diff --git a/notebooks/BGS_World_Mineral_Statistics_using_OGCAPI_Features.ipynb b/notebooks/BGS_World_Mineral_Statistics_using_OGCAPI_Features.ipynb new file mode 100644 index 0000000..7d8205c --- /dev/null +++ b/notebooks/BGS_World_Mineral_Statistics_using_OGCAPI_Features.ipynb @@ -0,0 +1,14897 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Using BGS World Mineral Statistics - OGCAPI-Features Endpoint\n", + "\n", + "The BGS has recently started serving more data using API's, recognising more users want and need programatic access to data.\n", + "\n", + "BGS is also committed to using international standards, including geospatial standards from the OGC and ISO, which we've done on the API for the World Mineral Statistic Data - utalising the OGC APU - Features standard.\n", + "\n", + "## World mineral statistics data\n", + "\n", + "The British Geological Survey (BGS) and its predecessor organisations have compiled production and trade statistics on a wide range of mineral commodities since 1913.\n", + "\n", + "## Data availability\n", + "\n", + "Currently this tool permits access to data from the World Mineral Statistics archive for the years 1970 to 2022. Prior to 1970 the data are available in PDF files which you can download for free from the main archive page. Selected data from 1960 are also available from the main archive as a static table in MS Excel.\n", + "\n", + "For certain commodities data are not available for all years, for example the BGS commenced collation of data for primary aggregates in 1998 and consequently there are no data for earlier years for this particular commodity. Trade data (imports and exports) are available for all countries up to 2002, and for selected European countries only from 2003 to 2018.\n", + "\n", + "\n", + "| Year Range | Import Data | Export Data | Geographic Extent |\n", + "|------------ |---------|---------| ----------------- |\n", + "| 1970 - 2002 | Yes | Yes | All Countries |\n", + "| 1970 - 2018 | Yes | Yes | Selected Europe |\n", + "| 1970 - Present | Yes | Yes | UK Only |\n" + ], + "metadata": { + "id": "aWAvWiYGfosP" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Setup\n", + "\n", + "Installation / Import of required Libaries" + ], + "metadata": { + "id": "FgrrQU3igghb" + } + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nqB50soUYHek", + "outputId": "108ba3fa-4225-4773-d558-d7f613623fd7" + }, + "source": [ + "!pip install OWSLib\n", + "!pip install folium\n", + "\n", + "from owslib.ogcapi.features import Features\n", + "import requests\n", + "import folium\n", + "import json" + ], + "execution_count": 172, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: OWSLib in /usr/local/lib/python3.10/dist-packages (0.31.0)\n", + "Requirement already satisfied: lxml in /usr/local/lib/python3.10/dist-packages (from OWSLib) (4.9.4)\n", + "Requirement already satisfied: python-dateutil>=1.5 in /usr/local/lib/python3.10/dist-packages (from OWSLib) (2.8.2)\n", + "Requirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from OWSLib) (2024.1)\n", + "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from OWSLib) (6.0.2)\n", + "Requirement already satisfied: requests>=1.0 in /usr/local/lib/python3.10/dist-packages (from OWSLib) (2.32.3)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=1.5->OWSLib) (1.16.0)\n", + "Requirement already satisfied: 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/usr/local/lib/python3.10/dist-packages (from folium) (2.32.3)\n", + "Requirement already satisfied: xyzservices in /usr/local/lib/python3.10/dist-packages (from folium) (2024.6.0)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2>=2.9->folium) (2.1.5)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->folium) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->folium) (3.8)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->folium) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->folium) (2024.8.30)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## API Overview" + ], + "metadata": { + "id": "8AH6dCUBgn55" + } + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IN6rysGDYSnB", + "outputId": "6fe59f76-d139-4564-a303-616c5fc6c256" + }, + "source": [ + "## List all available data collections from the BGS OGC API Service:\n", + "\n", + "bgs = Features('https://ogcapi.bgs.ac.uk/')\n", + "bgs.feature_collections()" + ], + "execution_count": 173, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['scanned-maps-1m',\n", + " 'scanned-maps-500k',\n", + " 'scanned-maps-250k',\n", + " 'bgsgeology625kbedrock',\n", + " 'bgsgeology625kdykes',\n", + " 'bgsgeology625kfaults',\n", + " 'bgsgeology625ksuperficial',\n", + " 'aeromag',\n", + " 'historicalearthquakes',\n", + " 'recentearthquakes',\n", + " 'landslideindex',\n", + " 'onshoreboreholeindex',\n", + " 'agsboreholeindex',\n", + " 'geomag-observatory-index',\n", + " 'offshore-survey-overview',\n", + " 'offshore-factor-map-bsl',\n", + " 'offshore-factor-map-qdsl',\n", + " 'offshore-factor-map-qdt',\n", + " 'offshore-core-sample-data',\n", + " 'offshore-sample-activity-data',\n", + " 'offshore-sample-geochemical-data',\n", + " 'offshore-sample-geological-data',\n", + " 'offshore-sample-geotechnical-data',\n", + " 'offshore-seabed-sediment-data',\n", + " 'offshore-oil-gas-site-surveys',\n", + " 'offshorebackscatterareas',\n", + " 'offshore-geophysical-survey-lines',\n", + " 'offshore-geophysical-survey-shot-points',\n", + " 'offshore-geophysical-data-magnetics',\n", + " 'offshore-geophysical-data-gravity',\n", + " 'offshore-sea-areas',\n", + " 'offshore-sea-data-bbox',\n", + " 'offshore-sea-doc-event-area',\n", + " 'offshore-sea-doc-event-line',\n", + " 'offshore-sea-doc-event-point',\n", + " 'offshore-hydrocarbon-wells',\n", + " 'eruption-source-parameter',\n", + " 'non-coal-mine-plans/plans',\n", + " 'magnetograms/magnetograms',\n", + " 'magnetograms/observatories',\n", + " 'world-mineral-statistics']" + ] + }, + "metadata": {}, + "execution_count": 173 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "D7E55kxQc4ST", + "outputId": "8e413eff-a2ed-4bce-b5bb-3819f8dfc649" + }, + "source": [ + "## List metadata for a specific collection of data, in this case the BGS World Mineral Statistics\n", + "\n", + "bgs.collection('world-mineral-statistics')" + ], + "execution_count": 174, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'id': 'world-mineral-statistics',\n", + " 'title': 'BGS World Mineral Statistics',\n", + " 'description': 'Welcome to the World Mineral Statistics archive API. The British Geological Survey (BGS) and its predecessor organisations have compiled production and trade statistics on a wide range of mineral commodities since 1913. Currently this tool permits access to data from the World Mineral Statistics archive for the years 1970 to 2022. Prior to 1970 the data are available in PDF files which you can download for free from the main archive page. Selected data from 1960 are also available from the main archive as a static table in MS Excel. For certain commodities data are not available for all years, for example the BGS commenced collation of data for primary aggregates in 1998 and consequently there are no data for earlier years for this particular commodity. Trade data (imports and exports) are available for all countries up to 2002, and for selected European countries only from 2003 to 2018. Please ensure that you have read and understand our terms and conditions for the data.',\n", + " 'keywords': ['minerals', 'statistics', 'global'],\n", + " 'links': [{'type': 'text/html',\n", + " 'rel': 'canonical',\n", + " 'title': 'information',\n", + " 'href': 'https://www2.bgs.ac.uk/mineralsuk/statistics/',\n", + " 'hreflang': 'en-US'},\n", + " {'type': 'text/html',\n", + " 'rel': 'canonical',\n", + " 'title': 'Terms and Conditions',\n", + " 'href': 'https://www2.bgs.ac.uk/mineralsUk/statistics/termsAndConditions.html',\n", + " 'hreflang': 'en-US'},\n", + " {'type': 'text/html',\n", + " 'rel': 'canonical',\n", + " 'title': 'Metadata',\n", + " 'href': 'http://data.bgs.ac.uk/id/dataHolding/13480180',\n", + " 'hreflang': 'en-US'},\n", + " {'type': 'application/json',\n", + " 'rel': 'root',\n", + " 'title': 'The landing page of this server as JSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk?f=json'},\n", + " {'type': 'text/html',\n", + " 'rel': 'root',\n", + " 'title': 'The landing page of this server as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk?f=html'},\n", + " {'type': 'application/json',\n", + " 'rel': 'self',\n", + " 'title': 'This document as JSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics?f=json'},\n", + " {'type': 'application/ld+json',\n", + " 'rel': 'alternate',\n", + " 'title': 'This document as RDF (JSON-LD)',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics?f=jsonld'},\n", + " {'type': 'text/html',\n", + " 'rel': 'alternate',\n", + " 'title': 'This document as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics?f=html'},\n", + " {'type': 'application/json',\n", + " 