diff --git a/experiments/automatedScreenshots/README.md b/experiments/automatedScreenshots/README.md
deleted file mode 100644
index bdf34225..00000000
--- a/experiments/automatedScreenshots/README.md
+++ /dev/null
@@ -1,36 +0,0 @@
-# Automated Screenshots
-
-## Setup
-
-Clone the Webamp repo:
-
-```
-git clone git@github.com:captbaritone/webamp.git
-```
-
-Start Webamp in dev mode:
-
-```
-cd webamp
-yarn install
-npm start
-```
-
-Webamp should now be running on your local port 8080.
-
-Now, in a separate terminal:
-
-```
-cd experiments/automated_screenshots
-yarn install
-```
-
-Place skins in `experiments/automatedScreenshots/skins`. Subdirectories are fine, `.wsz` files will be searched for recursively.
-
-```
-npm start
-```
-
-Wait...
-
-Find screenshots in `experiments/automatedScreenshots/screenshots`.
diff --git a/experiments/automatedScreenshots/flatSkins/.gitignore b/experiments/automatedScreenshots/flatSkins/.gitignore
deleted file mode 100644
index 5e7d2734..00000000
--- a/experiments/automatedScreenshots/flatSkins/.gitignore
+++ /dev/null
@@ -1,4 +0,0 @@
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore
diff --git a/experiments/automatedScreenshots/index.js b/experiments/automatedScreenshots/index.js
deleted file mode 100644
index 8eaeb4c2..00000000
--- a/experiments/automatedScreenshots/index.js
+++ /dev/null
@@ -1,34 +0,0 @@
-const fs = require("fs");
-const path = require("path");
-const Filehound = require("filehound");
-const md5File = require("md5-file");
-const Shooter = require("./shooter");
-
-(async () => {
-  const shooter = new Shooter();
-  const passedSkin = process.argv[2];
-  let files = [];
-  if (passedSkin) {
-    files.push(passedSkin);
-  } else {
-    files = await Filehound.create()
-      .ext("wsz")
-      .paths("skins/")
-      .find();
-  }
-
-  for (const skin of files) {
-    console.log("Trying", skin);
-    const skinMd5 = md5File.sync(skin);
-    const screenshotPath = `screenshots/${skinMd5}.png`;
-    if (fs.existsSync(screenshotPath)) {
-      console.log(screenshotPath, "exists already");
-      continue;
-    }
-    await shooter.takeScreenshot(path.join(__dirname, skin), screenshotPath, {
-      minify: true
-    });
-  }
-
-  await shooter.dispose();
-})();
diff --git a/experiments/automatedScreenshots/md5Skins/.gitignore b/experiments/automatedScreenshots/md5Skins/.gitignore
deleted file mode 100644
index 5e7d2734..00000000
--- a/experiments/automatedScreenshots/md5Skins/.gitignore
+++ /dev/null
@@ -1,4 +0,0 @@
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore
diff --git a/experiments/automatedScreenshots/package-lock.json b/experiments/automatedScreenshots/package-lock.json
deleted file mode 100644
index dee630d6..00000000
--- a/experiments/automatedScreenshots/package-lock.json
+++ /dev/null
@@ -1,447 +0,0 @@
-{
-  "name": "automated_screenshots",
-  "version": "1.0.0",
-  "lockfileVersion": 1,
-  "requires": true,
-  "dependencies": {
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-      "version": "4.1.1",
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-      "requires": {
-        "es6-promisify": "5.0.0"
-      }
-    },
-    "async-limiter": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/async-limiter/-/async-limiter-1.0.0.tgz",
-      "integrity": "sha512-jp/uFnooOiO+L211eZOoSyzpOITMXx1rBITauYykG3BRYPu8h0UcxsPNB04RR5vo4Tyz3+ay17tR6JVf9qzYWg=="
-    },
-    "balanced-match": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.0.tgz",
-      "integrity": "sha1-ibTRmasr7kneFk6gK4nORi1xt2c="
-    },
-    "bluebird": {
-      "version": "3.5.1",
-      "resolved": "https://registry.npmjs.org/bluebird/-/bluebird-3.5.1.tgz",
-      "integrity": "sha512-MKiLiV+I1AA596t9w1sQJ8jkiSr5+ZKi0WKrYGUn6d1Fx+Ij4tIj+m2WMQSGczs5jZVxV339chE8iwk6F64wjA=="
-    },
-    "brace-expansion": {
-      "version": "1.1.8",
-      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.8.tgz",
-      "integrity": "sha1-wHshHHyVLsH479Uad+8NHTmQopI=",
-      "requires": {
-        "balanced-match": "1.0.0",
-        "concat-map": "0.0.1"
-      }
-    },
-    "concat-map": {
-      "version": "0.0.1",
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-      "integrity": "sha1-2Klr13/Wjfd5OnMDajug1UBdR3s="
-    },
-    "concat-stream": {
-      "version": "1.6.0",
-      "resolved": "https://registry.npmjs.org/concat-stream/-/concat-stream-1.6.0.tgz",
