diff --git a/notebooks/covidtracking-dashboard.ipynb b/notebooks/covidtracking-dashboard.ipynb
index 345d016122dc899109fe93baa17c8cf79bdd8a37..607f541380cf95405f6f9a596de76ee0d7f69819 100644
--- a/notebooks/covidtracking-dashboard.ipynb
+++ b/notebooks/covidtracking-dashboard.ipynb
@@ -28,7 +28,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -82,7 +82,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -90,15 +90,15 @@
"days = {'day':[1,2,3,4,5,10,15,20, 50, 100]}\n",
"startCase = 10\n",
"logRuleDay_df = pd.DataFrame(days, columns=['day'])\n",
- "logRuleDay_df['case']= startCase * pow(2,logRuleDay_df['day']-1)\n",
+ "logRuleDay_df['case']= startCase * pow(2,logRuleDay_df['day'])\n",
"logRuleDay_df['doubling period']='every day'\n",
"\n",
"logRule3Days_df = pd.DataFrame(days, columns=['day'])\n",
- "logRule3Days_df['case']= startCase * pow(2,(logRule3Days_df['day']-1)/3)\n",
+ "logRule3Days_df['case']= startCase * pow(2,(logRule3Days_df['day'])/3)\n",
"logRule3Days_df['doubling period']='three days'\n",
"\n",
"logRuleWeek_df = pd.DataFrame(days, columns=['day'])\n",
- "logRuleWeek_df['case']= startCase * pow(2,(logRuleWeek_df['day']-1)/7)\n",
+ "logRuleWeek_df['case']= startCase * pow(2,(logRuleWeek_df['day'])/7)\n",
"logRuleWeek_df['doubling period']='every week'\n",
"\n",
"logRules_df = pd.concat([logRuleDay_df, logRule3Days_df, logRuleWeek_df])\n",
@@ -107,17 +107,307 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
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+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>index</th>\n",
+ " <th>day</th>\n",
+ " <th>case</th>\n",
+ " <th>doubling period</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2.000000e+01</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>4.000000e+01</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " <td>8.000000e+01</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>1.600000e+02</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4</td>\n",
+ " <td>5</td>\n",
+ " <td>3.200000e+02</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>5</td>\n",
+ " <td>10</td>\n",
+ " <td>1.024000e+04</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>6</td>\n",
+ " <td>15</td>\n",
+ " <td>3.276800e+05</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>7</td>\n",
+ " <td>20</td>\n",
+ " <td>1.048576e+07</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>8</td>\n",
+ " <td>50</td>\n",
+ " <td>1.125900e+16</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>9</td>\n",
+ " <td>100</td>\n",
+ " <td>0.000000e+00</td>\n",
+ " <td>every day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>1.259921e+01</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>1.587401e+01</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " <td>2.000000e+01</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>2.519842e+01</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>4</td>\n",
+ " <td>5</td>\n",
+ " <td>3.174802e+01</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>5</td>\n",
+ " <td>10</td>\n",
+ " <td>1.007937e+02</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>6</td>\n",
+ " <td>15</td>\n",
+ " <td>3.200000e+02</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>7</td>\n",
+ " <td>20</td>\n",
+ " <td>1.015937e+03</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>8</td>\n",
+ " <td>50</td>\n",
+ " <td>1.040319e+06</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>9</td>\n",
+ " <td>100</td>\n",
+ " <td>1.082264e+11</td>\n",
+ " <td>three days</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>1.104090e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>1.219014e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " <td>1.345900e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>1.485994e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>4</td>\n",
+ " <td>5</td>\n",
+ " <td>1.640671e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>5</td>\n",
+ " <td>10</td>\n",
+ " <td>2.691800e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>6</td>\n",
+ " <td>15</td>\n",
+ " <td>4.416358e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>7</td>\n",
+ " <td>20</td>\n",
+ " <td>7.245789e+01</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>8</td>\n",
+ " <td>50</td>\n",
+ " <td>1.413235e+03</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>9</td>\n",
+ " <td>100</td>\n",
+ " <td>1.997232e+05</td>\n",
+ " <td>every week</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " index day case doubling period\n",
+ "0 0 1 2.000000e+01 every day\n",
+ "1 1 2 4.000000e+01 every day\n",
+ "2 2 3 8.000000e+01 every day\n",
+ "3 3 4 1.600000e+02 every day\n",
+ "4 4 5 3.200000e+02 every day\n",
+ "5 5 10 1.024000e+04 every day\n",
+ "6 6 15 3.276800e+05 every day\n",
+ "7 7 20 1.048576e+07 every day\n",
+ "8 8 50 1.125900e+16 every day\n",
+ "9 9 100 0.000000e+00 every day\n",
+ "10 0 1 1.259921e+01 three days\n",
+ "11 1 2 1.587401e+01 three days\n",
+ "12 2 3 2.000000e+01 three days\n",
+ "13 3 4 2.519842e+01 three days\n",
+ "14 4 5 3.174802e+01 three days\n",
+ "15 5 10 1.007937e+02 three days\n",
+ "16 6 15 3.200000e+02 three days\n",
