diff --git a/confarchive/model.py b/confarchive/model.py
index 2795491..9949275 100644
--- a/confarchive/model.py
+++ b/confarchive/model.py
@@ -1,9 +1,13 @@
 """Database models."""
 
+import os
+import typing
+
 import sqlalchemy
 import sqlalchemy.orm.decl_api
-from sqlalchemy import func
+from sqlalchemy import Index, func, text
 from sqlalchemy.dialects import postgresql
+from sqlalchemy.dialects.postgresql import TSVECTOR
 from sqlalchemy.ext.associationproxy import association_proxy
 from sqlalchemy.ext.declarative import declarative_base
 from sqlalchemy.ext.orderinglist import ordering_list
@@ -131,6 +135,8 @@ class ConferencePerson(Base):
     bio = Column(String)
     slug = Column(String)
     url = Column(String)
+    affiliation = Column(String)
+    photo_url = Column(String)
 
     person = relationship("Person", back_populates="conferences_association")
     conference = relationship("Conference", back_populates="people_detail")
@@ -165,12 +171,30 @@ class Event(TimeStampedModel):
     description = Column(String)
     event_type = Column(String)
     url = Column(String)
+    cancelled = Column(Boolean)
+    search_vector = Column(TSVECTOR)
+
+    trigger = text(
+        """
+        CREATE TRIGGER event_vector_update BEFORE INSERT OR UPDATE
+        ON event FOR EACH ROW EXECUTE FUNCTION
+        tsvector_update_trigger(search_vector, 'pg_catalog.english', title, abstract, description);
+        """
+    )
+
+    Index(
+        "event_search_vector_idx",
+        search_vector,
+        postgresql_using="gin",
+        postgresql_ops={"abstract_search_vector": "gin_trgm_ops"},
+    )
 
     conference = relationship("Conference", back_populates="events")
 
     people_detail = relationship(
         "EventPerson",
         order_by="EventPerson.position",
+        lazy="dynamic",
         back_populates="event",
         collection_class=ordering_list("position"),
     )
@@ -198,7 +222,9 @@ class Person(TimeStampedModel):
     )
     events = association_proxy("events_association", "event")
 
-    conferences_association = relationship("ConferencePerson", back_populates="person")
+    conferences_association = relationship(
+        "ConferencePerson", lazy="dynamic", back_populates="person"
+    )
     conferences = association_proxy("conferences_association", "conference")
 
     @property
@@ -239,6 +265,39 @@ class Person(TimeStampedModel):
 
         return q
 
+    def bio_source(self) -> ConferencePerson | None:
+        bio_list = [cp for cp in self.conferences_association if cp.bio]
+
+        if not bio_list:
+            return None
+
+        if len(bio_list) == 1:
+            return typing.cast(ConferencePerson, bio_list[0])
+
+        recent = max(bio_list, key=lambda cp: cp.conference.start)
+
+        len_recent_bio = len(recent.bio)
+        longest = max(bio_list, key=lambda cp: len(cp.bio))
+
+        if recent == longest:
+            return typing.cast(ConferencePerson, recent)
+
+        best = longest if len(longest.bio) > len_recent_bio * 2 else recent
+        return typing.cast(ConferencePerson, best)
+
+    def photo_filename(self) -> str | None:
+        if self.wikidata_photo:
+            return os.path.join("wikidata_photo", "thumb", self.wikidata_photo[0])
+
+        q = self.conferences_association.filter(ConferencePerson.photo_url.isnot(None))
+        if q.count() == 0:
+            return None
+
+        best = max(q, key=lambda cp: cp.conference.start)
+        ext = best.photo_url.rpartition(".")[-1]
+        filename = f"{best.conference_id}_{self.id}.{ext}"
+        return os.path.join("conference_photo", filename)
+
 
 # class PersonPhoto(TimeStampedModel):
 #     """Person photo."""
diff --git a/main.py b/main.py
index 7037f7c..b099df6 100755
--- a/main.py
+++ b/main.py
@@ -13,7 +13,7 @@ import sqlalchemy
 from sqlalchemy import func, or_, update
 from werkzeug.wrappers import Response
 
