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@gschivley
Created December 2, 2016 13:44
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CO2_WRONG - GS edit
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{
"cells": [
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "import sys\nsys.path.insert(0, '/media/giuseppec/25F62A4E5FEED162/work/temporalis_update/ghgforcing/ghgforcing')",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nfrom __future__ import division\nfrom ghgforcing import CO2, CH4\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom scipy.integrate import quad\n",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "/Users/Home/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Example uses of ghgforcing"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Define the time axis along which all emissions and calculations take place, from year 0 to 100. The time-step (tstep) is set to 0.01 years to improve the accuracy of calcuations."
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "tstep = 0.01\ntime = np.linspace(0, 100, 100/tstep+1)",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Deterministic results"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Start with a pulse emission of CO<sub>2</sub>"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The model currently assumes that continuous emission values are equal to the annual emission, so pulses need to be multiplied by 100"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "co2_emission = np.zeros_like(time)\nco2_emission[0] = 100",
"execution_count": 36,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# ADDED EMISSION PULSE"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Each element of the array represents 0.01 years."
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "co2_emission[5000] = 100",
"execution_count": 37,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "co2_forcing = CO2(co2_emission, time, kind='RF')",
"execution_count": 38,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The `CO2` and `CH4` functions return values at 1-year timesteps - 101 values from year 0 to 100. The calculations are done at a default time-step of 0.01 years, but that level of detail seems unnecessary and burdensome for an output."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Having the outputs on an annual basis makes it really easy to plot."
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "plt.plot(co2_forcing)\nplt.xlabel('Time', size=14)\nplt.ylabel('$W \\ m^{-2}$', size=14)\nplt.ylim(0,3.25E-15)",
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x1196be950>]"
},
"metadata": {},
"execution_count": 40
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x1191c9150>"
},
"metadata": {},
"execution_count": 40
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x119534f10>"
},
"metadata": {},
"execution_count": 40
},
{
"output_type": "execute_result",
"data": {
"text/plain": "(0, 3.25e-15)"
},
"metadata": {},
"execution_count": 40
},
{
"output_type": "display_data",
"data": {
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mMrMkl5ws/WEbS7Fozc3W2t+E7/8e+FdjzHk4V0peAnwxBu+RMPNnOmvxDzV0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\nRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x1195346d0>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# should give something like this....normally"
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "from IPython.display import Image\nImage(\"/media/giuseppec/25F62A4E5FEED162/work/temporalis_update/CORRECT.png\")",
"execution_count": 32,
"outputs": [
{
"execution_count": 32,
"output_type": "execute_result",
"data": {
"image/png": 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I46NO7f/z97PCXiaEENKKHUf1dDPb3pWVQ1//+OdTCfd6oHXJF7d9MfT1b86Y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3Xhmyg6+6HlgU/xvr3CnheVlGeMLz3Xt55yFNxOaolY5Zsa/EsTf+TtS/BpxaTUa9J5VVE6laSa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\nAABJRU5ErkJggg==\n",
"text/plain": "<IPython.core.display.Image object>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Pulse emissions of fossil CH<sub>4</sub> with and non-fossil CH<sub>4</sub> without climate-carbon feedbacks."
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "ch4_emission = co2_emission.copy()",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "ch4_forcing_with = CH4(ch4_emission, time, kind='RF', cc_fb=True)\nch4_forcing_without = CH4(ch4_emission, time, kind='RF', \n cc_fb=False, decay=False)",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "plt.plot(ch4_forcing_with, label = 'Fossil CH$_4$ with cc-fb')\nplt.plot(ch4_forcing_without, label = 'Non-fossil CH$_4$ without cc-fb')\nplt.xlabel('Time', size=14)\nplt.ylabel('$W \\ m^{-2}$', size=14)\nplt.legend(fontsize=12)",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x1173f8290>]"
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "execute_result",
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x116efb350>]"
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x117489150>"
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x11766e090>"
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1173f84d0>"
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"image/png": 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IjV+8mZmdASguPoTf78fr9db4qUtj6jvmmH6kpqbxm99cz0MPzebTTz8mPb0T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\nyEmSpAghhBAiJ0mSIoQQQoic9P8Bw528QF4l8JYAAAAASUVORK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x116efb6d0>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Continuous CO<sub>2</sub> emissions - 1kg/year\nEmissions at each time-step should be equal to the annual emission rate."