+ "17 7 20 1.015937e+03 three days\n",
+ "18 8 50 1.040319e+06 three days\n",
+ "19 9 100 1.082264e+11 three days\n",
+ "20 0 1 1.104090e+01 every week\n",
+ "21 1 2 1.219014e+01 every week\n",
+ "22 2 3 1.345900e+01 every week\n",
+ "23 3 4 1.485994e+01 every week\n",
+ "24 4 5 1.640671e+01 every week\n",
+ "25 5 10 2.691800e+01 every week\n",
+ "26 6 15 4.416358e+01 every week\n",
+ "27 7 20 7.245789e+01 every week\n",
+ "28 8 50 1.413235e+03 every week\n",
+ "29 9 100 1.997232e+05 every week"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "logRules_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
"metadata": {},
"outputs": [
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\"2020-03-29T00:00:00\", \"state\": \"WI\", \"positive\": 1112.0, \"negative\": 16550.0, \"pending\": null, \"hospitalized\": null, \"death\": 13.0, \"total\": 17662, \"hash\": \"2cd5d65e6cf10a667f00fe96ffd78eb850713129\", \"dateChecked\": \"2020-03-29T20:00:00Z\", \"totalTestResults\": 17662, \"fips\": 55, \"deathIncrease\": 0.0, \"hospitalizedIncrease\": 0.0, \"negativeIncrease\": 1318.0, \"positiveIncrease\": 123.0, \"totalTestResultsIncrease\": 1441.0, \"ratio\": 0.06296002717699015, \"sinceDay0\": 2}, {\"index\": 25, \"date\": \"2020-03-29T00:00:00\", \"state\": \"All US\", \"positive\": 139061.0, \"negative\": 692290.0, \"pending\": 65549.0, \"hospitalized\": 19730.0, \"death\": 2428.0, \"total\": 896900, \"hash\": null, \"dateChecked\": null, \"totalTestResults\": 831351, \"fips\": 1822, \"deathIncrease\": 463.0, \"hospitalizedIncrease\": 3001.0, \"negativeIncrease\": 74820.0, \"positiveIncrease\": 20827.0, \"totalTestResultsIncrease\": 95647.0, \"ratio\": 7.531325513159175, \"sinceDay0\": 18}], \"data-e4b5b6965c8c823b5ce3cb31b8c7f248\": [{\"labelX\": 10, \"labelY\": 6000, \"labelText\": \"doubles every day\"}, {\"labelX\": 19, \"labelY\": 700, \"labelText\": \"doubles every 3 days\"}, {\"labelX\": 23, \"labelY\": 50, \"labelText\": \"doubles every week\"}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
@@ -224,7 +514,7 @@
" scale=alt.Scale(type='log')),\n",
" tooltip=['state', 'sinceDay0', 'death', 'positive'],\n",
" color = 'state'\n",
- ")\n",
+ ").properties(width=800,height=800)\n",
"\n",
"#Create a layer with the lines for doubling every day and doubling every week\n",
"ruleChart = alt.Chart(logRules_df).mark_line(opacity=0.2,clip=True).encode(\n",
@@ -276,8 +566,6 @@
"#Finally, lets show the chart!\n",
"\n",
"chart = alt.layer(lineChart, ruleChart, labelChart, selectors, text, data=death10_df)\n",
- "#chart = alt.layer(lineChart, ruleChart, labelChart)\n",
- "chart.properties(width=800,height=600)\n",
"\n",
"display(chart)\n",
"display(html_credits)"
@@ -285,17 +573,17 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"</script>"
],
"text/plain": [
@@ -370,15 +658,15 @@
"days = {'day':[1,2,3,4,5,10,15,20, 50, 100]}\n",
"startCase = 100\n",
"logRuleDay_df = pd.DataFrame (days, columns=['day'])\n",
- "logRuleDay_df['case']= startCase * pow(2,logRuleDay_df['day']-1)\n",
+ "logRuleDay_df['case']= startCase * pow(2,logRuleDay_df['day'])\n",
"logRuleDay_df['doubling period']='every day'\n",
"\n",
"logRule3Days_df = pd.DataFrame (days, columns=['day'])\n",
- "logRule3Days_df['case']= startCase * pow(2,(logRule3Days_df['day']-1)/3)\n",
+ "logRule3Days_df['case']= startCase * pow(2,(logRule3Days_df['day'])/3)\n",
"logRule3Days_df['doubling period']='three days'\n",
"\n",
"logRuleWeek_df = pd.DataFrame (days, columns=['day'])\n",
- "logRuleWeek_df['case']= startCase * pow(2,(logRuleWeek_df['day']-1)/7)\n",
+ "logRuleWeek_df['case']= startCase * pow(2,(logRuleWeek_df['day'])/7)\n",
"logRuleWeek_df['doubling period']='every week'\n",
"\n",
"logRules_df = pd.concat([logRuleDay_df, logRule3Days_df, logRuleWeek_df])\n",
@@ -420,14 +708,14 @@
" scale=alt.Scale(type='log')),\n",
" tooltip=['state', 'sinceDay0', 'death', 'positive'],\n",
" color = 'state'\n",
- ")\n",
+ ").properties(width=800,height=800)\n",
"\n",
"#Create a layer with the lines for doubling every day and doubling every week\n",
"\n",
"ruleChart = alt.Chart(logRules_df).mark_line(opacity=0.2,clip=True).encode(\n",
" alt.X('day:Q',\n",
" scale=alt.Scale(domain=[1,30])),\n",
- " alt.Y('case', scale=alt.Scale(domain=[100,100000], type='log'),\n",
+ " alt.Y('case', scale=alt.Scale(domain=[100,200000], type='log'),\n",
" ),\n",
" color = 'doubling period')\n",
"\n",
@@ -488,17 +776,17 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
- "<div id=\"altair-viz-9526296bf26e4115bcff3cc667932664\"></div>\n",
+ "<div id=\"altair-viz-c6de794d56c34fef91b2029dda45e962\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
- " const outputDiv = document.getElementById(\"altair-viz-9526296bf26e4115bcff3cc667932664\");\n",
+ " const outputDiv = document.getElementById(\"altair-viz-c6de794d56c34fef91b2029dda45e962\");\n",
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" \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
@@ -539,7 +827,7 @@
" .catch(showError)\n",
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@@ -599,14 +887,14 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Most recent test date 2020-03-26 00:00:00\n",
