diff --git a/README.md b/README.md
index aea9d8d..3172193 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 < '2020-10-22')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-23')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
diff --git a/index.html b/index.html
index 8da2457..7aecab9 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">'2020-10-22'</span>)]
+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.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>
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 279db68..8a867eb 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -252,7 +252,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -496,8 +497,9 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 100.94579531386498,
                 100.82351279089583,
                 100.76013021633324,
-                100.70921780571318,
-                100.59579644650836
+                100.70378136188316,
+                100.60235832660891,
+                100.53639551861964
               ],
               "yaxis": "y2"
             },
@@ -747,7 +749,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -991,8 +994,9 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.18301671207496,
                 116.2653792355378,
                 116.26964958595707,
-                116.28707150548874,
-                116.32715094053142
+                116.26232877170584,
+                116.29520574354568,
+                116.32206652401433
               ],
               "yaxis": "y2"
             },
@@ -1242,7 +1246,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -1485,9 +1490,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 122.35777113065551,
                 123.83856468187685,
                 125.41920751584826,
-                127.18969254820887,
-                127.91300448754124,
-                129.04446417913965
+                127.18138014691964,
+                128.81272370627855,
+                129.91843445644795,
+                131.25335941953276
               ],
               "yaxis": "y2"
             },
@@ -1737,7 +1743,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 157636.0,
@@ -1974,15 +1981,16 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 74653792.0,
                 75262828.0,
                 75840302.0,
-                76501660.0,
-                77278332.0,
-                78083060.0,
-                78876772.0,
-                79615010.0,
-                80339418.0,
-                81035986.0,
-                81818264.0,
-                82707230.0
+                76501664.0,
+                77278342.0,
+                78083082.0,
+                78876896.0,
+                79615168.0,
+                80339580.0,
+                81037390.0,
+                81823820.0,
+                82722006.0,
+                83651126.0
               ],
               "yaxis": "y"
             }
diff --git a/web/covid_cases.png b/web/covid_cases.png
index 4da864d..15cc545 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 dbd01e0..a40489e 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -238,7 +238,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -462,7 +463,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 29.530605941746504,
                 29.670218201217267,
                 29.812070229556547,
-                30.024848272065466
+                30.024848272065466,
+                30.233146776837355
               ],
               "yaxis": "y"
             },
@@ -698,7 +700,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -922,7 +925,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 52.07089649505094,
                 52.38838012346937,
                 52.73240850117826,
-                53.11878207418384
+                53.11878207418384,
+                53.516110623087066
               ],
               "yaxis": "y"
             },
@@ -1158,7 +1162,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -1382,7 +1387,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 289.66493228505936,
                 291.1324313445736,
                 292.75106434811016,
-                294.780412497234
+                294.780412497234,
+                296.9332059288799
               ],
               "yaxis": "y"
             },
@@ -1618,7 +1624,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -1842,7 +1849,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 557.8591103687505,
                 558.7961201833347,
                 560.0071292577792,
-                562.6405665886591
+                562.6405665886591,
+                565.6359535591077
               ],
               "yaxis": "y"
             },
@@ -2078,7 +2086,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -2298,11 +2307,12 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 24.75687479369271,
                 24.927780240986447,
                 24.56465689033343,
-                24.588669262660247,
-                24.660706379640697,
-                24.660706379640697,
-                24.684718751967512,
-                24.756755868947963
+                24.58203105382687,
+                24.65404872292988,
+                24.65404872292988,
+                24.67805461263088,
+                24.75007228173389,
+                24.798084061135896
               ],
               "yaxis": "y"
             },
@@ -2538,7 +2548,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-18",
                 "2020-10-19",
                 "2020-10-20",
-                "2020-10-21"
+                "2020-10-21",
+                "2020-10-22"
               ],
               "xaxis": "x",
               "y": [
@@ -2762,7 +2773,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 647.8773726099147,
                 649.5290898417787,
                 651.861472543314,
-                655.0394601286728
+                655.0394601286728,
+                658.210478443011
               ],
               "yaxis": "y"
             }
diff --git a/web/covid_deaths.png b/web/covid_deaths.png
index 5776ed7..33e88dc 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 f56065c..f28cb63 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -12,18 +12,18 @@ import re
 
 
 def main():
-    # print('Updating covid deaths...')
-    # update_covid_deaths()
+    print('Updating covid deaths...')
+    update_covid_deaths()
     print('Updating covid cases...')
     update_confirmed_cases()
 
 
 def update_covid_deaths():
     def update_readme(date_treshold):
-        lines = read_file('../README.md')
+        lines = read_file(Path('..') / 'README.md')
         out = [re.sub("df.date < '\d{4}-\d{2}-\d{2}'", f"df.date < '{date_treshold}'", line) 
                    for line in lines]
-        write_to_file('../README.md', out)
+        write_to_file(Path('..') / 'README.md', out)
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['iso_code', 'date', 'total_deaths', 'population'])
     continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
@@ -39,6 +39,7 @@ def update_covid_deaths():
     f.update_layout(margin=dict(t=24, b=0), paper_bgcolor='rgba(0, 0, 0, 0)')
     update_file('covid_deaths.js', f)
     update_readme(date_treshold)
+    write_to_png_file('covid_deaths.png', f, width=960, height=340)
 
 
 def update_confirmed_cases():
@@ -46,6 +47,7 @@ def update_confirmed_cases():
         df = wrangle_data(*scrape_data())
         f = get_figure(df)
         update_file('covid_cases.js', f)
+        write_to_png_file('covid_cases.png', f, width=960, height=315)
 
     def scrape_data():
         def scrape_yahoo(id_):
@@ -99,14 +101,21 @@ def update_file(filename, figure):
 #
 
 def read_file(filename):
-    with open(filename, encoding='utf-8') as file:
+    p = Path(__file__).resolve().parent / filename
+    with open(p, encoding='utf-8') as file:
         return file.readlines()
 
 
 def write_to_file(filename, lines):
-    with open(filename, 'w', encoding='utf-8') as file:
+    p = Path(__file__).resolve().parent / filename
+    with open(p, 'w', encoding='utf-8') as file:
         file.writelines(lines)
 
 
+def write_to_png_file(filename, figure, width, height):
+    p = Path(__file__).resolve().parent / filename
+    figure.write_image(str(p), width=width, height=height)
+
+
 if __name__ == '__main__':
     main()