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Sorry. I have opinions and I don't like all the others.\\n\",\n    \"\\n\",\n    \"This package provides methods for fetching various COVID-19 related data sources. Results are provided as [xarray](http://xarray.pydata.org/) datasets, with consistent variable naming and attribution data included.\\n\",\n    \"\\n\",\n    \"## Installation\\n\",\n    \"\\n\",\n    \"I'm not going to clutter PyPI up with yet another COVID package. Just do `pip install git+https://github.com/russs/coviddata#egg=coviddata`.\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"## Worldwide Data\\n\",\n    \"\\n\",\n    \"My preferred wordwide data source is [Our World in Data](https://ourworldindata.org/coronavirus-source-data) which sources their data from the ECDC. 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xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-98bf1bd5-23eb-44bc-ad0e-44c642a44479' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-98bf1bd5-23eb-44bc-ad0e-44c642a44479' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([\u0026#x27;Afghanistan\u0026#x27;, \u0026#x27;Albania\u0026#x27;, \u0026#x27;Algeria\u0026#x27;, ..., \u0026#x27;Yemen\u0026#x27;, \u0026#x27;Zambia\u0026#x27;, \u0026#x27;Zimbabwe\u0026#x27;],\\n\",\n       \"      dtype=object)\u003c/pre\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003edate\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e2019-12-31 ... 2020-05-11\u003c/div\u003e\u003cinput id='attrs-15c08464-5630-44bf-bb93-e3e508d52819' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-15c08464-5630-44bf-bb93-e3e508d52819' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-6425c089-c22b-407e-9cf2-28a8ebab6080' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-6425c089-c22b-407e-9cf2-28a8ebab6080' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([\u0026#x27;2019-12-31T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-01T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-02T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-03T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-04T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-05T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-06T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-07T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-08T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-09T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-10T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-11T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-12T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-13T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-14T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-15T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-16T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-17T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-18T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-19T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-20T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-21T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-22T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-23T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-24T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-25T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-26T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-27T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-28T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-29T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-01-30T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-01-31T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-01T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-02T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-03T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-04T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-05T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-06T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-07T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-08T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-09T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-10T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-11T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-12T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-13T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-14T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-15T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-16T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-17T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-18T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-19T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-20T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-21T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-22T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-23T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-24T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-25T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-26T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-27T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-02-28T