diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..65c6392
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+.DS_Store
+node_modules/
+public/build/
diff --git a/README.md b/README.md
index c5d461c..276389a 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,39 @@
-# interference2020
-Interference2020 Website
+# Interference2020
+> Interference2020 Website
+
+This repository contains the visualization tool running at [interference2020.org](https://interference2020.org)
+
+For the Interference2020 database, please go to [this repository]([/](https://github.com/DFRLab/interference2020-Data)).
+
+## Research team
+[Emerson T. Brooking](https://twitter.com/etbrooking) (lead), [Alyssa Kann](https://twitter.com/AlyssaKann), [Max Rizzuto](https://twitter.com/maxbrizzuto), [Jacqueline Malaret](https://twitter.com/jacqumalaret), and Helen Simpson.
+
+
+## Design and Implementation
+[Matthias Stahl](https://higsch.com) (higsch | data & design)
+
+
+
+
+
+## Architecture
+The data visualization has been built with HTML, CSS and JavaScript – heavily using the [Svelte](https://svelte.dev) frontend compiler. Interference data is dynamically pulled from a separate [data repository](/). The world map is pulled from [JSDELIVR](https://cdn.jsdelivr.net/npm/world-atlas@2/countries-50m.json) and uses the [World Atlas](https://www.npmjs.com/package/world-atlas) TopoJSON package. COVID-19 case and death numbers in the U.S. are collected from a repository managed by [The New York Times](https://github.com/nytimes/covid-19-data).
+
+
+## Run it locally
+
+First install the dependencies. You will need to have [Node.js](https://nodejs.org) installed.
+
+```bash
+git clone https://github.com/DFRLab/interference2020.git
+cd interference2020
+npm install
+npm run dev
+```
+
+Navigate to [localhost:5000](http://localhost:5000) in your browser.
+You should see the visualization running.
+
+
+
+*Built in August & September 2020.*
diff --git a/babel.config.js b/babel.config.js
new file mode 100644
index 0000000..9187b2d
--- /dev/null
+++ b/babel.config.js
@@ -0,0 +1,12 @@
+module.exports = {
+ presets: [
+ [
+ '@babel/preset-env',
+ {
+ useBuiltIns: 'usage',
+ corejs: 3,
+ targets: '> 0.25%, not dead'
+ },
+ ],
+ ],
+};
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new file mode 100644
index 0000000..fe41bc2
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,5854 @@
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diff --git a/package.json b/package.json
new file mode 100644
index 0000000..40226ad
--- /dev/null
+++ b/package.json
@@ -0,0 +1,35 @@
+{
+ "name": "fiat-visualization",
+ "version": "0.9.0",
+ "scripts": {
+ "build": "rollup -c",
+ "dev": "rollup -c -w",
+ "start": "sirv public"
+ },
+ "devDependencies": {
+ "@babel/core": "^7.11.6",
+ "@babel/plugin-transform-spread": "^7.11.0",
+ "@babel/preset-env": "^7.11.5",
+ "@rollup/plugin-commonjs": "^14.0.0",
+ "@rollup/plugin-node-resolve": "^8.0.0",
+ "common-tags": "^1.8.0",
+ "cookies-eu-banner": "^2.0.1",
+ "core-js": "^3.6.5",
+ "d3": "^6.1.1",
+ "d3fc-discontinuous-scale": "^2.0.5",
+ "flubber": "^0.4.2",
+ "lodash": "^4.17.20",
+ "node-sass": "^4.14.1",
+ "rollup": "^2.3.4",
+ "rollup-plugin-babel": "^4.4.0",
+ "rollup-plugin-livereload": "^1.0.0",
+ "rollup-plugin-postcss": "^3.1.8",
+ "rollup-plugin-svelte": "^5.0.3",
+ "rollup-plugin-terser": "^7.0.0",
+ "svelte": "^3.0.0",
+ "topojson": "^3.0.2"
+ },
+ "dependencies": {
+ "sirv-cli": "^1.0.0"
+ }
+}
diff --git a/public/CNAME b/public/CNAME
new file mode 100644
index 0000000..5008d8a
--- /dev/null
+++ b/public/CNAME
@@ -0,0 +1 @@
+interference2020.org
\ No newline at end of file
diff --git a/public/data/spots.csv b/public/data/spots.csv
new file mode 100644
index 0000000..d13b904
--- /dev/null
+++ b/public/data/spots.csv
@@ -0,0 +1,13 @@
+event_name,date,description
+Presidential Election,11/3/2020,"On November 3, Americans will cast their vote for President of the United States. "
+Murder of George Floyd ,5/25/2020,"George Floyd, a 46-year-old African-American man, is murdered by Minneapolis police officers. Graphic video of his death ignites waves of racial justice protests across the United States. "
+Biden Secures Democratic Presidential Nomination,4/8/2020,"Senator Bernie Sanders (D-VT), the remaining challenger to former Vice President Joe Biden, suspends his campaign. Biden has secured the Democratic presidential nomination. "
+Super Tuesday,3/3/2020,Fourteen states hold party primaries. Vice President Joe Biden becomes the statistical favorite to win the Democratic presidential nomination.
+Trump Launches Re-Election Campaign,6/18/2019,President Trump formally announces the start of his re-election campaign.
+House Initiaties Impeachment Proceedings Against Trump,9/24/2019,"The House of Representatives initiates impeachment proceedings against President Trump, accusing him of abuse of power and obstruction of Congress. The charges follow revelations that Trump sought to use his powers to damage the candidacy of former Vice President Joe Biden. "
+House Votes to Impeach Trump ,12/18/2019,The House of Representatives votes to formally impeach President Trump. The vote falls largely along party lines.
+Iowa Caucuses,2/3/2020,"The Iowa Caucuses begin, marking the official start of voting in the Democratic primary contest. Technical failures leave the outcome of the vote in lingering doubt. "
+Biden Launches Presidential Campaign,4/25/2019,Former Vice President Joe Biden announces that he will seek the Democratic nomination for President of the United States. He joins a crowded field that will ultimately swell to 27 candidates.
+Midterm Election,11/8/2018,More than 122 million Americans participate in the 2018 midterm elections—the highest voter turnout in decades. The Democratic Party takes the majority in the House of Representatives. The Republican Party retains control of the Senate.
+First Mail-In Ballot Application Deadline,10/18/2020,"The first mail-in ballot application deadline (Rhode Island) falls on October 18. The final deadlines (Delaware, Georgia, Louisiana, Michigan) fall on October 30. "
+Senate Votes to Acquit Trump ,2/5/2020,"Following a contentious impeachment trial, the Senate votes to acquit President Trump on the charges of both abuse of power and obstruction of justice. One Republican senator defects to join the Democratic minority in support of impeachment. "
\ No newline at end of file
diff --git a/public/global.css b/public/global.css
new file mode 100644
index 0000000..03c2c4f
--- /dev/null
+++ b/public/global.css
@@ -0,0 +1,465 @@
+/* set the global variables */
+:root {
+ /* CI */
+ --dfrlab-green: #00857d;
+ --dfrlab-gray: #7e8083;
+ --dfrlab-lightgray: #cacaca;
+ --dfrlab-lightlightgray: #ECE9E9;
+ --dfrlab-silver: #bfb8af;
+ --dfrlab-white: #ffffff;
+ --dfrlab-black: #000000;
+
+ /* possible text colors */
+ --text-black: #2a3035;
+ --text-darkgray: #5e4a4a;
+ --text-purple: #452f47;
+
+ /* flames */
+ --flame-03: #c26e8d;
+ --flame-02: #d8808b;
+ --flame-01: #e2a6ad;
+ /* --flame-03: #a35b73;
+ --flame-02: #f88773;
+ --flame-01: #fac9b1; */
+
+ --usa-red: #b22234;
+ --usa-lightred: #c5888f;
+ --usa-lightlightred: #dbb6b6;
+ /* --usa-lightlightred: #DBBCB6; */
+ --usa-blue: #3c3b6e;
+ --usa-lightblue: #8f8eaa;
+ --usa-lightlightblue: #c9c7eb;
+ --usa-green: #a3b4a2;
+ /* --usa-red: #b22234; */
+
+ /* background */
+ /* --bg: #e4dac7; */
+ --bg: #F9F8F8;
+ /* --bg: #eee9df; */
+ --transparentbg: #F9F8F8cb;
+
+ /* fonts */
+ --font-01: Volkhov, serif;
+ --font-02: Quicksand, sans-serif;
+}
+
+/* reset and page-wide settings */
+* {
+ margin: 0;
+ padding: 0;
+ box-sizing: border-box;
+}
+
+html {
+ -ms-overflow-style: -ms-autohiding-scrollbar;
+}
+
+html, body {
+ width: 100%;
+ height: 100%;
+ font-size: 14px;
+}
+
+body {
+ background-color: var(--bg);
+ position: relative;
+ pointer-events: all;
+}
+
+#svelte-target {
+ width: 100%;
+}
+
+/* switch font size for different device widths */
+@media (min-width: 600px) {
+ html,
+ body {
+ font-size: 15px;
+ }
+}
+
+@media (min-width: 980px) {
+ html,
+ body {
+ font-size: 17px;
+ }
+}
+
+@media (min-width: 1260px) {
+ html,
+ body {
+ font-size: 18px;
+ }
+}
+
+/* general classes */
+.disable-select {
+ user-select: none; /* supported by Chrome and Opera */
+ -webkit-user-select: none; /* Safari */
+ -khtml-user-select: none; /* Konqueror HTML */
+ -moz-user-select: none; /* Firefox */
+ -ms-user-select: none; /* Internet Explorer/Edge */
+}
+
+a, span.pseudolink {
+ color: var(--usa-blue);
+ text-decoration: underline;
+ cursor: pointer;
+ transition: all 200ms ease;
+}
+
+a:hover, span.pseudolink:hover {
+ color: var(--usa-lightblue);
+}
+
+.highlighted {
+ margin: 0 -0.1rem;
+ padding: 0 0.1rem;
+ border: none;
+ border-radius: 2px;
+ background-color:#c95c68;
+}
+
+.no-pointer-events {
+ pointer-events: none;
+}
+
+/* social media categories */
+.facebook {
+ fill: #4267b2;
+ background-color: #4267b2a1;
+}
+
+.twitter {
+ fill: #1da1f2;
+ background-color: #1da1f2a1;
+}
+
+.reddit {
+ fill: #e24545;
+ background-color: #e24545a1;
+}
+
+
+/* the landing page */
+.page-wrapper {
+ width: 100%;
+ padding: 2rem 0;
+ position: relative;
+}
+
+section {
+ font-family: var(--font-02);
+}
+
+.separator {
+ width: 67%;
+ max-width: 450px;
+ margin: 1.5rem auto 1.5rem auto;
+ border-bottom: 1px solid var(--dfrlab-gray);
+}
+
+.separator.thicker {
+ border-width: 2px;
+ border-color: var(--usa-blue);
+}
+
+.info-card {
+ display: inline-block;
+ margin: 0 -0.2rem 0 0.1rem;
+ padding: 0 0.2rem;
+ font-size: 0.9rem;
+ font-weight: normal;
+ color: var(--bg);
+ border: none;
+ border-radius: 2px;
+ background-color: var(--usa-lightred);
+ box-shadow: 0 1px 2px rgba(0,0,0,0.07),
+ 0 2px 4px rgba(0,0,0,0.07);
+ transform: translateY(-0.5rem);
+}
+
+.fiat-title-bg {
+ width: 50%;
+ max-width: 1100px;
+ position: absolute;
+ left: 50%;
+ top: 30px;
+ z-index: -1;
+}
+
+@media (min-width: 980px) {
+ .fiat-title-bg {
+ top: 0;
+ }
+}
+
+@media (min-width: 1260px) {