'rel': 'http://www.opengis.net/def/rel/ogc/1.0/schema',\n", + " 'title': 'Schema of collection in JSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/schema?f=json'},\n", + " {'type': 'text/html',\n", + " 'rel': 'http://www.opengis.net/def/rel/ogc/1.0/schema',\n", + " 'title': 'Schema of collection in HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/schema?f=html'},\n", + " {'type': 'application/schema+json',\n", + " 'rel': 'http://www.opengis.net/def/rel/ogc/1.0/queryables',\n", + " 'title': 'Queryables for this collection as JSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/queryables?f=json'},\n", + " {'type': 'text/html',\n", + " 'rel': 'http://www.opengis.net/def/rel/ogc/1.0/queryables',\n", + " 'title': 'Queryables for this collection as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/queryables?f=html'},\n", + " {'type': 'application/geo+json',\n", + " 'rel': 'items',\n", + " 'title': 'Items as GeoJSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=json'},\n", + " {'type': 'application/ld+json',\n", + " 'rel': 'items',\n", + " 'title': 'Items as RDF (GeoJSON-LD)',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=jsonld'},\n", + " {'type': 'text/html',\n", + " 'rel': 'items',\n", + " 'title': 'Items as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=html'}],\n", + " 'extent': {'spatial': {'bbox': [[-119.677633,\n", + " -44.75072,\n", + " 177.97519799999998,\n", + " 74.02784799999999]],\n", + " 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'},\n", + " 'temporal': {'interval': [['1970-01-01', None]]}},\n", + " 'itemType': 'feature',\n", + " 'crs': ['http://www.opengis.net/def/crs/OGC/1.3/CRS84'],\n", + " 'storageCRS': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}" + ] + }, + "metadata": {}, + "execution_count": 174 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ysWZcsnjc_sA", + "outputId": "0d28ee37-1fd9-4f78-a7a5-a8c650cf01d3" + }, + "source": [ + "## Return the data for the first 2 items in the collection allowing you to review available properties and formats. This also includes the numberMatched and numberReturned parameters which is usful to understand how much data is available.\n", + "\n", + "minstats = bgs.collection_items('world-mineral-statistics', limit=2)\n", + "minstats" + ], + "execution_count": 175, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'type': 'FeatureCollection',\n", + " 'features': [{'type': 'Feature',\n", + " 'properties': {'quantity': 0.0,\n", + " 'bgs_commodity_code': 128.0,\n", + " 'units': 'kilograms (metal content)',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'silver, mine',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Burkina Faso',\n", + " 'bgs_sub_commodity_trans': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso2_code': 'BF',\n", + " 'erml_group': 'Silver',\n", + " 'concat_figure_notes_code': None,\n", + " 'yearbook_table_trans': 'Mine production of silver',\n", + " 'country_iso3_code': 'BFA',\n", + " 'erml_commodity': 'Silver (mine production, metal content)',\n", + " 'concat_figure_notes_text': None,\n", + " 'yearbook_table_id': 128,\n", + " 'pole_of_inaccessibility_longitude': -0.901057,\n", + " 'erml_sub_commodity': 'Ores and concentrates (metal content)',\n", + " 'year': '2006-01-01',\n", + " 'pole_of_inaccessibility_latitude': 12.591396,\n", + " 'cgi_commodity_url': 'http://resource.geosciml.org/classifier/cgi/commodity-code/silver'},\n", + " 'id': '1-10-1995-128-2006',\n", + " 'geometry': {'type': 'Point', 'coordinates': [-0.901057, 12.591396]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'quantity': 100.0,\n", + " 'bgs_commodity_code': 128.0,\n", + " 'units': 'kilograms (metal content)',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'silver, mine',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Burkina Faso',\n", + " 'bgs_sub_commodity_trans': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso2_code': 'BF',\n", + " 'erml_group': 'Silver',\n", + " 'concat_figure_notes_code': None,\n", + " 'yearbook_table_trans': 'Mine production of silver',\n", + " 'country_iso3_code': 'BFA',\n", + " 'erml_commodity': 'Silver (mine production, metal content)',\n", + " 'concat_figure_notes_text': None,\n", + " 'yearbook_table_id': 128,\n", + " 'pole_of_inaccessibility_longitude': -0.901057,\n", + " 'erml_sub_commodity': 'Ores and concentrates (metal content)',\n", + " 'year': '2007-01-01',\n", + " 'pole_of_inaccessibility_latitude': 12.591396,\n", + " 'cgi_commodity_url': 'http://resource.geosciml.org/classifier/cgi/commodity-code/silver'},\n", + " 'id': '1-10-1995-128-2007',\n", + " 'geometry': {'type': 'Point', 'coordinates': [-0.901057, 12.591396]}}],\n", + " 'numberMatched': 409809,\n", + " 'numberReturned': 2,\n", + " 'links': [{'type': 'application/geo+json',\n", + " 'rel': 'self',\n", + " 'title': 'This document as GeoJSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=json&limit=2'},\n", + " {'rel': 'alternate',\n", + " 'type': 'application/ld+json',\n", + " 'title': 'This document as RDF (JSON-LD)',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=jsonld&limit=2'},\n", + " {'type': 'text/html',\n", + " 'rel': 'alternate',\n", + " 'title': 'This document as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=html&limit=2'},\n", + " {'type': 'application/geo+json',\n", + " 'rel': 'next',\n", + " 'title': 'Items (next)',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?offset=2&limit=2'},\n", + " {'type': 'application/json',\n", + " 'title': 'BGS World Mineral Statistics',\n", + " 'rel': 'collection',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics'}],\n", + " 'timeStamp': '2024-09-05T11:19:27.376455Z'}" + ] + }, + "metadata": {}, + "execution_count": 175 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Commodities Available\n", + "\n", + "There is a commodities endpoint to get a list of commodities available to search by:" + ], + "metadata": { + "id": "PVMmKeFpdEKN" + } + }, + { + "cell_type": "code", + "source": [ + "params = {'f': 'json', 'limit': 200}\n", + "response = requests.get('https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics-commodities/items', params=params)\n", + "data = response.json()\n", + "data\n", + "commodities = []\n", + "commodities.append(gpd.GeoDataFrame.from_features(data['features']))\n", + "commodities = pd.concat(commodities)\n", + "commodities" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "id": "DV8_fWS5dPg8", + "outputId": "9a1efe14-cc14-4c95-fe15-b462ccd2608a" + }, + "execution_count": 176, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " geometry sort_id commodity_list_trans commodity_code\n", + "0 POINT (0.00000 0.00000) 1.0 aggregates, primary 177.0\n", + "1 POINT (0.00000 0.00000) 2.0 alumina 2.0\n", + "2 POINT (0.00000 0.00000) 3.0 aluminium, primary 3.0\n", + "3 POINT (0.00000 0.00000) 4.0 antimony 8.0\n", + "4 POINT (0.00000 0.00000) 5.0 antimony, mine 6.0\n", + ".. ... ... ... ...\n", + "106 POINT (0.00000 0.00000) 107.0 zinc 156.0\n", + "107 POINT (0.00000 0.00000) 108.0 zinc, mine 153.0\n", + "108 POINT (0.00000 0.00000) 109.0 zinc, slab 154.0\n", + "109 POINT (0.00000 0.00000) 110.0 zirconium 159.0\n", + "110 POINT (0.00000 0.00000) 111.0 zirconium minerals 157.0\n", + "\n", + "[111 rows x 4 columns]" + ], + "text/html": [ + "\n", + "
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169.8452617537885,\n \"min\": 1.0,\n \"max\": 783.0,\n \"num_unique_values\": 111,\n \"samples\": [\n 736.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 176 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Gold Production in Australia\n", + "\n", + "In this section we're going to request the Gold production data for Australia and plot this on a chart." + ], + "metadata": { + "id": "bv5xP0E3X6xL" + } + }, + { + "cell_type": "code", + "source": [ + "import geopandas as gpd\n", + "import pandas as pd\n", + "import branca.colormap as cm\n", + "from shapely.geometry import Polygon\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ], + "metadata": { + "id": "bna7zJDpYBXX" + }, + "execution_count": 177, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "## Build the request for Australian Gold Production\n", + "\n", + "params = {'f': 'json', 'limit': 60, 'filter': 'erml_group = \"Gold\" AND country_iso3_code = \"AUS\" AND bgs_statistic_type_trans = \"Production\"'}\n", + "response = requests.get('https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items', params=params)\n", + "data = response.json()\n", + "data\n", + "## Add this data to a dataframe\n", + "gold_aus = []\n", + "gold_aus.append(gpd.GeoDataFrame.from_features(data['features']))\n", + "gold_aus = pd.concat(gold_aus)\n", + "gold_aus.drop(['geometry', 'bgs_commodity_code', 'concat_table_notes_code', 'concat_table_notes_text', 'concat_figure_notes_code', 'bgs_sub_commodity_trans'], axis=1, inplace=True)\n", + "gold_aus.