From 86faa15d147318dbfdabdaf1d04efb8a59ff7051 Mon Sep 17 00:00:00 2001 From: Pierre Choffet Date: Wed, 22 Jan 2020 13:49:27 -0500 Subject: [PATCH] Complete process from ECCC website to Commons files generation --- COPYING | 674 ++++++++++++++++++++++++++++++++++++++++ README | 146 +++++++++ commons_rules.xsd | 240 +++++++++++++- dllist.sh | 151 +++++++++ eccc_fixer.sh | 45 +++ eccc_fixer.xslt | 19 ++ eccc_to_commons.sh | 106 +++++++ monthly_to_commons.xslt | 576 ++++++++++++++++++++++++++++++++++ 8 files changed, 1955 insertions(+), 2 deletions(-) create mode 100644 COPYING create mode 100644 README create mode 100755 dllist.sh create mode 100755 eccc_fixer.sh create mode 100755 eccc_to_commons.sh create mode 100644 monthly_to_commons.xslt diff --git a/COPYING b/COPYING new file mode 100644 index 0000000..94a9ed0 --- /dev/null +++ b/COPYING @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/README b/README new file mode 100644 index 0000000..6db096e --- /dev/null +++ b/README @@ -0,0 +1,146 @@ +eccc_to_commons - Set of tools to replicate + Environment and Climate change Canada data on + Wikimedia Commons + +This is a collection of scripts (mainly Bash and XSD/XSLT). + +Most of them use standard Unix/GNU tools so it should work on any recent GNU +distribution. In addition to coreutils, prerequisites are: + +- Bash 4+ +- Curl +- Xmlstarlet + +This repository is sponsored by Environment and Climate change Canada and +Wikimedia Canada. + + +Provided scripts, ordered by chronological usage: +dllist.sh outputs a curl configuration file listing all available + ECCC data +eccc_fixer.sh fix upstream data XML files +eccc_fixer.xslt fix upstream data XML file +commons_rules.xsd validate ECCC XML from a Wikimedian point of view +eccc_to_commons.sh transform ECCC XML files into JSON +monthly_to_commons.xslt transform ECCC monthly XML file into JSON + + +Usage: +The general idea of a large scale data import process is: + 1. Download a copy of all data required for the import + 2. Validate the cache + 3. Transform data into the target format + 4. Upload to the destination + +These tools require some technical knowledge prior to using them so they aren't +for general use. This is however a good starting point to discover how large +imports are processed in community driven projects. + + +In practice: +Beside a reasonable amount of available disk space, you will have to create two +distinct folders: the first will contain a copy of ECCC downloaded data while +the second will contain the data to be uploaded to Wikimedia Commons. +The following section will refer to them as ${ECCC_CACHE} and ${COMMONS_CACHE}. +These environment variables must be set or replaced by valid paths when the +commands are used. + + +1. Download a copy of all data required for the import +1.1 Create a list of all ECCC provided files +First, we generate a list of all the historical data provided by ECCC. + + $ ./dllist.sh "${ECCC_CACHE}" > "downloads_all" + +Expect quite long runtime. As of January 2020, it generates a list with almost +650,000 download links. + + +1.2 Filter unwanted files +This long list may contain more files than you actually need, so you may want to +reduce it so you don't have to download/store useless content. +This step basically depends on your own needs, so not all cases will be covered +here. downloads_all is a regular text file, so you can edit it with regular +tools like sed, grep or your prefered interactive editor. + +Here are a few examples to inspire you: + +Keep only monthly data: + $ cat downloads_all | grep -B1 -A1 --no-group-separator \ + -E '^output = ".