-      "integrity": "sha1-CqxmL9Ur54lk1VMvaUeE5wEQrPc=",
-      "requires": {
-        "inherits": "2.0.3",
-        "readable-stream": "2.3.3",
-        "typedarray": "0.0.6"
-      },
-      "dependencies": {
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-          "requires": {
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-            "string_decoder": "1.0.3",
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-          }
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-          "requires": {
-            "safe-buffer": "5.1.1"
-          }
-        }
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-      "integrity": "sha1-hnrHTjhkGHsdPUfZlqeOxciDB3c="
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-      "resolved": "https://registry.npmjs.org/ultron/-/ultron-1.1.0.tgz",
-      "integrity": "sha1-sHoualQagV/Go0zNRTO67DB8qGQ="
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-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/unit-compare/-/unit-compare-1.0.1.tgz",
-      "integrity": "sha1-DHRZ8OW/U2N+qHPKPO4Y3i7so4Y=",
-      "requires": {
-        "moment": "2.18.1"
-      }
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-      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
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diff --git a/experiments/automatedScreenshots/package.json b/experiments/automatedScreenshots/package.json
deleted file mode 100644
index ba0037cb..00000000
--- a/experiments/automatedScreenshots/package.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "name": "automated_screenshots",
-  "version": "1.0.0",
-  "description": "",
-  "main": "index.js",
-  "scripts": {
-    "start": "node index.js",
-    "clean": "rm screenshots/*.png",
-    "sync-screenshots": "aws s3 sync --acl=public-read screenshots/ s3://webamp-uploaded-skins/screenshots/",
-    "sync-skins": "aws s3 sync --acl=public-read md5Skins/ s3://webamp-uploaded-skins/skins/",
-    "sync": "npm run sync-screenshots && npm run sync-skins"
-  },
-  "author": "",
-  "license": "ISC",
-  "dependencies": {
-    "filehound": "^1.16.2",
-    "imagemin": "^5.3.1",
-    "imagemin-optipng": "^5.2.1",
-    "imagemin-pngquant": "^5.1.0",
-    "jszip": "^3.1.4",
-    "md5-file": "^3.2.3",
-    "puppeteer": "^0.13.0"
-  }
-}
diff --git a/experiments/automatedScreenshots/screenshots/.gitignore b/experiments/automatedScreenshots/screenshots/.gitignore
deleted file mode 100644
index 5e7d2734..00000000
--- a/experiments/automatedScreenshots/screenshots/.gitignore
+++ /dev/null
@@ -1,4 +0,0 @@
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore
diff --git a/experiments/automatedScreenshots/skins/.gitignore b/experiments/automatedScreenshots/skins/.gitignore
deleted file mode 100644
index 5e7d2734..00000000
--- a/experiments/automatedScreenshots/skins/.gitignore
+++ /dev/null
@@ -1,4 +0,0 @@
-# Ignore everything in this directory
-*
-# Except this file
-!.gitignore
diff --git a/experiments/automatedScreenshots/yarn.lock b/experiments/automatedScreenshots/yarn.lock
deleted file mode 100644
index 50f0b55a..00000000
--- a/experiments/automatedScreenshots/yarn.lock
+++ /dev/null
@@ -1,2454 +0,0 @@
-# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
-# yarn lockfile v1
-
-
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-  version "4.1.1"
-  resolved "https://registry.yarnpkg.com/agent-base/-/agent-base-4.1.1.tgz#92d8a4fc2524a3b09b3666a33b6c97960f23d6a4"
-  dependencies:
-    es6-promisify "^5.0.0"
-
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-  version "0.1.1"
-  resolved "https://registry.yarnpkg.com/ansi-gray/-/ansi-gray-0.1.1.tgz#2962cf54ec9792c48510a3deb524436861ef7251"
-  dependencies:
-    ansi-wrap "0.1.0"
-
-ansi-regex@^2.0.0:
-  version "2.1.1"
-  resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-2.1.1.tgz#c3b33ab5ee360d86e0e628f0468ae7ef27d654df"
-
-ansi-styles@^2.2.1:
-  version "2.2.1"
-  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-2.2.1.tgz#b432dd3358b634cf75e1e4664368240533c1ddbe"
-
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-  version "0.1.0"
-  resolved "https://registry.yarnpkg.com/ansi-wrap/-/ansi-wrap-0.1.0.tgz#a82250ddb0015e9a27ca82e82ea603bbfa45efaf"
-
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-  version "3.2.0"
-  resolved "https://registry.yarnpkg.com/archive-type/-/archive-type-3.2.0.tgz#9cd9c006957ebe95fadad5bd6098942a813737f6"
