diff --git a/README.md b/README.md
index 9ab2955..26e46fc 100644
--- a/README.md
+++ b/README.md
@@ -3367,7 +3367,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-
 df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-10-23')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-26')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
@@ -3392,8 +3392,8 @@ def scrape_data():
         url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
         return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
-                        usecols=['date', 'total_cases'])
-    covid = covid.groupby('date').sum()
+                        usecols=['location', 'date', 'total_cases'])
+    covid = covid[covid.location == 'World'].set_index('date').total_cases
     dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
     dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
     return covid, dow, gold, bitcoin
diff --git a/index.html b/index.html
index 41ac3de..fe355f0 100644
--- a/index.html
+++ b/index.html
@@ -2858,7 +2858,7 @@ continents = pd.read_csv(<span class="hljs-string">'https://datahub.io/JohnSnowL
 df = pd.merge(covid, continents, left_on=<span class="hljs-string">'iso_code'</span>, right_on=<span class="hljs-string">'Three_Letter_Country_Code'</span>)
 df = df.groupby([<span class="hljs-string">'Continent_Name'</span>, <span class="hljs-string">'date'</span>]).sum().reset_index()
 df[<span class="hljs-string">'Total Deaths per Million'</span>] = df.total_deaths * <span class="hljs-number">1e6</span> / df.population
-df = df[(<span class="hljs-string">'2020-03-14'</span> &lt; df.date) &amp; (df.date &lt; <span class="hljs-string">'2020-10-23'</span>)]
+df = df[(<span class="hljs-string">'2020-03-14'</span> &lt; df.date) &amp; (df.date &lt; <span class="hljs-string">'2020-10-26'</span>)]
 df = df.rename({<span class="hljs-string">'date'</span>: <span class="hljs-string">'Date'</span>, <span class="hljs-string">'Continent_Name'</span>: <span class="hljs-string">'Continent'</span>}, axis=<span class="hljs-string">'columns'</span>)
 line(df, x=<span class="hljs-string">'Date'</span>, y=<span class="hljs-string">'Total Deaths per Million'</span>, color=<span class="hljs-string">'Continent'</span>).show()
 </code></pre></div>
@@ -2879,8 +2879,8 @@ line(df, x=<span class="hljs-string">'Date'</span>, y=<span class="hljs-string">
         url = <span class="hljs-string">f'<span class="hljs-subst">{BASE_URL}</span><span class="hljs-subst">{id_}</span>?period1=1579651200&amp;period2=<span class="hljs-subst">{now}</span>&amp;interval=1d&amp;events=history'</span>
         <span class="hljs-keyword">return</span> pd.read_csv(url, usecols=[<span class="hljs-string">'Date'</span>, <span class="hljs-string">'Close'</span>]).set_index(<span class="hljs-string">'Date'</span>).Close
     covid = pd.read_csv(<span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>,
-                        usecols=[<span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
-    covid = covid.groupby(<span class="hljs-string">'date'</span>).sum()
+                        usecols=[<span class="hljs-string">'location'</span>, <span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
+    covid = covid[covid.location == <span class="hljs-string">'World'</span>].set_index(<span class="hljs-string">'date'</span>).total_cases
     dow, gold, bitcoin = [scrape_yahoo(id_) <span class="hljs-keyword">for</span> id_ <span class="hljs-keyword">in</span> (<span class="hljs-string">'^DJI'</span>, <span class="hljs-string">'GC=F'</span>, <span class="hljs-string">'BTC-USD'</span>)]
     dow.name, gold.name, bitcoin.name = <span class="hljs-string">'Dow Jones'</span>, <span class="hljs-string">'Gold'</span>, <span class="hljs-string">'Bitcoin'</span>
     <span class="hljs-keyword">return</span> covid, dow, gold, bitcoin
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 8a867eb..6d74a14 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -253,7 +253,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -496,10 +499,13 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 101.11412171555918,
                 100.94579531386498,
                 100.82351279089583,
-                100.76013021633324,
-                100.70378136188316,
-                100.60235832660891,
-                100.53639551861964
+                100.68314250156283,
+                100.47281821757198,
+                100.14568154206695,
+                99.78826985147477,
+                99.47951094976546,
+                99.40423383164321,
+                99.25979808076009
               ],
               "yaxis": "y2"
             },
@@ -750,7 +756,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -993,10 +1002,13 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.31357671050499,
                 116.18301671207496,
                 116.2653792355378,
-                116.26964958595707,
-                116.26232877170584,
-                116.29520574354568,
-                116.32206652401433
+                116.27107303609682,
+                116.26659912212511,
+                116.27819028679562,
+                116.31560936064204,
+                116.34164008702355,
+                116.34536826901567,
+                116.31952385818623
               ],
               "yaxis": "y2"
             },
@@ -1247,7 +1259,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -1491,9 +1506,12 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 123.83856468187685,
                 125.41920751584826,
                 127.18138014691964,
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+                128.79371119015062,
+                130.63416781610792,
+                133.04466569320664,
+                135.4426980448538,
+                136.79525926584338,
+                138.25723520448423
               ],
               "yaxis": "y2"
             },
@@ -1744,253 +1762,259 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
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diff --git a/web/covid_cases.png b/web/covid_cases.png
index 15cc545..e87b470 100644