-from confarchive import database, model
+from confarchive import database, model, wikidata
 
 app = flask.Flask(__name__)
 app.debug = True
@@ -53,33 +53,14 @@ def wikidata_search(q: str) -> list[dict[str, typing.Any]]:
     return cast(list[dict[str, typing.Any]], data["query"]["search"])
 
 
-def wikidata_get_item(qid: str) -> typing.Any:
-    cache_filename = os.path.join("items", qid + ".json")
-    if os.path.exists(cache_filename):
-        item = json.load(open(cache_filename))
-    else:
-        print(qid)
-        params: dict[str, str | int] = {
-            "action": "wbgetentities",
-            "ids": qid,
-            "format": "json",
-            "formatversion": 2,
-        }
-        r = requests.get(wikidata_api, params=params)
-        item = r.json()["entities"][qid]
-        with open(cache_filename, "w") as f:
-            json.dump(item, f, indent=2)
-        time.sleep(0.1)
-    return item
-
-
 def top_speakers() -> sqlalchemy.orm.query.Query:
     q = (
         database.session.query(model.Person, func.count())
         .join(model.ConferencePerson)
+        .filter(model.Person.id != 1046)  # FOSDEM Staff
         .group_by(model.Person)
-        .order_by(func.count().desc())
-        .having(func.count() > 3)
+        .order_by(func.count().desc(), model.Person.name)
+        .having(func.count() > 4)
     )
     return q
 
@@ -107,20 +88,68 @@ def top_events() -> sqlalchemy.orm.query.Query:
     return q
 
 
+def drop_start(s: str, start: str) -> str:
+    return s[len(start) :] if s.startswith(start) else s
+
+
 @app.route("/person/<int:person_id>", methods=["GET", "POST"])
 def person(person_id: int) -> str | Response:
     item = model.Person.query.get(person_id)
     if flask.request.method == "POST":
-        item.wikidata_qid = flask.request.form["wikidata_qid"] or None
+        qid = flask.request.form["wikidata_qid"] or None
         item.name = flask.request.form["name"]
+
+        if qid and qid != item.wikidata_qid:
+            item.wikidata_qid = qid
+            wd_item = wikidata.get_item(qid)
+            if "P18" in wd_item["claims"]:
+                claim_p18 = wd_item["claims"]["P18"]
+                wikidata_photo = [
+                    drop_start(s["mainsnak"]["datavalue"]["value"], "-")
+                    for s in claim_p18
+                ]
+                for filename in wikidata_photo:
+                    print(filename)
+                    wikidata.get_photo(filename)
+                item.wikidata_photo = wikidata_photo
+
         database.session.commit()
         assert flask.request.endpoint
         return flask.redirect(
             flask.url_for(flask.request.endpoint, person_id=person_id)
         )
 
+    wikidata_hits: list[dict[str, str]] = []
+    if False and item.wikidata_qid is None:
+        search_hits = wikidata_search(item.name)
+        print(len(search_hits))
+        for search_hit in search_hits:
+            qid = search_hit["title"]
+            wd_item = wikidata.get_item(qid)
+            if "en" in wd_item["labels"]:
+                label = wd_item["labels"]["en"]["value"]
+            else:
+                label = "[no english label]"
+
+            if "en" in wd_item["descriptions"]:
+                description = wd_item["descriptions"]["en"]["value"]
+            else:
+                description = "[no english description]"
+
+            wikidata_hits.append(
+                {
+                    "qid": qid,
+                    "label": label,
+                    "description": description,
+                }
+            )
+
     return flask.render_template(
-        "person.html", item=item, Event=model.Event, plural=plural
+        "person.html",
+        item=item,
+        Event=model.Event,
+        plural=plural,
+        wikidata_hits=wikidata_hits,
     )
 
 
@@ -260,12 +289,33 @@ order by num
 
 @app.route("/speakers")
 def top_speakers_page() -> str:
+    top = top_speakers()
+
     """Top speakers page."""
+    photos = []
+    for person, count in top:
+        photo = person.photo_filename()
+        if photo:
+            photos.append((person, photo))
+
+    left_photos = photos[::2]
+    right_photos = photos[1::2]
+
+    photo_person_ids = [person.id for person, photo in photos]
+    left = photo_person_ids[::2]
+    right = photo_person_ids[1::2]
+
     return flask.render_template(
         "top_speakers.html",
-        top_speakers=top_speakers(),
+        top_speakers=top,
         speaker_counts=speaker_counts(),
         plural=plural,
+        person_image_filename=person_image_filename,
+        # photo_person_ids=photo_person_ids,
+        left=left,
+        right=right,
+        left_photos=left_photos,
+        right_photos=right_photos,
     )
 
