1c:{"title":"Weather Forecast and Carbon Credit Funding","cells":[{"id":315,"value":"# Weather Forecast and Carbon Credit Funding\n","pinned":false,"hidden":false,"mode":"md"},{"id":279,"value":"{\n const imgUrl = FileAttachment(\"weather forecast and carbon credit funding picture@2.png\");\n return htl.html`

${notebookTitle}

`;\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":0,"value":"# Weather forecast","pinned":false,"hidden":false,"mode":"md"},{"id":96,"value":"viewof weatherMode = Inputs.radio([\"forecast\",\"historical\",\"seasonal\",\"climate\"], {value:\"forecast\", label:\"Mode\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":198,"value":"viewof climateResolution = Inputs.radio([\"day\",\"month\",\"season\",\"year\"])","pinned":false,"hidden":false,"mode":"ojs"},{"id":327,"value":"viewof seasonalResolution = Inputs.radio([\"daily\",\"weekly\",\"monthly\"], {value:\"daily\", label:\"Seasonal resolution\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":330,"value":"viewof forecastDays = Inputs.range([1, 16], {value: 7, step: 1, label: \"Forecast days\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":333,"value":"viewof pastDays = Inputs.range([0, 92], {value: 0, step: 1, label: \"Past days\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":336,"value":"viewof seasonalForecastDays = Inputs.range([1, 183], {value: 92, step: 1, label: \"Seasonal forecast days\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":339,"value":"viewof seasonalPastDays = Inputs.range([0, 92], {value: 0, step: 1, label: \"Seasonal past days\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":43,"value":"$1e","pinned":false,"hidden":false,"mode":"ojs"},{"id":99,"value":"viewof historicalStart = Inputs.date({label:\"Historical start\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":101,"value":"viewof historicalEnd = Inputs.date({label:\"Historical end\"})","pinned":false,"hidden":false,"mode":"ojs"},{"id":103,"value":"viewof climateStart = Inputs.date({label:\"Climate start\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":105,"value":"viewof climateEnd = Inputs.date({label:\"Climate end\"})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":107,"value":"viewof climateModel = Inputs.select([\"\", \"CMCC-CM2-VHR4\", \"MPI-ESM1-2-XR\", \"FGOALS-f3-H\"], {label:\"Model\", format:d=>d||\"Default\"})","pinned":false,"hidden":false,"mode":"ojs"},{"id":118,"value":"viewof showFullForecastview = Inputs.toggle({label: \"Expand forecast\", value: false})\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":155,"value":"weatherWidgetView = weatherWidget(weatherData, showFullForecast, v => showFullForecastview.value = v, html)","pinned":false,"hidden":false,"mode":"ojs"},{"id":272,"value":"// pretty view of language toggle\nviewof prettyLanguageView = {\n return Inputs.bind(\n Inputs.radio(languages, {\n label: _lang(nbText.language),\n format: (d) => d.label\n }),\n viewof language\n );\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":254,"value":"carbonCreditTitle = {\n const title = _lang(nbText.carbonCreditFunding.carbonCreditTitle)\n return md`# ${title}`\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":293,"value":"carbonCredit1 = {\n const text = _lang(nbText.carbonCreditFunding.carbonCreditContent1)\n return md`${text}`\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":296,"value":"carbonCredit2 = {\n const text = _lang(nbText.carbonCreditFunding.carbonCreditContent2)\n return md`${text}`\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":299,"value":"carbonCredit3 = {\n const text = _lang(nbText.carbonCreditFunding.carbonCreditContent3)\n return md`${text}`\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":302,"value":"carbonCredit4 = {\n const text = _lang(nbText.carbonCreditFunding.carbonCreditContent4)\n return md`${text}`\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":257,"value":"_lang = Lang.lg(language.key)","pinned":false,"hidden":false,"mode":"ojs"},{"id":267,"value":"// main toggle of language key\nviewof language = Inputs.radio(languages, {\n label: \"Main language toggle\",\n format: (d) => d.key,\n value: languages.find((x) => x.key === defaultLangKey),\n})","pinned":false,"hidden":false,"mode":"ojs"},{"id":269,"value":"// get the default language key from parameter, or use default\ndefaultLangKey = {\n const name = \"lang\";\n const list = languages.map((d) => d.key);\n const defaultKey = \"en\";\n\n const queryParam = await Lang.getParamFromList({ name, list });\n\n return queryParam ?? defaultKey;\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":264,"value":"languages = [\n { key: \"en\", label: \"English\", locale: 'en-US' },\n { key: \"am\", label: \"አማርኛ\", locale: 'am-ET' },\n {key: \"or\", label: \"Afaan Oromoo\", locale: 'or-ET'},\n {key: \"ti\", label: \"ትግርኛ\", locale: 'ti-ET'},\n {key: \"so\", label: \"Soomaali\", locale: 'so-ET'},\n {key: \"af\", label: \"Qafar af\", locale: 'af-ET'}\n]","pinned":false,"hidden":false,"mode":"ojs"},{"id":260,"value":"import { Lang } from \"7d46679f7d0d917e\"","pinned":false,"hidden":false,"mode":"ojs"},{"id":250,"value":"$1f","pinned":false,"hidden":false,"mode":"ojs"},{"id":33,"value":"$20","pinned":false,"hidden":false,"mode":"ojs"},{"id":180,"value":"modeTitle = (() => {\n const raw = weatherData?.mode === \"historical\"\n ? \"Historical Weather\"\n : weatherData?.mode === \"climate\"\n ? \"Climate Change\"\n : weatherData?.mode === \"seasonal\"\n ? \"Seasonal Forecast\"\n : \"Weather Forecast\";\n\n if (typeof raw === \"string\") return raw;\n if (raw && raw.textContent) return raw.textContent;\n return String(raw ?? \"\");\n})()\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":8,"value":"calculateWoredaCentroids = async geojson => {\n const turfLib = await require(\"@turf/turf\");\n\n if (!geojson || !geojson.features || geojson.features.length === 0) {\n return new Map();\n }\n\n const centroidMap = new Map();\n\n for (const feature of geojson.features) {\n const props = feature.properties || {};\n\n // Try common name fields from the CSA admin3 file\n const woredaName =\n props.ADM31_EN ||\n props.ADM3_EN ||\n props.admin3_name ||\n null;\n\n if (!woredaName) continue;\n\n const centroid = turfLib.centroid(feature);\n const [lon, lat] = centroid.geometry.coordinates;\n\n centroidMap.set(woredaName, {\n lat,\n lon,\n admin0_name:\n props.ADM0_EN || props.admin0_name || \"Ethiopia\",\n admin1_name:\n props.ADM1_EN || props.admin1_name || null,\n admin3_name: woredaName\n });\n }\n\n return centroidMap;\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":36,"value":"woredaBoundaries = {\n // Adjust name EXACTLY to what appears in the Files pane\n const input = await FileAttachment(\n \"eth_admbnda_adm3_csa_bofedb_2021_simplified (2).json\"\n ).json();\n\n // It should already be a GeoJSON FeatureCollection\n if (input.type === \"FeatureCollection\" && input.features) {\n return input;\n }\n\n console.warn(\"Unexpected woreda file format:\", input);\n return { type: \"FeatureCollection\", features: [] };\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":40,"value":"woredaCentroids = await