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "N_MvlruKV67Y", + "outputId": "2d1581e0-3bd6-4bce-c97f-56427da60c0a" + }, + "execution_count": 178, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " country_trans country_iso2_code erml_group yearbook_table_id \\\n", + "0 Australia AU Gold 57 \n", + "1 Australia AU Gold 57 \n", + "2 Australia AU Gold 57 \n", + "3 Australia AU Gold 57 \n", + "4 Australia AU Gold 57 \n", + "\n", + " country_iso3_code erml_commodity \\\n", + "0 AUS Gold (mine production, metal production) \n", + "1 AUS Gold (mine production, metal production) \n", + "2 AUS Gold (mine production, metal production) \n", + "3 AUS Gold (mine production, metal production) \n", + "4 AUS Gold (mine production, metal production) \n", + "\n", + " concat_figure_notes_text pole_of_inaccessibility_longitude \\\n", + "0 None 132.721356 \n", + "1 None 132.721356 \n", + "2 None 132.721356 \n", + "3 None 132.721356 \n", + "4 None 132.721356 \n", + "\n", + " erml_sub_commodity bgs_statistic_type_trans \\\n", + "0 Ores and concentrates (metal content) Production \n", + "1 Ores and concentrates (metal content) Production \n", + "2 Ores and concentrates (metal content) Production \n", + "3 Ores and concentrates (metal content) Production \n", + "4 Ores and concentrates (metal content) Production \n", + "\n", + " pole_of_inaccessibility_latitude \\\n", + "0 -23.137734 \n", + "1 -23.137734 \n", + "2 -23.137734 \n", + "3 -23.137734 \n", + "4 -23.137734 \n", + "\n", + " cgi_commodity_url year \\\n", + "0 http://resource.geosciml.org/classifier/cgi/co... 1970-01-01 \n", + "1 http://resource.geosciml.org/classifier/cgi/co... 1971-01-01 \n", + "2 http://resource.geosciml.org/classifier/cgi/co... 1972-01-01 \n", + "3 http://resource.geosciml.org/classifier/cgi/co... 1973-01-01 \n", + "4 http://resource.geosciml.org/classifier/cgi/co... 1974-01-01 \n", + "\n", + " yearbook_table_trans quantity units bgs_commodity_trans \n", + "0 Mine production of gold 19282.0 kilograms gold, mine \n", + "1 Mine production of gold 20918.0 kilograms gold, mine \n", + "2 Mine production of gold 23361.0 kilograms gold, mine \n", + "3 Mine production of gold 17174.0 kilograms gold, mine \n", + "4 Mine production of gold 15944.0 kilograms gold, mine " + ], + 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country_transcountry_iso2_codeerml_groupyearbook_table_idcountry_iso3_codeerml_commodityconcat_figure_notes_textpole_of_inaccessibility_longitudeerml_sub_commoditybgs_statistic_type_transpole_of_inaccessibility_latitudecgi_commodity_urlyearyearbook_table_transquantityunitsbgs_commodity_trans
0AustraliaAUGold57AUSGold (mine production, metal production)None132.721356Ores and concentrates (metal content)Production-23.137734http://resource.geosciml.org/classifier/cgi/co...1970-01-01Mine production of gold19282.0kilogramsgold, mine
1AustraliaAUGold57AUSGold (mine production, metal production)None132.721356Ores and concentrates (metal content)Production-23.137734http://resource.geosciml.org/classifier/cgi/co...1971-01-01Mine production of gold20918.0kilogramsgold, mine
2AustraliaAUGold57AUSGold (mine production, metal production)None132.721356Ores and concentrates (metal content)Production-23.137734http://resource.geosciml.org/classifier/cgi/co...1972-01-01Mine production of gold23361.0kilogramsgold, mine
3AustraliaAUGold57AUSGold (mine production, metal production)None132.721356Ores and concentrates (metal content)Production-23.137734http://resource.geosciml.org/classifier/cgi/co...1973-01-01Mine production of gold17174.0kilogramsgold, mine
4AustraliaAUGold57AUSGold (mine production, metal production)None132.721356Ores and concentrates (metal content)Production-23.137734http://resource.geosciml.org/classifier/cgi/co...1974-01-01Mine production of gold15944.0kilogramsgold, mine
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Global Brown Coal Production\n", + "\n", + "In this section we're going to request all production data for Brown Coal, combine the values for each country to get a total annual production and plot this on a chart." + ], + "metadata": { + "id": "QeiD8QHBXbdE" + } + }, + { + "cell_type": "code", + "source": [ + "params = {'f': 'json', 'limit': 13000, 'sortby': '-year', 'filter': 'bgs_commodity_trans = \"coal\" AND bgs_sub_commodity_trans = \"Brown coal\" AND bgs_statistic_type_trans = \"Production\"'}\n", + "response = requests.get('https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items', params=params)\n", + "data = response.json()\n", + "data" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d5495cfa-974e-4487-a1b5-572d122577b0", + "id": "lVOcMApzfWfU" + }, + "execution_count": 181, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'type': 'FeatureCollection',\n", + " 'features': [{'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 39126000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2022-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2022',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 233000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2022-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2022',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 720000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2022-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 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Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1257000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2018',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 53606.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2018',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 166258371.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2018',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'ME',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'MNE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.2385,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.785818,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 56758.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Montenegro',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30390-612-33-2018',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [19.238500000000002, 42.785818]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 277000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2018',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 39187000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2018',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': '*',\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Estimates.',\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1500000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2018-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2018',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 56095000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2017',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 83341.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2017',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'ME',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'MNE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.2385,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.785818,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 55200.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Montenegro',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30390-612-33-2017',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [19.238500000000002, 42.785818]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 342000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2017',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 39310000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2017',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2451500.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2017',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 171286000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2017',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1619000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2017-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2017',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2140000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2016',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 171546550.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2016',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 68061.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2016',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1622000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2016',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'ME',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'MNE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.2385,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.785818,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 47800.