.then(response => response.json())
.then(response => { global_json = response; process_matches(global_json); });
-function attribute_player_time(player, to, from) {
+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) {
+function take_off_field(player, t, live_since, offense) {
if (live_since === null) {
// Play isn't live, so nothing to do.
} else {
- attribute_player_time(player, t, live_since);
+ 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;
function add_cell(tr, element_type, text) {
let element = document.createElement(element_type);
element.textContent = text;
- if (element_type === 'th') {
+ tr.appendChild(element);
+ return element;
+}
+
+function add_th(tr, text, colspan) {
+ let element = add_cell(tr, 'th', text);
+ if (colspan > 0) {
+ element.setAttribute('colspan', colspan);
+ } else {
element.setAttribute('colspan', '3');
}
- tr.appendChild(element);
return element;
}
} 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 {
+ text = ci.val.toFixed(2);
+ }
+ 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) {
'interceptions': 0,
'points_played': 0,
'playing_time_ms': 0,
+ 'offensive_playing_time_ms': 0,
+ 'defensive_playing_time_ms': 0,
'field_time_ms': 0,
// For efficiency.
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,
let 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).
if (type === 'in' && p.on_field_since === null) {
p.on_field_since = t;
} else if (type === 'out') {
- take_off_field(p, t, live_since);
+ take_off_field(p, t, live_since, offense);
}
// Liveness management
p.last_point_seen = point_num;
++p.points_played;
}
- attribute_player_time(p, t, live_since);
+ attribute_player_time(p, t, live_since, offense);
if (type !== 'stoppage') {
if (last_pull_was_ours === true) { // D point.
}
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;
puller = pull_started = null;
}
- // Offense/defense management (TODO: use it for actual counting)
+ // Offense/defense management
+ let last_offense = offense;
if (type === 'set_defense' || type === 'goal' || type === 'throwaway' || type === 'drop') {
offense = false;
} else if (type === 'set_offense' || type === 'their_goal' || type === 'their_throwaway' || type === 'defense' || type === 'interception') {
offense = true;
}
+ 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.
+ 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;
+ }
+
if (type === 'pull') {
last_pull_was_ours = true;
} else if (type === 'their_pull') {
}
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;
+ }
}
}
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).
+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 0.25 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': 0.25,
+ 'desired': 0.05,
+ 'inverted': inverted,
+ };
+}
+
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', 'O efficiency');
- add_cell(header, 'th', 'D efficiency');
- add_cell(header, 'th', 'Points 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);
}
let row = document.createElement('tr');
let pm = p.goals + p.assists + p.hockey_assists + p.defenses - p.throwaways - p.drops;
let soft_pm = p.offensive_soft_plus + p.defensive_soft_plus - p.offensive_soft_minus - p.defensive_soft_minus;
- let o_efficiency = (p.offensive_points_won / p.offensive_points_completed) * 2 - 1;
- let d_efficiency = (p.defensive_points_won / p.defensive_points_completed) * 2 - 1;
+ 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);
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(row, p.offensive_points_completed > 0 ? o_efficiency.toFixed(2) : 'N/A');
- add_3cell(row, p.defensive_points_completed > 0 ? d_efficiency.toFixed(2) : 'N/A');
+ add_3cell_ci(row, o_efficiency);
+ add_3cell_ci(row, d_efficiency);
add_3cell(row, p.points_played);
rows.push(row);
}
// Globals.
let globals = players['globals'];
- let o_efficiency = (globals.offensive_points_won / globals.offensive_points_completed) * 2 - 1;
- let d_efficiency = (globals.defensive_points_won / globals.defensive_points_completed) * 2 - 1;
+ 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(row, globals.offensive_points_completed > 0 ? o_efficiency.toFixed(2) : 'N/A');
- add_3cell(row, globals.defensive_points_completed > 0 ? d_efficiency.toFixed(2) : 'N/A');
+ add_3cell_ci(row, o_efficiency);
+ add_3cell_ci(row, d_efficiency);
add_3cell(row, globals.points_played);
rows.push(row);
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, '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, '%OK');
+ add_th(header, 'Soft +/-', 6);
rows.push(header);
}
let drops = 0;
for (const [q,p] of Object.entries(players)) {
if (q === 'globals') continue;
- let throw_ok = 100 * (1 - p.throwaways / p.num_throws);
- let catch_ok = 100 * (p.catches / (p.catches + p.drops));
+ 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, 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_3cell(row, p.name, 'name'); // TODO: number?
add_3cell(row, p.hockey_assists);
add_3cell(row, p.num_throws);
add_3cell(row, p.throwaways);
- if (p.num_throws > 0) {
- add_3cell(row, throw_ok.toFixed(0) + '%');
- } else {
- add_3cell(row, 'N/A');
- }
+ add_3cell_ci(row, throw_ok);
add_3cell(row, p.catches);
add_3cell(row, p.drops);
- if (p.catches + p.drops > 0) {
- add_3cell(row, catch_ok.toFixed(0) + '%');
- } else {
- add_3cell(row, 'N/A');
- }
+ add_3cell_ci(row, catch_ok);
add_3cell(row, '+' + p.offensive_soft_plus);
add_3cell(row, '-' + p.offensive_soft_minus);
rows.push(row);
}
// Globals.