+ "Most recent test date 2020-03-29 00:00:00\n",
"56 states/territories have data on this date.\n"
]
}
@@ -624,17 +912,17 @@
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{
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+ "execution_count": 10,
"metadata": {},
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@@ -724,17 +1012,17 @@
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{
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+ "execution_count": 11,
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\"dateChecked\": \"2020-03-10T20:00:00Z\", \"totalTestResults\": 12, \"fips\": 22, \"deathIncrease\": 0.0, \"hospitalizedIncrease\": 0.0, \"negativeIncrease\": 6.0, \"positiveIncrease\": 0.0, \"totalTestResultsIncrease\": 6.0, \"ratio\": 0.08333333333333333, \"positive_diff\": 0.0, \"negative_diff\": 6.0, \"death_diff\": null, \"positive_diff_100k\": 0.0, \"death_diff_100k\": null, \"total_10\": 1.2}, {\"state\": \"LA\", \"date\": \"2020-03-09T00:00:00\", \"positive\": 1.0, \"negative\": 5.0, \"pending\": null, \"hospitalized\": null, \"death\": null, \"total\": 6, \"hash\": \"e364a4c868bc462589ff686142bd28faf0b323e3\", \"dateChecked\": \"2020-03-09T20:00:00Z\", \"totalTestResults\": 6, \"fips\": 22, \"deathIncrease\": 0.0, \"hospitalizedIncrease\": 0.0, \"negativeIncrease\": 0.0, \"positiveIncrease\": 1.0, \"totalTestResultsIncrease\": 1.0, \"ratio\": 0.16666666666666666, \"positive_diff\": 1.0, \"negative_diff\": 0.0, \"death_diff\": null, \"positive_diff_100k\": 0.021510955314432086, \"death_diff_100k\": null, \"total_10\": 0.6}, {\"state\": \"LA\", \"date\": \"2020-03-08T00:00:00\", \"positive\": 0.0, \"negative\": 5.0, \"pending\": null, \"hospitalized\": null, \"death\": null, \"total\": 5, \"hash\": \"d203a70f4bf49f5f3fe0e98798acef21ccb3f8dc\", \"dateChecked\": \"2020-03-08T20:00:00Z\", \"totalTestResults\": 5, \"fips\": 22, \"deathIncrease\": 0.0, \"hospitalizedIncrease\": 0.0, \"negativeIncrease\": 5.0, \"positiveIncrease\": 0.0, \"totalTestResultsIncrease\": 5.0, \"ratio\": 0.0, \"positive_diff\": 0.0, \"negative_diff\": null, \"death_diff\": null, \"positive_diff_100k\": 0.0, \"death_diff_100k\": null, \"total_10\": 0.5}, {\"state\": \"LA\", \"date\": \"2020-03-07T00:00:00\", \"positive\": 0.0, \"negative\": null, \"pending\": null, \"hospitalized\": null, \"death\": null, \"total\": 0, \"hash\": \"1e11659401041270af62f339cbe0863507fc1a3a\", \"dateChecked\": \"2020-03-07T21:00:00Z\", \"totalTestResults\": 0, \"fips\": 22, \"deathIncrease\": null, \"hospitalizedIncrease\": null, \"negativeIncrease\": null, \"positiveIncrease\": null, \"totalTestResultsIncrease\": null, \"ratio\": null, \"positive_diff\": null, \"negative_diff\": null, \"death_diff\": null, \"positive_diff_100k\": null, \"death_diff_100k\": null, \"total_10\": 0.0}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
@@ -808,7 +1096,7 @@
"# produce the charts for a few states\n",
"\n",
"charts=[]\n",
- "for state in ['NY', 'WA', 'NM']: \n",
+ "for state in most_recent_df.sort_values('total/100k', ascending=False)['state'].to_list()[:3]: \n",
" state_df = tdf_diff[tdf_diff['state'] == state].copy()\n",
"\n",
" base = alt.Chart(state_df, title=state).encode(alt.X('date', axis=alt.Axis(title='Date'))).properties(width=250, height=150)\n",
@@ -825,6 +1113,13 @@
"display(alt.hconcat(*charts))\n",
"display(html_credits)"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/notebooks/examples/covidtracking-example.ipynb b/notebooks/examples/covidtracking-example.ipynb
index 17493902cbff2b129d3acf3619e07f2d3792c8c6..e56166471ca91d9cda5471d77e6366e2f00fe000 100644
--- a/notebooks/examples/covidtracking-example.ipynb
+++ b/notebooks/examples/covidtracking-example.ipynb
@@ -60,6 +60,7 @@
" <th>pui</th>\n",
" <th>pum</th>\n",
" <th>notes</th>\n",
+ " <th>fips</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
@@ -73,7 +74,8 @@
" <td>@Alaska_DHSS</td>\n",
" <td>All data</td>\n",
" <td>False</td>\n",
- " <td>We count the reported number as \"persons teste...</td>\n",
+ " <td>Total tests are taken from the annotations on ...</td>\n",
+ " <td>2</td>\n",
" <td>Alaska</td>\n",
" </tr>\n",
" <tr>\n",
@@ -85,31 +87,34 @@
" <td>@alpublichealth</td>\n",
" <td>No data</td>\n",
" <td>False</td>\n",
- " <td>Last negative count from 3/16. Last update tim...</td>\n",
+ " <td>Negatives = (Totals - Positives) \\nPositives o...</td>\n",
+ " <td>1</td>\n",
" <td>Alabama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AR</td>\n",
" <td>https://www.healthy.arkansas.gov/programs-serv...</td>\n",
- " <td>https://adem.maps.arcgis.com/apps/opsdashboard...</td>\n",
" <td>https://www.healthy.arkansas.gov/programs-serv...</td>\n",
+ " <td>https://adem.maps.arcgis.com/apps/opsdashboard...</td>\n",
" <td>@adhpio</td>\n",
" <td>All data</td>\n",
" <td>True</td>\n",
- " <td>The state reports \"specimens\" tested, but it a...</td>\n",
+ " <td>Data is displayed across two web pages. timest...</td>\n",
+ " <td>5</td>\n",
" <td>Arkansas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AS</td>\n",
" <td>http://www.samoagovt.ws/2020/03/ministry-of-he...</td>\n",
- " <td>http://www.samoagovt.ws/category/latest-news/</td>\n",