+ .fiat-title-bg {
+ top: -50px;
+ }
+}
+
+.fiat-title-bg img {
+ width: 100%;
+ position: relative;
+ left: -50%;
+}
+
+section.content.title {
+ padding-top: 1rem;
+ position: relative;
+}
+
+section.title .logos {
+ display: flex;
+ align-items: center;
+ justify-content: center;
+ height: 2.2rem;
+}
+
+section.title .logos a {
+ height: 100%;
+}
+
+section.title .logos a:not(:last-child) {
+ margin-right: 1rem;
+}
+
+section.title .logos a img {
+ height: 100%;
+}
+
+section.title .logos a.smaller {
+ height: 80%;
+}
+
+section.content {
+ width: 100%;
+ max-width: 1100px;
+ margin: 1rem auto;
+ padding: 0 1.5rem;
+}
+
+.no-lower-margin, section.no-lower-margin {
+ margin-bottom: 0;
+}
+
+section.no-upper-margin {
+ margin-top: 0;
+}
+
+section h1 {
+ margin: 0.5rem 0 0 0;
+ font-family: var(--font-01);
+ font-size: 3rem;
+ color: var(--usa-blue);
+ text-align: center;
+}
+
+section h2, section h3 {
+ color: var(--text-black);
+}
+
+section h2 {
+ margin: 0 0 1.5rem 0;
+ font-size: 1.1rem;
+ text-align: center;
+ color: var(--usa-blue);
+}
+
+section h3 {
+ margin: 1.2rem 0 0 0;
+ font-size: 1rem;
+ font-weight: normal;
+ font-style: italic;
+}
+
+section h4 {
+ margin: 1rem 0 0 0;
+ font-size: 0.9rem;
+ font-weight: normal;
+ font-style: italic;
+}
+
+section h5 {
+ margin: 0.8rem 0 0 0;
+ font-size: 0.85rem;
+ font-weight: normal;
+ font-style: italic;
+}
+
+section span.copy-tooltip {
+ margin: 0 -0.15rem;
+ padding: 0 0.15rem;
+ border: none;
+ border-radius: 2px;
+ background-color: var(--dfrlab-lightgray);
+}
+
+section p, section ul {
+ margin: 0.7rem 0;
+ font-size: 0.85rem;
+ line-height: 1.6;
+}
+
+section p.center {
+ text-align: center;
+}
+
+section p.smaller, section span.smaller {
+ font-size: 0.75rem;
+}
+
+section p span.label {
+ display: block;
+ height: 100%;
+ min-width: 7rem;
+}
+
+@media (min-width: 600px) {
+ section p span.label {
+ display: inline-block;
+ }
+}
+
+section em {
+ font-style: italic;
+ text-decoration: none;
+ color: var(--text-black);
+}
+
+/* collapsibles */
+input.toggle[type='checkbox'] {
+ display: none;
+}
+
+.lbl-toggle {
+ display: block;
+ margin-left: -0.3rem;
+ padding: 0.2rem 0;
+ font-size: 0.9rem;
+ font-weight: normal;
+ font-style: italic;
+ color: var(--text-black);
+ cursor: pointer;
+ transition: all 200ms ease;
+}
+
+.lbl-toggle.top {
+ font-size: 0.85rem;
+ font-weight: normal;
+ font-style: normal;
+}
+
+.lbl-toggle::before {
+ content: ' ';
+ display: inline-block;
+ border-top: 5px solid transparent;
+ border-bottom: 5px solid transparent;
+ border-left: 5px solid currentColor;
+ vertical-align: middle;
+ margin-top: 2px;
+ transform: translateX(-0.6rem) translateY(-2px);
+ transition: transform 200ms ease-out;
+}
+
+.collapsible-content {
+ max-height: 0px;
+ overflow: hidden;
+ transition: max-height 200ms ease-in-out;
+}
+
+.collapsible-content h4, .collapsible-content h5 {
+ margin: 1.2rem 1rem 0 1rem;
+}
+
+.collapsible-content p {
+ padding: 0 1rem;
+}
+
+.toggle:checked + .lbl-toggle + .collapsible-content {
+ max-height: 10000px;
+ border: 1px solid var(--dfrlab-lightgray);
+ border-radius: 3px;
+}
+
+.toggle:checked + .lbl-toggle::before {
+ transform: rotate(90deg) translateY(0.6rem);
+}
+
+.toggle:checked + .lbl-toggle {
+ border-bottom-right-radius: 0;
+ border-bottom-left-radius: 0;
+}
+
+section ul {
+ padding: 0 2.5rem;
+ list-style-type: disc;
+}
+
+section ul li {
+ margin: 0.2rem 0;
+ line-height: 1.6;
+}
+
+section ul.inner {
+ margin: 0;
+}
+
+section ul.filter-list {
+ display: flex;
+ flex-direction: column;
+ align-items: flex-start;
+ padding: 0;
+ list-style-type: none;
+}
+
+section ul.filter-list li {
+ margin: 0.2rem -0.1rem;
+ padding: 0 0.1rem;
+ color: var(--usa-blue);
+ border-bottom: 2px solid var(--usa-blue);
+ cursor: pointer;
+ transition: all 200ms ease;
+}
+
+section ul.filter-list li:hover {
+ color: var(--bg);
+ border-radius: 3px;
+ background-color: var(--usa-lightblue);
+}
+
+section ul.filter-list li:hover span.apply-filter {
+ background-color: var(--usa-blue);
+}
+
+section ol {
+ padding: 0 2.5rem;
+ list-style-type: decimal;
+ counter-reset: section;
+}
+
+section ol li {
+ margin: 0.5rem 0;
+ font-size: 0.85rem;
+ line-height: 1.6;
+ counter-increment: step-counter;
+ content: counter(step-counter);
+}
+
+footer {
+ display: flex;
+ flex-direction: column;
+ width: 100%;
+ min-height: 3rem;
+ margin-bottom: 1.5rem;
+}
+
+footer a, footer p {
+ margin: 0.2rem 0;
+ font-family: var(--font-02);
+ font-size: 0.7rem;
+ text-align: center;
+ text-decoration: none;
+}
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+ #da532c
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+
+
+
+Created by potrace 1.11, written by Peter Selinger 2001-2013
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diff --git a/public/images/meta/site.webmanifest b/public/images/meta/site.webmanifest
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+{
+ "name": "",
+ "short_name": "",
+ "icons": [
+ {
+ "src": "android-chrome-192x192.png",
+ "sizes": "192x192",
+ "type": "image/png"
+ },
+ {
+ "src": "android-chrome-512x512.png",
+ "sizes": "512x512",
+ "type": "image/png"
+ }
+ ],
+ "theme_color": "#ffffff",
+ "background_color": "#ffffff",
+ "display": "standalone"
+}
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+ Interference 2020
+
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+ Interference 2020
+ Foreign Interference Attribution Tracker beta
+
+ A Project of the Digital Forensic Research Lab (DFRLab) of the Atlantic Council
+
+
+
+ The DFRLab's Foreign Interference Attribution Tracker (FIAT) is an interactive, open-source database that captures allegations of foreign interference relevant to the 2020 election. This tool assesses the credibility, bias, evidence, transparency, and impact of each claim. Explore by scrolling through the timeline and map below. Hover over a circle to see details about a particular case.
+
+
+
+
+
+
+ Methodology
+
+
Case Selection
+
+ In order to be included, cases must fulfill three criteria.
+
+
+ First, cases must involve allegations of foreign interference by primarily digital means. The Australian Government Department of Home Affairs defines foreign interference as activity by a foreign actor that is "coercive, corrupting, deceptive, or clandestine" in nature, distinguishing it from the more benign phenomenon of foreign influence . By focusing expressly on digital activity, this definition denotes a range of interference activities—including disinformation, media manipulation, and cyber intrusion—that are conducted by foreign actors to affect political outcomes.
+
+
+ Second, cases must be novel . A novel case is one which involves a fresh foreign interference claim or which reveals new evidence to reinvigorate an old one. A novel case is also one in which significant newsworthiness is attached to the individual or organization making the claim. In general, a president or ex-president’s claim is novel regardless of the evidence presented. Meanwhile, an op-ed or report by a mid-level U.S. official is only novel if it contains previously undisclosed information.
+
+
+ Third and finally, cases must be relevant to the 2020 U.S. election . This focuses case selection on alleged foreign interference that seems intended to influence voting behaviors, denigrate particular candidates, or engage in political or social issues of direct relevance to the election. It also bounds case selection to foreign interference claims that have occurred around or following the 2018 U.S. midterm elections.
+
+
Attribution Impact
+
+ Attribution Impact measures the spread of case-related articles and content over the seven days following a foreign interference allegation. It is a sum of the cumulative Facebook engagements, Twitter shares, and Reddit engagements of relevant articles, intended to capture the digital impact of a given case. It is best used as a comparative, rather than absolute, measure.
+
+
+ This sum is computed by a standardized query process that utilizes SerpApi (which enables "Google dorks" using advanced Google search operators), BuzzSumo (which enables the query of a large database of social media content and collection of engagement data), and CrowdTangle (which enables the collection of engagement data for content not indexed by BuzzSumo).
+
+
+ The following steps are followed in order to determine the Attribution Impact. This process is automated by Python and run by means of a Google Collab notebook:
+
+
+
+ A case's Link of Attribution is used by BuzzSumo to compute a list of backlinks, which includes social media engagement data.
+
+
+ To account for content not indexed by BuzzSumo, SerpAPI is used. The Google dork is standardized by way of several variables: Source, Disinformation, Disinformant Nation, and Date of Attribution. The standard Google dork is “intext:Source AND Disinformant AND Disinformant Nation.” (In some cases, alternate names are substituted. These substitutions are documented in the raw dataset.) The resulting Google dork is reviewed by coders and irrelevant results are deleted.
+
+
+ The edited Google dork is automatically reconciled with the list of BuzzSumo backlinks.
+
+
+ An additional BuzzSumo search is performed on remaining web links, importing social media engagement data where matches are found.
+
+
+ Where matches are not found, web links are visited manually and their social media engagement data is recorded via the CrowdTangle link checker extension for Google Chrome.
+
+
+ Social media engagement data is tallied from these three sources—BuzzSumo backlinks, the BuzzSumo search of web links, and manual CrowdTangle input—to arrive at the final Attribution Impact.
+
+
+
+ The fixed timeframe, standardized Google dork formula, and opacity of the tools themselves means that relevant social media engagement data may be excluded. Therefore, the Attribution Impact should be treated as a rough estimate, most useful for comparing between cases.
