diff --git a/README.md b/README.md
index 07feb9e..db78068 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 < '2020-06-25')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-22')]
 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 42be520..af96c1c 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">'2020-06-25'</span>)]
+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.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 3bc9fc4..279db68 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -4,6 +4,2818 @@ window.PLOTLYENV=window.PLOTLYENV || {};
 if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
     Plotly.newPlot(
         'e23ccacc-a456-478b-b467-7282a2165921',
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+                  "zerolinewidth": 2
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+              }
+            },
+            "yaxis": {
+              "rangemode": "tozero",
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+            "yaxis2": {
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+              "rangemode": "tozero",
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     )
 };
diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index 3a99766..dbd01e0 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
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+                    "type": "scatterternary"
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+                "surface": [
+                  {
+                    "colorbar": {
+                      "outlinewidth": 0,
+                      "ticks": ""
+                    },
+                    "colorscale": [
+                      [
+                        0.0,
+                        "#0d0887"
+                      ],
+                      [
+                        0.1111111111111111,
+                        "#46039f"
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+                      ],
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+                        "#9c179e"
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+                      [
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+                        "#fdca26"
+                      ],
+                      [
+                        1.0,
+                        "#f0f921"
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+                    ],
+                    "type": "surface"
+                  }
+                ],
+                "table": [
+                  {
+                    "cells": {
+                      "fill": {
+                        "color": "#EBF0F8"
+                      },
+                      "line": {
+                        "color": "white"
+                      }
+                    },
+                    "header": {
+                      "fill": {
+                        "color": "#C8D4E3"
+                      },
+                      "line": {
+                        "color": "white"
+                      }
+                    },
+                    "type": "table"
+                  }
+                ]
+              },
+              "layout": {
+                "annotationdefaults": {
+                  "arrowcolor": "#2a3f5f",
+                  "arrowhead": 0,
+                  "arrowwidth": 1
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+                "coloraxis": {
+                  "colorbar": {
+                    "outlinewidth": 0,
+                    "ticks": ""
+                  }
+                },
+                "colorscale": {
+                  "diverging": [
+                    [
+                      0,
+                      "#8e0152"
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+                    [
+                      0.1,
+                      "#c51b7d"
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+                      "#f1b6da"
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+                      0.6,
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+                      0.7,
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+                    [
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+                    [
+                      0.9,
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+                    [
+                      1,
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+                  "sequential": [
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+                "colorway": [
+                  "#636efa",
+                  "#EF553B",
+                  "#00cc96",
+                  "#ab63fa",
+                  "#FFA15A",
+                  "#19d3f3",
+                  "#FF6692",
+                  "#B6E880",
+                  "#FF97FF",
+                  "#FECB52"
+                ],
+                "font": {
+                  "color": "#2a3f5f"
+                },
+                "geo": {
+                  "bgcolor": "white",
+                  "lakecolor": "white",
+                  "landcolor": "#E5ECF6",
+                  "showlakes": true,
+                  "showland": true,
+                  "subunitcolor": "white"
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+                "hoverlabel": {
+                  "align": "left"
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+                "hovermode": "closest",
+                "mapbox": {
+                  "style": "light"
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+                "paper_bgcolor": "white",
+                "plot_bgcolor": "#E5ECF6",
+                "polar": {
+                  "angularaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "bgcolor": "#E5ECF6",
+                  "radialaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  }
+                },
+                "scene": {
+                  "xaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  },
+                  "yaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  },
+                  "zaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  }
+                },
+                "shapedefaults": {
+                  "line": {
+                    "color": "#2a3f5f"
+                  }
+                },
+                "ternary": {
+                  "aaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "baxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "bgcolor": "#E5ECF6",
+                  "caxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  }
+                },
+                "title": {
+                  "x": 0.05
+                },
+                "xaxis": {
+                  "automargin": true,
+                  "gridcolor": "white",
+                  "linecolor": "white",
+                  "ticks": "",
+                  "title": {
+                    "standoff": 15
+                  },
+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                },
+                "yaxis": {
+                  "automargin": true,
+                  "gridcolor": "white",
+                  "linecolor": "white",
+                  "ticks": "",
+                  "title": {
+                    "standoff": 15
+                  },
+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                }
+              }
+            },
+            "xaxis": {
+              "anchor": "y",
+              "domain": [
+                0.0,
+                1.0
+              ],
+              "title": {
+                "text": "Date"
+              }
+            },
+            "yaxis": {
+              "anchor": "x",
+              "domain": [
+                0.0,
+                1.0
+              ],
+              "title": {
+                "text": "Total Deaths per Million"
+              }
+            }
+          }
+        }
     )
 };
diff --git a/web/update_plots.py b/web/update_plots.py
index 259e2e7..f56065c 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -8,11 +8,12 @@ from datetime import date, time, datetime, timedelta
 import pandas as pd
 from plotly.express import line
 import plotly.graph_objects as go
+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()
 
@@ -88,7 +89,8 @@ def update_confirmed_cases():
 
 def update_file(filename, figure):
     lines = read_file(filename)
-    out = lines[:6] + [f'        {figure.to_json()}\n', '    )\n', '};\n']
+    f_json = figure.to_json(pretty=True).replace('\n', '\n        ')
+    out = lines[:6] + [f'        {f_json}\n', '    )\n', '};\n']
     write_to_file(filename, out)