+ " <td>https://www.americansamoa.gov/covid-19-advisories</td>\n",
+ " <td>https://www.facebook.com/amsamgov/</td>\n",
" <td>https://www.facebook.com/amsamgov/</td>\n",
- " <td>None</td>\n",
" <td>No Data</td>\n",
" <td>False</td>\n",
" <td>American Samoa: No data, no confirmed cases yet.</td>\n",
+ " <td>60</td>\n",
" <td>American Samoa</td>\n",
" </tr>\n",
" <tr>\n",
@@ -121,7 +126,8 @@
" <td>@azdhs</td>\n",
" <td>All data</td>\n",
" <td>False</td>\n",
- " <td>Negative = “Ruled Outâ€. Negatives are from pub...</td>\n",
+ " <td>Negative = “Ruled Outâ€. Negatives inferred fro...</td>\n",
+ " <td>4</td>\n",
" <td>Arizona</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -139,30 +145,30 @@
" covid19Site \\\n",
"0 http://dhss.alaska.gov/dph/Epi/id/Pages/COVID-... \n",
"1 https://alpublichealth.maps.arcgis.com/apps/op... \n",
- "2 https://adem.maps.arcgis.com/apps/opsdashboard... \n",
- "3 http://www.samoagovt.ws/category/latest-news/ \n",
+ "2 https://www.healthy.arkansas.gov/programs-serv... \n",
+ "3 https://www.americansamoa.gov/covid-19-advisories \n",
"4 https://www.azdhs.gov/preparedness/epidemiolog... \n",
"\n",
- " covid19SiteSecondary twitter \\\n",
- "0 http://dhss.alaska.gov/dph/Epi/id/Pages/COVID-... @Alaska_DHSS \n",
- "1 None @alpublichealth \n",
- "2 https://www.healthy.arkansas.gov/programs-serv... @adhpio \n",
- "3 https://www.facebook.com/amsamgov/ None \n",
- "4 None @azdhs \n",
+ " covid19SiteSecondary \\\n",
+ "0 http://dhss.alaska.gov/dph/Epi/id/Pages/COVID-... \n",
+ "1 None \n",
+ "2 https://adem.maps.arcgis.com/apps/opsdashboard... \n",
+ "3 https://www.facebook.com/amsamgov/ \n",
+ "4 None \n",
"\n",
- " pui pum notes \\\n",
- "0 All data False We count the reported number as \"persons teste... \n",
- "1 No data False Last negative count from 3/16. Last update tim... \n",
- "2 All data True The state reports \"specimens\" tested, but it a... \n",
- "3 No Data False American Samoa: No data, no confirmed cases yet. \n",
- "4 All data False Negative = “Ruled Outâ€. Negatives are from pub... \n",
+ " twitter pui pum \\\n",
+ "0 @Alaska_DHSS All data False \n",
+ "1 @alpublichealth No data False \n",
+ "2 @adhpio All data True \n",
+ "3 https://www.facebook.com/amsamgov/ No Data False \n",
+ "4 @azdhs All data False \n",
"\n",
- " name \n",
- "0 Alaska \n",
- "1 Alabama \n",
- "2 Arkansas \n",
- "3 American Samoa \n",
- "4 Arizona "
+ " notes fips name \n",
+ "0 Total tests are taken from the annotations on ... 2 Alaska \n",
+ "1 Negatives = (Totals - Positives) \\nPositives o... 1 Alabama \n",
+ "2 Data is displayed across two web pages. timest... 5 Arkansas \n",
+ "3 American Samoa: No data, no confirmed cases yet. 60 American Samoa \n",
+ "4 Negative = “Ruled Outâ€. Negatives inferred fro... 4 Arizona "
]
},
"execution_count": 3,
@@ -225,49 +231,81 @@
" <th>hospitalized</th>\n",
" <th>death</th>\n",
" <th>total</th>\n",
+ " <th>hash</th>\n",
" <th>dateChecked</th>\n",
+ " <th>totalTestResults</th>\n",
+ " <th>fips</th>\n",
+ " <th>deathIncrease</th>\n",
+ " <th>hospitalizedIncrease</th>\n",
+ " <th>negativeIncrease</th>\n",
+ " <th>positiveIncrease</th>\n",
+ " <th>totalTestResultsIncrease</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>AK</td>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
+ " <td>102.0</td>\n",
+ " <td>3232.0</td>\n",
" <td>NaN</td>\n",
+ " <td>6.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3334</td>\n",
+ " <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>3334</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>1.0</td>\n",
+ " <td>396.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>413.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>AL</td>\n",
- " <td>167.0</td>\n",
- " <td>1665.0</td>\n",
+ " <td>806.0</td>\n",
+ " <td>4184.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>4.0</td>\n",
+ " <td>4990</td>\n",
+ " <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>4990</td>\n",
+ " <td>1</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.0</td>\n",
" <td>0.0</td>\n",
- " <td>1832</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>110.0</td>\n",
+ " <td>110.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>AR</td>\n",
- " <td>174.0</td>\n",
- " <td>906.0</td>\n",
- " <td>0.0</td>\n",
- " <td>13.0</td>\n",
+ " <td>426.0</td>\n",
+ " <td>3027.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>48.0</td>\n",
+ " <td>6.0</td>\n",
+ " <td>3453</td>\n",
+ " <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>3453</td>\n",
+ " <td>5</td>\n",
+ " <td>1.0</td>\n",
" <td>0.0</td>\n",
- " <td>1080</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>89.0</td>\n",
+ " <td>22.0</td>\n",
+ " <td>111.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>AS</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
@@ -275,19 +313,35 @@
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>f2050b47409f64a09bb4e959284c05d25eca8832</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>60</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>AZ</td>\n",
- " <td>265.0</td>\n",
- " <td>309.0</td>\n",
- " <td>6.0</td>\n",
- " <td>NaN</td>\n",
+ " <td>919.0</td>\n",