Binary files a/web/covid_cases.png and b/web/covid_cases.png differ
diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index a40489e..1f974c2 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -239,7 +239,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -399,13 +402,13 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 18.743879070978604,
                 18.919327632345606,
                 19.137331802214394,
-                19.316513311695587,
-                19.605443495734015,
+                19.333684873020868,
+                19.630080953287678,
                 19.883174835429866,
                 20.13626871757205,
                 20.39682849594262,
                 20.59616792524045,
-                20.700690472437813,
+                20.723088161122963,
                 20.904509439472672,
                 21.119527250850105,
                 21.359182519781204,
@@ -417,7 +420,7 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 22.437257935159725,
                 22.61569285501808,
                 22.84116292111525,
-                22.984508128700202,
+                23.0136251239909,
                 23.17264871365546,
                 23.354816581628004,
                 23.514586760915403,
@@ -453,8 +456,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 27.693248879941425,
                 27.87914969602816,
                 28.08819479042289,
-                28.257670634807187,
-                28.40176243201498,
+                28.289027398966393,
+                28.426399889568643,
                 28.531669026388844,
                 28.79596175287361,
                 28.990075054811566,
@@ -464,7 +467,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 29.670218201217267,
                 29.812070229556547,
                 30.024848272065466,
-                30.233146776837355
+                30.233146776837355,
+                30.37947834291366,
+                30.546714418429442,
+                30.7154436731909
               ],
               "yaxis": "y"
             },
@@ -701,7 +707,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -918,15 +927,18 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 49.32797882959215,
                 49.69207806142816,
                 50.023153850515335,
-                50.468099252179385,
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-                51.62995871517053,
-                52.07089649505094,
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-                52.73240850117826,
+                50.3885151247494,
+                50.76018661097369,
+                51.16950902873966,
+                51.548542428952544,
+                51.98878488547062,
+                52.30576786777962,
+                52.64925374044757,
                 53.11878207418384,
-                53.516110623087066
+                53.516110623087066,
+                53.89827074382431,
+                54.28970045955189,
+                54.65690282473658
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               "yaxis": "y"
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@@ -1163,7 +1175,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -1387,8 +1402,11 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 289.66493228505936,
                 291.1324313445736,
                 292.75106434811016,
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+                294.7815661914632,
+                296.93435962310906,
+                299.2094446430478,
+                297.9998900968477,
+                300.0041354924797
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               "yaxis": "y"
             },
@@ -1625,7 +1643,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -1850,7 +1871,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 558.7961201833347,
                 560.0071292577792,
                 562.6405665886591,
-                565.6359535591077
+                565.6359535591077,
+                568.0630457683645,
+                570.5341131674754,
+                572.9612053767321
               ],
               "yaxis": "y"
             },
@@ -2087,7 +2111,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -2312,7 +2339,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 24.65404872292988,
                 24.67805461263088,
                 24.75007228173389,
-                24.798084061135896
+                24.798084061135896,
+                24.870101730238904,
+                24.894107619939906,
+                24.942119399341912
               ],
               "yaxis": "y"
             },
@@ -2549,7 +2579,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25"
               ],
               "xaxis": "x",
               "y": [
@@ -2774,7 +2807,10 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 649.5290898417787,
                 651.861472543314,
                 655.0394601286728,
-                658.210478443011
+                658.210478443011,
+                661.286250053402,
+                664.2760673212067,
+                666.7594508948532
               ],
               "yaxis": "y"
             }
diff --git a/web/covid_deaths.png b/web/covid_deaths.png
index 33e88dc..49a6bb0 100644
Binary files a/web/covid_deaths.png and b/web/covid_deaths.png differ
diff --git a/web/update_plots.py b/web/update_plots.py
index f28cb63..3be524f 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -56,8 +56,8 @@ def update_confirmed_cases():
             url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
             return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
         covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
-                            usecols=['date', 'total_cases'])
-        covid = covid.groupby('date').sum()
+                        usecols=['location', 'date', 'total_cases'])
+        covid = covid[covid.location == 'World'].set_index('date').total_cases
         dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
         dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
         return covid, dow, gold, bitcoin