-  dependencies:
-    file-type "^3.1.0"
-
-arr-diff@^2.0.0:
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/arr-diff/-/arr-diff-2.0.0.tgz#8f3b827f955a8bd669697e4a4256ac3ceae356cf"
-  dependencies:
-    arr-flatten "^1.0.1"
-
-arr-flatten@^1.0.1:
-  version "1.1.0"
-  resolved "https://registry.yarnpkg.com/arr-flatten/-/arr-flatten-1.1.0.tgz#36048bbff4e7b47e136644316c99669ea5ae91f1"
-
-array-differ@^1.0.0:
-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/array-differ/-/array-differ-1.0.0.tgz#eff52e3758249d33be402b8bb8e564bb2b5d4031"
-
-array-find-index@^1.0.1:
-  version "1.0.2"
-  resolved "https://registry.yarnpkg.com/array-find-index/-/array-find-index-1.0.2.tgz#df010aa1287e164bbda6f9723b0a96a1ec4187a1"
-
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-  version "1.0.2"
-  resolved "https://registry.yarnpkg.com/array-union/-/array-union-1.0.2.tgz#9a34410e4f4e3da23dea375be5be70f24778ec39"
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-
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-  version "1.0.3"
-  resolved "https://registry.yarnpkg.com/array-uniq/-/array-uniq-1.0.3.tgz#af6ac877a25cc7f74e058894753858dfdb24fdb6"
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-  version "0.2.1"
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-
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-  version "1.1.0"
-  resolved "https://registry.yarnpkg.com/async-each-series/-/async-each-series-1.1.0.tgz#f42fd8155d38f21a5b8ea07c28e063ed1700b138"
-
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-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.0.tgz#89b4d199ab2bee49de164ea02b89ce462d71b767"
-
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-    decompress "^3.0.0"
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-    rimraf "^2.2.6"
-    tempfile "^1.0.0"
-    url-regex "^3.0.0"
-
-bin-build@^3.0.0:
-  version "3.0.0"
-  resolved "https://registry.yarnpkg.com/bin-build/-/bin-build-3.0.0.tgz#c5780a25a8a9f966d8244217e6c1f5082a143861"
-  dependencies:
-    decompress "^4.0.0"
-    download "^6.2.2"
-    execa "^0.7.0"
-    p-map-series "^1.0.0"
-    tempfile "^2.0.0"
-
-bin-check@^2.0.0:
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/bin-check/-/bin-check-2.0.0.tgz#86f8e6f4253893df60dc316957f5af02acb05930"
-  dependencies:
-    executable "^1.0.0"
-
-bin-version-check@^2.1.0:
-  version "2.1.0"
-  resolved "https://registry.yarnpkg.com/bin-version-check/-/bin-version-check-2.1.0.tgz#e4e5df290b9069f7d111324031efc13fdd11a5b0"
-  dependencies:
-    bin-version "^1.0.0"
-    minimist "^1.1.0"
-    semver "^4.0.3"
-    semver-truncate "^1.0.0"
-
-bin-version@^1.0.0:
-  version "1.0.4"
-  resolved "https://registry.yarnpkg.com/bin-version/-/bin-version-1.0.4.tgz#9eb498ee6fd76f7ab9a7c160436f89579435d78e"
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-
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-  version "3.0.2"
-  resolved "https://registry.yarnpkg.com/bin-wrapper/-/bin-wrapper-3.0.2.tgz#67d3306262e4b1a5f2f88ee23464f6a655677aeb"
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-    bin-check "^2.0.0"
-    bin-version-check "^2.1.0"
-    download "^4.0.0"
-    each-async "^1.1.1"
-    lazy-req "^1.0.0"
-    os-filter-obj "^1.0.0"
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-  version "3.5.0"
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-
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-    expand-range "^1.8.1"
-    preserve "^0.2.0"
-    repeat-element "^1.1.2"
-
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-  version "0.1.1"
-  resolved "https://registry.yarnpkg.com/buffer-alloc-unsafe/-/buffer-alloc-unsafe-0.1.1.tgz#ffe1f67551dd055737de253337bfe853dfab1a6a"
-
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-
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-
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-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/first-chunk-stream/-/first-chunk-stream-1.0.0.tgz#59bfb50cd905f60d7c394cd3d9acaab4e6ad934e"
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-  resolved "https://registry.yarnpkg.com/for-in/-/for-in-1.0.2.tgz#81068d295a8142ec0ac726c6e2200c30fb6d5e80"
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-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/fs.realpath/-/fs.realpath-1.0.0.tgz#1504ad2523158caa40db4a2787cb01411994ea4f"
