diff --git a/notebooks/examples/openzh-covid-19-example.ipynb b/notebooks/examples/openzh-covid-19-example.ipynb
index f45859e2fa630dcfc430d7696c07599f57532e1b..e770b2c100048bfb4b6a92c66634c3fd18638e96 100644
--- a/notebooks/examples/openzh-covid-19-example.ipynb
+++ b/notebooks/examples/openzh-covid-19-example.ipynb
@@ -28,7 +28,7 @@
"# read in cantonal data and produce one dataframe\n",
"df_list = []\n",
"\n",
- "for f in Path('../data/openzh-covid-19/').glob('COVID19_Fallzahlen_Kanton_*total.csv'):\n",
+ "for f in Path('../../data/openzh-covid-19/').glob('COVID19_Fallzahlen_Kanton_*total.csv'):\n",
" df_list.append(pd.read_csv(f))\n",
"\n",
"df = pd.concat(df_list)\n",
@@ -109,45 +109,45 @@
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>2020-02-27</td>\n",
- " <td>Canton_BS</td>\n",
+ " <td>2020-02-28</td>\n",
+ " <td>Canton_BL</td>\n",
" <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>1.0</td>\n",
+ " <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.coronavirus.bs.ch/nm/2020-coronavi...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>2020-02-28</td>\n",
- " <td>Canton_BS</td>\n",
+ " <td>2020-02-29</td>\n",
+ " <td>Canton_BL</td>\n",
" <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>1.0</td>\n",
+ " <td>2</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>https://twitter.com/BR_Sprecher/status/1233316...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>2020-02-29</td>\n",
- " <td>Canton_BS</td>\n",
+ " <td>2020-03-01</td>\n",
+ " <td>Canton_BL</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>0</td>\n",
- " <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>https://twitter.com/BAG_OFSP_UFSP/status/12337...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -168,76 +168,76 @@
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>2020-03-14</td>\n",
- " <td>Canton_BL</td>\n",
+ " <th>11</th>\n",
+ " <td>2020-03-12</td>\n",
+ " <td>Canton_ZH</td>\n",
" <td>NaN</td>\n",
- " <td>47</td>\n",
+ " <td>92</td>\n",
+ " <td>NaN</td>\n",
+ " <td>7.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>16</th>\n",
- " <td>2020-03-15</td>\n",
- " <td>Canton_BL</td>\n",
+ " <th>12</th>\n",
+ " <td>2020-03-13</td>\n",
+ " <td>Canton_ZH</td>\n",
" <td>NaN</td>\n",
- " <td>54</td>\n",
+ " <td>140</td>\n",
+ " <td>NaN</td>\n",
+ " <td>11.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
+ " <th>13</th>\n",
" <td>2020-03-16</td>\n",
- " <td>Canton_BL</td>\n",
+ " <td>Canton_ZH</td>\n",
" <td>NaN</td>\n",
- " <td>76</td>\n",
+ " <td>270</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>18</th>\n",
+ " <th>14</th>\n",
" <td>2020-03-17</td>\n",
- " <td>Canton_BL</td>\n",
+ " <td>Canton_ZH</td>\n",
+ " <td>NaN</td>\n",
+ " <td>294</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>89</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>19</th>\n",
+ " <th>15</th>\n",
" <td>2020-03-18</td>\n",
- " <td>Canton_BL</td>\n",
+ " <td>Canton_ZH</td>\n",
+ " <td>NaN</td>\n",
+ " <td>424</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>116</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2.0</td>\n",
" <td>NaN</td>\n",
- " <td>https://www.baselland.ch/politik-und-behorden/...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -251,15 +251,15 @@
" Date Area TotalTestedCases TotalConfCases TotalPosTests1 \\\n",
"0 2020-03-16 Canton_BE NaN 123 131.0 \n",
"1 2020-03-18 Canton_BE NaN 193 NaN \n",
- "0 2020-02-27 Canton_BS NaN 0 1.0 \n",
- "1 2020-02-28 Canton_BS NaN 0 1.0 \n",
- "2 2020-02-29 Canton_BS NaN 0 1.0 \n",
+ "0 2020-02-28 Canton_BL NaN 1 NaN \n",
+ "1 2020-02-29 Canton_BL NaN 2 NaN \n",
+ "2 2020-03-01 Canton_BL NaN 2 NaN \n",
".. ... ... ... ... ... \n",
- "15 2020-03-14 Canton_BL NaN 47 NaN \n",
- "16 2020-03-15 Canton_BL NaN 54 NaN \n",
- "17 2020-03-16 Canton_BL NaN 76 NaN \n",
- "18 2020-03-17 Canton_BL NaN 89 NaN \n",
- "19 2020-03-18 Canton_BL NaN 116 NaN \n",
+ "11 2020-03-12 Canton_ZH NaN 92 NaN \n",
+ "12 2020-03-13 Canton_ZH NaN 140 NaN \n",
+ "13 2020-03-16 Canton_ZH NaN 270 NaN \n",
+ "14 2020-03-17 Canton_ZH NaN 294 NaN \n",
+ "15 2020-03-18 Canton_ZH NaN 424 NaN \n",
"\n",
" TotalCured TotalDeaths TotalHospitalized \\\n",
"0 NaN 1.0 NaN \n",
@@ -268,24 +268,24 @@
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
".. ... ... ... \n",
- "15 NaN 2.0 NaN \n",
- "16 NaN 2.0 NaN \n",
- "17 NaN 2.0 NaN \n",
- "18 NaN 2.0 NaN \n",
- "19 NaN 2.0 NaN \n",
+ "11 7.0 NaN NaN \n",
+ "12 11.0 NaN NaN \n",
+ "13 NaN 1.0 NaN \n",
+ "14 NaN NaN NaN \n",
+ "15 NaN NaN NaN \n",
"\n",
" Source Source2 Source3 \\\n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
- "0 https://www.coronavirus.bs.ch/nm/2020-coronavi... NaN NaN \n",
- "1 https://twitter.com/BR_Sprecher/status/1233316... NaN NaN \n",
- "2 https://twitter.com/BAG_OFSP_UFSP/status/12337... NaN NaN \n",
+ "0 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
+ "1 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
+ "2 NaN NaN NaN \n",
".. ... ... ... \n",
- "15 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
- "16 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
- "17 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
- "18 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
- "19 https://www.baselland.ch/politik-und-behorden/... NaN NaN \n",
+ "11 NaN NaN NaN \n",
+ "12 NaN NaN NaN \n",
+ "13 NaN NaN NaN \n",
+ "14 NaN NaN NaN \n",
+ "15 NaN NaN NaN \n",
"\n",
" Unnamed: 11 \n",
"0 NaN \n",
@@ -294,11 +294,11 @@
"1 NaN \n",
"2 NaN \n",
".. ... \n",
+ "11 NaN \n",
+ "12 NaN \n",
+ "13 NaN \n",
+ "14 NaN \n",
"15 NaN \n",
- "16 NaN \n",
- "17 NaN \n",
- "18 NaN \n",
- "19 NaN \n",
"\n",
"[61 rows x 12 columns]"
]
@@ -329,10 +329,10 @@
"data": {
"text/html": [
"\n",
- "<div id=\"altair-viz-61141442a2d542d2919ca84809825792\"></div>\n",
+ "<div id=\"altair-viz-7212fbcd83d9463095ef5065c501ec2f\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
- " const outputDiv = document.getElementById(\"altair-viz-61141442a2d542d2919ca84809825792\");\n",
+ " const outputDiv = document.getElementById(\"altair-viz-7212fbcd83d9463095ef5065c501ec2f\");\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
@@ -373,7 +373,7 @@
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
