).<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Datasets<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>df_histo_immo<\/strong>: historique des ventes immobili\u00e8res \u00e0 Paris entre 2017 et 2021 (transactions\u202f=\u202f26196 , champs\u202f: date de mutation, valeur fonci\u00e8re, adresse numero, adresse voie, code postale, nom commune, code type local, type de bien, surface).<\/li>\n\n\n\n<li><strong>df_actifs: portefeuille<\/strong> d\u2019actifs de l\u2019entreprise pour 2022, deux versions :\n<ul class=\"wp-block-list\">\n<li><strong>Portefeuille\u202f1\u202f<\/strong>\u202f: 275\u202fbiens (154\u202fparticuliers,\u202f121\u202fcorporate)<\/li>\n\n\n\n<li><strong>Portefeuille\u202f2<\/strong>: 469\u202fbiens (310\u202fparticuliers,\u202f159\u202fcorporate) .<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u00c9chantillon clustering<\/strong>: donn\u00e9es des biens transmises par l\u2019\u00e9quipe de Louise pour valider le K\u2011Means.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Workflow<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Environnement\u202f: Jupyter Notebook (Python\u202f3) biblioth\u00e8ques\u202fpandas, numpy, matplotlib, seaborn, plotly, statsmodel, scikit\u2011learn.<\/li>\n\n\n\n<li><strong>EDA<\/strong>:\n<ul class=\"wp-block-list\">\n<li>V\u00e9rification des types, comptage total et par type de bien.<\/li>\n\n\n\n<li>Calcul de l\u2019intervalle temporel des donn\u00e9es.<\/li>\n\n\n\n<li>\u00c9volution du prix moyen\u202f\u20ac\/m\u00b2 global et par arrondissement (2017\u21922021).<\/li>\n\n\n\n<li>Analyse de repr\u00e9sentativit\u00e9 (r\u00e9partition appartements vs locaux).<\/li>\n\n\n\n<li>Tests de corr\u00e9lation de Pearson\u202f: prix\u202f\u20ac\/m\u00b2 vs date, prix\u202f\u20ac\/m\u00b2 vs surface.<\/li>\n\n\n\n<li>Comparaison des prix\u202f\u20ac\/m\u00b2 entre appartements et locaux.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>R\u00e9gression lin\u00e9aire\u202f<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Pr\u00e9\u2011traitement\u202f: transformation logarithmique de la variable cible, one\u2011hot encoding des codes postaux, s\u00e9paration temporelle train\/test (train\u202f: \u2264\u202f2020, test\u202f: 2021).<\/li>\n\n\n\n<li>Entra\u00eenement d\u2019un mod\u00e8le LinearRegression et \u00e9valuation par MAE en pourcentage.<\/li>\n\n\n\n<li>Validation\u202f: cible\u202f&lt;\u202f10\u202f% d\u2019erreur moyenne.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>K-Means clustering<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Pr\u00e9paration\u202f: calcul du prix\u202f\u20ac\/m\u00b2, gestion des valeurs manquantes, s\u00e9lection de la variable.<\/li>\n\n\n\n<li>Application de K\u2011Means (k=2), interpr\u00e9tation des centres, association aux cat\u00e9gories (appartement vs local).<\/li>\n\n\n\n<li>\u00c9valuation\u202f: f1\u2011score, accuracy, matrice de confusion.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Insights<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tendances de march\u00e9<\/strong>: la tendance avant covid \u00e9tait fortement croissante, apr\u00e8s il y a eu un ralentissement. Chaque arrondissement se diff\u00e9rencie des autres pour le prix, mais il mantient plus au moins la m\u00eame tendance.<\/li>\n\n\n\n<li><strong>Repr\u00e9sentativit\u00e9\u202f<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Historique\u202f2021\u202f: 92,9\u202f%\u202fappartements vs\u202f7,1\u202f%\u202flocaux<\/li>\n\n\n\n<li>Portefeuille\u202f1\u202f: 56,0\u202f%\u202fappartements vs\u202f44,0\u202f%\u202flocaux<\/li>\n\n\n\n<li>Portefeuille\u202f2\u202f: 66,1\u202f%\u202fappartements vs\u202f33,9\u202f%\u202flocaux<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Pr\u00e9dictions<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Valorisation portefeuille\u202f1\u202f: 67,5\u202fM\u20ac (particuliers)\u202f|\u202f111,9\u202fM\u20ac (corporate)<\/li>\n\n\n\n<li>Valorisation portefeuille\u202f2\u202f: 788,5\u202fM\u20ac (particuliers)\u202f|\u202f52\u202f454,8\u202fM\u20ac (corporate) .<\/li>\n\n\n\n<li>Erreur moyen pond\u00e9r\u00e9e: 1,08% train, 1,11% test<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Clustering<\/strong>:\n<ul class=\"wp-block-list\">\n<li>f1\u2011score\u202f=\u202f1,00\u202f; accuracy\u202f=\u202f100\u202f%<\/li>\n\n\n\n<li>Classification sans erreur (matrice de confusion parfaite).<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Business Impact<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Les directeurs disposent d\u00e9sormais d\u2019une <strong>analyse historique<\/strong> solide pour comprendre les dynamiques de prix par arrondissement.<\/li>\n\n\n\n<li>Le mod\u00e8le de <strong>r\u00e9gression <\/strong>permet d\u2019anticiper la valorisation future du portefeuille avec une erreur ma\u00eetris\u00e9e (&lt;\u202f1,5%), facilitant les d\u00e9cisions d\u2019investissement.<\/li>\n\n\n\n<li>Le <strong>clustering <\/strong>automatis\u00e9 remplace l\u2019enqu\u00eate manuelle, \u00e9conomise du temps et garantit une classification fiable des biens.