sonifications

34 files changed, 13787 insertions, 0 deletions

diff --git a/.eslintrc.js b/.eslintrc.js
new file mode 100644
index 0000000..f07bffb
--- /dev/null
+++ b/.eslintrc.js
@@ -0,0 +1,295 @@
+module.exports = {
+    "env": {
+        "browser": true,
+        "es6": true
+    },
+    "extends": "eslint:recommended",
+    "parserOptions": {
+        "sourceType": "module"
+    },
+    "rules": {
+        "accessor-pairs": "error",
+        "array-bracket-newline": "error",
+        "array-bracket-spacing": [
+            "error",
+            "never"
+        ],
+        "array-callback-return": "off",
+        "array-element-newline": "off",
+        "arrow-body-style": "off",
+        "arrow-parens": "off",
+        "arrow-spacing": [
+            "error",
+            {
+                "after": true,
+                "before": true
+            }
+        ],
+        "block-scoped-var": "error",
+        "block-spacing": [
+            "error",
+            "always"
+        ],
+        "brace-style": "off",
+        "callback-return": "off",
+        "camelcase": "off",
+        "capitalized-comments": "off",
+        "class-methods-use-this": "error",
+        "comma-dangle": "off",
+        "comma-spacing": "off",
+        "comma-style": [
+            "error",
+            "last"
+        ],
+        "complexity": "error",
+        "computed-property-spacing": "off",
+        "no-console": "off",
+        "consistent-return": "off",
+        "consistent-this": "error",
+        "curly": "off",
+        "default-case": "error",
+        "dot-location": "error",
+        "dot-notation": "error",
+        "eol-last": "off",
+        "eqeqeq": "off",
+        "for-direction": "error",
+        "func-call-spacing": "error",
+        "func-name-matching": "error",
+        "func-names": [
+            "error",
+            "never"
+        ],
+        "func-style": "off",
+        "function-paren-newline": "error",
+        "generator-star-spacing": "error",
+        "getter-return": "error",
+        "global-require": "off",
+        "guard-for-in": "error",
+        "handle-callback-err": "error",
+        "id-blacklist": "error",
+        "id-length": "off",
+        "id-match": "error",
+        "implicit-arrow-linebreak": [
+            "error",
+            "beside"
+        ],
+        "indent": "off",
+        "indent-legacy": "off",
+        "init-declarations": "off",
+        "jsx-quotes": "error",
+        "key-spacing": "off",
+        "keyword-spacing": [
+            "error",
+            {
+                "after": true,
+                "before": true
+            }
+        ],
+        "line-comment-position": "off",
+        "linebreak-style": [
+            "error",
+            "unix"
+        ],
+        "lines-around-comment": "off",
+        "lines-around-directive": "error",
+        "lines-between-class-members": "error",
+        "max-depth": "error",
+        "max-len": "off",
+        "max-lines": "error",
+        "max-nested-callbacks": "error",
+        "max-params": "off",
+        "max-statements": "off",
+        "max-statements-per-line": "off",
+        "multiline-comment-style": "off",
+        "new-cap": "off",
+        "new-parens": "error",
+        "newline-after-var": "off",
+        "newline-before-return": "off",
+        "newline-per-chained-call": "off",
+        "no-alert": "error",
+        "no-array-constructor": "error",
+        "no-await-in-loop": "error",
+        "no-bitwise": [
+            "error",
+            {
+                "int32Hint": true
+            }
+        ],
+        "no-buffer-constructor": "error",
+        "no-caller": "error",
+        "no-catch-shadow": "error",
+        "no-confusing-arrow": "error",
+        "no-continue": "off",
+        "no-div-regex": "error",
+        "no-duplicate-imports": "error",
+        "no-else-return": "error",
+        "no-empty-function": "off",
+        "no-eq-null": "error",
+        "no-eval": "error",
+        "no-extend-native": "error",
+        "no-extra-bind": "error",
+        "no-extra-label": "error",
+        "no-extra-parens": "off",
+        "no-floating-decimal": "error",
+        "no-implicit-globals": "error",
+        "no-implied-eval": "error",
+        "no-inline-comments": "off",
+        "no-inner-declarations": [
+            "error",
+            "functions"
+        ],
+        "no-invalid-this": "off",
+        "no-iterator": "error",
+        "no-label-var": "error",
+        "no-labels": "error",
+        "no-lone-blocks": "error",
+        "no-lonely-if": "error",
+        "no-loop-func": "error",
+        "no-magic-numbers": "off",
+        "no-mixed-operators": "off",
+        "no-mixed-requires": "error",
+        "no-multi-assign": "off",
+        "no-multi-spaces": [
+            "error",
+            {
+                "ignoreEOLComments": true
+            }
+        ],
+        "no-multi-str": "error",
+        "no-multiple-empty-lines": "error",
+        "no-native-reassign": "error",
+        "no-negated-condition": "off",
+        "no-negated-in-lhs": "error",
+        "no-nested-ternary": "error",
+        "no-new": "error",
+        "no-new-func": "error",
+        "no-new-object": "error",
+        "no-new-require": "error",
+        "no-new-wrappers": "error",
+        "no-octal-escape": "error",
+        "no-param-reassign": "off",
+        "no-path-concat": "error",
+        "no-plusplus": [
+            "error",
+            {
+                "allowForLoopAfterthoughts": true
+            }
+        ],
+        "no-process-env": "error",
+        "no-process-exit": "error",
+        "no-proto": "error",
+        "no-prototype-builtins": "error",
+        "no-restricted-globals": "error",
+        "no-restricted-imports": "error",
+        "no-restricted-modules": "error",
+        "no-restricted-properties": "error",
+        "no-restricted-syntax": "error",
+        "no-return-assign": "off",
+        "no-return-await": "error",
+        "no-script-url": "error",
+        "no-self-compare": "error",
+        "no-sequences": "error",
+        "no-shadow": "off",
+        "no-shadow-restricted-names": "error",
+        "no-spaced-func": "error",
+        "no-sync": "error",
+        "no-tabs": "off",
+        "no-template-curly-in-string": "error",
+        "no-ternary": "off",
+        "no-throw-literal": "error",
+        "no-trailing-spaces": "off",
+        "no-undef-init": "error",
+        "no-undefined": "error",
+        "no-underscore-dangle": "off",
+        "no-unmodified-loop-condition": "error",
+        "no-unneeded-ternary": "error",
+        "no-use-before-define": "off",
+        "no-useless-call": "error",
+        "no-useless-computed-key": "error",
+        "no-useless-concat": "error",
+        "no-useless-constructor": "error",
+        "no-useless-rename": "error",
+        "no-useless-return": "error",
+        "no-var": "off",
+        "no-void": "error",
+        "no-warning-comments": "error",
+        "no-whitespace-before-property": "error",
+        "no-with": "error",
+        "nonblock-statement-body-position": "error",
+        "object-curly-newline": "off",
+        "object-curly-spacing": [
+            "error",
+            "always"
+        ],
+        "object-shorthand": "error",
+        "one-var": "off",
+        "one-var-declaration-per-line": "off",
+        "operator-assignment": [
+            "error",
+            "always"
+        ],
+        "operator-linebreak": "error",
+        "padded-blocks": "off",
+        "padding-line-between-statements": "error",
+        "prefer-arrow-callback": "off",
+        "prefer-const": "off",
+        "prefer-destructuring": "off",
+        "prefer-numeric-literals": "error",
+        "prefer-promise-reject-errors": "error",
+        "prefer-reflect": "off",
+        "prefer-rest-params": "error",
+        "prefer-spread": "off",
+        "prefer-template": "off",
+        "quote-props": "off",
+        "quotes": "off",
+        "radix": [
+            "error",
+            "as-needed"
+        ],
+        "require-await": "error",
+        "require-jsdoc": "off",
+        "rest-spread-spacing": "error",
+        "semi": "off",
+        "semi-spacing": [
+            "error",
+            {
+                "after": true,
+                "before": false
+            }
+        ],
+        "semi-style": [
+            "error",
+            "last"
+        ],
+        "sort-imports": "off",
+        "sort-keys": "off",
+        "sort-vars": "off",
+        "space-before-blocks": "off",
+        "space-before-function-paren": "off",
+        "space-in-parens": "off",
+        "space-infix-ops": "off",
+        "space-unary-ops": "off",
+        "spaced-comment": "off",
+        "strict": "error",
+        "switch-colon-spacing": "error",
+        "symbol-description": "error",
+        "template-curly-spacing": "error",
+        "template-tag-spacing": "error",
+        "unicode-bom": [
+            "error",
+            "never"
+        ],
+        "valid-jsdoc": "off",
+        "vars-on-top": "off",
+        "wrap-iife": [
+            "error",
+            "any"
+        ],
+        "wrap-regex": "error",
+        "yield-star-spacing": "error",
+        "yoda": [
+            "error",
+            "never"
+        ]
+    }
+};
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..a80c1b6
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,46 @@
+# Logs
+logs
+*.log
+
+# Runtime data
+pids
+*.pid
+*.seed
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+
+# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Compiled binary addons (http://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directory
+# Commenting this out is preferred by some people, see
+# https://www.npmjs.org/doc/misc/npm-faq.html#should-i-check-my-node_modules-folder-into-git-
+node_modules
+
+# Users Environment Variables
+.lock-wscript
+
+./lib/
+./data/
+
+*~
+*.swp
+
+.DS_Store
+
+*.wav
+
+data/
+samples
+
+media/
+
+dist/*.hot-update.json
+
diff --git a/bin/grep.js b/bin/grep.js
new file mode 100644
index 0000000..67e5e4a
--- /dev/null
+++ b/bin/grep.js
@@ -0,0 +1,143 @@
+
+/*
+  This script parses the big gun violence CSV and filters for lines containing a particular string.
+
+  479363,
+  2013-01-19,New Mexico,Albuquerque,2806 Long Lane,
+  5,0,
+  http://www.gunviolencearchive.org/incident/479363,
+  http://hinterlandgazette.com/2013/01/pastor-greg-griego-identified-victims-killed-nehemiah-griego-albuquerque-nm-shooting.html,
+  False,1,
+
+  gun_stolen,
+  0::Unknown||1::Unknown,
+
+  gun_type,
+  0::22 LR||1::223 Rem [AR-15],
+  
+  incident_characteristics,
+  "Shot - Dead (murder, accidental, suicide)
+  ||Mass Shooting (4+ victims injured or killed excluding the subject/suspect/perpetrator, one location)
+  ||Domestic Violence",
+
+  latitude, location_description, longitude,
+  34.9791,,-106.716,
+
+  n_guns_involved, notes,
+  2,,
+
+  participant_age,
+  0::51||1::40||2::9||3::5||4::2||5::15,
+
+  participant_age_group,
+  0::Adult 18+||1::Adult 18+||2::Child 0-11||3::Child 0-11||4::Child 0-11||5::Teen 12-17,
+
+  participant_gender,
+  0::Male||1::Female||2::Male||3::Female||4::Female||5::Male,
+
+  participant_name,
+  0::Greg Griego||1::Sara Griego||2::Zephania Griego||3::Jael Griego||4::Angelina Griego||5::Nehemiah Griego,
+
+  participant_relationship,
+  5::Family,
+
+  participant_status,
+  "0::Killed||1::Killed||2::Killed||3::Killed||4::Killed||5::Unharmed, Arrested",
+
+  participant_type,
+  0::Victim||1::Victim||2::Victim||3::Victim||4::Victim||5::Subject-Suspect,
+
+  http://www.cbsnews.com/news/nehemiah-gringo-case-memorial-service-planned-for-family-allegedly-slain-by-new-mexico-teen/||
+  http://www.thewire.com/national/2013/01/teenager-reportedly-used-ar-15-kill-five-new-mexico/61199/||
+  http://bigstory.ap.org/article/officials-nm-teen-gunman-kills-5-inside-home||
+  http://www.huffingtonpost.com/2013/01/21/nehemiah-griego-teen-shoots-parents-3-children_n_2519359.html||
+  http://murderpedia.org/male.G/g/griego-nehemiah.htm||
+  http://hinterlandgazette.com/2013/01/pastor-greg-griego-identified-victims-killed-nehemiah-griego-albuquerque-nm-shooting.html,
+  10,14
+*/
+
+const fs = require('fs')
+const parse = require('csv-parse')
+const stringify = require('csv-stringify')
+
+const fields = ("incident_id,date,state,city_or_county,"
+  + "address,n_killed,n_injured,incident_url,source_url,"
+  + "incident_url_fields_missing,congressional_district,"
+  + "gun_stolen,gun_type,incident_characteristics,latitude,"
+  + "location_description,longitude,n_guns_involved,notes,"
+  + "participant_age,participant_age_group,participant_gender,"
+  + "participant_name,participant_relationship,"
+  + "participant_status,participant_type,"
+  + "sources,state_house_district,state_senate_district")
+  .split(',')
+  .reduce((a,b,i) => {
+    a[b] = i
+    return a
+  }, {})
+
+const search = 'school-shootings'
+// const regexp = new RegExp(search, 'i')
+
+function test(row){
+  return (
+       row
+    // && row[fields.incident_characteristics].indexOf('Non-Shooting Incident') === -1
+    && row[fields.incident_characteristics].indexOf('School Shooting') !== -1
+    // // && row[fields.participant_age_group].indexOf('Teen') !== -1
+    // && row[fields.participant_age_group].indexOf('Child') !== -1
+    // && row[fields.gun_type].indexOf('AR-15') !== -1
+  )
+}
+
+const input = fs.createReadStream('./data/rest/gun_violence.csv')
+const parser = parse()
+const stringifier = stringify()
+const output = fs.createWriteStream('./data/' + search + '.csv')
+
+input.on('readable', function() {
+  let buf
+  while ((buf = input.read()) !== null) {
+    parser.write(buf)
+  }
+})
+input.on('error', function(err){
+  console.error('input error', err.message)
+})
+input.on('finish', function(){
+  parser.end()
+})
+
+let i = 0
+parser.on('readable', function(){
+  let row
+  while (row = parser.read()) {
+    if (i === 0) {
+      stringifier.write(row)
+    }
+    if ((++i % 10000) === 0) {
+      console.log(i + '...')
+    }
+    if (test(row)) {
+      stringifier.write(row)
+    }
+  }
+})
+parser.on('error', function(err){
+  console.error('parser error', err.message)
+})
+parser.on('end', function(){
+  stringifier.end()
+})
+
+stringifier.on('readable', function(){
+  let row
+  while(row = stringifier.read()){
+    output.write(row)
+  }
+})
+stringifier.on('error', function(err){
+  console.error('stringifier error', err.message)
+})
+stringifier.on('finish', function(){
+  output.end()
+})
diff --git a/bin/group-mass.js b/bin/group-mass.js
new file mode 100644
index 0000000..455f661
--- /dev/null
+++ b/bin/group-mass.js
@@ -0,0 +1,137 @@
+
+/*
+  This script parses the mass shootings CSV and makes it easier to deal with.