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-02-29T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-01T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-02T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-03T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-04T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-05T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-06T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-07T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-08T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-09T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-10T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-11T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-12T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-13T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-14T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-15T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-16T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-17T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-18T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-19T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-20T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-21T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-22T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-23T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-24T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-25T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-26T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-27T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-28T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-29T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-03-30T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-03-31T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-01T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-02T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-03T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-04T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-05T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-06T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-07T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-08T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-09T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-10T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-11T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-12T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-13T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-14T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-15T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-16T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-17T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-18T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-19T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-20T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-21T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-22T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-23T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-24T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-25T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-26T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-27T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-28T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-04-29T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-04-30T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-01T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-05-02T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-03T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-05-04T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-05T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-05-06T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-07T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-05-08T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-09T00:00:00.000000000\u0026#x27;, \u0026#x27;2020-05-10T00:00:00.000000000\u0026#x27;,\\n\",\n       \"       \u0026#x27;2020-05-11T00:00:00.000000000\u0026#x27;], dtype=\u0026#x27;datetime64[ns]\u0026#x27;)\u003c/pre\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-21cfe5f8-6d33-43d0-adf9-8cde4c9b63bd' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-21cfe5f8-6d33-43d0-adf9-8cde4c9b63bd' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(2)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ecases\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location, date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 0.0 ... 35.0 36.0 36.0\u003c/div\u003e\u003cinput id='attrs-f03b2443-0aea-4129-9366-8635f11170a8' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-f03b2443-0aea-4129-9366-8635f11170a8' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-b6bf38fc-4ef6-4260-ad91-f5e1342d98fa' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-b6bf38fc-4ef6-4260-ad91-f5e1342d98fa' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([[   0.,    0.,    0., ..., 3778., 4033., 4402.],\\n\",\n       \"       [  nan,   nan,   nan, ...,  850.,  856.,  868.],\\n\",\n       \"       [   0.,    0.,    0., ..., 5369., 5558., 5723.],\\n\",\n       \"       ...,\\n\",\n       \"       [  nan,   nan,   nan, ...,   34.,   34.,   51.],\\n\",\n       \"       [  nan,   nan,   nan, ...,  167.,  252.,  267.],\\n\",\n       \"       [  nan,   nan,   nan, ...,   35.,   36.,   36.]])\u003c/pre\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003edeaths\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location, date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 0.0 ... 4.0 4.0 4.0 4.0\u003c/div\u003e\u003cinput id='attrs-8915d565-f1d3-4fa5-bf3c-3ab7ed0f7f61' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-8915d565-f1d3-4fa5-bf3c-3ab7ed0f7f61' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-14524018-6a3d-4d30-9348-8ea2eef0de99' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-14524018-6a3d-4d30-9348-8ea2eef0de99' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([[  0.,   0.,   0., ..., 109., 115., 120.],\\n\",\n       \"       [ nan,  nan,  nan, ...,  31.,  31.,  31.],\\n\",\n       \"       [  0.,   0.,   0., ..., 488., 494., 502.],\\n\",\n       \"       ...,\\n\",\n       \"       [ nan,  nan,  nan, ...,   7.,   7.,   8.],\\n\",\n       \"       [ nan,  nan,  nan, ...,   4.,   7.,   7.],\\n\",\n       \"       [ nan,  nan,  nan, ...,   4.,   4.,   4.]])\u003c/pre\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-f9e6223c-2927-44ba-8364-8c07b4988c04' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-f9e6223c-2927-44ba-8364-8c07b4988c04' class='xr-section-summary' \u003eAttributes: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003edate :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e2020-05-11\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003esource_url :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ehttps://cowid.netlify.com/data/ecdc/full_data.csv\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003esource :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eECDC (Our World in Data)\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\"\n      ],\n      \"text/plain\": [\n       \"\u003cxarray.Dataset\u003e\\n\",\n       \"Dimensions:   (date: 133, location: 210)\\n\",\n       \"Coordinates:\\n\",\n       \"  * location  (location) object 'Afghanistan' 'Albania' ... 'Zambia' 'Zimbabwe'\\n\",\n       \"  * date      (date) datetime64[ns] 2019-12-31 2020-01-01 ... 2020-05-11\\n\",\n       \"Data variables:\\n\",\n       \"    cases     (location, date) float64 0.0 0.0 0.0 0.0 ... 34.0 35.0 36.0 36.0\\n\",\n       \"    deaths    (location, date) float64 0.0 0.0 0.0 0.0 0.0 ... 4.0 4.0 4.0 4.0\\n\",\n       \"Attributes:\\n\",\n       \"    date:        2020-05-11\\n\",\n       \"    source_url:  https://cowid.netlify.com/data/ecdc/full_data.csv\\n\",\n       \"    source:      ECDC (Our World in Data)\"\n      ]\n     },\n     \"execution_count\": 1,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"import coviddata.world\\n\",\n    \"world_cases = coviddata.world.cases_owid()\\n\",\n    \"world_cases\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"We can filter this data by country, and convert it to a [pandas](https://pandas.pydata.org/) dataframe, giving us easy access to pandas' plotting functions.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"metadata\": {\n    \"scrolled\": true\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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     \"text/plain\": [\n       \"\u003cFigure size 432x288 with 1 Axes\u003e\"\n      ]\n     },\n     \"metadata\": {\n      \"needs_background\": \"light\"\n     },\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"import matplotlib\\n\",\n    \"matplotlib.rcParams['figure.figsize'] = [14, 6]\\n\",\n    \"\\n\",\n    \"(world_cases.sel(location=\\\"United States\\\")\\n\",\n    \"     .to_dataframe()\\n\",\n    \"     .plot(logy=True, title=\\\"US COVID-19 Cases \u0026 Deaths\\\"));\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Country-specific Data\\n\",\n    \"\\n\",\n    \"Some country-specific data sources are more reliable or complete.\\n\",\n    \"\\n\",\n    \"### UK Cases Data\\n\",\n    \"\\n\",\n    \"UK data can be fetched from [Public Health England](https://www.gov.uk/government/publications/covid-19-track-coronavirus-cases). Note that:\\n\",\n    \"\\n\",\n    \"* This data is broken down by constituent UK country whereas global data is usually combined.\\n\",\n    \"* The cases data is a subset of total UK cases - [more info](https://coronavirus.data.gov.uk/about)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\u003cdiv\u003e\u003csvg style=\\\"position: absolute; width: 0; height: 0; overflow: hidden\\\"\u003e\\n\",\n       \"\u003cdefs\u003e\\n\",\n       \"\u003csymbol id=\\\"icon-database\\\" viewBox=\\\"0 0 32 32\\\"\u003e\\n\",\n       \"\u003ctitle\u003eShow/Hide data repr\u003c/title\u003e\\n\",\n       \"\u003cpath d=\\\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\\\"\u003e\u003c/path\u003e\\n\",\n       \"\u003cpath d=\\\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 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2px;\\n\",\n       \"  margin-right: 10px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-obj-type {\\n\",\n       \"  color: var(--xr-font-color2);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-sections {\\n\",\n       \"  padding-left: 0 !important;\\n\",\n       \"  display: grid;\\n\",\n       \"  grid-template-columns: 150px auto auto 1fr 20px 20px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-item {\\n\",\n       \"  display: contents;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-item input {\\n\",\n       \"  display: none;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-item input + label {\\n\",\n       \"  color: var(--xr-disabled-color);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-item input:enabled + label {\\n\",\n       \"  cursor: pointer;\\n\",\n       \"  color: var(--xr-font-color2);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-item input:enabled + label:hover {\\n\",\n       \"  color: var(--xr-font-color0);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary {\\n\",\n       \"  grid-column: 1;\\n\",\n       \"  color: var(--xr-font-color2);\\n\",\n       \"  font-weight: 500;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary \u003e span {\\n\",\n       \"  display: inline-block;\\n\",\n       \"  padding-left: 0.5em;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in:disabled + label {\\n\",\n       \"  color: var(--xr-font-color2);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in + label:before {\\n\",\n       \"  display: inline-block;\\n\",\n       \"  content: '►';\\n\",\n       \"  font-size: 11px;\\n\",\n       \"  width: 15px;\\n\",\n       \"  text-align: center;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in:disabled + label:before {\\n\",\n       \"  color: var(--xr-disabled-color);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in:checked + label:before {\\n\",\n       \"  content: '▼';\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in:checked + label \u003e span {\\n\",\n       \"  display: none;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary,\\n\",\n       \".xr-section-inline-details {\\n\",\n       \"  padding-top: 4px;\\n\",\n       \"  padding-bottom: 4px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-inline-details {\\n\",\n       \"  grid-column: 2 / -1;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-details {\\n\",\n       \"  display: none;\\n\",\n       \"  grid-column: 1 / -1;\\n\",\n       \"  margin-bottom: 5px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-section-summary-in:checked ~ .xr-section-details {\\n\",\n       \"  display: contents;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-array-wrap {\\n\",\n       \"  grid-column: 1 / -1;\\n\",\n       \"  display: grid;\\n\",\n       \"  grid-template-columns: 20px auto;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-array-wrap \u003e label {\\n\",\n       \"  grid-column: 1;\\n\",\n       \"  vertical-align: top;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-preview {\\n\",\n       \"  color: var(--xr-font-color3);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-array-preview,\\n\",\n       \".xr-array-data {\\n\",\n       \"  padding: 0 5px !important;\\n\",\n       \"  grid-column: 2;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-array-data,\\n\",\n       \".xr-array-in:checked ~ .xr-array-preview {\\n\",\n       \"  display: none;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-array-in:checked ~ .xr-array-data,\\n\",\n       \".xr-array-preview {\\n\",\n       \"  display: inline-block;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-dim-list {\\n\",\n       \"  display: inline-block !important;\\n\",\n       \"  list-style: none;\\n\",\n       \"  padding: 0 !important;\\n\",\n       \"  margin: 0;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-dim-list li {\\n\",\n       \"  display: inline-block;\\n\",\n       \"  padding: 0;\\n\",\n       \"  margin: 0;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-dim-list:before {\\n\",\n       \"  content: '(';\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-dim-list:after {\\n\",\n       \"  content: ')';\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-dim-list li:not(:last-child):after {\\n\",\n       \"  content: ',';\\n\",\n       \"  padding-right: 5px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-has-index {\\n\",\n       \"  font-weight: bold;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-list,\\n\",\n       \".xr-var-item {\\n\",\n       \"  display: contents;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-item \u003e div,\\n\",\n       \".xr-var-item label,\\n\",\n       \".xr-var-item \u003e .xr-var-name span {\\n\",\n       \"  background-color: var(--xr-background-color-row-even);\\n\",\n       \"  margin-bottom: 0;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-item \u003e .xr-var-name:hover span {\\n\",\n       \"  padding-right: 5px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-list \u003e li:nth-child(odd) \u003e div,\\n\",\n       \".xr-var-list \u003e li:nth-child(odd) \u003e label,\\n\",\n       \".