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Links<\/h2>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/1ey17dDv5BZtJgPRliRZdf8gFkH_ACWwn?usp=sharing\" data-type=\"link\" data-id=\"https:\/\/colab.research.google.com\/drive\/1ey17dDv5BZtJgPRliRZdf8gFkH_ACWwn?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Notebook (EDA)<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P8\/Governatori_Giulia_2_presentation_042025.pdf\" data-type=\"link\" data-id=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P8\/Governatori_Giulia_2_presentation_042025.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Pr\u00e9sentation<\/a><\/p>\n\n\n<style>.kadence-column311_6aa044-75 > .kt-inside-inner-col{display:flex;}.kadence-column311_6aa044-75{max-width:1140px;margin-left:auto;margin-right:auto;}.wp-block-kadence-column.kb-section-dir-horizontal:not(.kb-section-md-dir-vertical)>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}.kadence-column311_6aa044-75 > .kt-inside-inner-col,.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;align-items:center;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column311_6aa044-75{position:relative;}@media all and (min-width: 1025px){.wp-block-kadence-column.kb-section-dir-horizontal>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}}@media all and (max-width: 1024px){.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.wp-block-kadence-column.kb-section-sm-dir-vertical:not(.kb-section-sm-dir-horizontal):not(.kb-section-sm-dir-specificity)>.kt-inside-inner-col>.kadence-column311_6aa044-75{max-width:1140px;-webkit-flex:1;flex:1;margin-left:auto;margin-right:auto;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column311_6aa044-75\"><div class=\"kt-inside-inner-col\">\n<style>\n  .project-select-wrapper {\n    display: flex;\n    align-items: center;\n    gap: 0.5rem;\n    font-family: 'Roboto Mono', monospace;\n    position: relative;\n  }\n\n  .project-select-wrapper label {\n    font-weight: 600;\n    margin: 0;\n    white-space: nowrap; 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nettoyez les donn\u00e9es \u2028du stock d'une boutique<\/a>\n    <a href=\"\/fr\/projects\/sales-dashboard-recs-bottleneck\/\">Am\u00e9liorez les performances de l'entreprise<\/a>\n    <a href=\"\/fr\/projects\/customer-satisfaction-tracking-bestmarket\/\">Manipuler une base de donn\u00e9es avec SQL pour suivre la satisfaction client<\/a>\n    <a href=\"\/fr\/projects\/gdpr%E2%80%91compliant-data-collection\/\">Collecter des donn\u00e9es \u2028en respectant les normes RGPD<\/a>\n    <a href=\"\/fr\/projects\/analyze-customer-churn\/\">Visualiser des donn\u00e9es avec Excel<\/a>\n    <a href=\"\/fr\/projects\/sql-practice-housing-insurance\/\">Requ\u00eater une base de donn\u00e9es avec SQL<\/a>\n    <a href=\"\/fr\/projects\/analysis-of-my-business-intelligence-analyst-training\/\">Analyse de ma formation de Business Intelligence Analyst<\/a>\n  <\/div>\n<\/div>\n\n<script>\n  const toggle = document.getElementById('project-toggle');\n  const wrapper = document.querySelector('.project-select-wrapper');\n\n  toggle.addEventListener('click', () => {\n    wrapper.classList.toggle('open');\n  });\n\n  document.addEventListener('click', (e) => {\n    if (!wrapper.contains(e.target)) {\n      wrapper.classList.remove('open');\n    }\n  });\n\n  document.querySelectorAll('.dropdown-menu a').forEach(link => {\n    link.addEventListener('click', () => {\n      window.location.href = link.href;\n    });\n  });\n<\/script>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Real estate &#8211; Les Plus Beaux Logis de Paris (Openclassroom) Fictional | 11\/04\/2025 &gt; 07\/05\/2025 Context As a Business Intelligence Analyst at ESN Data (fictional), I was asked by Jade (the director) to support \u201cLes Plus Beaux Logis de Paris\u201d on two consecutive missions: Datasets Workflow Insights Business Impact Links Notebook (EDA) Presentation<\/p>","protected":false},"featured_media":292,"menu_order":1,"template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":""},"categories":[8,4,5,7,37,19,15,6,13,10,32,9],"class_list":["post-314","projects","type-projects","status-publish","has-post-thumbnail","hentry","category-data-cleaning","category-data-methods","category-data-tools","category-exploratory-data-analysis","category-forecasting","category-google-collab","category-kpi-tracking","category-languages","category-market-segmentation","category-ml-ai-engineering","category-python","category-statistical-analysis"],"_links":{"self":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects\/314","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/types\/projects"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media\/292"}],"wp:attachment":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media?parent=314"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/categories?post=314"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}