]> git.sesse.net Git - pkanalytics/blobdiff - ultimate.js
Support filtering passes by thrower and receiver.
[pkanalytics] / ultimate.js
index 4ccb9d59e5d4a401fed2341bb693e6c877356009..f556ee4752d9d3594a7ab6f73dd6846df7182168 100644 (file)
@@ -3,26 +3,52 @@
 // No frameworks, no compilers, no npm, just JavaScript. :-)
 
 let global_json;
+let global_filters = {};
+let next_filterset_id = 2;  // Arbitrary IDs are fine as long as they never collide.
 
-addEventListener('hashchange', () => { console.log('heei'); process_matches(global_json); });
+addEventListener('hashchange', () => { process_matches(global_json, global_filters); });
+addEventListener('click', possibly_close_menu);
 fetch('ultimate.json')
    .then(response => response.json())
-   .then(response => { global_json = response; process_matches(global_json); });
+   .then(response => { global_json = response; process_matches(global_json, global_filters); });
 
-function attribute_player_time(player, to, from) {
+function format_time(t)
+{
+       const ms = t % 1000 + '';
+       t = Math.floor(t / 1000);
+       const sec = t % 60 + '';
+       t = Math.floor(t / 60);
+       const min = t % 60 + '';
+       const hour = Math.floor(t / 60) + '';
+       return hour + ':' + min.padStart(2, '0') + ':' + sec.padStart(2, '0') + '.' + ms.padStart(3, '0');
+}
+
+function attribute_player_time(player, to, from, offense) {
+       let delta_time;
        if (player.on_field_since > from) {
                // Player came in while play happened (without a stoppage!?).
-               player.playing_time_ms += to - player.on_field_since;
+               delta_time = to - player.on_field_since;
        } else {
-               player.playing_time_ms += to - from;
+               delta_time = to - from;
+       }
+       player.playing_time_ms += delta_time;
+       if (offense === true) {
+               player.offensive_playing_time_ms += delta_time;
+       } else if (offense === false) {
+               player.defensive_playing_time_ms += delta_time;
        }
 }
 
-function take_off_field(player, t, live_since) {
-       if (live_since === null) {
-               // Play isn't live, so nothing to do.
-       } else {
-               attribute_player_time(player, t, live_since);
+function take_off_field(player, t, live_since, offense, keep) {
+       if (keep) {
+               if (live_since === null) {
+                       // Play isn't live, so nothing to do.
+               } else {
+                       attribute_player_time(player, t, live_since, offense);
+               }
+               if (player.on_field_since !== null) {  // Just a safeguard; out without in should never happen.
+                       player.field_time_ms += t - player.on_field_since;
+               }
        }
        player.on_field_since = null;
 }
@@ -31,13 +57,131 @@ function add_cell(tr, element_type, text) {
        let element = document.createElement(element_type);
        element.textContent = text;
        tr.appendChild(element);
+       return element;
+}
+
+function add_th(tr, text, colspan) {
+       let element = document.createElement('th');
+       let link = document.createElement('a');
+       link.style.cursor = 'pointer';
+       link.addEventListener('click', (e) => {
+               sort_by(element);
+               process_matches(global_json, global_filters);
+       });
+       link.textContent = text;
+       element.appendChild(link);
+       tr.appendChild(element);
+
+       if (colspan > 0) {
+               element.setAttribute('colspan', colspan);
+       } else {
+               element.setAttribute('colspan', '3');
+       }
+       return element;
+}
+
+function add_3cell(tr, text, cls) {
+       let p1 = add_cell(tr, 'td', '');
+       let element = add_cell(tr, 'td', text);
+       let p2 = add_cell(tr, 'td', '');
+
+       p1.classList.add('pad');
+       p2.classList.add('pad');
+       if (cls === undefined) {
+               element.classList.add('num');
+       } else {
+               element.classList.add(cls);
+       }
+       return element;
+}
+
+function add_3cell_with_filler_ci(tr, text, cls) {
+       let element = add_3cell(tr, text, cls);
+
+       let svg = document.createElementNS('http://www.w3.org/2000/svg', 'svg');
+       svg.classList.add('fillerci');
+       svg.setAttribute('width', ci_width);
+       svg.setAttribute('height', ci_height);
+       element.appendChild(svg);
+
+       return element;
+}
+
+function add_3cell_ci(tr, ci) {
+       if (isNaN(ci.val)) {
+               add_3cell_with_filler_ci(tr, 'N/A');
+               return;
+       }
+
+       let text;
+       if (ci.format === 'percentage') {
+               text = (100 * ci.val).toFixed(0) + '%';
+       } else if (ci.decimals !== undefined) {
+               text = ci.val.toFixed(ci.decimals);
+       } else {
+               text = ci.val.toFixed(2);
+       }
+       if (ci.unit !== undefined) {
+               text += ' '+ ci.unit;
+       }
+       let element = add_3cell(tr, text);
+       let to_x = (val) => { return ci_width * (val - ci.min) / (ci.max - ci.min); };
+
+       // Container.
+       let svg = document.createElementNS('http://www.w3.org/2000/svg', 'svg');
+       if (ci.inverted === true) {
+               svg.classList.add('invertedci');
+       } else {
+               svg.classList.add('ci');
+       }
+       svg.setAttribute('width', ci_width);
+       svg.setAttribute('height', ci_height);
+
+       // The good (green) and red (bad) ranges.
+       let s0 = document.createElementNS('http://www.w3.org/2000/svg', 'rect');
+       s0.classList.add('range');
+       s0.classList.add('s0');
+       s0.setAttribute('width', to_x(ci.desired));
+       s0.setAttribute('height', ci_height);
+       s0.setAttribute('x', '0');
+
+       let s1 = document.createElementNS('http://www.w3.org/2000/svg', 'rect');
+       s1.classList.add('range');
+       s1.classList.add('s1');
+       s1.setAttribute('width', ci_width - to_x(ci.desired));
+       s1.setAttribute('height', ci_height);
+       s1.setAttribute('x', to_x(ci.desired));
+
+       // Confidence bar.
+       let bar = document.createElementNS('http://www.w3.org/2000/svg', 'rect');
+       bar.classList.add('bar');
+       bar.setAttribute('width', to_x(ci.upper_ci) - to_x(ci.lower_ci));
+       bar.setAttribute('height', ci_height / 3);
+       bar.setAttribute('x', to_x(ci.lower_ci));
+       bar.setAttribute('y', ci_height / 3);
+
+       // Marker line for average.
+       let marker = document.createElementNS('http://www.w3.org/2000/svg', 'line');
+       marker.classList.add('marker');
+       marker.setAttribute('x1', to_x(ci.val));
+       marker.setAttribute('x2', to_x(ci.val));
+       marker.setAttribute('y1', ci_height / 6);
+       marker.setAttribute('y2', ci_height * 5 / 6);
+
+       svg.appendChild(s0);
+       svg.appendChild(s1);
+       svg.appendChild(bar);
+       svg.appendChild(marker);
+
+       element.appendChild(svg);
 }
 
-function process_matches(json) {
+function calc_stats(json, filters) {
        let players = {};
        for (const player of json['players']) {
                players[player['player_id']] = {
                        'name': player['name'],
+                       'gender': player['gender'],
                        'number': player['number'],
 
                        'goals': 0,
@@ -48,11 +192,22 @@ function process_matches(json) {
                        'num_throws': 0,
                        'throwaways': 0,
                        'drops': 0,
+                       'was_ds': 0,
+                       'stallouts': 0,
 
                        'defenses': 0,
-                       'interceptions': 0,
+                       'callahans': 0,
                        'points_played': 0,
                        'playing_time_ms': 0,
+                       'offensive_playing_time_ms': 0,
+                       'defensive_playing_time_ms': 0,
+                       'field_time_ms': 0,
+
+                       // For efficiency.
+                       'offensive_points_completed': 0,
+                       'offensive_points_won': 0,
+                       'defensive_points_completed': 0,
+                       'defensive_points_won': 0,
 
                        'offensive_soft_plus': 0,
                        'offensive_soft_minus': 0,
@@ -69,14 +224,78 @@ function process_matches(json) {
                };
        }
 
+       // Globals.
+       players['globals'] = {
+               'points_played': 0,
+               'playing_time_ms': 0,
+               'offensive_playing_time_ms': 0,
+               'defensive_playing_time_ms': 0,
+               'field_time_ms': 0,
+
+               'offensive_points_completed': 0,
+               'offensive_points_won': 0,
+               'clean_holds': 0,
+
+               'defensive_points_completed': 0,
+               'defensive_points_won': 0,
+               'clean_breaks': 0,
+
+               'turnovers_won': 0,
+               'turnovers_lost': 0,
+               'their_clean_holds': 0,
+               'their_clean_breaks': 0,
+
+               'touches_for_turnover': 0,
+               'touches_for_goal': 0,
+               'time_for_turnover': [],
+               'time_for_goal': [],
+               'their_time_for_turnover': [],
+               'their_time_for_goal': [],
+       };
+       let globals = players['globals'];
+
        for (const match of json['matches']) {
+               if (!keep_match(match['match_id'], filters)) {
+                       continue;
+               }
+
+               let our_score = 0;
+               let their_score = 0;
+               let between_points = true;
                let handler = null;
+               let handler_got_by_interception = false;  // Only relevant if handler !== null.
                let prev_handler = null;
                let live_since = null;
-               let offense = null;
+               let offense = null;  // True/false/null (unknown).
                let puller = null;
                let pull_started = null;
+               let last_pull_was_ours = null;  // Effectively whether we're playing an O or D point (not affected by turnovers).
                let point_num = 0;
+               let game_started = null;
+               let last_goal = null;
+               let current_predominant_gender = null;
+               let current_num_players_on_field = null;
+
+               let we_lost_disc = false;
+               let they_lost_disc = false;
+               let touches_this_possession = 0;
+               let possession_started = null;
+               let extra_ms_this_possession = 0;  // Used at stoppages.
+
+               // The last used formations of the given kind, if any; they may be reused
+               // when the point starts, if nothing else is set.
+               let last_offensive_formation = null;
+               let last_defensive_formation = null;
+
+               // Formations we've set, but haven't really had the chance to use yet
+               // (e.g., we get a “use zone defense” event while we're still on offense).
+               let pending_offensive_formation = null;
+               let pending_defensive_formation = null;
+
+               // Formations that we have played at least once this point, after all
+               // heuristics and similar.
+               let formations_used_this_point = new Set();
+
                for (const [q,p] of Object.entries(players)) {
                        p.on_field_since = null;
                        p.last_point_seen = null;
@@ -86,119 +305,560 @@ function process_matches(json) {
                        let type = e['type'];
                        let p = players[e['player']];
 
