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| 1 | +#standardSQL |
| 2 | +# Median resource weights by CMS |
| 3 | + |
| 4 | +# Declare variables to calculate the carbon emissions of one byte |
| 5 | +# Source: https://sustainablewebdesign.org/calculating-digital-emissions/ |
| 6 | +# The implementation below does not make the assumptions about returning visitors or caching that are present in the Sustainable Web Design model. |
| 7 | + |
| 8 | +DECLARE grid_intensity NUMERIC DEFAULT 494; |
| 9 | +DECLARE embodied_emissions_data_centers NUMERIC DEFAULT 0.012; |
| 10 | +DECLARE embodied_emissions_network NUMERIC DEFAULT 0.013; |
| 11 | +DECLARE embodied_emissions_user_devices NUMERIC DEFAULT 0.081; |
| 12 | +DECLARE operational_emissions_data_centers NUMERIC DEFAULT 0.055; |
| 13 | +DECLARE operational_emissions_network NUMERIC DEFAULT 0.059; |
| 14 | +DECLARE operational_emissions_user_devices NUMERIC DEFAULT 0.080; |
| 15 | + |
| 16 | +WITH cms_data AS ( |
| 17 | + SELECT |
| 18 | + client, |
| 19 | + page, |
| 20 | + tech.technology AS cms, |
| 21 | + CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 AS total_kb, |
| 22 | + |
| 23 | + -- Operational emissions calculations |
| 24 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity AS op_emissions_dc, |
| 25 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity AS op_emissions_networks, |
| 26 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity AS op_emissions_devices, |
| 27 | + |
| 28 | + -- Embodied emissions calculations |
| 29 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity AS em_emissions_dc, |
| 30 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity AS em_emissions_networks, |
| 31 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity AS em_emissions_devices, |
| 32 | + |
| 33 | + -- Total emissions (operational + embodied) |
| 34 | + ( |
| 35 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity + |
| 36 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity + |
| 37 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity |
| 38 | + ) AS total_operational_emissions, |
| 39 | + |
| 40 | + ( |
| 41 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity + |
| 42 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity + |
| 43 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity |
| 44 | + ) AS total_embodied_emissions, |
| 45 | + |
| 46 | + ( |
| 47 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity + |
| 48 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity + |
| 49 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity + |
| 50 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity + |
| 51 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity + |
| 52 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity |
| 53 | + ) AS total_emissions, |
| 54 | + |
| 55 | + -- Proportions of each resource type relative to total bytes |
| 56 | + CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS html_proportion, |
| 57 | + CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS js_proportion, |
| 58 | + CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS css_proportion, |
| 59 | + CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS img_proportion, |
| 60 | + CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS font_proportion, |
| 61 | + |
| 62 | + -- Resource-specific emissions calculations |
| 63 | + (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * ( |
| 64 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * ( |
| 65 | + operational_emissions_data_centers * grid_intensity + |
| 66 | + operational_emissions_network * grid_intensity + |
| 67 | + operational_emissions_user_devices * grid_intensity + |
| 68 | + embodied_emissions_data_centers * grid_intensity + |
| 69 | + embodied_emissions_network * grid_intensity + |
| 70 | + embodied_emissions_user_devices * grid_intensity |
| 71 | + ) |
| 72 | + )) AS total_html_emissions, |
| 73 | + |
| 74 | + (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * ( |
| 75 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * ( |
| 76 | + operational_emissions_data_centers * grid_intensity + |
| 77 | + operational_emissions_network * grid_intensity + |
| 78 | + operational_emissions_user_devices * grid_intensity + |
| 79 | + embodied_emissions_data_centers * grid_intensity + |
