engine = create_engine(connection_string)
```
+```python
+!ls uk-deaths-data/publishedweek*2021*xlsx
+```
+
```python Collapsed="false"
-england_wales_filename = 'uk-deaths-data/publishedweek052021.xlsx'
+england_wales_filename = 'uk-deaths-data/publishedweek082021.xlsx'
```
```python Collapsed="false"
-scotland_filename = 'uk-deaths-data/Scottish Government COVID-19 data (15 February 2021).xlsx'
+scotland_filename = 'uk-deaths-data/Scottish Government COVID-19 data (10 March 2021).xlsx'
```
```python
-n_ireland_filename = 'uk-deaths-data/Weekly_Deaths_0.xlsx'
+n_ireland_filename = 'uk-deaths-data/Weekly_Deaths.xlsx'
```
```python Collapsed="false"
```
```python
-%sql select * from all_causes_deaths where year = 2021 limit 10
+%sql select * from all_causes_deaths where year = 2021 order by date_up_to desc limit 10
```
```python