*/monthly/[0-9]*.xml"$' > downloads_monthly + +Remove all downloads before (restart interrupted download): + $ sed -n '/https:\/\/climate.weather.gc.ca\/climate_data\/bulk_data_e.html?format=xml&timeframe=3&stationID=2606/,$p' \ + downloads_all > download_continue + + +1.3 Download wanted files +Give your own list of downloads to curl. You can add the parameters you need. + + $ curl --fail-early --create-dirs -K download_all + + +2 Fix the files +Be aware the files you've downloaded is buggy. Yes, all of them, they're +distributed as it by ECCC. But wait, there is a simple fix. + +The clean way to perform the fix is to use the following script: + + $ ./eccc_fixer.sh "${ECCC_CACHE}" "${ECCC_CACHE}-fixed" + + +However, if you don't want to keep the original files, you can just do: + + $ find "${ECCC_CACHE}" -type f -name '*.xml' -exec sed -i -e \ + 's/xsd:schemaLocation/xsi:schemaLocation/;s/xmlns:xsd="http:\/\/www.w3.org\/TR\/xmlschema-1\/"/xmlns:xsi="http:\/\/www.w3.org\/2001\/XMLSchema-instance"/' {} + + +From now on, the guide expects "${ECCC_CACHE}" to point the directory with fixed +files only. + + +3. Validate the cache +It's important you make the effort to validate the files before processing them. +Every transformation makes assumptions on data structure/content that can only +be asserted by using proper validation schemes. Bypassing this step may lead to +not working transformations or invalid final data. +This step is split in two: first we have to check the data is valid from an ECCC +point of view and then we check it's valid through Wikimedian eyes. + +3.1 Validate the data according to ECCC standards +However, the XML schema distributed by ECCC is incorrect. It won't validate any XML +coming from them. A fixed version can be found on Wikimedia Canada Git +repositories. + + $ git clone https://git.wikimedia.ca/eccc_schema.git + $ find "${ECCC_CACHE}" -type f -name '*.xml' -exec xmlstarlet val -b \ + -s eccc_schema/bulkschema.xsd {} \; + +The second command will list all incorrect files. If output is empty, you can +continue. + + +3.2 Validate the data according to Wikimedia standards + + $ find "${ECCC_CACHE}" -type f -name '*.xml' -exec xmlstarlet val -b \ + -s commons_rules.xsd {} \; + +Same as previously, the output should be empty. Otherwise, you must resolve +every single problem before continuing. + + +4. Transform data into target format +Here we are, here is the fun part: let's create weather data in Wikimedia +Commons format. + + $ ./eccc_to_commons "${ECCC_CACHE}" "${COMMONS_CACHE}" 2>log + +It will replicate the future Commons content paths inside nested directories. +So, for example future +https://commons.wikimedia.org/wiki/Data:weather.gc.ca/Monthly/4271.tab resource +will be created in ${COMMONS_CACHE}/weather.gc.ca/Monthly/4271.tab. +A sum up log file is created for further reference on what has been done during +conversion. + + +5. Upload to destination +Not done yet. diff --git a/commons_rules.xsd b/commons_rules.xsd index 1bfd00d..169dd3e 100644 --- a/commons_rules.xsd +++ b/commons_rules.xsd @@ -12,7 +12,10 @@ - + + + + @@ -346,6 +349,56 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -375,7 +428,7 @@ - + @@ -700,6 +753,142 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + temperature must be provided in °C. + + + + + + + + + + + unitType must be provided metric. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + precipitation must be provided in mm or cm. + + + + + + + + + + + + unitType must be provided metric. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -936,6 +1125,53 @@ + + + + + + + + Value is currently between -63.0 and 50.0. + + + + + + + + + + + + + + + + Max value is currently 999. + + + + + + + + + + + + + + + + Percentage. + + + + + + + diff --git a/dllist.sh b/dllist.sh new file mode 100755 index 0000000..c2b9e62 --- /dev/null +++ b/dllist.sh @@ -0,0 +1,151 @@ +#!