| 80 | + embodied_emissions_network * grid_intensity + |
| 81 | + embodied_emissions_user_devices * grid_intensity |
| 82 | + ) |
| 83 | + )) AS total_js_emissions, |
| 84 | + |
| 85 | + (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * ( |
| 86 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * ( |
| 87 | + operational_emissions_data_centers * grid_intensity + |
| 88 | + operational_emissions_network * grid_intensity + |
| 89 | + operational_emissions_user_devices * grid_intensity + |
| 90 | + embodied_emissions_data_centers * grid_intensity + |
| 91 | + embodied_emissions_network * grid_intensity + |
| 92 | + embodied_emissions_user_devices * grid_intensity |
| 93 | + ) |
| 94 | + )) AS total_css_emissions, |
| 95 | + |
| 96 | + (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * ( |
| 97 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * ( |
| 98 | + operational_emissions_data_centers * grid_intensity + |
| 99 | + operational_emissions_network * grid_intensity + |
| 100 | + operational_emissions_user_devices * grid_intensity + |
| 101 | + embodied_emissions_data_centers * grid_intensity + |
| 102 | + embodied_emissions_network * grid_intensity + |
| 103 | + embodied_emissions_user_devices * grid_intensity |
| 104 | + ) |
| 105 | + )) AS total_img_emissions, |
| 106 | + |
| 107 | + (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * ( |
| 108 | + (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * ( |
| 109 | + operational_emissions_data_centers * grid_intensity + |
| 110 | + operational_emissions_network * grid_intensity + |
| 111 | + operational_emissions_user_devices * grid_intensity + |
| 112 | + embodied_emissions_data_centers * grid_intensity + |
| 113 | + embodied_emissions_network * grid_intensity + |
| 114 | + embodied_emissions_user_devices * grid_intensity |
| 115 | + ) |
| 116 | + )) AS total_font_emissions, |
| 117 | + |
| 118 | + -- Resource-specific size in KB |
| 119 | + CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64) / 1024 AS html_kb, |
| 120 | + CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64) / 1024 AS js_kb, |
| 121 | + CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64) / 1024 AS css_kb, |
| 122 | + CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64) / 1024 AS img_kb, |
| 123 | + CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64) / 1024 AS font_kb |
| 124 | + FROM |
| 125 | + `httparchive.all.pages`, |
| 126 | + UNNEST(technologies) AS tech |
| 127 | + WHERE |
| 128 | + date = '2024-06-01' AND |
| 129 | + is_root_page = TRUE AND |
| 130 | + 'CMS' IN UNNEST(tech.categories) |
| 131 | +) |
| 132 | + |
| 133 | +SELECT |
| 134 | + client, |
| 135 | + cms, |
| 136 | + COUNT(0) AS pages, |
| 137 | + -- Median resource weights and emissions |
| 138 | + APPROX_QUANTILES(total_kb, 1000)[OFFSET(500)] AS median_total_kb, |
| 139 | + APPROX_QUANTILES(total_operational_emissions, 1000)[OFFSET(500)] AS median_operational_emissions, |
| 140 | + APPROX_QUANTILES(total_embodied_emissions, 1000)[OFFSET(500)] AS median_embodied_emissions, |
| 141 | + APPROX_QUANTILES(total_emissions, 1000)[OFFSET(500)] AS median_total_emissions, |
| 142 | + |
| 143 | + -- Resource-specific medians |
| 144 | + APPROX_QUANTILES(html_kb, 1000)[OFFSET(500)] AS median_html_kb, |
| 145 | + APPROX_QUANTILES(total_html_emissions, 1000)[OFFSET(500)] AS median_total_html_emissions, |
| 146 | + APPROX_QUANTILES(js_kb, 1000)[OFFSET(500)] AS median_js_kb, |
| 147 | + APPROX_QUANTILES(total_js_emissions, 1000)[OFFSET(500)] AS median_total_js_emissions, |
| 148 | + APPROX_QUANTILES(css_kb, 1000)[OFFSET(500)] AS median_css_kb, |
| 149 | + APPROX_QUANTILES(total_css_emissions, 1000)[OFFSET(500)] AS median_total_css_emissions, |
| 150 | + APPROX_QUANTILES(img_kb, 1000)[OFFSET(500)] AS median_img_kb, |
| 151 | + APPROX_QUANTILES(total_img_emissions, 1000)[OFFSET(500)] AS median_total_img_emissions, |
| 152 | + APPROX_QUANTILES(font_kb, 1000)[OFFSET(500)] AS median_font_kb, |
| 153 | + APPROX_QUANTILES(total_font_emissions, 1000)[OFFSET(500)] AS median_total_font_emissions |
| 154 | +FROM |
| 155 | + cms_data |
| 156 | +GROUP BY |
| 157 | + client, |
| 158 | + cms |
| 159 | +ORDER BY |
| 160 | + pages DESC, |
| 161 | + cms, |
| 162 | + client; |
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