+
+  case,
+  Rite Aid warehouse shooting,
+
+  location,date,summary,
+  "Perryman, MD",
+  9/20/18,
+  "Snochia Moseley, 26, reportedly a disgruntled employee, shot her victims outside the building and on the warehouse floor; she later died from a self-inflicted gunshot at a nearby hospital. (No law enforcement officers responding to her attack fired shots.)",
+
+  fatalities,injured,total_victims,
+  3,3,6,
+
+  location_type,
+  age_of_shooter,
+  Workplace,
+  26,
+
+  prior_signs_mental_health_issues,mental_health_details,
+  -,-,
+
+  weapons_obtained_legally,where_obtained,weapon_type,weapon_details,
+  Yes,-,semiautomatic handgun,Glock 9 mm,
+
+  race,gender,
+  Black,F,
+
+  sources,mental_health_sources,sources_additional_age,
+  http://www.baltimoresun.com/news/maryland/crime/bs-md-harford-shooting-20180920-story.html; https://www.washingtonpost.com/local/public-safety/maryland-sheriffs-office-says-multiple-victims-in-shooting/2018/09/20/9d2c6464-bcda-11e8-be70-52bd11fe18af_story.html; https://www.cnn.com/2018/09/20/us/maryland-shooting/index.html; https://heavy.com/news/2018/09/snochia-moseley/,-,-,
+
+  latitude,longitude,type,year
+  39.455658,-76.208485,Mass,2018
+*/
+
+const fs = require('fs')
+const parse = require('csv-parse')
+const stringify = require('csv-stringify')
+
+const fields = (
+  "case," +
+  "location,date,summary,fatalities,injured,total_victims," +
+  "location_type," +
+  "age_of_shooter," +
+  "prior_signs_mental_health_issues,mental_health_details," +
+  "weapons_obtained_legally,where_obtained,weapon_type,weapon_details," +
+  "race,gender," +
+  "sources,mental_health_sources,sources_additional_age," +
+  "latitude,longitude,type,year").split(',').reduce((a,b,i) => {
+  a[b] = i
+  return a
+}, {})
+
+const headings = ["date", "timestamp", "fatalities", "injured", "total_victims", "age", "case", "weapon_type", "weapon_details"]
+
+function test(row){
+  return (
+    !!row
+    // row[fields.incident_characteristics].indexOf('Samaritan') !== -1
+    // // && row[fields.participant_age_group].indexOf('Teen') !== -1
+    // && row[fields.participant_age_group].indexOf('Child') !== -1
+    // && row[fields.gun_type].indexOf('AR-15') !== -1
+  )
+}
+
+function apply(row){
+  let [m, d, y] = row[fields.date].split('/')
+  if (y < 20) y = parseInt(y) + 2000
+  return [
+    [y, pad(m), pad(d)].join('/'),
+    +new Date(y, m, d),
+    row[fields.fatalities],
+    row[fields.injured],
+    row[fields.total_victims],
+    row[fields.age_of_shooter],
+    row[fields.case],
+    row[fields.weapon_type].replace(/\s+$/g, ''),
+    row[fields.weapon_details].replace(/\s+$/g, ''),
+  ]
+}
+function pad(n) { return (n < 10) ? ("0" + n) : n }
+
+const input = fs.createReadStream('./data/mass_shootings.csv')
+const parser = parse()
+const stringifier = stringify()
+const output = fs.createWriteStream('./data/mass_shootings_lite.csv')
+
+input.on('readable', function() {
+  let buf
+  while ((buf = input.read()) !== null) {
+    parser.write(buf)
+  }
+})
+input.on('error', function(err){
+  console.error('input error', err.message)
+})
+input.on('finish', function(){
+  parser.end()
+})
+
+let i = 0
+parser.on('readable', function(){
+  let row
+  while (row = parser.read()) {
+    if (i === 0) {
+      stringifier.write(headings)
+      i += 1
+      continue
+    }
+    if ((++i % 10000) === 0) {
+      console.log(i + '...')
+    }
+    if (test(row)) {
+      stringifier.write(apply(row))
+    }
+  }
+})
+parser.on('error', function(err){
+  console.error('parser error', err.message)
+})
+parser.on('end', function(){
+  stringifier.end()
+})
+
+stringifier.on('readable', function(){
+  let row
+  while(row = stringifier.read()){
+    output.write(row)
+  }
+})
+stringifier.on('error', function(err){
+  console.error('stringifier error', err.message)
+})
+stringifier.on('finish', function(){
+  output.end()
+})
diff --git a/bin/group.js b/bin/group.js
new file mode 100644
index 0000000..fcd9424
--- /dev/null
+++ b/bin/group.js
@@ -0,0 +1,263 @@
+
+/*
+  This script parses the big gun violence CSV and filters for lines containing a particular string.
+
+  479363,
+  2013-01-19,New Mexico,Albuquerque,2806 Long Lane,
+  5,0,
+  http://www.gunviolencearchive.org/incident/479363,
+  http://hinterlandgazette.com/2013/01/pastor-greg-griego-identified-victims-killed-nehemiah-griego-albuquerque-nm-shooting.html,
+  False,1,
+
+  gun_stolen,
+  0::Unknown||1::Unknown,
+
+  gun_type,
+  0::22 LR||1::223 Rem [AR-15],
+  
+  incident_characteristics,
+  "Shot - Dead (murder, accidental, suicide)
+  ||Mass Shooting (4+ victims injured or killed excluding the subject/suspect/perpetrator, one location)
+  ||Domestic Violence",
+
+  latitude, location_description, longitude,
+  34.9791,,-106.716,
+
+  n_guns_involved, notes,
+  2,,
+
+  participant_age,
+  0::51||1::40||2::9||3::5||4::2||5::15,
+
+  participant_age_group,
+  0::Adult 18+||1::Adult 18+||2::Child 0-11||3::Child 0-11||4::Child 0-11||5::Teen 12-17,
+
+  participant_gender,
+  0::Male||1::Female||2::Male||3::Female||4::Female||5::Male,
+
+  participant_name,
+  0::Greg Griego||1::Sara Griego||2::Zephania Griego||3::Jael Griego||4::Angelina Griego||5::Nehemiah Griego,
+
+  participant_relationship,
+  5::Family,
+
+  participant_status,
+  "0::Killed||1::Killed||2::Killed||3::Killed||4::Killed||5::Unharmed, Arrested",
+
+  participant_type,
+  0::Victim||1::Victim||2::Victim||3::Victim||4::Victim||5::Subject-Suspect,
+
+  http://www.cbsnews.com/news/nehemiah-gringo-case-memorial-service-planned-for-family-allegedly-slain-by-new-mexico-teen/||
+  http://www.thewire.com/national/2013/01/teenager-reportedly-used-ar-15-kill-five-new-mexico/61199/||
+  http://bigstory.ap.org/article/officials-nm-teen-gunman-kills-5-inside-home||
+  http://www.huffingtonpost.com/2013/01/21/nehemiah-griego-teen-shoots-parents-3-children_n_2519359.html||
+  http://murderpedia.org/male.G/g/griego-nehemiah.htm||
+  http://hinterlandgazette.com/2013/01/pastor-greg-griego-identified-victims-killed-nehemiah-griego-albuquerque-nm-shooting.html,
+  10,14
+*/
+
+const fs = require('fs')
+const parse = require('csv-parse')
+const stringify = require('csv-stringify')
+
+const field_names = (
+  "incident_id,date,state,city_or_county,"
+  + "address,n_killed,n_injured,incident_url,source_url,"
+  + "incident_url_fields_missing,congressional_district,"
+  + "gun_stolen,gun_type,incident_characteristics,latitude,"
+  + "location_description,longitude,n_guns_involved,notes,"
+  + "participant_age,participant_age_group,participant_gender,"
+  + "participant_name,participant_relationship,"
+  + "participant_status,participant_type,"
+  + "sources,state_house_district,state_senate_district"
+)
+const fields = field_names.split(',')
+  .reduce((a,b,i) => {
+    a[b] = i
+    return a
+  }, {})
+
+const filter_names = [
+  "Date",
+  "Children incidents",
+  "Children count",
+  "Teen incidents",
+  "Teen count",
+  "AR-15",
+  "Shootouts",
+  "Samaritans",
+  "Domestic Violence",
+  "Dead Cops",
+  "Perp Shot",
+  "Carjackings",
+  "School Shootings",
+  "Mass Shootings",
+  "Spree Shootings",
+  "Officer Involved",
+  "Surrenders",
+  "Dead Bystanders",
+]
+const filters = [
+  (row, participants) => row[fields.participant_age_group].indexOf('Child') !== -1,
+  (row, participants) => participants[1].reduce((a, s) => { (s && s.indexOf('Child')) !== -1 ? a + 1 : a }, 0),
+  (row, participants) => row[fields.participant_age_group].indexOf('Teen') !== -1,
+  (row, participants) => participants[1].reduce((a, s) => { (s && s.indexOf('Teen')) !== -1 ? a + 1 : a }, 0),
+  (row, participants) => row[fields.gun_type].indexOf('AR-15') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Shootout') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Samaritan') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Domestic') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Officer shot') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('perpetrator shot') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Car-jack') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('School Shooting') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Mass Shooting') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Spree Shooting') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Officer Involved Shooting') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('surrender') !== -1,
+  (row, participants) => row[fields.incident_characteristics].indexOf('Bystander') !== -1,
+]
+
+const groups = {}
+const incident_counts = {}
+for (let i = 2013; i <= 2018; i++) {
+  for (let j = 1; j <= 12; j++) {
+    let s = i + '-' + pad(j)
+    groups[s] = zeroes(filters.length + 1)
+    groups[s][0] = s
+  }
+}
+
+function pad(n){
+  if (n < 10) {
+    return '0' + n
+  }
+  return n
+}
+function test(row){
+  return (
+       row
+    && row[fields.incident_characteristics].indexOf('Non-Shooting Incident') === -1
+  )
+}
+function apply(row){
+  const date = groupByMonth(row)
+  const p = groupParticipants(row)
+
+  row[fields.incident_characteristics].split('|').forEach(s => {
+    if (!s) return
+    if (incident_counts[s]) {
+      incident_counts[s] += 1
+    } else {
+      incident_counts[s] = 1
+    }
+  })
+
+  filters.reduce((a, f, i) => {
+    a[i + 1] += Number(f(row, p))
+    return a
+  }, groups[date])
+}
+function groupParticipants(row){
+  return [
+    row[fields.participant_age],
+    row[fields.participant_age_group],
+    row[fields.participant_gender],
+    row[fields.participant_relationship],
+    row[fields.participant_status],
+    row[fields.participant_type],
+  ].map(field => field.split('||').map(s => s.split('::')[1]))
+}
+function groupByMonth(row){
+  return row[fields.date].substr(0, 7)
+}
+function zeroes(n) {
+  const a = new Array (n)
+  for (var k = 0; k < n; k++) {
+    a[k] = 0
+  }
+  return a
+}
+// function transform([
+//   incident_id, date, state, city_or_county,
+//   address, n_killed, n_injured, incident_url, source_url,
+//   incident_url_fields_missing, congressional_district,
+//   gun_stolen, gun_type, incident_characteristics, latitude,
+//   location_description, longitude, n_guns_involved, notes,
+//   participant_age, participant_age_group, participant_gender,
+//   participant_name, participant_relationship,
+//   participant_status, participant_type,
+//   sources, state_house_district, state_senate_district
+// ]){
+//   return [
+//   ]
+// }
+
+const input = fs.createReadStream('./data/gun_violence.csv')
+const parser = parse()
+
+const output = fs.createWriteStream('./data/gun_violence_by_month.csv')
+const stringifier = stringify()
+stringifier.pipe(output)
+
+const incident_output = fs.createWriteStream('./data/incident_counts.csv')
+const incident_stringifier = stringify()
+incident_stringifier.pipe(incident_output)
+
+input.on('readable', function() {
+  let buf
+  while ((buf = input.read()) !== null) {
+    parser.write(buf)
+  }
+})
+input.on('error', function(err){
+  console.error('input error', err.message)
+})
+input.on('end', function(){
+  parser.write(zeroes(fields.length))
+  parser.end()
+})
+
+let count = 0
+parser.on('readable', function(){
+  let row
+  while (row = parser.read()) {
+    if (count === 0) {
+      // stringifier.write(row)
+      count += 1
+      continue
+    }
+    if ((++count % 50000) === 0) {
+      console.log(count + '...')
+    }
+    if (row[0] === 0) {
+      parser.end()
+    } else if (test(row)) {
+      apply(row)
+    }
+  }
+})
+parser.on('error', function(err){
+  console.error('parser error', err.message)
+})
+parser.on('end', function(){
+  console.log('parser end')
+  // console.log(groups)
+  stringifier.write(filter_names)
+  for (let i = 2013; i <= 2018; i++) {
+    for (let j = 1; j <= 12; j++) {
+      let s = i + '-' + pad(j)
+      stringifier.write(groups[s])
+    }
+  }
+  stringifier.end()
+
+  Object.keys(incident_counts)
+    .sort((a,b) => incident_counts[b] - incident_counts[a])
+    .map(key => {
+      incident_stringifier.write([key, incident_counts[key]])
+      if (incident_counts[key] > 5) {
+        console.log(incident_counts[key] + "\t" + key)
+      }
+    })
+  incident_stringifier.end()
+})
diff --git a/bin/media.js b/bin/media.js
new file mode 100644
index 0000000..b8742ac
--- /dev/null
+++ b/bin/media.js
@@ -0,0 +1,117 @@
+const fs = require('fs')
+const parse = require('csv-parse')
+const stringify = require('csv-stringify')
+
+const parklandInput = fs.createReadStream('./data/media_01_parkland_shooting.csv')
+const averageInput = fs.createReadStream('./data/media_02_average_of_seven_shootings.csv')
+const parklandParser = parse()
+const averageParser = parse()
+const stringifier = stringify()
+const output = fs.createWriteStream('./data/media.csv')
+
+let finishCount = 0
+let parkland = [], average = []
+function finish() {
+  finishCount += 1
+  console.log(finishCount)
+  if (finishCount < 2) { return }
+  console.log('finishing')
+  let a, b, nn
+  for (let n = 0; n < 12 * 8; n += 1) {
+    nn = n / 8
+    a = find(nn, parkland)
+    b = find(nn, average)
+    stringifier.write([n, a, b])
+  }
+  stringifier.end()
+}
+
+/*
+  Given the sequence A of pairs (i,j) describing coordinates and an offset n,
+  find i where A[i][0] <= n and n < A[i+1][0]
+  and use these to interpolate the value of A(n) -> j or whatever you call it.