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Montenegro',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30390-612-33-2016',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [19.238500000000002, 42.785818]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 38646000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2016',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 355000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2016',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 59757000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2016-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2016',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 178065353.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2015',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'ME',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'MNE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.2385,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.785818,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 17900.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Montenegro',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30390-612-33-2015',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [19.238500000000002, 42.785818]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 351116.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2015',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2165100.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2015',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 162490.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2015',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1636000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2015',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 38251000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2015',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 60957000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2015-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2015',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 354000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2014',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 178154848.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2014',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2228800.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2014',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1885000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2014',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'ME',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'MNE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.2385,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.785818,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 0.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Montenegro',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30390-612-33-2014',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [19.238500000000002, 42.785818]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 38348000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2014',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 635700.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2014',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 58001000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2014-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2014',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 182995337.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2013',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 40585000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2013',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 718700.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2013',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2301500.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2013',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2009000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2013',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SI',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 14.940281,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 46.143799,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 50744.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Slovenia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-305-612-33-2013',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [14.940280999999999, 46.143799]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 340892.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2013',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'Data for coking coal is not always distinguished from other types of bituminous coal. The term \"bituminous\" in this table may include coking coal where the latter is not separately shown.|There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 59854000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2013-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2|3',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2013',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 875944.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-2012',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': 'j',\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': 'Years ended 30 June of that stated.',\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 69124000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-2012',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'DE',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'DEU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 9.669879,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 51.08851,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 185432000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Germany',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-3074-612-33-2012',\n", + " 'geometry': {'type': 'Point', 'coordinates': [9.669879, 51.08851]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 43710000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2012',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RO',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'ROU',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 24.972941,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 45.853464,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 17700.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Romania',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-289-612-33-2012',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [24.972941, 45.853463999999995]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SI',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 14.940281,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 46.143799,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 314262.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Slovenia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-305-612-33-2012',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [14.940280999999999, 46.143799]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1964000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2012',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SRB',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 21.069123,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 43.769359,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 316507.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Serbia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30389-612-33-2012',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [21.069122999999998, 43.769359]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 2556700.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2012-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-2012',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'SK',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'SVK',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 19.480382,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 48.704935,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 1989000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2011-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Slovakia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-30150-612-33-2011',\n", + " 'geometry': {'type': 'Point', 'coordinates': [19.480382, 48.704935]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'CZ',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. In some cases they are distinguished. Elsewhere both may be aggregated under one or other term|Where no sub-commodity is shown the figures relate to all ranks of coal.',\n", + " 'country_iso3_code': 'CZE',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 16.0,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 50.0,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 46848000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '2011-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': '1|2',\n", + " 'country_trans': 'Czech Republic',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-306-612-33-2011',\n", + " 'geometry': {'type': 'Point', 'coordinates': [16.0, 50.0]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'RS',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': 'There is no international agreement as to the separate definition of lignite and brown coal. 