+
+
+ It is the intention of the FIAT team to introduce additional dimensions of Attribution Impact as the tool evolves.
+
+
Attribution Score
+
+ The Attribution Score is a framework of eighteen binary statements (true or false) that assess foreign interference claims made by governments, technology companies, the media, and civil society organizations. The measure is intended to capture the reliability of the attribution as discernible through public sources rather than to serve as a fact-check of the attribution itself. If a statement is deemed applicable, a point is awarded. If a statement is deemed inapplicable or irrelevant, no point is awarded. Initial coding was reviewed by the FIAT research team and shaped by iterative discussion.
+
+
+ This scoring system is based on the experience of DFRLab experts in assessing—and making—such allegations. It is also based on a review of work produced by the wider disinformation studies community, and particularly resources compiled by attribution.news .
+
+
+ The Attribution Score is composed of four subsections:
+
+
Credibility
+
+ The source of the attribution does not have a direct financial interest in a certain attribution outcome.
+ The source of the attribution has a diversified and transparent funding stream.
+ The source of the attribution does not strongly endorse a specific political ideology.
+ The source of the attribution is in no way affiliated with a political campaign.
+ The source of the attribution has not previously promoted mis- or disinformation.
+
+
Objectivity
+
+ The attribution avoids using biased wording. The attribution avoids high-inference or emotive language.
+ The headline accurately conveys the content of the attribution.
+ The attribution clearly distinguishes factual information from argumentative analysis.
+
+
Evidence
+
+ The attribution provides a clear illustration of the methods, tactics, and platforms involved in the alleged information operation.
+ The attribution contextualizes the engagement with, and impact of, the alleged information operation.
+ The attribution identifies actors and states allegedly responsible.
+ The attribution clearly explains the strategic goal and rationale of the actors who conducted the alleged information operation.
+ The attribution relies on information which is unique to, or can only be procured by, the relevant actor. (e.g. classified information for U.S. federal agencies, back-end/developer information for technology companies)
+
+
Transparency
+
+ The attribution provides open access to a dataset or archived links of alleged assets.
+ The attribution methodology is clearly explained.
+ The attribution is replicable through open-source evidence.
+ The attribution acknowledges relevant limitations or mitigating factors in its assessment.
+ The attribution has been corroborated by a third party or independent investigation.
+
+
+ An attribution that scores fifteen points or higher is especially reliable. An attribution that scores six points or fewer should be carefully scrutinized.
+
+
+
+
+
+ Terminology & Codebook
+
+
+ Allegations of foreign interference in U.S. elections that met the case selection criteria were recorded by DFRLab coders using a codebook of variables. Five text variables, 36 binary variable options, and 5 other variables were used to describe who made the allegation of interference against who, what the attribution was, when it occurred, the platforms where it occurred, and how the interference was conducted. New binary variables for platforms and methods were added based on case review.
+
+
+ Additional variables were used to measure the impact of the allegation on online media discourse, and to assess the credibility, bias, evidence, and transparency of allegations.
+
+
Who is making the attribution, against whom?
+
+ Source of Allegation (free text). The original source of the interference allegation.
+
+ Source Nation (country). The country where the source of the interference allegation originates. Since the scope of this dataset is interference in the U.S., the most common source nation for allegations is the United States. The source nation does not necessarily denote the actor was associated with a national government.
+
+
+ Source Category (binary, select all that apply).
+
+ Civil Society Organization. A nonprofit, non-governmental, non-media entity, typically a university or think tank.
+ Foreign Government Body. A non-U.S. government entity.
+ Government. Government agencies, elected representatives, and officials, even if quoted anonymously.
+ Influential Individual. A noteworthy individual, not currently affiliated with another category, who is deemed nationally recognizable or operating in the public sphere.
+ Media. Only applies if a news organization makes the allegation on the basis of its own investigation. A media organization reporting on an allegation made by someone else (e.g. an anonymous government official) is not included.
+ Private Consultancy. A company engaged in private monitoring and risk consulting, typically in the field of cybersecurity.
+ Technology Company. A company that operates a social media platform or offers a technology service.
+
+
+ Disinformant (free text). Brief description of the actor purportedly responsible for the interference attempt.
+ Disinformant Nation (free text). The country where the interference originates, according to the source. When an allegation comes from a non-state political actor, this field is the nation of origin of that non-state political actor. This does not necessarily denote an actor is associated with the national government.
+
+ Attribution Type (binary, select all that apply).
+
+ Direct Attribution. The source directly accuses the disinformant of malicious political behavior.
+ Proxy/Inferred Attribution. The source does not make a direct attribution, but clearly states that the activity is likely associated with the disinformant or strongly implies the accusation is directed at the disinformant.
+ Non-Aligned Commercial Activity. The interference consists of malicious commercial activity rather than a politically motivated information operation.
+
+
+
+
What was the attribution?
+
+ Short title (free text).
+ Short description (free text). One to three sentence description of the allegation, alleged activity, and attribution.
+ Link to attribution (link).
+
+
When did the interference and attribution occur?
+
+
+ Date(s) of Activity. Date or range of purported activity..
+
+ Start (date). Input if start date is known; if not, omit.
+ End (date). Input if end date is known, if not, omit.
+
+
+ Date of Attribution (date). Date corresponds to date of link of attribution. Particular attention should be given to this date by coders because it is used to determine the time span for collecting Attribution Impact metrics.
+
+
+
+
+ Open Web (binary, select all that apply).
+
+ State Media. A media outlet controlled by a government or government proxy, which is not editorially independent.
+ Independent Media. Media outlets that are generally regarded as reputable, balanced, and independent of direct government control.
+ "Junk News" Media. Unreliable, skewed, openly propagandistic, or fringe media outlets that lack discernable government ties.
+
+
+
+ Social Media Platform (binary, select all that apply). Platform(s) on which alleged interference occurred.
+
+ Facebook
+ Instagram
+ Twitter
+ YouTube
+ LinkedIn
+ Reddit
+ VK
+ Forum Board (binary)
+
+
+
+ Messaging Platforms. (binary, select all that apply). Platform(s) on which alleged interference occurred.
+
+ WhatsApp
+ Telegram
+ Signal
+ WeChat
+ SMS
+
+
+ Advertisement (binary).
+ Email (binary).
+
+
How was the interference purportedly conducted?
+
+
+ Method. Methods used in both the creation and the amplification of content related to the alleged foreign interference (binary, select all that apply).
+
+ Brigading. Authentic social media accounts but evidence of coordinated amplification or harassment.
+ Sockpuppets. Inauthentic social media accounts; evidence suggests a high likelihood of human operation.
+ Botnets. Inauthentic social media accounts; evidence suggests a high likelihood of automation.
+ Search Engine Manipulation. Manipulation of search queries and results; typosquatting.
+ Hacking - DDoS. Distributed denial-of-service attack; malicious attempt to disrupt server traffic.
+ Hacking - Data Exfiltration. Unauthorized movement of data; spearphishing; hack-and-release.
+ Deceptive Content Manipulation. Deceptively edited content; deceptive co-option of existing brands; does not include use of deep learning processes.
+ Deep Learning Processes. Augmented or fabricated content produced using deep learning processes; "deep fakes"; textual generation. Sometimes referred to as "synthetic media ," although this term does not adequately distinguish between the use of deep learning and use of more basic manipulative techniques.
+
+
+
+
What was the impact of the allegation on online media discourse?
+
+
+ Attribution Impact. Measures the spread of case-related articles and content over the seven days following a foreign interference allegation. It is a sum of Facebook engagements, Twitter shares, and Reddit engagements. Methodology is described above to acquire online articles about cases and social media engagement of articles; social media data is defined and sourced by Buzzsumo and Crowdtangle.
+
+ Article count (quantitative). The number of web links about the allegation in the week after the date of attribution of the case.
+ Facebook engagement (quantitative). Aggregate shares, comments, and reactions of a web link.
+ Twitter engagement (quantitative). Aggregate shares of a web link.
+ Reddit engagement (quantitative). Aggregate shares and interactions of a web link.
+ Total engagement (quantitative). Aggregate Facebook, Twitter, and Reddit engagement.
+
+
+
+
How credible, biased, legitimate, and transparent is the allegation?
+
+
+ Attribution Score. Methodology is described above ; the goal of this score is to critically assess the validity of the allegation from multiple perspectives.
+
+ Credibility
+ Bias
+ Evidence
+ Transparency
+
+
+
+
+
+
+
+
+ About This Project
+
+ The core FIAT research team is composed of Emerson T. Brooking (lead), Alyssa Kann , Max Rizzuto , Jacqueline Malaret , and Helen Simpson.
+
+
+ The tool was designed by Matthias Stahl (higsch | data & design) .
+
+
+ This project was directed by Graham Brookie and Emerson T. Brooking .
+
+
+ Invaluable counsel and coordination was provided by Nicholas Yap, Kelsey Henquinet, Andy Carvin, Anna Pellegatta, Devin Chavira, Eric Baker, and Zarine Kharazian.
+
+
+ This project is made possible thanks to the generosity and commitment of Craig Newmark Philanthropies.
+
+ About the DFRLab
+
+ The Atlantic Council's Digital Forensic Research Lab —whose work resides at the unique intersection between government, media, and technology—aims to establish accountability and transparency online as a means to secure democracy and restore trust in public discourse.
+
+
+ DFRLab is spread across five continents, and its work is rooted among three pillars:
+
+
+ To promote objective fact as a foundation of government for and by people, to protect democratic institutions and norms from those who would undermine them online, and to identify, expose, and explain disinformation when and where it occurs.
+ To create a new model of expertise adapted for impact and real-world results.
+ To forge digital resilience at a time when humans are more interconnected than at any point in history.
+
+ About the Atlantic Council
+
+ The Atlantic Council promotes constructive leadership and engagement in international affairs based on the Atlantic Community’s central role in meeting global challenges. The Council provides an essential forum for navigating the dramatic economic and political changes defining the twenty-first century by informing and galvanizing its uniquely influential network of global leaders. The Atlantic Council—through the papers it publishes, the ideas it generates, the future leaders it develops, and the communities it builds—shapes policy choices and strategies to create a more free, secure, and prosperous world.