+*/
+function find(n, a) {
+  let head, tail, dist
+  for (let i = 1, len = a.length; i < len; i++) {
+    if (a[i][0] > n) {
+      head = a[i-1]
+      tail = a[i]
+      dist = (n - head[0]) / (tail[0] - head[0])
+      console.log(n, head, tail)
+      return lerp(dist, head[1], tail[1])
+    }
+  }
+}
+function lerp(n, a, b) {
+  return (b-a) * n + a
+}
+
+parklandInput.on('readable', function() {
+  let buf
+  while ((buf = parklandInput.read()) !== null) {
+    parklandParser.write(buf)
+  }
+})
+parklandInput.on('error', function(err){
+  console.error('parklandInput error', err.message)
+})
+parklandInput.on('finish', function(){
+  parklandParser.end()
+})
+
+averageInput.on('readable', function() {
+  let buf
+  while ((buf = averageInput.read()) !== null) {
+    averageParser.write(buf)
+  }
+})
+averageInput.on('error', function(err){
+  console.error('averageInput error', err.message)
+})
+averageInput.on('finish', function(){
+    console.log('enddd')
+  averageParser.end()
+})
+
+parklandParser.on('readable', function(){
+  let row
+  while (row = parklandParser.read()) {
+    parkland.push(row.map(n => parseFloat(n)))
+  }
+  // console.log('p', parkland.length)
+  if (parkland.length == 108) finish()
+})
+parklandParser.on('error', function(err){
+  console.error('parklandParser error', err.message)
+})
+parklandParser.on('end', function(){
+  finish()
+})
+
+averageParser.on('readable', function(){
+  let row
+  while (row = averageParser.read()) {
+    average.push(row.map(n => parseFloat(n)))
+  }
+  if (average.length == 89) finish()
+})
+averageParser.on('error', function(err){
+  console.error('averageParser error', err.message)
+})
+averageParser.on('end', function(){
+  finish()
+})
+
+stringifier.on('readable', function(){
+  let row
+  while (row = stringifier.read()){
+    output.write(row)
+  }
+})
+stringifier.on('error', function(err){
+  console.error('stringifier error', err.message)
+})
+stringifier.on('finish', function(){
+  output.end()
+})
diff --git a/client/data.js b/client/data.js
new file mode 100644
index 0000000..855da4a
--- /dev/null
+++ b/client/data.js
@@ -0,0 +1,37 @@
+const files = [
+  // "gun_violence",
+  "mass_shootings_from_columbine",
+  "firearms_manufactured",
+  "ar_15_2016_18",
+]
+const parse = require('csv-parse')
+
+const dataPromises = files.map(name => {
+  return fetch('./data/' + name + '.csv').then(rows => {
+    return rows.text()
+  }).then(text => {
+    return new Promise((resolve, reject) => {
+      parse(text, {}, (_, lines) => resolve(lines))
+    })
+  }).then(lines => {
+    // console.log(name, lines)
+    const h = lines.shift()
+    return {
+      name,
+      h,
+      lines: lines.filter(s => !!s)
+    }
+  })
+})
+const allPromises = Promise.all(dataPromises).then(data => {
+  return data.reduce((a,b) => {
+    // console.log(b)
+    a[b.name] = b
+    return a
+  }, {})
+})
+const load = () => {
+  return allPromises
+}
+
+export { load }
diff --git a/client/index.js b/client/index.js
new file mode 100644
index 0000000..83b5214
--- /dev/null
+++ b/client/index.js
@@ -0,0 +1,204 @@
+import * as util from './lib/util'
+import * as data from './data'
+import * as player from './player'
+
+/* initialization */
+
+const mass_fields = [
+  "date", "timestamp",
+  "fatalities", "injured", "total_victims",
+  "age", "case", "weapon_type", "weapon_details"
+].reduce((a,b,i) => {
+  a[b] = i
+  return a
+}, {})
+
+const gv_fields = [
+  "incident_id", "date",
+  "state", "city_or_county", "address",
+  "n_killed", "n_injured",
+  "incident_url", "source_url", "incident_url_fields_missing",
+  "congressional_district",
+  "gun_stolen", "gun_type", "incident_characteristics",
+  "latitude", "location_description", "longitude",
+  "n_guns_involved",
+  "notes",
+  "participant_age", "participant_age_group", "participant_gender", "participant_name", "participant_relationship", "participant_status", "participant_type",
+  "sources",
+  "state_house_district", "state_senate_district"
+].reduce((a,b,i) => {
+  a[b] = i
+  return a
+}, {})
+
+const year_days_by_month = [
+  31, 28, 31, 30,
+  31, 30, 31, 31,
+  30, 31, 30, 31,
+  0
+].reduce((a, b, i) => {
+  if (i === 0) {
+    return [b]
+  }
+  return a.concat(a[i-1] + b)
+}, [])
+
+let i = 0, max_i = 0, mass_i = 0
+let datasets = {}, dataset = {}, bounds = {}, diff = []
+let play_fn = play_sequence
+data.load().then(lists => {
+  console.log(lists)
+
+  const ar15 = lists.ar_15_2016_18
+  datasets['AR-15 2016-18'] = {}
+  datasets['AR-15 2016-18'].name = 'AR-15 (2016-18)'
+  datasets['AR-15 2016-18'].pedal = true
+  datasets['AR-15 2016-18'].play_fn = play_mass_shootings
+  const ar_lines = ar15.lines.map(l => {
+    if (l[gv_fields.incident_characteristics].match('Shots Fired - No Injuries')) {
+      return null
+    }
+    if (l[gv_fields.n_killed] + l[gv_fields.n_injured] < 4) return null
+    const [y, m, d] = l[gv_fields.date].split('-')
+    if (parseInt(y) > 2017) return null
+    const yy = (parseInt(y) - 2016) * 365
+    const mm = year_days_by_month[parseInt(m)]
+    const dd = Math.floor(parseInt(d)) + 14
+    const date = Math.floor((yy + mm + dd) / 7)
+    // console.log(date, y, m, d)
+    let total = l[gv_fields.n_killed] + l[gv_fields.n_injured]
+    if (l[gv_fields.n_killed] === 0) {
+      total = - l[gv_fields.n_injured]
+    }
+    return [
+      date,
+      Math.log(Math.log(total + 10) + 1),
+      "** !!, $$, {} killed, [] injured".replace('**', l[gv_fields.date]).replace('!!', l[gv_fields.city_or_county]).replace('$$', l[gv_fields.state]).replace('{}', l[gv_fields.n_killed]).replace('[]', l[gv_fields.n_injured]),
+      l[gv_fields.n_killed],
+      l[gv_fields.n_injured],
+    ]
+  }).filter(n => !!n)
+  datasets['AR-15 2016-18'].dates = ar_lines.map(a => a[0])
+  datasets['AR-15 2016-18'].dates.push(ar_lines.length)
+  datasets['AR-15 2016-18'].lines = [ar_lines.map(a => a[1])]
+  datasets['AR-15 2016-18'].labels = ar_lines.map(a => a[2])
+
+  const fm = lists.firearms_manufactured
+  datasets['Firearms Manufactured'] = {}
+  datasets['Firearms Manufactured'].name = 'Firearms Manufactured'
+  datasets['Firearms Manufactured'].play_fn = play_sequence
+  datasets['Firearms Manufactured'].h = fm.h.slice(1, 5)
+  datasets['Firearms Manufactured'].labels = fm.lines.map(l => l.slice(0, 1))
+  datasets['Firearms Manufactured'].lines = fm.lines.map(l => l.slice(1, 5))
+
+  datasets["Mass Shootings"] = lists.mass_shootings_from_columbine
+  datasets["Mass Shootings"].name = "Mass Shootings"
+  datasets["Mass Shootings"].pedal = true
+  datasets["Mass Shootings"].isMass = true
+  datasets["Mass Shootings"].play_fn = play_mass_shootings
+  const lines = datasets["Mass Shootings"].lines.reverse()
+  const [min_y, ...rest_a] = lines[0][mass_fields.date].split('/')
+  const [max_y, ...rest_b] = lines[lines.length-1][mass_fields.date].split('/')
+
+  datasets["Mass Shootings"].dates = lines.map(row => {
+    const [y, m, d] = row[mass_fields.date].split('/')
+    return (parseInt(y) - parseInt(min_y)) * 12 + parseInt(m)
+  })
+  datasets["Mass Shootings"].max_i = (parseInt(max_y) - parseInt(min_y)) * 12 + parseInt(12)
+  // console.log('max i', max_i)
+  datasets["Mass Shootings"].data = lines
+  datasets["Mass Shootings"].lines = [lines.map(row => row[mass_fields.total_victims])]
+  ready()
+})
+
+/* play function for mass shooting data w/ custom timing */
+
+function play_mass_shootings(i, bounds, diff, note_time, channel="all", exporting) {
+  const { min, max } = bounds
+  const total = dataset.dates.length
+  let pedal_note
+  let notes = [], midi_notes = []
+  let cases = []
+  let timings
+  let week = Math.floor((i)/4) % 4
+  let year = Math.floor((i - (4*4*3)) / 48) // + 2
+  console.log(year)
+  let yy = -year
+  if (year > 0) year += 1
+  let this_one = 0
+  // console.log(i, mass_i, dataset.dates[mass_i], channel, exporting)
+  while (i >= dataset.dates[mass_i] && mass_i < total) {
+    // console.log(i, dataset.dates[mass_i])
+    notes.push(dataset.lines[0][mass_i])
+    if (dataset.isMass) {
+      cases.push(dataset.data[mass_i][mass_fields.date] + ' ' + dataset.data[mass_i][mass_fields.case] +
+        ", " + dataset.data[mass_i][mass_fields.fatalities] + ' dead, ' + dataset.data[mass_i][mass_fields.injured] + ' injured')
+    } else {
+      cases.push(dataset.labels[mass_i])
+      // console.log(dataset.labels[mass_i])
+    }
+    // console.log('push case', dataset.data[mass_i][mass_fields.date] + ' ' + dataset.data[mass_i][mass_fields.case])
+    mass_i += 1
+    this_one += 1
+    if (this_one >= 4) break
+  }
+
+  if (cases.length) {
+    document.querySelector('#cases').innerHTML = cases.join('<br>')
+  }
+
+  if (total <= mass_i) {
+    mass_i = 0
+    i = 0
+  } else {
+    i += 1
+  }
+
+  return [i, [], [], pedal_note]
+}
+
+/* play the next note in sequence */
+
+function play_sequence(i, bounds, diff, note_time, channel="all", exporting) {
+  const { rows, min, max } = bounds
+  const count = rows.length * rows[0].length
+  if (i >= count) i = 0
+  const y = Math.floor(i / rows[0].length)
+  const x = i % rows[0].length
+  // if (!x) console.log(y)
+  const n = rows[y][x]
+  i += 1
+  if (i >= count) i = 0
+  const midi_note = play_note( norm(n, min, max) * nx.multiply.value, note_time, channel, exporting)
+  return [i, [midi_note], [128]]
+}
+
+/* play next note according to sonification */
+
+function play_next(){
+  if (paused) return
+  let note_time = 120000 / Tone.Transport.bpm.value * note_values[nx.timing.active][0]
+  clearTimeout(playTimeout)
+  playTimeout = setTimeout(play_next, note_time)
+  let [new_i, notes, timings] = play_fn(i, bounds, diff, note_time)
+  if (dataset.labels) {
+    // const j = Math.floor(i / bounds.rows[0].length)
+    // document.querySelector('#cases').innerHTML = dataset.labels[j]
+  }
+
+  i = new_i
+  if (recording) {
+    let timing = note_values[nx.timing.active][2]
+    if (timing.length) timing = timing[i % timing.length]
+    recorder.addEvent(new MidiWriter.NoteEvent({ pitch: notes, duration: 't' + timing }))
+  }
+}
+
+/* build and bind the UI */
+
+function ready() {
+  document.querySelector('.loading').classList.remove('loading')
+}
+
+
+
diff --git a/client/lib/color.js b/client/lib/color.js
new file mode 100644
index 0000000..bd5b7ce
--- /dev/null
+++ b/client/lib/color.js
@@ -0,0 +1,31 @@
+
+const palettes = [
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [1.0, 1.0, 1.0], [0.00, 0.33, 0.67]],
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [1.0, 1.0, 1.0], [0.00, 0.10, 0.20]],
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [1.0, 1.0, 1.0], [0.30, 0.20, 0.20]],
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [1.0, 1.0, 0.5], [0.80, 0.90, 0.30]],
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [1.0, 0.7, 0.4], [0.00, 0.15, 0.20]],
+  [[0.5, 0.5, 0.5], [0.5, 0.5, 0.5], [2.0, 1.0, 0.0], [0.50, 0.20, 0.25]],
+  [[0.8, 0.5, 0.4], [0.2, 0.4, 0.2], [2.0, 1.0, 1.0], [0.00, 0.25, 0.25]],
+]
+
+let palette = palettes[0]
+
+function channel (t, a, b, c, d, add, mul) {
+  return a + b * Math.cos(2 * Math.PI * (c * t + d)) * mul + add
+}
+
+function color (t, add, mul) {
+  let a, b, c, d
+  const rgb = []
+  for (var i = 0; i < 3; i++) {
+    a = palette[0][i]
+    b = palette[1][i]
+    c = palette[2][i]
+    d = palette[3][i]
+    rgb[i] = Math.round(channel(t, a, b, c, d, add, mul) * 255)
+  }
+  return 'rgb(' + rgb + ')'
+}
+
+export default color
diff --git a/client/lib/intonation.js b/client/lib/intonation.js
new file mode 100644
index 0000000..341baab
--- /dev/null
+++ b/client/lib/intonation.js
@@ -0,0 +1,162 @@
+module.exports = (function(){
+  var Intonation = function(opt){
+    opt = this.opt = Object.assign({
+      name: "",
+      root: 466.164,
+      octave: 0,
+      interval: 2,
+      tet: 0,
+      intervals: null,
+    }, opt || {})
+    this.generate()
+  }
+  Intonation.prototype.generate = function(opt){
+    opt = Object.assign(this.opt, opt || {})
+    if (opt.scl) {
+      this.generate_scl()
+    }
+    else if (opt.tet) {
+      this.generate_tet()
+    }
+    else if (opt.intervals) {
+      this.generate_intervals()
+    }
+  }
+  Intonation.prototype.generate_intervals = function(){
+    var root = this.opt.root
+    var interval_list = this.opt.intervals
+    if (typeof interval_list == "string") {
+      interval_list = interval_list.split(" ")
+    }
+    this.name = this.opt.name || "interval list"
+    this.intervals = interval_list
+    this.interval = this.opt.interval = parseInterval.call(this, interval_list.pop() )
+    this.scale = interval_list.map( parseIntervalString.bind(this) ).filter(function(v){
+      return !! v
+    })
+  }
+  Intonation.prototype.generate_tet = function(){
+    var scale = this.scale = []
+    var root = this.opt.root
+    var tet = this.opt.tet
+    var interval = this.interval = this.opt.interval
+    var ratio = Math.pow( interval, 1/tet )
+    var n = root
+    scale.push(n)
+    for (var i = 0; i < tet-1; i++) {
+      n *= ratio
+      scale.push(n)
+    }
+    this.name = this.opt.name || tet + "-tone equal temperament"
+    this.intervals = null
+  }
+  Intonation.prototype.generate_scl = function(){
+    var root = this.opt.root
+    var scl = this.parse_scl( this.opt.scl )
+    this.intervals = scl.notes
+    this.interval = scl.notes.pop()
+    this.name = this.opt.name || scl.description
+    this.scale = scl.notes.map(function(v){
+      return v * root
+    })
+  }
+  Intonation.prototype.parse_scl = function(s){
+    var scl = {}
+    scl.comments = []
+    scl.notes = []
+    s.trim().split("\n").forEach(function(line){
+      // Lines beginning with an exclamation mark are regarded as comments
+      // and are to be ignored.
+      if ( line.indexOf("!") !== -1 ) {
+        scl.comments.push(line)
+      }
+      // The first (non comment) line contains a short description of the scale.
+      // If there is no description, there should be an empty line. (nb: which is falsey)
+      else if ( ! ('description' in scl) ) {
+        scl.description = line
+      }
+      // The second line contains the number of notes.
+      // The first note of 1/1 or 0.0 cents is implicit and not in the files.
+      else if ( ! scl.notes.length) {
+        scl.notes.push(1)
+      }
+      else {
+        // If the value contains a period, it is a cents value, otherwise a ratio.