-                       // Point count management
-                       if (p !== undefined && type !== 'out' && p.last_point_seen !== point_num) {
-                               p.last_point_seen = point_num;
-                               ++p.points_played;
-                       }
-                       if (type === 'goal' || type === 'their_goal') {
-                               ++point_num;
-                       }
-
                        // Sub management
+                       let keep = keep_event(players, formations_used_this_point, last_pull_was_ours, filters);
                        if (type === 'in' && p.on_field_since === null) {
                                p.on_field_since = t;
+                               if (!keep && keep_event(players, formations_used_this_point, last_pull_was_ours, filters)) {
+                                       // A player needed for the filters went onto the field,
+                                       // so pretend people walked on right now (to start their
+                                       // counting time).
+                                       for (const [q,p2] of Object.entries(players)) {
+                                               if (p2.on_field_since !== null) {
+                                                       p2.on_field_since = t;
+                                               }
+                                       }
+                               }
                        } else if (type === 'out') {
-                               take_off_field(p, t, live_since);
+                               take_off_field(p, t, live_since, offense, keep);
+                               if (keep && !keep_event(players, formations_used_this_point, last_pull_was_ours, filters)) {
+                                       // A player needed for the filters went off the field,
+                                       // so we need to attribute time for all the others.
+                                       // Pretend they walked off and then immediately on again.
+                                       //
+                                       // TODO: We also need to take care of this to get the globals right.
+                                       for (const [q,p2] of Object.entries(players)) {
+                                               if (p2.on_field_since !== null) {
+                                                       take_off_field(p2, t, live_since, offense, keep);
+                                                       p2.on_field_since = t;
+                                               }
+                                       }
+                               }
+                       }
+
+                       keep = keep_event(players, formations_used_this_point, last_pull_was_ours, filters);  // Recompute after in/out.
+
+                       if (match['gender_rule_a']) {
+                               if (type === 'restart' && !between_points) {
+                                       let predominant_gender = find_predominant_gender(players);
+                                       let num_players_on_field = find_num_players_on_field(players);
+                                       if (predominant_gender !== current_predominant_gender && current_predominant_gender !== null) {
+                                               console.log(match['description'] + ' ' + format_time(t) + ': Stoppage changed predominant gender from ' + current_predominant_gender + ' to ' + predominant_gender);
+                                       }
+                                       if (num_players_on_field !== current_num_players_on_field && current_num_players_on_field !== null) {
+                                               console.log(match['description'] + ' ' + format_time(t) + ': Stoppage changed number of players on field from ' + current_num_players_on_field + ' to ' + num_players_on_field);
+                                       }
+                                       current_predominant_gender = predominant_gender;
+                                       current_num_players_on_field = num_players_on_field;
+                               } else if (type === 'pull' || type === 'their_pull') {
+                                       let predominant_gender = find_predominant_gender(players);
+                                       let num_players_on_field = find_num_players_on_field(players);
+                                       let changed = (predominant_gender !== current_predominant_gender);
+                                       if (point_num !== 0) {
+                                               let should_change = (point_num % 4 == 1 || point_num % 4 == 3);  // ABBA changes on 1 and 3.
+                                               if (changed && !should_change) {
+                                                       console.log(match['description'] + ' ' + format_time(t) + ': Gender ratio should have stayed the same, changed to predominance of ' + predominant_gender);
+                                               } else if (!changed && should_change) {
+                                                       console.log(match['description'] + ' ' + format_time(t) + ': Gender ratio should have changed, remained predominantly ' + predominant_gender);
+                                               }
+                                               if (num_players_on_field !== current_num_players_on_field && current_num_players_on_field !== null) {
+                                                       console.log(match['description'] + ' ' + format_time(t) + ': Number of players on field changed from ' + current_num_players_on_field + ' to ' + num_players_on_field);
+                                               }
+                                       }
+                                       current_predominant_gender = predominant_gender;
+                                       current_num_players_on_field = num_players_on_field;
+                               }
+                       }
+                       if (match['gender_pull_rule']) {
+                               if (type === 'pull') {
+                                       if (current_predominant_gender !== null &&
+                                           p.gender !== current_predominant_gender) {
+                                               console.log(match['description'] + ' ' + format_time(t) + ': ' + p.name + ' pulled, should have been ' + current_predominant_gender);
+                                       }
+                               }
                        }
 
                        // Liveness management
                        if (type === 'pull' || type === 'their_pull' || type === 'restart') {
                                live_since = t;
+                               if (type !== 'restart') {
+                                       between_points = false;
+                               }
+                       } else if (type === 'catch' && last_pull_was_ours === null) {
+                               // Someone forgot to add the pull, so we'll need to wing it.
+                               console.log(match['description'] + ' ' + format_time(t) + ': Missing pull on ' + our_score + '\u2013' + their_score + '; pretending to have one.');
+                               live_since = t;
+                               last_pull_was_ours = !offense;
+                               between_points = false;
                        } else if (type === 'goal' || type === 'their_goal' || type === 'stoppage') {
                                for (const [q,p] of Object.entries(players)) {
-                                       if (p.on_field_since !== null) {
-                                               attribute_player_time(p, t, live_since);
+                                       if (p.on_field_since === null) {
+                                               continue;
+                                       }
+                                       if (type !== 'stoppage' && p.last_point_seen !== point_num) {
+                                               if (keep) {
+                                                       // In case the player did nothing this point,
+                                                       // not even subbing in.
+                                                       p.last_point_seen = point_num;
+                                                       ++p.points_played;
+                                               }
+                                       }
+                                       if (keep) attribute_player_time(p, t, live_since, offense);
+
+                                       if (type !== 'stoppage') {
+                                               if (keep) {
+                                                       if (last_pull_was_ours === true) {  // D point.
+                                                               ++p.defensive_points_completed;
+                                                               if (type === 'goal') {
+                                                                       ++p.defensive_points_won;
+                                                               }
+                                                       } else if (last_pull_was_ours === false) {  // O point.
+                                                               ++p.offensive_points_completed;
+                                                               if (type === 'goal') {
+                                                                       ++p.offensive_points_won;
+                                                               }
+                                                       }
+                                               }
+                                       }
+                               }
+
+                               if (keep) {
+                                       if (type !== 'stoppage') {
+                                               // Update globals.
+                                               ++globals.points_played;
+                                               if (last_pull_was_ours === true) {  // D point.
+                                                       ++globals.defensive_points_completed;
+                                                       if (type === 'goal') {
+                                                               ++globals.defensive_points_won;
+                                                       }
+                                               } else if (last_pull_was_ours === false) {  // O point.
+                                                       ++globals.offensive_points_completed;
+                                                       if (type === 'goal') {
+                                                               ++globals.offensive_points_won;
+                                                       }
+                                               }
+                                       }
+                                       if (live_since !== null) {
+                                               globals.playing_time_ms += t - live_since;
+                                               if (offense === true) {
+                                                       globals.offensive_playing_time_ms += t - live_since;
+                                               } else if (offense === false) {
+                                                       globals.defensive_playing_time_ms += t - live_since;
+                                               }
                                        }
                                }
+
                                live_since = null;
                        }
 
+                       // Score management
+                       if (type === 'goal') {
+                               ++our_score;
+                       } else if (type === 'their_goal') {
+                               ++their_score;
+                       }
+
+                       // Point count management
+                       if (p !== undefined && type !== 'out' && p.last_point_seen !== point_num) {
+                               if (keep) {
+                                       p.last_point_seen = point_num;
+                                       ++p.points_played;
+                               }
+                       }
+                       if (type === 'goal' || type === 'their_goal') {
+                               ++point_num;
+                               last_goal = t;
+                       }
+                       if (type !== 'out' && game_started === null) {
+                               game_started = t;
+                       }
+
                        // Pull management
                        if (type === 'pull') {
                                puller = e['player'];
                                pull_started = t;
-                               ++p.pulls;
+                               keep = keep_event(players, formations_used_this_point, /*last_pull_was_ours=*/true, filters);  // Will change below. This is an ugly hack.
+                               if (keep) ++p.pulls;
                        } else if (type === 'in' || type === 'out' || type === 'stoppage' || type === 'restart' || type === 'unknown' || type === 'set_defense' || type === 'set_offense') {
                                // No effect on pull.
                        } else if (type === 'pull_landed' && puller !== null) {
-                               players[puller].pull_times.push(t - pull_started);
+                               if (keep) players[puller].pull_times.push(t - pull_started);
                        } else if (type === 'pull_oob' && puller !== null) {
-                               ++players[puller].oob_pulls;
+                               if (keep) ++players[puller].oob_pulls;
                        } else {
                                // Not pulling (if there was one, we never recorded its outcome, but still count it).
                                puller = pull_started = null;
                        }
 
-                       // Offense/defense management (TODO: use it for actual counting)
-                       if (type === 'set_defense' || type === 'goal' || type === 'throwaway' || type === 'drop') {
+                       // Stats for clean holds or not (must be done before resetting we_lost_disc etc. below).
+                       if (keep) {
+                               if (type === 'goal' && !we_lost_disc) {
+                                       if (last_pull_was_ours === false) {  // O point.
+                                               ++globals.clean_holds;
+                                       } else if (last_pull_was_ours === true) {
+                                               ++globals.clean_breaks;
+                                       }
+                               } else if (type === 'their_goal' && !they_lost_disc) {
+                                       if (last_pull_was_ours === true) {  // O point for them.
+                                               ++globals.their_clean_holds;
+                                       } else if (last_pull_was_ours === false) {
+                                               ++globals.their_clean_breaks;
+                                       }
+                               }
+                       }
+
+                       // Offense/defense management
+                       let last_offense = offense;
+                       if (type === 'set_defense' || type === 'goal' || type === 'throwaway' || type === 'drop' || type === 'was_d' || type === 'stallout') {
                                offense = false;
+                               we_lost_disc = true;
+                               if (keep && type !== 'goal' && !(type === 'set_defense' && last_pull_was_ours === null)) {
+                                       ++globals.turnovers_lost;
+                                       globals.touches_for_turnover += touches_this_possession;
+                                       if (possession_started != null) globals.time_for_turnover.push((t - possession_started) + extra_ms_this_possession);
+                               } else if (keep && type === 'goal') {
+                                       globals.touches_for_goal += touches_this_possession;
+                                       if (possession_started != null) globals.time_for_goal.push((t - possession_started) + extra_ms_this_possession);
+                               }
+                               touches_this_possession = 0;
+                               possession_started = null;
+                               extra_ms_this_possession = 0;
                        } else if (type === 'set_offense' || type === 'their_goal' || type === 'their_throwaway' || type === 'defense' || type === 'interception') {
                                offense = true;
+                               they_lost_disc = true;
+                               if (keep && type !== 'their_goal' && !(type === 'set_offense' && last_pull_was_ours === null)) {
+                                       ++globals.turnovers_won;
+                                       if (possession_started != null) globals.their_time_for_turnover.push((t - possession_started) + extra_ms_this_possession);
+                               } else if (keep && type === 'their_goal') {
+                                       if (possession_started != null) globals.their_time_for_goal.push((t - possession_started) + extra_ms_this_possession);
+                               }
+                               touches_this_possession = 0;
+                               possession_started = null;
+                               extra_ms_this_possession = 0;
+                       }
+                       if (type === 'goal' || type === 'their_goal') {
+                               between_points = true;
+                               we_lost_disc = false;
+                               they_lost_disc = false;
+                               touches_this_possession = 0;
+                       }
+                       if (last_offense !== offense && live_since !== null) {
+                               // Switched offense/defense status, so attribute this drive as needed,
+                               // and update live_since to take that into account.
+                               if (keep) {
+                                       for (const [q,p] of Object.entries(players)) {
+                                               if (p.on_field_since === null) {
+                                                       continue;
+                                               }
+                                               attribute_player_time(p, t, live_since, last_offense);
+                                       }
+                                       globals.playing_time_ms += t - live_since;
+                                       if (offense === true) {
+                                               globals.offensive_playing_time_ms += t - live_since;
+                                       } else if (offense === false) {
+                                               globals.defensive_playing_time_ms += t - live_since;
+                                       }
+                               }
+                               live_since = t;
+                       }
+                       // The rules for possessions are slightly different; we want to start at pulls,
+                       // not previous goals.
+                       if ((last_offense !== offense && type !== 'goal' && type !== 'their_goal' && live_since !== null) ||
+                           type === 'pull' || type === 'their_pull') {
+                               possession_started = t;
+                       } else if (type === 'stoppage') {
+                               if (possession_started !== null) {
+                                       extra_ms_this_possession = t - possession_started;
+                                       possession_started = null;
+                               }
+                       } else if (type === 'restart' && live_since !== null && !between_points) {
+                               possession_started = t;
+                       }
+
+                       // O/D-point management.
+                       if (type === 'pull') {
+                               last_pull_was_ours = true;
+                       } else if (type === 'their_pull') {
+                               last_pull_was_ours = false;
+                       } else if (type === 'set_offense' && last_pull_was_ours === null) {
+                               // set_offense could either be “changed to offense for some reason
+                               // we could not express”, or “we started in the middle of a point,
+                               // and we are offense”. We assume that if we already saw the pull,
+                               // it's the former, and if not, it's the latter; thus, the === null
+                               // test above. (It could also be “we set offense before the pull,
+                               // so that we get the right button enabled”, in which case it will
+                               // be overwritten by the next pull/their_pull event anyway.)
+                               last_pull_was_ours = false;
+                       } else if (type === 'set_defense' && last_pull_was_ours === null) {
+                               // Similar.
+                               last_pull_was_ours = true;
+                       } else if (type === 'goal' || type === 'their_goal') {
+                               last_pull_was_ours = null;
+                       }
+
+                       // Formation management
+                       if (type === 'formation_offense' || type === 'formation_defense') {
+                               let id = e.formation === null ? 0 : e.formation;
+                               let for_offense = (type === 'formation_offense');
+                               if (offense === for_offense) {
+                                       formations_used_this_point.add(id);
+                               } else if (for_offense) {
+                                       pending_offensive_formation = id;
+                               } else {
+                                       pending_defensive_formation = id;
+                               }
+                               if (for_offense) {
+                                       last_offensive_formation = id;
+                               } else {
+                                       last_defensive_formation = id;
+                               }
+                       } else if (last_offense !== offense) {
+                               if (offense === true && pending_offensive_formation !== null) {
+                                       formations_used_this_point.add(pending_offensive_formation);
+                                       pending_offensive_formation = null;
+                               } else if (offense === false && pending_defensive_formation !== null) {
+                                       formations_used_this_point.add(pending_defensive_formation);
+                                       pending_defensive_formation = null;
+                               } else if (offense === true && last_defensive_formation !== null) {
+                                       if (should_reuse_last_formation(match['events'], t)) {
+                                               formations_used_this_point.add(last_defensive_formation);
+                                       }
+                               } else if (offense === false && last_offensive_formation !== null) {
+                                       if (should_reuse_last_formation(match['events'], t)) {
+                                               formations_used_this_point.add(last_offensive_formation);
+                                       }
+                               }
+                       }
+
+                       if (type !== 'out' && type !== 'in' && p !== undefined && p.on_field_since === null) {
+                               console.log(match['description'] + ' ' + format_time(t) + ': Event “' + type + '” on subbed-out player ' + p.name);
+                       }
+                       if (type === 'catch' && handler !== null && players[handler].on_field_since === null) {
+                               // The handler subbed out and was replaced with another handler,
+                               // so this wasn't a pass.
+                               handler = null;
                        }
 