+ " <td>12953.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>78.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>13872</td>\n",
+ " <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>13872</td>\n",
+ " <td>4</td>\n",
" <td>2.0</td>\n",
- " <td>580</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>78.0</td>\n",
+ " <td>5498.0</td>\n",
+ " <td>46.0</td>\n",
+ " <td>5544.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -295,18 +349,32 @@
],
"text/plain": [
" date state positive negative pending hospitalized death total \\\n",
- "0 2020-03-23 AK 22.0 946.0 NaN 0.0 NaN 968 \n",
- "1 2020-03-23 AL 167.0 1665.0 NaN NaN 0.0 1832 \n",
- "2 2020-03-23 AR 174.0 906.0 0.0 13.0 0.0 1080 \n",
- "3 2020-03-23 AS NaN NaN NaN NaN 0.0 0 \n",
- "4 2020-03-23 AZ 265.0 309.0 6.0 NaN 2.0 580 \n",
+ "0 2020-03-29 AK 102.0 3232.0 NaN 6.0 2.0 3334 \n",
+ "1 2020-03-29 AL 806.0 4184.0 NaN NaN 4.0 4990 \n",
+ "2 2020-03-29 AR 426.0 3027.0 NaN 48.0 6.0 3453 \n",
+ "3 2020-03-29 AS NaN NaN NaN NaN 0.0 0 \n",
+ "4 2020-03-29 AZ 919.0 12953.0 NaN 78.0 17.0 13872 \n",
"\n",
- " dateChecked \n",
- "0 2020-03-23T20:00:00Z \n",
- "1 2020-03-23T20:00:00Z \n",
- "2 2020-03-23T20:00:00Z \n",
- "3 2020-03-23T20:00:00Z \n",
- "4 2020-03-23T20:00:00Z "
+ " hash dateChecked \\\n",
+ "0 d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29T20:00:00Z \n",
+ "1 9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29T20:00:00Z \n",
+ "2 2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29T20:00:00Z \n",
+ "3 f2050b47409f64a09bb4e959284c05d25eca8832 2020-03-29T20:00:00Z \n",
+ "4 14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29T20:00:00Z \n",
+ "\n",
+ " totalTestResults fips deathIncrease hospitalizedIncrease \\\n",
+ "0 3334 2 0.0 1.0 \n",
+ "1 4990 1 1.0 0.0 \n",
+ "2 3453 5 1.0 0.0 \n",
+ "3 0 60 0.0 0.0 \n",
+ "4 13872 4 2.0 78.0 \n",
+ "\n",
+ " negativeIncrease positiveIncrease totalTestResultsIncrease \n",
+ "0 396.0 17.0 413.0 \n",
+ "1 0.0 110.0 110.0 \n",
+ "2 89.0 22.0 111.0 \n",
+ "3 0.0 0.0 0.0 \n",
+ "4 5498.0 46.0 5544.0 "
]
},
"execution_count": 5,
@@ -373,7 +441,15 @@
" <th>hospitalized</th>\n",
" <th>death</th>\n",
" <th>total</th>\n",
+ " <th>hash</th>\n",
" <th>dateChecked</th>\n",
+ " <th>totalTestResults</th>\n",
+ " <th>fips</th>\n",
+ " <th>deathIncrease</th>\n",
+ " <th>hospitalizedIncrease</th>\n",
+ " <th>negativeIncrease</th>\n",
+ " <th>positiveIncrease</th>\n",
+ " <th>totalTestResultsIncrease</th>\n",
" </tr>\n",
" <tr>\n",
" <th>state</th>\n",
@@ -385,59 +461,107 @@
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">AK</th>\n",
- " <th>2020-03-23</th>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
+ " <th>2020-03-29</th>\n",
+ " <td>102.0</td>\n",
+ " <td>3232.0</td>\n",
" <td>NaN</td>\n",
+ " <td>6.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3334</td>\n",
+ " <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>3334</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>1.0</td>\n",
+ " <td>396.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>413.0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2020-03-22</th>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
- " <td>NaN</td>\n",
- " <td>0.0</td>\n",
+ " <th>2020-03-28</th>\n",
+ " <td>85.0</td>\n",
+ " <td>2836.0</td>\n",
" <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-22T20:00:00Z</td>\n",
+ " <td>5.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>2921</td>\n",
+ " <td>edb7e6bcde715f8bbea31547e99aa8b4712ea5fb</td>\n",
+ " <td>2020-03-28T20:00:00Z</td>\n",
+ " <td>2921</td>\n",
+ " <td>2</td>\n",
+ " <td>1.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>517.0</td>\n",
+ " <td>16.0</td>\n",
+ " <td>533.0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2020-03-21</th>\n",
- " <td>14.0</td>\n",
- " <td>758.0</td>\n",
- " <td>NaN</td>\n",
+ " <th>2020-03-27</th>\n",
+ " <td>69.0</td>\n",
+ " <td>2319.0</td>\n",
+ " <td>13.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>2401</td>\n",
+ " <td>588f633d59494e4d58466fccfa9628c98568396b</td>\n",
+ " <td>2020-03-27T20:00:00Z</td>\n",
+ " <td>2388</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>772</td>\n",
- " <td>2020-03-21T20:00:00Z</td>\n",
+ " <td>0.0</td>\n",
+ " <td>518.0</td>\n",
+ " <td>10.0</td>\n",
+ " <td>528.0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2020-03-20</th>\n",
- " <td>12.0</td>\n",
- " <td>686.0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>698</td>\n",
- " <td>2020-03-20T20:00:00Z</td>\n",
+ " <th>2020-03-26</th>\n",
+ " <td>59.0</td>\n",
+ " <td>1801.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1860</td>\n",
+ " <td>bb8baf185872d88ff161657a159c8d42ba59d68e</td>\n",
+ " <td>2020-03-26T20:00:00Z</td>\n",
+ " <td>1860</td>\n",
+ " <td>2</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>152.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>169.0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2020-03-19</th>\n",
+ " <th>2020-03-25</th>\n",
+ " <td>42.0</td>\n",
+ " <td>1649.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1691</td>\n",
+ " <td>647716d5652582e93c41065a21d8285bae782558</td>\n",
+ " <td>2020-03-25T20:00:00Z</td>\n",
+ " <td>1691</td>\n",
+ " <td>2</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>663.0</td>\n",