+        var note = line.replace(/^[^-\.0-9]+/,"").replace(/[^-\/\.0-9]+$/,"")
+        if ( note.indexOf(".") !== -1 ) {
+          note = Math.pow( 2, (parseFloat(note) / 1200) )
+        }
+        else {
+          note = parseInterval(note)
+        }
+        if (note) {
+          scl.notes.push(note)
+        }
+      }
+    })
+    return scl
+  }
+  Intonation.prototype.index = function(i, octave){
+    octave = octave || this.opt.octave
+    var f = this.scale[ mod(i, this.scale.length)|0 ]
+    var pow = Math.floor(norm(i, 0, this.scale.length)) + octave
+    f *= Math.pow(this.interval, pow)
+    return f
+  }
+  Intonation.prototype.range = function(min, max){
+    var a = []
+    for (var i = min; i < max; i++) {
+      a.push( this.index(i) )
+    }
+    return a
+  }
+  Intonation.prototype.set_root = function(f){
+    this.opt.root = f
+    this.generate()
+  }
+  Intonation.prototype.quantize_frequency = function(f){
+    if (f == 0) return 0
+    var scale_f = f
+    var pow = 0
+    var interval = this.interval
+    var scale = this.scale
+    while (scale_f < root) {
+      scale_f *= interval
+      pow -= 1
+    }
+    while (scale_f > root * interval) {
+      scale_f /= interval
+      pow += 1
+    }
+    for (var i = 0; i < scale.length; i++) {
+      if (scale_f > scale[i]) continue
+      scale_f = scale[i]
+      break
+    }
+    scale_f *= Math.pow(2, pow)
+    return scale_f
+  }
+  Intonation.prototype.quantize_index = function(i){
+    return mod(index-1, this.scale.length)|0
+  }
+  var parseInterval = Intonation.prototype.parse_interval = function (s) {
+    if (typeof s == "number") return s
+    if (! s.indexOf("/") == -1) return parseInt(s)
+    var pp = s.split("/")
+    var num = parseInt(pp[0])
+    var den = parseInt(pp[1])
+    if (isNaN(num)) return 1
+    if (isNaN(den) || den == 0) return num
+    if (num == den) return 1
+    return num / den
+  }
+  var parseIntervalString = Intonation.prototype.parse_interval_string = function(s){
+    if (s.indexOf("/") !== -1) return parseInterval(s) * this.opt.root // intervals
+    if (s.indexOf("f") !== -1) return parseFloat(s)    // pure frequencies
+    return parseFloat(s)
+  }
+  function norm(n,a,b){ return (n-a) / (b-a) }
+  function mod(n,m){ return n-(m * Math.floor(n/m)) }
+
+  return Intonation
+})()
diff --git a/client/lib/kalimba.js b/client/lib/kalimba.js
new file mode 100644
index 0000000..1401dc4
--- /dev/null
+++ b/client/lib/kalimba.js
@@ -0,0 +1,50 @@
+import Tone from 'tone'
+import { choice } from './util'
+
+const player_count = 2
+let sample_index = 0
+
+const compressor = new Tone.Compressor(-30, 3).toMaster()
+
+const samples = [
+  { root: 226, fn: 'samples/380737__cabled-mess__sansula-01-a-raw.mp3', },
+  { root: 267, fn: 'samples/380736__cabled-mess__sansula-02-c-raw.mp3', },
+  { root: 340, fn: 'samples/380735__cabled-mess__sansula-03-e-raw.mp3', },
+  { root: 452, fn: 'samples/380733__cabled-mess__sansula-06-a-02-raw.mp3', },
+//  { root: 507, fn: 'samples/380734__cabled-mess__sansula-07-b-h-raw.mp3', },
+//  { root: 535, fn: 'samples/380731__cabled-mess__sansula-08-c-raw.mp3', },
+//  { root: 671, fn: 'samples/380732__cabled-mess__sansula-09-e-raw.mp3', },
+]
+
+samples.forEach((sample) => {
+  sample.players = []
+  sample.index = -1
+  for (let i = 0; i < player_count; i++) {
+    let fn = sample.fn
+    if (window.location.href.match(/asdf.us/)) {
+      fn = '//asdf.us/kalimba/' + fn
+    }
+    let player = new Tone.Player({
+      url: fn,
+      retrigger: true,
+      playbackRate: 1,
+    })
+    player.connect(compressor)
+    sample.players.push(player)
+  }
+})
+
+function play (freq, volume = 0.0) {
+  const best = { sample: samples[sample_index] }
+  sample_index = (sample_index + 1) % samples.length
+  best.sample.index = (best.sample.index + 1) % player_count
+
+  const player = best.sample.players[ best.sample.index ]
+  player.playbackRate = freq / best.sample.root
+  // console.log(player)
+  player.volume.value = volume
+  setTimeout(() => { player.start() }, 0)
+}
+
+export default { play }
+
diff --git a/client/lib/keys.js b/client/lib/keys.js
new file mode 100644
index 0000000..c9e51ac
--- /dev/null
+++ b/client/lib/keys.js
@@ -0,0 +1,39 @@
+const keys = {}
+const key_numbers = {}
+const letters = "zxcvbnmasdfghjklqwertyuiop"
+const numbers = "1234567890"
+
+let callback = function(){}
+
+letters.toUpperCase().split("").map(function(k,i){
+  keys[k.charCodeAt(0)] = i
+})
+
+numbers.split("").map(function(k,i){
+  keys[k.charCodeAt(0)] = i+letters.length
+  key_numbers[k.charCodeAt(0)] = true
+})
+
+window.addEventListener("keydown", keydown, true)
+function keydown (e) {
+  if (e.altKey || e.ctrlKey || e.metaKey) {
+    e.stopPropagation()
+    return
+  }
+  if (document.activeElement instanceof HTMLInputElement &&
+      (e.keyCode in key_numbers)) {
+    e.stopPropagation()
+    return
+  }
+  if (! (e.keyCode in keys)) return
+  var index = keys[e.keyCode]
+  if (e.shiftKey) index += letters.length
+  index -= 7
+  callback(index)
+}
+
+function listen (fn) {
+  callback = fn
+}
+
+export default { listen }
\ No newline at end of file
diff --git a/client/lib/midi.js b/client/lib/midi.js
new file mode 100644
index 0000000..99cbc48
--- /dev/null
+++ b/client/lib/midi.js
@@ -0,0 +1,197 @@
+import Tone from 'tone'
+import WebMidi from 'webmidi'
+import scales from './scales'
+import { ftom, norm, dataURItoBlob } from './util'
+import kalimba from './kalimba'
+import { saveAs } from 'file-saver/FileSaver'
+
+import { nx } from './ui'
+
+let midiDevice
+let sendPitchBend = false
+
+export const MidiWriter = require('midi-writer-js')
+
+export const note_values = [
+  [8, '8 measures', 8 * 512],
+  [4, '4 measures', 4 * 512],
+  [2, '2 measures', 2 * 512],
+  [1, 'whole note', 512],
+  [1/2, 'half note', 256],
+  [1/3, 'third note', [170, 170, 171]],
+  [1/4, 'quarter note', 128],
+  [1/5, 'fifth note', [51,51,51,51,52]],
+  [1/6, 'sixth note', [85, 85, 86, 85, 85, 86]],
+  [1/8, 'eighth note', 64],
+  [1/10, 'tenth note', [25,26,26,25,26,25,26,26,25,26]],
+  [1/12, 'twelfth note', [21,21,22, 21,21,22, 21,21,22, 21,21,22]],
+  [1/16, 'sixteenth note', 32],
+  [1/32, 'thirtysecond note', 16],
+]
+
+export function midi_init() {
+  WebMidi.enable(midi_ready)
+  function midi_ready(err) {
+    if (err) {
+      console.error('webmidi failed to initialize')
+      return
+    }
+    if (!WebMidi.outputs.length) {
+      console.error('no MIDI output found')
+      return
+    }
+    console.log(WebMidi.inputs)
+    console.log(WebMidi.outputs)
+    if (WebMidi.outputs.length > 1) {
+      const filtered = WebMidi.outputs.filter(output => output.name.match(/prodipe/i))
+      if (filtered.length) {
+        // midiDevice = filtered[0]
+      }
+    }
+    // midiDevice = midiDevice || WebMidi.outputs[0]
+    // console.log(midiDevice.name)
+  }
+}
+
+/* play a single note */
+
+export function play_note(index, duration, channel="all", exporting=false, defer=0){
+  // console.log(index)
+  const scale = scales.current()
+  const freq = scale.index(index + Math.round(nx.offset.value), nx.octave.value)
+  let midi_note = ftom(freq)
+  let cents = midi_note % 1
+  if (cents > 0.5) {
+    midi_note += 1
+    cents -= 1
+  }
+  cents *= 2
+  midi_note = Math.floor(midi_note)
+  if ((midiDevice || exporting) && midi_note > 127) return 0
+  const note = Tone.Frequency(Math.floor(midi_note), "midi").toNote()
+  const defer_time = 30000 / Tone.Transport.bpm.value * defer / 128
+  if (exporting) {
+    return note
+  }
+  // console.log('defer', defer, defer_time)
+  if (midiDevice) {
+    duration = duration || 60000 / Tone.Transport.bpm.value
+    if (! exporting) {
+      if (defer) {
+        setTimeout(() => {
+          play_midi_note(note, cents, channel, duration)
+        }, defer)
+      } else {
+        play_midi_note(note, cents, channel, duration)
+      }
+    }
+  }
+  else if (defer) {
+    setTimeout(() => {
+      kalimba.play(freq)
+    }, defer_time)
+  } else {
+    kalimba.play(freq)
+  }
+  return note
+}
+
+export function play_midi_note(note, cents, channel, duration) {
+  midiDevice.playNote(note, channel, { duration })
+  if (sendPitchBend) {
+    midiDevice.sendPitchBend(cents, channel)
+  }
+}
+
+/* play the next note in sequence */
+
+export function play_sequence(i, bounds, diff, note_time, channel="all", exporting) {
+  const { rows, min, max } = bounds
+  const count = rows.length * rows[0].length
+  if (i >= count) i = 0
+  const y = Math.floor(i / rows[0].length)
+  const x = i % rows[0].length
+  // if (!x) console.log(y)
+  const n = rows[y][x]
+  i += 1
+  if (i >= count) i = 0
+  const midi_note = play_note( norm(n, min, max) * nx.multiply.value, note_time, channel, exporting)
+  return [i, [midi_note], [128]]
+}
+// [next_i, notes, timings, pedal_note]
+
+/* play the next row as an interval */
+
+export function play_interval_sequence(i, bounds, diff, note_time, channel="all", exporting) {
+  const { rows, min, max } = bounds
+  const count = rows.length
+  if (i >= count) i = 0
+  const y = i % count
+  const row = rows[y]
+  if (! row) { i = 0; return }
+  const row_min = Math.min.apply(Math, row)
+  // const row_max = Math.max.apply(Math, row)
+  const row_f0 = norm(row_min, min, max)
+  const row_root = row_f0 * nx.multiply.value
+  const notes = row.map(n => {
+    const note = row_root + norm(n - row_min, diff.min, diff.max) * nx.interval.value
+    play_note(note, note_time, channel, exporting)
+  })
+  i += 1
+  return [i, notes]
+}
+
+/* generate a 1-track midi file by calling the play function repeatedly */
+
+export function export_pattern_as_midi(dataset, bounds, diff, tempo, timingIndex, play_fn, max_i) {
+  // const behavior = document.querySelector('#behavior').value
+  const { rows } = bounds
+  // let count = behavior === 'sequence' ? rows[0].length * rows.length : rows.length
+  max_i = max_i || rows[0].length
+  let notes, timings
+  let note_time
+  // let timing = note_values[timingIndex][2]
+  let pedal_note, pedal_track, next_i
+  let wait = 0
+  let midi_track = new MidiWriter.Track()
+  midi_track.setTempo(tempo)
+  if (dataset.pedal) {
+    pedal_track = new MidiWriter.Track()
+    pedal_track.setTempo(tempo)
+  }
+  for (let i = 0, len = max_i; i < len; i++) {
+    [next_i, notes, timings, pedal_note] = play_fn(i, bounds, diff, note_time, "all", true)
+    // if (timing.length) {
+    //   note_time = timing[i % timing.length]
+    // } else {
+    //   note_time = timing
+    // }
+    // midi_track.addEvent(new MidiWriter.NoteEvent({ pitch: notes, duration: 't' + note_time }))
+    // console.log(i, notes, timings)
+    if (!notes.length) wait += 128
+    for (let j = 0; j < notes.length; j++) {
+      console.log(i, j, notes[j], timings[j], wait, pedal_note)
+      let e = {
+        pitch: notes[j],
+        duration: 't' + timings[j],
+        velocity: 50,
+      }
+      if (wait) {
+        e.wait = 't' + wait
+      }
+      midi_track.addEvent(new MidiWriter.NoteEvent(e))
+      wait = 0
+    }
+    if (dataset.pedal) {
+      pedal_track.addEvent(new MidiWriter.NoteEvent({
+        pitch: pedal_note,
+        duration: 't128',
+        velocity: 25,
+      }))
+    }
+  }
+  let tracks = dataset.pedal ? [midi_track, pedal_track] : [midi_track]
+  const writer = new MidiWriter.Writer(tracks)
+  const blob = dataURItoBlob(writer.dataUri())
+  saveAs(blob, 'Recording - ' + dataset.name + '.mid')
+}
diff --git a/client/lib/scales.js b/client/lib/scales.js
new file mode 100644
index 0000000..d85fe08
--- /dev/null
+++ b/client/lib/scales.js
@@ -0,0 +1,299 @@
+import Intonation from './intonation'
+
+const meantone = `! meanquar.scl
+!
+1/4-comma meantone scale. Pietro Aaron's temperament (1523)
+ 12
+!
+ 76.04900
+ 193.15686
+ 310.26471
+ 5/4
+ 503.42157
+ 579.47057
+ 696.57843
+ 25/16
+ 889.73529
+ 1006.84314
+ 1082.89214
+ 2/1
+`
+
+const shares = `! shares.scl
+!
+A scale based on shares of wealth
+!
+1.
+5.
+15.
+32.
+52.
+78.
+116.
+182.
+521.
+1000.
+`
+
+const shares_sum = `! shares_sum.scl
+!
+A scale based on summing shares of wealth
+!
+1
+6.0
+21.0
+53.0
+105.0
+183.0
+299.0
+481.0
+1002.0
+2/1
+`
+
+const mavila = `! mavila12.scl
+!
+A 12-note mavila scale (for warping meantone-based music), 5-limit TOP
+ 12
+!
+-30.99719
+ 163.50770
+ 358.01258
+ 327.01540
+ 521.52028
+ 490.52310
+ 685.02798
+ 654.03080
+ 848.53568
+ 1043.04057
+ 1012.04338
+ 1206.54826
+`
+
+const carlos_alpha = `! carlos_alpha.scl
+!
+Wendy Carlos' Alpha scale with perfect fifth divided in nine
+ 18
+!
+ 78.00000
+ 156.00000
+ 234.00000
+ 312.00000
+ 390.00000
+ 468.00000
+ 546.00000
+ 624.00000
+ 702.00000
+ 780.00000
+ 858.00000
+ 936.00000
+ 1014.00000
+ 1092.00000
+ 1170.00000
+ 1248.00000
+ 1326.00000
+ 1404.00000
+`
+
+const lamonte = `! young-lm_piano.scl
+!
+LaMonte Young's Well-Tempered Piano
+12
+!
+567/512
+9/8
+147/128
+21/16
+1323/1024
+189/128
+3/2
+49/32
+7/4
+441/256
+63/32
+2/1
+`
+
+const colundi = `! colundi.scl
+!
+Colundi scale
+10
+!
+9/8
+171/140
+137/112
+43/35
+3/2
+421/280
+213/140
+263/150
+66/35
+2/1
+`
+
+const liu_major = `! liu_major.scl
+!
+Linus Liu's Major Scale, see his 1978 book, "Intonation Theory"                 
+ 7
+!
+ 10/9
+ 100/81
+ 4/3
+ 3/2
+ 5/3
+ 50/27
+ 2/1
+`
+const liu_pentatonic = `! liu_pent.scl
+!
+Linus Liu's "pentatonic scale"                                                  
+ 7
+!
+ 9/8
+ 81/64
+ 27/20
+ 3/2
+ 27/16
+ 243/128
+ 81/40
+`
+
+const liu_minor = `! LIU_MINor.scl
+!
+Linus Liu's Harmonic Minor                                                      
+ 7
+!
+ 10/9
+ 6/5
+ 4/3
+ 40/27
+ 8/5
+ 50/27
+ 2/1
+`
+
+const liu_melodic_minor = `! liu_mel.scl
+!
+Linus Liu's Melodic Minor, use 5 and 7 descending and 6 and 8 ascending         
+ 9
+!
