{"id":1328,"date":"2020-10-18T12:36:33","date_gmt":"2020-10-18T12:36:33","guid":{"rendered":"https:\/\/wp.ditsolution.net\/itsoft\/?page_id=1328"},"modified":"2025-08-28T04:37:41","modified_gmt":"2025-08-28T04:37:41","slug":"home-cctv","status":"publish","type":"page","link":"https:\/\/datatalkgh.org\/?page_id=1328","title":{"rendered":"Disclaimer"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1328\" class=\"elementor elementor-1328\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ef7aa75 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"ef7aa75\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1240149\" data-id=\"1240149\" 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DATA TALKS<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_4_1-8-2\" class=\"sr7-layer\"> Data-Driven Insights<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_4_1-8-3\" class=\"sr7-layer\">For Better Governance<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_4_1-8-4\" class=\"sr7-layer\"><\/sr7-txt>\n\t\t\t\t\t\t\t<a id=\"SR7_4_1-8-7\" class=\"sr7-layer\" href=\"https:\/\/www.datatalkgh.com\/\" target=\"_self\">Get In Touch &nbsp;<i class=\"fa-angle-double-right\"><\/i><\/a>\n\t\t\t\t\t\t<\/sr7-slide>\n\t\t\t\t\t\t<sr7-slide id=\"SR7_4_1-9\" data-key=\"9\">\n\t\t\t\t\t\t\t<sr7-bg id=\"SR7_4_1-9-10\" class=\"sr7-layer\"><noscript><img decoding=\"async\" src=\"https:\/\/datatalkgh.org\/wp-content\/uploads\/2025\/08\/datatalk.png\" alt=\"\" title=\"datatalk\"><\/noscript><\/sr7-bg>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_4_1-9-1\" class=\"sr7-layer\">WE MAKE YOUR DATA TALKS<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_4_1-9-2\" class=\"sr7-layer\"> Empowering Citizens<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt 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_tpt.prepareModuleHeight({id:\"SR7_4_1\",el:[840,840,768,960,720],type:'standard',shdw:'0',gh:[840,840,768,960,720],gw:[1240,1240,1024,778,480],vpt:['-100px&#039;,&#039;-100px&#039;,&#039;-100px&#039;,&#039;-100px&#039;,&#039;-100px'],size:{fullWidth:true, fullHeight:false},mh:'0',onh:0,onw:0,bg:{color:'{\"orig\":\"transparent\",\"type\":\"solid\",\"string\":\"transparent\"}'}});   SR7.PMH[\"SR7_4_1\"].state=true;} else if(SR7.PMH[\"SR7_4_1\"].cn-->0)\tsetTimeout( SR7.PMH[\"SR7_4_1\"].fn,19);}};SR7.PMH[\"SR7_4_1\" ].fn();\n\t\t\t\t<\/script>\n<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3323560 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3323560\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55ad300\" data-id=\"55ad300\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2477f28 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2477f28\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-b7f8db8\" data-id=\"b7f8db8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-70b2202 elementor-widget elementor-widget-feature\" data-id=\"70b2202\" data-element_type=\"widget\" data-widget_type=\"feature.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"feature-box style-three\">\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-icon\">\r\n\t\t\t\t\t<span><i class=\"flaticon flaticon-line-chart restly-flaticon\"><\/i><\/span>\r\n\t\t\t\t<\/div>\t\t\t\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-content\">\r\n\t\t\t\t\t<div class=\"feature-box-number\">\r\n\t\t\t\t\t\t<h4>01<\/h4>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-title\">\r\n\t\t\t\t\t\t<h2>Ghana In Numbers<\/h2>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-desc\">\r\n\t\t\t\t\t\t<p>An independent dashboard that turns Ghana\u2019s public data into clear, interactive visuals across all section\n<\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div>\t\t\t\r\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-75e4d2b\" data-id=\"75e4d2b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7f20804 elementor-widget elementor-widget-feature\" data-id=\"7f20804\" data-element_type=\"widget\" data-widget_type=\"feature.