+
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+
diff --git a/push_to_ghpages.sh b/push_to_ghpages.sh
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--- /dev/null
+++ b/push_to_ghpages.sh
@@ -0,0 +1 @@
+git subtree push --prefix public origin gh-pages
diff --git a/rollup.config.js b/rollup.config.js
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index 0000000..12d2720
--- /dev/null
+++ b/rollup.config.js
@@ -0,0 +1,103 @@
+import babel from 'rollup-plugin-babel';
+import svelte from 'rollup-plugin-svelte';
+import resolve from '@rollup/plugin-node-resolve';
+import commonjs from '@rollup/plugin-commonjs';
+import postcss from 'rollup-plugin-postcss';
+import livereload from 'rollup-plugin-livereload';
+import { terser } from 'rollup-plugin-terser';
+
+const production = !process.env.ROLLUP_WATCH;
+
+function serve() {
+ let server;
+
+ function toExit() {
+ if (server) server.kill(0);
+ }
+
+ return {
+ writeBundle() {
+ if (server) return;
+ server = require('child_process').spawn('npm', ['run', 'start', '--', '--dev'], {
+ stdio: ['ignore', 'inherit', 'inherit'],
+ shell: true
+ });
+
+ process.on('SIGTERM', toExit);
+ process.on('exit', toExit);
+ }
+ };
+}
+
+export default {
+ input: 'src/main.js',
+ output: {
+ sourcemap: true,
+ format: 'iife',
+ name: 'app',
+ file: 'public/build/bundle.js'
+ },
+ plugins: [
+ svelte({
+ // enable run-time checks when not in production
+ dev: !production,
+ // we'll extract any component CSS out into
+ // a separate file - better for performance
+ css: css => {
+ css.write('public/build/bundle.css');
+ },
+
+ emitCss: true
+ }),
+ babel({
+ extensions: ['.js', '.mjs', '.html', '.svelte'],
+ include: [
+ 'src/**',
+ 'node_modules/svelte/**',
+ 'node_modules/svelte-select/**',
+ 'node_modules/d3/**',
+ 'node_modules/d3-*/**'
+ ],
+ exclude: ['node_modules/@babel/**'],
+ runtimeHelpers: true
+ }),
+
+ // If you have external dependencies installed from
+ // npm, you'll most likely need these plugins. In
+ // some cases you'll need additional configuration -
+ // consult the documentation for details:
+ // https://github.com/rollup/plugins/tree/master/packages/commonjs
+ resolve({
+ browser: true,
+ dedupe: ['svelte']
+ }),
+ commonjs(),
+ postcss({
+ extract: true,
+ minimize: true,
+ use: [
+ ['sass', {
+ includePaths: [
+ './src/theme',
+ './node_modules'
+ ]
+ }]
+ ]
+ }),
+
+ // In dev mode, call `npm run start` once
+ // the bundle has been generated
+ !production && serve(),
+
+ // Watch the `public` directory and refresh the
+ // browser on changes when not in production
+ !production && livereload('public'),
+
+ // If we're building for production (npm run build
+ // instead of npm run dev), minify
+ production && terser()
+ ],
+ watch: {
+ clearScreen: false
+ }
+};
diff --git a/src/App.svelte b/src/App.svelte
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--- /dev/null
+++ b/src/App.svelte
@@ -0,0 +1,29 @@
+
+
+
+
+ {#if (width < 600)}
+
+ {:else if (/MSIE|Trident/.test(window.navigator.userAgent))}
+
+ {:else}
+
+ {/if}
+
+
+
diff --git a/src/Catch.svelte b/src/Catch.svelte
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index 0000000..8989b0e
--- /dev/null
+++ b/src/Catch.svelte
@@ -0,0 +1,50 @@
+
+
+
+ {content}
+ Send eMail with link.
+
+
+
+
+
+
diff --git a/src/CookieBanner.svelte b/src/CookieBanner.svelte
new file mode 100644
index 0000000..40b5a1f
--- /dev/null
+++ b/src/CookieBanner.svelte
@@ -0,0 +1,75 @@
+
+
+
+
+
This page wants to use cookies.
+
Accept
+
Reject
+
Privacy
+
+
+
+
diff --git a/src/actions/brushable.js b/src/actions/brushable.js
new file mode 100644
index 0000000..82175e4
--- /dev/null
+++ b/src/actions/brushable.js
@@ -0,0 +1,57 @@
+export function brushable(node) {
+ let x;
+ let startX;
+ let width;
+
+ function handleMousedown(event) {
+ event.preventDefault();
+
+ x = startX = event.clientX;
+
+ node.dispatchEvent(
+ new CustomEvent('brushstart', {
+ detail: { x },
+ })
+ );
+
+ node.classList.add('brushed');
+
+ window.addEventListener('mousemove', handleMousemove);
+ window.addEventListener('mouseup', handleMouseup);
+ }
+
+ function handleMousemove(event) {
+ width = Math.abs(event.clientX - startX);
+ if (event.clientX < startX) x = event.clientX;
+
+ node.dispatchEvent(
+ new CustomEvent('brush', {
+ detail: { x, width },
+ })
+ );
+ }
+
+ function handleMouseup() {
+ const x1 = x;
+ const x2 = x + width;
+
+ node.dispatchEvent(
+ new CustomEvent('brushend', {
+ detail: { x1, width, x2 },
+ })
+ );
+
+ node.classList.remove('brushed');
+
+ window.removeEventListener('mousemove', handleMousemove);
+ window.removeEventListener('mouseup', handleMouseup);
+ }
+
+ node.addEventListener('mousedown', handleMousedown);
+
+ return {
+ destroy() {
+ node.removeEventListener('mousedown', handleMousedown);
+ },
+ };
+}
diff --git a/src/actions/copytooltipable.js b/src/actions/copytooltipable.js
new file mode 100644
index 0000000..253aad4
--- /dev/null
+++ b/src/actions/copytooltipable.js
@@ -0,0 +1,37 @@
+import CopyTooltip from '../components/CopyTooltip.svelte';
+
+export function copytooltipable(node, content) {
+ let component;
+
+ function handleMouseleave(e) {
+ component.$destroy();
+ node.removeEventListener('mouseleave', handleMouseleave)
+ }
+
+ function handleMouseenter(e) {
+ const target = document.body;
+ const x = e.pageX;
+ const y = e.pageY + 20;
+
+ component = new CopyTooltip({
+ target,
+ props: {
+ title: node.innerHTML,
+ content,
+ x,
+ y
+ },
+ intro: true
+ });
+
+ node.addEventListener('mouseleave', handleMouseleave)
+ }
+
+ node.addEventListener('mouseenter', handleMouseenter);
+
+ return {
+ destroy() {
+ node.removeEventListener('mouseenter', handleMouseenter);
+ },
+ };
+};
diff --git a/src/actions/draggable.js b/src/actions/draggable.js
new file mode 100644
index 0000000..21a0fcd
--- /dev/null
+++ b/src/actions/draggable.js
@@ -0,0 +1,39 @@
+export function draggable(node) {
+ let isDown = false;
+ let startX;
+ let scrollLeft;
+
+ function handleMousedown(event) {
+ isDown = true;
+ startX = event.pageX - node.offsetLeft;
+ scrollLeft = node.scrollLeft;
+
+ window.addEventListener('mouseleave', handleMouseup);
+ window.addEventListener('mousemove', handleMousemove);
+ window.addEventListener('mouseup', handleMouseup);
+ }
+
+ function handleMouseup() {
+ isDown = false;
+
+ window.removeEventListener('mouseleave', handleMouseup);
+ window.removeEventListener('mousemove', handleMousemove);
+ window.removeEventListener('mouseup', handleMouseup);
+ }
+
+ function handleMousemove(event) {
+ if (!isDown) return;
+ event.preventDefault();
+ const x = event.pageX - node.offsetLeft;
+ const walk = (x - startX) * 3;
+ node.scrollLeft = scrollLeft - walk;
+ }
+
+ node.addEventListener('mousedown', handleMousedown);
+
+ return {
+ destroy() {
+ node.removeEventListener('mousedown', handleMousedown);
+ },
+ };
+}
diff --git a/src/actions/slidable.js b/src/actions/slidable.js
new file mode 100644
index 0000000..265d903
--- /dev/null
+++ b/src/actions/slidable.js
@@ -0,0 +1,50 @@
+export function slidable(node) {
+ let x;
+ let left;
+
+ function handleMousedown(event) {
+ x = event.clientX;
+
+ node.dispatchEvent(
+ new CustomEvent('slidestart', {
+ detail: { x },
+ })
+ );
+
+ window.addEventListener('mousemove', handleMousemove);
+ window.addEventListener('mouseup', handleMouseup);
+ }
+
+ function handleMousemove(event) {
+ const dx = event.clientX - x;
+ x = event.clientX;
+
+ node.dispatchEvent(
+ new CustomEvent('slide', {
+ detail: { x, dx },
+ })
+ );
+ }
+
+ function handleMouseup(event) {
+ x = event.clientX;
+ left = node.offsetLeft;
+
+ node.dispatchEvent(
+ new CustomEvent('slideend', {
+ detail: { x, left },
+ })
+ );
+
+ window.removeEventListener('mousemove', handleMousemove);
+ window.removeEventListener('mouseup', handleMouseup);
+ }
+
+ node.addEventListener('mousedown', handleMousedown);
+
+ return {
+ destroy() {
+ node.removeEventListener('mousedown', handleMousedown);
+ },
+ };
+}
diff --git a/src/actions/spottooltipable.js b/src/actions/spottooltipable.js
new file mode 100644
index 0000000..0fa9a4c
--- /dev/null
+++ b/src/actions/spottooltipable.js
@@ -0,0 +1,37 @@
+import SpotTooltip from '../components/SpotTooltip.svelte';
+import { get } from 'svelte/store';
+
+export function spottooltipable(node, { data, target, left, top }) {
+ let component;
+
+ function handleMouseleave(e) {
+ component.$destroy();
+ node.removeEventListener('mouseleave', handleMouseleave)
+ }
+
+ function handleMouseenter(e) {
+ if (!target) return;
+
+ const elem = get(target);