+ 10/9
+ 6/5
+ 4/3
+ 3/2
+ 81/50
+ 5/3
+ 9/5
+ 50/27
+ 2/1
+`
+
+const scales = [
+  {
+    intervals: '1/1 9/8 5/4 4/3 3/2 5/3 15/8 2/1',
+    name: "harmonic scale",
+  },
+  {
+    root: 450,
+    intervals: '1/1 9/8 5/4 4/3 3/2 5/3 15/8 2/1',
+    name: "harmonic scale @ 450",
+  },
+  {
+    tet: 5,
+  },
+  {
+    tet: 12,
+  },
+  {
+    tet: 17,
+  },
+  {
+    intervals: '1/1 81/80 33/32 21/20 16/15 12/11 11/10 10/9 9/8 8/7 7/6 32/27 6/5 11/9 5/4 14/11 9/7 21/16 4/3 27/20 11/8 7/5 10/7 16/11 40/27 3/2 32/21 14/9 11/7 8/5 18/11 5/3 27/16 12/7 7/4 16/9 9/5 20/11 11/6 15/8 40/21 64/33 160/81 2/1',
+    name: "harry partch scale",
+  },
+  {
+    scl: lamonte,
+  },
+  {
+    scl: meantone,
+  },
+  {
+    scl: mavila,
+  },
+  {
+    scl: carlos_alpha,
+  },
+  {
+    scl: colundi,
+  },
+  {
+    scl: shares,
+  },
+  {
+    scl: shares_sum,
+  },
+  {
+    scl: liu_major,
+  },
+  {
+    scl: liu_minor,
+  },
+  {
+    scl: liu_melodic_minor,
+  },
+  {
+    scl: liu_pentatonic,
+  }
+].map( (opt) => new Intonation(opt) )
+
+let scale = scales[0]
+let handleChange = function(){}
+
+function build () {
+  scales.forEach( (scale, i) => {
+    scale.heading = document.createElement('div')
+    scale.heading.innerHTML = scale.name
+    scale.heading.classList.add('heading')
+    scale.heading.addEventListener('click', function(){
+      pick(i)
+    })
+    scale_list.appendChild(scale.heading)
+  })
+  pick(0)
+}
+function build_options(el) {
+  scales.forEach( (scale, i) => {
+    const option = document.createElement('option')
+    option.innerHTML = scale.name
+    option.value = i
+    el.appendChild(option)
+  })
+  el.addEventListener('input', function(e){
+    pick(e.target.value)
+  })
+  pick(0)
+}
+
+function pick (i) {
+  if (scale) {
+    scale.heading && scale.heading.classList.remove('selected')
+  }
+  scale = scales[i]
+  scale.heading && scale.heading.classList.add('selected')
+	handleChange(scale)
+}
+
+function current () {
+  return scale
+}
+
+function onChange (fn) {
+	handleChange = fn
+}
+
+function names () {
+	return scales.map( scale => scale.name )
+}
+
+
+export default { scales, current, build, build_options, pick, names, onChange }
diff --git a/client/lib/startAudioContext.js b/client/lib/startAudioContext.js
new file mode 100644
index 0000000..f3a9793
--- /dev/null
+++ b/client/lib/startAudioContext.js
@@ -0,0 +1,181 @@
+/**
+ *  StartAudioContext.js
+ *  @author Yotam Mann
+ *  @license http://opensource.org/licenses/MIT MIT License
+ *  @copyright 2016 Yotam Mann
+ */
+(function (root, factory) {
+  if (typeof define === "function" && define.amd) {
+    define([], factory);
+   } else if (typeof module === 'object' && module.exports) {
+        module.exports = factory();
+  } else {
+    root.StartAudioContext = factory();
+  }
+}(this, function () {
+
+  /**
+   * The StartAudioContext object
+   */
+  var StartAudioContext = {
+    /**
+     * The audio context passed in by the user
+     * @type {AudioContext}
+     */
+    context : null,
+    /**
+     * The TapListeners bound to the elements
+     * @type {Array}
+     * @private
+     */
+    _tapListeners : [],
+    /**
+     * Callbacks to invoke when the audio context is started
+     * @type {Array}
+     * @private
+     */
+    _onStarted : [],
+  };
+
+
+  /**
+   * Set the context
+   * @param {AudioContext} ctx
+   * @returns {StartAudioContext}
+   */
+  StartAudioContext.setContext = function(ctx){
+    StartAudioContext.context = ctx;
+    return StartAudioContext;
+  };
+
+  /**
+   * Add a tap listener to the audio context
+   * @param  {Array|Element|String|jQuery} element
+   * @returns {StartAudioContext}
+   */
+  StartAudioContext.on = function(element){
+    if (Array.isArray(element) || (NodeList && element instanceof NodeList)){
+      for (var i = 0; i < element.length; i++){
+        StartAudioContext.on(element[i]);
+      }
+    } else if (typeof element === "string"){
+      StartAudioContext.on(document.querySelectorAll(element));
+    } else if (element.jquery && typeof element.toArray === "function"){
+      StartAudioContext.on(element.toArray());
+    } else if (Element && element instanceof Element){
+      //if it's an element, create a TapListener
+      var tap = new TapListener(element, onTap);
+      StartAudioContext._tapListeners.push(tap);
+    } 
+    return StartAudioContext;
+  };
+
+  /**
+   * Bind a callback to when the audio context is started. 
+   * @param {Function} cb
+   * @return {StartAudioContext}
+   */
+  StartAudioContext.onStarted = function(cb){
+    //if it's already started, invoke the callback
+    if (StartAudioContext.isStarted()){
+      cb();
+    } else {
+      StartAudioContext._onStarted.push(cb);
+    }
+    return StartAudioContext;
+  };
+
+  /**
+   * returns true if the context is started
+   * @return {Boolean}
+   */
+  StartAudioContext.isStarted = function(){
+    return (StartAudioContext.context !== null && StartAudioContext.context.state === "running");
+  };
+
+  /**
+   * @class  Listens for non-dragging tap ends on the given element
+   * @param {Element} element
+   * @internal
+   */
+  var TapListener = function(element){
+
+    this._dragged = false;
+
+    this._element = element;
+
+    this._bindedMove = this._moved.bind(this);
+    this._bindedEnd = this._ended.bind(this);
+
+    element.addEventListener("touchmove", this._bindedMove);
+    element.addEventListener("touchend", this._bindedEnd);
+    element.addEventListener("mouseup", this._bindedEnd);
+  };
+
+  /**
+   * drag move event
+   */
+  TapListener.prototype._moved = function(e){
+    this._dragged = true;
+  };
+
+  /**
+   * tap ended listener
+   */
+  TapListener.prototype._ended = function(e){
+    if (!this._dragged){
+      onTap();
+    }
+    this._dragged = false;
+  };
+
+  /**
+   * remove all the bound events
+   */
+  TapListener.prototype.dispose = function(){
+    this._element.removeEventListener("touchmove", this._bindedMove);
+    this._element.removeEventListener("touchend", this._bindedEnd);
+    this._element.removeEventListener("mouseup", this._bindedEnd);
+    this._bindedMove = null;
+    this._bindedEnd = null;
+    this._element = null;
+  };
+
+  /**
+   * Invoked the first time of the elements is tapped.
+   * Creates a silent oscillator when a non-dragging touchend 
+   * event has been triggered.
+   */
+  function onTap(){
+    //start the audio context with a silent oscillator
+    if (StartAudioContext.context && !StartAudioContext.isStarted()){
+      var osc = StartAudioContext.context.createOscillator();
+      var silent = StartAudioContext.context.createGain();
+      silent.gain.value = 0;
+      osc.connect(silent);
+      silent.connect(StartAudioContext.context.destination);
+      var now = StartAudioContext.context.currentTime;
+      osc.start(now);
+      osc.stop(now+0.5);
+    }
+
+    //dispose all the tap listeners
+    if (StartAudioContext._tapListeners){
+      for (var i = 0; i < StartAudioContext._tapListeners.length; i++){
+        StartAudioContext._tapListeners[i].dispose();
+      }
+      StartAudioContext._tapListeners = null;
+    }
+    //the onstarted callbacks
+    if (StartAudioContext._onStarted){
+      for (var j = 0; j < StartAudioContext._onStarted.length; j++){
+        StartAudioContext._onStarted[j]();
+      }
+      StartAudioContext._onStarted = null;
+    }
+  }
+
+  return StartAudioContext;
+}));
+
+
diff --git a/client/lib/ui.js b/client/lib/ui.js
new file mode 100644
index 0000000..413ff1c
--- /dev/null
+++ b/client/lib/ui.js
@@ -0,0 +1,50 @@
+import Nexus from 'nexusui'
+
+export const nx = window.nx = {}
+
+/* ui - update an int/float value */
+
+export function update_value_on_change(el, id, is_int, fn) {
+  const label = document.querySelector(id + ' + .val')
+  const update = v => {
+    label.innerHTML = is_int ? parseInt(v) : v.toFixed(2)
+    fn && fn(v)
+  }
+  el.on('change', update)
+  update(el.value)
+  el.update = update
+}
+
+/* ui - update a radio button */
+
+export function update_radio_value_on_change(el, id, values, fn) {
+  let old_v = el.active
+  const label = document.querySelector(id + ' + .val')
+  const update = v => {
+    if (v === -1) {
+      v = el.active = old_v
+    } else {
+      old_v = v
+    }
+    label.innerHTML = values[v][1]
+    fn && fn(v)
+  }
+  el.on('change', update)
+  update(el.active)
+  el.update = update
+}
+
+/* ui - bind/build a select dropdown */
+
+export function build_options(el, lists, fn) {
+  Object.keys(lists).forEach(key => {
+    const list = lists[key]
+    const option = document.createElement('option')
+    option.innerHTML = list.name
+    option.value = key
+    el.appendChild(option)
+  })
+  el.addEventListener('input', function(e){
+    fn(e.target.value)
+  })
+}
diff --git a/client/lib/util.js b/client/lib/util.js
new file mode 100644
index 0000000..c2483eb
--- /dev/null
+++ b/client/lib/util.js
@@ -0,0 +1,139 @@
+export const isIphone = (navigator.userAgent.match(/iPhone/i)) || (navigator.userAgent.match(/iPod/i))
+export const isIpad = (navigator.userAgent.match(/iPad/i))
+export const isAndroid = (navigator.userAgent.match(/Android/i))
+export const isMobile = isIphone || isIpad || isAndroid
+export const isDesktop = ! isMobile
+
+document.body.classList.add(isMobile ? 'mobile' : 'desktop')
+
+export const browser = { isIphone, isIpad, isMobile, isDesktop }
+
+export function choice (a){ return a[ Math.floor(Math.random() * a.length) ] }
+export function mod(n,m){ return n-(m * Math.floor(n/m)) }
+export function norm(n, min, max){ return (n - min) / (max - min) }
+
+export function requestAudioContext (fn) {
+	if (isMobile) {
+    const container = document.createElement('div')
+    const button = document.createElement('div')
+    button.innerHTML = 'Tap to start - please unmute your phone'
+    Object.assign(container.style, {
+      position: 'absolute',
+      width: '100%',
+      height: '100%',
+      zIndex: '10000',
+      top: '0px',
+      left: '0px',
+      backgroundColor: 'rgba(0, 0, 0, 0.8)',
+    })
+		Object.assign(button.style, {
+		  position: 'absolute',
+		  left: '50%',
+		  top: '50%',
+			padding: '20px',
+		  backgroundColor: '#7F33ED',
+		  color: 'white',
+		  fontFamily: 'monospace',
+		  borderRadius: '3px',
+		  transform: 'translate3D(-50%,-50%,0)',
+		  textAlign: 'center',
+			lineHeight: '1.5',
+    })
+    container.appendChild(button)
+    document.body.appendChild(container)
+    StartAudioContext.setContext(Tone.context)
+    StartAudioContext.on(button)
+    StartAudioContext.onStarted(_ => {
+      container.remove()
+			fn()
+  	})
+	} else {
+		fn()
+	}
+}
+
+export function dataURItoBlob(dataURI) {
+  // convert base64 to raw binary data held in a string
+  // doesn't handle URLEncoded DataURIs - see SO answer #6850276 for code that does this
+  var byteString = atob(dataURI.split(',')[1]);
+
+  // separate out the mime component
+  var mimeString = dataURI.split(',')[0].split(':')[1].split(';')[0]
+
+  // write the bytes of the string to an ArrayBuffer
+  var ab = new ArrayBuffer(byteString.length);
+
+  // create a view into the buffer
+  var ia = new Uint8Array(ab);
+
+  // set the bytes of the buffer to the correct values
+  for (var i = 0; i < byteString.length; i++) {
+      ia[i] = byteString.charCodeAt(i);
+  }
+
+  // write the ArrayBuffer to a blob, and you're done
+  var blob = new Blob([ab], {type: mimeString});
+  return blob;
+
+}
+export function ftom(f) {
+  // return (Math.log(f) - Math.log(261.626)) / Math.log(2) + 4.0
+  return 69 + 12 * Math.log2(f / 440)
+}
+export function mtof(m) {
+  return 440 * Math.pow(2, (m - 69) / 12)
+}
+export function tap (fn) {
+  return (e) => {
+    if (browser.isMobile) fn()
+    else if (e.press) fn()
+  }
+}
+
+/* get minimum and maximum variance from row-to-row */
+
+export function get_diff_bounds(rows){
+  const diffs = rows.map(row => {
+    const row_min = Math.min.apply(Math, row)
+    const row_max = Math.max.apply(Math, row)
+    return row_max - row_min
+  })
+  const min = Math.min.apply(Math, diffs)
+  const max = Math.max.apply(Math, diffs)
+  return { min, max }
+}
+
+/* get minimum and maximum values from a dataset */
+
+export function get_bounds(dataset){
+  let rows = dataset.lines
+  // rows.forEach(row => row.shift())
+  rows = rows.map(a => a.map(n => parseFloat(n)))
+  const max = rows.reduce((a,b) => {
+    return b.reduce((z,bb) => {
+      return Math.max(z, bb)
+    }, a)
+  }, -Infinity)
+  const min = rows.reduce((a,b) => {
+    return b.reduce((z,bb) => {
+      return Math.min(z, bb)
+    }, a)
+  }, Infinity)
+  return { rows, max, min }
+}
+
+/* transpose a 2D array */
+
+export function transpose(a) {
+  let i_len = a[0].length
+  let j_len = a.length
+  let T = new Array(i_len)
+  for (let i = 0; i < i_len; i++) {
+    T[i] = new Array(j_len)
+    for (var j = 0; j < j_len; j++) {
+      T[i][j] = a[j][i]
+    }
+  }
+  return T
+}
+
diff --git a/client/old_index.js b/client/old_index.js
new file mode 100644
index 0000000..a01339c
--- /dev/null
+++ b/client/old_index.js
@@ -0,0 +1,381 @@
+/* play function for mass shooting data w/ custom timing */
+
+// export const note_values = [
+//   [8, '8 measures', 8 * 512],
+//   [4, '4 measures', 4 * 512],
+//   [2, '2 measures', 2 * 512],
+//   [1, 'whole note', 512],
+//   [1/2, 'half note', 256],
+//   [1/3, 'third note', [170, 170, 171]],
+//   [1/4, 'quarter note', 128],
+//   [1/5, 'fifth note', [51,51,51,51,52]],
+//   [1/6, 'sixth note', [85, 85, 86, 85, 85, 86]],
+//   [1/8, 'eighth note', 64],
+//   [1/10, 'tenth note', [25,26,26,25,26,25,26,26,25,26]],
+//   [1/12, 'twelfth note', [21,21,22, 21,21,22, 21,21,22, 21,21,22]],
+//   [1/16, 'sixteenth note', 32],
+//   [1/32, 'thirtysecond note', 16],
+// ]
+
+function play_mass_shootings(i, bounds, diff, note_time, channel="all", exporting) {
+  const { min, max } = bounds
+  const total = dataset.dates.length
+  let pedal_note
+  let notes = [], midi_notes = []
+  let cases = []
+  let timings
+  let week = Math.floor((i)/4) % 4
+  let year = Math.floor((i - (4*4*3)) / 48) // + 2
+  console.log(year)
+  let yy = -year
+  if (year > 0) year += 1
+  let this_one = 0
+  // console.log(i, mass_i, dataset.dates[mass_i], channel, exporting)
+  while (i >= dataset.dates[mass_i] && mass_i < total) {
+    // console.log(i, dataset.dates[mass_i])
+    notes.push(dataset.lines[0][mass_i])
+    if (dataset.isMass) {
+      cases.push(dataset.data[mass_i][mass_fields.date] + ' ' + dataset.data[mass_i][mass_fields.case] +
+        ", " + dataset.data[mass_i][mass_fields.fatalities] + ' dead, ' + dataset.data[mass_i][mass_fields.injured] + ' injured')
+    } else {
+      cases.push(dataset.labels[mass_i])
+      // console.log(dataset.labels[mass_i])
+    }
+    // console.log('push case', dataset.data[mass_i][mass_fields.date] + ' ' + dataset.data[mass_i][mass_fields.case])
+    mass_i += 1
+    this_one += 1
+    if (this_one >= 4) break
+  }
+  switch (notes.length) {
+    default:
+    case 0:
+      break
+    case 1:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 128, channel, exporting, 0))
+      timings = [128]
+      break
+    case 2:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 64, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value + yy, 64, channel, exporting, 64))
+      timings = [64, 64]
+      break
+    case 3:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 43, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value + yy, 43, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value + yy, 42, channel, exporting, 85))
+      timings = [43, 43 ,42]
+      break
+    case 4:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 32, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value + yy, 32, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value + yy, 32, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value + yy, 32, channel, exporting, 96))
+      timings = [32, 32, 32, 32]
+      break
+    case 5:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 22, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value + yy, 21, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value + yy, 21, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value + yy, 32, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value + yy, 32, channel, exporting, 96))
+      timings = [22, 21, 21, 32, 32]
+      break
+    case 6:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value + yy, 22, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value + yy, 21, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value + yy, 21, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value + yy, 22, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value + yy, 21, channel, exporting, 86))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value + yy, 21, channel, exporting, 107))
+      timings = [22, 21, 21, 22, 21, 21]
+      break