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{'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'HU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'HUN',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 20.335869,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 47.155288,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 19008000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '1970-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Hungary',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-276-612-33-1970',\n", + " 'geometry': {'type': 'Point', 'coordinates': [20.335869, 47.155288]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'AU',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'AUS',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 132.721356,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': -23.137734,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 24175000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '1970-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Australia',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-262-612-33-1970',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [132.72135600000001, -23.137734]}},\n", + " {'type': 'Feature',\n", + " 'properties': {'yearbook_table_id': 33,\n", + " 'country_iso2_code': 'BG',\n", + " 'erml_group': None,\n", + " 'concat_table_notes_text': None,\n", + " 'country_iso3_code': 'BGR',\n", + " 'erml_commodity': None,\n", + " 'concat_figure_notes_code': None,\n", + " 'pole_of_inaccessibility_longitude': 23.840188,\n", + " 'erml_sub_commodity': None,\n", + " 'concat_figure_notes_text': None,\n", + " 'pole_of_inaccessibility_latitude': 42.733269,\n", + " 'cgi_commodity_url': None,\n", + " 'quantity': 6883000.0,\n", + " 'yearbook_table_trans': 'Production of coal',\n", + " 'bgs_commodity_code': 35.0,\n", + " 'units': 'tonnes (metric)',\n", + " 'year': '1970-01-01',\n", + " 'bgs_statistic_type_trans': 'Production',\n", + " 'bgs_commodity_trans': 'coal',\n", + " 'concat_table_notes_code': None,\n", + " 'country_trans': 'Bulgaria',\n", + " 'bgs_sub_commodity_trans': 'Brown coal'},\n", + " 'id': '1-265-612-33-1970',\n", + " 'geometry': {'type': 'Point',\n", + " 'coordinates': [23.840187999999998, 42.733269]}}],\n", + " 'numberMatched': 429,\n", + " 'numberReturned': 429,\n", + " 'links': [{'type': 'application/geo+json',\n", + " 'rel': 'self',\n", + " 'title': 'This document as GeoJSON',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=json&limit=13000&sortby=-year&filter=bgs_commodity_trans%20%3D%20%22coal%22%20AND%20bgs_sub_commodity_trans%20%3D%20%22Brown%20coal%22%20AND%20bgs_statistic_type_trans%20%3D%20%22Production%22'},\n", + " {'rel': 'alternate',\n", + " 'type': 'application/ld+json',\n", + " 'title': 'This document as RDF (JSON-LD)',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=jsonld&limit=13000&sortby=-year&filter=bgs_commodity_trans%20%3D%20%22coal%22%20AND%20bgs_sub_commodity_trans%20%3D%20%22Brown%20coal%22%20AND%20bgs_statistic_type_trans%20%3D%20%22Production%22'},\n", + " {'type': 'text/html',\n", + " 'rel': 'alternate',\n", + " 'title': 'This document as HTML',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items?f=html&limit=13000&sortby=-year&filter=bgs_commodity_trans%20%3D%20%22coal%22%20AND%20bgs_sub_commodity_trans%20%3D%20%22Brown%20coal%22%20AND%20bgs_statistic_type_trans%20%3D%20%22Production%22'},\n", + " {'type': 'application/json',\n", + " 'title': 'BGS World Mineral Statistics',\n", + " 'rel': 'collection',\n", + " 'href': 'https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics'}],\n", + " 'timeStamp': '2024-09-05T11:19:29.972693Z'}" + ] + }, + "metadata": {}, + "execution_count": 181 + } + ] + }, + { + "cell_type": "code", + "source": [ + "coal_world = []\n", + "coal_world.append(gpd.GeoDataFrame.from_features(data['features']))\n", + "coal_world = pd.concat(coal_world)\n", + "coal_world" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 791 + }, + "id": "r1rp_r_eR3_h", + "outputId": "cc0e54d7-4361-4af6-fb1c-25dd83b63d9e" + }, + "execution_count": 182, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " geometry yearbook_table_id country_iso2_code \\\n", + "0 POINT (132.72136 -23.13773) 33 AU \n", + "1 POINT (21.06912 43.76936) 33 RS \n", + "2 POINT (23.84019 42.73327) 33 BG \n", + "3 POINT (19.23850 42.78582) 33 ME \n", + "4 POINT (19.48038 48.70493) 33 SK \n", + ".. ... ... ... \n", + "424 POINT (7.10000 50.73333) 33 DE \n", + "425 POINT (14.41660 50.08333) 33 CS \n", + "426 POINT (20.33587 47.15529) 33 HU \n", + "427 POINT (132.72136 -23.13773) 33 AU \n", + "428 POINT (23.84019 42.73327) 33 BG \n", + "\n", + " erml_group concat_table_notes_text country_iso3_code erml_commodity \\\n", + "0 None None AUS None \n", + "1 None None SRB None \n", + "2 None None BGR None \n", + "3 None None MNE None \n", + "4 None None SVK None \n", + ".. ... ... ... ... \n", + "424 None None DEU None \n", + "425 None None CSK None \n", + "426 None None HUN None \n", + "427 None None AUS None \n", + "428 None None BGR None \n", + "\n", + " concat_figure_notes_code pole_of_inaccessibility_longitude \\\n", + "0 j 132.721356 \n", + "1 None 21.069123 \n", + "2 None 23.840188 \n", + "3 None 19.238500 \n", + "4 None 19.480382 \n", + ".. ... ... \n", + "424 r 7.100000 \n", + "425 None 14.416600 \n", + "426 None 20.335869 \n", + "427 None 132.721356 \n", + "428 None 23.840188 \n", + "\n", + " erml_sub_commodity ... quantity yearbook_table_trans \\\n", + "0 None ... 39126000.0 Production of coal \n", + "1 None ... 233000.0 Production of coal \n", + "2 None ... 720000.0 Production of coal \n", + "3 None ... 0.0 Production of coal \n", + "4 None ... 725000.0 Production of coal \n", + ".. ... ... ... ... \n", + "424 None ... 107767897.0 Production of coal \n", + "425 None ... 78007000.0 Production of coal \n", + "426 None ... 19008000.0 Production of coal \n", + "427 None ... 24175000.0 Production of coal \n", + "428 None ... 6883000.0 Production of coal \n", + "\n", + " bgs_commodity_code units year bgs_statistic_type_trans \\\n", + "0 35.0 tonnes (metric) 2022-01-01 Production \n", + "1 35.0 tonnes (metric) 2022-01-01 Production \n", + "2 35.0 tonnes (metric) 2022-01-01 Production \n", + "3 35.0 tonnes (metric) 2022-01-01 Production \n", + "4 35.0 tonnes (metric) 2022-01-01 Production \n", + ".. ... ... ... ... \n", + "424 35.0 tonnes (metric) 1970-01-01 Production \n", + "425 35.0 tonnes (metric) 1970-01-01 Production \n", + "426 35.0 tonnes (metric) 1970-01-01 Production \n", + "427 35.0 tonnes (metric) 1970-01-01 Production \n", + "428 35.0 tonnes (metric) 1970-01-01 Production \n", + "\n", + " bgs_commodity_trans concat_table_notes_code country_trans \\\n", + "0 coal None Australia \n", + "1 coal None Serbia \n", + "2 coal None Bulgaria \n", + "3 coal None Montenegro \n", + "4 coal None Slovakia \n", + ".. ... ... ... \n", + "424 coal None German Federal Republic \n", + "425 coal None Czechoslovakia \n", + "426 coal None Hungary \n", + "427 coal None Australia \n", + "428 coal None Bulgaria \n", + "\n", + " bgs_sub_commodity_trans \n", + "0 Brown coal \n", + "1 Brown coal \n", + "2 Brown coal \n", + "3 Brown coal \n", + "4 Brown coal \n", + ".. ... \n", + "424 Brown coal \n", + "425 Brown coal \n", + "426 Brown coal \n", + "427 Brown coal \n", + "428 Brown coal \n", + "\n", + "[429 rows x 23 columns]" + ], + "text/html": [ + "\n", + "
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geometryyearbook_table_idcountry_iso2_codeerml_groupconcat_table_notes_textcountry_iso3_codeerml_commodityconcat_figure_notes_codepole_of_inaccessibility_longitudeerml_sub_commodity...quantityyearbook_table_transbgs_commodity_codeunitsyearbgs_statistic_type_transbgs_commodity_transconcat_table_notes_codecountry_transbgs_sub_commodity_trans
0POINT (132.72136 -23.13773)33AUNoneNoneAUSNonej132.721356None...39126000.0Production of coal35.0tonnes (metric)2022-01-01ProductioncoalNoneAustraliaBrown coal
1POINT (21.06912 43.76936)33RSNoneNoneSRBNoneNone21.069123None...233000.0Production of coal35.0tonnes (metric)2022-01-01ProductioncoalNoneSerbiaBrown coal
2POINT (23.84019 42.73327)33BGNoneNoneBGRNoneNone23.840188None...720000.0Production of coal35.0tonnes (metric)2022-01-01ProductioncoalNoneBulgariaBrown coal
3POINT (19.23850 42.78582)33MENoneNoneMNENoneNone19.238500None...0.0Production of coal35.0tonnes (metric)2022-01-01ProductioncoalNoneMontenegroBrown coal
4POINT (19.48038 48.70493)33SKNoneNoneSVKNoneNone19.480382None...725000.0Production of coal35.0tonnes (metric)2022-01-01ProductioncoalNoneSlovakiaBrown coal
..................................................................
