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Update tutorial.md #4744

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2 changes: 1 addition & 1 deletion topics/data-science/tutorials/gnmx-lecture6/tutorial.md
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Coronavirus is a spherical particle approx. 125 nm in diameter. It is covered with S-protein projections giving it an appearance of solar corona - hence the term coronavirus. Inside the envelope is a nucleocapsid that has helical symmetry far more typical of (-)-strand RNA viruses. There are four main structure proteins: spike (S), membrane (M), envelope (E), and nucleocapsid (N; Fig. below [Masters:2006](http://dx.doi.org/10.1016/S0065-3527(06)66005-3)):

![Virion structure](https://ars.els-cdn.com/content/image/1-s2.0-S0065352706660053-gr1.jpg "Schematic of the coronavirus virion, with the minimal set of structural proteins"
![Virion structure](https://ars.els-cdn.com/content/image/1-s2.0-S0065352706660053-gr1.jpg "Schematic of the coronavirus virion, with the minimal set of structural proteins")

Mature S protein is a trimer of two subunits: S1 and S2. The two subunits are produced from a single S-precursor by host proteases (see [Kirchdoerfer:2016](http://dx.doi.org/10.1038/nature17200); this however is not the case for all coronaviruses such as SARS-CoV). S1 forms the receptor-binding domain, while S2 forms the stalk.

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![Dataframe melt](https://pandas.pydata.org/docs/_images/07_melt.svg)

> Image from [Pandas Docs](https://pandas.pydata.org/docs/getting_started/intro_tutorials/07_reshape_table_layout.html#wide-to-long-format).

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topics/data-science/tutorials/gnmx-lecture6/tutorial.md:551: Potential broken box. A None was opened on 550, but not closed on line 551


```python
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![Dataframe pivot](https://pandas.pydata.org/docs/_images/07_pivot.svg)

> Image from [Pandas Docs](https://pandas.pydata.org/docs/getting_started/intro_tutorials/07_reshape_table_layout.html#long-to-wide-table-format).

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```python
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![Inner join](https://upload.wikimedia.org/wikipedia/commons/thumb/1/18/SQL_Join_-_07_A_Inner_Join_B.svg/234px-SQL_Join_-_07_A_Inner_Join_B.svg.png?20170204165143)

> Figure from Wikimedia Commons

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topics/data-science/tutorials/gnmx-lecture6/tutorial.md:629: Potential broken box. A None was opened on 628, but not closed on line 629

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![Left join again](https://upload.wikimedia.org/wikipedia/commons/thumb/d/dc/SQL_Join_-_01b_A_Left_Join_B.svg/234px-SQL_Join_-_01b_A_Left_Join_B.svg.png?20170204144906)

> Figure from Wikimedia Commons

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![Right join](https://upload.wikimedia.org/wikipedia/commons/thumb/5/5f/SQL_Join_-_03_A_Right_Join_B.svg/234px-SQL_Join_-_03_A_Right_Join_B.svg.png?20170130230641)

> Figure from Wikimedia Commons

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![Full join](https://upload.wikimedia.org/wikipedia/commons/thumb/6/61/SQL_Join_-_05_A_Full_Join_B.svg/234px-SQL_Join_-_05_A_Full_Join_B.svg.png?20170130230643)

> Figure from Wikimedia Commons

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topics/data-science/tutorials/gnmx-lecture6/tutorial.md:685: Potential broken box. A None was opened on 684, but not closed on line 685

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