+    case 7:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 16, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 16, channel, exporting, 16))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 16, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 16, channel, exporting, 48))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 22, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 21, channel, exporting, 86))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 21, channel, exporting, 107))
+      timings = [16, 16, 16, 16, 22, 21, 21]
+      break
+    case 8:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 16, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 16, channel, exporting, 16))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 16, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 16, channel, exporting, 48))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 16, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 16, channel, exporting, 80))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 16, channel, exporting, 96))
+      midi_notes.push(play_note( norm(notes[7], min, max) * nx.multiply.value, 16, channel, exporting, 112))
+      timings = [16, 16, 16, 16, 16, 16, 16, 16]
+      break
+    case 9:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 11, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 11, channel, exporting, 11))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 10, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 16, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 16, channel, exporting, 48))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 16, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 16, channel, exporting, 80))
+      midi_notes.push(play_note( norm(notes[7], min, max) * nx.multiply.value, 16, channel, exporting, 96))
+      midi_notes.push(play_note( norm(notes[8], min, max) * nx.multiply.value, 16, channel, exporting, 112))
+      timings = [11, 11, 10, 16, 16, 16, 16, 16, 16]
+      break
+    case 10:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 11, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 11, channel, exporting, 11))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 10, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 11, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 11, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 10, channel, exporting, 54))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 16, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[7], min, max) * nx.multiply.value, 16, channel, exporting, 80))
+      midi_notes.push(play_note( norm(notes[8], min, max) * nx.multiply.value, 16, channel, exporting, 96))
+      midi_notes.push(play_note( norm(notes[9], min, max) * nx.multiply.value, 16, channel, exporting, 112))
+      timings = [11, 11, 10, 11, 11, 10, 16, 16, 16, 16]
+      break
+    case 11:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 11, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 11, channel, exporting, 11))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 10, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 11, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 11, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 10, channel, exporting, 54))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 11, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[7], min, max) * nx.multiply.value, 11, channel, exporting, 75))
+      midi_notes.push(play_note( norm(notes[8], min, max) * nx.multiply.value, 10, channel, exporting, 86))
+      midi_notes.push(play_note( norm(notes[9], min, max) * nx.multiply.value, 16, channel, exporting, 96))
+      midi_notes.push(play_note( norm(notes[10], min, max) * nx.multiply.value, 16, channel, exporting, 112))
+      timings = [11, 11, 10, 11, 11, 10, 11, 11, 10, 16, 16]
+      break
+    case 12:
+      midi_notes.push(play_note( norm(notes[0], min, max) * nx.multiply.value, 11, channel, exporting, 0))
+      midi_notes.push(play_note( norm(notes[1], min, max) * nx.multiply.value, 11, channel, exporting, 11))
+      midi_notes.push(play_note( norm(notes[2], min, max) * nx.multiply.value, 10, channel, exporting, 22))
+      midi_notes.push(play_note( norm(notes[3], min, max) * nx.multiply.value, 11, channel, exporting, 32))
+      midi_notes.push(play_note( norm(notes[4], min, max) * nx.multiply.value, 11, channel, exporting, 43))
+      midi_notes.push(play_note( norm(notes[5], min, max) * nx.multiply.value, 10, channel, exporting, 54))
+      midi_notes.push(play_note( norm(notes[6], min, max) * nx.multiply.value, 11, channel, exporting, 64))
+      midi_notes.push(play_note( norm(notes[7], min, max) * nx.multiply.value, 11, channel, exporting, 75))
+      midi_notes.push(play_note( norm(notes[8], min, max) * nx.multiply.value, 10, channel, exporting, 86))
+      midi_notes.push(play_note( norm(notes[9], min, max) * nx.multiply.value, 11, channel, exporting, 96))
+      midi_notes.push(play_note( norm(notes[10], min, max) * nx.multiply.value, 11, channel, exporting, 107))
+      midi_notes.push(play_note( norm(notes[11], min, max) * nx.multiply.value, 10, channel, exporting, 118))
+      timings = [11, 11, 10, 11, 11, 10, 11, 11, 10, 11, 11, 10]
+      break
+  }
+  const pedal_freq = scales.current().index(nx.pedal_tone.value - week + 4 - year, nx.octave.value)
+  pedal_note = get_midi_note_for_frequency(pedal_freq)
+  if (!exporting) {
+    kalimba.play(pedal_freq, -12)
+    if (cases.length) {
+      document.querySelector('#cases').innerHTML = cases.join('<br>')
+    }
+  }
+  if (total <= mass_i) {
+    mass_i = 0
+    i = 0
+  } else {
+    i += 1
+  }
+
+  if (notes.length) {
+    return [i, midi_notes, timings, pedal_note]
+  }
+  return [i, [], [], pedal_note]
+}
+
+function get_midi_note_for_frequency(freq){
+  let midi_note = ftom(freq)
+  let cents = midi_note % 1
+  if (cents > 0.5) {
+    midi_note += 1
+    cents -= 1
+  }
+  cents *= 2
+  midi_note = Math.floor(midi_note)
+  if (midi_note > 127) return 0
+  const note = Tone.Frequency(Math.floor(midi_note), "midi").toNote()
+  // console.log(freq, midi_note, note)
+  return note
+}
+
+/* play next note according to sonification */
+
+function play_next(){
+  if (paused) return
+  let note_time = 120000 / Tone.Transport.bpm.value * note_values[nx.timing.active][0]
+  clearTimeout(playTimeout)
+  playTimeout = setTimeout(play_next, note_time)
+  let [new_i, notes, timings] = play_fn(i, bounds, diff, note_time)
+  if (dataset.labels) {
+    // const j = Math.floor(i / bounds.rows[0].length)
+    // document.querySelector('#cases').innerHTML = dataset.labels[j]
+  }
+
+  i = new_i
+  if (recording) {
+    let timing = note_values[nx.timing.active][2]
+    if (timing.length) timing = timing[i % timing.length]
+    recorder.addEvent(new MidiWriter.NoteEvent({ pitch: notes, duration: 't' + timing }))
+  }
+}
+
+function play() {
+  i = 0
+  mass_i = 0
+  paused = false
+  play_next()
+}
+function pause() {
+  paused = true
+}
+
+/* bind selects */
+
+function pick_dataset(key){
+  console.log('pick dataset:', key, datasets[key])
+  i = 0
+  mass_i = 0
+  window.location.hash = key
+  dataset = datasets[key]
+  bounds = get_bounds(dataset)
+  diff = get_diff_bounds(bounds.rows)
+  play_fn = dataset.play_fn
+  max_i = dataset.max_i || (bounds.rows.length * bounds.rows[0].length)
+  if (dataset.onPick) {
+    dataset.onPick()
+  }
+}
+
+/* build and bind the UI */
+
+function ready() {
+  scales.build_options(document.querySelector('#scale'))
+  build_options(document.querySelector('#dataset'), datasets, pick_dataset)
+
+  const dial_size = [50, 50]
+
+	Tone.Transport.bpm.value = DEFAULT_BPM
+  nx.tempo = new Nexus.Dial('#tempo', {
+    size: dial_size,
+    min: 10,
+    max: 300,
+    step: 1,
+    value: DEFAULT_BPM,
+  })
+  update_value_on_change(nx.tempo, '#tempo', true, v => Tone.Transport.bpm.value = v)
+
+  nx.timing = new Nexus.RadioButton('#timing', {
+    size: [400,25],
+    numberOfButtons: note_values.length,
+    active: 6,
+  })
+  update_radio_value_on_change(nx.timing, '#timing', note_values)
+
+  nx.duration = new Nexus.Dial('#duration', {
+    size: dial_size,
+    min: 0,
+    max: 2,
+    step: 0.01,
+    value: 0.8,
+  })
+  update_value_on_change(nx.duration, '#duration', false)
+
+  nx.offset = new Nexus.Dial('#offset', {
+    size: dial_size,
+    min: -24,
+    max: 24,
+    step: 1,
+    value: -5,
+  })
+  update_value_on_change(nx.offset, '#offset', true)
+
+  nx.octave = new Nexus.Dial('#octave', {
+    size: dial_size,
+    min: -4,
+    max: 4,
+    step: 1,
+    value: 0,
+  })
+  update_value_on_change(nx.octave, '#octave', true)
+
+  nx.multiply = new Nexus.Dial('#multiply', {
+    size: dial_size,
+    min: -64,
+    max: 64,
+    step: 1,
+    value: 19,
+  })
+  update_value_on_change(nx.multiply, '#multiply', true)
+
+  nx.interval = new Nexus.Dial('#interval', {
+    size: dial_size,
+    min: -64,
+    max: 64,
+    step: 1,
+    value: 10,
+  })
+  update_value_on_change(nx.interval, '#interval', true)
+
+  nx.pedal_tone = new Nexus.Dial('#pedal_tone', {
+    size: dial_size,
+    min: -24,
+    max: 24,
+    step: 1,
+    value: -7,
+  })
+  update_value_on_change(nx.pedal_tone, '#pedal_tone', true)
+
+  const play_button = document.querySelector('#play')
+  play_button.addEventListener('click', () => {
+    play()
+  })
+
+  const pause_button = document.querySelector('#pause')
+  pause_button.addEventListener('click', () => {
+    pause()
+  })
+
+  const export_midi_button = document.querySelector('#export_midi')
+  export_midi_button.addEventListener('click', () => {
+    export_pattern_as_midi(dataset, bounds, diff, nx.tempo.value, nx.timing.active, play_fn, max_i)
+  })
+
+  const record_midi_button = document.querySelector('#record_midi')
+  record_midi_button.addEventListener('click', () => {
+    if (recording) {
+      record_midi_button.innerHTML = 'Record MIDI'
+      document.body.classList.remove('recording')
+      recording = false
+      const writer = new MidiWriter.Writer([recorder])
+      const blob = dataURItoBlob(writer.dataUri())
+      saveAs(blob, 'Recording - ' + dataset.name + '.mid')
+    } else {
+      record_midi_button.innerHTML = 'Save Recording'
+      document.body.classList.add('recording')
+      recording = true
+      recorder = new MidiWriter.Track()
+      recorder.setTempo(nx.tempo.value)
+    }
+  })
+
+  document.querySelector('.loading').classList.remove('loading')
+
+  document.querySelector('#scale').value = '14'
+  scales.pick(14)
+
+  const initial_dataset = decodeURIComponent(window.location.hash.substr(1)) || 'Mass Shootings'
+  document.querySelector('#dataset').value = initial_dataset
+  pick_dataset(initial_dataset)
+
+  // play_next()
+}
+
+/* keys */
+
+keys.listen(index => {
+  nx.offset.value = index
+  nx.offset.update(index)
+})
diff --git a/client/player.js b/client/player.js
new file mode 100644
index 0000000..0d7cadc
--- /dev/null
+++ b/client/player.js
@@ -0,0 +1,165 @@
+
+var is_mobile = /Android|webOS|iPhone|iPad|iPod|BlackBerry/i.test(navigator.userAgent)
+var links = document.querySelectorAll("a")
+var audio, music = [], current_index = -1, typing = false
+var active = false
+// var comment = document.querySelector("#comment")
+Array.prototype.slice.apply(links).forEach(function(url){
+  if (url.href.match(/\.(mp3|wav|ogg)/i)) {
+    var index = music.length
+    if (is_mobile) url.href = url.href.replace(/^https/,"http")
+    music.push(url)
+    url.addEventListener("click", function(e){
+      if (e.ctrlKey || e.altKey || e.metaKey || e.shiftKey) return
+      e.preventDefault()
+      play(index)
+    })
+  }
+  else if (url.href.match(/(gif|jpe?g|png|bmp)/i)) {
+    // url.innerHTML = "<img src='" + url.href + "'>"
+    // url.addEventListener("click", function(e){
+    //   if (e.ctrlKey || e.altKey || e.metaKey || e.shiftKey) return
+    //   e.preventDefault()
+    //   url.classList.toggle("zoomed")
+    // })
+  }
+})
+const el = document.querySelector('.player')
+const title_el = el.querySelector('.title')
+const icon_el = el.querySelector('.icon')
+const pos_el = el.querySelector('.pos')
+const track_el = el.querySelector('.track')
+const dot_el = el.querySelector('.dot')
+const time_el = el.querySelector('.time')
+const track_width = track_el.offsetWidth
+const track_left = pos_el.offsetLeft
+if (music.length) {
+  audio = document.createElement("audio")
+  window.a = audio
+  audio.setAttribute("controls", true)
+  audio.addEventListener("ended", next)
+  audio.addEventListener("timeupdate", timeupdate)
+  // audio.src = music[0].href
+  // var player = document.querySelector("table")
+  // player.parentNode.insertBefore(audio, player)
+  document.body.addEventListener("keydown", keydown)
+  // comment.addEventListener("focus", focusTextBox)
+  // comment.addEventListener("blur", blurTextBox)
+}
+icon_el.addEventListener('click', toggle)
+
+if (is_mobile) {
+  pos_el.addEventListener('touchstart', e => mousedown(e.touches[0]))
+  pos_el.addEventListener('touchmove', e => mousemove(e.touches[0]))
+  window.addEventListener('touchup', mouseup)
+} else {
+  pos_el.addEventListener('mousedown', mousedown)
+  pos_el.addEventListener('mousemove', mousemove)
+  window.addEventListener('mouseup', mouseup)
+}
+var down = false
+var mousex = 0
+function mousedown(e) {
+  e.preventDefault && e.preventDefault()
+  down = true
+  mousex = (e.pageX - track_left) / track_width
+}
+function mousemove(e) {
+  if (!down) return
+  mousex = Math.min(Math.max(0, (e.pageX - track_left) / track_width), 1)
+  dot_el.style.transform = 'translateX(' + (mousex * track_width) + 'px)'
+}
+function mouseup(e) {
+  if (!down) return
+  down = false
+  var t = mousex * audio.duration
+  audio.currentTime = Math.round(t)
+  dot_el.style.transform = 'translateX(' + (mousex * track_width) + 'px)'
+}
+
+function play(index){
+  if (!active) {
+    active = true
+    el.classList.add('active')
+  }
+  if (index === music.length) return stop();
+  if (!icon_el.classList.contains('active')) {
+    icon_el.classList.add('active')
+  }
+  current_index = (index + music.length) % music.length
+  const a_el = music[current_index]
+  audio.src = a_el.href
+  audio.play()
+
+  const header = prevUntil(a_el.parentNode, 'h3')
+  const title = (index + 1) + '. ' + header.innerText + ': ' + a_el.innerText
+  title_el.innerHTML = title
+  var playing = document.querySelector(".playing")
+  if (playing) playing.classList.remove("playing")
+  music[current_index].classList.add("playing")
+}
+function prev(){
+  play(current_index - 1)
+}
+function next(){
+  play(current_index + 1)
+}
+function pause() {
+  icon_el.classList.remove('active')
+}
+function stop() {
+  el.classList.remove('active')
+  var playing = document.querySelector(".playing")
+  if (playing) playing.classList.remove("playing")
+  active = false
+}
+function toggle(){
+  if (audio.paused) {
+    icon_el.classList.add('active')
+    audio.play()
+  } else {
+    pause()
+    audio.pause()
+  }
+}
+function timeupdate() {
+  if (down) return
+  let { currentTime, duration } = audio
+  let t = currentTime / duration
+  dot_el.style.transform = 'translateX(' + (track_width * t) + 'px)'
+  time_el.innerHTML = time(currentTime) + ' / ' + time(duration)
+}
+function time(n) {
+  if (!n) return '0:00'
+  n = Math.floor(n)
+  let s = n % 60
+  if (s < 10) s = '0' + s
+  let m = Math.floor(n / 60)
+  return m + ':' + s
+}
+function keydown(e){
+  if (typing || e.ctrlKey || e.altKey || e.metaKey || e.shiftKey) return
+  switch (e.keyCode) {
+    case 37: // left
+      prev()
+      break;
+    case 39: // right
+      next()
+      break;
+    case 32: // spacebar
+      e.preventDefault()
+      toggle()
+      break;
+  }
+}
+
+function prevUntil (elem, selector) {
+  elem = elem.previousElementSibling;
+  while (elem) {
+    if (elem.matches(selector)) break;
+    elem = elem.previousElementSibling;
+  }
+  return elem;
+}
+// function focusTextBox (){ typing = true }
+// function blurTextBox (){ typing = false }
diff --git a/dist/index.js b/dist/index.js
new file mode 100644
index 0000000..c7bf695
--- /dev/null
+++ b/dist/index.js
@@ -0,0 +1,8 @@
+!function(t){var e={};function n(r){if(e[r])return e[r].exports;var i=e[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,n),i.l=!0,i.exports}n.m=t,n.c=e,n.d=function(t,e,r){n.o(t,e)||Object.defineProperty(t,e,{configurable:!1,enumerable:!0,get:r})},n.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return n.d(e,"a",e),e},n.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},n.p="",n(n.s=57)}([function(t,e,n){var r=n(44)("wks"),i=n(45),o=n(1).Symbol,s="function"==typeof o;(t.exports=function(t){return r[t]||(r[t]=s&&o[t]||(s?o:i)("Symbol."+t))}).store=r},function(t,e){var n=t.exports="undefined"!=typeof window&&window.Math==Math?window:"undefined"!=typeof self&&self.Math==Math?self:Function("return this")();"number"==typeof __g&&(__g=n)},function(t,e){var n=t.exports={version:"2.4.0"};"number"==typeof __e&&(__e=n)},function(t,e,n){var r=n(17);t.exports=function(t){if(!r(t))throw TypeError(t+" is not an object!");return t}},function(t,e,n){"use strict";(function(t){
+/*!