424POINT (7.10000 50.73333)33DENoneNoneDEUNoner7.100000None...107767897.0Production of coal35.0tonnes (metric)1970-01-01ProductioncoalNoneGerman Federal RepublicBrown coal
425POINT (14.41660 50.08333)33CSNoneNoneCSKNoneNone14.416600None...78007000.0Production of coal35.0tonnes (metric)1970-01-01ProductioncoalNoneCzechoslovakiaBrown coal
426POINT (20.33587 47.15529)33HUNoneNoneHUNNoneNone20.335869None...19008000.0Production of coal35.0tonnes (metric)1970-01-01ProductioncoalNoneHungaryBrown coal
427POINT (132.72136 -23.13773)33AUNoneNoneAUSNoneNone132.721356None...24175000.0Production of coal35.0tonnes (metric)1970-01-01ProductioncoalNoneAustraliaBrown coal
428POINT (23.84019 42.73327)33BGNoneNoneBGRNoneNone23.840188None...6883000.0Production of coal35.0tonnes (metric)1970-01-01ProductioncoalNoneBulgariaBrown coal
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429 rows × 23 columns

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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "coal_world" + } + }, + "metadata": {}, + "execution_count": 182 + } + ] + }, + { + "cell_type": "code", + "source": [ + "total_production = coal_world.groupby(\"year\")[\"quantity\"].sum()\n", + "total_production.index = pd.to_datetime(total_production.index, format=\"%Y-%m-%d\")\n", + "\n", + "# Convert the index to a Series\n", + "total_production.index = pd.Series(total_production.index)\n", + "\n", + "# Apply strftime() to the Series\n", + "total_production.index = total_production.index.strftime(\"%Y\")\n", + "\n", + "print(total_production)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "H-J4vEmrVQlW", + "outputId": "03b6dbcb-1f5e-4e27-9dab-b59c30bec541" + }, + "execution_count": 183, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "year\n", + "1970 534989726.0\n", + "1971 535796390.0\n", + "1972 529238820.0\n", + "1973 528068225.0\n", + "1974 541765350.0\n", + "1975 537284000.0\n", + "1976 562962000.0\n", + "1977 561359014.0\n", + "1978 548933627.0\n", + "1979 575218758.0\n", + "1980 574721167.0\n", + "1981 584823295.0\n", + "1982 600530868.0\n", + "1983 604331828.0\n", + "1984 636374866.0\n", + "1985 653498829.0\n", + "1986 657341998.0\n", + "1987 660486262.0\n", + "1988 657949934.0\n", + "1989 647102071.0\n", + "1990 577056685.0\n", + "1991 332085700.0\n", + "1992 376700365.0\n", + "1993 349208512.0\n", + "1994 327652170.0\n", + "1995 312621179.0\n", + "1996 311651684.0\n", + "1997 304272769.0\n", + "1998 293765429.0\n", + "1999 282583847.0\n", + "2000 295411427.0\n", + "2001 300547500.0\n", + "2002 305632493.0\n", + "2003 304254849.0\n", + "2004 305040240.0\n", + "2005 300901210.0\n", + "2006 299942629.0\n", + "2007 302063371.0\n", + "2008 295600188.0\n", + "2009 289655968.0\n", + "2010 287920553.0\n", + "2011 296346409.0\n", + "2012 304311113.0\n", + "2013 288855173.0\n", + "2014 279607348.0\n", + "2015 281605959.0\n", + "2016 274182411.0\n", + "2017 271242041.0\n", + "2018 253651735.0\n", + "2019 213936335.0\n", + "2020 179465351.0\n", + "2021 200052549.0\n", + "2022 205054955.0\n", + "Name: quantity, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.ticker as mticker\n", + "\n", + "total_production.plot.bar(title=\"Total Brown Coal Production by Year\", grid=True)\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Coal Production (tonnes)\")\n", + "# Set x-axis ticks to every 5th year using a MultipleLocator\n", + "plt.gca().xaxis.set_major_locator(mticker.MultipleLocator(5))\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 + }, + "id": "U-ZvTLaeKGvH", + "outputId": "c82ffe61-aad2-4cbf-ce6c-13d645d4c8fc" + }, + "execution_count": 184, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Global Lithium Minerals Production" + ], + "metadata": { + "id": "u5HVp6ZeZL-N" + } + }, + { + "cell_type": "code", + "source": [ + "params = {'f': 'json', 'limit': 13000, 'sortby': '-year', 'filter': 'bgs_commodity_trans = \"lithium minerals\" AND bgs_statistic_type_trans = \"Production\"'}\n", + "response = requests.get('https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items', params=params)\n", + "data = response.json()\n", + "data\n", + "## Add this data to a dataframe\n", + "lith_data = []\n", + "lith_data.append(gpd.GeoDataFrame.from_features(data['features']))\n", + "lith_data = pd.concat(lith_data)\n", + "lith_data.drop(['geometry', 'bgs_commodity_code'], axis=1, inplace=True)\n", + "lith_data" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 722 + }, + "id": "0m2L8MQBU2RD", + "outputId": "70f56565-a1c3-4ec4-fc58-0521f44506ff" + }, + "execution_count": 185, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " country_trans bgs_sub_commodity_trans concat_table_notes_text \\\n", + "0 Chile Chloride None \n", + "1 Namibia Lithium minerals (Li content) None \n", + "2 Brazil Lithium minerals (Li content) None \n", + "3 Argentina Carbonate None \n", + "4 Chile Carbonate None \n", + ".. ... ... ... \n", + "811 Brazil Lepidolite None \n", + "812 Argentina None None \n", + "813 China None None \n", + "814 Soviet Union None None \n", + "815 Brazil Petalite None \n", + "\n", + " country_iso2_code erml_group concat_figure_notes_code yearbook_table_id \\\n", + "0 CL None None 84 \n", + "1 NA None None 84 \n", + "2 BR None None 84 \n", + "3 AR Lithium * 84 \n", + "4 CL Lithium None 84 \n", + ".. ... ... ... ... \n", + "811 BR Lithium None 84 \n", + "812 AR Lithium None 84 \n", + "813 CN Lithium * 84 \n", + "814 SU Lithium * 84 \n", + "815 BR None None 84 \n", + "\n", + " country_iso3_code erml_commodity concat_figure_notes_text ... \\\n", + "0 CHL None None ... \n", + "1 NAM None None ... \n", + "2 BRA None None ... \n", + "3 ARG Lithium Estimates. ... \n", + "4 CHL Lithium None ... \n", + ".. ... ... ... ... \n", + "811 BRA Lithium minerals None ... \n", + "812 ARG Lithium minerals None ... \n", + "813 CHN Lithium minerals Estimates. ... \n", + "814 SUN Lithium minerals Estimates. ... \n", + "815 BRA None None ... \n", + "\n", + " bgs_statistic_type_trans