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"feature-box style-three\">\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-icon\">\r\n\t\t\t\t\t<span><i class=\"flaticon flaticon-growth restly-flaticon\"><\/i><\/span>\r\n\t\t\t\t<\/div>\t\t\t\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-content\">\r\n\t\t\t\t\t<div class=\"feature-box-number\">\r\n\t\t\t\t\t\t<h4>02<\/h4>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-title\">\r\n\t\t\t\t\t\t<h2>Data To Decisions<\/h2>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-desc\">\r\n\t\t\t\t\t\t<p>Turn Ghana\u2019s public data into actionable decisions\u2014standardized, transparent, and interactive.<\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div>\t\t\t\r\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3955855\" data-id=\"3955855\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-95e2694 elementor-widget elementor-widget-feature\" data-id=\"95e2694\" data-element_type=\"widget\" data-widget_type=\"feature.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"feature-box style-three\">\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-icon\">\r\n\t\t\t\t\t<span><i class=\"flaticon flaticon-bar-chart-1 restly-flaticon\"><\/i><\/span>\r\n\t\t\t\t<\/div>\t\t\t\t\t\t\t\r\n\t\t\t\t<div class=\"feature-box-content\">\r\n\t\t\t\t\t<div class=\"feature-box-number\">\r\n\t\t\t\t\t\t<h4>03<\/h4>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-title\">\r\n\t\t\t\t\t\t<h2>See Ghana Clearly<\/h2>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"feature-box-desc\">\r\n\t\t\t\t\t\t<p>See Ghana clearly with standardized, transparent, interactive data that turns numbers into decisions.<\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div>\t\t\t\r\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-5ccd2cd e-grid e-con-boxed e-con e-parent\" data-id=\"5ccd2cd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7803ecb elementor-widget elementor-widget-text-editor\" data-id=\"7803ecb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"564\" data-end=\"875\">DataTalkGH aggregates public datasets about Ghana and presents them as interactive charts and tables. We clean, transform, and standardize indicators so they\u2019re easier to compare across time and sources. This page explains where the data come from, how we transform them, and the limits you should keep in mind.<\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Primary Sources (non-exhaustive)<\/p>\n<\/blockquote>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p><strong data-start=\"916\" data-end=\"951\">Ghana Statistical Service (GSS)<\/strong><\/p>\n<p><strong data-start=\"954\" data-end=\"983\">Ministry of Finance (MoF)<\/strong><\/p>\n<p><strong data-start=\"986\" data-end=\"1009\">Bank of Ghana (BoG)<\/strong><\/p>\n<p><strong data-start=\"1012\" data-end=\"1032\">World Bank (WDI)<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">Ministry of Health (MoH)<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">Ministry of Education (MoE)<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">Ministry of Energy (MoE)<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">Electoral Commission (EC)<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">Wikipedia<\/strong><\/p>\n<p><strong data-start=\"1035\" data-end=\"1072\">International Monetary Fund (IMF)<\/strong><\/p>\n<p><strong data-start=\"1075\" data-end=\"1110\">World Health Organization (WHO)<\/strong><\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Additional datasets may be used periodically. Each chart includes a short source note; the complete source list and URLs are maintained in the Data Sources table below.<\/p>\n<\/blockquote>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">How We Transform Data (Methods)<\/p>\n<\/blockquote>\n<ul data-start=\"1320\" data-end=\"2169\">\n<li data-start=\"1320\" data-end=\"1450\">\n<p data-start=\"1322\" data-end=\"1450\"><strong data-start=\"1322\" data-end=\"1342\">Standardization:<\/strong> Normalize indicator names to a consistent, human-readable schema (e.g., <code data-start=\"1415\" data-end=\"1448\">who_life_expectancy_birth_years<\/code>).<\/p>\n<\/li>\n<li data-start=\"1451\" data-end=\"1574\">\n<p data-start=\"1453\" data-end=\"1574\"><strong data-start=\"1453\" data-end=\"1472\">De-duplication:<\/strong> Where multiple releases exist for the same year\/indicator, we retain the latest non-null observation.<\/p>\n<\/li>\n<li data-start=\"1575\" data-end=\"1711\">\n<p data-start=\"1577\" data-end=\"1711\"><strong data-start=\"1577\" data-end=\"1598\">Currency &amp; Units:<\/strong> Convert currencies and units where needed and label the result (e.g., GHS current, constant prices, per-capita).