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-  resolved "https://registry.yarnpkg.com/get-proxy/-/get-proxy-1.1.0.tgz#894854491bc591b0f147d7ae570f5c678b7256eb"
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-  resolved "https://registry.yarnpkg.com/get-proxy/-/get-proxy-2.1.0.tgz#349f2b4d91d44c4d4d4e9cba2ad90143fac5ef93"
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-  resolved "https://registry.yarnpkg.com/get-stream/-/get-stream-2.3.1.tgz#5f38f93f346009666ee0150a054167f91bdd95de"
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-  version "1.0.0"
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-  version "4.0.1"
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-  version "4.0.0"
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-  version "1.0.1"
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-  version "2.0.0"
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-  version "1.0.0"
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-  resolved "https://registry.yarnpkg.com/is-relative/-/is-relative-0.1.3.tgz#905fee8ae86f45b3ec614bc3c15c869df0876e82"
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-  resolved "https://registry.yarnpkg.com/is-retry-allowed/-/is-retry-allowed-1.1.0.tgz#11a060568b67339444033d0125a61a20d564fb34"
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-  resolved "https://registry.yarnpkg.com/is-stream/-/is-stream-1.1.0.tgz#12d4a3dd4e68e0b79ceb8dbc84173ae80d91ca44"
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-  version "3.0.0"
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-    is-extendable "^0.1.1"
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-  resolved "https://registry.yarnpkg.com/once/-/once-1.4.0.tgz#583b1aa775961d4b113ac17d9c50baef9dd76bd1"
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-  resolved "https://registry.yarnpkg.com/optipng-bin/-/optipng-bin-3.1.4.tgz#95d34f2c488704f6fd70606bfea0c659f1d95d84"
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-    bin-wrapper "^3.0.0"
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-  version "0.3.0"
-  resolved "https://registry.yarnpkg.com/ordered-read-streams/-/ordered-read-streams-0.3.0.tgz#7137e69b3298bb342247a1bbee3881c80e2fd78b"
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-    readable-stream "^2.0.1"
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-  resolved "https://registry.yarnpkg.com/os-filter-obj/-/os-filter-obj-1.0.3.tgz#5915330d90eced557d2d938a31c6dd214d9c63ad"
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-  version "1.0.2"
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-  version "0.3.0"
-  resolved "https://registry.yarnpkg.com/p-cancelable/-/p-cancelable-0.3.0.tgz#b9e123800bcebb7ac13a479be195b507b98d30fa"
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-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/p-finally/-/p-finally-1.0.0.tgz#3fbcfb15b899a44123b34b6dcc18b724336a2cae"
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-  resolved "https://registry.yarnpkg.com/p-map-series/-/p-map-series-1.0.0.tgz#bf98fe575705658a9e1351befb85ae4c1f07bdca"
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-  version "1.2.0"
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-  version "2.0.0"
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-  version "2.0.0"
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-  version "1.1.0"
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-  version "3.1.3"
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-
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-  version "4.0.1"
-  resolved "https://registry.yarnpkg.com/timed-out/-/timed-out-4.0.1.tgz#f32eacac5a175bea25d7fab565ab3ed8741ef56f"
-
-to-absolute-glob@^0.1.1:
-  version "0.1.1"
-  resolved "https://registry.yarnpkg.com/to-absolute-glob/-/to-absolute-glob-0.1.1.tgz#1cdfa472a9ef50c239ee66999b662ca0eb39937f"
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-
-to-buffer@^1.1.0:
-  version "1.1.1"
-  resolved "https://registry.yarnpkg.com/to-buffer/-/to-buffer-1.1.1.tgz#493bd48f62d7c43fcded313a03dcadb2e1213a80"
-
-trim-newlines@^1.0.0:
-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/trim-newlines/-/trim-newlines-1.0.0.tgz#5887966bb582a4503a41eb524f7d35011815a613"
-
-trim-repeated@^1.0.0:
-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/trim-repeated/-/trim-repeated-1.0.0.tgz#e3646a2ea4e891312bf7eace6cfb05380bc01c21"