- " })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-4aee0f5f3a635fed9abd9b652c303e85\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Area\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"TotalConfCases\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-4aee0f5f3a635fed9abd9b652c303e85\": [{\"Date\": \"2020-03-16T00:00:00\", \"Area\": \"Canton_BE\", \"TotalTestedCases\": null, \"TotalConfCases\": 123, \"TotalPosTests1\": 131.0, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-18T00:00:00\", \"Area\": \"Canton_BE\", \"TotalTestedCases\": null, \"TotalConfCases\": 193, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-27T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 0, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-erster-positiver-fall-in-basel-stadt-zweiter-positiv-getesteter-ausserkantonaler-fall-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-28T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 0, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BR_Sprecher/status/1233316679863631873?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-29T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 0, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1233759578241863681?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-01T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 1, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-anzahl-der-getesteten-faelle-und-zwischenstand-kita-riehen-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-02T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": 235.0, \"TotalConfCases\": 3, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-zwei-neue-positive-faelle-in-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-03T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 3, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1234880556095213569?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-04T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 3, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1235240377134862336?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-05T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 8, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-fuenf-neue-positive-faelle-in-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-06T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 15, \"TotalPosTests1\": 2.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1235934884167852035?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-07T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 21, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1236249864473894914?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-08T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 24, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1236609191831384064?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-09T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 28, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1236973685602426881?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-10T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 33, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1237336196772175873?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-11T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 37, \"TotalPosTests1\": 12.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1237694819419422720?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-12T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 73, \"TotalPosTests1\": 7.0, \"TotalCured\": 4.0, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238073089902235648?s=20\", \"Source2\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-ende-der-quarantaenemassnahmen-im-fall-kita-riehen-gd.html\", \"Source3\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-erster-todesfall-im-kanton-basel-stadt-gd.html\", \"Unnamed: 11\": null}, {\"Date\": \"2020-03-13T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 92, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238430659762364417?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-14T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 100, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238773726423941127?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-16T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 144, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": 4.0, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-144-bestaetigte-faelle-im-kanton-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-17T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 165, \"TotalPosTests1\": null, \"TotalCured\": 25.0, \"TotalDeaths\": 4.0, \"TotalHospitalized\": 30.0, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-165-bestaetigte-faelle-im-kanton-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-18T00:00:00\", \"Area\": \"Canton_BS\\t\", \"TotalTestedCases\": null, \"TotalConfCases\": 182, \"TotalPosTests1\": null, \"TotalCured\": 36.0, \"TotalDeaths\": 4.0, \"TotalHospitalized\": 40.0, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-182-bestaetigte-faelle-im-kanton-basel-stadt-treffen-mit-allen-spitaelern-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-27T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 1, \"TotalPosTests1\": 1.0, 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null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-05T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 19, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-06T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 26, \"TotalPosTests1\": 26.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-07T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 30, \"TotalPosTests1\": 30.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-08T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, 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\"https://www.coronavirus.bs.ch/nm/2020-coronavirus-erster-positiver-fall-in-basel-stadt-zweiter-positiv-getesteter-ausserkantonaler-fall-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-28T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 0, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BR_Sprecher/status/1233316679863631873?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-29T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 0, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1233759578241863681?