pole_of_inaccessibility_latitude \\\n", + "0 Production -26.162883 \n", + "1 Production -20.703654 \n", + "2 Production -12.408957 \n", + "3 Production -31.841561 \n", + "4 Production -26.162883 \n", + ".. ... ... \n", + "811 Production -12.408957 \n", + "812 Production -31.841561 \n", + "813 Production 32.216659 \n", + "814 Production 55.510000 \n", + "815 Production -12.408957 \n", + "\n", + " cgi_commodity_url year \\\n", + "0 None 2022-01-01 \n", + "1 None 2022-01-01 \n", + "2 None 2022-01-01 \n", + "3 http://resource.geosciml.org/classifier/cgi/co... 2022-01-01 \n", + "4 http://resource.geosciml.org/classifier/cgi/co... 2022-01-01 \n", + ".. ... ... \n", + "811 http://resource.geosciml.org/classifier/cgi/co... 1974-01-01 \n", + "812 http://resource.geosciml.org/classifier/cgi/co... 1974-01-01 \n", + "813 http://resource.geosciml.org/classifier/cgi/co... 1974-01-01 \n", + "814 http://resource.geosciml.org/classifier/cgi/co... 1974-01-01 \n", + "815 None 1974-01-01 \n", + "\n", + " yearbook_table_trans quantity units \\\n", + "0 Production of lithium minerals 0.0 tonnes (metric) \n", + "1 Production of lithium minerals 951.0 tonnes (metric) \n", + "2 Production of lithium minerals 3652.0 tonnes (metric) \n", + "3 Production of lithium minerals 50000.0 tonnes (metric) \n", + "4 Production of lithium minerals 201950.0 tonnes (metric) \n", + ".. ... ... ... \n", + "811 Production of lithium minerals 460.0 tonnes (metric) \n", + "812 Production of lithium minerals 164.0 tonnes (metric) \n", + "813 Production of lithium minerals 9000.0 tonnes (metric) \n", + "814 Production of lithium minerals 45000.0 tonnes (metric) \n", + "815 Production of lithium minerals 3569.0 tonnes (metric) \n", + "\n", + " bgs_commodity_trans concat_table_notes_code shape \n", + "0 lithium minerals None NaN \n", + "1 lithium minerals None NaN \n", + "2 lithium minerals None NaN \n", + "3 lithium minerals None NaN \n", + "4 lithium minerals None NaN \n", + ".. ... ... ... \n", + "811 lithium minerals None NaN \n", + "812 lithium minerals None NaN \n", + "813 lithium minerals None NaN \n", + "814 lithium minerals None NaN \n", + "815 lithium minerals None NaN \n", + "\n", + "[816 rows x 22 columns]" + ], + "text/html": [ + "\n", + "
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country_transbgs_sub_commodity_transconcat_table_notes_textcountry_iso2_codeerml_groupconcat_figure_notes_codeyearbook_table_idcountry_iso3_codeerml_commodityconcat_figure_notes_text...bgs_statistic_type_transpole_of_inaccessibility_latitudecgi_commodity_urlyearyearbook_table_transquantityunitsbgs_commodity_transconcat_table_notes_codeshape
0ChileChlorideNoneCLNoneNone84CHLNoneNone...Production-26.162883None2022-01-01Production of lithium minerals0.0tonnes (metric)lithium mineralsNoneNaN
1NamibiaLithium minerals (Li content)NoneNANoneNone84NAMNoneNone...Production-20.703654None2022-01-01Production of lithium minerals951.0tonnes (metric)lithium mineralsNoneNaN
2BrazilLithium minerals (Li content)NoneBRNoneNone84BRANoneNone...Production-12.408957None2022-01-01Production of lithium minerals3652.0tonnes (metric)lithium mineralsNoneNaN
3ArgentinaCarbonateNoneARLithium*84ARGLithiumEstimates....Production-31.841561http://resource.geosciml.org/classifier/cgi/co...2022-01-01Production of lithium minerals50000.0tonnes (metric)lithium mineralsNoneNaN
4ChileCarbonateNoneCLLithiumNone84CHLLithiumNone...Production-26.162883http://resource.geosciml.org/classifier/cgi/co...2022-01-01Production of lithium minerals201950.0tonnes (metric)lithium mineralsNoneNaN
..................................................................
811BrazilLepidoliteNoneBRLithiumNone84BRALithium mineralsNone...Production-12.408957http://resource.geosciml.org/classifier/cgi/co...1974-01-01Production of lithium minerals460.0tonnes (metric)lithium mineralsNoneNaN
812ArgentinaNoneNoneARLithiumNone84ARGLithium mineralsNone...Production-31.841561http://resource.geosciml.org/classifier/cgi/co...1974-01-01Production of lithium minerals164.0tonnes (metric)lithium mineralsNoneNaN
813ChinaNoneNoneCNLithium*84CHNLithium mineralsEstimates....Production32.216659http://resource.geosciml.org/classifier/cgi/co...1974-01-01Production of lithium minerals9000.0tonnes (metric)lithium mineralsNoneNaN
814Soviet UnionNoneNoneSULithium*84SUNLithium mineralsEstimates....Production55.510000http://resource.geosciml.org/classifier/cgi/co...1974-01-01Production of lithium minerals45000.0tonnes (metric)lithium mineralsNoneNaN
815BrazilPetaliteNoneBRNoneNone84BRANoneNone...Production-12.408957None1974-01-01Production of lithium minerals3569.0tonnes (metric)lithium mineralsNoneNaN
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Lithium Imports After 2010" + ], + "metadata": { + "id": "sws8ORb2pmqC" + } + }, + { + "cell_type": "code", + "source": [ + "params = {'f': 'json', 'limit': 13000, 'sortby': '-year', 'filter': 'bgs_commodity_trans = \"lithium\" AND bgs_statistic_type_trans = \"Imports\" AND year AFTER 2010-01-01T00:00:00Z'}\n", + "response = requests.get('https://ogcapi.bgs.ac.uk/collections/world-mineral-statistics/items', params=params)\n", + "data = response.json()\n", + "data\n", + "## Add this data to a dataframe\n", + "lith_data = []\n", + "lith_data.append(gpd.GeoDataFrame.from_features(data['features']))\n", + "lith_data = pd.concat(lith_data)\n", + "lith_data.drop(['geometry', 'bgs_commodity_code'], axis=1, inplace=True)\n", + "lith_data" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 791 + }, + "id": "GavRvGX8pu4B", + "outputId": "c2d20bd7-dc03-4752-d1e9-bbf842a6c19b" + }, + "execution_count": 188, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " country_trans bgs_sub_commodity_trans concat_table_notes_text \\\n", + "0 United Kingdom Carbonate None \n", + "1 United Kingdom Oxides None \n", + "2 United Kingdom Oxides None \n", + "3 United Kingdom Carbonate None \n", + "4 United Kingdom Carbonate None \n", + ".. ... ... ... \n", + "236 Turkey Carbonate