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-
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-  version "0.4.3"
-  resolved "https://registry.yarnpkg.com/tunnel-agent/-/tunnel-agent-0.4.3.tgz#6373db76909fe570e08d73583365ed828a74eeeb"
-
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-  version "0.6.0"
-  resolved "https://registry.yarnpkg.com/tunnel-agent/-/tunnel-agent-0.6.0.tgz#27a5dea06b36b04a0a9966774b290868f0fc40fd"
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-
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-  version "0.0.6"
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-
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-  version "1.1.0"
-  resolved "https://registry.yarnpkg.com/ultron/-/ultron-1.1.0.tgz#b07a2e6a541a815fc6a34ccd4533baec307ca864"
-
-unbzip2-stream@^1.0.9:
-  version "1.2.5"
-  resolved "https://registry.yarnpkg.com/unbzip2-stream/-/unbzip2-stream-1.2.5.tgz#73a033a567bbbde59654b193c44d48a7e4f43c47"
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-    through "^2.3.6"
-
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-  version "2.2.1"
-  resolved "https://registry.yarnpkg.com/unique-stream/-/unique-stream-2.2.1.tgz#5aa003cfbe94c5ff866c4e7d668bb1c4dbadb369"
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-
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-  version "1.0.1"
-  resolved "https://registry.yarnpkg.com/unit-compare/-/unit-compare-1.0.1.tgz#0c7459f0e5bf53637ea873ca3cee18de2eeca386"
-  dependencies:
-    moment "^2.14.1"
-
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-  version "1.0.2"
-  resolved "https://registry.yarnpkg.com/unzip-response/-/unzip-response-1.0.2.tgz#b984f0877fc0a89c2c773cc1ef7b5b232b5b06fe"
-
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-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/url-parse-lax/-/url-parse-lax-1.0.0.tgz#7af8f303645e9bd79a272e7a14ac68bc0609da73"
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-
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-  version "3.2.0"
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-
-url-to-options@^1.0.1:
-  version "1.0.1"
-  resolved "https://registry.yarnpkg.com/url-to-options/-/url-to-options-1.0.1.tgz#1505a03a289a48cbd7a434efbaeec5055f5633a9"
-
-util-deprecate@~1.0.1:
-  version "1.0.2"
-  resolved "https://registry.yarnpkg.com/util-deprecate/-/util-deprecate-1.0.2.tgz#450d4dc9fa70de732762fbd2d4a28981419a0ccf"
-
-uuid@^2.0.1:
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-
-uuid@^3.0.1:
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-
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-
-validate-npm-package-license@^3.0.1:
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-    spdx-expression-parse "^3.0.0"
-
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-    readable-stream "^2.0.0"
-
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-    glob-stream "^5.3.2"
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-    gulp-sourcemaps "1.6.0"
-    is-valid-glob "^0.3.0"
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-    lodash.isequal "^4.0.0"
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-    object-assign "^4.0.0"
-    readable-stream "^2.0.4"
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-    vinyl "^1.0.0"
-
-vinyl@^0.4.3:
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-
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-
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-
-yauzl@^2.2.1, yauzl@^2.4.2:
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-  resolved "https://registry.yarnpkg.com/yauzl/-/yauzl-2.10.0.tgz#c7eb17c93e112cb1086fa6d8e51fb0667b79a5f9"
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diff --git a/experiments/skinArchiveTools/.gitignore b/experiments/skinArchiveTools/.gitignore
new file mode 100644
index 00000000..37c615ee
--- /dev/null
+++ b/experiments/skinArchiveTools/.gitignore
@@ -0,0 +1 @@
+assets/*
\ No newline at end of file
diff --git a/experiments/skinArchiveTools/README.md b/experiments/skinArchiveTools/README.md
new file mode 100644
index 00000000..25f84b2d
--- /dev/null
+++ b/experiments/skinArchiveTools/README.md
@@ -0,0 +1,43 @@
+# Skin Archive Tools
+
+A collection of scripts for managing the Internet Archive's collection of Winamp Skins.