+
+ component = new SpotTooltip({
+ target: elem,
+ props: {
+ data,
+ x: left,
+ y: top
+ },
+ intro: true
+ });
+
+ node.addEventListener('mouseleave', handleMouseleave)
+ }
+
+ node.addEventListener('mouseenter', handleMouseenter);
+
+ return {
+ destroy() {
+ node.removeEventListener('mouseenter', handleMouseenter);
+ },
+ };
+};
diff --git a/src/analytics.js b/src/analytics.js
new file mode 100644
index 0000000..df8a0c9
--- /dev/null
+++ b/src/analytics.js
@@ -0,0 +1,10 @@
+export const googleAnalytics = (gaID) => {
+ window.dataLayer = window.dataLayer || []
+ function gtag() { dataLayer.push(arguments) }
+ gtag('js', new Date())
+ gtag('config', gaID)
+
+ const script = document.createElement('script')
+ script.src = `https://www.googletagmanager.com/gtag/js?id=${gaID}`
+ document.body.appendChild(script)
+}
diff --git a/src/components/BackgroundChart.svelte b/src/components/BackgroundChart.svelte
new file mode 100644
index 0000000..08dce41
--- /dev/null
+++ b/src/components/BackgroundChart.svelte
@@ -0,0 +1,34 @@
+
+
+
+ {#each $contextData.filter((d) => d.selected) as dataset}
+ {#if (dataset.id === 'corona')}
+
+ {/if}
+ {/each}
+
+
+
diff --git a/src/components/Balloon.svelte b/src/components/Balloon.svelte
new file mode 100644
index 0000000..644c98e
--- /dev/null
+++ b/src/components/Balloon.svelte
@@ -0,0 +1,106 @@
+
+
+
+ {#if (timePoint.recentlyAdded)}
+
+ {/if}
+
+
+
+
+
diff --git a/src/components/Brush.svelte b/src/components/Brush.svelte
new file mode 100644
index 0000000..c2f3c0f
--- /dev/null
+++ b/src/components/Brush.svelte
@@ -0,0 +1,152 @@
+
+
+
+
+
+
+
+
+{#if ($originalTimeDomain)}
+
+
+ Reset time scale
+
+{/if}
+
+
diff --git a/src/components/Canvas.svelte b/src/components/Canvas.svelte
new file mode 100644
index 0000000..1754a84
--- /dev/null
+++ b/src/components/Canvas.svelte
@@ -0,0 +1,47 @@
+
+
+
+
+
diff --git a/src/components/CaseDensity.svelte b/src/components/CaseDensity.svelte
new file mode 100644
index 0000000..0aa0bb0
--- /dev/null
+++ b/src/components/CaseDensity.svelte
@@ -0,0 +1,70 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/src/components/Centroid.svelte b/src/components/Centroid.svelte
new file mode 100644
index 0000000..fe9bb4a
--- /dev/null
+++ b/src/components/Centroid.svelte
@@ -0,0 +1,60 @@
+
+
+ dispatch('click', {id: country, c: centroid, e})}
+ on:mouseover|stopPropagation={(e) => dispatch('mouseover', {id: country, c: centroid, e})}>
+
+ {#if (centroid.length > 5)}
+
+ {centroid.filter((c) => c.show).length}
+
+ {/if}
+
+
+
diff --git a/src/components/CentroidTooltip.svelte b/src/components/CentroidTooltip.svelte
new file mode 100644
index 0000000..4f395b0
--- /dev/null
+++ b/src/components/CentroidTooltip.svelte
@@ -0,0 +1,249 @@
+
+
+{#if ($tooltip)}
+
+{/if}
+
+
diff --git a/src/components/Checkbox.svelte b/src/components/Checkbox.svelte
new file mode 100644
index 0000000..9ae8717
--- /dev/null
+++ b/src/components/Checkbox.svelte
@@ -0,0 +1,46 @@
+
+
+
+
+
+
+
+
diff --git a/src/components/Controls.svelte b/src/components/Controls.svelte
new file mode 100644
index 0000000..7d68b0a
--- /dev/null
+++ b/src/components/Controls.svelte
@@ -0,0 +1,151 @@
+
+
+{#if (timePoints)}
+
+ $textSearchFilter = e.detail}
+ on:reset={() => textSearchFilter.reset()} />
+ $attributionScoreFilter = e.detail} />
+ disinformantNationFilter.select(e.detail)}
+ on:itemsRemoved={(e) => disinformantNationFilter.unselect(e.detail)} />
+ platformFilter.select(e.detail)}
+ on:itemsRemoved={(e) => platformFilter.unselect(e.detail)} />
+ sourceFilter.select(e.detail)}
+ on:itemsRemoved={(e) => sourceFilter.unselect(e.detail)} />
+ sourceCategoryFilter.select(e.detail)}
+ on:itemsRemoved={(e) => sourceCategoryFilter.unselect(e.detail)} />
+ methodFilter.select(e.detail)}
+ on:itemsRemoved={(e) => methodFilter.unselect(e.detail)} />
+ contextData.select(e.detail)}
+ on:itemsRemoved={(e) => contextData.unselect(e.detail)} />
+ handleButtonClick()}>
+ Reset
+
+
+{/if}
+
+
diff --git a/src/components/CopyTooltip.svelte b/src/components/CopyTooltip.svelte
new file mode 100644
index 0000000..1f5b0b0
--- /dev/null
+++ b/src/components/CopyTooltip.svelte
@@ -0,0 +1,76 @@
+
+
+
+
+
diff --git a/src/components/CoronaChart.svelte b/src/components/CoronaChart.svelte
new file mode 100644
index 0000000..1131212
--- /dev/null
+++ b/src/components/CoronaChart.svelte
@@ -0,0 +1,128 @@
+
+
+{#if (data)}
+
+
+
+
+
+ {#if (showLegend)}
+
+
+
+ {commaFormat(lastItem.cases)} cases
+
+
+
+
+
+ {commaFormat(lastItem.deaths)} deaths
+
+
+
+ {#each ticks as tick}
+
+
+ {commaFormat(tick)}
+
+ {/each}
+
+ {/if}
+
+{/if}
+
+
diff --git a/src/components/CreatedBy.svelte b/src/components/CreatedBy.svelte
new file mode 100644
index 0000000..4757cda
--- /dev/null
+++ b/src/components/CreatedBy.svelte
@@ -0,0 +1,32 @@
+
+
+
+
+
diff --git a/src/components/Defs.svelte b/src/components/Defs.svelte
new file mode 100644
index 0000000..58911ca
--- /dev/null
+++ b/src/components/Defs.svelte
@@ -0,0 +1,36 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/src/components/Dropdown.svelte b/src/components/Dropdown.svelte
new file mode 100644
index 0000000..9d2efc2
--- /dev/null
+++ b/src/components/Dropdown.svelte
@@ -0,0 +1,239 @@
+
+
+ handleBodyClick(e)}>
+
+
+
+ {label}
+
+
+
+
+ {items.filter((d) => d.selected).length === 0
+ ? 'none'
+ : (items.every((d) => d.selected && items.length > 1)
+ ? 'all'
+ : items.filter((d) => d.selected).map((d) => d[nameField]).join(', '))}
+
+
+
+
+
+
+
+
+ {#if (expanded)}
+
+
+ Select all
+ Unselect all
+
+
+ {#each items.sort((a, b) => -sortConsistently(a, b, 'id', 'id')) as item, i (item.id)}
+ {#if (!(hideOneHitWonders && item.count === 1))}
+
+ handleChoiceClick(item.id)}>
+ {item[nameField]}
+ {#if (item.liveCount)}
+ ({item.liveCount})
+ {:else if (item.source)}
+ ({item.source})
+ {/if}
+
+
+ {/if}
+ {/each}
+
+ {#if (hideOneHitWonders)}
+
{label}s with only one result in the dataset are hidden.
+ {/if}
+
+ {/if}
+
+
+
+
diff --git a/src/components/Event.svelte b/src/components/Event.svelte
new file mode 100644
index 0000000..6ccd5cb
--- /dev/null
+++ b/src/components/Event.svelte
@@ -0,0 +1,20 @@
+
+
+{#if (timePoint.show)}
+
+ export let hovered = false;
+
+
+
+{/if}
+
+
diff --git a/src/components/EventTooltip.svelte b/src/components/EventTooltip.svelte
new file mode 100644
index 0000000..ed9d137
--- /dev/null
+++ b/src/components/EventTooltip.svelte
@@ -0,0 +1,450 @@
+
+
+{#if (showTooltip)}
+
+{/if}
+
+
diff --git a/src/components/EventTooltipCross.svelte b/src/components/EventTooltipCross.svelte
new file mode 100644
index 0000000..4fb3d67
--- /dev/null
+++ b/src/components/EventTooltipCross.svelte
@@ -0,0 +1,37 @@
+
+
+
+
+
+
+
+
diff --git a/src/components/Events.svelte b/src/components/Events.svelte
new file mode 100644
index 0000000..988bd0d
--- /dev/null
+++ b/src/components/Events.svelte
@@ -0,0 +1,38 @@
+
+
+
+ {#each timePoints as timePoint (timePoint.id)}
+ d.id).includes(timePoint.id)}
+ hovered={$hovered && $hovered.id === timePoint.id}
+ on:click={handleEventClick}
+ on:mouseover={handleEventMouseover} />
+ {/each}
+
+
+
diff --git a/src/components/Info.svelte b/src/components/Info.svelte
new file mode 100644
index 0000000..93ab36f
--- /dev/null
+++ b/src/components/Info.svelte
@@ -0,0 +1,50 @@
+
+
+{#if (show && showCounter <= 2)}
+
+
i
+
Compare your selection in the document.querySelector('#table').scrollIntoView({behavior: 'smooth'})}>dataset view .
+
+{/if}
+
+
diff --git a/src/components/Labels.svelte b/src/components/Labels.svelte
new file mode 100644
index 0000000..80c0ef4
--- /dev/null
+++ b/src/components/Labels.svelte
@@ -0,0 +1,115 @@
+
+
+
+
+ {#each $timeScale.ticks(3) as tick}
+
+
+ {tf(tick).replace('Jan 01, ', '')}
+ {tf(tick).replace('Jan 01, ', '')}
+
+ {/each}
+
+
+ Today
+ Today
+
+
+
+ Attribution Date
+ Attribution Date
+
+
+
+
+ {#each $smiTotalYScale.ticks(5).slice(1) as tick}
+
+ {commaFormat(tick)}
+
+ {/each}
+
+
+
+ Attribution Impact
+
+
+
+
+ Disinformant Nations
+
+
+
+
+
diff --git a/src/components/Legend.svelte b/src/components/Legend.svelte
new file mode 100644
index 0000000..c9046ee
--- /dev/null
+++ b/src/components/Legend.svelte
@@ -0,0 +1,81 @@
+
+
+
+
+ Attribution Impact
+
+
+ {#each rTicks as tick, i}
+
+
+ {commaFormat(tick)}
+
+
+ {/each}
+
+
+
+
+ pending
+
+
+
+
+
+
diff --git a/src/components/LoadingInfo.svelte b/src/components/LoadingInfo.svelte
new file mode 100644
index 0000000..3f7ddf9
--- /dev/null
+++ b/src/components/LoadingInfo.svelte
@@ -0,0 +1,23 @@
+
+
+
+
Loading and visualizing...