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\\n\",\n       \"  background-color: var(--xr-background-color-row-odd);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-name {\\n\",\n       \"  grid-column: 1;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-dims {\\n\",\n       \"  grid-column: 2;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-dtype {\\n\",\n       \"  grid-column: 3;\\n\",\n       \"  text-align: right;\\n\",\n       \"  color: var(--xr-font-color2);\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-preview {\\n\",\n       \"  grid-column: 4;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-name,\\n\",\n       \".xr-var-dims,\\n\",\n       \".xr-var-dtype,\\n\",\n       \".xr-preview,\\n\",\n       \".xr-attrs dt {\\n\",\n       \"  white-space: nowrap;\\n\",\n       \"  overflow: hidden;\\n\",\n       \"  text-overflow: ellipsis;\\n\",\n       \"  padding-right: 10px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-name:hover,\\n\",\n       \".xr-var-dims:hover,\\n\",\n       \".xr-var-dtype:hover,\\n\",\n       \".xr-attrs dt:hover {\\n\",\n       \"  overflow: visible;\\n\",\n       \"  width: auto;\\n\",\n       \"  z-index: 1;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-attrs,\\n\",\n       \".xr-var-data {\\n\",\n       \"  display: none;\\n\",\n       \"  background-color: var(--xr-background-color) !important;\\n\",\n       \"  padding-bottom: 5px !important;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-attrs-in:checked ~ .xr-var-attrs,\\n\",\n       \".xr-var-data-in:checked ~ .xr-var-data {\\n\",\n       \"  display: block;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-data \u003e table {\\n\",\n       \"  float: right;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-var-name span,\\n\",\n       \".xr-var-data,\\n\",\n       \".xr-attrs {\\n\",\n       \"  padding-left: 25px !important;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-attrs,\\n\",\n       \".xr-var-attrs,\\n\",\n       \".xr-var-data {\\n\",\n       \"  grid-column: 1 / -1;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \"dl.xr-attrs {\\n\",\n       \"  padding: 0;\\n\",\n       \"  margin: 0;\\n\",\n       \"  display: grid;\\n\",\n       \"  grid-template-columns: 125px auto;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-attrs dt, dd {\\n\",\n       \"  padding: 0;\\n\",\n       \"  margin: 0;\\n\",\n       \"  float: left;\\n\",\n       \"  padding-right: 10px;\\n\",\n       \"  width: auto;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-attrs dt {\\n\",\n       \"  font-weight: normal;\\n\",\n       \"  grid-column: 1;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-attrs dt:hover span {\\n\",\n       \"  display: inline-block;\\n\",\n       \"  background: var(--xr-background-color);\\n\",\n       \"  padding-right: 10px;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-attrs dd {\\n\",\n       \"  grid-column: 2;\\n\",\n       \"  white-space: pre-wrap;\\n\",\n       \"  word-break: break-all;\\n\",\n       \"}\\n\",\n       \"\\n\",\n       \".xr-icon-database,\\n\",\n       \".xr-icon-file-text2 {\\n\",\n       \"  display: inline-block;\\n\",\n       \"  vertical-align: middle;\\n\",\n       \"  width: 1em;\\n\",\n       \"  height: 1.5em !important;\\n\",\n       \"  stroke-width: 0;\\n\",\n       \"  stroke: currentColor;\\n\",\n       \"  fill: currentColor;\\n\",\n       \"}\\n\",\n       \"\u003c/style\u003e\u003cdiv class='xr-wrap'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-f46e43e5-4a18-47f0-9109-1de312391e95' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-f46e43e5-4a18-47f0-9109-1de312391e95' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003edate\u003c/span\u003e: 92\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elocation\u003c/span\u003e: 4\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-4bb5ab77-ed92-4d8e-bdbf-09d65fe15a12' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-4bb5ab77-ed92-4d8e-bdbf-09d65fe15a12' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elocation\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eobject\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e\u0026#x27;England\u0026#x27; ... \u0026#x27;Wales\u0026#x27;\u003c/div\u003e\u003cinput id='attrs-4a0eda75-b060-4846-b4fb-cf75405ba6fb' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-4a0eda75-b060-4846-b4fb-cf75405ba6fb' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-fd84c488-c764-4c13-922a-85c0c606ff68' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-fd84c488-c764-4c13-922a-85c0c606ff68' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([\u0026#x27;England\u0026#x27;, \u0026#x27;Northern Ireland\u0026#x27;, \u0026#x27;Scotland\u0026#x27;, \u0026#x27;Wales\u0026#x27;], dtype=object)\u003c/pre\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003edate\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e2020-01-30 ... 