<\/p>\n<\/li>\n<li data-start=\"1712\" data-end=\"1823\">\n<p data-start=\"1714\" data-end=\"1823\"><strong data-start=\"1714\" data-end=\"1739\">Inflation Adjustment:<\/strong> When noted, CPI is used to create constant-price series with an explicit base year.<\/p>\n<\/li>\n<li data-start=\"1824\" data-end=\"1915\">\n<p data-start=\"1826\" data-end=\"1915\"><strong data-start=\"1826\" data-end=\"1854\">Per-Capita Calculations:<\/strong> Use the latest available population series for denominators.<\/p>\n<\/li>\n<li data-start=\"1916\" data-end=\"2049\">\n<p data-start=\"1918\" data-end=\"2049\"><strong data-start=\"1918\" data-end=\"1943\">Rebasing &amp; Revisions:<\/strong> When official rebasing occurs, legacy series may be recast for comparability; version notes are recorded.<\/p>\n<\/li>\n<li data-start=\"2050\" data-end=\"2169\">\n<p data-start=\"2052\" data-end=\"2169\"><strong data-start=\"2052\" data-end=\"2071\">Quality Checks:<\/strong> Spot checks for outliers, sign flips, monotonic series where expected, and year-over-year deltas.<\/p>\n<\/li>\n<\/ul>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Accuracy, Timeliness &amp; Comparability<\/p>\n<\/blockquote>\n<ul data-start=\"2212\" data-end=\"2667\">\n<li data-start=\"2212\" data-end=\"2350\">\n<p data-start=\"2214\" data-end=\"2350\"><strong data-start=\"2214\" data-end=\"2235\">Revisions Happen:<\/strong> Providers routinely revise prior years; our figures may lag or lead official sites depending on the release cycle.<\/p>\n<\/li>\n<li data-start=\"2351\" data-end=\"2487\">\n<p data-start=\"2353\" data-end=\"2487\"><strong data-start=\"2353\" data-end=\"2372\">Method Changes:<\/strong> Different sources may define indicators differently; always check per-chart notes before comparing across sources.<\/p>\n<\/li>\n<li data-start=\"2488\" data-end=\"2556\">\n<p data-start=\"2490\" data-end=\"2556\"><strong data-start=\"2490\" data-end=\"2503\">Rounding:<\/strong> Totals may not equal component sums due to rounding.<\/p>\n<\/li>\n<li data-start=\"2557\" data-end=\"2667\">\n<p data-start=\"2559\" data-end=\"2667\"><strong data-start=\"2559\" data-end=\"2585\">Forecasts vs. Actuals:<\/strong> Any projections are model-based estimates and will differ from realized outcomes.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"2669\" data-end=\"2696\">Attribution &amp; Licensing<\/h3>\n<ul data-start=\"2697\" data-end=\"3005\">\n<li data-start=\"2697\" data-end=\"2828\">\n<p data-start=\"2699\" data-end=\"2828\">Credit the <strong data-start=\"2710\" data-end=\"2729\">original source<\/strong> (e.g., \u201cSource: GSS\/BoG\/World Bank\/IMF\/WHO\u201d) <strong data-start=\"2775\" data-end=\"2782\">and<\/strong> \u201cDataTalkGH\u201d when sharing charts or extracts.<\/p>\n<\/li>\n<li data-start=\"2829\" data-end=\"2906\">\n<p data-start=\"2831\" data-end=\"2906\">Logos remain trademarks of their owners; we use names only for attribution.<\/p>\n<\/li>\n<li data-start=\"2907\" data-end=\"3005\">\n<p data-start=\"2909\" data-end=\"3005\">Some datasets carry special license terms; users are responsible for complying with those terms.<\/p>\n<\/li>\n<\/ul>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Independence &amp; No Advice<\/p>\n<\/blockquote>\n<p data-start=\"3036\" data-end=\"3266\">This is an <strong data-start=\"3047\" data-end=\"3062\">independent<\/strong> project, not an official publication of the Government of Ghana or any of its agencies.<br data-start=\"3150\" data-end=\"3153\" \/>Nothing here constitutes <strong data-start=\"3178\" data-end=\"3238\">financial, investment, legal, medical, or policy advice.<\/strong> Use at your own discretion.<\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Liability<\/p>\n<\/blockquote>\n<p data-start=\"3282\" data-end=\"3488\">Content is provided <strong data-start=\"3302\" data-end=\"3313\">\u201cas is\u201d<\/strong> and <strong data-start=\"3318\" data-end=\"3336\">\u201cas available\u201d<\/strong> with no warranties, express or implied. DataTalkGH and contributors are not liable for any loss or damage arising from use of this website or its data.