+
+
+
diff --git a/src/components/ScoreBar.svelte b/src/components/ScoreBar.svelte
new file mode 100644
index 0000000..bb044e0
--- /dev/null
+++ b/src/components/ScoreBar.svelte
@@ -0,0 +1,31 @@
+
+
+
+
+
+
+
diff --git a/src/components/ScoreQuestions.svelte b/src/components/ScoreQuestions.svelte
new file mode 100644
index 0000000..ddf7091
--- /dev/null
+++ b/src/components/ScoreQuestions.svelte
@@ -0,0 +1,90 @@
+
+
+
+ {#each scores as s}
+
{s.scoreName}: {timePoint[s.score]}/{maxScores[s.score]}
+
+ {/each}
+
+
+
diff --git a/src/components/SearchText.svelte b/src/components/SearchText.svelte
new file mode 100644
index 0000000..3f9e2aa
--- /dev/null
+++ b/src/components/SearchText.svelte
@@ -0,0 +1,137 @@
+
+
+
+
+
{label}
+
|
+
reset()}>Reset
+
+
+ handleKeyUp(e)} />
+ {#if (searchString !== '')}
+
+ searchString = ''}>
+ x
+
+ handleGoClick()}>
+ Go
+
+
+ {/if}
+
+
+
+
diff --git a/src/components/ShinyCircle.svelte b/src/components/ShinyCircle.svelte
new file mode 100644
index 0000000..a93d3e6
--- /dev/null
+++ b/src/components/ShinyCircle.svelte
@@ -0,0 +1,63 @@
+
+
+
+ {#each sortedRadii as {id, className, r} (id)}
+
+ {/each}
+
+
+
diff --git a/src/components/Slider.svelte b/src/components/Slider.svelte
new file mode 100644
index 0000000..c2b205c
--- /dev/null
+++ b/src/components/Slider.svelte
@@ -0,0 +1,138 @@
+
+
+
+
+ {label}
+
+
+
+
handleSlide(e, 'left')}
+ on:slideend={(e) => handleSlideEnd(e, 'left')}>
+ {showHandleLabels ? Math.round(scale.invert(pos.left), 0) : ''}
+
+
handleSlide(e, 'right')}
+ on:slideend={(e) => handleSlideEnd(e, 'right')}>
+ {showHandleLabels ? Math.round(scale.invert(pos.right), 0) : ''}
+
+
+
+
+
diff --git a/src/components/SourceLink.svelte b/src/components/SourceLink.svelte
new file mode 100644
index 0000000..7c22dda
--- /dev/null
+++ b/src/components/SourceLink.svelte
@@ -0,0 +1,58 @@
+
+
+{#if (source.show)}
+
+
+
+{/if}
+
+
diff --git a/src/components/Sources.svelte b/src/components/Sources.svelte
new file mode 100644
index 0000000..f60c7a2
--- /dev/null
+++ b/src/components/Sources.svelte
@@ -0,0 +1,120 @@
+
+
+
+
+
+ {#each sources as source (source.idNation)}
+ d.id).includes(source.id)
+ ? 'selected'
+ : ($eSelected && $eSelected.length > 0
+ ? 'background'
+ : 'unselected')}
+ hovered={$eHovered && $eHovered.id === source.id
+ ? 'selected'
+ : ($eHovered
+ ? 'background'
+ : 'unselected')}
+ extraFaint={source.outOfTimeRange} />
+ {/each}
+ {#each centroids as [country, centroid]}
+ d.selected).map((d) => d.id).includes(country)}
+ on:click={handleCentroidClick}
+ on:mouseover={handleCentroidMouseover} />
+ {/each}
+
+
+
diff --git a/src/components/SpotTooltip.svelte b/src/components/SpotTooltip.svelte
new file mode 100644
index 0000000..8aea48d
--- /dev/null
+++ b/src/components/SpotTooltip.svelte
@@ -0,0 +1,83 @@
+
+
+
+
+
diff --git a/src/components/Svg.svelte b/src/components/Svg.svelte
new file mode 100644
index 0000000..2d4d9a3
--- /dev/null
+++ b/src/components/Svg.svelte
@@ -0,0 +1,51 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/src/components/Table.svelte b/src/components/Table.svelte
new file mode 100644
index 0000000..fd1c219
--- /dev/null
+++ b/src/components/Table.svelte
@@ -0,0 +1,248 @@
+
+
+
+
+
+
+
+
+ {#each columns as column (column.property)}
+
+ {column.name}
+ {#if (column.sortable)}
+ handleSorterClick(column.property)}>
+
+
+ {/if}
+
+ {/each}
+
+
+
+ {#each rows.filter((d) => d.search.indexOf(searchString.toUpperCase()) > -1) as row, i (row.id)}
+ d.id).includes(row.id)}>
+ {#each columns as column (column.property)}
+
+ {#if (row[column.property] === undefined)}
+ {''}
+ {:else if (column.format)}
+ {column.format(row[column.property])}
+ {:else if (column.hyperlink)}
+ Link
+ {:else}
+ {row[column.property]}
+ {/if}
+
+ {/each}
+
+ {/each}
+
+
+
+
+
+
diff --git a/src/components/Timeline.svelte b/src/components/Timeline.svelte
new file mode 100644
index 0000000..ffd92a7
--- /dev/null
+++ b/src/components/Timeline.svelte
@@ -0,0 +1,24 @@
+
+
+
+
+
+
+
+
diff --git a/src/components/TimelineSpots.svelte b/src/components/TimelineSpots.svelte
new file mode 100644
index 0000000..232386e
--- /dev/null
+++ b/src/components/TimelineSpots.svelte
@@ -0,0 +1,52 @@
+
+
+
+
+ {#each spots as spot (spot.id)}
+
+
+
+
+ {/each}
+
+
+
+
diff --git a/src/components/ToTop.svelte b/src/components/ToTop.svelte
new file mode 100644
index 0000000..6251ede
--- /dev/null
+++ b/src/components/ToTop.svelte
@@ -0,0 +1,52 @@
+
+
+
+
+{#if (show)}
+
+ handleSpanClick('top')}>To Top
+ handleSpanClick('viz')}>To Visualization
+
+{/if}
+
+
diff --git a/src/components/TopVisualContent.svelte b/src/components/TopVisualContent.svelte
new file mode 100644
index 0000000..d69e722
--- /dev/null
+++ b/src/components/TopVisualContent.svelte
@@ -0,0 +1,96 @@
+
+
+{#if (data.length > 0)}
+
+
+ Overview
+
+
+ This project builds public attribution standards, provides an independent and reliable record of foreign interference in the 2020 election, serves as a resource for stakeholders about the evolving threat, and helps to build public resilience against future foreign interference efforts and disinformation. It has been created in service of the DFRLab's mission to identity, expose, and explain disinformation and to promote objective fact as the basis for governance worldwide.
+
+
+ The FIAT dataset contains {data.length} allegations of foreign interference originating from {$disinformantNationFilter.length} nations . Stories regarding these claims have received a cumulative {commaFormat(data.map((d) => d.smiTotal).filter((d) => !isNaN(d)).reduce((acc, cur) => acc + cur))} social media shares and engagements . The dataset was last updated on {tf(data.map((d) => d.timestamp).sort((a, b) => a > b ? 1 : -1).slice(-1)[0])} .
+
+
+ This tool will be regularly updated as further allegations or attributions of foreign interference in the 2020 U.S. election are made public. If you have questions regarding the tool or would like to submit a case for consideration, please contact the DFRLab .
+
+
+
+ How To Use This Tool
+
+
+ FIAT consists of six elements that work together in order to tell the complete story of foreign interference allegations in the 2020 U.S. elections.
+
+
+ Filters enable users to adjust the visibility of cases by scrollTo('attribution-score', 'collapsible-methodology')} use:copytooltipable={'The Attribution Score is a framework of eighteen binary statements (true or false) intended to assess the credibility, objectivity, evidence, and transparency of a given case.'}>Attribution Score , scrollTo('source', 'collapsible-codebook')} use:copytooltipable={'Disinformant Nation is the nation from which the case allegedly originated. This does not necessarily denote that the activity was associated with a government.'}>Disinformant Nation , scrollTo('platform', 'collapsible-codebook')} use:copytooltipable={'Platform(s) on which the case allegedly took place, divided between the open web, social media platforms, messaging platforms, and other platforms like email and forum boards.'}>Platform , scrollTo('method', 'collapsible-codebook')} use:copytooltipable={'Method(s) involved in both the creation and amplification of content related to the case. Sockpuppets are one method; hacking by means of data exfiltration is another.'}>Method , scrollTo('source', 'collapsible-codebook')} use:copytooltipable={'Source describes the individual or entity that originated a foreign interference claim.'}>Source , and scrollTo('source', 'collapsible-codebook')} use:copytooltipable={'Source Category is the broad classification (e.g. Government, Technology Company) of the Source of a given case.'}>Source Category . Free text search is also supported. This view also supports the addition of contextual datasets.
+
+
+ Case View shows a series of interactable circles of various sizes and heights, each of which represents one case. The transparency of the circles corresponds to their Attribution Score. The radii of the circles correspond to the scrollTo('attribution-impact', 'collapsible-methodology')} use:copytooltipable={'Attribution Impact measures the spread of case-related articles and content over the seven days following a foreign interference allegation. It is a sum of Facebook engagements, Twitter shares, and Reddit engagements.'}>Attribution Impact of the case, measured on a square root scale with a built-in minimum size for cases without Attribution Impact. The height of the circles also corresponds to the Attribution Impact, measured on a logarithmic scale. Therefore, difference in both the size and height of two given cases indicates exponential variation in their Attribution Impact. The individual thickness of the three surrounding rings represents the relative contribution of Facebook, Twitter and Reddit shares and engagements scaled by total Attribution Impact. This allows for a direct within case comparison. Cases are ordered chronologically by scrollTo('activity-attribution-date', 'collapsible-codebook')} use:copytooltipable={'Date of Attribution indicates the publication date of the attribution upon which the case is based.'}>Date of Attribution , from left to right. Cases are attached to a tail that indicates one or more Disinformant Nations. Two or more cases can be selected to compare them in the Dataset View .
+
+
+ Case Tooltips are accessible by hovering over a given case. This enables users to see the scrollTo('source', 'collapsible-codebook')} use:copytooltipable={'Attribution Type indicates how strongly a case is associated with a particular political actor. It denotes the difference between a state-directed military operation versus the efforts of a political troll farm.'}>Attribution Type , Date of Attribution, the scrollTo('activity-attribution-date', 'collapsible-codebook')} use:copytooltipable={'Date(s) of Activity capture the earliest and latest activity alleged in a given case. Not always available.'}>Date(s) of Activity , and a scrollTo('description-link', 'collapsible-codebook')} use:copytooltipable={'Narrative description of a given case, including Source, Disinformation, and Disinformant Nation. Describes the number and reach (when known) of digital assets employed.'}>Description of a given case. Users can also see a breakdown of a case’s Attribution Score by its four subsections (Credibility, Objectivity, Evidence, and Transparency); clicking on the question mark on the right-hand corner of this view also expands the full scorecard. Platforms, Methods, Source, Source Category, and scrollTo('description-link', 'collapsible-codebook')} use:copytooltipable={'Link of Attribution links to the source claim upon which assessments are based. An archived link is available in the full downloadable dataset.'}>Link of Attribution are also presented in the tooltip and can be clicked to auto-filter the Case View accordingly.
+
+
+ Timeline View enables cases to be ordered chronologically from left to right. Noteworthy U.S. events in the U.S. 2020 election cycle are plotted on the timeline for context and reference. Additional timeline elements can be introduced with the Context Datasets filter. By clicking and dragging on the timeline, users can filter their view to a particular date range. They can return to the default view by clicking "Reset time scale" on the left-hand side of the timeline.
+
+
+ Map View shows a Mercator projection of the Earth. Cases are plotted on the map by means of tails connected to particular Disinformant Nations: the more lines a particular country has originating from it, the more it has been implicated in allegations of foreign interference. By hovering over a particular country, users can see a density plot of attributions over time (if n > 5), as well as breakdowns of Platform, Method, Source, and Source Category. Each of these can be auto-filtered together with the selected country.
+
+
+ Dataset View presents a simplified spreadsheet view of the FIAT dataset. Cases are affected by all applied filters. By clicking on one or more cases in the Case View, users can "pin" them to the top of the Dataset View for easy comparison. The Dataset View for easy comparison. The full dataset can also be downloaded from this view.