2020-05-10\u003c/div\u003e\u003cinput id='attrs-4c89a87d-5182-41f5-91d2-76f14bfeb7ce' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-4c89a87d-5182-41f5-91d2-76f14bfeb7ce' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-a4616de8-03f8-4938-ac6b-4e8038b6fa3f' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-a4616de8-03f8-4938-ac6b-4e8038b6fa3f' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre 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\u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;,\\n\",\n       \"        \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;,\\n\",\n       \"        \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;,\\n\",\n       \"        \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;, \u0026#x27;S92000003\u0026#x27;,\\n\",\n       \"        \u0026#x27;S92000003\u0026#x27;],\\n\",\n       \"       [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\\n\",\n       \"        nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\\n\",\n       \"        nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\\n\",\n       \"        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\u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;,\\n\",\n       \"        \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;,\\n\",\n       \"        \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;,\\n\",\n       \"        \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;,\\n\",\n       \"        \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;,\\n\",\n       \"        \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;, \u0026#x27;W92000004\u0026#x27;]],\\n\",\n       \"      dtype=object)\u003c/pre\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-ec654081-767f-4301-bc6b-46abfbb7b160' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-ec654081-767f-4301-bc6b-46abfbb7b160' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ecases\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location, date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1.0 2.0 8.0 9.0 ... nan nan nan nan\u003c/div\u003e\u003cinput id='attrs-3afcef6b-5d5e-4748-97bc-2d4b6e0325d8' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-3afcef6b-5d5e-4748-97bc-2d4b6e0325d8' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-a701ad21-5088-4ce8-94a3-b15bcd075082' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-a701ad21-5088-4ce8-94a3-b15bcd075082' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([[1.00000e+00, 2.00000e+00, 8.00000e+00, 9.00000e+00, 1.20000e+01,\\n\",\n       \"        1.30000e+01, 1.40000e+01, 1.50000e+01, 1.60000e+01, 1.70000e+01,\\n\",\n       \"        1.80000e+01, 1.90000e+01, 2.00000e+01, 2.10000e+01, 2.50000e+01,\\n\",\n       \"        2.60000e+01, 3.00000e+01, 3.30000e+01, 3.90000e+01, 5.10000e+01,\\n\",\n       \"        5.50000e+01, 8.60000e+01, 1.25000e+02, 1.76000e+02, 2.25000e+02,\\n\",\n       \"        2.72000e+02, 3.45000e+02, 3.92000e+02, 4.42000e+02, 5.67000e+02,\\n\",\n       \"        7.92000e+02, 1.15700e+03, 1.57900e+03, 1.96900e+03, 2.28400e+03,\\n\",\n       \"        2.68100e+03, 3.22600e+03, 3.90500e+03, 4.81500e+03, 5.74600e+03,\\n\",\n       \"        6.82700e+03, 7.86100e+03, 9.06700e+03, 1.10790e+04, 1.30980e+04,\\n\",\n       \"        1.53600e+04, 1.79700e+04, 2.06230e+04, 2.30000e+04, 2.54360e+04,\\n\",\n       \"        2.89160e+04, 3.26570e+04, 3.67420e+04, 4.07500e+04, 4.47860e+04,\\n\",\n       \"        4.81030e+04, 5.11320e+04, 5.54660e+04, 5.99580e+04, 6.42160e+04,\\n\",\n       \"        6.82450e+04, 7.17740e+04, 7.47760e+04, 7.74650e+04, 8.07990e+04,\\n\",\n       \"        8.42400e+04, 8.78770e+04, 9.13220e+04, 9.47610e+04, 9.73380e+04,\\n\",\n       \"        9.94260e+04, 1.02509e+05, 1.05497e+05, 1.08273e+05, 1.11034e+05,\\n\",\n       \"        1.13815e+05, 1.15634e+05, 1.17032e+05, 1.19256e+05, 1.21554e+05,\\n\",\n       \"        1.23922e+05, 1.26044e+05, 1.27998e+05, 1.29260e+05, 1.30245e+05,\\n\",\n       \"        1.31871e+05, 1.33420e+05, 1.34620e+05, 1.35599e+05, 1.35936e+05,\\n\",\n       \"        1.35982e+05,         nan],\\n\",\n       \"       [        nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan],\\n\",\n       \"       [        nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan],\\n\",\n       \"       [        nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan,         nan,         nan,         nan,\\n\",\n       \"                nan,         nan]])\u003c/pre\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003enew_cases\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location, date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 0.0 ... nan nan nan nan\u003c/div\u003e\u003cinput id='attrs-571b88da-a7d0-4d42-9f3f-7433d046adc5' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-571b88da-a7d0-4d42-9f3f-7433d046adc5' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-0cbd9ce8-a682-49ad-9d55-25e980315f9b' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-0cbd9ce8-a682-49ad-9d55-25e980315f9b' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([[  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\n       \"          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\n       \"          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\n       \"          0.,   0.,   2.,   0.,   2.,   0.,   0.,   1.,   0.,   2.,   0.,\\n\",\n       \"          0.,   1.,   7.,   0.,   5.,   2.,   8.,   0.,   9.,   1.,   6.,\\n\",\n       \"          0.,   0.,   0.,   0.,   6.,   5.,   4.,   4.,   0.,   0.,   1.,\\n\",\n       \"         13.,   4.,   4.,  15.,  11.,  12.,   4.,   0.,   5.,  12.,   4.,\\n\",\n       \"          4.,   9.,  13.,   9.,  12.,  18.,   0.,   0.,   0.,  13.,  63.,\\n\",\n       \"        452., 274.,  46.,  nan],\\n\",\n       \"       [ nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan],\\n\",\n       \"       [ nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan],\\n\",\n       \"       [ nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\\n\",\n       \"         nan,  nan,  nan,  nan]])\u003c/pre\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003edeaths\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(location, date)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003enan nan nan ... 