+
+It works as a data pipeline. The phases are:
+
+## 1. Collect Skins
+
+I collect skins into a single directory on my computer. There is no real organizational strategy within this directory. It's deeply nested and there are many duplicates, as it consists of multiple collections, small and large, from multiple sources.
+
+We will also extrack skins for "packs" which are zip files containing multiple skins.
+
+## 2. Skins Are Deduped
+
+A script creates a single flat directory that contains each skin named only by its md5 hash.
+
+## 3. Screenshots Are Taken
+
+Yup.
+
+## 4. Skins Are Synced to the Internet Archive
+
+TODO
+
+## Usage
+
+```bash
+yarn start
+```
+
+Note: This will probably break the first time it's run, since it requires a directory structure that is currently not checked in due to `.gitignore`.
+
+Something like:
+
+```
+$ tree assets -d -L 1
+assets
+├── md5Invalids
+├── md5Packs
+├── md5Screenshots
+├── md5Skins
+└── skins
+```
diff --git a/experiments/skinArchiveTools/lib/collectSkins.js b/experiments/skinArchiveTools/lib/collectSkins.js
new file mode 100644
index 00000000..dbf29fe7
--- /dev/null
+++ b/experiments/skinArchiveTools/lib/collectSkins.js
@@ -0,0 +1,82 @@
+const path = require("path");
+const fs = require("fs");
+const fsPromises = require("fs").promises;
+const childProcess = require("child_process");
+const { memoize } = require("lodash");
+const md5File = require("md5-file/promise");
+const Filehound = require("filehound");
+const Utils = require("./utils");
+
+const memoizedMd5File = memoize(md5File);
+
+module.exports = async function collectSkins({
+  inputDir,
+  outputDir,
+  filenamesPath
+}) {
+  const files = await Filehound.create()
+    .ext(["zip", "wsz"])
+    .paths(inputDir)
+    .find();
+
+  const uniqueFiles = await Utils.unique(files, memoizedMd5File);
+
+  const collectionInfo = await Promise.all(
+    uniqueFiles.map(async filePath => {
+      const md5 = await memoizedMd5File(filePath);
+      const skinType = await Utils.skinType(filePath);
+      const md5Path = path.join(outputDir, `${md5}.wsz`);
+      const info = { filePath, md5, skinType, moved: false, md5Path };
+      if (info.skinType !== "CLASSIC") {
+        return info;
+      }
+      const exists = fs.existsSync(info.md5Path);
+      if (!exists) {
+        await fsPromises.link(filePath, info.md5Path);
+        info.moved = true;
+      }
+      return info;
+    })
+  );
+
+  const pathList = collectionInfo
+    .map(info => `${info.md5} ${path.relative(inputDir, info.filePath)}`)
+    .join("\n");
+
+  fsPromises.writeFile(filenamesPath, pathList);
+  collectionInfo
+    .filter(info => info.skinType === "PACK")
+    .forEach(pack => {
+      const packPath = path.resolve(`./assets/md5Packs/${pack.md5}`);
+      if (fs.existsSync(packPath)) {
+        return;
+      }
+      try {
+        childProcess.execSync(`unzip "${pack.filePath}" -d "${packPath}"`);
+      } catch (e) {
+        console.log(e);
+      }
+    });
+  collectionInfo
+    .filter(info => info.skinType === "INVALID")
+    .forEach(async invalid => {
+      const filePath = path.resolve(`./assets/md5Invalids/${invalid.md5}.wsz`);
+      if (fs.existsSync(filePath)) {
+        return;
+      }
+      await fsPromises.link(invalid.filePath, filePath, invalid.md5Path);
+    });
+  return {
+    total: files.length,
+    unique: uniqueFiles.length,
