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@arsenovic
Created September 11, 2014 20:36
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{
"metadata": {
"name": "",
"signature": "sha256:12b661f2fb8fac5ea1f5e419f35d80641240b65ad1c699dc7ef34098fe271b1b"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Ebola Outbreak 2014"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Data retrieval"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame.from_csv('https://raw.githubusercontent.com/cmrivers/ebola/master/country_timeseries.csv',\n",
" index_col=0)\n",
"df = df.sort_index()\n",
"df = df.fillna(method='bfill')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Cases per country"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"\n",
"cases_titles = [k for k in df.columns if 'deaths' in k.lower()]\n",
"df.plot(y=cases_titles)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0xbe5e350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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jVUw2O3mzrk1bDQpzIiIiIgMQbW8lULOPvBlzsDicaatDYU5ERERkAHqnWA3y07BR8Jms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MdPyENB00PC3CNKbighxMPkk+vFCfEokTD3CJIKjxBCCPHwkDAnhBBCCOHHpDwjhBBCCOHHJMwJ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\nIfyYhDkhhBBCCD/2HwU5pnH+3YDpAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xbe42f50>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Deaths per Country"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"death_titles = [k for k in df.columns if 'deaths' in k.lower()]\n",
"df.plot(y=death_titles)\n",
"legend()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.legend.Legend at 0xbe6f350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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gCxcubJUy61RWVhIXF8e4ceNwc3Nj8ODBTJ48ma1bt+rypKam4uTk1C7OQb16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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0xbe68790>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Total Deaths "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['total deaths'] = df[death_titles].sum(axis =1)\n",
"df.plot(y='total deaths', \n",
" title='Total Deaths in \\n 2014 Ebola Outbreak')\n",
"ylabel('Total Deaths')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 49,
"text": [
"<matplotlib.text.Text at 0xf76abd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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qKkqrV6+Wq6urJCktLU3Ozs5ycXGxuK67u7vS0tJM22lpafLw8LBoV7zv0rYA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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0xf2406d0>"
]
}
],
"prompt_number": 49
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Exponential Fit"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Plot Log(deaths) and exponential fit"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import seaborn as sn\n",
"df['log total deaths'] = log10(df['total deaths'].values)\n",
"sn.lmplot('Day','log total deaths', df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 74,
"text": [
"<seaborn.axisgrid.FacetGrid at 0xfef4810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZLRF9rqvVh8ZmHwQBeP/zo9i2+7jueXkZViy+ohjZbUXcARVWswx7gjSY7AqGJSIiogRR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\n",
"text": [
"<matplotlib.figure.Figure at 0x104c6210>"
]
}
],
"prompt_number": 74
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Fit statistics"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import statsmodels.formula.api as sm\n",
"\n",
"ols = sm.OLS(df['Day'].values, df['log total deaths'].values)\n",
"ols.fit().summary()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>y</td> <th> R-squared: </th> <td> 0.819</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.816</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 289.1</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Thu, 11 Sep 2014</td> <th> Prob (F-statistic):</th> <td>2.01e-25</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>16:27:18</td> <th> Log-Likelihood: </th> <td> -328.14</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 65</td> <th> AIC: </th> <td> 658.3</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 64</td> <th> BIC: </th> <td> 660.5</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 1</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>x1</th> <td> 32.2336</td> <td> 1.896</td> <td> 17.004</td> <td> 0.000</td> <td> 28.447 36.021</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td>41.285</td> <th> Durbin-Watson: </th> <td> 0.005</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td> 5.500</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 0.155</td> <th> Prob(JB): </th> <td> 0.0639</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 1.609</td> <th> Cond. No. </th> <td> 1.00</td>\n",
"</tr>\n",
"</table>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 69,
"text": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.819\n",
"Model: OLS Adj. R-squared: 0.816\n",
"Method: Least Squares F-statistic: 289.1\n",
"Date: Thu, 11 Sep 2014 Prob (F-statistic): 2.01e-25\n",
"Time: 16:27:18 Log-Likelihood: -328.14\n",
"No. Observations: 65 AIC: 658.3\n",
"Df Residuals: 64 BIC: 660.5\n",
"Df Model: 1 \n",
"==============================================================================\n",
" coef std err t P>|t| [95.0% Conf. Int.]\n",
"------------------------------------------------------------------------------\n",
"x1 32.2336 1.896 17.004 0.000 28.447 36.021\n",
"==============================================================================\n",
"Omnibus: 41.285 Durbin-Watson: 0.005\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 5.500\n",
"Skew: 0.155 Prob(JB): 0.0639\n",
"Kurtosis: 1.609 Cond. No. 1.00\n",
"==============================================================================\n",
"\"\"\""
]
}
],
"prompt_number": 69
}
],
"metadata": {}
}
]
}
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