<\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Privacy<\/p>\n<\/blockquote>\n<p data-start=\"3502\" data-end=\"3654\">We publish aggregated, non-personal information. If you find content that may expose personal or sensitive data, please contact us for immediate review.<\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Accessibility<\/p>\n<\/blockquote>\n<p data-start=\"3674\" data-end=\"3849\">We aim for accessible color contrast, alt text on figures, and keyboard navigation. If a visualization is not accessible, email us and we\u2019ll provide a CSV or accessible table.<\/p>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Contact &amp; Corrections<\/p>\n<\/blockquote>\n<p data-start=\"3877\" data-end=\"4006\">Have a correction or improvement?<br data-start=\"3910\" data-end=\"3913\" \/><strong data-start=\"3913\" data-end=\"3923\">Email:<\/strong> <a class=\"decorated-link cursor-pointer\" rel=\"noopener\" data-start=\"3924\" data-end=\"3946\">admin@datatalkgh.org<\/a> or you can use <span style=\"color: green;\">whatsApp<\/span> icon below for faster response.We typically review issues within a reasonable timeframe.<\/p>\n<hr data-start=\"4008\" data-end=\"4011\" \/>\n<div class=\"_tableContainer_1rjym_1\">\n<div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\">\u00a0<\/div>\n<\/div>\n<blockquote data-start=\"1112\" data-end=\"1282\">\n<p data-start=\"1114\" data-end=\"1282\">Technical Notes (for Hiring Managers)<\/p>\n<\/blockquote>\n<p data-start=\"4816\" data-end=\"5200\"><strong data-start=\"4816\" data-end=\"4826\">Stack:<\/strong> Python (pandas), Apache Airflow (ETL), Azure Database for PostgreSQL, WordPress (wpDataTables), Power BI\/Embedding (where applicable).<br data-start=\"4961\" data-end=\"4964\" \/><strong data-start=\"4964\" data-end=\"4976\">DataOps:<\/strong> automated ingestion, schema-mapped indicators, reproducible transforms, versioned outputs (wide CSV + meta lineage).<br data-start=\"5093\" data-end=\"5096\" \/><strong data-start=\"5096\" data-end=\"5111\">Governance:<\/strong> source tagging, last-updated stamps, and per-chart source lines generated from metadata.<\/p>\n<\/blockquote>\n<\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8df0fee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8df0fee\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9d5b457\" data-id=\"9d5b457\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5466968 elementor-widget elementor-widget-sectiontitle\" data-id=\"5466968\" data-element_type=\"widget\" data-widget_type=\"sectiontitle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\t\t<div class=\"title_in_area\">\r\n\t\t<div class=\"title_in\">\r\n\t\t\t<div class=\"title_tx\">\r\n\t\t\t\t<h5><\/h5>\r\n\t\t\t\t\r\n\t\t\t\t<h3><\/h3>\r\n\t\t\t\t\r\n\t\t\t\t<h2><span><\/span><\/h2>\r\n\t\t\t\t\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<div class=\"title_p\">\r\n\t\t\t<div class=\"title_ptx\">\r\n\t\t\t\t<p><center><section class=\"dtgh-body\" style=\"line-height:1.55;\">\n  <h2>Purpose & Scope<\/h2>\n  <p>DataTalkGH aggregates public datasets about Ghana and presents them as interactive charts and tables.\n     We clean, transform, and standardize indicators so they\u2019re easier to compare across time and sources.<\/p>\n\n  <h2>Primary Sources<\/h2>\n  <ul>\n    <li>Ghana Statistical Service (GSS)<\/li>\n    <li>Ministry of Finance (MoF)<\/li>\n    <li>Bank of Ghana (BoG)<\/li>\n    <li>World Bank (WDI)<\/li>\n    <li>International Monetary Fund (IMF)<\/li>\n    <li>World Health Organization (WHO)<\/li>\n  <\/ul>\n\n  <h2>Methods (What We Do)<\/h2>\n  <ul>\n    <li><strong>Standardization:<\/strong> consistent indicator naming & schema.<\/li>\n    <li><strong>De-duplication:<\/strong> keep latest non-null observation per year\/indicator.<\/li>\n    <li><strong>Currency & Units:<\/strong> explicit labeling (GHS current\/constant, per-capita).<\/li>\n    <li><strong>Inflation:<\/strong> CPI adjustments with stated base year, when applicable.<\/li>\n    <li><strong>Per-Capita:<\/strong> latest population series as denominator.<\/li>\n    <li><strong>Revisions:<\/strong> record rebasing and version notes.<\/li>\n    <li><strong>Quality checks:<\/strong> outlier & YoY reasonableness tests.<\/li>\n  <\/ul>\n\n  <h2>Accuracy, Timeliness & Comparability<\/h2>\n  <p>Providers revise releases; figures may lag\/lead official sites. Methods differ across sources; check per-chart notes.