" <td>6.0</td>\n",
- " <td>400.0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>406</td>\n",
- " <td>2020-03-19T20:00:00Z</td>\n",
+ " <td>669.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
@@ -449,6 +573,14 @@
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">WY</th>\n",
@@ -459,7 +591,15 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>18fc4cee9e62382b649645f5fb862fd1598ad7c2</td>\n",
" <td>2020-03-11T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-10</th>\n",
@@ -469,7 +609,15 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>ac695ca11cd43d13514370bf495bb3af78f1b66f</td>\n",
" <td>2020-03-10T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-09</th>\n",
@@ -479,7 +627,15 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>1306b115d298a86cb3e626a0d975e35767198712</td>\n",
" <td>2020-03-09T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-08</th>\n",
@@ -489,7 +645,15 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>3c360a7f81ed305bc73fb5dfbc07aec951489c2f</td>\n",
" <td>2020-03-08T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-07</th>\n",
@@ -499,21 +663,29 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>d311061ed771387fdb2db7b876bf2f72435f0de7</td>\n",
" <td>2020-03-07T21:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>56</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>981 rows × 7 columns</p>\n",
+ "<p>1317 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" positive negative pending hospitalized death total \\\n",
"state date \n",
- "AK 2020-03-23 22.0 946.0 NaN 0.0 NaN 968 \n",
- " 2020-03-22 22.0 946.0 NaN 0.0 NaN 968 \n",
- " 2020-03-21 14.0 758.0 NaN 0.0 NaN 772 \n",
- " 2020-03-20 12.0 686.0 NaN NaN NaN 698 \n",
- " 2020-03-19 6.0 400.0 NaN NaN NaN 406 \n",
+ "AK 2020-03-29 102.0 3232.0 NaN 6.0 2.0 3334 \n",
+ " 2020-03-28 85.0 2836.0 NaN 5.0 2.0 2921 \n",
+ " 2020-03-27 69.0 2319.0 13.0 3.0 1.0 2401 \n",
+ " 2020-03-26 59.0 1801.0 NaN 3.0 1.0 1860 \n",
+ " 2020-03-25 42.0 1649.0 NaN 1.0 1.0 1691 \n",
"... ... ... ... ... ... ... \n",
"WY 2020-03-11 0.0 NaN NaN NaN NaN 0 \n",
" 2020-03-10 0.0 0.0 0.0 NaN NaN 0 \n",
@@ -521,21 +693,63 @@
" 2020-03-08 0.0 NaN NaN NaN NaN 0 \n",
" 2020-03-07 0.0 NaN NaN NaN NaN 0 \n",
"\n",
- " dateChecked \n",
- "state date \n",
- "AK 2020-03-23 2020-03-23T20:00:00Z \n",
- " 2020-03-22 2020-03-22T20:00:00Z \n",
- " 2020-03-21 2020-03-21T20:00:00Z \n",
- " 2020-03-20 2020-03-20T20:00:00Z \n",
- " 2020-03-19 2020-03-19T20:00:00Z \n",
- "... ... \n",
- "WY 2020-03-11 2020-03-11T20:00:00Z \n",
- " 2020-03-10 2020-03-10T20:00:00Z \n",
- " 2020-03-09 2020-03-09T20:00:00Z \n",
- " 2020-03-08 2020-03-08T20:00:00Z \n",
- " 2020-03-07 2020-03-07T21:00:00Z \n",
+ " hash \\\n",
+ "state date \n",
+ "AK 2020-03-29 d4c0789e67f59e98176a9ea96200ed348161c6d4 \n",
+ " 2020-03-28 edb7e6bcde715f8bbea31547e99aa8b4712ea5fb \n",
+ " 2020-03-27 588f633d59494e4d58466fccfa9628c98568396b \n",
+ " 2020-03-26 bb8baf185872d88ff161657a159c8d42ba59d68e \n",
+ " 2020-03-25 647716d5652582e93c41065a21d8285bae782558 \n",
+ "... ... \n",
+ "WY 2020-03-11 18fc4cee9e62382b649645f5fb862fd1598ad7c2 \n",
+ " 2020-03-10 ac695ca11cd43d13514370bf495bb3af78f1b66f \n",
+ " 2020-03-09 1306b115d298a86cb3e626a0d975e35767198712 \n",
+ " 2020-03-08 3c360a7f81ed305bc73fb5dfbc07aec951489c2f \n",
+ " 2020-03-07 d311061ed771387fdb2db7b876bf2f72435f0de7 \n",
+ "\n",
+ " dateChecked totalTestResults fips deathIncrease \\\n",
+ "state date \n",
+ "AK 2020-03-29 2020-03-29T20:00:00Z 3334 2 0.0 \n",
+ " 2020-03-28 2020-03-28T20:00:00Z 2921 2 1.0 \n",
+ " 2020-03-27 2020-03-27T20:00:00Z 2388 2 0.0 \n",
+ " 2020-03-26 2020-03-26T20:00:00Z 1860 2 0.0 \n",
+ " 2020-03-25 2020-03-25T20:00:00Z 1691 2 1.0 \n",
+ "... ... ... ... ... \n",
+ "WY 2020-03-11 2020-03-11T20:00:00Z 0 56 0.0 \n",
+ " 2020-03-10 2020-03-10T20:00:00Z 0 56 0.0 \n",
+ " 2020-03-09 2020-03-09T20:00:00Z 0 56 0.0 \n",
+ " 2020-03-08 2020-03-08T20:00:00Z 0 56 0.0 \n",
+ " 2020-03-07 2020-03-07T21:00:00Z 0 56 NaN \n",
+ "\n",
+ " hospitalizedIncrease negativeIncrease positiveIncrease \\\n",
+ "state date \n",
+ "AK 2020-03-29 1.0 396.0 17.0 \n",
+ " 2020-03-28 2.0 517.0 16.0 \n",
+ " 2020-03-27 0.0 518.0 10.0 \n",
+ " 2020-03-26 2.0 152.0 17.0 \n",
+ " 2020-03-25 1.0 663.0 6.0 \n",
+ "... ... ... ... \n",
+ "WY 2020-03-11 0.0 0.0 0.0 \n",
+ " 2020-03-10 0.0 0.0 0.0 \n",
+ " 2020-03-09 0.0 0.0 0.0 \n",
+ " 2020-03-08 0.0 0.0 0.0 \n",
+ " 2020-03-07 NaN NaN NaN \n",
"\n",
- "[981 rows x 7 columns]"
+ " totalTestResultsIncrease \n",
+ "state date \n",
+ "AK 2020-03-29 413.0 \n",
+ " 2020-03-28 533.0 \n",
+ " 2020-03-27 528.0 \n",
+ " 2020-03-26 169.0 \n",
+ " 2020-03-25 669.0 \n",
+ "... ... \n",
+ "WY 2020-03-11 0.0 \n",
+ " 2020-03-10 0.0 \n",
+ " 2020-03-09 0.0 \n",
+ " 2020-03-08 0.0 \n",
+ " 2020-03-07 NaN \n",
+ "\n",
+ "[1317 rows x 15 columns]"
]
},
"execution_count": 7,
@@ -581,7 +795,15 @@
" <th>hospitalized</th>\n",
" <th>death</th>\n",
" <th>total</th>\n",
+ " <th>hash</th>\n",
" <th>dateChecked</th>\n",
+ " <th>...</th>\n",
+ " <th>fips</th>\n",
+ " <th>deathIncrease</th>\n",
+ " <th>hospitalizedIncrease</th>\n",
+ " <th>negativeIncrease</th>\n",