+    moved: collectionInfo.filter(info => info.moved).length,
+    newScreenshots: collectionInfo.filter(info => info.screenshotCreated)
+      .length,
+    classic: collectionInfo.filter(info => info.skinType === "CLASSIC").length,
+    packs: collectionInfo.filter(info => info.skinType === "PACK").length,
+    invalid: collectionInfo.filter(info => info.skinType === "INVALID").length,
+    modern: collectionInfo.filter(info => info.skinType === "MODERN").length,
+    // TODO: Tell modern skins from packs
+    nonClassic: collectionInfo.filter(info => !info.classic).length
+  };
+};
diff --git a/experiments/skinArchiveTools/lib/index.js b/experiments/skinArchiveTools/lib/index.js
new file mode 100755
index 00000000..c67fac41
--- /dev/null
+++ b/experiments/skinArchiveTools/lib/index.js
@@ -0,0 +1,50 @@
+const path = require("path");
+const collectSkins = require("./collectSkins");
+const takeScreenshots = require("./takeScreenshots");
+
+/**
+ * Usage
+ *
+ * command <input_dir> <output_dir> <screenshot_dir>
+ */
+
+// eslint-disable-next-line no-unused-vars
+const [
+  _node,
+  _thisFile,
+  rawInputDir,
+  rawOutputDir,
+  rawScreenshotDir,
+  rawFilenamesPath
+] = process.argv;
+
+const inputDir = path.resolve(rawInputDir);
+const outputDir = path.resolve(rawOutputDir);
+const screenshotDir = path.resolve(rawScreenshotDir);
+const filenamesPath = path.resolve(rawFilenamesPath);
+
+const collect = true;
+const screenshots = true;
+
+async function main() {
+  if (collect) {
+    const collectionInfo = await collectSkins({
+      filenamesPath,
+      inputDir,
+      outputDir
+    });
+    console.log(collectionInfo);
+    const packCollectionInfo = await collectSkins({
+      filenamesPath,
+      inputDir: path.resolve(path.join("assets", "md5Packs")),
+      outputDir
+    });
+    console.log(packCollectionInfo);
+  }
+  if (screenshots) {
+    await takeScreenshots(outputDir, screenshotDir);
+  }
+}
+
+// Blastoff!
+main();
diff --git a/experiments/automatedScreenshots/shooter.js b/experiments/skinArchiveTools/lib/shooter.js
similarity index 83%
rename from experiments/automatedScreenshots/shooter.js
rename to experiments/skinArchiveTools/lib/shooter.js
index 2823c06e..5b2938ed 100644
--- a/experiments/automatedScreenshots/shooter.js
+++ b/experiments/skinArchiveTools/lib/shooter.js
@@ -21,7 +21,7 @@ class Shooter {
     this._page = await this._browser.newPage();
     this._page.setViewport({ width: 275, height: 116 * 3 });
     this._page.on("console", (...args) => {
-      console.log("PAGE LOG:", ...args);
+      // console.log("PAGE LOG:", ...args);
     });
     const url = `http://localhost:8080/?screenshot=1`;
     await this._page.goto(url);
@@ -33,18 +33,6 @@ class Shooter {
     this._initialized = true;
   }
 
-  _validateZip(u) {
-    return new Promise((resolve, reject) => {
-      try {
-        fs.readFile(u, (err, buffer) => {
-          JSZip.loadAsync(buffer).then(resolve, reject);
-        });
-      } catch (e) {
-        reject(e);
-      }
-    });
-  }
-
   async _ensureInitialized() {
     if (!this._initialized) {
       await this.init();
@@ -55,17 +43,15 @@ class Shooter {
     await this._ensureInitialized();
     console.log("Going to try", screenshotPath);
     try {
-      await this._validateZip(skin);
-    } catch (e) {
-      console.log("Error parsing", skin, e);
-      return;
-    }
-    try {
+      console.log("geting input");
