{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Read Directly from IIASA Data Resources\n", "\n", "IIASA's new [scenario explorer](https://data.ene.iiasa.ac.at/iamc-1.5c-explorer/#/workspaces) is not only a great resource on its own, but it also allows the underlying datasets to be directly queried. `pyam` takes advantage of this ability to allow you to easily pull data and work with it." ] }, { "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\n", "from pyam.iiasa import valid_connection_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are currently not many available data sources, but more will be added with time" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['iamc15']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "valid_connection_names()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will be pulling data from the Special Report on 1.5C explorer. This can be done in a number of ways, for example\n", "\n", "```\n", "pyam.read_iiasa('iamc15')\n", "pyam.read_iiasa_iamc15()\n", "```\n", "\n", "However, this would pull all available data. It is also possible to query specific subsets of data in a manner similar to `pyam.IamDataFrame.filter()`. We'll do that to keep it manageable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:You are connected to the iamc15 scenario explorer. Please cite as:\n", "\n", "D. Huppmann, E. Kriegler, V. Krey, K. Riahi, J. Rogelj, S.K. Rose, J. Weyant, et al., IAMC 1.5°C Scenario Explorer and Data hosted by IIASA. IIASA & IAMC, 2018. doi: 10.22022/SR15/08-2018.15429, url: data.ene.iiasa.ac.at/iamc-1.5c-explorer\n" ] } ], "source": [ "df = pyam.read_iiasa_iamc15(\n", " model='MESSAGEix*', \n", " variable=['Emissions|CO2', 'Primary Energy|Coal'], \n", " region='World'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we pulled out all results for model(s) that start with 'MESSAGEix' that are in the 'World' region and associated with the two named variables.\n", "\n", "Let's plot CO2 emissions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = df.filter(variable='Emissions|CO2').line_plot(\n", " color='scenario', \n", " legend=dict(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now continue doing all of your analysis!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = df.scatter(\n", " x='Primary Energy|Coal', \n", " y='Emissions|CO2', \n", " color='scenario',\n", " legend=dict(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring the Data Source\n", "\n", "If you're interested in what data is actually in the data source, you can use `pyam.iiasa.Connection` to do so." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:You are connected to the iamc15 scenario explorer. Please cite as:\n", "\n", "D. Huppmann, E. Kriegler, V. Krey, K. Riahi, J. Rogelj, S.K. Rose, J. Weyant, et al., IAMC 1.5°C Scenario Explorer and Data hosted by IIASA. IIASA & IAMC, 2018. doi: 10.22022/SR15/08-2018.15429, url: data.ene.iiasa.ac.at/iamc-1.5c-explorer\n" ] } ], "source": [ "conn = pyam.iiasa.Connection('iamc15')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `conn` object has a number of useful functions for listing what's in the dataset. A few of them are shown below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 AIM/CGE 2.0\n", "1 AIM/CGE 2.1\n", "2 C-ROADS-5.005\n", "3 GCAM 4.2\n", "4 GENeSYS-MOD 1.0\n", "Name: model, dtype: object" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conn.models().head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 ADVANCE_2020_1.5C-2100\n", "1 ADVANCE_2020_Med2C\n", "2 ADVANCE_2020_WB2C\n", "3 ADVANCE_2030_Med2C\n", "4 ADVANCE_2030_Price1.5C\n", "Name: scenario, dtype: object" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conn.scenarios().head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 AR5 climate diagnostics|Concentration|CO2|FAIR...\n", "1 AR5 climate diagnostics|Concentration|CO2|MAGI...\n", "2 AR5 climate diagnostics|Forcing|Aerosol|Direct...\n", "3 AR5 climate diagnostics|Forcing|Aerosol|MAGICC...\n", "4 AR5 climate diagnostics|Forcing|Aerosol|Total|...\n", "Name: variable, dtype: object" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conn.variables().head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 World\n", "1 R5ASIA\n", "2 R5LAM\n", "3 R5MAF\n", "4 R5OECD90+EU\n", "Name: region, dtype: object" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conn.regions().head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can directly query the the `conn`, which will give you a `pd.DataFrame`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modelregionrunIdscenariotimeunitvaluevariableversionyear
0MESSAGEix-GLOBIOM 1.0World238CD-LINKS_INDCi-1Mt CO2/yr31667.90819Emissions|CO212000
1MESSAGEix-GLOBIOM 1.0World238CD-LINKS_INDCi-1Mt CO2/yr35933.06970Emissions|CO212005
2MESSAGEix-GLOBIOM 1.0World238CD-LINKS_INDCi-1Mt CO2/yr38542.01816Emissions|CO212010
3MESSAGEix-GLOBIOM 1.0World238CD-LINKS_INDCi-1Mt CO2/yr39615.22255Emissions|CO212020
4MESSAGEix-GLOBIOM 1.0World238CD-LINKS_INDCi-1Mt CO2/yr40671.28065Emissions|CO212030
\n", "
" ], "text/plain": [ " model region runId scenario time unit \\\n", "0 MESSAGEix-GLOBIOM 1.0 World 238 CD-LINKS_INDCi -1 Mt CO2/yr \n", "1 MESSAGEix-GLOBIOM 1.0 World 238 CD-LINKS_INDCi -1 Mt CO2/yr \n", "2 MESSAGEix-GLOBIOM 1.0 World 238 CD-LINKS_INDCi -1 Mt CO2/yr \n", "3 MESSAGEix-GLOBIOM 1.0 World 238 CD-LINKS_INDCi -1 Mt CO2/yr \n", "4 MESSAGEix-GLOBIOM 1.0 World 238 CD-LINKS_INDCi -1 Mt CO2/yr \n", "\n", " value variable version year \n", "0 31667.90819 Emissions|CO2 1 2000 \n", "1 35933.06970 Emissions|CO2 1 2005 \n", "2 38542.01816 Emissions|CO2 1 2010 \n", "3 39615.22255 Emissions|CO2 1 2020 \n", "4 40671.28065 Emissions|CO2 1 2030 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = conn.query(\n", " model='MESSAGEix*', \n", " variable=['Emissions|CO2', 'Primary Energy|Coal'], \n", " region='World'\n", ")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you can easily turn this into a `pyam.IamDataFrame` to continue your analysis." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pyam.IamDataFrame(df)\n", "ax = df.filter(variable='Primary Energy|Coal').line_plot(\n", " color='scenario', \n", " legend=dict(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }