{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting Started\n", "\n", "This is a simple example of the basic capabilities of `aneris`.\n", "\n", "First, model and history data are read in. The model is then harmonized. Finally, output is analyzed." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "import aneris\n", "from aneris.tutorial import load_data\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `driver` is used to execute the harmonization. It will handle the data formatting needed to execute the harmonizaiton operation and stores the harmonized results until they are needed.\n", "\n", "Some logging output is provided. It can be suppressed with \n", "\n", "```\n", "aneris.logger().setLevel('WARN')\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gidden/.local/lib/python2.7/site-packages/pandas/util/_decorators.py:118: FutureWarning: The `sheetname` keyword is deprecated, use `sheet_name` instead\n", " return func(*args, **kwargs)\n", "INFO:root:Downselecting prefix|suffix variables\n", "INFO:root:Translating to standard format\n", "INFO:root:Aggregating historical values to native regions\n", "INFO:root:Harmonizing (with example methods):\n", "INFO:root: method default \\\n", "region gas sector units \n", "regionc BC prefix|sector1|suffix kt reduce_ratio_2100 reduce_ratio_2080 \n", " prefix|sector2|suffix kt reduce_ratio_2100 reduce_ratio_2080 \n", "\n", " override \n", "region gas sector units \n", "regionc BC prefix|sector1|suffix kt reduce_ratio_2100 \n", " prefix|sector2|suffix kt reduce_ratio_2100 \n", "INFO:root:and override methods:\n", "INFO:root:region gas sector units\n", "regionc BC prefix|sector1|suffix kt reduce_ratio_2100\n", " prefix|sector2|suffix kt reduce_ratio_2100\n", "Name: method, dtype: object\n", "INFO:root:Harmonizing with reduce_ratio_2100\n", "INFO:root:Translating to IAMC template\n" ] } ], "source": [ "model, hist, driver = load_data()\n", "for scenario in driver.scenarios():\n", " driver.harmonize(scenario)\n", "harmonized, metadata, diagnostics = driver.harmonized_results()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All data of interest is combined in order to easily view it. We will specifically investigate output for the `World` in this example. A few operations are performed in order to get the data into a plotting-friendly format." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = pd.concat([hist, model, harmonized])\n", "df = data[data.Region.isin(['World'])]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.melt(df, id_vars=aneris.iamc_idx, value_vars=aneris.numcols(df), \n", " var_name='Year', value_name='Emissions')\n", "df['Label'] = df['Model'] + ' ' + df['Variable']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ModelScenarioRegionVariableYearEmissionsLabel
0HistoryscenWorldprefix|Emissions|BC|sector1|suffix20004.0History prefix|Emissions|BC|sector1|suffix
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" ], "text/plain": [ " Model Scenario Region Variable Year \\\n", "0 History scen World prefix|Emissions|BC|sector1|suffix 2000 \n", "1 History scen World prefix|Emissions|BC|sector2|suffix 2000 \n", "2 History scen World prefix|Emissions|BC|suffix 2000 \n", "3 model sspn World prefix|Emissions|BC|sector1|suffix 2000 \n", "4 model sspn World prefix|Emissions|BC|sector2|suffix 2000 \n", "\n", " Emissions Label \n", "0 4.0 History prefix|Emissions|BC|sector1|suffix \n", "1 6.0 History prefix|Emissions|BC|sector2|suffix \n", "2 10.0 History prefix|Emissions|BC|suffix \n", "3 NaN model prefix|Emissions|BC|sector1|suffix \n", "4 NaN model prefix|Emissions|BC|sector2|suffix " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gidden/.local/lib/python2.7/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bheKsDJRdyoW6qxN6fAGcxvpANM4H9qNfA5vDHepmEo+hs7OTIRaLXXWPZTIZ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\nP6qnt4gQQgghhFymekeAq+sLzjm+PmbCD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.tsplot(df, time='Year', condition='Label', value='Emissions', unit='Model')\n", "plt.legend(bbox_to_anchor=(1.05, 1))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }