{"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\">Real estate &#8211; 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\">Real\u2011Estate Price Prediction<\/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\">Fictional<\/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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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\"   role=\"button\" aria-haspopup=\"dialog\"><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, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/P8_11-768x434.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_12.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><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_12.webp\" width=\"1334\" height=\"753\" alt=\"\" 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\">Context<\/h2>\n\n\n\n<p>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:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Historical analysis<\/strong>: study the evolution of real estate prices in Paris (2017\u20132021) to identify market dynamics and key correlations.<\/li>\n\n\n\n<li><strong>Predictive modeling and clustering<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Build a linear regression model to predict the future valuation of the company\u2019s asset portfolio.<\/li>\n\n\n\n<li>Implement a K-Means clustering algorithm to automatically classify properties (apartments vs commercial spaces), addressing a request from Louise (director at \u201cLes Plus Beaux Logis de Paris\u201d).<\/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>: historical property sales in Paris from 2017 to 2021 (transactions = 26,196, fields: transaction date, sale price, street number, street name, postal code, city, property type code, property type, surface)<\/li>\n\n\n\n<li><strong>df_actifs: company<\/strong> asset portfolio for 2022, in two versions:\n<ul class=\"wp-block-list\">\n<li><strong>Portfolio 1<\/strong>: 275 properties (154 individuals, 121 corporate)<\/li>\n\n\n\n<li><strong>Portfolio 2<\/strong>: 469 properties (310 individuals, 159 corporate)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Clustering sample<\/strong>: property data provided by Louise\u2019s team to validate the K-Means model<\/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>Environment: Jupyter Notebook (Python 3) using pandas, numpy, matplotlib, seaborn, plotly, statsmodels, scikit-learn<\/li>\n\n\n\n<li><strong>EDA<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Type checking, counting by property type<\/li>\n\n\n\n<li>Time span calculation<\/li>\n\n\n\n<li>Evolution of average price per m\u00b2 overall and by district (2017\u21922021)<\/li>\n\n\n\n<li>Representativeness analysis (apartments vs commercial)<\/li>\n\n\n\n<li>Pearson correlation tests: price\/m\u00b2 vs date, price\/m\u00b2 vs surface<\/li>\n\n\n\n<li>Price\/m\u00b2 comparison between apartments and commercial units<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Linear regression<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Preprocessing: log transformation of target variable, one-hot encoding of postal codes, time-based train\/test split (train \u2264 2020, test = 2021)<\/li>\n\n\n\n<li>Model training with LinearRegression, evaluation using MAE as percentage<\/li>\n\n\n\n<li>Validation goal: &lt;10% mean error<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>K-Means clustering<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Preparation: compute price per m\u00b2, handle missing values, variable selection<\/li>\n\n\n\n<li>K-Means application (k=2), cluster interpretation, mapping to categories (apartment vs commercial)<\/li>\n\n\n\n<li>Evaluation: f1-score, accuracy, confusion matrix<\/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>Market trends<\/strong>: Prices rose steadily before COVID, then slowed down. Each district has its own price level but follows a similar trend.<\/li>\n\n\n\n<li><strong>Representativeness<\/strong>:\n<ul class=\"wp-block-list\">\n<li>2021 historical data: 92.9% apartments vs 7.1% commercial<\/li>\n\n\n\n<li>Portfolio 1: 56.0% apartments vs 44.0% commercial<\/li>\n\n\n\n<li>Portfolio 2: 66.1% apartments vs 33.9% commercial<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Predictions<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Portfolio 1 valuation: \u20ac67.5M (individual) | \u20ac111.9M (corporate)<\/li>\n\n\n\n<li>Portfolio 2 valuation: \u20ac788.5M (individual) | \u20ac52,454.8M (corporate)<\/li>\n\n\n\n<li>Weighted mean error: 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-score = 1.00; accuracy = 100%<\/li>\n\n\n\n<li>Perfect classification (confusion matrix with no errors)<\/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>Executives now have a solid <strong>historical analysis<\/strong> to understand price dynamics by district<\/li>\n\n\n\n<li>The <strong>regression <\/strong>model anticipates portfolio valuation with controlled error (&lt;1.5%), supporting investment decisions<\/li>\n\n\n\n<li>Automated <strong>clustering <\/strong>replaces manual categorization, saving time and ensuring reliable property classification<\/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\">Presentation<\/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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AAA Strategy<\/a>\n    <a href=\"\/projects\/portfolio-creation-documentation\/\">Portfolio Creation &#038; Documentation<\/a>\n    <a href=\"\/projects\/the-hidden-realities-of-animation-in-france\/\">Personal survey: \u201cthe Hidden Realities of Animation in France\u201d<\/a>\n    <a href=\"\/projects\/power-bi-project-dashboard-sanitoral\/\">Power BI Project Dashboard<\/a>\n    <a href=\"\/projects\/stock-management-data-cleaning-bottleneck\/\">Stock Management &#038; Data Cleaning<\/a>\n    <a href=\"\/projects\/sales-dashboard-recs-bottleneck\/\">Dashboard &#038; Business Recommandations<\/a>\n    <a href=\"\/projects\/customer-satisfaction-tracking-bestmarket\/\">Customer Satisfaction Tracking<\/a>\n    <a href=\"\/projects\/gdpr%E2%80%91compliant-data-collection\/\">GDPR-Compliant Data Collection<\/a>\n    <a href=\"\/projects\/analyze-customer-churn\/\">Analyze Customer Churn<\/a>\n    <a href=\"\/projects\/sql-practice-housing-insurance\/\">SQL Practice : Housing Insurance<\/a>\n    <a href=\"\/projects\/analysis-of-my-business-intelligence-analyst-training\/\">Analysis of my Business Intelligence Analyst training<\/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>\n","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}]}}