calculateWoredaCentroids(woredaBoundaries)","pinned":false,"hidden":false,"mode":"ojs"},{"id":83,"value":"fetchHistoricalWeather = async (lat, lon, startDate, endDate) => {\n const baseUrl = \"https://archive-api.open-meteo.com/v1/archive\";\n const params = new URLSearchParams({\n latitude: lat,\n longitude: lon,\n start_date: startDate,\n end_date: endDate,\n hourly: \"temperature_2m,relative_humidity_2m,precipitation,rain,cloud_cover,et0_fao_evapotranspiration,soil_temperature_0_to_7cm,soil_moisture_0_to_7cm\",\n daily: \"temperature_2m_max,temperature_2m_min,temperature_2m_mean,precipitation_sum,rain_sum,et0_fao_evapotranspiration_sum,soil_moisture_7_to_28cm_mean,soil_temperature_7_to_28cm_mean,relative_humidity_2m_mean,cloud_cover_mean,weathercode\",\n timezone: \"auto\"\n });\n const res = await fetch(`${baseUrl}?${params}`);\n if (!res.ok) throw new Error(`Historical API error ${res.status}`);\n return res.json();\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":85,"value":"fetchClimateProjections = async (lat, lon, startDate, endDate, model = null) => {\n const baseUrl = \"https://climate-api.open-meteo.com/v1/climate\";\n const params = new URLSearchParams({\n latitude: lat,\n longitude: lon,\n start_date: startDate,\n end_date: endDate,\n daily: \"temperature_2m_max,temperature_2m_min,temperature_2m_mean,precipitation_sum,rain_sum,cloud_cover_mean,relative_humidity_2m_mean,et0_fao_evapotranspiration_sum,soil_moisture_0_to_10cm_mean,weathercode\",\n timezone: \"auto\"\n });\n if (model) params.set(\"model\", model);\n const res = await fetch(`${baseUrl}?${params}`);\n if (!res.ok) throw new Error(`Climate API error ${res.status}`);\n return res.json();\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":345,"value":"fetchSeasonalForecast = async (lat, lon, forecastDays = 92, pastDays = 0) => {\n const baseUrl = \"https://seasonal-api.open-meteo.com/v1/seasonal\";\n const params = new URLSearchParams({\n latitude: lat,\n longitude: lon,\n daily: \"temperature_2m_mean,temperature_2m_max,temperature_2m_min,relative_humidity_2m_mean,precipitation_sum,rain_sum,cloud_cover_mean,et0_fao_evapotranspiration_sum\",\n hourly: \"soil_temperature_0_to_7cm,soil_moisture_0_to_7cm\",\n forecast_days: String(forecastDays),\n past_days: String(pastDays),\n timezone: \"auto\"\n });\n const res = await fetch(`${baseUrl}?${params}`);\n if (!res.ok) throw new Error(`Seasonal API error ${res.status}`);\n return res.json();\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":351,"value":"fetchElevation = async (lat, lon) => {\n const params = new URLSearchParams({ latitude: lat, longitude: lon });\n const res = await fetch(`https://api.open-meteo.com/v1/elevation?${params}`);\n if (!res.ok) throw new Error(`Elevation API error ${res.status}`);\n const data = await res.json();\n return Array.isArray(data.elevation) ? data.elevation[0] : null;\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":354,"value":"elevationData = {\n if (!selectedWoreda) return null;\n const coords = getWoredaCoordinates(selectedWoreda, woredaCentroids);\n if (!coords) return null;\n try {\n const metres = await fetchElevation(coords.lat, coords.lon);\n return { metres, woreda: selectedWoreda };\n } catch {\n return null;\n }\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":357,"value":"elevationView = elevationData\n ? html`

\n ⛰️\n ${elevationData.woreda} — elevation: ${elevationData.metres != null ? elevationData.metres.toLocaleString() + \" m\" : \"unknown\"} above sea level\n

`\n : html`