 
@@ -335,7 +385,7 @@ def link_to_wikidata() -> str:
 
 @app.route("/search")
 def search_everything() -> str:
-    search_for = flask.request.args["q"]
+    search_for = flask.request.args.get("q")
     if not search_for:
         return flask.render_template("search_everything.html")
 
@@ -374,6 +424,7 @@ def delete_person(person_id: int) -> str | Response:
 def person_image_filename(person_id):
     person = model.Person.query.get(person_id)
     return os.path.join("wikidata_photo", "thumb", person.wikidata_photo[0])
+
     for filename in person.wikidata_photo:
         face_crop = "face_1_" + filename
         full = os.path.join("static", "wikidata_photo", "face_cropped", face_crop)
@@ -383,5 +434,84 @@ def person_image_filename(person_id):
     return os.path.join("wikidata_photo", "thumb", person.wikidata_photo[0])
 
 
+@app.route("/github_wikidata")
+def github_wikidata() -> str:
+    items = []
+    for line in open("found_wikidata_github"):
+        person_id, person_name, qid, wd_name, github, photo = eval(line)
+        person = model.Person.query.get(person_id)
+        if person.wikidata_qid:
+            continue
+        items.append((person, qid, wd_name, photo))
+
+    return flask.render_template("github.html", items=items)
+
+
+@app.route("/reports")
+def reports_page() -> str:
+    event_count = model.Event.query.count()
+
+    missing_event_date_count = model.Event.query.filter(
+        model.Event.event_date.is_(None)
+    ).count()
+
+    speaker_count = model.Person.query.count()
+    no_bio_count = (
+        model.Person.query.join(model.ConferencePerson)
+        .filter(model.ConferencePerson.bio.is_(None))
+        .group_by(model.Person)
+        .count()
+    )
+    one_bio_count = (
+        model.Person.query.join(model.ConferencePerson)
+        .group_by(model.Person)
+        .filter(model.ConferencePerson.bio.isnot(None))
+        .having(func.count() == 1)
+        .count()
+    )
+
+    multiple_bio = (
+        model.Person.query.join(model.ConferencePerson)
+        .group_by(model.Person)
+        .filter(model.ConferencePerson.bio.isnot(None))
+        .having(func.count() > 1)
+    )
+
+    shorter_recent_bio = []
+    for person in multiple_bio:
+        bio_with_date = sorted(
+            [
+                (cp.conference.start, cp.bio)
+                for cp in person.conferences_association
+                if cp.bio
+            ],
+            reverse=True,
+        )
+
+        if len(bio_with_date) < 2:
+            continue
+
+        most_recent_bio = bio_with_date[0][1]
+        len_recent_bio = len(most_recent_bio)
+        longest = max(len(bio) for start, bio in bio_with_date[1:])
+
+        if longest > len_recent_bio * 2:
+            shorter_recent_bio.append((person, len_recent_bio, longest))
+
+    return flask.render_template(
+        "reports.html",
+        event_count=event_count,
+        speaker_count=speaker_count,
+        no_bio_count=no_bio_count,
+        one_bio_count=one_bio_count,
+        multiple_bio_count=multiple_bio.count(),
+        shorter_recent_bio=shorter_recent_bio,
+        missing_event_date_count=missing_event_date_count,
+        missing_event_date=model.Event.query.filter(
+            model.Event.event_date.is_(None)
+        ).order_by(model.Event.title),
+    )
+
+
 if __name__ == "__main__":
     app.run(host="0.0.0.0", port=5002)
diff --git a/templates/base.html b/templates/base.html
index 0afe229..a332686 100644
--- a/templates/base.html
+++ b/templates/base.html
@@ -11,7 +11,7 @@
 body {
   font-family: monospace;
   margin: 40px auto;
-  max-width: 1040px;
+  max-width: 900px;
   line-height: 1.6;
   font-size: 18px;
   color: #444;
diff --git a/templates/conference.html b/templates/conference.html
index fd5064c..f676234 100644
--- a/templates/conference.html
+++ b/templates/conference.html
@@ -2,22 +2,22 @@
 