+ * The buffer module from node.js, for the browser.
+ *
+ * @author   Feross Aboukhadijeh <feross@feross.org> <http://feross.org>
+ * @license  MIT
+ */
+var r=n(107),i=n(108),o=n(52);function s(){return u.TYPED_ARRAY_SUPPORT?2147483647:1073741823}function a(t,e){if(s()<e)throw new RangeError("Invalid typed array length");return u.TYPED_ARRAY_SUPPORT?(t=new Uint8Array(e)).__proto__=u.prototype:(null===t&&(t=new u(e)),t.length=e),t}function u(t,e,n){if(!(u.TYPED_ARRAY_SUPPORT||this instanceof u))return new u(t,e,n);if("number"==typeof t){if("string"==typeof e)throw new Error("If encoding is specified then the first argument must be a string");return c(this,t)}return f(this,t,e,n)}function f(t,e,n,r){if("number"==typeof e)throw new TypeError('"value" argument must not be a number');return"undefined"!=typeof ArrayBuffer&&e instanceof ArrayBuffer?function(t,e,n,r){if(e.byteLength,n<0||e.byteLength<n)throw new RangeError("'offset' is out of bounds");if(e.byteLength<n+(r||0))throw new RangeError("'length' is out of bounds");e=void 0===n&&void 0===r?new Uint8Array(e):void 0===r?new Uint8Array(e,n):new 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diff --git a/img/doc.svg b/img/doc.svg
new file mode 100644
index 0000000..fb3237a
--- /dev/null
+++ b/img/doc.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M312 155h91c2.8 0 5-2.2 5-5 0-8.9-3.9-17.3-10.7-22.9L321 63.5c-5.8-4.8-13-7.4-20.6-7.4-4.1 0-7.4 3.3-7.4 7.4V136c0 10.5 8.5 19 19 19z"/><path d="M267 136V56H136c-17.6 0-32 14.4-32 32v336c0 17.6 14.4 32 32 32h240c17.6 0 32-14.4 32-32V181h-96c-24.8 0-45-20.2-45-45z"/></svg>
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diff --git a/img/graph.svg b/img/graph.svg
new file mode 100644
index 0000000..0abb9c2
--- /dev/null
+++ b/img/graph.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M184 448h48c4.4 0 8-3.6 8-8V72c0-4.4-3.6-8-8-8h-48c-4.4 0-8 3.6-8 8v368c0 4.4 3.6 8 8 8zM88 448h48c4.4 0 8-3.6 8-8V296c0-4.4-3.6-8-8-8H88c-4.4 0-8 3.6-8 8v144c0 4.4 3.6 8 8 8zM280.1 448h47.8c4.5 0 8.1-3.6 8.1-8.1V232.1c0-4.5-3.6-8.1-8.1-8.1h-47.8c-4.5 0-8.1 3.6-8.1 8.1v207.8c0 4.5 3.6 8.1 8.1 8.1zM368 136.1v303.8c0 4.5 3.6 8.1 8.1 8.1h47.8c4.5 0 8.1-3.6 8.1-8.1V136.1c0-4.5-3.6-8.1-8.1-8.1h-47.8c-4.5 0-8.1 3.6-8.1 8.1z"/></svg>
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diff --git a/img/grid.svg b/img/grid.svg
new file mode 100644
index 0000000..ea1563d
--- /dev/null
+++ b/img/grid.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M409.6 64H102.4C81.3 64 64 81.3 64 102.4v307.2c0 21.1 17.3 38.4 38.4 38.4h307.2c21.1 0 38.4-17.3 38.4-38.4V102.4c0-21.1-17.3-38.4-38.4-38.4zM179.2 409.6h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8zm115.2 230.4h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8zm115.2 230.4h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8zm0-115.2h-76.8v-76.8h76.8v76.8z"/></svg>
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diff --git a/img/note.svg b/img/note.svg
new file mode 100644
index 0000000..13e42c8
--- /dev/null
+++ b/img/note.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M364.3 48.2c-4.7.9-118 24.1-122.2 24.9-4.2.8-8.1 3.6-8.1 8v255.1c0 1.6-.1 7.2-2.4 11.7-3.1 5.9-8.5 10.2-16.1 12.7-3.3 1.1-7.8 2.1-13.1 3.3-24.1 5.4-64.4 14.6-64.4 51.8 0 30.1 21.7 44.5 35 47.1 5 1 11 1 13.8 1 8.2 0 36-3.3 51.2-13.2 11-7.2 24.1-21.4 24.1-47.8V173.1c0-3.8 2.7-7.1 6.4-7.8l92.8-19c7.4-1.5 12.8-8.1 12.8-15.7V55.8c-.1-4.3-3.8-8.8-9.8-7.6z"/></svg>
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diff --git a/img/notes.svg b/img/notes.svg
new file mode 100644
index 0000000..aba0726
--- /dev/null
+++ b/img/notes.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M406.3 48.2c-4.7.9-202 39.2-206.2 40-4.2.8-8.1 3.6-8.1 8v240.1c0 1.6-.1 7.2-2.4 11.7-3.1 5.9-8.5 10.2-16.1 12.7-3.3 1.1-7.8 2.1-13.1 3.3-24.1 5.4-64.4 14.6-64.4 51.8 0 31.1 22.4 45.1 41.7 47.5 2.1.3 4.5.7 7.1.7 6.7 0 36-3.3 51.2-13.2 11-7.2 24.1-21.4 24.1-47.8V190.5c0-3.8 2.7-7.1 6.4-7.8l152-30.7c5-1 9.6 2.8 9.6 7.8v130.9c0 4.1-.2 8.9-2.5 13.4-3.1 5.9-8.5 10.2-16.2 12.7-3.3 1.1-8.8 2.1-14.1 3.3-24.1 5.4-64.4 14.5-64.4 51.7 0 33.7 25.4 47.2 41.8 48.3 6.5.4 11.2.3 19.4-.9s23.5-5.5 36.5-13c17.9-10.3 27.5-26.8 27.5-48.2V55.9c-.1-4.4-3.8-8.9-9.8-7.7z"/></svg>
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diff --git a/img/pause.svg b/img/pause.svg
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index 0000000..48baa51
--- /dev/null
+++ b/img/pause.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M96 448h106.7V64H96v384zM309.3 64v384H416V64H309.3z"/></svg>
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diff --git a/img/play.svg b/img/play.svg
new file mode 100644
index 0000000..9ef742f
--- /dev/null
+++ b/img/play.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><path d="M96 52v408l320-204L96 52z"/></svg>
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diff --git a/index.css b/index.css
new file mode 100644
index 0000000..b6f6161
--- /dev/null
+++ b/index.css
@@ -0,0 +1,246 @@
+* { box-sizing: border-box; }
+html,body {
+  margin: 0; padding: 0;
+  width: 100%; height: 100%;
+}
+body {
+  font-family: serif;
+  font-size: 1.2em;
+  transition: background-color 100ms;
+  background-color: #fff;
+  background-image: linear-gradient(30deg, #ffffff, #f4fbfd);
+  background-attachment: fixed;
+}
+.app {
+  font-family: sans-serif;
+  font-size: 0.8em;
+}
+.app div {
+  display: inline-block;
+}
+p {
+  line-height: 1.5;
+  color: #111;
+}
+h1 {
+  color: #001808;
+  margin: 10px 0;
+  font-weight: normal;
+  text-transform: uppercase;
+}
+h2 {
+  color: #222;
+  margin: 20px 0;
+  font-weight: normal;
+  font-size: 1.4em;
+  text-transform: uppercase;
+}
+h3 {
+  font-size: 1.8em;
+  color: #000;
+  margin: 0px 5px 10px 0;
+  font-weight: normal;
+  font-style: italic;
+  display: inline-block;
+}
+h3 + small {
+  display: inline-block;
+  font-size: 1.2em;
+  font-style: italic;
+}
+ul {
+  list-style-type: none;
+}
+li {
+  line-height: 1.5;
+  font-size: 0.8em;
+}
+li::before {
+  content: "\2022";
+  color: #888;
+  display: inline-block;
+  width: 1em;
+  margin-left: -1em;
+}
+
+.links .row {
+  margin-bottom: 0.1em;
+  max-width: 640px;
+}
+.links .icon {
+  display: inline-block;
+  background: white;
+  margin-right: 0.4em;
+  background-size: contain;
+  background-position: center;
+  background-repeat: no-repeat;
+  width: 1.2em;
+  height: 1.2em;
+}
+
+.icon.notes { background-image: url(img/notes.svg);}
+.icon.note { background-image: url(img/note.svg);}
+.icon.grid { background-image: url(img/grid.svg);}
+.icon.graph { background-image: url(img/graph.svg);}
+.playing .icon.audio,
+.icon.pause { background-image: url(img/pause.svg);}
+.icon.audio,
+.icon.play { background-image: url(img/play.svg); background-size: 80% 80%;}
+
+.player {
+  position: fixed;
+  bottom: 0; left: 0;
+  width: 100%;
+  max-width: 720px;
+  padding-right: 40px;
+  box-shadow: 0 0 2px rgba(0,0,0,0.3);
+  background: white;
+  transition: 0.2s cubic-bezier(0,0,1,1);
+  transform: translate3d(0,110%,0);
+  display: flex;
+  flex-direction: column;
+}
+.player.active {
+  transform: translate3d(0,0%,0);
+}
+.player .icon {
+  cursor: pointer;
+  height: 80px;
+  width: 60px;
+  margin-left: 30px;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+}
+.player .pos {
+  flex: 1;
+  position: relative;
+  cursor: pointer;
+  height: 80px;
+}
+.player .title,
+.player .time {
+  font-size: 0.8em;
+  color: #333;
+  padding-left: 20px;
+  text-transform: capitalize;
+}
+.player .title {
+  padding: 20px 0px 0 50px;
+}
+.player .icon img {
+  display: none;
+  width: 1.2em;
+}
+.player .icon.active .play_icon {
+  display: none;
+}
+.player .icon.active .pause_icon {
+  display: block;
+}
+.player .icon .pause_icon {
+  display: none;
+}
+.player .icon .play_icon {
+  display: block;
+}
+.player .track {
+  pointer-events: none;
+  position: absolute;
+  top: 50%; left: 0;
+  margin-top: -1px;
+  height: 2px;
+  background: #333;
+  width: 100%;
+}
+.player .dot {
+  pointer-events: none;
+  position: absolute;
+  top: 50%; left: 0;
+  margin-top: -6px;
+  width: 12px;
+  height: 12px;
+  border-radius: 50%;
+  background: black;
+}
+
+#dataset_name {
+  text-transform: capitalize;
+}
+.desktop body {
+  user-select: none;
+}
+.top {
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.tools {
+  display: flex;
+  flex-direction: column;
+  justify-content: space-between;
+  padding: 50px;
+}
+.desktop p {
+  width: 640px;
+}
+.corner {
+  position: absolute;
+  bottom: 0;
+  margin: 10px;
+  padding: 10px;
+  background: white;
+  display: flex;
+}
+.corner.left {
+  left: 0;
+}
+.corner.right {
+  right: 0;
+}
+body {
+  transition: 0.1s;
+}
+.loading {
+  opacity: 0;
+}
+.column {
+  display: flex;
+  flex-direction: column;
+}
+.row {
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+}
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diff --git a/index.html b/index.html
new file mode 100644
index 0000000..8f59cab
--- /dev/null
+++ b/index.html
@@ -0,0 +1,246 @@
+<html>
+<head>
+<title>Sonifications of Gun Violence</title>
+<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no">
+<link rel="stylesheet" type="text/css" href="index.css" />
+</head>
+<body class='loading'>
+<div>
+<div class='tools'>
+	<div>
+		<h1>Gun Violence Sonifications</h1>
+
+		<h2>Introduction</h2>
+
+		<p>
+			The scale and frequency of gun violence can be difficult to comprehend, even if we know the statistics.  Numbers and graphs do not tell a very human story, and the mountain of data evades understanding.  The death toll grows unceasingly, with too many names to mention, too many innocent lives lost.  And we can be sure that little will be done to stem the bloodshed, which continues unabated, in spite of our drilling.
+		</p>
+		<p>
+			We make available these Gun Violence Sonifications for any able marching band to perform free of charge.  We hope that by making music out of the massacres, that there might someday be an end to them.