\n     Totals may not equal components due to rounding. Forecasts are model-based and will differ from actuals.<\/p>\n\n  <h2>Attribution & Licensing<\/h2>\n  <p>Please credit the original source (e.g., GSS\/BoG\/World Bank\/IMF\/WHO) and <em>DataTalkGH<\/em> when sharing. Logos remain\n     the property of their owners. Some datasets carry additional license terms; users are responsible for compliance.<\/p>\n\n  <h2>Independence & No Advice<\/h2>\n  <p>This is an independent project. Nothing here constitutes financial, investment, legal, medical, or policy advice.<\/p>\n\n  <h2>Liability<\/h2>\n  <p>Provided \u201cas is\u201d and \u201cas available,\u201d without warranties. DataTalkGH and contributors are not liable for losses arising from use.<\/p>\n\n  <h2>Privacy & Accessibility<\/h2>\n  <p>We publish aggregated, non-personal information. For accessible alternatives, email contact@datatalkgh.org.<\/p>\n\n  <h2>Contact & Corrections<\/h2>\n  <p>Email: <a href=\"mailto:contact@datatalkgh.org\">contact@datatalkgh.org<\/a>. We review issues within a reasonable timeframe.<\/p>\n\n  <hr style=\"margin:1.5rem 0;border:0;border-top:1px solid #eee;\" \/>\n\n  <aside class=\"dtgh-hiring\" style=\"border:1px solid #eee;padding:.75rem;border-radius:.5rem;background:#fff;\">\n    <strong>For Hiring Managers:<\/strong>\n    Python (pandas), Apache Airflow, Azure PostgreSQL, Power BI, WordPress (wpDataTables).\n    Automated pipelines, schema-mapped indicators, versioned outputs (wide CSV + lineage).\n  <\/aside>\n\n  <p style=\"margin:.25rem 0 .5rem 0;color:#333;\">\n    <strong>Tagline:<\/strong> Ghana in Numbers \u2022 <strong>Contact:<\/strong> contact@datatalkgh.org \u2022\n    <strong>Last updated:<\/strong> \n<\/section>\n<\/p>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\r\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-057444f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"057444f\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-44d051b\" data-id=\"44d051b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b942a52 elementor-widget elementor-widget-testimonial\" data-id=\"b942a52\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\r\n\r\n\r\n\t\t\r\n\t\t\t<div class=\"testimonial_list owl-loaded owl-carousel curosel-style\">\r\n\r\n\t\t\t\t\t\t\t\t<div class=\"col-md-12\">\t\r\n\r\n\t\t\t\t\t<div class=\"single_testimonial default-style\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t<div class=\"testi_thumb\">\r\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp.ditsolution.net\/itsoft\/wp-content\/uploads\/2020\/09\/testi3.jpg\" alt=\"\">\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t<div class=\"testi_content\">\r\n\t\t\t\t\t\t\t<div class=\"testi_text\">\r\n\t\t\t\t\t\t\t\tLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<div class=\"reviews_rating\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"testi-star\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-star active\"><\/i>\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-star active\"><\/i>\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-star active\"><\/i>\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-star\"><\/i>\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-star\"><\/i>\r\n\t\t\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div><!-- .reviews_rating -->\r\n\r\n\t\t\t\t\t\t<div class=\"testi_title\">\r\n\t\t\t\t\t\t\t<h2>John Abraham<span>Web Developer<\/span><\/h2>\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t<script>\r\n\t\t\tjQuery(document).ready(function($) {\r\n\t\t\t\t\"use strict\";\r\n\t\t\t\t$('.testimonial_list').owlCarousel({\r\n\t\t\t\t\tloop: true,\r\n\t\t\t\t\tautoplay: false,\r\n\t\t\t\t\tautoplayTimeout: 10000,\r\n\t\t\t\t\tdots: true,\r\n\t\t\t\t\tnav: false,\r\n\t\t\t\t\tnavText: [\"<i class='flaticon-back-1'><\/i>\", \"<i class='flaticon-next'><\/i>\"],\r\n\t\t\t\t\tresponsive: {\r\n\t\t\t\t\t\t0: {\r\n\t\t\t\t\t\t\titems: 1\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t768: {\r\n\t\t\t\t\t\t\titems: 1\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t992: {\r\n\t\t\t\t\t\t\titems: 1\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t1000: {\r\n\t\t\t\t\t\t\titems: 1\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t1920: {\r\n\t\t\t\t\t\t\titems: 1,\r\n\t\t\t\t\t\t}\r\n\t\t\t\t\t}\r\n\t\t\t\t})\r\n\t\t\t});\r\n\t\t<\/script>\r\n\r\n\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d6afdd1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d6afdd1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9a2dae5\" data-id=\"9a2dae5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b92855f elementor-widget elementor-widget-sectiontitle\" data-id=\"b92855f\" data-element_type=\"widget\" data-widget_type=\"sectiontitle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\t\t<div class=\"\">\r\n\t\t\t<div class=\"section-title t_center\">\r\n\t\t\t\t<h5>\/\/ Our Blogs<\/h5>\r\n\t\t\t\t<div class=\"title\">\r\n\t\t\t\t    <h3><\/h3>\r\n\t\t\t\t    <h2>Resources & Latest  <span>News<\/span><\/h2>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\r\n\t\t\t\t<div class=\"bar-main\">\r\n\t\t\t\t\t<div class=\"bar bar-big\"><\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t<p><\/p>\r\n\t\t\t<\/div>\t\r\n\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58e0376 elementor-widget elementor-widget-blogpost\" data-id=\"58e0376\" data-element_type=\"widget\" data-widget_type=\"blogpost.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\r\n\t\t\t\r\n\t\r\n\t\t\t<div class=\" blog_style_two\">\t\t\t\t\r\n\t\t\t\t<div class=\"blog_wrap blog_carousel owl-carousel owl-loaded curosel-style\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<!-- single blog -->\r\n\t\t\t\t\t\t<div class=\"col-md-12 col-xs-12 col-sm-12 \" >\r\n\t\t\t\t\t\t\t<div class=\"single_blog_adn\">\r\n\t\t\t\t\t\t\t\t<div id=\"post-501\" class=\"post-501 post type-post status-publish format-standard has-post-thumbnail hentry category-technology\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"itsoft-single-blog_adn \">\r\n\t\t\t\t\t\t\t\t\t<!-- BLOG THUMB -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-thumb_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?p=501\"><img loading=\"lazy\" decoding=\"async\" width=\"390\" height=\"290\" src=\"https:\/\/datatalkgh.org\/wp-content\/uploads\/2020\/09\/blog1-390x290.jpg\" class=\"attachment-itsoft-blog-default size-itsoft-blog-default wp-post-image\" alt=\"\" \/><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-top\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"post-categories\">\n\t<li><a href=\"https:\/\/datatalkgh.org\/?cat=5\" rel=\"category\">Technology<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"em-blog-content-area_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG META -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-left \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?author=1\">admin<\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span>September 24, 2020<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG TITLE -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-page-title_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<h2><a href=\"https:\/\/datatalkgh.org\/?p=501\">Plan Your Project with Your Software<\/a><\/h2>\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-inner_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-content_adn \">\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Meh synth Schlitz, tempor duis single-origin coffee ea next level ethnic fingerstache. <\/p>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG BUTTON -->\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-readmore\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\" class=\"learn_btn\">Read More<i aria-hidden=\"true\" class=\"flaticon-right-arrow-3\"><\/i><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<\/div><!-- .em-blog-content-area_adn -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<\/div> <!--  END SINGLE BLOG -->\t\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- single blog -->\r\n\t\t\t\t\t\t<div class=\"col-md-12 col-xs-12 col-sm-12 \" >\r\n\t\t\t\t\t\t\t<div class=\"single_blog_adn\">\r\n\t\t\t\t\t\t\t\t<div id=\"post-504\" class=\"post-504 post type-post status-publish format-standard has-post-thumbnail hentry category-tips\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"itsoft-single-blog_adn \">\r\n\t\t\t\t\t\t\t\t\t<!