 {% block style %}
 <style>
-.image-container {
-   width: 200px; /* Adjust this to your desired square size */
-   height: 240px; /* Same as width for a square */
-   display: inline-flex; /* Use inline-flex to display containers horizontally */
-   margin-right: 10px; /* Add some spacing between images (adjust as needed) */
-   justify-content: center; /* Horizontally center the content */
-   align-items: center; /* Vertically center the content */
-   overflow: hidden; /* Hide overflowing image parts */
-}
+  .images {
+  position: absolute;
+  right: -200px;
+  top: 0;
+  width: 180px;
+  }
+
+  .image {
+      max-width: 100%;
+  }
+
+  .container {
+    position: relative;
+  }
+
 
-.image-container img {
-    max-width: 100%;
-    max-height: 100%;
-    object-fit: cover; /* Crop and scale the image to fit the container */
-     object-position: center; /* Center the cropping horizontally */
-}
 </style>
 {% endblock %}
 
@@ -26,17 +26,36 @@
 {% block title %}{{ item.title }}{% endblock %}
 
   {% block content %}
+
   <div class="container">
+  {% if show_images %}
+  <div class="images">
+  {% for person in item.people %}
+  {% set photo = person.photo_filename() %}
+  {% if photo %}
+  <div class="image-container">
+     <a href="{{ url_for("person", person_id=person.id) }}">
+       {{ person.name }}<br>
+       <img class="image" src="{{ url_for("static", filename=photo) }}" alt="{{ person.name}}" title="{{ person.name}}">
+    </a>
+  </div>
+  {% endif %}
+  {% endfor %}
+  </div>
+  {% endif %}
+
     <div class="row">
   <h1>{{ item.title }}</h1>
   <p><a href="{{ url_for("index") }}">home</a></p>
 
   <div>
+    {% if item.series %}
     <div>series: {{ item.series.name }}
       {% if item.series.wikidata_qid %}
       <a href="https://www.wikidata.org/wiki/{{ item.series.wikidata_qid }}">Wikidata</a>
       {% endif %}
     </div>
+    {% endif %}
     <div>start: {{ item.start }}</div>
     <div>end: {{ item.end }}</div>
     {% if days %}
@@ -64,20 +83,6 @@
     {% endif %}
   </div>
 
-  {% if show_images %}
-  <div>
-  {% for person in item.people %}
-  {% if person.wikidata_photo %}
-  <span class="image-container">
-     <a href="{{ url_for("person", person_id=person.id) }}">
-      <img src="{{ url_for("static", filename=person_image_filename(person.id)) }}" alt="{{ person.name}}" title="{{ person.name}}">
-    </a>
-  </span>
-  {% endif %}
-  {% endfor %}
-  </div>
-  {% endif %}
-
   <h3>Talks</h3>
 
   <p>{{ item.events.count() }} talks</p>
diff --git a/templates/github.html b/templates/github.html
new file mode 100644
index 0000000..58a92e0
--- /dev/null
+++ b/templates/github.html
@@ -0,0 +1,24 @@
+{% extends "base.html" %}
+
+{% block title %}Conference archive{% endblock %}
+
+  {% block content %}
+  <h1>Conference archive</h1>
+
+  <p>{{ items | count }} matches found</p>
+    {% for person, qid, wd_name, photo in items %}
+    <div>
+      <a href="{{ url_for("person", person_id=person.id) }}">{{ person.name }}</a>
+      ##
+      <a href="https://www.wikidata.org/wiki/{{ qid }}">{{ wd_name }} ({{ qid }})</a>
+      {% if photo %}📷{% endif %}
+    </div>
+    {% endfor %}
+
+{% endblock %}
+
+{% block style %}
+<style>
+.searchmatch { background: lightgreen }
+</style>
+{% endblock %}
diff --git a/templates/index.html b/templates/index.html
index 8e063c1..a02dbf0 100644
--- a/templates/index.html
+++ b/templates/index.html
@@ -7,6 +7,7 @@
     <div class="row">
     <h1>Conference archive</h1>
 