+		</p>
+
+		<h2>Sonifications for marching band</h2>
+
+		<h3>Mass Shootings Since Columbine</h3>
+		<small>1999-2018</small>
+
+		<div class='links'>
+			<a class='row' href="media/01 Sonification of Mass Shootings (1999-2018).mp3">
+				<div class='icon audio'></div>
+				Original Sonification
+			</a>
+			<a class='row' href="media/06 Yale Marching Band - Mass Shootings (1999-2018).mp3">
+				<div class='icon audio'></div>
+				Marching Band Performance
+			</a>
+			<a class='row' href="media/Mass Shootings since Columbine - Sonification.pdf" target="_blank">
+				<div class='icon notes'></div>
+				Original Score PDF
+			</a>
+			<a class='row' href="media/Mass Shootings since Columbine - Marching Band.pdf" target="_blank">
+				<div class='icon notes'></div>
+				Marching Band Score PDF
+			</a>
+			<a class='row' href="media/Mass Shootings since Columbine.mid" target="_blank">
+				<div class='icon note'></div>
+				Source MIDI
+			</a>
+			<a class='row' href="data/mass_shootings_from_columbine.csv" target="_blank">
+				<div class='icon grid'></div>
+				Source CSV
+			</a>
+			<a class='row' href="media/mass-shootings-since-columbine.png" target="_blank">
+				<div class='icon graph'></div>
+				Source graph
+			</a>
+		</div>
+
+		<p>
+			This piece covers the modern era of American mass shootings, beginning with the Columbine Massacre in 1999 and continues to the present day. The pedal tone represents the passing of time; each beat is one month. Each note of the melody corresponds to a mass shooting, defined as a shooting with 4 or more victims committed by a lone gunman in a public place.
+		</p>
+		<p>
+			One can hear how the early 2000s was a period of relative calm, in part due to the Federal Assault Weapons Ban, which expired in 2004.  As the piece builds, the shootings become denser, and a dark melody forms. It seems this melody is unfinished. The tune stops abruptly only when we reach the end of the dataset.  There have been several shootings since then, so this piece could potentially be extended indefinitely.
+		</p>
+
+		<ul>
+			<li>Source: <a href="https://www.motherjones.com/politics/2012/12/mass-shootings-mother-jones-full-data/">Mother Jones Mass Shootings Database</a></li>
+			<li>Time period: 1999-2018</li>
+			<li>Composers: Medina/LaPlace/Barrett</li>
+		</ul>
+
+		<h3>AR-15</h3>
+		<small>2016-2017</small>
+
+		<div class='links'>
+			<a class='row' href="media/02 AR-15 (2016-17).mp3">
+				<div class='icon audio'></div>
+				Original Sonification
+			</a>
+			<a class='row' href="media/07 Yale Marching Band - AR-15 (2016-17).mp3">
+				<div class='icon audio'></div>
+				Marching Band Performance
+			</a>
+			<a class='row' href="media/AR-15 (2016-17).pdf" target="_blank">
+				<div class='icon notes'></div>
+				Original Score PDF
+			</a>
+			<a class='row' href="media/AR-15 - Marching Band.pdf" target="_blank">
+				<div class='icon notes'></div>
+				Marching Band Score PDF
+			</a>
+			<a class='row' href="media/AR-15 (2016-17).mid" target="_blank">
+				<div class='icon note'></div>
+				Source MIDI
+			</a>
+			<a class='row' href="data/ar_15_2016_18.csv" target="_blank">
+				<div class='icon grid'></div>
+				Source CSV
+			</a>
+		</div>
+
+		<p>
+			Each note of the melody represents a deadly incident where an AR-15 was used. The note pitch indicates the number of casualties (injured and deceased). A slow ascending bass progression marks the passing of time. Each beat represents one week, so every four beats is roughly a month.  Eighth notes and triplets indicate multiple AR-15 incidents in one week.
+		</p>
+		<p>
+			The two very high notes represent the Pulse Shooting and the Las Vegas Massacre, where the number of victims were orders of magnitude higher than the rest and would have been impossible to play on most instruments.
+		</p>
+
+		<ul>
+			<li>Source: <a href="https://www.gunviolencearchive.org/reports">Gun Violence Archive</a>
+			<li>Time period: 2016-2017</li>
+			<li>Composers: LaPlace/Barrett/Duffy</li>
+		</ul>
+
+		<h3>Firearms Manufactured</h3>
+		<small>1986-2016</small>
+
+		<div class='links'>
+			<a class='row' href="media/08 Yale Marching Band - Firearms Manufacturers.mp3">
+				<div class='icon audio'></div>
+				Marching Band Performance
+			</a>
+			<a class='row' href="media/09 Yale Marching Band - Firearms Manufacturers (Piano).mp3">
+				<div class='icon audio'></div>
+				Piano Performance
+			</a>
+			<a class='row' href="media/03 Firearms Manufactured (1986-2016).mp3">
+				<div class='icon audio'></div>
+				Original Sonification
+			</a>
+			<a class='row' href="media/Firearms Manufactured - Sonification.pdf" target="_blank">
+				<div class='icon notes'></div>
+				Original Score PDF
+			</a>
+			<a class='row' href="media/Firearms Manufacturers - Piano.pdf" target="_blank">
+				<div class='icon notes'></div>
+				Piano Score PDF
+			</a>
+			<a class='row' href="media/Firearms Manufactured - Piano.mid" target="_blank">
+				<div class='icon note'></div>
+				Piano MIDI
+			</a>
+			<a class='row' href="data/firearms_manufactured.csv" target="_blank">
+				<div class='icon grid'></div>
+				Source CSV
+			</a>
+			<a class='row' href="media/american-gun-trade.png" target="_blank">
+				<div class='icon graph'></div>
+				Source Graph
+			</a>
+		</div>
+
+		<p>
+			This piece charts the rise in gun manufacture since the late 1980s. Four overlapping plots are heard - pistols, revolvers, rifles and shotguns - played in succession with each measure representing a year, and each note's pitch assigned according to the number of guns produced in that year. The early 1990s crime wave can be heard as a series of higher pitches, which are superseded later in the piece by even higher notes from the 2010s. The original sonification was used as musical material to produce the marching band compositions.
+		</p>
+
+		<ul>
+			<li>Source: <a href="https://www.atf.gov/resource-center/docs/undefined/firearmscommercestatisticalupdate20185087-24-18pdf/download">Bureau of Alcohol, Tobacco and Firearms.</a><br>
+				<i>Firearms Commerce in the United States, Annual Statistical Update 2018</i><br>
+				Exhibit 1. Firearms Manufactured 1986-2016.</li>
+			<li>Time period: 1986-2016</li>
+			<li>Composers: Medina/LaPlace/Barrett</li>
+		</ul>
+
+		<h2>About this project</h2>
+
+		<p>
+			These sonifications were commissioned by Hito Steyerl for the film <a href="http://armoryonpark.org/programs_events/detail/drill"><i>Drill</i></a> at the Park Avenue Armory in New York City.  The sonifications were composed by Jules LaPlace and realized on the synthesizer by Bethany Barrett.  These scores were then arranged for the Yale University Precision Marching Band by Prof. Thomas Duffy, the marching band director, and Antonio Medina, drum major and president of the band, and performed at the Armory.  The project was coordinated by Ayham Ghraowi, Assistant Dean for Research and Public Projects at the Yale School of Art.
+		</p>
+
+		<h2>Production notes</h2>
+
+		<p>
+			The sonifications were realized using a <a href="https://asdf.us/gun-violence/">custom tool</a> which maps CSV data to MIDI notes. Parameters such as root note, note range, and pedal tone are used to control the output. The concept of musical modes informs each sonification, where slight variations in musical scale create a different feel for the data. Microtonal scales are available using the Scala format. The composer edits the sonification in realtime, and can hear it in various ways. The notes can be played back using a sampled kalimba, or sent to a synthesizer using Web MIDI, or exported as a MIDI file for further manipulation.  The MIDI was turned into basic sheet music using MuseScore 2 and the final arrangements were done in Sibelius 8.
+		</p>
+
+		<p>
+			Two basic algorithms were used.  The first algorithm maps a table of numbers to a series of notes, where each row becomes a measure and each column a note.  The second algorithm acts like an event timeline, where a pedal tone marks time, and each note on top corresponds to an individual event, with the note value corresponding to number of casualties.  Multiple events with a short timespan become polyrhythms, emphasizing density as well as intensity.
+		</p>
+
+		<p>
+			We developed the software during Summer 2018 to create sonifications of income inequality for Hito's work <i>Power Plants/Actual Reality OS</i>, which was presented at the Serpentine Gallery in London.  The software was further refined in Fall 2018 to create these gun violence sonifications.  The synthesized versions were performed by Bethany Barrett using the Roland J8-XP and the Behringer DeepMind 12 analog polysynths.  The orchestrations were performed by the full 120 piece marching band and recorded in January 2019.  <i>Drill</i> opened at the Park Avenue Armory in June 2019 for one month.
+		</p>
+
+		<h2>Coda</h2>
+
+		<p>
+			Since recording these pieces, there have been over 250 mass shootings in the United States.  60 of those shootings happened during one month that <i>Drill</i> was showing at the Armory. In the last two days, there have been two major mass shootings in Texas and Ohio.
+		</p>
+
+		<!--
+			On a personal note, just before starting this project, a former high school friend of
+			mine died committing murder using an assault rifle.  He was a veteran of the Iraq war,
+			where he served as a combat medic.  His life took a dark turn when, clearly traumatized,
+			he returned to America, where he was radicalized into a dark alt-right ideology online.
+			On New Year's Eve 2017, he summoned police to his apartment, opening fire through the
+			front door using an AR-15 assault rifle, and later barricading himself in his bedroom.
+			A SWAT team came and killed him, but only after he had discharged over 100 rounds of
+			ammunition, killing one officer and wounding six others. He livestreamed it on Periscope.
+			His death is the last note in the AR-15 piece.  This work is not dedicated to him.
+		-->
+
+		<p>
+			This work is dedicated to all the nameless dead, so many of them, who perish every day due to guns.  We wish we could say all their names.  We offer this humble requiem instead, a mortal aestheticization of gun violence.  Woe to those who celebrate murder and glorify hate.
+		</p>
+
+		<p>
+			Jules LaPlace<br>
+			Berlin, 4 August 2019
+		</p>
+
+		<p>
+			<a href="https://asdf.us/">asdf.us</a>
+			<br><br><br>
+		</p>
+
+	</div>
+</div>
+
+<div class='player'>
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+		</div>
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+
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+	var s = document.createElement('script');
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diff --git a/package.json b/package.json
new file mode 100644
index 0000000..eeb7020
--- /dev/null
+++ b/package.json
@@ -0,0 +1,39 @@
+{
+  "name": "gun-violence",
+  "version": "1.0.0",
+  "description": "",
+  "main": "index.js",
+  "scripts": {
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+    "buildDev": "NODE_ENV=development webpack --config ./webpack.config.dev.js --colors",
+    "build": "NODE_ENV=production webpack --config ./webpack.config.prod.js",
+    "watchProd": "NODE_ENV=production webpack --config ./webpack.config.prod.js --colors --watch",
+    "deploy": "webpack --config ./webpack.config.prod.js && git add -A && git commit -am 'deploy bundle' && git push"
+  },
+  "author": "",
+  "license": "",
+  "devDependencies": {
+    "babel-cli": "^6.24.1",
+    "babel-core": "^6.24.1",
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+    "babel-plugin-transform-object-rest-spread": "^6.23.0",
+    "babel-plugin-transform-react-jsx": "^6.24.1",
+    "babel-plugin-transform-runtime": "^6.23.0",
+    "babel-preset-env": "^1.5.1",
+    "clean-webpack-plugin": "^0.1.19",
+    "compression-webpack-plugin": "^2.0.0",
+    "css-loader": "^1.0.0",
+    "html-webpack-plugin": "^3.0.4",
+    "style-loader": "^0.21.0",
+    "uglifyjs-webpack-plugin": "^1.3.0",
+    "webpack": "3.x.x",
+    "webpack-cli": "^3.3.6",
+    "webpack-dev-server": "2.x.x"
+  },
+  "dependencies": {
+    "csv-parse": "^2.5.0"
+  }
+}
diff --git a/webpack.config.dev.js b/webpack.config.dev.js
new file mode 100644
index 0000000..2dba90c
--- /dev/null
+++ b/webpack.config.dev.js
@@ -0,0 +1,53 @@
+const HtmlWebpackPlugin = require('html-webpack-plugin');
+const CleanWebpackPlugin = require('clean-webpack-plugin');
+const webpack = require('webpack');
+
+let path = require('path');
+
+module.exports = {
+  entry: {
+    main: './client/index.js'
+  },
+  output: {
+    path: path.resolve(__dirname, 'dist'),
+    filename: 'index.js'
+  },
+  devtool: 'inline-source-map',
+  plugins: [
+    // new CleanWebpackPlugin(['dist']),
+    // new HtmlWebpackPlugin({
+    //   title: 'Meme Lordz',
+    //   meta: {
+    //     name: 'viewport',
+    //     content: 'width=device-width,initial-scale=1.0'
+    //   }
+    // })
+    new webpack.HotModuleReplacementPlugin()
+  ],
+  module: {
+    rules: [
+      {
+        test: /\.css$/,
+        use: ['style-loader', 'css-loader']
+      },
+      {
+        test: /\.js$/,
+        // include: path.resolve(__dirname, 'client'),
+        exclude: /(node_modules|bower_components|build)/,
+        use: {
+          loader: 'babel-loader',
+          options: {
+            presets: ['env'],
+            plugins: [
+              require('babel-plugin-transform-runtime'),
+              require('babel-plugin-transform-es2015-arrow-functions'),
+              require('babel-plugin-transform-object-rest-spread'),
+              require('babel-plugin-transform-class-properties'),
+              require('babel-plugin-transform-react-jsx')
+            ]
+          }
+        }
+      }
+    ]
+  }
+};
diff --git a/webpack.config.js b/webpack.config.js
new file mode 100644
index 0000000..2b22d17
--- /dev/null
+++ b/webpack.config.js
@@ -0,0 +1,31 @@
+var webpack = require('webpack');
+
+module.exports = {
+  entry: './client/index.js',
+  watch: true,
+	devtool: 'cheap-source-map',
+  output: {
+    filename: './bundle.js'
+  },
+  module: {
+    rules: [
+      {
+        test: /\.jsx?$/,
+        exclude: /(node_modules|bower_components)/,
+        use: {
+          loader: 'babel-loader',
+          options: {
+            presets: ['env'],
+            plugins: [
+              require('babel-plugin-transform-runtime'),
+              require('babel-plugin-transform-es2015-arrow-functions'),
+              require('babel-plugin-transform-object-rest-spread'),
+              require('babel-plugin-transform-class-properties'),
+              require('babel-plugin-transform-react-jsx'),
+            ]
+          }
+        }
+      }
+    ]
+  },
+}
diff --git a/webpack.config.prod.js b/webpack.config.prod.js
new file mode 100644
index 0000000..8906c00
--- /dev/null
+++ b/webpack.config.prod.js
@@ -0,0 +1,46 @@
+const webpack = require('webpack');
+const path = require('path');
+const UglifyJsPlugin = require('uglifyjs-webpack-plugin');
+// const CleanWebpackPlugin = require('clean-webpack-plugin');
+
+module.exports = {
+  entry: {
+    main: './client/index.js',
+  },
+  output: {
+    path: path.resolve(__dirname, 'dist'),
+    filename: 'index.js',
+  },
+  plugins: [
+    new webpack.DefinePlugin({
+      'process.env.NODE_ENV': '"production"'
+    }),
+    new UglifyJsPlugin(),
+    new webpack.optimize.AggressiveMergingPlugin()
+  ],
+  devtool: 'inline-source-map',
+  module: {
+    rules: [
+      {
+        test: /\.css$/,
+        use: ['style-loader', 'css-loader']
+      },
+      {
+        test: /\.js$/,
+        include: path.resolve(__dirname, 'client'),
+        exclude: /(node_modules|bower_components|build)/,
+        loader: 'babel-loader',
+        options: {
+          presets: ['env'],
+          plugins: [
+            require('babel-plugin-transform-runtime'),
+            require('babel-plugin-transform-es2015-arrow-functions'),
+            require('babel-plugin-transform-object-rest-spread'),
+            require('babel-plugin-transform-class-properties'),
+            require('babel-plugin-transform-react-jsx'),
+          ]
+        }
+      }
+    ]
+  },
+};