                        // Event management
-                       if (type === 'catch' || type === 'goal') {
+                       if (type === 'goal' && handler === e['player'] && handler_got_by_interception) {
+                               // Self-pass to goal after an interception; this is not a real pass,
+                               // just how we represent a Callahan right now -- so don't
+                               // count the throw, any assists or similar.
+                               //
+                               // It's an open question how we should handle a self-pass that is
+                               // _not_ after an interception, or a self-pass that's not a goal.
+                               // (It must mean we tipped off someone.) We'll count it as a regular one
+                               // for the time being, although it will make hockey assists weird.
+                               if (keep) {  // TODO: keep_pass()?
+                                       ++p.goals;
+                                       ++p.callahans;
+                               }
+                               handler = prev_handler = null;
+                       } else if (type === 'catch' || type === 'goal') {
                                if (handler !== null) {
-                                       ++players[handler].num_throws;
-                                       ++p.catches;
+                                       if (keep && keep_pass(handler, e['player'], filters)) {
+                                               ++players[handler].num_throws;
+                                               ++p.catches;
+                                       }
                                }
 
-                               ++p.touches;
+                               if (keep && keep_pass(handler, e['player'], filters)) ++p.touches;
+                               ++touches_this_possession;
                                if (type === 'goal') {
-                                       if (prev_handler !== null) {
-                                               ++players[prev_handler].hockey_assists;
-                                       }
-                                       if (handler !== null) {
-                                               ++players[handler].assists;
+                                       if (keep && keep_pass(handler, e['player'], filters)) {
+                                               if (prev_handler !== null) {
+                                                       ++players[prev_handler].hockey_assists;
+                                               }
+                                               if (handler !== null) {
+                                                       ++players[handler].assists;
+                                               }
+                                               ++p.goals;
                                        }
-                                       ++p.goals;
                                        handler = prev_handler = null;
                                } else {
                                        // Update hold history.
                                        prev_handler = handler;
                                        handler = e['player'];
+                                       handler_got_by_interception = false;
                                }
                        } else if (type === 'throwaway') {
-                               ++p.num_throws;
-                               ++p.throwaways;
+                               if (keep && keep_pass(e['player'], null, filters)) {
+                                       ++p.num_throws;
+                                       ++p.throwaways;
+                               }
                                handler = prev_handler = null;
                        } else if (type === 'drop') {
-                               ++p.drops;
+                               if (keep && keep_pass(handler, e['player'], filters)) ++p.drops;
+                               handler = prev_handler = null;
+                       } else if (type === 'stallout') {
+                               if (keep) ++p.stallouts;
+                               handler = prev_handler = null;
+                       } else if (type === 'was_d') {
+                               if (keep && keep_pass(handler, e['player'], filters)) ++p.was_ds;
                                handler = prev_handler = null;
                        } else if (type === 'defense') {
-                               ++p.defenses;
+                               if (keep) ++p.defenses;
                        } else if (type === 'interception') {
-                               ++p.interceptions;
-                               ++p.defenses;
-                               ++p.touches;
+                               if (keep && keep_pass(null, e['player'], filters)) {
+                                       ++p.catches;
+                                       ++p.defenses;
+                                       ++p.touches;
+                                       ++touches_this_possession;
+                               }
                                prev_handler = null;
                                handler = e['player'];
+                               handler_got_by_interception = true;
                        } else if (type === 'offensive_soft_plus' || type === 'offensive_soft_minus' || type === 'defensive_soft_plus' || type === 'defensive_soft_minus') {
-                               ++p[type];
+                               if (keep) ++p[type];
                        } else if (type !== 'in' && type !== 'out' && type !== 'pull' &&
-                                  type !== 'their_goal' && type !== 'stoppage' && type !== 'unknown' &&
+                                  type !== 'their_goal' && type !== 'stoppage' && type !== 'restart' && type !== 'unknown' &&
                                   type !== 'set_defense' && type !== 'goal' && type !== 'throwaway' &&
-                                  type !== 'drop' && type !== 'set_offense' && type !== 'their_goal' &&
-                                  type !== 'pull' && type !== 'pull_landed' && type !== 'pull_oob' &&
-                                  type !== 'their_throwaway' && type !== 'defense' && type !== 'interception') {
-                               console.log("Unknown event:", e);
+                                  type !== 'drop' && type !== 'was_d' && type !== 'stallout' && type !== 'set_offense' && type !== 'their_goal' &&
+                                  type !== 'pull' && type !== 'pull_landed' && type !== 'pull_oob' && type !== 'their_pull' &&
+                                  type !== 'their_throwaway' && type !== 'defense' && type !== 'interception' &&
+                                  type !== 'formation_offense' && type !== 'formation_defense') {
+                               console.log(format_time(t) + ": Unknown event “" + e + "”");
+                       }
+
+                       if (type === 'goal' || type === 'their_goal') {
+                               formations_used_this_point.clear();
+                       }
+               }
+
+               // Add field time for all players still left at match end.
+               const keep = keep_event(players, formations_used_this_point, last_pull_was_ours, filters);
+               if (keep) {
+                       for (const [q,p] of Object.entries(players)) {
+                               if (p.on_field_since !== null && last_goal !== null) {
+                                       p.field_time_ms += last_goal - p.on_field_since;
+                               }
+                       }
+                       if (game_started !== null && last_goal !== null) {
+                               globals.field_time_ms += last_goal - game_started;
                        }
+                       if (live_since !== null && last_goal !== null) {
+                               globals.playing_time_ms += last_goal - live_since;
+                               if (offense === true) {
+                                       globals.offensive_playing_time_ms += last_goal - live_since;
+                               } else if (offense === false) {
+                                       globals.defensive_playing_time_ms += last_goal - live_since;
+                               }
+                       }
+               }
+       }
+       return players;
+}
+
+function recursively_expand_filterset(filterset, base, result)
+{
+       if (result.length >= 100) {
+               return;
+       }
+       if (base.length == filterset.length) {
+               result.push(base);
+               return;
+       }
+       let filter = filterset[base.length];
+       if (filter.split) {
+               let elements = filter.elements;
+               if (elements.size === 0) {
+                       elements = filter.choices;
                }
+               for (const element of elements) {
+                       let split_filter = {
+                               'type': filter.type,
+                               'elements': new Set([ element ]),
+                               'split': false,  // Not used.
+                       };
+                       recursively_expand_filterset(filterset, [...base, split_filter], result);
+               }
+       } else {
+               recursively_expand_filterset(filterset, [...base, filter], result);
+       }
+}
+
+function expand_filtersets(filtersets) {
+       if (filtersets.length === 0) {
+               return [[]];
+       }
+
+       let expanded = [];
+       for (const filterset of filtersets) {
+               recursively_expand_filterset(filterset, [], expanded);
        }
+       return expanded;
+}
 
+function process_matches(json, unexpanded_filtersets) {
        let chosen_category = get_chosen_category();
        write_main_menu(chosen_category);
 
-       let rows = [];
-       if (chosen_category === 'general') {
-               rows = make_table_general(players);
-       } else if (chosen_category === 'offense') {
-               rows = make_table_offense(players);
-       } else if (chosen_category === 'defense') {
-               rows = make_table_defense(players);
+       let filtersets = expand_filtersets(Object.values(unexpanded_filtersets));
+
+       let rowsets = [];
+       for (const filter of filtersets) {
+               let players = calc_stats(json, filter);
+               let rows = [];
+               if (chosen_category === 'general') {
+                       rows = make_table_general(players);
+               } else if (chosen_category === 'offense') {
+                       rows = make_table_offense(players);
+               } else if (chosen_category === 'defense') {
+                       rows = make_table_defense(players);
+               } else if (chosen_category === 'playing_time') {
+                       rows = make_table_playing_time(players);
+               } else if (chosen_category === 'per_point') {
+                       rows = make_table_per_point(players);
+               } else if (chosen_category === 'team_wide') {
+                       rows = make_table_team_wide(players);
+               }
+               rowsets.push(rows);
+       }
+
+       let merged_rows = [];
+       if (filtersets.length > 1) {
+               for (let i = 0; i < rowsets.length; ++i) {
+                       let marker = make_filter_marker(filtersets[i]);
+
+                       // Make filter header.
+                       let tr = rowsets[i][0];
+                       let th = document.createElement('th');
+                       th.textContent = '';
+                       tr.insertBefore(th, tr.firstChild);
+
+                       for (let j = 1; j < rowsets[i].length; ++j) {
+                               let tr = rowsets[i][j];
+
+                               // Remove the name for cleanness.
+                               if (i != 0) {
+                                       tr.firstChild.nextSibling.textContent = '';
+                               }
+
+                               if (i != 0) {
+                                       tr.style.borderTop = '0px';
+                               }
+                               if (i != rowsets.length - 1) {
+                                       tr.style.borderBottom = '0px';
+                               }
+
+                               // Make filter marker.
+                               let td = document.createElement('td');
+                               td.textContent = marker;
+                               td.classList.add('filtermarker');
+                               tr.insertBefore(td, tr.firstChild);
+                       }
+               }
+
+               for (let i = 0; i < rowsets[0].length; ++i) {
+                       for (let j = 0; j < rowsets.length; ++j) {
+                               merged_rows.push(rowsets[j][i]);
+                               if (i === 0) break;  // Don't merge the headings.
+                       }
+               }
+       } else {
+               merged_rows = rowsets[0];
        }
-       document.getElementById('stats').replaceChildren(...rows);
+       document.getElementById('stats').replaceChildren(...merged_rows);
 }
 
 function get_chosen_category() {
@@ -206,6 +866,12 @@ function get_chosen_category() {
                return 'offense';
        } else if (window.location.hash === '#defense') {
                return 'defense';
+       } else if (window.location.hash === '#playing_time') {
+               return 'playing_time';
+       } else if (window.location.hash === '#per_point') {
+               return 'per_point';
+       } else if (window.location.hash === '#team_wide') {
+               return 'team_wide';
        } else {
                return 'general';
        }
@@ -213,142 +879,1543 @@ function get_chosen_category() {
 
 function write_main_menu(chosen_category) {
        let elems = [];
-       if (chosen_category === 'general') {
-               elems.push(document.createTextNode('General'));
-       } else {
-               let a = document.createElement('a');
-               a.appendChild(document.createTextNode('General'));
-               a.setAttribute('href', '#general');
-               elems.push(a);
+       const categories = [
+               ['general', 'General'],
+               ['offense', 'Offense'],
+               ['defense', 'Defense'],
+               ['playing_time', 'Playing time'],
+               ['per_point', 'Per point'],
+               ['team_wide', 'Team-wide'],
+       ];
+       for (const [id, title] of categories) {
+               if (chosen_category === id) {
+                       let span = document.createElement('span');
+                       span.innerText = title;
+                       elems.push(span);
+               } else {
+                       let a = document.createElement('a');
+                       a.appendChild(document.createTextNode(title));
+                       a.setAttribute('href', '#' + id);
+                       elems.push(a);
+               }
        }
 