`\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":348,"value":"$21","pinned":false,"hidden":false,"mode":"ojs"},{"id":87,"value":"$22","pinned":false,"hidden":false,"mode":"ojs"},{"id":17,"value":"getMostCommonWeathercode = codes => {\n const counts = {};\n for (const code of codes || []) {\n counts[code] = (counts[code] || 0) + 1;\n }\n const keys = Object.keys(counts);\n if (!keys.length) return 0; // default clear\n\n return keys.reduce((a, b) => (counts[a] > counts[b] ? a : b));\n}\n\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":20,"value":"getWeatherIcon = weathercode => {\n const iconMap = {\n 0: \"☀️\",\n 1: \"🌤️\",\n 2: \"⛅\",\n 3: \"☁️\",\n 45: \"🌫️\",\n 48: \"🌫️\",\n 51: \"🌦️\",\n 53: \"🌦️\",\n 55: \"🌦️\",\n 61: \"🌧️\",\n 63: \"🌧️\",\n 65: \"🌧️\",\n 71: \"🌨️\",\n 73: \"🌨️\",\n 75: \"🌨️\",\n 80: \"🌦️\",\n 81: \"🌦️\",\n 82: \"🌦️\",\n 85: \"🌨️\",\n 86: \"🌨️\",\n 95: \"⛈️\",\n 96: \"⛈️\",\n 99: \"⛈️\"\n };\n return iconMap[weathercode] ?? \"❓\";\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":14,"value":"$23","pinned":false,"hidden":false,"mode":"ojs"},{"id":26,"value":"getWoredaCoordinates = (woredaName, centroids) => {\n if (!woredaName || !centroids) return null;\n return centroids.get(woredaName) || null;\n}","pinned":false,"hidden":false,"mode":"ojs"},{"id":133,"value":"historicalStartISO = historicalStart ? historicalStart.toISOString().slice(0, 10) : null\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":136,"value":"historicalEndISO = historicalEnd ? historicalEnd.toISOString().slice(0, 10) : null","pinned":false,"hidden":false,"mode":"ojs"},{"id":142,"value":"climateStartISO = climateStart ? climateStart.toISOString().slice(0, 10) : null\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":144,"value":"climateEndISO = climateEnd ? climateEnd.toISOString().slice(0, 10) : null","pinned":false,"hidden":false,"mode":"ojs"},{"id":11,"value":"fetchWeatherForecast = async (lat, lon, forecastDays = 7, pastDays = 0) => {\n const baseUrl = \"https://api.open-meteo.com/v1/forecast\";\n const params = new URLSearchParams({\n latitude: lat.toString(),\n longitude: lon.toString(),\n hourly: \"temperature_2m,precipitation,weathercode,rain,evapotranspiration,soil_temperature_18cm,soil_moisture_3_9cm\",\n daily: \"temperature_2m_mean,precipitation_sum,cloud_cover_mean,relative_humidity_2m_mean,et0_fao_evapotranspiration_sum\",\n current: \"temperature_2m,relative_humidity_2m,precipitation,rain,cloud_cover\",\n forecast_days: String(forecastDays),\n past_days: String(pastDays),\n timezone: \"auto\"\n });\n const response = await fetch(`${baseUrl}?${params}`);\n if (!response.ok) throw new Error(`HTTP error! status: ${response.status}`);\n return await response.json();\n}\n","pinned":false,"hidden":false,"mode":"ojs"},{"id":190,"value":"$24","pinned":false,"hidden":false,"mode":"ojs"},{"id":29,"value":"$25","pinned":false,"hidden":false,"mode":"ojs"},{"id":54,"value":"viewof showFullForecastView = Inputs.toggle({\n label: \"Show 5‑day forecast\",\n value: false\n})","pinned":false,"hidden":false,"mode":"ojs"},{"id":73,"value":"showFullForecast1 = Generators.input(viewof showFullForecastView)","pinned":false,"hidden":false,"mode":"ojs"},{"id":122,"value":"showFullForecast = Generators.input(viewof showFullForecastview)","pinned":false,"hidden":false,"mode":"ojs"},{"id":284,"value":"// main title of the notebook\nnotebookTitle = \"Weather forecast and Carbon Credit Funding\"","pinned":false,"hidden":false,"mode":"ojs"},{"id":235,"value":"$26","pinned":false,"hidden":false,"mode":"ojs"},{"id":324,"value":"seasonalResolution","pinned":true,"hidden":false,"mode":"ojs"}],"files":"$W27","stdlib":"1"}