/bin/bash + +# dllist - Set of tools to replicate Environment and Climate change Canada data +# on Wikimedia Commons +# Copyright (C) 2019-2020 Pierre Choffet +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +STATION_INVENTORY_URL='ftp://client_climate@ftp.tor.ec.gc.ca/Pub/Get_More_Data_Plus_de_donnees/Station Inventory EN.csv' +XML_PREFIX='https://climate.weather.gc.ca/climate_data/bulk_data_e.html?format=xml' +CSV_COLUMNS=19 + +set -e + +function generateStation() { + local -ir id="${1}" + local -ir monthly_start_year="${2}" + local -ir monthly_end_year="${3}" + local -ir daily_start_year="${4}" + local -ir daily_end_year="${5}" + local -ir hourly_start_year="${6}" + local -ir hourly_end_year="${7}" + + # Generate monthly link + if [ "${monthly_start_year}" -ne 0 ]&&[ "${monthly_end_year}" -ne 0 ] + then + cat <<-EOF >&1 + url = "${XML_PREFIX}&timeframe=3&stationID=${id}" + output = "${OUTPUT_PREFIX}/monthly/${id}.xml" + + EOF + fi + + # Generate daily links + if [ "${daily_start_year}" -ne 0 ]&&[ "${daily_end_year}" -ne 0 ] + then + for year in $(seq ${daily_start_year} ${daily_end_year}) + do + cat <<-EOF >&1 + url = "${XML_PREFIX}&timeframe=2&stationID=${id}&Year=${year}&Month=1" + output = "${OUTPUT_PREFIX}/daily/${id}/${year}.xml" + + EOF + done + fi + + # Generate hourly links + if [ "${hourly_start_year}" -ne 0 ]&&[ "${hourly_end_year}" -ne 0 ] + then + for year in $(seq ${hourly_start_year} ${hourly_end_year}) + do + for month in $(seq 1 12) + do + # Avoid future stats + if [ "${year}" -eq "${NOW_YEAR}" ]&&[ "${month}" -gt "${NOW_MONTH}" ] + then + continue + fi + + cat <<-EOF >&1 + url = "${XML_PREFIX}&timeframe=1&stationID=${id}&Year=${year}&Month=${month}&Day=1" + output = "${OUTPUT_PREFIX}/hourly/${id}/${year}-$(printf "%02i" ${month}).xml" + + EOF + done + done + fi + + # Generate almanac link + cat <<-EOF >&1 + url = "${XML_PREFIX}&timeframe=4&stationID=${id}" + output = "${OUTPUT_PREFIX}/almanac/${id}.xml" + + EOF +} + + +# Check user input +if [ "${1}" == '' ] +then + echo "No download folder given" + exit 1 +else + OUTPUT_PREFIX=$(realpath "${1}") +fi + +# Get stations inventory +STATION_INVENTORY_PATH="$(mktemp)" +EXPECTED_COMMAS_COUNT="$((${CSV_COLUMNS} - 1))" +EXPECTED_QUOTES_COUNT="$((${CSV_COLUMNS} * 2))" + +# Date +NOW_YEAR=$(date +%Y) +NOW_MONTH=$(date +%m) + +curl "${STATION_INVENTORY_URL}" > "${STATION_INVENTORY_PATH}" + +# Read stations ids +HEADER=1 +while IFS= read -r station +do + # WARNING: This is a very naive reading of a csv line. Add some sanity checks + # so we can fail gracefully if escaped '"' or ',' added in source. + COMMAS=${station//[^,]} + QUOTES=${station//[^\"]} + + if [ ${#COMMAS} -eq ${EXPECTED_COMMAS_COUNT} ]||[ ${#QUOTES} -eq ${EXPECTED_QUOTES_COUNT} ] + then + # Parsing inside CSV content + if [ ${HEADER} -ne 0 ] + then + # First valid file is columns name, continue + HEADER=0 + continue + fi + + STATION_ID="$(echo "${station}" | awk -F'"' '{print $8}')" + STATION_HOURLY_START=$(echo "${station}" | awk -F'"' '{print $28}') + STATION_HOURLY_END=$(echo "${station}" | awk -F'"' '{print $30}') + STATION_DAILY_START=$(echo "${station}" | awk -F'"' '{print $32}') + STATION_DAILY_END=$(echo "${station}" | awk -F'"' '{print $34}') + STATION_MONTHLY_START=$(echo "${station}" | awk -F'"' '{print $36}') + STATION_MONTHLY_END=$(echo "${station}" | awk -F'"' '{print $38}') + generateStation "${STATION_ID}" "${STATION_MONTHLY_START}" "${STATION_MONTHLY_END}" "${STATION_DAILY_START}" "${STATION_DAILY_END}" "${STATION_HOURLY_START}" "${STATION_HOURLY_END}" + else + if [ "${HEADER}" -eq 0 ] + then + # NOTE: Script requests CSV contains 19 columns. If structure changed, please warn the developers. + echo "Structure of station inventory file changed. See comment above line ${LINENO} for more explanation. Exiting." >&2 + exit 1 + else + # Inside header, we can continue + continue + fi + + fi +done < "${STATION_INVENTORY_PATH}" + +# Clean +rm "${STATION_INVENTORY_PATH}" diff --git a/eccc_fixer.sh b/eccc_fixer.sh new file mode 100755 index 0000000..9d8cc91 --- /dev/null +++ b/eccc_fixer.sh @@ -0,0 +1,45 @@ +#!