-       elems.push(document.createTextNode(' | '));
-       if (chosen_category === 'offense') {
-               elems.push(document.createTextNode('Offense'));
-       } else {
-               let a = document.createElement('a');
-               a.appendChild(document.createTextNode('Offense'));
-               a.setAttribute('href', '#offense');
-               elems.push(a);
+       document.getElementById('mainmenu').replaceChildren(...elems);
+}
+
+// https://en.wikipedia.org/wiki/1.96#History
+const z = 1.959964;
+
+const ci_width = 100;
+const ci_height = 20;
+
+function make_binomial_ci(val, num, z) {
+       let avg = val / num;
+
+       // https://en.wikipedia.org/wiki/Binomial_proportion_confidence_interval#Wilson_score_interval
+       let low  = (avg + z*z/(2*num) - z * Math.sqrt(avg * (1.0 - avg) / num + z*z/(4*num*num))) / (1 + z*z/num);   
+       let high = (avg + z*z/(2*num) + z * Math.sqrt(avg * (1.0 - avg) / num + z*z/(4*num*num))) / (1 + z*z/num); 
+
+       // Fix the signs so that we don't get -0.00.
+       low = Math.max(low, 0.0);
+       return {
+               'val': avg,
+               'lower_ci': low,
+               'upper_ci': high,
+               'min': 0.0,
+               'max': 1.0,
+       };
+}
+
+// These can only happen once per point, but you get -1 and +1
+// instead of 0 and +1. After we rewrite to 0 and 1, it's a binomial,
+// and then we can rewrite back.
+function make_efficiency_ci(points_won, points_completed, z)
+{
+       let ci = make_binomial_ci(points_won, points_completed, z);
+       ci.val = 2.0 * ci.val - 1.0;
+       ci.lower_ci = 2.0 * ci.lower_ci - 1.0;
+       ci.upper_ci = 2.0 * ci.upper_ci - 1.0;
+       ci.min = -1.0;
+       ci.max = 1.0;
+       ci.desired = 0.0;  // Desired = positive efficiency.
+       return ci;
+}
+
+// Ds, throwaways and drops can happen multiple times per point,
+// so they are Poisson distributed.
+//
+// Modified Wald (recommended by http://www.ine.pt/revstat/pdf/rs120203.pdf
+// since our rates are definitely below 2 per point).
+//
+// FIXME: z is ignored.
+function make_poisson_ci(val, num, z, inverted)
+{
+       let low  = (val == 0) ? 0.0 : ((val - 0.5) - Math.sqrt(val - 0.5)) / num;
+       let high = (val == 0) ? -Math.log(0.025) / num : ((val + 0.5) + Math.sqrt(val + 0.5)) / num;
+
+       // Fix the signs so that we don't get -0.00.
+       low = Math.max(low, 0.0);
+
+       // The display range of 0 to 0.5 is fairly arbitrary. So is the desired 0.05 per point.
+       let avg = val / num;
+       return {
+               'val': avg,
+               'lower_ci': low,
+               'upper_ci': high,
+               'min': 0.0,
+               'max': 0.5,
+               'desired': 0.05,
+               'inverted': inverted,
+       };
+}
+
+// Wilson and Hilferty, again recommended for general use in the PDF above
+// (anything from their group “G1” works).
+// https://en.wikipedia.org/wiki/Poisson_distribution#Confidence_interval
+function make_poisson_ci_large(val, num, z)
+{
+       let low  = val * Math.pow(1.0 - 1.0 / (9.0 * val) - z / (3.0 * Math.sqrt(val)), 3.0) / num;
+       let high = (val + 1.0) * Math.pow(1.0 - 1.0 / (9.0 * (val + 1.0)) + z / (3.0 * Math.sqrt(val + 1.0)), 3.0) / num;
+
+       // Fix the signs so that we don't get -0.00.
+       low = Math.max(low, 0.0);
+
+       // The display range of 0 to 25.0 is fairly arbitrary. We have no desire here
+       // (this is used for number of touches).
+       let avg = val / num;
+       return {
+               'val': avg,
+               'lower_ci': low,
+               'upper_ci': high,
+               'min': 0.0,
+               'max': 25.0,
+               'desired': 0.0,
+               'inverted': false,
+       };
+}
+
+// We don't really know what to expect for possessions; it appears roughly
+// lognormal, but my head doesn't work well enough to extract the CI for
+// the estimated sample mean, and now my head spins around whether we do
+// this correctly even for Poisson :-) But we do a simple (non-BCa) bootstrap
+// here, which should give us what we want.
+//
+// FIXME: z is ignored.
+function make_ci_duration(vals, z)
+{
+       // Bootstrap.
+       let sample_means = [];
+       for (let i = 0; i < 300; ++i) {
+               let sum = 0.0;
+               for (let j = 0; j < vals.length; ++j) {
+                       sum += vals[Math.floor(Math.random() * vals.length)];
+               }
+               sample_means.push(sum / vals.length);
        }
+       sample_means.sort();
 
-       elems.push(document.createTextNode(' | '));
-       if (chosen_category === 'defense') {
-               elems.push(document.createTextNode('Defense'));
-       } else {
-               let a = document.createElement('a');
-               a.appendChild(document.createTextNode('Defense'));
-               a.setAttribute('href', '#defense');
-               elems.push(a);
+       // Interpolating here would probably be better, but OK.
+       let low  = sample_means[Math.floor(0.025 * sample_means.length)];
+       let high = sample_means[Math.floor(0.975 * sample_means.length)];
+
+       // Find the point estimate of the mean.
+       let sum = 0.0;
+       for (const v of vals) {
+               sum += v;
        }
+       let avg = sum / vals.length;
 
-       document.getElementById('mainmenu').replaceChildren(...elems);
+       return {
+               'val': avg / 1000.0,
+               'lower_ci': low / 1000.0,
+               'upper_ci': high / 1000.0,
+               'min': 0.0,
+               'max': 120.0,
+               'desired': 0.0,
+               'inverted': false,
+               'unit': 'sec',
+               'decimals': 1,
+       };
 }
 
 function make_table_general(players) {
        let rows = [];
        {
                let header = document.createElement('tr');
-               add_cell(header, 'th', 'Player');
-               add_cell(header, 'th', '+/-');
-               add_cell(header, 'th', 'Soft +/-');
-               add_cell(header, 'th', 'Points played');
-               add_cell(header, 'th', 'Time played');
+               add_th(header, 'Player');
+               add_th(header, '+/-');
+               add_th(header, 'Soft +/-');
+               add_th(header, 'O efficiency');
+               add_th(header, 'D efficiency');
+               add_th(header, 'Points played');
                rows.push(header);
        }
 
-       for (const [q,p] of Object.entries(players)) {
+       for (const [q,p] of get_sorted_players(players)) {
+               if (q === 'globals') continue;
                let row = document.createElement('tr');
-               let pm = p.goals + p.assists + p.hockey_assists + p.defenses - p.throwaways - p.drops;
+               let pm = p.goals + p.assists + p.hockey_assists + p.defenses - p.throwaways - p.drops - p.was_ds - p.stallouts;
                let soft_pm = p.offensive_soft_plus + p.defensive_soft_plus - p.offensive_soft_minus - p.defensive_soft_minus;
-               add_cell(row, 'td', p.name);  // TODO: number?
-               add_cell(row, 'td', pm > 0 ? ('+' + pm) : pm);
-               add_cell(row, 'td', soft_pm > 0 ? ('+' + soft_pm) : soft_pm);
-               add_cell(row, 'td', p.points_played);
-               add_cell(row, 'td', Math.floor(p.playing_time_ms / 60000) + ' min');
+               let o_efficiency = make_efficiency_ci(p.offensive_points_won, p.offensive_points_completed, z);
+               let d_efficiency = make_efficiency_ci(p.defensive_points_won, p.defensive_points_completed, z);
+               let name = add_3cell(row, p.name, 'name');  // TODO: number?
+               add_3cell(row, pm > 0 ? ('+' + pm) : pm);
+               add_3cell(row, soft_pm > 0 ? ('+' + soft_pm) : soft_pm);
+               add_3cell_ci(row, o_efficiency);
+               add_3cell_ci(row, d_efficiency);
+               add_3cell(row, p.points_played);
+               row.dataset.player = q;
                rows.push(row);
-               console.log(p.name + " played " + p.points_played + " points (" + Math.floor(p.playing_time_ms / 60000) + " min), " + p.goals + " goals, " + p.assists + " assists, plus/minus: " + pm);
        }
+
+       // Globals.
+       let globals = players['globals'];
+       let o_efficiency = make_efficiency_ci(globals.offensive_points_won, globals.offensive_points_completed, z);
+       let d_efficiency = make_efficiency_ci(globals.defensive_points_won, globals.defensive_points_completed, z);
+       let row = document.createElement('tr');
+       add_3cell(row, '');
+       add_3cell(row, '');
+       add_3cell(row, '');
+       add_3cell_ci(row, o_efficiency);
+       add_3cell_ci(row, d_efficiency);
+       add_3cell(row, globals.points_played);
+       rows.push(row);
+
        return rows;
 }
 
-function make_table_offense(players) {
+function make_table_team_wide(players) {
+       let globals = players['globals'];
+
        let rows = [];
        {
                let header = document.createElement('tr');
-               add_cell(header, 'th', 'Player');
-               add_cell(header, 'th', 'Goals');
-               add_cell(header, 'th', 'Assists');
-               add_cell(header, 'th', 'Hockey assists');
-               add_cell(header, 'th', 'Throws');
-               add_cell(header, 'th', 'Throwaways');
-               add_cell(header, 'th', '%OK');
-               add_cell(header, 'th', 'Catches');
-               add_cell(header, 'th', 'Drops');
-               add_cell(header, 'th', '%OK');
-               add_cell(header, 'th', 'Soft +/-');
+               add_th(header, '');
+               add_th(header, 'Our team', 6);
+               add_th(header, 'Opponents', 6);
                rows.push(header);
        }
 
