{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Read directly from the UNFCCC Data Inventory\n", "\n", "The UNFCCC hosts a public [Data Inventory](https://di.unfccc.int) of national greenhouse gas emissions.\n", "The inventory has a flexible API to retrieve the data, and the Python package [unfccc-di-api](https://unfccc-di-api.readthedocs.io) provides an elegant wrapper to query the API.\n", "\n", "The **pyam** package uses this API and package to retrieve the data and cast it to an **IamDataFrame**\n", "using variable names similar to the structure used in the IPCC process and IAM comparison projects.\n", "\n", "
\n", "\n", "Read the UNFCCC Data Inventory [FAQ](https://unfccc.int/process-and-meetings/transparency-and-reporting/greenhouse-gas-data/frequently-asked-questions#eq-3) to learn more about the sources of the data\n", "and the conditions for using it in own work, \n", "most importantly the request to cite the UNFCCC and other sources.\n", "\n", "
\n", "\n", "****\n", "\n", "**Developers note:**\n", "To reduce the load on Read The Docs, this notebook is not executed by **nbsphinx**\n", "and has to be saved with output." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.prototype._should_scroll = function(lines) { return false; }" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pyam" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Query the UNFCCC Data Inventory" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Index dimensions:\n", " * model : UNFCCC (1)\n", " * scenario : Data Inventory (1)\n", "Timeseries data coordinates:\n", " region : DEU (1)\n", " variable : Emissions|CH4|Agriculture, Emissions|CH4|Energy, ... Emissions|CH4|Waste (5)\n", " unit : kt CH4 (1)\n", " year : 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, ... 2018 (29)\n", "Meta indicators:\n", " exclude (bool) False (1)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pyam.read_unfccc(party_code=\"DEU\", gases=[\"CH4\"], tier=1)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert emissions to CO2-equivalent using a specific IPCC metric\n", "\n", "**pyam** provides an endogenous feature to convert emissions species using a specific GWP metric.\n", "Take a look at [this tutorial](https://pyam-iamc.readthedocs.io/en/stable/tutorials/unit_conversion.html#4.-Use-contexts-to-specify-conversion-metrics) to learn more!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df.convert_unit(\"kt CH4\", \"Mt CO2e\", context=\"AR4GWP100\", inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the data\n", "\n", "The package includes a number of plotting features with sensible default settings for scenario timeseries analysis. \n", "Visit the [plotting gallery](https://pyam-iamc.readthedocs.io/en/stable/gallery/index.html)\n", "to see the range of visualization options!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(legend={\"loc\": \"outside right\"})" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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