       const handle = await this._page.$("#webamp-file-input");
+      console.log("uploading skin");
       await handle.uploadFile(skin);
+      console.log("waiting for skin to load...");
       await this._page.evaluate(() => {
         return window.__webamp.skinIsLoaded();
       });
+      console.log("waiting for screenshot");
       await this._page.screenshot({
         path: screenshotPath,
         omitBackground: true, // Make screenshot transparent
diff --git a/experiments/skinArchiveTools/lib/takeScreenshots.js b/experiments/skinArchiveTools/lib/takeScreenshots.js
new file mode 100644
index 00000000..85146e63
--- /dev/null
+++ b/experiments/skinArchiveTools/lib/takeScreenshots.js
@@ -0,0 +1,23 @@
+const path = require("path");
+const fs = require("fs");
+const md5File = require("md5-file/promise");
+const Filehound = require("filehound");
+const Shooter = require("./shooter");
+
+module.exports = async function takeScreenshots(skinDir, screenshotDir) {
+  const files = await Filehound.create()
+    .ext(["wsz"])
+    .paths(skinDir)
+    .find();
+  const shooter = new Shooter();
+  for (const filePath of files) {
+    const md5 = await md5File(filePath);
+    const screenshotPath = path.join(screenshotDir, `${md5}.png`);
+    if (fs.existsSync(screenshotPath)) {
+      continue;
+    }
+    await shooter.takeScreenshot(filePath, screenshotPath, {
+      minify: true
+    });
+  }
+};
diff --git a/experiments/skinArchiveTools/lib/utils.js b/experiments/skinArchiveTools/lib/utils.js
new file mode 100644
index 00000000..2e3c604c
--- /dev/null
+++ b/experiments/skinArchiveTools/lib/utils.js
@@ -0,0 +1,35 @@
+const JSZip = require("jszip");
+const fsPromises = require("fs").promises;
+
+// Reduce an array down to it's unique value given an async hasher function
+async function unique(arr, hasher) {
+  const seen = new Set();
+  const items = [];
+  await Promise.all(
+    arr.map(async item => {
+      const key = await hasher(item);
+      if (seen.has(key)) {
+        return;
+      }
+      seen.add(key);
+      items.push(item);
+    })
+  );
+  return items;
+}
+
+async function skinType(skinPath) {
+  const buffer = await fsPromises.readFile(skinPath);
+  try {
+    const zip = await JSZip.loadAsync(buffer);
+    if (zip.file(/.*\.(wsz|wal|zip)$/i).length) {
+      // This is a collection of skins
+      return "PACK";
+    }
+    return zip.file(/^main\.bmp$/i).length === 1 ? "CLASSIC" : "MODERN";
+  } catch (e) {
+    return "INVALID";
+  }
+}
+
+module.exports = { unique, skinType };
diff --git a/experiments/skinArchiveTools/package.json b/experiments/skinArchiveTools/package.json
new file mode 100644
index 00000000..d399ae4e
--- /dev/null
+++ b/experiments/skinArchiveTools/package.json
@@ -0,0 +1,21 @@
+{
+  "name": "skinarchivetools",
+  "version": "1.0.0",
+  "description": "A collection of scripts for managing the Internet Archive's collection of Winamp Skins.",
+  "main": "index.js",
+  "scripts": {
+    "test": "echo \"Error: no test specified\" && exit 1",
+    "start": "node lib/index.js ./assets/skins ./assets/md5Skins ./assets/md5Screenshots ./assets/filenames.txt",
+    "clean": "cd md5Skins && find . -delete"
+  },
+  "author": "",
+  "license": "ISC",
+  "dependencies": {
+    "filehound": "^1.17.0",
+    "imagemin": "^6.1.0",
+    "imagemin-optipng": "^6.0.0",
+    "lodash": "^4.17.11",
+    "md5-file": "^4.0.0",
+    "puppeteer": "^1.12.2"
+  }
+}