-       for (const [q,p] of Object.entries(players)) {
-               let throw_ok = 100 * (1 - p.throwaways / p.num_throws);
-               let catch_ok = 100 * (p.catches / (p.catches + p.drops));
+       // Turnovers.
+       {
+               let row = document.createElement('tr');
+               let name = add_3cell(row, 'Turnovers generated', 'name');
+               add_3cell(row, globals.turnovers_won);
+               add_3cell(row, '');
+               add_3cell(row, globals.turnovers_lost);
+               add_3cell(row, '');
+               rows.push(row);
+       }
+
+       // Clean holds.
+       {
+               let row = document.createElement('tr');
+               let name = add_3cell(row, 'Clean holds', 'name');
+               let our_clean_holds = make_binomial_ci(globals.clean_holds, globals.offensive_points_completed, z);
+               let their_clean_holds = make_binomial_ci(globals.their_clean_holds, globals.defensive_points_completed, z);
+               our_clean_holds.desired = 0.3;  // Arbitrary.
+               our_clean_holds.format = 'percentage';
+               their_clean_holds.desired = 0.3;
+               their_clean_holds.format = 'percentage';
+               add_3cell(row, globals.clean_holds + ' / ' + globals.offensive_points_completed);
+               add_3cell_ci(row, our_clean_holds);
+               add_3cell(row, globals.their_clean_holds + ' / ' + globals.defensive_points_completed);
+               add_3cell_ci(row, their_clean_holds);
+               rows.push(row);
+       }
+
+       // Clean breaks.
+       {
+               let row = document.createElement('tr');
+               let name = add_3cell(row, 'Clean breaks', 'name');
+               let our_clean_breaks = make_binomial_ci(globals.clean_breaks, globals.defensive_points_completed, z);
+               let their_clean_breaks = make_binomial_ci(globals.their_clean_breaks, globals.offensive_points_completed, z);
+               our_clean_breaks.desired = 0.3;  // Arbitrary.
+               our_clean_breaks.format = 'percentage';
+               their_clean_breaks.desired = 0.3;
+               their_clean_breaks.format = 'percentage';
+               add_3cell(row, globals.clean_breaks + ' / ' + globals.defensive_points_completed);
+               add_3cell_ci(row, our_clean_breaks);
+               add_3cell(row, globals.their_clean_breaks + ' / ' + globals.offensive_points_completed);
+               add_3cell_ci(row, their_clean_breaks);
+               rows.push(row);
+       }
+
+       // Touches. We only have information for our team here.
+       {
+               let goals = 0;
+               for (const [q,p] of get_sorted_players(players)) {
+                       if (q === 'globals') continue;
+                       goals += p.goals;
+               }
+               let row = document.createElement('tr');
+               let name = add_3cell(row, 'Touches per possession (all)', 'name');
+               let touches = globals.touches_for_turnover + globals.touches_for_goal;
+               let possessions = goals + globals.turnovers_lost;
+               add_3cell(row, '');
+               add_3cell_ci(row, make_poisson_ci_large(touches, possessions, z));
+               add_3cell(row, '');
+               add_3cell(row, '');
+               rows.push(row);
+
+               row = document.createElement('tr');
+               add_3cell(row, 'Touches per possession (goals)', 'name');
+               add_3cell(row, '');
+               add_3cell_ci(row, make_poisson_ci_large(globals.touches_for_goal, goals, z));
+               add_3cell(row, '');
+               add_3cell(row, '');
+               rows.push(row);
+
+               row = document.createElement('tr');
+               add_3cell(row, 'Touches per possession (turnovers)', 'name');
+               add_3cell(row, '');
+               add_3cell_ci(row, make_poisson_ci_large(globals.touches_for_turnover, globals.turnovers_lost, z));
+               add_3cell(row, '');
+               add_3cell(row, '');
+               rows.push(row);
+       }
 
+       // Time. Here we have (roughly) for both.
+       {
                let row = document.createElement('tr');
-               add_cell(row, 'td', p.name);  // TODO: number?
-               add_cell(row, 'td', p.goals);
-               add_cell(row, 'td', p.assists);
-               add_cell(row, 'td', p.hockey_assists);
-               add_cell(row, 'td', p.num_throws);
-               add_cell(row, 'td', p.throwaways);
-               add_cell(row, 'td', throw_ok.toFixed(0) + '%');
-               add_cell(row, 'td', p.catches);
-               add_cell(row, 'td', p.drops);
-               add_cell(row, 'td', catch_ok.toFixed(0) + '%');
-               add_cell(row, 'td', '+' + p.offensive_soft_plus);
-               add_cell(row, 'td', '-' + p.offensive_soft_minus);
+               let name = add_3cell(row, 'Time per possession (all)', 'name');
+               let time = globals.time_for_turnover.concat(globals.time_for_goal);
+               let their_time = globals.their_time_for_turnover.concat(globals.their_time_for_goal);
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(time, z));
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(their_time, z));
+               rows.push(row);
+
+               row = document.createElement('tr');
+               add_3cell(row, 'Time per possession (goals)', 'name');
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(globals.time_for_goal, z));
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(globals.their_time_for_goal, z));
+               rows.push(row);
+
+               row = document.createElement('tr');
+               add_3cell(row, 'Time per possession (turnovers)', 'name');
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(globals.time_for_turnover, z));
+               add_3cell(row, '');
+               add_3cell_ci(row, make_ci_duration(globals.their_time_for_turnover, z));
                rows.push(row);
        }
+
        return rows;
 }
 
-function make_table_defense(players) {
+function make_table_offense(players) {
        let rows = [];
        {
                let header = document.createElement('tr');
-               add_cell(header, 'th', 'Player');
-               add_cell(header, 'th', 'Ds');
-               add_cell(header, 'th', 'Pulls');
-               add_cell(header, 'th', 'OOB pulls');
-               add_cell(header, 'th', 'Avg. hang time (IB)');
-               add_cell(header, 'th', 'Soft +/-');
+               add_th(header, 'Player');
+               add_th(header, 'Goals');
+               add_th(header, 'Assists');
+               add_th(header, 'Hockey assists');
+               add_th(header, 'Throws');
+               add_th(header, 'Throwaways');
+               add_th(header, '%OK');
+               add_th(header, 'Catches');
+               add_th(header, 'Drops');
+               add_th(header, 'D-ed');
+               add_th(header, '%OK');
+               add_th(header, 'Stalls');
+               add_th(header, 'Soft +/-', 6);
                rows.push(header);
        }
-       for (const [q,p] of Object.entries(players)) {
-               let sum_time = 0;
-               for (const t of p.pull_times) {
-                       sum_time += t;
-               }
-               let avg_time = 1e-3 * sum_time / p.pulls;
-               let oob_pct = 100 * p.oob_pulls / p.pulls;
+
+       let goals = 0;
+       let num_throws = 0;
+       let throwaways = 0;
+       let catches = 0;
+       let drops = 0;
+       let was_ds = 0;
+       let stallouts = 0;
+       for (const [q,p] of get_sorted_players(players)) {
+               if (q === 'globals') continue;
+               let throw_ok = make_binomial_ci(p.num_throws - p.throwaways, p.num_throws, z);
+               let catch_ok = make_binomial_ci(p.catches, p.catches + p.drops + p.was_ds, z);
+
+               throw_ok.format = 'percentage';
+               catch_ok.format = 'percentage';
+
+               // Desire at least 90% percentage. Fairly arbitrary.
+               throw_ok.desired = 0.9;
+               catch_ok.desired = 0.9;
 
