{"id":38060,"date":"2026-01-05T16:49:48","date_gmt":"2026-01-05T16:49:48","guid":{"rendered":"https:\/\/goatbells.blog\/?p=38060"},"modified":"2026-01-05T16:49:52","modified_gmt":"2026-01-05T16:49:52","slug":"data-geek-special","status":"publish","type":"post","link":"https:\/\/goatbells.blog\/?p=38060","title":{"rendered":"Data Geek Special"},"content":{"rendered":"\n<p>Getting things set up for 2026, but for those data lovers a look back at just hiking data first.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Carbon Karma Bank<\/h3>\n\n\n\n<p>For every 1 hour driving to hike, 3 hours of hiking is &#8220;net zero&#8221; carbon karma; I&#8217;m balancing the environmental cost with sufficient time in the woods.  I started tracking in 2024, but too loosely; that was corrected in 2025 and tracked diligently.<\/p>\n\n\n\n<p>For 2024, 129 hours were banked, for 2025 200 hours banked.  Monthly carbon karma banked &#8211; hiked more than 3 hours for each 1 hour driving. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"380\" data-attachment-id=\"38064\" data-permalink=\"https:\/\/goatbells.blog\/?attachment_id=38064\" data-orig-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-3.png?fit=721%2C380&amp;ssl=1\" data-orig-size=\"721,380\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-3.png?fit=721%2C380&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-3.png?resize=721%2C380&#038;ssl=1\" alt=\"\" class=\"wp-image-38064\" srcset=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-3.png?w=721&amp;ssl=1 721w, https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-3.png?resize=300%2C158&amp;ssl=1 300w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"> Miles Hiked<\/h3>\n\n\n\n<p>Sadly, I only tracked miles until 2024 and then started tracking other data.  For the 5 years, 5,863 miles hiked.  <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"746\" height=\"434\" data-attachment-id=\"38063\" data-permalink=\"https:\/\/goatbells.blog\/?attachment_id=38063\" data-orig-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-2.png?fit=746%2C434&amp;ssl=1\" data-orig-size=\"746,434\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-2.png?fit=746%2C434&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-2.png?resize=746%2C434&#038;ssl=1\" alt=\"\" class=\"wp-image-38063\" srcset=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-2.png?w=746&amp;ssl=1 746w, https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-2.png?resize=300%2C175&amp;ssl=1 300w\" sizes=\"auto, (max-width: 746px) 100vw, 746px\" \/><\/figure>\n\n\n\n<p>In 2025, the hikes accumulated 188,463 feet of elevation gain, and 441 actual hours of hiking January thru December 2025.<\/p>\n\n\n\n<p>Those miles are mostly divided between 3 types of hikes:  Backpacking, Day Hikes and Urban Hikes.  Urban Hikes are those hikes around town >10 miles with a pack and gear.  My backpacking miles declined recently. I found day hikes from campgrounds (base camps) provided more flexibility to experience the woods rather than focusing on logistics for thru backpacking trips on PCT. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"732\" height=\"480\" data-attachment-id=\"38065\" data-permalink=\"https:\/\/goatbells.blog\/?attachment_id=38065\" data-orig-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-4.png?fit=732%2C480&amp;ssl=1\" data-orig-size=\"732,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-4.png?fit=732%2C480&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-4.png?resize=732%2C480&#038;ssl=1\" alt=\"\" class=\"wp-image-38065\" srcset=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-4.png?w=732&amp;ssl=1 732w, https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-4.png?resize=300%2C197&amp;ssl=1 300w\" sizes=\"auto, (max-width: 732px) 100vw, 732px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Shoes and Packs<\/h3>\n\n\n\n<p>My most important gear for the miles I do at my age &#8211; <strong>Shoes<\/strong>.  The list of shoes and their miles were tracked from 2022.  I have changed brands, styles and practices several times to keep my feet and knees healthy.<\/p>\n\n\n\n<p>Here is the full list.  The shoes with * are currently worn.  The others all retired.  The Altra WP Boots 1 will be retired soon.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"538\" height=\"469\" data-attachment-id=\"38067\" data-permalink=\"https:\/\/goatbells.blog\/?attachment_id=38067\" data-orig-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-6.png?fit=538%2C469&amp;ssl=1\" data-orig-size=\"538,469\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-6.png?fit=538%2C469&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-6.png?resize=538%2C469&#038;ssl=1\" alt=\"\" class=\"wp-image-38067\" srcset=\"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-6.png?w=538&amp;ssl=1 538w, https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-6.png?resize=300%2C262&amp;ssl=1 300w\" sizes=\"auto, (max-width: 538px) 100vw, 538px\" \/><\/figure>\n\n\n\n<p>My current &#8216;default&#8217; shoes:  Wet, tough conditions = Altra WP Boots; typical cascade hikes = Altra TIMP-2; summer hikes around Mt Jefferson = Altra WP low 2 (the volcanic and B&amp;B Complex fire ash seeps thru mesh uppers &#8211; dangerous)<\/p>\n\n\n\n<p><strong>Packs<\/strong> are selected to match both the hike itself and weather conditions.  Through 2025 the pack miles looked like this for the packs currently used.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Yar.gear 38 Mountain Drifter &#8211; 2,073 miles (now retired for &#8216;in town&#8217;)<\/li>\n\n\n\n<li>Gossamer Gear Fast Kumo 36 &#8211; 991 miles (default wilderness pack)<\/li>\n\n\n\n<li>Gossamer Gear Mariposa &#8211; 964 miles (default backpack)<\/li>\n\n\n\n<li>Gossamer Grit &#8211; 99 miles (default day hike pack non-wilderness &#8211; new this year)<\/li>\n\n\n\n<li>REI Flash 18 &#8211; 20 miles (default urban hike pack for limited gear)<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Getting things set up for 2026, but for those data lovers a look back at just hiking data first. Carbon Karma Bank For every 1 hour driving to hike, 3 hours of hiking is &#8220;net zero&#8221; carbon karma; I&#8217;m balancing the environmental cost with sufficient time in the woods. I started tracking in 2024, but&#8230;<\/p>\n","protected":false},"author":2,"featured_media":38068,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_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":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[9,3],"tags":[72],"class_list":["post-38060","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gear","category-news","tag-data-geek"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/goatbells.blog\/wp-content\/uploads\/2026\/01\/image-7.png?fit=1024%2C1024&ssl=1","jetpack_sharing_enabled":true,"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/posts\/38060","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/goatbells.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38060"}],"version-history":[{"count":3,"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/posts\/38060\/revisions"}],"predecessor-version":[{"id":38073,"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/posts\/38060\/revisions\/38073"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/goatbells.blog\/index.php?rest_route=\/wp\/v2\/media\/38068"}],"wp:attachment":[{"href":"https:\/\/goatbells.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38060"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/goatbells.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38060"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/goatbells.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}