- let throw_ok = 100 * (1 - throwaways / num_throws);
- let catch_ok = 100 * (catches / (catches + drops));
+ let throw_ok = make_binomial_ci(num_throws - throwaways, num_throws, z);
+ let catch_ok = make_binomial_ci(catches, catches + drops, 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, '');
add_3cell(row, num_throws);
add_3cell(row, throwaways);
- add_3cell(row, throw_ok.toFixed(0) + '%');
+ add_3cell_ci(row, throw_ok);
add_3cell(row, catches);
add_3cell(row, drops);
- add_3cell(row, catch_ok.toFixed(0) + '%');
+ add_3cell_ci(row, catch_ok);
add_3cell(row, '');
add_3cell(row, '');
rows.push(row);
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, 'Ds');
+ add_th(header, 'Pulls');
+ add_th(header, 'OOB pulls');
+ add_th(header, 'OOB%');
+ add_th(header, 'Avg. hang time (IB)');
+ add_th(header, 'Soft +/-', 6);
rows.push(header);
}
for (const [q,p] of Object.entries(players)) {
let avg_time = 1e-3 * sum_time / p.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);
- if (p.pulls === 0) {
- add_3cell(row, 'N/A');
- } else {
- add_3cell(row, p.oob_pulls + ' (' + oob_pct.toFixed(0) + '%)');
- }
+ 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 {
let rows = [];
{
let header = document.createElement('tr');
- add_cell(header, 'th', 'Player');
- add_cell(header, 'th', 'Points played');
- add_cell(header, 'th', 'Time played');
- add_cell(header, 'th', 'Time on field');
- add_cell(header, 'th', 'O points');
- add_cell(header, 'th', 'D points');
+ 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);
}
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);
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);
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', 'Ds');
- add_cell(header, 'th', 'Throwaways');
- add_cell(header, 'th', 'Drops');
- add_cell(header, 'th', 'Touches');
+ 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, 'Drops');
+ add_th(header, 'Touches');
rows.push(header);
}
let touches = 0;
for (const [q,p] of Object.entries(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.points_played, z, true));
if (p.points_played > 0) {
- add_3cell(row, p.goals == 0 ? 0 : (p.goals / p.points_played).toFixed(2));
- add_3cell(row, p.assists == 0 ? 0 : (p.assists / p.points_played).toFixed(2));
- add_3cell(row, p.hockey_assists == 0 ? 0 : (p.hockey_assists / p.points_played).toFixed(2));
- add_3cell(row, p.defenses == 0 ? 0 : (p.defenses / p.points_played).toFixed(2));
- add_3cell(row, p.throwaways == 0 ? 0 : (p.throwaways / p.points_played).toFixed(2));
- add_3cell(row, p.drops == 0 ? 0 : (p.drops / p.points_played).toFixed(2));
add_3cell(row, p.touches == 0 ? 0 : (p.touches / p.points_played).toFixed(2));
} else {
add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
}
rows.push(row);
let row = document.createElement('tr');
add_3cell(row, '');
if (globals.points_played > 0) {
- add_3cell(row, goals == 0 ? 0 : (goals / globals.points_played).toFixed(2));
- add_3cell(row, assists == 0 ? 0 : (assists / globals.points_played).toFixed(2));
- add_3cell(row, hockey_assists == 0 ? 0 : (hockey_assists / globals.points_played).toFixed(2));
- add_3cell(row, defenses == 0 ? 0 : (defenses / globals.points_played).toFixed(2));
- add_3cell(row, throwaways == 0 ? 0 : (throwaways / globals.points_played).toFixed(2));
- add_3cell(row, drops == 0 ? 0 : (drops / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, goals == 0 ? 0 : (goals / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, assists == 0 ? 0 : (assists / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, hockey_assists == 0 ? 0 : (hockey_assists / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, defenses == 0 ? 0 : (defenses / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, throwaways == 0 ? 0 : (throwaways / globals.points_played).toFixed(2));
+ add_3cell_with_filler_ci(row, drops == 0 ? 0 : (drops / globals.points_played).toFixed(2));
add_3cell(row, touches == 0 ? 0 : (touches / globals.points_played).toFixed(2));
} else {
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(row, 'N/A');
- add_3cell(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_with_filler_ci(row, 'N/A');
add_3cell(row, 'N/A');
}
rows.push(row);