                let row = document.createElement('tr');
-               add_cell(row, 'td', p.name);  // TODO: number?
-               add_cell(row, 'td', p.defenses);
-               add_cell(row, 'td', p.pulls);
-               if (p.pulls === 0) {
-                       add_cell(row, 'td', 'N/A');
-               } else {
-                       add_cell(row, 'td', p.oob_pulls + ' (' + oob_pct.toFixed(0) + '%)');
-               }
-               if (p.pulls > p.oob_pulls) {
-                       add_cell(row, 'td', avg_time.toFixed(1) + ' sec');
+               add_3cell(row, p.name, 'name');  // TODO: number?
+               add_3cell(row, p.goals);
+               add_3cell(row, p.assists);
+               add_3cell(row, p.hockey_assists);
+               add_3cell(row, p.num_throws);
+               add_3cell(row, p.throwaways);
+               add_3cell_ci(row, throw_ok);
+               add_3cell(row, p.catches);
+               add_3cell(row, p.drops);
+               add_3cell(row, p.was_ds);
+               add_3cell_ci(row, catch_ok);
+               add_3cell(row, p.stallouts);
+               add_3cell(row, '+' + p.offensive_soft_plus);
+               add_3cell(row, '-' + p.offensive_soft_minus);
+               row.dataset.player = q;
+               rows.push(row);
+
+               goals += p.goals;
+               num_throws += p.num_throws;
+               throwaways += p.throwaways;
+               catches += p.catches;
+               drops += p.drops;
+               was_ds += p.was_ds;
+               stallouts += p.stallouts;
+       }
+
+       // Globals.
+       let throw_ok = make_binomial_ci(num_throws - throwaways, num_throws, z);
+       let catch_ok = make_binomial_ci(catches, catches + drops + was_ds, z);
+       throw_ok.format = 'percentage';
+       catch_ok.format = 'percentage';
+       throw_ok.desired = 0.9;
+       catch_ok.desired = 0.9;
+
+       let row = document.createElement('tr');
+       add_3cell(row, '');
+       add_3cell(row, goals);
+       add_3cell(row, '');
+       add_3cell(row, '');
+       add_3cell(row, num_throws);
+       add_3cell(row, throwaways);
+       add_3cell_ci(row, throw_ok);
+       add_3cell(row, catches);
+       add_3cell(row, drops);
+       add_3cell(row, was_ds);
+       add_3cell_ci(row, catch_ok);
+       add_3cell(row, stallouts);
+       add_3cell(row, '');
+       add_3cell(row, '');
+       rows.push(row);
+
+       return rows;
+}
+
+function make_table_defense(players) {
+       let rows = [];
+       {
+               let header = document.createElement('tr');
+               add_th(header, 'Player');
+               add_th(header, 'Ds');
+               add_th(header, 'Pulls');
+               add_th(header, 'OOB pulls');
+               add_th(header, 'OOB%');
+               add_th(header, 'Avg. hang time (IB)');
+               add_th(header, 'Callahans');
+               add_th(header, 'Soft +/-', 6);
+               rows.push(header);
+       }
+
+       let defenses = 0;
+       let pulls = 0;
+       let oob_pulls = 0;
+       let sum_sum_time = 0;
+       let callahans = 0;
+
+       for (const [q,p] of get_sorted_players(players)) {
+               if (q === 'globals') continue;
+               let sum_time = 0;
+               for (const t of p.pull_times) {
+                       sum_time += t;
+               }
+               let avg_time = 1e-3 * sum_time / (p.pulls - p.oob_pulls);
+               let oob_pct = 100 * p.oob_pulls / p.pulls;
+
+               let ci_oob = make_binomial_ci(p.oob_pulls, p.pulls, z);
+               ci_oob.format = 'percentage';
+               ci_oob.desired = 0.2;  // Arbitrary.
+               ci_oob.inverted = true;
+
+               let row = document.createElement('tr');
+               add_3cell(row, p.name, 'name');  // TODO: number?
+               add_3cell(row, p.defenses);
+               add_3cell(row, p.pulls);
+               add_3cell(row, p.oob_pulls);
+               add_3cell_ci(row, ci_oob);
+               if (p.pulls > p.oob_pulls) {
+                       add_3cell(row, avg_time.toFixed(1) + ' sec');
                } else {
-                       add_cell(row, 'td', 'N/A');
+                       add_3cell(row, 'N/A');
                }
-               add_cell(row, 'td', '+' + p.defensive_soft_plus);
-               add_cell(row, 'td', '-' + p.defensive_soft_minus);
+               add_3cell(row, p.callahans);
+               add_3cell(row, '+' + p.defensive_soft_plus);
+               add_3cell(row, '-' + p.defensive_soft_minus);
+               row.dataset.player = q;
                rows.push(row);
+
+               defenses += p.defenses;
+               pulls += p.pulls;
+               oob_pulls += p.oob_pulls;
+               sum_sum_time += sum_time;
+               callahans += p.callahans;
        }
+
+       // Globals.
+       let ci_oob = make_binomial_ci(oob_pulls, pulls, z);
+       ci_oob.format = 'percentage';
+       ci_oob.desired = 0.2;  // Arbitrary.
+       ci_oob.inverted = true;
+
+       let avg_time = 1e-3 * sum_sum_time / (pulls - oob_pulls);
+       let oob_pct = 100 * oob_pulls / pulls;
+
+       let row = document.createElement('tr');
+       add_3cell(row, '');
+       add_3cell(row, defenses);
+       add_3cell(row, pulls);
+       add_3cell(row, oob_pulls);
+       add_3cell_ci(row, ci_oob);
+       if (pulls > oob_pulls) {
+               add_3cell(row, avg_time.toFixed(1) + ' sec');
+       } else {
+               add_3cell(row, 'N/A');
+       }
+       add_3cell(row, callahans);
+       add_3cell(row, '');
+       add_3cell(row, '');
+       rows.push(row);
+
        return rows;
 }
+
+function make_table_playing_time(players) {
+       let rows = [];
+       {
+               let header = document.createElement('tr');
+               add_th(header, 'Player');
+               add_th(header, 'Points played');
+               add_th(header, 'Time played');
+               add_th(header, 'O time');
+               add_th(header, 'D time');
+               add_th(header, 'Time on field');
+               add_th(header, 'O points');
+               add_th(header, 'D points');
+               rows.push(header);
+       }
+
+       for (const [q,p] of get_sorted_players(players)) {
+               if (q === 'globals') continue;
+               let row = document.createElement('tr');
+               add_3cell(row, p.name, 'name');  // TODO: number?
+               add_3cell(row, p.points_played);
+               add_3cell(row, Math.floor(p.playing_time_ms / 60000) + ' min');
+               add_3cell(row, Math.floor(p.offensive_playing_time_ms / 60000) + ' min');
+               add_3cell(row, Math.floor(p.defensive_playing_time_ms / 60000) + ' min');
+               add_3cell(row, Math.floor(p.field_time_ms / 60000) + ' min');
+               add_3cell(row, p.offensive_points_completed);
+               add_3cell(row, p.defensive_points_completed);
+               row.dataset.player = q;
+               rows.push(row);
+       }
+
+       // Globals.
+       let globals = players['globals'];
+       let row = document.createElement('tr');
+       add_3cell(row, '');
+       add_3cell(row, globals.points_played);
+       add_3cell(row, Math.floor(globals.playing_time_ms / 60000) + ' min');
+       add_3cell(row, Math.floor(globals.offensive_playing_time_ms / 60000) + ' min');
+       add_3cell(row, Math.floor(globals.defensive_playing_time_ms / 60000) + ' min');
+       add_3cell(row, Math.floor(globals.field_time_ms / 60000) + ' min');
+       add_3cell(row, globals.offensive_points_completed);
+       add_3cell(row, globals.defensive_points_completed);
+       rows.push(row);
+
+       return rows;
+}
+
+function make_table_per_point(players) {
+       let rows = [];
+       {
+               let header = document.createElement('tr');
+               add_th(header, 'Player');
+               add_th(header, 'Goals');
+               add_th(header, 'Assists');
+               add_th(header, 'Hockey assists');
+               add_th(header, 'Ds');
+               add_th(header, 'Throwaways');
+               add_th(header, 'Recv. errors');
+               add_th(header, 'Touches');
+               rows.push(header);
+       }
+
+       let goals = 0;
+       let assists = 0;
+       let hockey_assists = 0;
+       let defenses = 0;
+       let throwaways = 0;
+       let receiver_errors = 0;
+       let touches = 0;
+       for (const [q,p] of get_sorted_players(players)) {
+               if (q === 'globals') continue;
+
+               // Can only happen once per point, so these are binomials.
+               let ci_goals = make_binomial_ci(p.goals, p.points_played, z);
+               let ci_assists = make_binomial_ci(p.assists, p.points_played, z);
+               let ci_hockey_assists = make_binomial_ci(p.hockey_assists, p.points_played, z);
+               // Arbitrarily desire at least 10% (not everybody can score or assist).
+               ci_goals.desired = 0.1;
+               ci_assists.desired = 0.1;
+               ci_hockey_assists.desired = 0.1;
+
+               let row = document.createElement('tr');
+               add_3cell(row, p.name, 'name');  // TODO: number?
+               add_3cell_ci(row, ci_goals);
+               add_3cell_ci(row, ci_assists);
+               add_3cell_ci(row, ci_hockey_assists);
+               add_3cell_ci(row, make_poisson_ci(p.defenses, p.points_played, z));
+               add_3cell_ci(row, make_poisson_ci(p.throwaways, p.points_played, z, true));
+               add_3cell_ci(row, make_poisson_ci(p.drops + p.was_ds, p.points_played, z, true));
+               if (p.points_played > 0) {
+                       add_3cell(row, p.touches == 0 ? 0 : (p.touches / p.points_played).toFixed(2));
+               } else {
+                       add_3cell(row, 'N/A');
+               }
+               row.dataset.player = q;
+               rows.push(row);
+
+               goals += p.goals;
+               assists += p.assists;
+               hockey_assists += p.hockey_assists;
+               defenses += p.defenses;
+               throwaways += p.throwaways;
+               receiver_errors += p.drops + p.was_ds;
+               touches += p.touches;
+       }
+
+       // Globals.
+       let globals = players['globals'];
+       let row = document.createElement('tr');
+       add_3cell(row, '');
+       if (globals.points_played > 0) {
+               let ci_goals = make_binomial_ci(goals, globals.points_played, z);
+               let ci_assists = make_binomial_ci(assists, globals.points_played, z);
+               let ci_hockey_assists = make_binomial_ci(hockey_assists, globals.points_played, z);
+               ci_goals.desired = 0.5;
+               ci_assists.desired = 0.5;
+               ci_hockey_assists.desired = 0.5;
+
+               add_3cell_ci(row, ci_goals);
+               add_3cell_ci(row, ci_assists);
+               add_3cell_ci(row, ci_hockey_assists);
+
+               add_3cell_ci(row, make_poisson_ci(defenses, globals.points_played, z));
+               add_3cell_ci(row, make_poisson_ci(throwaways, globals.points_played, z, true));
+               add_3cell_ci(row, make_poisson_ci(receiver_errors, globals.points_played, z, true));
+
+               add_3cell(row, touches == 0 ? 0 : (touches / globals.points_played).toFixed(2));
+       } else {
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell_with_filler_ci(row, 'N/A');
+               add_3cell(row, 'N/A');
+       }
+       rows.push(row);
+
+       return rows;
+}
+
+function open_filter_menu(click_to_add_div) {
+       document.getElementById('filter-submenu').style.display = 'none';
+       let filter_div = click_to_add_div.parentElement;
+       let filter_id = filter_div.dataset.filterId;
+
+       let menu = document.getElementById('filter-add-menu');
+       menu.parentElement.removeChild(menu);
+       filter_div.appendChild(menu);
+       menu.style.display = 'block';
+       menu.replaceChildren();
+
+       // Place the menu directly under the “click to add” label;
+       // we don't anchor it since that label will move around
+       // and the menu shouldn't.
+       let rect = click_to_add_div.getBoundingClientRect();
+       menu.style.left = rect.left + 'px';
+       menu.style.top = (rect.bottom + 10) + 'px';
+
+       let filterset = global_filters[filter_id];
+       if (filterset === undefined) {
+               global_filters[filter_id] = filterset = [];
+       }
+
+       add_menu_item(filter_div, filterset, menu, 0, 'match', 'Match (any)');
+       add_menu_item(filter_div, filterset, menu, 1, 'player_any', 'Player on field (any)');
+       add_menu_item(filter_div, filterset, menu, 2, 'player_all', 'Player on field (all)');
+       add_menu_item(filter_div, filterset, menu, 3, 'thrower', 'Thrower (any)');
+       add_menu_item(filter_div, filterset, menu, 4, 'receiver', 'Receiver (any)');
+       add_menu_item(filter_div, filterset, menu, 5, 'formation_offense', 'Offense played (any)');
+       add_menu_item(filter_div, filterset, menu, 6, 'formation_defense', 'Defense played (any)');
+       add_menu_item(filter_div, filterset, menu, 7, 'starting_on', 'Starting on');
+       add_menu_item(filter_div, filterset, menu, 8, 'gender_ratio', 'Gender ratio');
+}
+
+function add_menu_item(filter_div, filterset, menu, menu_idx, filter_type, title) {
+       let item = document.createElement('div');
+       item.classList.add('option');
+       item.appendChild(document.createTextNode(title));
+
+       let arrow = document.createElement('div');
+       arrow.classList.add('arrow');
+       arrow.textContent = '▸';
+       item.appendChild(arrow);
+
+       menu.appendChild(item);
+
+       item.addEventListener('click', (e) => { show_submenu(filter_div, filterset, menu_idx, null, filter_type); });
+}
+
+function find_all_ratios(json)
+{
+       let ratios = {};
+       let players = {};
+       for (const player of json['players']) {
+               players[player['player_id']] = {
+                       'gender': player['gender'],
+                       'last_point_seen': null,
+               };
+       }
+       for (const match of json['matches']) {
+               for (const [q,p] of Object.entries(players)) {
+                       p.on_field_since = null;
+               }
+               for (const e of match['events']) {
+                       let p = players[e['player']];
+                       let type = e['type'];
+                       if (type === 'in') {
+                               p.on_field_since = 1;
+                       } else if (type === 'out') {
+                               p.on_field_since = null;
+                       } else if (type === 'pull' || type == 'their_pull') {  // We assume no cross-gender subs for now.
+                               let code = find_gender_ratio_code(players);
+                               if (ratios[code] === undefined) {
+                                       ratios[code] = code;
+                                       if (code !== '4 F, 3 M' && code !== '4 M, 3 F' && code !== '3 M, 2 F' && code !== '3 F, 2 M') {
+                                               console.log('Unexpected gender ratio ' + code + ' first seen at: ' +
+                                                           match['description'] + ', ' + format_time(e['t']));
+                                       }
+                               }
+                       }
+               }
+       }
+       return ratios;
+}
+
+function show_submenu(filter_div, filterset, menu_idx, pill, filter_type) {
+       let submenu = document.getElementById('filter-submenu');
+
+       // Move to the same place as the top-level menu.
+       submenu.parentElement.removeChild(submenu);
+       document.getElementById('filter-add-menu').parentElement.appendChild(submenu);
+
+       let subitems = [];
+       const filter = find_filter(filterset, filter_type);
+
+       let choices = [];
+       if (filter_type === 'match') {