+
+
+
+
+
+ FIAT enables users to filter and examine foreign interference allegations in a multitude of ways. As you get started, consider filtering by:
+
+
+ handleApplyFilter(0)}>China-Related Allegations as Compared to U.S. COVID-19 Cases
+ handleApplyFilter(1)}>All Foreign Interference Allegations Made by Facebook
+ handleApplyFilter(2)}>All Foreign Interference Allegations That Lack Significant Evidence
+
+
+
+{/if}
+
+
diff --git a/src/components/Visualization.svelte b/src/components/Visualization.svelte
new file mode 100644
index 0000000..2778cb1
--- /dev/null
+++ b/src/components/Visualization.svelte
@@ -0,0 +1,240 @@
+
+
+
+
+
+ {#if (!timePoints)}
+
+ {/if}
+
+
+
+
+
+ {#if (timePoints)}
+
+
+
+
+
+
+ {/if}
+
+
+
+
+
+
diff --git a/src/inputs/scores.js b/src/inputs/scores.js
new file mode 100644
index 0000000..cfb2f25
--- /dev/null
+++ b/src/inputs/scores.js
@@ -0,0 +1,140 @@
+import { uniqBy } from 'lodash';
+
+export const questions = [
+ {
+ id: 0,
+ text: 'The source of the attribution does not have a direct financial interest in a certain attribution outcome.',
+ column: 'attribution_financial_incentive',
+ score: 'attributionCredibilityScore',
+ scoreName: 'Credibility'
+ },
+ {
+ id: 1,
+ text: 'The source of the attribution has a diversified and transparent funding stream.',
+ column: 'attribution_financial_transparency',
+ score: 'attributionCredibilityScore',
+ scoreName: 'Credibility'
+ },
+ {
+ id: 2,
+ text: 'The source of the attribution does not strongly endorse a specific political ideology.',
+ column: 'attribution_endorse_political',
+ score: 'attributionCredibilityScore',
+ scoreName: 'Credibility'
+ },
+ {
+ id: 3,
+ text: 'The source of the attribution is in no way affiliated with a political campaign.',
+ column: 'attribution_campaign_affiliation',
+ score: 'attributionCredibilityScore',
+ scoreName: 'Credibility'
+ },
+ {
+ id: 4,
+ text: 'The source of the attribution has not previously promoted mis- or disinformation.',
+ column: 'attribution_published_mis_disinfo',
+ score: 'attributionCredibilityScore',
+ scoreName: 'Credibility'
+ },
+ {
+ id: 5,
+ text: 'The attribution avoids using biased wording. The attribution avoids high-inference or emotive language.',
+ column: 'attribution_language',
+ score: 'attributionObjectivityScore',
+ scoreName: 'Objectivity'
+ },
+ {
+ id: 6,
+ text: 'The headline accurately conveys the content of the attribution.',
+ column: 'attribution_convey_content',
+ score: 'attributionObjectivityScore',
+ scoreName: 'Objectivity'
+ },
+ {
+ id: 7,
+ text: 'The attribution clearly distinguishes factual information from argumentative analysis.',
+ column: 'attribution_factual_argument',
+ score: 'attributionObjectivityScore',
+ scoreName: 'Objectivity'
+ },
+ {
+ id: 8,
+ text: 'The attribution provides a clear illustration of the methodology, tactics, and platforms involved in the alleged information operation.',
+ column: 'attribution_clarity',
+ score: 'attributionEvidenceScore',
+ scoreName: 'Evidence'
+ },
+ {
+ id: 9,
+ text: 'The attribution contextualizes the engagement with, and impact of, the alleged information operation.',
+ column: 'attribution_context',
+ score: 'attributionEvidenceScore',
+ scoreName: 'Evidence'
+ },
+ {
+ id: 10,
+ text: 'The attribution identifies actors and states allegedly responsible.',
+ column: 'attribution_identified_responsibility',
+ score: 'attributionEvidenceScore',
+ scoreName: 'Evidence'
+ },
+ {
+ id: 11,
+ text: 'The attribution clearly explains the strategic goal and rationale of the actors who conducted the alleged information operation.',
+ column: 'attribution_strategic_rationale',
+ score: 'attributionEvidenceScore',
+ scoreName: 'Evidence'
+ },
+ {
+ id: 12,
+ text: 'The attribution relies on information which is unique to, or can only be procured by, the relevant actor. (e.g. classified information for U.S. federal agencies, back-end/developer information for technology companies)',
+ column: 'attribution_privileged_evidence',
+ score: 'attributionEvidenceScore',
+ scoreName: 'Evidence'
+ },
+ {
+ id: 13,
+ text: 'The attribution provides open access to a dataset or archived links of alleged assets.',
+ column: 'attribution_open_access',
+ score: 'attributionTransparencyScore',
+ scoreName: 'Transparency'
+ },
+ {
+ id: 14,
+ text: 'The attribution methodology is clearly explained.',
+ column: 'attribution_methodology',
+ score: 'attributionTransparencyScore',
+ scoreName: 'Transparency'
+ },
+ {
+ id: 15,
+ text: 'The attribution is replicable through open-source evidence.',
+ column: 'attribution_open_source',
+ score: 'attributionTransparencyScore',
+ scoreName: 'Transparency'
+ },
+ {
+ id: 16,
+ text: 'The attribution acknowledges relevant limitations or mitigating factors in its assessment.',
+ column: 'attribution_acknowledge_limitations',
+ score: 'attributionTransparencyScore',
+ scoreName: 'Transparency'
+ },
+ {
+ id: 17,
+ text: 'The attribution has been corroborated by a third party or independent investigation.',
+ column: 'attribution_corroboration',
+ score: 'attributionTransparencyScore',
+ scoreName: 'Transparency'
+ }
+];
+
+export const scores = uniqBy(questions.map((d) => ({score: d.score, scoreName: d.scoreName})), 'score');
+
+export const maxScores = (() => {
+ let res = {};
+ scores.forEach((s) => {
+ res = {...res, [s.score]: questions.filter((d) => d.score === s.score).length};
+ });
+ return(res);
+})();
diff --git a/src/inputs/table.js b/src/inputs/table.js
new file mode 100644
index 0000000..d7ed8c6
--- /dev/null
+++ b/src/inputs/table.js
@@ -0,0 +1,200 @@
+import { timeFormat, format } from 'd3';
+
+const commaFormat = format(',');
+
+export const columns = [
+ {
+ property: 'source',
+ name: 'Source',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px',
+ format: (d) => d.join(', ')
+ },
+ {
+ property: 'sourceNation',
+ name: 'Source Nation',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'sourceCategory',
+ name: 'Source Category',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px',
+ format: (d) => d.join(', ')
+ },
+ {
+ property: 'disinformant',
+ name: 'Disinformant',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'disinformantNation',
+ name: 'Disinformant Nation',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px',
+ format: (d) => d.join(', ')
+ },
+ {
+ property: 'disinformantAttribution',
+ name: 'Disinformant Attribution',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'shortTitle',
+ name: 'Title',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'shortDescription',
+ name: 'Description',
+ sortable: true,
+ classes: 'left',
+ minWidth: '500px'
+ },
+ {
+ property: 'attributionUrl',
+ name: 'Link',
+ sortable: true,
+ classes: 'left',
+ hyperlink: true,
+ minWidth: '100px'
+ },
+ {
+ property: 'openWeb',
+ name: 'Open Web',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'socialMedia',
+ name: 'Social Media',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'messagingPlatforms',
+ name: 'Messaging Platforms',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'other',
+ name: 'Other',
+ sortable: true,
+ classes: 'left',
+ minWidth: '100px'
+ },
+ {
+ property: 'startDate',
+ name: 'Start Date',
+ sortable: true,
+ format: timeFormat('%B %d, %Y'),
+ classes: 'left',
+ minWidth: '200px'
+ },
+ {
+ property: 'endDate',
+ name: 'End Date',
+ sortable: true,
+ format: timeFormat('%B %d, %Y'),
+ classes: 'left',
+ minWidth: '200px'
+ },
+ {
+ property: 'attributionDate',
+ name: 'Attribution Date',
+ sortable: true,
+ format: timeFormat('%B %d, %Y'),
+ classes: 'left',
+ minWidth: '200px'
+ },
+ {
+ property: 'methods',
+ name: 'Methods',
+ sortable: true,
+ classes: 'left',
+ format: (d) => d.join(', '),
+ minWidth: '100px'
+ },
+ {
+ property: 'smiFacebook',
+ name: 'Facebook Engagement',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px',
+ format: (d) => commaFormat(d)
+ },
+ {
+ property: 'smiTwitter',
+ name: 'Twitter Engagement',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px',
+ format: (d) => commaFormat(d)
+ },
+ {
+ property: 'smiReddit',
+ name: 'Reddit Engagement',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px',
+ format: (d) => commaFormat(d)
+ },
+ {
+ property: 'smiTotal',
+ name: 'Total Engagement',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px',
+ format: (d) => commaFormat(d)
+ },
+ {
+ property: 'attributionCredibilityScore',
+ name: 'Credibility Score',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px'
+ },
+ {
+ property: 'attributionObjectivityScore',
+ name: 'Objectivity Score',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px'
+ },
+ {
+ property: 'attributionEvidenceScore',
+ name: 'Evidence Score',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px'
+ },
+ {
+ property: 'attributionTransparencyScore',
+ name: 'Transparency Score',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px'
+ },
+ {
+ property: 'attributionScore',
+ name: 'Attribution Score',
+ sortable: true,
+ classes: 'right',
+ minWidth: '100px'
+ }
+];
diff --git a/src/main.js b/src/main.js
new file mode 100644
index 0000000..9796641
--- /dev/null
+++ b/src/main.js
@@ -0,0 +1,14 @@
+import App from './App.svelte';
+
+import { googleAnalytics } from './analytics.js';
+import CookiesEuBanner from '../node_modules/cookies-eu-banner/dist/cookies-eu-banner.min.js';
+
+const app = new App({
+ target: document.querySelector('#svelte-target'),
+});
+
+new CookiesEuBanner(function () {
+ googleAnalytics('UA-42996383-16');
+}, true);
+
+export default app;
diff --git a/src/stores/centroidSelections.js b/src/stores/centroidSelections.js
new file mode 100644
index 0000000..c56ba5e
--- /dev/null
+++ b/src/stores/centroidSelections.js
@@ -0,0 +1,6 @@
+import { writable, derived } from 'svelte/store';
+
+export const hovered = writable(null);
+export const tooltip = derived(hovered, ($hovered) => {
+ return $hovered;
+});
diff --git a/src/stores/dimensions.js b/src/stores/dimensions.js
new file mode 100644
index 0000000..736752d
--- /dev/null
+++ b/src/stores/dimensions.js
@@ -0,0 +1,19 @@
+import { writable, derived } from 'svelte/store';
+