-- BLOG THUMB -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-thumb_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?p=504\"><img loading=\"lazy\" decoding=\"async\" width=\"390\" height=\"290\" src=\"https:\/\/datatalkgh.org\/wp-content\/uploads\/2020\/09\/blog2-390x290.jpg\" class=\"attachment-itsoft-blog-default size-itsoft-blog-default wp-post-image\" alt=\"\" \/><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-top\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"post-categories\">\n\t<li><a href=\"https:\/\/datatalkgh.org\/?cat=6\" rel=\"category\">Tips<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"em-blog-content-area_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG META -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-left \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?author=1\">admin<\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span>September 24, 2020<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG TITLE -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-page-title_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<h2><a href=\"https:\/\/datatalkgh.org\/?p=504\">You have a Great Business Idea?<\/a><\/h2>\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-inner_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-content_adn \">\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Meh synth Schlitz, tempor duis single-origin coffee ea next level ethnic fingerstache. <\/p>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG BUTTON -->\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-readmore\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\" class=\"learn_btn\">Read More<i aria-hidden=\"true\" class=\"flaticon-right-arrow-3\"><\/i><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<\/div><!-- .em-blog-content-area_adn -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<\/div> <!--  END SINGLE BLOG -->\t\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- single blog -->\r\n\t\t\t\t\t\t<div class=\"col-md-12 col-xs-12 col-sm-12 \" >\r\n\t\t\t\t\t\t\t<div class=\"single_blog_adn\">\r\n\t\t\t\t\t\t\t\t<div id=\"post-507\" class=\"post-507 post type-post status-publish format-standard has-post-thumbnail hentry category-development\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"itsoft-single-blog_adn \">\r\n\t\t\t\t\t\t\t\t\t<!-- BLOG THUMB -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-thumb_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?p=507\"><img loading=\"lazy\" decoding=\"async\" width=\"390\" height=\"290\" src=\"https:\/\/datatalkgh.org\/wp-content\/uploads\/2020\/09\/blog3-390x290.jpg\" class=\"attachment-itsoft-blog-default size-itsoft-blog-default wp-post-image\" alt=\"\" \/><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-top\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"post-categories\">\n\t<li><a href=\"https:\/\/datatalkgh.org\/?cat=3\" rel=\"category\">Development<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"em-blog-content-area_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG META -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-meta-left \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/datatalkgh.org\/?author=1\">admin<\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span>September 24, 2020<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG TITLE -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-page-title_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<h2><a href=\"https:\/\/datatalkgh.org\/?p=507\">How to Make Website WCAG Compliant?<\/a><\/h2>\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG CONTENT -->\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-inner_adn \">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"blog-content_adn \">\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Meh synth Schlitz, tempor duis single-origin coffee ea next level ethnic fingerstache. <\/p>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\t\r\n\t\t\t\t\t\t\t\t\t\t\t<!-- BLOG BUTTON -->\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"itsoft-blog-readmore\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\" class=\"learn_btn\">Read More<i aria-hidden=\"true\" class=\"flaticon-right-arrow-3\"><\/i><\/a>\r\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t<\/div><!-- .em-blog-content-area_adn -->\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<\/div> <!