+               for (const match of global_json['matches']) {
+                       choices.push({
+                               'title': match['description'],
+                               'id': match['match_id']
+                       });
+               }
+       } else if (filter_type === 'player_any' || filter_type === 'player_all' || filter_type === 'thrower' || filter_type === 'receiver') {
+               for (const player of global_json['players']) {
+                       choices.push({
+                               'title': player['name'],
+                               'id': player['player_id']
+                       });
+               }
+       } else if (filter_type === 'formation_offense') {
+               choices.push({
+                       'title': '(None/unknown)',
+                       'id': 0,
+               });
+               for (const formation of global_json['formations']) {
+                       if (formation['offense']) {
+                               choices.push({
+                                       'title': formation['name'],
+                                       'id': formation['formation_id']
+                               });
+                       }
+               }
+       } else if (filter_type === 'formation_defense') {
+               choices.push({
+                       'title': '(None/unknown)',
+                       'id': 0,
+               });
+               for (const formation of global_json['formations']) {
+                       if (!formation['offense']) {
+                               choices.push({
+                                       'title': formation['name'],
+                                       'id': formation['formation_id']
+                               });
+                       }
+               }
+       } else if (filter_type === 'starting_on') {
+               choices.push({
+                       'title': 'Offense',
+                       'id': false,  // last_pull_was_ours
+               });
+               choices.push({
+                       'title': 'Defense',
+                       'id': true,  // last_pull_was_ours
+               });
+       } else if (filter_type === 'gender_ratio') {
+               for (const [title, id] of Object.entries(find_all_ratios(global_json)).sort()) {
+                       choices.push({
+                               'title': title,
+                               'id': id,
+                       });
+               }
+       }
+
+       let choice_set = new Set();
+       for (const choice of choices) {
+               choice_set.add(choice.id);
+       }
+
+       for (const choice of choices) {
+               let label = document.createElement('label');
+
+               let subitem = document.createElement('div');
+               subitem.classList.add('option');
+
+               let check = document.createElement('input');
+               check.setAttribute('type', 'checkbox');
+               check.setAttribute('id', 'choice' + choice.id);
+               if (filter !== null && filter.elements.has(choice.id)) {
+                       check.setAttribute('checked', 'checked');
+               }
+               check.addEventListener('change', (e) => { checkbox_changed(filter_div, filterset, e, filter_type, choice.id, choice_set); });
+
+               subitem.appendChild(check);
+               subitem.appendChild(document.createTextNode(choice.title));
+
+               label.appendChild(subitem);
+               subitems.push(label);
+       }
+
+       // If meaningful (it's not for player_all, since all data for that would be
+       // the same anyway), show the split checkbox.
+       if (choices.length > 1 && filter_type !== 'player_all') {
+               let label = document.createElement('label');
+
+               let subitem = document.createElement('div');
+               subitem.classList.add('option');
+
+               let check = document.createElement('input');
+               check.setAttribute('type', 'checkbox');
+               check.setAttribute('id', 'choice_split');
+               if (filter !== null && filter.split) {
+                       check.setAttribute('checked', 'checked');
+               }
+               check.addEventListener('change', (e) => { checkbox_changed(filter_div, filterset, e, filter_type, 'split', choice_set); });
+
+               subitem.appendChild(check);
+               let text_span = document.createElement('span');  // So that we can style its disabling later.
+               text_span.appendChild(document.createTextNode('Split'));
+               subitem.appendChild(text_span);
+               subitem.style.borderTop = '1px solid #ddd';
+
+               label.appendChild(subitem);
+               subitems.push(label);
+       }
+
+       submenu.replaceChildren(...subitems);
+       submenu.style.display = 'block';
+
+       if (pill !== null) {
+               let rect = pill.getBoundingClientRect();
+               submenu.style.top = (rect.bottom + 10) + 'px';
+               submenu.style.left = rect.left + 'px';
+       } else {
+               // Position just outside the selected menu.
+               let rect = document.getElementById('filter-add-menu').getBoundingClientRect();
+               submenu.style.top = (rect.top + menu_idx * 35) + 'px';
+               submenu.style.left = (rect.right - 1) + 'px';
+       }
+}
+
+// Find the right filter, if it exists.
+function find_filter(filterset, filter_type) {
+       for (let f of filterset) {
+               if (f.type === filter_type) {
+                       return f;
+               }
+       }
+       return null;
+}
+
+// Equivalent to Array.prototype.filter, but in-place.
+function inplace_filter(arr, cond) {
+       let j = 0;
+       for (let i = 0; i < arr.length; ++i) {
+               if (cond(arr[i])) {
+                       arr[j++] = arr[i];
+               }
+       }
+       arr.length = j;
+}
+
+function add_new_filterset() {
+       let template = document.querySelector('.filter');  // First one is fine.
+       let div = template.cloneNode(true);
+       let add_menu = div.querySelector('#filter-add-menu');
+       if (add_menu !== null) {
+               div.removeChild(add_menu);
+       }
+       let submenu = div.querySelector('#filter-submenu');
+       if (submenu !== null) {
+               div.removeChild(submenu);
+       }
+       div.querySelector('.filters').replaceChildren();
+       div.dataset.filterId = next_filterset_id++;
+       template.parentElement.appendChild(div);
+}
+
+function try_gc_filter_menus(cheap) {
+       let empties = [];
+       let divs = [];
+       for (const filter_div of document.querySelectorAll('.filter')) {
+               let id = filter_div.dataset.filterId;
+               divs.push(filter_div);
+               empties.push(global_filters[id] === undefined || global_filters[id].length === 0);
+       }
+       let last_div = divs[empties.length - 1];
+       if (cheap) {
+               // See if we have two empty filter lists at the bottom of the list;
+               // if so, we can remove one without it looking funny in the UI.
+               // If not, we'll have to wait until closing the menu.
+               // (The menu is positioned at the second-last one, so we can
+               // remove the last one without issue.)
+               if (empties.length >= 2 && empties[empties.length - 2] && empties[empties.length - 1]) {
+                       delete global_filters[last_div.dataset.filterId];
+                       last_div.parentElement.removeChild(last_div);
+               }
+       } else {
+               // This is a different situation from try_cheap_gc(), where we should
+               // remove the one _not_ last. We might need to move the menu to the last one,
+               // though, so it doesn't get lost.
+               for (let i = 0; i < empties.length - 1; ++i) {
+                       if (!empties[i]) {
+                               continue;
+                       }
+                       let div = divs[i];
+                       delete global_filters[div.dataset.filterId];
+                       let add_menu = div.querySelector('#filter-add-menu');
+                       if (add_menu !== null) {
+                               div.removeChild(add_menu);
+                               last_div.appendChild(add_menu);
+                       }
+                       let submenu = div.querySelector('#filter-submenu');
+                       if (submenu !== null) {
+                               div.removeChild(submenu);
+                               last_div.appendChild(submenu);
+                       }
+                       div.parentElement.removeChild(div);
+               }
+       }
+}
+
+function checkbox_changed(filter_div, filterset, e, filter_type, id, choices) {
+       let filter = find_filter(filterset, filter_type);
+       let pills_div = filter_div.querySelector('.filters');
+       if (e.target.checked) {
+               // See if we must create a new empty filterset (since this went from
+               // empty to non-empty).
+               if (filterset.length === 0) {
+                       add_new_filterset();
+               }
+
+               // See if we must add a new filter to the list.
+               if (filter === null) {
+                       filter = {
+                               'type': filter_type,
+                               'elements': new Set(),
+                               'choices': choices,
+                               'split': false,
+                       };
+                       if (id === 'split') {
+                               filter.split = true;
+                       } else {
+                               filter.elements.add(id);
+                       }
+                       filter.pill = make_filter_pill(filter_div, filterset, filter);
+                       filterset.push(filter);
+                       pills_div.appendChild(filter.pill);
+               } else {
+                       if (id === 'split') {
+                               filter.split = true;
+                       } else {
+                               filter.elements.add(id);
+                       }
+                       let new_pill = make_filter_pill(filter_div, filterset, filter);
+                       pills_div.replaceChild(new_pill, filter.pill);
+                       filter.pill = new_pill;
+               }
+       } else {
+               if (id === 'split') {
+                       filter.split = false;
+               } else {
+                       filter.elements.delete(id);
+               }
+               if (filter.elements.size === 0) {
+                       pills_div.removeChild(filter.pill);
+                       inplace_filter(filterset, f => f !== filter);
+
+                       if (filterset.length == 0) {
+                               try_gc_filter_menus(true);
+                       }
+               } else {
+                       let new_pill = make_filter_pill(filter_div, filterset, filter);
+                       pills_div.replaceChild(new_pill, filter.pill);
+                       filter.pill = new_pill;
+               }
+       }
+       let choice_split = document.getElementById('choice_split');
+       if (filter.elements.size === 1) {
+               choice_split.nextSibling.style.opacity = 0.2;
+               choice_split.setAttribute('disabled', 'disabled');
+       } else {
+               choice_split.nextSibling.style.opacity = 1.0;
+               choice_split.removeAttribute('disabled');
+       }
+
+       process_matches(global_json, global_filters);
+}
+
+function make_filter_pill(filter_div, filterset, filter) {
+       let pill = document.createElement('div');
+       pill.classList.add('filter-pill');
+       let text;
+       if (filter.type === 'match') {
+               text = 'Match: ';
+
+               let all_names = [];
+               for (const match_id of filter.elements) {
+                       all_names.push(find_match(match_id)['description']);
+               }
+               let common_prefix = find_common_prefix_of_all(all_names);
+               if (common_prefix !== null) {
+                       text += common_prefix + '(';
+               }
+
+               let first = true;
+               let sorted_match_id = Array.from(filter.elements).sort((a, b) => a - b);
+               for (const match_id of sorted_match_id) {
+                       if (!first) {
+                               text += ', ';
+                       }
+                       let desc = find_match(match_id)['description'];
+                       if (common_prefix === null) {
+                               text += desc;
+                       } else {
+                               text += desc.substr(common_prefix.length);
+                       }
+                       first = false;
+               }
+
+               if (common_prefix !== null) {
+                       text += ')';
+               }
+       } else if (filter.type === 'player_any' || filter.type === 'thrower' || filter.type === 'receiver') {
+               if (filter.type === 'player_any') {
+                       text = 'Player (any): ';
+               } else if (filter.type === 'thrower') {
+                       text = 'Thrower (any): ';
+               } else {
+                       text = 'Receiver (any): ';
+               }
+               let sorted_players = Array.from(filter.elements).sort((a, b) => player_pos(a) - player_pos(b));
+               let first = true;
+               for (const player_id of sorted_players) {
+                       if (!first) {
+                               text += ', ';
+                       }
+                       text += find_player(player_id)['name'];
+                       first = false;
+               }
+       } else if (filter.type === 'player_all') {
+               text = 'Players: ';
+               let sorted_players = Array.from(filter.elements).sort((a, b) => player_pos(a) - player_pos(b));
+               let first = true;
+               for (const player_id of sorted_players) {
+                       if (!first) {
+                               text += ' AND ';
+                       }
+                       text += find_player(player_id)['name'];
+                       first = false;
+               }
+       } else if (filter.type === 'formation_offense' || filter.type === 'formation_defense') {
+               const offense = (filter.type === 'formation_offense');
+               if (offense) {
+                       text = 'Offense: ';
+               } else {
+                       text = 'Defense: ';
+               }
+
+               let all_names = [];
+               for (const formation_id of filter.elements) {
+                       all_names.push(find_formation(formation_id)['name']);
+               }
+               let common_prefix = find_common_prefix_of_all(all_names);
+               if (common_prefix !== null) {
+                       text += common_prefix + '(';
+               }
+
+               let first = true;
+               let sorted_formation_id = Array.from(filter.elements).sort((a, b) => a - b);
+               for (const formation_id of sorted_formation_id) {
+                       if (!first) {
+                               ktext += ', ';
+                       }
+                       let desc = find_formation(formation_id)['name'];
+                       if (common_prefix === null) {
+                               text += desc;
+                       } else {
+                               text += desc.substr(common_prefix.length);
+                       }
+                       first = false;
+               }
+
+               if (common_prefix !== null) {
+                       text += ')';
+               }
+       } else if (filter.type === 'starting_on') {
+               text = 'Starting on: ';