+    {#
     <form action="{{ url_for("search_people") }}">
       <div class="mb-3">
         <label for="q" class="form-label">speaker name</label>
@@ -14,6 +15,7 @@
       </div>
       <button type="submit" class="btn btn-primary">Search</button>
     </form>
+    #}
 
     <div style="margin-bottom:1rem">
       👥
diff --git a/templates/navbar.html b/templates/navbar.html
index 1c19061..c858ae0 100644
--- a/templates/navbar.html
+++ b/templates/navbar.html
@@ -1,5 +1,12 @@
 <p>
+  <form action="{{ url_for("search_people") }}">
   <a href="{{ url_for("index") }}">home</a>
   | <a href="{{ url_for("events_page") }}">events</a>
   | <a href="{{ url_for("top_speakers_page") }}">speakers</a>
+
+      <input type="text" class="form-control" placeholder="speaker name" name="q" id="q">
+    <button type="submit" class="btn btn-primary">search</button>
+  </form>
+
+
 </p>
diff --git a/templates/person.html b/templates/person.html
index b23897e..191eaad 100644
--- a/templates/person.html
+++ b/templates/person.html
@@ -2,9 +2,36 @@
 
 {% block title %}{{ item.name }}{% endblock %}
 
+  {% block style %}
+  <style>
+  .image-container {
+    float: right;
+    width: 300px;
+  }
+
+  .image {
+      max-width: 100%;
+  }
+  .text-nowrap {
+    white-space: nowrap;
+  }
+  </style>
+  {% endblock %}
+
+
+
   {% block content %}
   <div class="container">
     <div class="row">
+
+  {% set photo = item.photo_filename() %}
+  {% if photo %}
+  <div class="image-container">
+    <img class="image" src="{{ url_for("static", filename=photo) }}">
+  </div>
+  {% endif %}
+
+
   <h1>{{ item.name }}</h1>
 
   <p>
@@ -19,10 +46,6 @@
   </p>
 
 
-  {% if item.wikidata_photo %}
-    <img src="{{ url_for("static", filename="wikidata_photo/thumb/" + item.wikidata_photo.0) }}">
-  {% endif %}
-
   {% set search_for = item.name + ' ' + " haswbstatement:P31=Q5" %}
   <p><a href="https://www.wikidata.org/w/index.php?search={{ search_for | urlencode }}&title=Special%3ASearch&ns0=1&ns120=1">Search for {{ item.name }} on Wikidata</a></p>
 
@@ -42,25 +65,57 @@
     <button type="submit" class="btn btn-primary">delete</button>
   </form>
 
+  {% if show_wikidata_matches %}
+  {% if wikidata_hits %}
+  <p>Possible Wikidata matches</p>
+      <ul>
+      {% for hit in wikidata_hits %}
+        <li>
+          <a href="https://www.wikidata.org/wiki/{{ hit.qid }}">{{ hit.qid }}</a>
+          {{ hit.label }} &mdash; {{ hit.description }}
+        </li>
+      {% endfor %}
+      </ul>
+  {% elif not item.wikidata_qid %}
+  <p>No similar names found on Wikidata</p>
+  {% endif %}
+  {% endif %}
+
+  {% set bio_source = item.bio_source() %}
+  {% if bio_source %}
+  <h2>Biography</h2>
+  <blockquote>
+    <div>{{ bio_source.bio | safe }}</div>
+    <div>&mdash; biography from
+      <a href="{{ url_for("conference_page", short_name=bio_source.conference.short_name) }}">{{ bio_source.conference.title }}</a><br>
+      <a href="{{ bio_source.url }}">{{ bio_source.url }}</a>
+    </div>
+  </blockquote>
+  {% else %}
+  <p>No biography available.</p>
+  {% endif %}
 
 
+  <h2>Conferences</h2>
+  <p>{{ item.conferences_association.count() }} known conferences</p>
   {% for apperance in item.conference_by_time() %}
     {% set conf = apperance.conference %}
 
     <div>
-    <h3>👥 {{ conf.title }}
+    <h3>👥
+      <a href="{{ url_for("conference_page", short_name=conf.short_name) }}">{{ conf.title }}</a>
       <small>📅 {{ conf.start.strftime("%d %b %Y") }}</small>
 