+ " <th>positiveIncrease</th>\n",
+ " <th>totalTestResultsIncrease</th>\n",
" <th>positive_diff</th>\n",
" <th>negative_diff</th>\n",
" <th>death_diff</th>\n",
@@ -592,82 +814,122 @@
" <tr>\n",
" <th>0</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-23</td>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
+ " <td>2020-03-29</td>\n",
+ " <td>102.0</td>\n",
+ " <td>3232.0</td>\n",
" <td>NaN</td>\n",
+ " <td>6.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3334</td>\n",
+ " <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
- " <td>0.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>396.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>413.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>396.0</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>96.8</td>\n",
+ " <td>333.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-22</td>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
+ " <td>2020-03-28</td>\n",
+ " <td>85.0</td>\n",
+ " <td>2836.0</td>\n",
" <td>NaN</td>\n",
- " <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-22T20:00:00Z</td>\n",
- " <td>8.0</td>\n",
- " <td>188.0</td>\n",
- " <td>NaN</td>\n",
- " <td>96.8</td>\n",
+ " <td>5.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>2921</td>\n",
+ " <td>edb7e6bcde715f8bbea31547e99aa8b4712ea5fb</td>\n",
+ " <td>2020-03-28T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>2</td>\n",
+ " <td>1.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>517.0</td>\n",
+ " <td>16.0</td>\n",
+ " <td>533.0</td>\n",
+ " <td>16.0</td>\n",
+ " <td>517.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>292.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-21</td>\n",
- " <td>14.0</td>\n",
- " <td>758.0</td>\n",
- " <td>NaN</td>\n",
+ " <td>2020-03-27</td>\n",
+ " <td>69.0</td>\n",
+ " <td>2319.0</td>\n",
+ " <td>13.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>2401</td>\n",
+ " <td>588f633d59494e4d58466fccfa9628c98568396b</td>\n",
+ " <td>2020-03-27T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>772</td>\n",
- " <td>2020-03-21T20:00:00Z</td>\n",
- " <td>2.0</td>\n",
- " <td>72.0</td>\n",
- " <td>NaN</td>\n",
- " <td>77.2</td>\n",
+ " <td>0.0</td>\n",
+ " <td>518.0</td>\n",
+ " <td>10.0</td>\n",
+ " <td>528.0</td>\n",
+ " <td>10.0</td>\n",
+ " <td>518.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>240.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-20</td>\n",
- " <td>12.0</td>\n",
- " <td>686.0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>698</td>\n",
- " <td>2020-03-20T20:00:00Z</td>\n",
- " <td>6.0</td>\n",
- " <td>286.0</td>\n",
- " <td>NaN</td>\n",
- " <td>69.8</td>\n",
+ " <td>2020-03-26</td>\n",
+ " <td>59.0</td>\n",
+ " <td>1801.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1860</td>\n",
+ " <td>bb8baf185872d88ff161657a159c8d42ba59d68e</td>\n",
+ " <td>2020-03-26T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>2</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>152.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>169.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>152.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>186.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-19</td>\n",
+ " <td>2020-03-25</td>\n",
+ " <td>42.0</td>\n",
+ " <td>1649.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1691</td>\n",
+ " <td>647716d5652582e93c41065a21d8285bae782558</td>\n",
+ " <td>2020-03-25T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>2</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>663.0</td>\n",
" <td>6.0</td>\n",
- " <td>400.0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>406</td>\n",
- " <td>2020-03-19T20:00:00Z</td>\n",
- " <td>0.0</td>\n",
- " <td>-6.0</td>\n",
+ " <td>669.0</td>\n",
+ " <td>6.0</td>\n",
+ " <td>663.0</td>\n",
" <td>NaN</td>\n",
- " <td>40.6</td>\n",
+ " <td>169.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
@@ -684,9 +946,17 @@
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>976</th>\n",
+ " <th>1312</th>\n",
" <td>WY</td>\n",
" <td>2020-03-11</td>\n",
" <td>0.0</td>\n",
@@ -695,14 +965,22 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>18fc4cee9e62382b649645f5fb862fd1598ad7c2</td>\n",
" <td>2020-03-11T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>977</th>\n",
+ " <th>1313</th>\n",
" <td>WY</td>\n",
" <td>2020-03-10</td>\n",
" <td>0.0</td>\n",
@@ -711,14 +989,22 @@
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
+ " <td>ac695ca11cd43d13514370bf495bb3af78f1b66f</td>\n",
" <td>2020-03-10T20:00:00Z</td>\n",
+ " <td>...</td>\n",
+ " <td>56</td>\n",
+ " <td>0.0</td>\n",
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@@ -818,10 +1167,10 @@
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@@ -922,7 +1271,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Most recent test date 2020-03-23 00:00:00\n",
+ "Most recent test date 2020-03-29 00:00:00\n",
"56 states/territories have data on this date.\n"
]
}
@@ -978,7 +1327,15 @@
" <th>hospitalized</th>\n",
" <th>death</th>\n",
" <th>total</th>\n",
+ " <th>hash</th>\n",
" <th>dateChecked</th>\n",
+ " <th>totalTestResults</th>\n",
+ " <th>fips</th>\n",
+ " <th>deathIncrease</th>\n",