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-01T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 1, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-anzahl-der-getesteten-faelle-und-zwischenstand-kita-riehen-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-02T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": 235.0, \"TotalConfCases\": 3, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-zwei-neue-positive-faelle-in-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-03T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 3, \"TotalPosTests1\": 0.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": 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\"TotalPosTests1\": 2.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1235934884167852035?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-07T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 21, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1236249864473894914?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-08T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 24, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1236609191831384064?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-09T00:00:00\", 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\"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-12T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 73, \"TotalPosTests1\": 7.0, \"TotalCured\": 4.0, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238073089902235648?s=20\", \"Source2\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-ende-der-quarantaenemassnahmen-im-fall-kita-riehen-gd.html\", \"Source3\": \"https://www.coronavirus.bs.ch/nm/2020-coronavirus-erster-todesfall-im-kanton-basel-stadt-gd.html\", \"Unnamed: 11\": null}, {\"Date\": \"2020-03-13T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 92, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238430659762364417?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-14T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 100, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": \"https://twitter.com/BAG_OFSP_UFSP/status/1238773726423941127?s=20\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-16T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 144, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": 4.0, \"TotalHospitalized\": null, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-144-bestaetigte-faelle-im-kanton-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-17T00:00:00\", \"Area\": \"Canton_BS\", \"TotalTestedCases\": null, \"TotalConfCases\": 165, \"TotalPosTests1\": null, \"TotalCured\": 25.0, \"TotalDeaths\": 4.0, \"TotalHospitalized\": 30.0, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-165-bestaetigte-faelle-im-kanton-basel-stadt-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-18T00:00:00\", \"Area\": \"Canton_BS\\t\", \"TotalTestedCases\": null, \"TotalConfCases\": 182, \"TotalPosTests1\": null, \"TotalCured\": 36.0, \"TotalDeaths\": 4.0, \"TotalHospitalized\": 40.0, \"Source\": \"https://www.coronavirus.bs.ch/nm/2020-tagesbulletin-coronavirus-182-bestaetigte-faelle-im-kanton-basel-stadt-treffen-mit-allen-spitaelern-gd.html\", \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-16T00:00:00\", \"Area\": \"Canton_TG\", \"TotalTestedCases\": 246.0, \"TotalConfCases\": 17, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-17T00:00:00\", \"Area\": \"Canton_TG\", \"TotalTestedCases\": 276.0, \"TotalConfCases\": 23, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-18T00:00:00\", \"Area\": \"Canton_TG\", \"TotalTestedCases\": null, \"TotalConfCases\": 32, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-27T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 1, \"TotalPosTests1\": 1.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-02-28T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 2, \"TotalPosTests1\": 2.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-02T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 2, \"TotalPosTests1\": 9.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-03T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": 400.0, \"TotalConfCases\": 9, \"TotalPosTests1\": 13.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-05T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 19, \"TotalPosTests1\": 19.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-06T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 26, \"TotalPosTests1\": 26.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-07T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 30, \"TotalPosTests1\": 30.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-08T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 37, \"TotalPosTests1\": 37.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-09T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": 855.0, \"TotalConfCases\": 40, \"TotalPosTests1\": 40.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-10T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 49, \"TotalPosTests1\": 49.0, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-11T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 59, \"TotalPosTests1\": 59.0, \"TotalCured\": 1.0, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-12T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 92, \"TotalPosTests1\": null, \"TotalCured\": 7.0, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-13T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 140, \"TotalPosTests1\": null, \"TotalCured\": 11.0, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-16T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 270, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": 1.0, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-17T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 294, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}, {\"Date\": \"2020-03-18T00:00:00\", \"Area\": \"Canton_ZH\", \"TotalTestedCases\": null, \"TotalConfCases\": 424, \"TotalPosTests1\": null, \"TotalCured\": null, \"TotalDeaths\": null, \"TotalHospitalized\": null, \"Source\": null, \"Source2\": null, \"Source3\": null, \"Unnamed: 11\": null}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
@@ -388,13 +388,6 @@
"source": [
"alt.Chart(df).mark_line().encode(x='Date', y='TotalConfCases', color='Area')"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
@@ -413,7 +406,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.7"
+ "version": "3.7.6"
}
},
"nbformat": 4,