     </h3>
-    {% if apperance.bio %}<p>Biography: {{ apperance.bio | safe }}</p>{% endif %}
+    {% if 0 and apperance.bio %}<p>Biography: {{ apperance.bio | safe }}</p>{% endif %}
     </div>
 
     {%  for event in apperance.events %}
     <div>
-      <h4>
-        🎤
-        <a href="{{ url_for("event_page", event_id=event.id) }}">{{ event.title }}</a>
-        <small>
+        &nbsp;&nbsp;🎤
+        <a href="{{ url_for("event_page", event_id=event.id) }}">{{ event.title }}</a><br>
+        &nbsp;&nbsp;
+        <span class="text-nowrap">
         {% if event.event_date %}
           {{ event.event_date.strftime("%d %b %Y") }}
         {% else %}
@@ -68,8 +123,7 @@
         {% endif %}
 
         <a class="event-detail-toggle" href="#">show details</a>
-        </small>
-      </h4>
+        </span>
       <div class="event-detail" id="event_{{event.id }}" style="display:none">
 
       <p>
@@ -97,13 +151,16 @@
         {% endif %}
       </div>
       {% endif %}
+      {% if event.people_detail.count() > 1 %}
       <div>
+        Other people:
         {% for p in event.people %}
           {% if p.id != item.id %}
           <a href="{{ url_for(request.endpoint, person_id=p.id) }}">{{ p.name }}</a>
           {% endif %}
         {% endfor %}
       </div>
+      {% endif %}
       </div>
     </div>
 
diff --git a/templates/reports.html b/templates/reports.html
new file mode 100644
index 0000000..9a0f159
--- /dev/null
+++ b/templates/reports.html
@@ -0,0 +1,37 @@
+{% extends "base.html" %}
+
+{% block title %}Conference archive{% endblock %}
+
+  {% block content %}
+  <h1>Conference archive</h1>
+
+  <h2>Reports</h2>
+
+  <div>Talks: {{ "{:,d}".format(event_count) }}</div>
+  <div>Talks with no event date: {{ "{:,d}".format(missing_event_date_count) }}</div>
+  <div>Speakers: {{ "{:,d}".format(speaker_count) }}</div>
+  <div>Speakers with no bio: {{ "{:,d}".format(no_bio_count) }}</div>
+  <div>Speakers with one bio: {{ "{:,d}".format(one_bio_count) }}</div>
+  <div>Speakers with more than one bio: {{ "{:,d}".format(multiple_bio_count) }}</div>
+
+  <h2>Talks with missing dates</h2>
+
+  {% for event in missing_event_date %}
+  <div>{{ event.title }}<br>
+    &nbsp;{{ event.conference.title }}<br>
+    &nbsp;GUID: {{ event.guid or "missing" }}
+  </div>
+  {% endfor %}
+
+  <h2>Speakers with a shorter recent biography</h2>
+
+  <p>{{ shorter_recent_bio | count }} found</p>
+
+  {% for person, recent_bio_length, longest in shorter_recent_bio %}
+  <div>
+    <a href="{{ url_for("person", person_id=person.id) }}">{{ person.name }}</a>
+    recent bio: {{ recent_bio_length }} vs {{ longest }}
+  </div>
+  {% endfor %}
+
+{% endblock %}
diff --git a/templates/search_events.html b/templates/search_events.html
index c5c375a..f4c6905 100644
--- a/templates/search_events.html
+++ b/templates/search_events.html
@@ -17,9 +17,9 @@
 
     <p>Found {{ q.count() }} events matching '{{ search_for }}'</p>
 
-    <ul>
     {% for item in q %}
-    <li>
+    <div>
+      🎤
       <a href="{{ url_for("event_page", event_id=item.id) }}">{{ item.title }}</a>
       &mdash;
       <a href="{{ url_for("conference_page", short_name=item.conference.short_name) }}">{{ item.conference.title }}</a>
diff --git a/templates/top_speakers.html b/templates/top_speakers.html
index 8b7beb1..ff3b533 100644
--- a/templates/top_speakers.html
+++ b/templates/top_speakers.html
@@ -1,8 +1,66 @@
 {% extends "base.html" %}
 
+{% block style %}
+<script src="{{ url_for("static", filename="leader-line.min.js") }}"></script>
+<style>
+  .right-images {
+  position: absolute;
+  right: -280px;
+  top: 0;
+  width: 120px;
+  }
+
+  .left-images {
+  position: absolute;
+  right: -140px;
+  top: 0;
+  width: 120px;
+  }
+
+
+
+  .image {
+      max-width: 100%;
+  }
+
+  .container {
+    position: relative;
+  }
+</style>
+{% endblock %}
+
+{% set show_images = True %}
+
 {% block title %}Conference archive{% endblock %}
 
   {% block content %}
+  <div class="container">
+
+  {% if show_images %}
+
+  <div class="left-images">
+  {% for person, photo in left_photos %}
+  <div class="image-container" id="image-{{person.id}}">
+     <a href="{{ url_for("person", person_id=person.id) }}">
+       <img class="image" src="{{ url_for("static", filename=photo) }}" alt="{{ person.name}}" title="{{ person.name}}">
+    </a>
+  </div>
+  {% endfor %}
+  </div>
+
+  <div class="right-images">
+  {% for person, photo in right_photos %}
+  <div class="image-container">
+     <a href="{{ url_for("person", person_id=person.id) }}">
+       <img id="image-{{person.id}}" class="image" src="{{ url_for("static", filename=photo) }}" alt="{{ person.name}}" title="{{ person.name}}">
+    </a>
+  </div>
+  {% endfor %}
+
+  </div>
+  {% endif %}
+
+
     <h1>Conference archive</h1>
 
     <form action="{{ url_for("search_people") }}">
@@ -27,17 +85,68 @@
     <ul>
 
     {% for person, count in top_speakers %}
+    {% if loop.first or loop.previtem[1] != count %}
+    <h4>{{ count }} conferences</h4>
+    {% endif %}
     <div>
+      <span id="person-{{ person.id }}">
       👤
       <a href="{{ url_for("person", person_id=person.id) }}">{{ person.name }}</a>
       ({{ count }} conferences, {{ person.event_count }} talks)
-      {% if person.wikidata_photo %}📷{% endif %}
+      {% if person.photo_filename() %}📷{% endif %}
       {% if person.wikidata_qid %}
       <a href="https://www.wikidata.org/wiki/{{ person.wikidata_qid }}">Wikidata</a>
       {% endif %}
+      </span>
     </div>
     {% endfor %}
 
+</div>
 {% endblock %}
 
+{% block script %}
+{% if show_images %}
+<script>
+  {# var person_ids = {{ photo_person_ids | tojson }}; #}
+  var left = {{ left | tojson }};
+  var right = {{ right | tojson }};
+var lines = {};
 
+window.addEventListener('load', function() {
+
+  for(var i =0; i < left.length; i++) {
+    var id = left[i];
+    var person = document.getElementById('person-' + id);
+    var image = document.getElementById('image-' + id);
+
+    var line = new LeaderLine(LeaderLine.mouseHoverAnchor(person, 'draw'), image);
+    line.setOptions({startSocket: 'right', endSocket: 'left', path: 'fluid'});
+
+    var line2 = new LeaderLine(LeaderLine.mouseHoverAnchor(image, 'draw'), person);
+    line2.setOptions({startSocket: 'left', endSocket: 'right', path: 'fluid'});
+
+
+    // lines[id] = line;
+  }
+
+  for(var i =0; i < right.length; i++) {
+    var id = right[i];
+    var person = document.getElementById('person-' + id);
+    var image = document.getElementById('image-' + id);
+
+    var line = new LeaderLine(LeaderLine.mouseHoverAnchor(person, 'draw'), image);
+    line.setOptions({startSocket: 'right', endSocket: 'left', path: 'fluid'});
+
+    var line2 = new LeaderLine(LeaderLine.mouseHoverAnchor(image, 'draw'), person);
+    line2.setOptions({startSocket: 'left', endSocket: 'right', path: 'fluid'});
+
+    // lines[id] = line;
+  }
+
+
+
+});
+
+</script>
+{% endif %}
+{% endblock %}