/bin/bash + +# eccc_fixer.sh - Create Environment and Climate change Canada historical data +# files download list +# Copyright (C) 2019-2020 Pierre Choffet +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +set -ex + +SOURCE="${1}" +DESTINATION="${2}" + +if [ -z "${SOURCE}" ]||[ -z "${DESTINATION}" ]||[ -d "${DESTINATION}" ] +then + echo 'Fix XMLs provided by Environment and Climate change Canada' + echo 'Usage: eccc_fixer.sh ' + echo '' + echo 'To prevent wrong usage, must not exist.' + exit 1 +fi + +# Recreate folders structure +while IFS= read -r -d '' -u 9 +do + mkdir -p -- "${DESTINATION}/$(realpath --relative-to "${SOURCE}" "${REPLY}")" + +done 9< <( find "${SOURCE}" -type d -print0 ) + +# Transform original files +while IFS= read -r -d '' -u 9 +do + xmlstarlet tr eccc_fixer.xslt "${REPLY}" > "${DESTINATION}/$(realpath --relative-to "${SOURCE}" "${REPLY}")" +done 9< <( find "${SOURCE}" -type f -name '*.xml' -print0 ) diff --git a/eccc_fixer.xslt b/eccc_fixer.xslt index b62098a..7702bd1 100644 --- a/eccc_fixer.xslt +++ b/eccc_fixer.xslt @@ -1,4 +1,23 @@ + + + diff --git a/eccc_to_commons.sh b/eccc_to_commons.sh new file mode 100755 index 0000000..c580fbb --- /dev/null +++ b/eccc_to_commons.sh @@ -0,0 +1,106 @@ +#!/bin/bash + +# eccc_to_commons - Batch convert Environment and Climate change Canada +# historical XML data into a JSON format suitable for +# Wikimedia Commons. +# Copyright (C) 2019-2020 Pierre Choffet +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + +set -e + +SOURCE="${1}" +DESTINATION="${2}" + +if [ -z "${SOURCE}" ]||[ -z "${DESTINATION}" ]||[ ! -d "${DESTINATION}" ] +then + echo 'Fix XMLs provided by Environment and Climate change Canada' + echo 'Usage: eccc_to_commons.sh ' + exit 1 +fi + +# Loop on xml files in source folder +while IFS= read -r -d '' -u 9 +do + # Check XML type + declare -i STATIONDATA_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata)' "${REPLY}") + declare -i YEAR_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata[@year])' "${REPLY}") + declare -i MONTH_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata[@month])' "${REPLY}") + declare -i DAY_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata[@day])' "${REPLY}") + declare -i HOUR_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata[@hour])' "${REPLY}") + declare -i MINUTE_COUNT=$(xmlstarlet sel -t -v 'count(//stationdata[@minute])' "${REPLY}") + declare -i AL_MONTH_COUNT=$(xmlstarlet sel -t -v 'count(//month)' "${REPLY}") + + # Detect station id + declare -i LAST_DIR=$(basename $(dirname "${REPLY}")) + declare -i FILENAME=$(basename "${REPLY%.*}") + + if [ "${LAST_DIR}" -gt 0 ] + then + # Station id is in last directory name + STATION_ID="${LAST_DIR}" + elif [ "${FILENAME}" -gt 0 ] + then + # Station id is in file name + STATION_ID="${FILENAME}" + else + echo "${REPLY}: Cannot detect station id" + exit 1 + fi + + if [ ${AL_MONTH_COUNT} -eq 0 ]&& \ + [ ${STATIONDATA_COUNT} -gt 0 ]&& \ + [ ${STATIONDATA_COUNT} -eq ${YEAR_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${MONTH_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${DAY_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${HOUR_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${MINUTE_COUNT} ] + then + echo "${REPLY}: Hourly data not compatible yet. Ignoring." >&2 + continue + elif [ ${AL_MONTH_COUNT} -eq 0 ]&& \ + [ ${STATIONDATA_COUNT} -gt 0 ]&& \ + [ ${STATIONDATA_COUNT} -eq ${YEAR_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${MONTH_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${DAY_COUNT} ]&& \ + [ ${HOUR_COUNT} -eq 0 ]&& \ + [ ${MINUTE_COUNT} -eq 0 ] + then + echo "${REPLY}: Daily data not compatible yet. Ignoring." >&2 + continue + elif [ ${AL_MONTH_COUNT} -eq 0 ]&& \ + [ ${STATIONDATA_COUNT} -gt 0 ]&& \ + [ ${STATIONDATA_COUNT} -eq ${YEAR_COUNT} ]&& \ + [ ${STATIONDATA_COUNT} -eq ${MONTH_COUNT} ]&& \ + [ ${DAY_COUNT} -eq 0 ]&& \ + [ ${HOUR_COUNT} -eq 0 ]&& \ + [ ${MINUTE_COUNT} -eq 0 ] + then + STYLESHEET_PATH='monthly_to_commons.xslt' + DESTINATION_PATH="${DESTINATION}/weather.gc.ca/Monthly/${STATION_ID}.tab" + elif [ ${STATIONDATA_COUNT} -eq 0 ]&& \ + [ ${AL_MONTH_COUNT} -gt 0 ] + then + echo "${REPLY}: Almanac data not compatible yet. Ignoring." >&2 + continue + DESTINATION_PATH="${DESTINATION}/weather.gc.ca/Almanac/${STATION_ID}.tab" + else + echo "${REPLY}: Cannot detect file type. Exiting." + exit 1 + fi + + echo "Processing ${REPLY} to ${DESTINATION_PATH}…" >&2 + mkdir -p "$(dirname "${DESTINATION_PATH}")" + xmlstarlet tr "${STYLESHEET_PATH}" "${REPLY}" > "${DESTINATION_PATH}" +done 9< <( find "${SOURCE}" -type f -name '*.xml' -print0 ) diff --git a/monthly_to_commons.xslt b/monthly_to_commons.xslt new file mode 100644 index 0000000..4f1fa9e --- /dev/null +++ b/monthly_to_commons.xslt @@ -0,0 +1,576 @@ + + + + + + + + + + + + + + + + + + + + { + "license": "CC0-1.0", + "description": { + "en": " Monthly Weather Data", + "fr": "Données météorologiques mensuelles de " + }, + "sources": "[https://climate.weather.gc.ca/ Environment and Climate Change Canada]", + "categories": "[Category:Environment and Climate Change Canada Monthly Weather Data] [Category:Weather Data in + + ]", + "schema": { + "fields": [ + { + "name": "date", + "type": "string", + "title": { + "ar": "تاريخ", + "ca": "Data", + "da": "Dato", + "de": "Datum", + "en": "Date", + "es": "Fecha", + "fr": "Date", + "ru": "Дата", + "sr": "Датум" + } + }, + { + "name": "avgHighTemp", + "type": "number", + "title": { + "ca": "Mitjana de temps. altes", + "da": "Gennemsnitlig højeste temperatur", + "de": "Durchschnittliche Höchsttemperatur", + "en": "Average high temp", + "es": "Promedio de temps. altas", + "fr": "Température maximale moyenne", + "ru": "Средняя высшая темп", + "sr": "Просечна виша температура" + } + }, + { + "name": "avgLowTemp", + "type": "number", + "title": { + "ca": "Mitjana de temps. baixes", + "da": "Gennemsnitlige laveste temperatur", + "de": "Durchschnittliche Tiefsttemperatur", + "en": "Average low temp", + "es": "Promedio de temps. bajas", + "fr": "Température minimale moyenne", + "ru": "Средняя нижняя темп", + "sr": "Просечна нижа температура" + } + }, + { + "name": "avgTemp", + "type": "number", + "title": { + "en": "Average temperature", + "fr": "Température moyenne" + } + }, + { + "name": "extHighTemp", + "type": "number", + "title": { + "en": "Highest daily maximum temperature", + "fr": "Température maximale quotidienne la plus élevée" + } + }, + { + "name": "extLowTemp", + "type": "number", + "title": { + "en": "Lowest daily minimal temperature", + "fr": "Température minimale la plus basse" + } + }, + { + "name": "precipTotalRain", + "type": "number", + "title": { + "en": "Total rainfall (mm)", + "fr": "Pluie totale (mm)" + } + }, + { + "name": "precipTotalSnow", + "type": "number", + "title": { + "en": "Total snowfall (cm)", + "fr": "Neige totale (cm)" + } + }, + { + "name": "precipTotal", + "type": "number", + "title": { + "en": "Total précipitation (mm)", + "fr": "Précipitations totale (mm)" + } + }, + { + "name": "snowGrndLastDay", + "type": "number", + "title": { + "en": "Snow on the ground on the last day (cm)", + "fr": "Neige au sol le dernier jour (cm)" + } + }, + { + "name": "windDirMaxGust", + "type": "number", + "title": { + "en": "Direction of maximum gust (10's deg/tens of degrees)", + "fr": "Direction de la rafale maximale (10's deg/dizaines de degrés)" + } + }, + { + "name": "windSpeedMaxGust", + "type": "number", + "title": { + "en": "Speed of maximum gust (km/h)", + "fr": "Vitesse de la rafale maximale (km/h)" + } + } + ] + }, + "data": [ + + ]} + + + + + + [" + + - + + " + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + , + + + + ] + + , + + + + + + + + null + + + WARNING: -: Insert estimated meanmaxtemp value + + + + WARNING: -: Insert meanmaxtemp value with undocumented "I" flag + + + + WARNING: -: Insert available meanmaxtemp marked as missing + + + + + + + + + + + + + null + + + WARNING: -: Insert estimated meanmintemp value + + + + WARNING: -: Insert meanmintemp value with undocumented "I" flag + + + + WARNING: -: Insert available meanmintemp marked as missing + + + + + + + + + + + + + null + + + WARNING: -: Insert estimated meanmonthtemp value + + + + WARNING: -: Insert meanmonthtemp value with undocumented "I" flag + + + + WARNING: -: Insert available meanmonthtemp marked as missing + + + + + + + + + + + + + null + + + WARNING: -: Insert multiple and estimated extrmaxtemp value + + + + WARNING: -: Insert estimated extrmaxtemp value + + + + WARNING: -: Insert extrmaxtemp value with undocumented "I" flag + + + + WARNING: -: Insert available extrmaxtemp marked as missing + + + + WARNING: -: Insert multiple extrmaxtemp value + + + + + + + + + + + + + null + + + WARNING: -: Insert multiple and estimated extrmintemp value + + + + WARNING: -: Insert estimated extrmintemp value + + + + WARNING: -: Insert extrmintemp value with undocumented "I" flag + + + + WARNING: -: Insert available extrmintemp marked as missing + + + + WARNING: -: Insert multiple extrmintemp value + + + + + + + + + + + + + null + + + WARNING: -: Discard totrain containing "#" + null + + + WARNING: -: Insert estimated totrain value + + + + WARNING: -: Insert totrain value with undocumented "I" flag + + + + WARNING: -: Insert available totrain marked as missing + + + + WARNING: -: Insert traces only totrain value + + + + + + + + + + + + + null + + + WARNING: -: Discard negative totsnow value + null + + + WARNING: -: Insert estimated totsnow value + + + + WARNING: -: Insert totsnow value with undocumented "I" flag + + + + WARNING: -: Insert available totsnow marked as missing + + + + WARNING: -: Insert traces only totsnow value + + + + + + + + + + + + + null + + + WARNING: -: Discard totprecip containing "#" + null + + + WARNING: -: Insert estimated totprecip value + + + + WARNING: -: Insert totprecip value with undocumented "I" flag + + + + WARNING: -: Insert available totprecip marked as missing + + + + WARNING: -: Insert traces only totprecip value + + + + + + + + + + + + + null + + + WARNING: -: Insert estimated grndsnowlastday value + + + + WARNING: -: Insert available grndsnowlastday marked as missing + + + + WARNING: -: Insert traces only grndsnowlastday value + + + + + + + + + + + + + null + + + WARNING: -: Insert multiple and estimated dirmaxgust value + + + + WARNING: -: Insert estimated dirmaxgust value + + + + WARNING: -: Insert dirmaxgust value with undocumented "I" flag + + + + WARNING: -: Insert available dirmaxgust marked as missing + + + + WARNING: -: Insert multiple dirmaxgust value + + + + WARNING: -: Insert dirmaxgust with a value of "36" + + + + + + + + + + + + + null + + + WARNING: -: Discard speedmaxgust with value "<31" + null + + + WARNING: -: Insert multiple and estimated speedmaxgust value + + + + WARNING: -: Insert estimated speedmaxgust value + + + + WARNING: -: Insert speedmaxgust value with undocumented "I" flag + + + + WARNING: -: Insert available speedmaxgust marked as missing + + + + WARNING: -: Insert multiple speedmaxgust value + + + + + + + + + + + + ABCDEFGHIJKLMNOPQRSTUVWXYZ + abcdefghijklmnopqrstuvwxyz + + + + + + + + + + + + + -- 2.42.0