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Merge pull request #262 from opensorceror/patch-2
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Update Intro to lifelines.rst
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@CamDavidsonPilon
CamDavidsonPilon committed Nov 15, 2016
2 parents 4b9a336 + 307df27 commit 7f4ab63
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211 changes: 143 additions & 68 deletions docs/Intro to lifelines.rst
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Expand Up @@ -55,7 +55,7 @@ Let's bring in our dataset.
.. code:: python
data.head()
data.sample(10)
#the boolean columns `observed` refers to whether the death (leaving office)
#was observed or not.
Expand Down Expand Up @@ -84,88 +84,163 @@ Let's bring in our dataset.
</thead>
<tbody>
<tr>
<th>1</th>
<td> Afghanistan</td>
<td> 700</td>
<td> 700</td>
<td> Southern Asia</td>
<td> Asia</td>
<td> Mohammad Zahir Shah</td>
<td> Mohammad Zahir Shah.Afghanistan.1946.1952.Mona...</td>
<td> Non-democracy</td>
<td> Monarchy</td>
<td> 1946</td>
<td> 7</td>
<td> 1</td>
<th>164</th>
<td>Bolivia</td>
<td>145</td>
<td>145.0</td>
<td>South America</td>
<td>Americas</td>
<td>Rene Barrientos Ortuno</td>
<td>Rene Barrientos Ortuno.Bolivia.1966.1968.Milit...</td>
<td>Non-democracy</td>
<td>Military Dict</td>
<td>1966</td>
<td>3</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td> Afghanistan</td>
<td> 700</td>
<td> 700</td>
<td> Southern Asia</td>
<td> Asia</td>
<td> Sardar Mohammad Daoud</td>
<td> Sardar Mohammad Daoud.Afghanistan.1953.1962.Ci...</td>
<td> Non-democracy</td>
<td> Civilian Dict</td>
<td> 1953</td>
<td> 10</td>
<td> 1</td>
<th>740</th>
<td>India</td>
<td>750</td>
<td>750.0</td>
<td>Southern Asia</td>
<td>Asia</td>
<td>Chandra Shekhar</td>
<td>Chandra Shekhar.India.1990.1990.Parliamentary Dem</td>
<td>Democracy</td>
<td>Parliamentary Dem</td>
<td>1990</td>
<td>1</td>
<td>1</td>
</tr>
<tr>
<th>3</th>
<td> Afghanistan</td>
<td> 700</td>
<td> 700</td>
<td> Southern Asia</td>
<td> Asia</td>
<td> Mohammad Zahir Shah</td>
<td> Mohammad Zahir Shah.Afghanistan.1963.1972.Mona...</td>
<td> Non-democracy</td>
<td> Monarchy</td>
<td> 1963</td>
<td> 10</td>
<td> 1</td>
<th>220</th>
<td>Bulgaria</td>
<td>355</td>
<td>355.0</td>
<td>Eastern Europe</td>
<td>Europe</td>
<td>Todor Zhivkov</td>
<td>Todor Zhivkov.Bulgaria.1954.1988.Civilian Dict</td>
<td>Non-democracy</td>
<td>Civilian Dict</td>
<td>1954</td>
<td>35</td>
<td>1</td>
</tr>
<tr>
<th>4</th>
<td> Afghanistan</td>
<td> 700</td>
<td> 700</td>
<td> Southern Asia</td>
<td> Asia</td>
<td> Sardar Mohammad Daoud</td>
<td> Sardar Mohammad Daoud.Afghanistan.1973.1977.Ci...</td>
<td> Non-democracy</td>
<td> Civilian Dict</td>
<td> 1973</td>
<td> 5</td>
<td> 0</td>
<th>772</th>
<td>Ireland</td>
<td>205</td>
<td>205.0</td>
<td>Northern Europe</td>
<td>Europe</td>
<td>Charles Haughey</td>
<td>Charles Haughey.Ireland.1979.1980.Mixed Dem</td>
<td>Democracy</td>
<td>Mixed Dem</td>
<td>1979</td>
<td>2</td>
<td>1</td>
</tr>
<tr>
<th>5</th>
<td> Afghanistan</td>
<td> 700</td>
<td> 700</td>
<td> Southern Asia</td>
<td> Asia</td>
<td> Nur Mohammad Taraki</td>
<td> Nur Mohammad Taraki.Afghanistan.1978.1978.Civi...</td>
<td> Non-democracy</td>
<td> Civilian Dict</td>
<td> 1978</td>
<td> 1</td>
<td> 0</td>
<th>1718</th>
<td>United States of America</td>
<td>2</td>
<td>2.0</td>
<td>Northern America</td>
<td>Americas</td>
<td>Gerald Ford</td>
<td>Gerald Ford.United States of America.1974.1976...</td>
<td>Democracy</td>
<td>Presidential Dem</td>
<td>1974</td>
<td>3</td>
<td>1</td>
</tr>
<tr>
<th>712</th>
<td>Iceland</td>
<td>395</td>
<td>395.0</td>
<td>Northern Europe</td>
<td>Europe</td>
<td>Stefan Stefansson</td>
<td>Stefan Stefansson.Iceland.1947.1948.Mixed Dem</td>
<td>Democracy</td>
<td>Mixed Dem</td>
<td>1947</td>
<td>2</td>
<td>1</td>
</tr>
<tr>
<th>804</th>
<td>Italy</td>
<td>325</td>
<td>325.0</td>
<td>Southern Europe</td>
<td>Europe</td>
<td>Mariano Rumor</td>
<td>Mariano Rumor.Italy.1968.1969.Parliamentary Dem</td>
<td>Democracy</td>
<td>Parliamentary Dem</td>
<td>1968</td>
<td>2</td>
<td>1</td>
</tr>
<tr>
<th>746</th>
<td>Indonesia</td>
<td>850</td>
<td>850.0</td>
<td>South-Eastern Asia</td>
<td>Asia</td>
<td>Sukarno</td>
<td>Sukarno.Indonesia.1949.1965.Civilian Dict</td>
<td>Non-democracy</td>
<td>Civilian Dict</td>
<td>1949</td>
<td>17</td>
<td>1</td>
</tr>
<tr>
<th>35</th>
<td>Argentina</td>
<td>160</td>
<td>160.0</td>
<td>South America</td>
<td>Americas</td>
<td>Pedro Eugenio Aramburu Cilveti</td>
<td>Pedro Eugenio Aramburu Cilveti.Argentina.1955....</td>
<td>Non-democracy</td>
<td>Military Dict</td>
<td>1955</td>
<td>3</td>
<td>1</td>
</tr>
<tr>
<th>398</th>
<td>Democratic Republic of the Congo (Zaire, Congo...</td>
<td>490</td>
<td>490.0</td>
<td>Middle Africa</td>
<td>Africa</td>
<td>Joseph Kasabuvu</td>
<td>Joseph Kasabuvu.Democratic Republic of the Con...</td>
<td>Non-democracy</td>
<td>Civilian Dict</td>
<td>1960</td>
<td>5</td>
<td>1</td>
</tr>
</tbody>
</table>
<p>5 rows × 12 columns</p>
<p>10 rows × 12 columns</p>
</div>



From the ``1ifelines`` library, we'll need the
From the ``lifelines`` library, we'll need the
``KaplanMeierFitter`` for this exercise:

.. code:: python
Expand Down

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