+
+               if (filter.elements.has(false) && filter.elements.has(true)) {
+                       text += 'Any';
+               } else if (filter.elements.has(false)) {
+                       text += 'Offense';
+               } else {
+                       text += 'Defense';
+               }
+       } else if (filter.type === 'gender_ratio') {
+               text = 'Gender: ';
+
+               let first = true;
+               for (const name of Array.from(filter.elements).sort()) {
+                       if (!first) {
+                               text += '; ';
+                       }
+                       text += name;  // FIXME
+                       first = false;
+               }
+       }
+       if (filter.split && filter.elements.size !== 1) {
+               text += ' (split)';
+       }
+
+       let text_node = document.createElement('span');
+       text_node.innerText = text;
+       text_node.addEventListener('click', (e) => show_submenu(filter_div, filterset, null, pill, filter.type));
+       pill.appendChild(text_node);
+
+       pill.appendChild(document.createTextNode(' '));
+
+       let delete_node = document.createElement('span');
+       delete_node.innerText = '✖';
+       delete_node.addEventListener('click', (e) => {
+               // Delete this filter entirely.
+               pill.parentElement.removeChild(pill);
+               inplace_filter(filterset, f => f !== filter);
+               if (filterset.length == 0) {
+                       try_gc_filter_menus(false);
+               }
+               process_matches(global_json, global_filters);
+
+               let add_menu = document.getElementById('filter-add-menu');
+               let add_submenu = document.getElementById('filter-submenu');
+               add_menu.style.display = 'none';
+               add_submenu.style.display = 'none';
+       });
+       pill.appendChild(delete_node);
+       pill.style.cursor = 'pointer';
+
+       return pill;
+}
+
+function entire_gender(players) {
+       let gender = null;
+       for (const player_id of players) {
+               if (gender === null) {
+                       gender = find_player(player_id).gender;
+               } else if (gender !== find_player(player_id).gender) {
+                       return false;  // Not all are of the same gender.
+               }
+       }
+       for (const player of global_json['players']) {
+               if (player.gender === gender && !players.has(player.player_id)) {
+                       return false;  // Not all of this gender are in the group.
+               }
+       }
+       return true;
+}
+
+function make_filter_marker(filterset) {
+       let text = '';
+       for (const filter of filterset) {
+               if (text !== '') {
+                       text += ',';
+               }
+               if (filter.type === 'match') {
+                       let all_names = [];
+                       for (const match of global_json['matches']) {
+                               all_names.push(match['description']);
+                       }
+                       let common_prefix = find_common_prefix_of_all(all_names);
+
+                       let sorted_match_id = Array.from(filter.elements).sort((a, b) => a - b);
+                       for (const match_id of sorted_match_id) {
+                               let desc = find_match(match_id)['description'];
+                               if (common_prefix === null) {
+                                       text += desc.substr(0, 3);
+                               } else {
+                                       text += desc.substr(common_prefix.length, 3);
+                               }
+                       }
+               } else if (filter.type === 'player_any' || filter.type === 'player_all' || filter.type === 'thrower' || filter.type === 'receiver') {
+                       let sorted_players = Array.from(filter.elements).sort((a, b) => player_pos(a) - player_pos(b));
+                       if (filter.elements.size >= 3 && entire_gender(filter.elements)) {
+                               text += find_player(sorted_players[0]).gender;
+                       } else {
+                               for (const player_id of sorted_players) {
+                                       text += find_player(player_id)['name'].substr(0, 3);
+                               }
+                       }
+               } else if (filter.type === 'formation_offense' || filter.type === 'formation_defense') {
+                       let sorted_formation_id = Array.from(filter.elements).sort((a, b) => a - b);
+                       for (const formation_id of sorted_formation_id) {
+                               text += find_formation(formation_id)['name'].substr(0, 3);
+                       }
+               } else if (filter.type === 'starting_on') {
+                       if (filter.elements.has(false) && filter.elements.has(true)) {
+                               // Nothing.
+                       } else if (filter.elements.has(false)) {
+                               text += 'O';
+                       } else {
+                               text += 'D';
+                       }
+               } else if (filter.type === 'gender_ratio') {
+                       let first = true;
+                       for (const name of Array.from(filter.elements).sort()) {
+                               if (!first) {
+                                       text += '; ';
+                               }
+                               text += name.replaceAll(' ', '').substr(0, 2);  // 4 F, 3M -> 4 F.
+                               first = false;
+                       }
+               }
+       }
+       return text;
+}
+
+function find_common_prefix(a, b) {
+       let ret = '';
+       for (let i = 0; i < Math.min(a.length, b.length); ++i) {
+               if (a[i] === b[i]) {
+                       ret += a[i];
+               } else {
+                       break;
+               }
+       }
+       return ret;
+}
+
+function find_common_prefix_of_all(values) {
+       if (values.length < 2) {
+               return null;
+       }
+       let common_prefix = null;
+       for (const desc of values) {
+               if (common_prefix === null) {
+                       common_prefix = desc;
+               } else {
+                       common_prefix = find_common_prefix(common_prefix, desc);
+               }
+       }
+       if (common_prefix.length >= 3) {
+               return common_prefix;
+       } else {
+               return null;
+       }
+}
+
+function find_match(match_id) {
+       for (const match of global_json['matches']) {
+               if (match['match_id'] === match_id) {
+                       return match;
+               }
+       }
+       return null;
+}
+
+function find_formation(formation_id) {
+       for (const formation of global_json['formations']) {
+               if (formation['formation_id'] === formation_id) {
+                       return formation;
+               }
+       }
+       return null;
+}
+
+function find_player(player_id) {
+       for (const player of global_json['players']) {
+               if (player['player_id'] === player_id) {
+                       return player;
+               }
+       }
+       return null;
+}
+
+function player_pos(player_id) {
+       let i = 0;
+       for (const player of global_json['players']) {
+               if (player['player_id'] === player_id) {
+                       return i;
+               }
+               ++i;
+       }
+       return null;
+}
+
+function keep_match(match_id, filters) {
+       for (const filter of filters) {
+               if (filter.type === 'match') {
+                       return filter.elements.has(match_id);
+               }
+       }
+       return true;
+}
+
+// Returns a map of e.g. F => 4, M => 3.
+function find_gender_ratio(players) {
+       let map = {};
+       for (const [q,p] of Object.entries(players)) {
+               if (p.on_field_since === null) {
+                       continue;
+               }
+               let gender = p.gender;
+               if (gender === '' || gender === undefined || gender === null) {
+                       gender = '?';
+               }
+               if (map[gender] === undefined) {
+                       map[gender] = 1;
+q              } else {
+                       ++map[gender];
+               }
+       }
+       return map;
+}
+
+function find_gender_ratio_code(players) {
+       let map = find_gender_ratio(players);
+       let all_genders = Array.from(Object.keys(map)).sort(
+               (a,b) => {
+                       if (map[a] !== map[b]) {
+                               return map[b] - map[a];  // Reverse numeric.
+                       } else if (a < b) {
+                               return -1;
+                       } else if (a > b) {
+                               return 1;
+                       } else {
+                               return 0;
+                       }
+               });
+       let code = '';
+       for (const g of all_genders) {
+               if (code !== '') {
+                       code += ', ';
+               }
+               code += map[g];
+               code += ' ';
+               code += g;
+       }
+       return code;
+}
+
+// null if none (e.g., if playing 3–3).
+function find_predominant_gender(players) {
+       let max = 0;
+       let predominant_gender = null;
+       for (const [gender, num] of Object.entries(find_gender_ratio(players))) {
+               if (num > max) {
+                       max = num;
+                       predominant_gender = gender;
+               } else if (num == max) {
+                       predominant_gender = null;  // At least two have the same.
+               }
+       }
+       return predominant_gender;
+}
+
+function find_num_players_on_field(players) {
+       let num = 0;
+       for (const [q,p] of Object.entries(players)) {
+               if (p.on_field_since !== null) {
+                       ++num;
+               }
+       }
+       return num;
+}
+
+function filter_passes(players, formations_used_this_point, last_pull_was_ours, filter) {
+       if (filter.type === 'player_any') {
+               for (const p of Array.from(filter.elements)) {
+                       if (players[p].on_field_since !== null) {
+                               return true;
+                       }
+               }
+               return false;
+       } else if (filter.type === 'player_all') {
+               for (const p of Array.from(filter.elements)) {
+                       if (players[p].on_field_since === null) {
+                               return false;
+                       }
+               }
+               return true;
+       } else if (filter.type === 'formation_offense' || filter.type === 'formation_defense') {
+               for (const f of Array.from(filter.elements)) {
+                       if (formations_used_this_point.has(f)) {
+                               return true;
+                       }
+               }
+               return false;
+       } else if (filter.type === 'starting_on') {
+               return filter.elements.has(last_pull_was_ours);
+       } else if (filter.type === 'gender_ratio') {
+               return filter.elements.has(find_gender_ratio_code(players));
+       }
+       // NOTE: thrower and receiver uses different state information and applies
+       // to throws only, so will be checked by keep_pass() instead.
+       return true;
+}
+
+function keep_event(players, formations_used_this_point, last_pull_was_ours, filters) {
+       for (const filter of filters) {
+               if (!filter_passes(players, formations_used_this_point, last_pull_was_ours, filter)) {
+                       return false;
+               }
+       }
+       return true;
+}
+
+function pass_filter_passes(thrower, receiver, filter) {
+       if (filter.type === 'thrower') {
+               return filter.elements.has(thrower);
+       } else if (filter.type === 'receiver') {
+               return filter.elements.has(receiver);
+       }
+       // The others are tested in keep_event().
+       return true;
+}
+
+function keep_pass(thrower, receiver, filters) {
+       for (const filter of filters) {
+               if (!pass_filter_passes(thrower, receiver, filter)) {
+                       return false;
+               }
+       }
+       return true;
+}
+
+// Heuristic: If we go at least ten seconds without the possession changing
+// or the operator specifying some other formation, we probably play the
+// same formation as the last point.
+function should_reuse_last_formation(events, t) {
+       for (const e of events) {
+               if (e.t <= t) {
+                       continue;
+               }
+               if (e.t > t + 10000) {
+                       break;
+               }
+               const type = e.type;
+               if (type === 'their_goal' || type === 'goal' ||
+                   type === 'set_defense' || type === 'set_offense' ||
+                   type === 'throwaway' || type === 'their_throwaway' ||
+                   type === 'drop' || type === 'was_d' || type === 'stallout' || type === 'defense' || type === 'interception' ||
+                   type === 'pull' || type === 'pull_landed' || type === 'pull_oob' || type === 'their_pull' ||
+                   type === 'formation_offense' || type === 'formation_defense') {
+                       return false;
+               }
+       }
+       return true;
+}
+
+function possibly_close_menu(e) {
+       if (e.target.closest('.filter-click-to-add') === null &&
+           e.target.closest('#filter-add-menu') === null &&
+           e.target.closest('#filter-submenu') === null &&
+           e.target.closest('.filter-pill') === null) {
+               let add_menu = document.getElementById('filter-add-menu');
+               let add_submenu = document.getElementById('filter-submenu');
+               add_menu.style.display = 'none';
+               add_submenu.style.display = 'none';
+               try_gc_filter_menus(false);
+       }
+}
+
+let global_sort = {};
+
+function sort_by(th) {
+       let tr = th.parentElement;
+       let child_idx = 0;
+       for (let column_idx = 0; column_idx < tr.children.length; ++column_idx) {
+               let element = tr.children[column_idx];
+               if (element === th) {
+                       ++child_idx;  // Pad.
+                       break;
+               }
+               if (element.hasAttribute('colspan')) {
+                       child_idx += parseInt(element.getAttribute('colspan'));
+               } else {
+                       ++child_idx;
+               }
+       }
+
+       global_sort = {};
+       let table = tr.parentElement;
+       for (let row_idx = 1; row_idx < table.children.length - 1; ++row_idx) {  // Skip header and globals.
+               let row = table.children[row_idx];
+               let player = parseInt(row.dataset.player);
+               let value = row.children[child_idx].textContent;
+               global_sort[player] = value;
+       }
+}
+
+function get_sorted_players(players)
+{
+       let p = Object.entries(players);
+       if (global_sort.length !== 0) {
+               p.sort((a,b) => {
+                       let ai = parseFloat(global_sort[a[0]]);
+                       let bi = parseFloat(global_sort[b[0]]);
+                       if (ai == ai && bi == bi) {
+                               return bi - ai;  // Reverse numeric.
+                       } else if (global_sort[a[0]] < global_sort[b[0]]) {
+                               return -1;
+                       } else if (global_sort[a[0]] > global_sort[b[0]]) {
+                               return 1;
+                       } else {
+                               return 0;
+                       }
+               });
+       }
+       return p;
+}