1.099e+03 1.111e+03\u003c/div\u003e\u003cinput id='attrs-e1ac8821-ca3f-4a4a-b7f3-adbdffa5ec12' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-e1ac8821-ca3f-4a4a-b7f3-adbdffa5ec12' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-8d61c6d3-8d0a-4b69-851d-f9c04125aa2d' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-8d61c6d3-8d0a-4b69-851d-f9c04125aa2d' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cpre class='xr-var-data'\u003earray([[       nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan, 1.0000e+00, 2.0000e+00, 2.0000e+00, 3.0000e+00,\\n\",\n       \"        7.0000e+00, 7.0000e+00, 9.0000e+00, 1.0000e+01, 2.8000e+01,\\n\",\n       \"        4.2000e+01, 6.4000e+01, 7.9000e+01, 1.1200e+02, 1.5400e+02,\\n\",\n       \"        1.8600e+02, 2.4000e+02, 2.6400e+02, 3.3100e+02, 4.7400e+02,\\n\",\n       \"        6.5100e+02, 8.2000e+02, 1.0920e+03, 1.3710e+03, 1.5660e+03,\\n\",\n       \"        1.9190e+03, 2.2870e+03, 2.9000e+03, 3.5030e+03, 4.1580e+03,\\n\",\n       \"        4.8470e+03, 5.4250e+03, 5.9570e+03, 6.9670e+03, 7.8910e+03,\\n\",\n       \"        8.8780e+03, 9.9160e+03, 1.0661e+04, 1.1267e+04, 1.1961e+04,\\n\",\n       \"        1.2971e+04, 1.3703e+04, 1.4610e+04, 1.5436e+04, 1.6447e+04,\\n\",\n       \"        1.6831e+04, 1.7370e+04, 1.8492e+04, 1.9231e+04, 1.9834e+04,\\n\",\n       \"        2.0658e+04, 2.1399e+04, 2.1742e+04, 2.2049e+04, 2.2918e+04,\\n\",\n       \"        2.3550e+04, 2.4110e+04, 2.4763e+04, 2.5282e+04, 2.5528e+04,\\n\",\n       \"        2.5785e+04, 2.6441e+04, 2.7008e+04, 2.7432e+04, 2.7967e+04,\\n\",\n       \"        2.8250e+04, 2.8467e+04],\\n\",\n       \"       [       nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,        nan,        nan,\\n\",\n       \"               nan,        nan,        nan,     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8.1300e+02,\\n\",\n       \"        8.8600e+02, 9.0800e+02, 9.2500e+02, 9.6900e+02, 9.8300e+02,\\n\",\n       \"        9.9700e+02, 1.0230e+03, 1.0440e+03, 1.0620e+03, 1.0900e+03,\\n\",\n       \"        1.0990e+03, 1.1110e+03]])\u003c/pre\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-e6dc9738-ec6d-4e89-8377-6870fcaea729' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-e6dc9738-ec6d-4e89-8377-6870fcaea729' class='xr-section-summary' \u003eAttributes: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003edate :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e2020-05-10\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003esource :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ePublic Health England\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003esource_url :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ehttps://c19downloads.azureedge.net/downloads/data/countries_latest.json\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\"\n      ],\n      \"text/plain\": [\n       \"\u003cxarray.Dataset\u003e\\n\",\n       \"Dimensions:    (date: 92, location: 4)\\n\",\n       \"Coordinates:\\n\",\n       \"  * location   (location) object 'England' 'Northern Ireland' 'Scotland' 'Wales'\\n\",\n       \"  * date       (date) datetime64[ns] 2020-01-30 2020-01-31 ... 2020-05-10\\n\",\n       \"    gss_code   (location, date) object 'E92000001' 'E92000001' ... 'W92000004'\\n\",\n       \"Data variables:\\n\",\n       \"    cases      (location, date) float64 1.0 2.0 8.0 9.0 12.0 ... nan nan nan nan\\n\",\n       \"    new_cases  (location, date) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan\\n\",\n       \"    deaths     (location, date) float64 nan nan nan ... 1.099e+03 1.111e+03\\n\",\n       \"Attributes:\\n\",\n       \"    date:        2020-05-10\\n\",\n       \"    source:      Public Health England\\n\",\n       \"    source_url:  https://c19downloads.azureedge.net/downloads/data/countries_...\"\n      ]\n     },\n     \"execution_count\": 3,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"import coviddata.uk\\n\",\n    \"uk_cases = coviddata.uk.cases_phe()\\n\",\n    \"uk_cases\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### US Data\\n\",\n    \"\\n\",\n    \"US data from the [Covid Tracking Project](https://covidtracking.com/):\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\u003cdiv\u003e\u003csvg style=\\\"position: absolute; width: 0; height: 0; overflow: hidden\\\"\u003e\\n\",\n       \"\u003cdefs\u003e\\n\",\n       \"\u003csymbol id=\\\"icon-database\\\" viewBox=\\\"0 0 32 32\\\"\u003e\\n\",\n       \"\u003ctitle\u003eShow/Hide data repr\u003c/title\u003e\\n\",\n       \"\u003cpath d=\\\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\\\"\u003e\u003c/path\u003e\\n\",\n       \"\u003cpath d=\\\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\\\"\u003e\u003c/path\u003e\\n\",\n       \"\u003cpath d=\\\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\\\"\u003e\u003c/path\u003e\\n\",\n       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