--  END SINGLE BLOG -->\t\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\r\n\t\t\t<\/div>\r\n\t\t\t\t<script>\r\n\t\t\tjQuery(document).ready(function($) {\r\n\t\t\t\t\"use strict\";\r\n\t\t\t\t$('.blog_carousel').owlCarousel({\r\n\t\t\t\t\tdots: true,\r\n\t\t\t\t\tnav: true,\r\n\t\t\t\t\tmargin: 30,\r\n\t\t\t\t\tautoplayTimeout: 10000,\r\n\t\t\t\t\tnavText: [\"<i class='flaticon-left-arrow-3'><\/i>\", \"<i class='flaticon-right-arrow-3''><\/i>\"],\r\n\t\t\t\t\tresponsive: {\r\n\t\t\t\t\t\t0: {\r\n\t\t\t\t\t\t\titems: 1\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t768: {\r\n\t\t\t\t\t\t\titems: 2\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t992: {\r\n\t\t\t\t\t\t\titems: 3\r\n\t\t\t\t\t\t},\r\n\t\t\t\t\t\t1920: {\r\n\t\t\t\t\t\t\titems: 3\r\n\t\t\t\t\t\t}\r\n\t\t\t\t\t}\r\n\t\t\t\t})\t\r\n\t\t\t});\r\n\t\t<\/script>\r\n\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-79729b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"79729b0\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5b8b859\" data-id=\"5b8b859\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-c9184bd elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c9184bd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f36f785\" data-id=\"f36f785\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d07a698 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"d07a698\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-globe\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M336.5 160C322 70.7 287.8 8 248 8s-74 62.7-88.5 152h177zM152 256c0 22.2 1.2 43.5 3.3 64h185.3c2.1-20.5 3.3-41.8 3.3-64s-1.2-43.5-3.3-64H155.3c-2.1 20.5-3.3 41.8-3.3 64zm324.7-96c-28.6-67.9-86.5-120.4-158-141.6 24.4 33.8 41.2 84.7 50 141.6h108zM177.2 18.4C105.8 39.6 47.8 92.1 19.3 160h108c8.7-56.9 25.5-107.8 49.9-141.6zM487.4 192H372.7c2.1 21 3.3 42.5 3.3 64s-1.2 43-3.3 64h114.6c5.5-20.5 8.6-41.8 8.6-64s-3.1-43.5-8.5-64zM120 256c0-21.5 1.2-43 3.3-64H8.6C3.2 212.5 0 233.8 0 256s3.2 43.5 8.6 64h114.6c-2-21-3.2-42.5-3.2-64zm39.5 96c14.5 89.3 48.7 152 88.5 152s74-62.7 88.5-152h-177zm159.3 141.6c71.4-21.2 129.4-73.7 158-141.6h-108c-8.8 56.9-25.6 107.8-50 141.6zM19.3 352c28.6 67.9 86.5 120.4 158 141.6-24.4-33.8-41.2-84.7-50-141.6h-108z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSign up to get Latest Updates\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-13cb9f0\" data-id=\"13cb9f0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a161d2 elementor-widget elementor-widget-shortcode\" data-id=\"6a161d2\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><script>(function() {\n\twindow.mc4wp = window.mc4wp || {\n\t\tlisteners: [],\n\t\tforms: {\n\t\t\ton: function(evt, cb) {\n\t\t\t\twindow.mc4wp.listeners.push(\n\t\t\t\t\t{\n\t\t\t\t\t\tevent   : evt,\n\t\t\t\t\t\tcallback: cb\n\t\t\t\t\t}\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t}\n})();\n<\/script><!-- Mailchimp for WordPress v4.10.6 - https:\/\/wordpress.org\/plugins\/mailchimp-for-wp\/ --><form id=\"mc4wp-form-1\" class=\"mc4wp-form mc4wp-form-1176\" method=\"post\" data-id=\"1176\" data-name=\"Subscribe form\" ><div class=\"mc4wp-form-fields\"><p class=\"mailchimp-form\">\r\n<input type=\"email\" name=\"email\" placeholder=\"Enter Your Email....\" required=\"\">\r\n<button type=\"submit\"> Subscribe<\/button><\/p><\/div><label style=\"display: none !important;\">Leave this field empty if you're human: <input type=\"text\" name=\"_mc4wp_honeypot\" value=\"\" tabindex=\"-1\" autocomplete=\"off\" \/><\/label><input type=\"hidden\" name=\"_mc4wp_timestamp\" value=\"1777658434\" \/><input type=\"hidden\" name=\"_mc4wp_form_id\" value=\"1176\" \/><input type=\"hidden\" name=\"_mc4wp_form_element_id\" value=\"mc4wp-form-1\" \/><div class=\"mc4wp-response\"><\/div><\/form><!-- \/ Mailchimp for WordPress Plugin --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>01 Ghana In Numbers An independent dashboard that turns Ghana\u2019s public data into clear, interactive visuals across all section 02 Data To Decisions Turn Ghana\u2019s public data into actionable decisions\u2014standardized, transparent, and interactive. 03 See Ghana Clearly See Ghana clearly with standardized, transparent, interactive data that turns numbers into decisions. 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