None \n", + "237 Italy Carbonate None \n", + "238 Belgium Carbonate None \n", + "239 Austria Carbonate None \n", + "240 Sweden Carbonate None \n", + "\n", + " country_iso2_code erml_group concat_figure_notes_code yearbook_table_id \\\n", + "0 GB Lithium None 86 \n", + "1 GB Lithium None 86 \n", + "2 GB Lithium None 86 \n", + "3 GB Lithium None 86 \n", + "4 GB Lithium None 86 \n", + ".. ... ... ... ... \n", + "236 TR Lithium None 86 \n", + "237 IT Lithium None 86 \n", + "238 BE Lithium None 86 \n", + "239 AT Lithium None 86 \n", + "240 SE Lithium None 86 \n", + "\n", + " country_iso3_code erml_commodity concat_figure_notes_text ... \\\n", + "0 GBR Lithium None ... \n", + "1 GBR Lithium None ... \n", + "2 GBR Lithium None ... \n", + "3 GBR Lithium None ... \n", + "4 GBR Lithium None ... \n", + ".. ... ... ... ... \n", + "236 TUR Lithium None ... \n", + "237 ITA Lithium None ... \n", + "238 BEL Lithium None ... \n", + "239 AUT Lithium None ... \n", + "240 SWE Lithium None ... \n", + "\n", + " erml_sub_commodity bgs_statistic_type_trans \\\n", + "0 Carbonate Imports \n", + "1 Oxides Imports \n", + "2 Oxides Imports \n", + "3 Carbonate Imports \n", + "4 Carbonate Imports \n", + ".. ... ... \n", + "236 Carbonate Imports \n", + "237 Carbonate Imports \n", + "238 Carbonate Imports \n", + "239 Carbonate Imports \n", + "240 Carbonate Imports \n", + "\n", + " pole_of_inaccessibility_latitude \\\n", + "0 55.000000 \n", + "1 55.000000 \n", + "2 55.000000 \n", + "3 55.000000 \n", + "4 55.000000 \n", + ".. ... \n", + "236 39.351717 \n", + "237 45.366552 \n", + "238 50.839724 \n", + "239 47.585656 \n", + "240 65.542091 \n", + "\n", + " cgi_commodity_url year \\\n", + "0 http://resource.geosciml.org/classifier/cgi/co... 2022-01-01 \n", + "1 http://resource.geosciml.org/classifier/cgi/co... 2022-01-01 \n", + "2 http://resource.geosciml.org/classifier/cgi/co... 2021-01-01 \n", + "3 http://resource.geosciml.org/classifier/cgi/co... 2021-01-01 \n", + "4 http://resource.geosciml.org/classifier/cgi/co... 2020-01-01 \n", + ".. ... ... \n", + "236 http://resource.geosciml.org/classifier/cgi/co... 2010-01-01 \n", + "237 http://resource.geosciml.org/classifier/cgi/co... 2010-01-01 \n", + "238 http://resource.geosciml.org/classifier/cgi/co... 2010-01-01 \n", + "239 http://resource.geosciml.org/classifier/cgi/co... 2010-01-01 \n", + "240 http://resource.geosciml.org/classifier/cgi/co... 2010-01-01 \n", + "\n", + " yearbook_table_trans quantity units bgs_commodity_trans \\\n", + "0 Imports of lithium 2883.0 tonnes (metric) lithium \n", + "1 Imports of lithium 1069.0 tonnes (metric) lithium \n", + "2 Imports of lithium 698.0 tonnes (metric) lithium \n", + "3 Imports of lithium 2019.0 tonnes (metric) lithium \n", + "4 Imports of lithium 1508.0 tonnes (metric) lithium \n", + ".. ... ... ... ... \n", + "236 Imports of lithium 770.0 tonnes (metric) lithium \n", + "237 Imports of lithium 1123.0 tonnes (metric) lithium \n", + "238 Imports of lithium 4183.0 tonnes (metric) lithium \n", + "239 Imports of lithium 402.0 tonnes (metric) lithium \n", + "240 Imports of lithium 87.0 tonnes (metric) lithium \n", + "\n", + " concat_table_notes_code \n", + "0 None \n", + "1 None \n", + "2 None \n", + "3 None \n", + "4 None \n", + ".. ... \n", + "236 None \n", + "237 None \n", + "238 None \n", + "239 None \n", + "240 None \n", + "\n", + "[241 rows x 21 columns]" + ], + "text/html": [ + "\n", + "
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country_transbgs_sub_commodity_transconcat_table_notes_textcountry_iso2_codeerml_groupconcat_figure_notes_codeyearbook_table_idcountry_iso3_codeerml_commodityconcat_figure_notes_text...erml_sub_commoditybgs_statistic_type_transpole_of_inaccessibility_latitudecgi_commodity_urlyearyearbook_table_transquantityunitsbgs_commodity_transconcat_table_notes_code
0United KingdomCarbonateNoneGBLithiumNone86GBRLithiumNone...CarbonateImports55.000000http://resource.geosciml.org/classifier/cgi/co...2022-01-01Imports of lithium2883.0tonnes (metric)lithiumNone
1United KingdomOxidesNoneGBLithiumNone86GBRLithiumNone...OxidesImports55.000000http://resource.geosciml.org/classifier/cgi/co...2022-01-01Imports of lithium1069.0tonnes (metric)lithiumNone
2United KingdomOxidesNoneGBLithiumNone86GBRLithiumNone...OxidesImports55.000000http://resource.geosciml.org/classifier/cgi/co...2021-01-01Imports of lithium698.0tonnes (metric)lithiumNone
3United KingdomCarbonateNoneGBLithiumNone86GBRLithiumNone...CarbonateImports55.000000http://resource.geosciml.org/classifier/cgi/co...2021-01-01Imports of lithium2019.0tonnes (metric)lithiumNone
4United KingdomCarbonateNoneGBLithiumNone86GBRLithiumNone...CarbonateImports55.000000http://resource.geosciml.org/classifier/cgi/co...2020-01-01Imports of lithium1508.0tonnes (metric)lithiumNone
..................................................................
236TurkeyCarbonateNoneTRLithiumNone86TURLithiumNone...CarbonateImports39.351717http://resource.geosciml.org/classifier/cgi/co...2010-01-01Imports of lithium770.0tonnes (metric)lithiumNone
237ItalyCarbonateNoneITLithiumNone86ITALithiumNone...CarbonateImports45.366552http://resource.geosciml.org/classifier/cgi/co...2010-01-01Imports of lithium1123.0tonnes (metric)lithiumNone
238BelgiumCarbonateNoneBELithiumNone86BELLithiumNone...CarbonateImports50.839724http://resource.geosciml.org/classifier/cgi/co...2010-01-01Imports of lithium4183.0tonnes (metric)lithiumNone
239AustriaCarbonateNoneATLithiumNone86AUTLithiumNone...CarbonateImports47.585656http://resource.geosciml.org/classifier/cgi/co...2010-01-01Imports of lithium402.0tonnes (metric)lithiumNone
240SwedenCarbonateNoneSELithiumNone86SWELithiumNone...CarbonateImports65.542091http://resource.geosciml.org/classifier/cgi/co...2010-01-01Imports of lithium87.0tonnes (metric)lithiumNone
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241 rows × 21 columns

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\n" 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