},
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "co2_cont = np.ones_like(time)\nco2_cont_rf = CO2(co2_emission, time, kind='RF')",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "plt.plot(co2_cont_rf)\nplt.xlabel('Time', size=14)\nplt.ylabel('$W \\ m^{-2}$', size=14)",
"execution_count": 13,
"outputs": [
{
"execution_count": 13,
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x7f0a898ffb50>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"image/png": 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7rFa72jts7scMkqzWM/smy06JUmFJvfaX1Z/xx8B7XOuNwMB6BxbWO7Cw3hgMn264MRqN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\nk2obQRgs0wAAAABJRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f0a8ca35e50>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Stochastic (Monte Carlo) results\nJust using the continuous CO<sub>2</sub> emissions scenario."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Mean and +/- 1 sigma\nWhen *full_output* is False, the functions return a Pandas DataFrame"
},
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "runs = 500",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "co2_cont_mc = CO2(co2_cont, time, kind='RF',\n runs=runs, full_output=False)",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "co2_cont_mc.head()",
"execution_count": 16,
"outputs": [
{
"execution_count": 16,
"output_type": "execute_result",
"data": {
"text/plain": " mean -sigma +sigma\n0 1.732239e-17 1.612672e-17 1.851805e-17\n1 1.663821e-15 1.545853e-15 1.781789e-15\n2 3.189961e-15 2.956823e-15 3.423099e-15\n3 4.638858e-15 4.291089e-15 4.986627e-15\n4 6.032293e-15 5.569073e-15 6.495513e-15",
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>mean</th>\n <th>-sigma</th>\n <th>+sigma</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1.732239e-17</td>\n <td>1.612672e-17</td>\n <td>1.851805e-17</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1.663821e-15</td>\n <td>1.545853e-15</td>\n <td>1.781789e-15</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3.189961e-15</td>\n <td>2.956823e-15</td>\n <td>3.423099e-15</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4.638858e-15</td>\n <td>4.291089e-15</td>\n <td>4.986627e-15</td>\n </tr>\n <tr>\n <th>4</th>\n <td>6.032293e-15</td>\n <td>5.569073e-15</td>\n <td>6.495513e-15</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"scrolled": true,
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "plt.plot(co2_cont_mc['mean'])\nplt.fill_between(x=np.arange(0,101), \n y1=co2_cont_mc['+sigma'],\n y2=co2_cont_mc['-sigma'],\n alpha=0.4)\nplt.xlabel('Time', size=14)\nplt.ylabel('$W \\ m^{-2}$', size=14)",
"execution_count": 17,
"outputs": [
{
"execution_count": 17,
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x7f0a89ee9450>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"image/png": 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VEi11VmxtsKHCZkAiPJX352cgJiIiIlqhRCKBE50e+AIJmO01sFTaC11SSUpnRAxNhdE7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\nVv3lf/n+AAAAAElFTkSuQmCC\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f0a89ff0d50>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Full Monte Carlo in addition to mean and +/- 1 sigma\nWhen *full_output* is True, the functions return a Pandas DataFrame with the mean and +/- 1 sigma, and a numpy array with the full Monte Carlo results."
},
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "co2_cont_mc, co2_cont_full = CO2(co2_cont, time, kind='RF',\n runs=runs, full_output=True)",
"execution_count": 18,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The *co2_cont_mc* results are the same as above"
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "co2_cont_mc.head()",
"execution_count": 19,
"outputs": [
{
"execution_count": 19,
"output_type": "execute_result",
"data": {
"text/plain": " mean -sigma +sigma\n0 1.732239e-17 1.612672e-17 1.851805e-17\n1 1.663821e-15 1.545853e-15 1.781789e-15\n2 3.189961e-15 2.956823e-15 3.423099e-15\n3 4.638858e-15 4.291089e-15 4.986627e-15\n4 6.032293e-15 5.569073e-15 6.495513e-15",
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>mean</th>\n <th>-sigma</th>\n <th>+sigma</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1.732239e-17</td>\n <td>1.612672e-17</td>\n <td>1.851805e-17</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1.663821e-15</td>\n <td>1.545853e-15</td>\n <td>1.781789e-15</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3.189961e-15</td>\n <td>2.956823e-15</td>\n <td>3.423099e-15</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4.638858e-15</td>\n <td>4.291089e-15</td>\n <td>4.986627e-15</td>\n </tr>\n <tr>\n <th>4</th>\n <td>6.032293e-15</td>\n <td>5.569073e-15</td>\n <td>6.495513e-15</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "I'm putting the *co2_cont_full* into a DataFrame just to make showing some of the results easier."
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "df = pd.DataFrame(co2_cont_full)",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "df.loc[:,:200].plot(legend=False, c='b', alpha=0.2)\nplt.xlabel('Time', size=14)\nplt.ylabel('$W \\ m^{-2}$', size=14)",
"execution_count": 21,
"outputs": [
{
"execution_count": 21,
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x7f0a896d46d0>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"image/png": 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mjGRwcI9d0JUKnXPnfB81EsRCCCGEeCJptZjV5a/YDayl+BodtUFl11HTbFLE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oIIgwE100qRpe/3yZyKFlt0xZIrLS10pRLTUyS6zxsHI2QyyuVBZ7MRej1mKTcayuqBfUUz2+c8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"text/plain": "<matplotlib.figure.Figure at 0x7f0a898fd710>"
},
"metadata": {}
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": false
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python2",
"display_name": "Python [default]",
"language": "python"
},
"language_info": {
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"name": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12",
"file_extension": ".py",
"codemirror_mode": {
"version": 2,
"name": "ipython"
}
},
"anaconda-cloud": {},
"widgets": {
"version": "1.1.2",
"state": {}
},
"gist": {
"id": "",
"data": {
"description": "CO2_WRONG - GS edit",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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