diff --git a/src/render_site.py b/src/render_site.py
index dd15b82..d6a5ab0 100644
--- a/src/render_site.py
+++ b/src/render_site.py
@@ -616,6 +616,57 @@ def get_player_rating_progression():
     return ret
 
 
+def get_global_player_rating_progression():
+    cur = conn_manager.get_new_cursor()
+    ret = {}
+    for rating_type in [utils.get_rating_type(False), utils.get_rating_type(True)]:
+        cur.execute(
+            "SELECT "
+            "  id,"
+            "  player_name,"
+            "  array_agg(value_after ORDER BY rank ASC) AS ratings, "
+            "  array_agg(rank ORDER BY rank ASC) AS ranks,"
+            "  (array_agg(value_after ORDER BY rank DESC))[1] AS current_rating "
+            "FROM"
+            "("
+            "  SELECT"
+            "  users.id,"
+            "  users.player_name,"
+            "  user_ratings.value_after,"
+            "  DENSE_RANK() OVER (ORDER BY league_id ASC) AS rank"
+            "  FROM users"
+            "  INNER JOIN user_ratings"
+            "    ON users.id = user_ratings.user_id"
+            "  WHERE user_ratings.rating_type = %s"
+            "  UNION "
+            "  SELECT"
+            "  users.id,"
+            "  users.player_name,"
+            "  user_base_ratings.rating AS value_after,"
+            "  0 AS rank"
+            "  FROM users"
+            "  INNER JOIN user_base_ratings"
+            "    ON users.id = user_base_ratings.user_id"
+            "  WHERE user_base_ratings.rating_type = %s"
+            ") AS t "
+            "GROUP BY id, player_name "
+            "ORDER BY current_rating DESC "
+            "LIMIT 20 ",
+            (rating_type, rating_type)
+        )
+        res = cur.fetchall()
+        ret[rating_type] = {}
+        for (_, player_name, rating_progression, ranks, _) in res:
+            assert len(rating_progression) == len(ranks)
+            ret[rating_type][player_name] = [
+                {
+                    "rating": rating,
+                    "rank": rank
+                }
+                for (rating, rank) in zip(rating_progression, ranks)
+            ]
+    return ret
+
 def get_total_games():
     cur = conn_manager.get_new_cursor()
     cur.execute("SELECT COUNT(league_id) FROM games")
@@ -677,6 +728,7 @@ def render_main_site(env: jinja2.Environment, out_dir: Path):
     games = get_games()
 
     variant_ratings = get_variant_rating_progression()
+    player_ratings = get_global_player_rating_progression()
 
     template = env.get_template('main.html')
     rendered_html = template.render(
@@ -690,7 +742,8 @@ def render_main_site(env: jinja2.Environment, out_dir: Path):
         players=players,
         games=[dataclasses.asdict(game) for game in games],
         variant_stats=var_stats,
-        variant_ratings=variant_ratings
+        variant_ratings=variant_ratings,
+        player_ratings=player_ratings
     )
 
     output_file = out_dir / 'index.html'
diff --git a/templates/main.html b/templates/main.html
index 09c547c..bea40c5 100644
--- a/templates/main.html
+++ b/templates/main.html
@@ -125,9 +125,12 @@
             <div id="table-{{rating_type}}"></div>
 
             <br>
-            <h3>ELO progression</h3>
+            <h3>Variant ELO progression</h3>
             <canvas id="chart-{{rating_type}}"></canvas>
 
+            <h3>Player ELO progression</h3>
+            <canvas id="chart-players-{{rating_type}}"></canvas>
+
         </div>
     </div>
     {% endfor %}
@@ -230,6 +233,39 @@
         new Chart(ctx_{{rating_type}}, config_{{rating_type}});
     {% endfor %}
 
+    {% for rating_type, rating_map in player_ratings.items() %}
+        let datasets_players_{{rating_type}} = [];
+        {% for player_name, data in rating_map.items() %}
+            datasets_players_{{rating_type}}.push({
+                data: {{ data }},
+                label: "{{player_name}}"
+            });
+        {% endfor %}
+
+        const config_players_{{rating_type}} = {
+            type: 'line',
+            data: {
+                datasets: datasets_players_{{rating_type}}
+            },
+            options: {
+                parsing: {
+                    xAxisKey: "rank",
+                        yAxisKey: "rating"
+                },
+                scales: {
+                    x: {
+                        type: 'linear',
+                            text: 'Number of games'
+                    }
+                }
+            }
+        }
+        const ctx_players_{{rating_type}} = document.getElementById('chart-players-{{rating_type}}');
+        new Chart(ctx_players_{{rating_type}}, config_players_{{rating_type}});
+
+    {% endfor %}
+
+
 </script>
 
 {% endblock %}