+ " <th>hospitalizedIncrease</th>\n",
+ " <th>negativeIncrease</th>\n",
+ " <th>positiveIncrease</th>\n",
+ " <th>totalTestResultsIncrease</th>\n",
" <th>total/100k</th>\n",
" </tr>\n",
" </thead>\n",
@@ -986,67 +1343,107 @@
" <tr>\n",
" <th>0</th>\n",
" <td>AK</td>\n",
- " <td>2020-03-23</td>\n",
- " <td>22.0</td>\n",
- " <td>946.0</td>\n",
+ " <td>2020-03-29</td>\n",
+ " <td>102.0</td>\n",
+ " <td>3232.0</td>\n",
" <td>NaN</td>\n",
+ " <td>6.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3334</td>\n",
+ " <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>3334</td>\n",
+ " <td>2</td>\n",
" <td>0.0</td>\n",
- " <td>NaN</td>\n",
- " <td>968</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
- " <td>132.322687</td>\n",
+ " <td>1.0</td>\n",
+ " <td>396.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>413.0</td>\n",
+ " <td>455.747767</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>AL</td>\n",
- " <td>2020-03-23</td>\n",
- " <td>167.0</td>\n",
- " <td>1665.0</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
+ " <td>2020-03-29</td>\n",
+ " <td>806.0</td>\n",
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+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>4.0</td>\n",
+ " <td>4990</td>\n",
+ " <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>4990</td>\n",
+ " <td>1</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.0</td>\n",
" <td>0.0</td>\n",
- " <td>1832</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
- " <td>37.363469</td>\n",
+ " <td>110.0</td>\n",
+ " <td>110.0</td>\n",
+ " <td>101.770584</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AR</td>\n",
- " <td>2020-03-23</td>\n",
- " <td>174.0</td>\n",
- " <td>906.0</td>\n",
- " <td>0.0</td>\n",
- " <td>13.0</td>\n",
+ " <td>2020-03-29</td>\n",
+ " <td>426.0</td>\n",
+ " <td>3027.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>48.0</td>\n",
+ " <td>6.0</td>\n",
+ " <td>3453</td>\n",
+ " <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>3453</td>\n",
+ " <td>5</td>\n",
+ " <td>1.0</td>\n",
" <td>0.0</td>\n",
- " <td>1080</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
- " <td>35.787363</td>\n",
+ " <td>89.0</td>\n",
+ " <td>22.0</td>\n",
+ " <td>111.0</td>\n",
+ " <td>114.420154</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AS</td>\n",
- " <td>2020-03-23</td>\n",
+ " <td>2020-03-29</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
+ " <td>f2050b47409f64a09bb4e959284c05d25eca8832</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>0</td>\n",
+ " <td>60</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>AZ</td>\n",
- " <td>2020-03-23</td>\n",
- " <td>265.0</td>\n",
- " <td>309.0</td>\n",
- " <td>6.0</td>\n",
- " <td>NaN</td>\n",
+ " <td>2020-03-29</td>\n",
+ " <td>919.0</td>\n",
+ " <td>12953.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>78.0</td>\n",
+ " <td>17.0</td>\n",
+ " <td>13872</td>\n",
+ " <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
+ " <td>2020-03-29T20:00:00Z</td>\n",
+ " <td>13872</td>\n",
+ " <td>4</td>\n",
" <td>2.0</td>\n",
- " <td>580</td>\n",
- " <td>2020-03-23T20:00:00Z</td>\n",
- " <td>7.968437</td>\n",
+ " <td>78.0</td>\n",
+ " <td>5498.0</td>\n",
+ " <td>46.0</td>\n",
+ " <td>5544.0</td>\n",
+ " <td>190.583038</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -1054,18 +1451,32 @@
],
"text/plain": [
" state date positive negative pending hospitalized death total \\\n",
- "0 AK 2020-03-23 22.0 946.0 NaN 0.0 NaN 968 \n",
- "1 AL 2020-03-23 167.0 1665.0 NaN NaN 0.0 1832 \n",
- "2 AR 2020-03-23 174.0 906.0 0.0 13.0 0.0 1080 \n",
- "3 AS 2020-03-23 NaN NaN NaN NaN 0.0 0 \n",
- "4 AZ 2020-03-23 265.0 309.0 6.0 NaN 2.0 580 \n",
+ "0 AK 2020-03-29 102.0 3232.0 NaN 6.0 2.0 3334 \n",
+ "1 AL 2020-03-29 806.0 4184.0 NaN NaN 4.0 4990 \n",
+ "2 AR 2020-03-29 426.0 3027.0 NaN 48.0 6.0 3453 \n",
+ "3 AS 2020-03-29 NaN NaN NaN NaN 0.0 0 \n",
+ "4 AZ 2020-03-29 919.0 12953.0 NaN 78.0 17.0 13872 \n",
+ "\n",
+ " hash dateChecked \\\n",
+ "0 d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29T20:00:00Z \n",
+ "1 9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29T20:00:00Z \n",
+ "2 2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29T20:00:00Z \n",
+ "3 f2050b47409f64a09bb4e959284c05d25eca8832 2020-03-29T20:00:00Z \n",
+ "4 14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29T20:00:00Z \n",
+ "\n",
+ " totalTestResults fips deathIncrease hospitalizedIncrease \\\n",
+ "0 3334 2 0.0 1.0 \n",
+ "1 4990 1 1.0 0.0 \n",
+ "2 3453 5 1.0 0.0 \n",
+ "3 0 60 0.0 0.0 \n",
+ "4 13872 4 2.0 78.0 \n",
"\n",
- " dateChecked total/100k \n",
- "0 2020-03-23T20:00:00Z 132.322687 \n",
- "1 2020-03-23T20:00:00Z 37.363469 \n",
- "2 2020-03-23T20:00:00Z 35.787363 \n",
- "3 2020-03-23T20:00:00Z NaN \n",
- "4 2020-03-23T20:00:00Z 7.968437 "
+ " negativeIncrease positiveIncrease totalTestResultsIncrease total/100k \n",
+ "0 396.0 17.0 413.0 455.747767 \n",
+ "1 0.0 110.0 110.0 101.770584 \n",
+ "2 89.0 22.0 111.0 114.420154 \n",
+ "3 0.0 0.0 0.0 NaN \n",
+ "4 5498.0 46.0 5544.0 190.583038 "
]
},
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@@ -1086,10 +1497,10 @@
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