+export const width = writable();
+export const height = writable();
+
+export const panelHeight = derived(height, ($height) => ($height / 2));
+export const mapHeight = derived([height, panelHeight], ([$height, $panelHeight]) => ($height - $panelHeight));
+
+export const margin = derived(panelHeight, ($panelHeight) => ({
+ top: $panelHeight / 2.5,
+ right: 100,
+ bottom: 0,
+ left: 100
+}));
+
+export const minDim = derived([width, panelHeight], ([$width, $panelHeight]) => $width > $panelHeight ? $panelHeight: $width);
+export const maxDim = derived([width, panelHeight], ([$width, $panelHeight]) => $width > $panelHeight ? $width : $panelHeight);
+
+export const controlsHeight = writable();
diff --git a/src/stores/elements.js b/src/stores/elements.js
new file mode 100644
index 0000000..f739ec8
--- /dev/null
+++ b/src/stores/elements.js
@@ -0,0 +1,4 @@
+import { writable } from 'svelte/store';
+
+export const controlsWrapper = writable();
+export const drawWrapper = writable();
diff --git a/src/stores/eventSelections.js b/src/stores/eventSelections.js
new file mode 100644
index 0000000..116b156
--- /dev/null
+++ b/src/stores/eventSelections.js
@@ -0,0 +1,20 @@
+import { writable, readable, derived } from 'svelte/store';
+
+function createSelected() {
+ const { subscribe, set, update } = writable([]);
+
+ return {
+ subscribe,
+ add: (obj) => update((f) => !f.map((d) => d.id).includes(obj.id) ? [...f, obj] : f),
+ remove: (obj) => update((f) => f.filter((d) => d.id !== obj.id)),
+ reset: () => set([])
+ };
+}
+
+export const hovered = writable(null);
+export const selected = createSelected([]);
+
+export const tooltip = derived([hovered, selected], ([$hovered, $selected]) => {
+ // if ($selected && $selected.length > 0) return $selected.slice(-1)[0];
+ return $hovered;
+});
diff --git a/src/stores/filters.js b/src/stores/filters.js
new file mode 100644
index 0000000..003a39d
--- /dev/null
+++ b/src/stores/filters.js
@@ -0,0 +1,83 @@
+import { writable } from 'svelte/store';
+import { uniq } from 'lodash';
+
+function createRangeFilter() {
+ const { subscribe, set, update } = writable([0, 0]);
+
+ return {
+ subscribe,
+ set,
+ setMin: (value) => update((f) => f[0] = value),
+ setMax: (value) => update((f) => f[1] = value)
+ };
+}
+
+function createInclusiveFilter() {
+ const { subscribe, set, update } = writable([]);
+
+ const select = (id) => update((f) => f.map((d) => ({...d, selected: [id].flat().includes(d.id) ? true : d.selected})));
+ const unselectAll = () => update((f) => f.map((d) => ({...d, selected: false})));
+
+ return {
+ subscribe,
+ set: (value) => set(value),
+ init: (values, id) => set(uniq(values.map((d) => d[id]).flat()).map((id) => ({id, name: id, selected: true}))),
+ select,
+ selectOne: (id) => {
+ unselectAll();
+ select(id)
+ },
+ selectAll: () => update((f) => f.map((d) => ({...d, selected: true}))),
+ unselect: (id) => update((f) => f.map((d) => ({...d, selected: [id].flat().includes(d.id) ? false : d.selected}))),
+ unselectAll
+ };
+}
+
+function createTextSearchFilter() {
+ const { subscribe, set } = writable('');
+
+ return {
+ subscribe,
+ set,
+ reset: () => set('')
+ };
+}
+
+export const disinformantNationFilter = createInclusiveFilter();
+
+export const platformFilter = createInclusiveFilter();
+
+export const methodFilter = createInclusiveFilter();
+
+export const sourceFilter = createInclusiveFilter();
+
+export const sourceCategoryFilter = createInclusiveFilter();
+
+export const attributionScoreFilter = createRangeFilter();
+export const attributionScoreDef = [0, 18];
+
+export const unselectAllFilters = (disinformantNation = true) => {
+ if (disinformantNation) disinformantNationFilter.unselectAll();
+ platformFilter.unselectAll();
+ methodFilter.unselectAll();
+ sourceFilter.unselectAll();
+ sourceCategoryFilter.unselectAll();
+ attributionScoreFilter.set(attributionScoreDef);
+};
+
+export const selectAllFilters = (disinformantNation = true) => {
+ if (disinformantNation) disinformantNationFilter.selectAll();
+ platformFilter.selectAll();
+ methodFilter.selectAll();
+ sourceFilter.selectAll();
+ sourceCategoryFilter.selectAll();
+ attributionScoreFilter.set(attributionScoreDef);
+ textSearchFilter.reset();
+};
+
+export const textSearchFilter = createTextSearchFilter();
+
+export const contextData = createInclusiveFilter();
+
+export const brushed = writable(false);
+export const originalTimeDomain = writable(null);
diff --git a/src/stores/map.js b/src/stores/map.js
new file mode 100644
index 0000000..f28d443
--- /dev/null
+++ b/src/stores/map.js
@@ -0,0 +1,37 @@
+import { writable, derived } from 'svelte/store';
+import { width, mapHeight } from './dimensions';
+import {
+ geoMercator,
+ geoPath as d3geoPath,
+ min,
+ max } from 'd3';
+
+const offsetFactor = 1.2;
+
+export const countries = writable([]);
+
+export const projection = derived([width, mapHeight, countries],
+ ([$width, $mapHeight, $countries]) => {
+ if ($countries.length === 0) return;
+
+ const unitProjection = geoMercator()
+ .scale(1)
+ .translate([0, 0]);
+
+ const tmpPath = d3geoPath().projection(unitProjection);
+
+ const allBounds = $countries.map(tmpPath.bounds);
+ const bounds = [[min(allBounds, (d) => d[0][0]), min(allBounds, (d) => d[0][1])],
+ [max(allBounds, (d) => d[1][0]), max(allBounds, (d) => d[1][1])]];
+
+ const scale = .95 / Math.max((bounds[1][0] - bounds[0][0]) / $width, (bounds[1][1] - bounds[0][1]) / $mapHeight / offsetFactor);
+ const offset = [($width - scale * (bounds[1][0] + bounds[0][0])) / 2, ($mapHeight / offsetFactor - scale * (bounds[1][1] + bounds[0][1])) / 2];
+
+ return(
+ unitProjection
+ .translate(offset)
+ .scale(scale)
+ );
+ });
+
+export const geoPath = derived(projection, ($projection) => d3geoPath().projection($projection));
diff --git a/src/stores/scales.js b/src/stores/scales.js
new file mode 100644
index 0000000..e4a854f
--- /dev/null
+++ b/src/stores/scales.js
@@ -0,0 +1,11 @@
+import { writable, readable } from 'svelte/store';
+
+export const timeScale = writable();
+export const smiTotalYScale = writable();
+export const smiTotalRScale = writable();
+export const smiShareRScale = writable();
+export const attributionScoreScale = writable();
+
+export const centroidScale = writable();
+
+export const scaleFactor = readable(window.devicePixelRatio || 1);
diff --git a/src/transitions/constants.js b/src/transitions/constants.js
new file mode 100644
index 0000000..ef4850c
--- /dev/null
+++ b/src/transitions/constants.js
@@ -0,0 +1,3 @@
+export const bloomDuration = 200;
+export const growDuration = 700;
+export const jitterFactor = 10;
diff --git a/src/utils/colors.js b/src/utils/colors.js
new file mode 100644
index 0000000..3ab02d6
--- /dev/null
+++ b/src/utils/colors.js
@@ -0,0 +1,4 @@
+export const bg = '#F9F8F8';
+export const usaRed = '#b22234';
+export const usaLightRed = '#b22234';
+export const usaLightLightRed = '#dbb6b6';
diff --git a/src/utils/loadCoronaData.js b/src/utils/loadCoronaData.js
new file mode 100644
index 0000000..9286628
--- /dev/null
+++ b/src/utils/loadCoronaData.js
@@ -0,0 +1,21 @@
+import { csv, timeParse } from 'd3';
+import { sortConsistently } from './misc';
+
+const dataPath = 'https://raw.githubusercontent.com/nytimes/covid-19-data/master/us.csv';
+const parseDate = timeParse('%Y-%m-%d');
+
+const loadCoronaData = async () => {
+ const data = (await csv(dataPath, (d, i) => {
+ return {
+ id: i,
+ date: parseDate(d.date),
+ cases: +d.cases,
+ deaths: +d.deaths
+ };
+ }))
+ .sort((a, b) => -sortConsistently(a, b, 'date', 'id'));
+
+ return(data);
+};
+
+export default loadCoronaData;
diff --git a/src/utils/loadData.js b/src/utils/loadData.js
new file mode 100644
index 0000000..7413749
--- /dev/null
+++ b/src/utils/loadData.js
@@ -0,0 +1,80 @@
+import { csv, timeParse } from 'd3';
+import { splitString, cleanCountries } from './misc';
+
+const dataPath = 'https://raw.githubusercontent.com/DFRLab/interference2020-Data/master/DFRLab_interference2020.csv';
+const parseTimestamp = timeParse('%m/%d/%Y %H:%M:%S %Z');
+const parseDate = timeParse('%m/%d/%Y');
+
+const loadData = async () => {
+ const data = await csv(dataPath, (d, i) => {
+
+ const smiTotal = d.total_engagement === '' ? Number.NaN : +d.total_engagement;
+ const smiPending = isNaN(smiTotal);
+ const source = d.source_for_display !== '' ? d.source_for_display : d.source;
+
+ return {
+ id: i,
+ timestamp: parseTimestamp([d.timestamp, '-0400'].join(' ')),
+ caseHash: d.case_hash,
+ caseId: d.case_id,
+ source: splitString(source),
+ sourceFilter: splitString(d.source_subcategory !== '' ? d.source_subcategory : source),
+ sourceSubcategory: splitString(d.source_subcategory),
+ sourceCategory: splitString(d.source_category),
+ sourceNation: d.source_nation,
+ disinformant: d.disinformant,
+ disinformantNation: cleanCountries(splitString(d.disinformant_nation)),
+ disinformantAttribution: d.disinformant_attribution,
+ shortTitle: d.short_title,
+ shortDescription: d.short_description,
+ attributionUrl: d.attribution_url,
+ attributionArchiveUrl: d.archived_attribution_url,
+ imageUrl: d.image_url,
+ imageCredit: d.image_credit,
+ openWeb: d.open_web,
+ socialMedia: d.social_media,
+ messagingPlatforms: d.messaging_platforms,
+ other: d.other,
+ platforms: splitString([d.social_media, d.messaging_platforms].join(',')),
+ startDate: parseDate(d.start_date),
+ endDate: parseDate(d.end_date),
+ attributionDate: parseDate(d.attribution_date),
+ methods: splitString(d.methods),
+ smiTotal,
+ smiFacebook: d.facebook_engagement === '' ? Number.NaN : +d.facebook_engagement,
+ smiTwitter: d.twitter_engagement === '' ? Number.NaN : +d.twitter_engagement,
+ smiReddit: d.reddit_engagement === '' ? Number.NaN : +d.reddit_engagement,
+ smiFacebookShare: ((+d.facebook_engagement) / smiTotal) || 0,
+ smiTwitterShare: ((+d.twitter_engagement) / smiTotal) || 0,
+ smiRedditShare: ((+d.reddit_engagement) / smiTotal) || 0,
+ smiPending,
+ attributionScore: +d.attribution_total_score,
+ attributionCredibilityScore: +d.attribution_credibility_score,
+ attributionObjectivityScore: +d.attribution_objectivity_score,
+ attributionEvidenceScore: +d.attribution_evidence_score,
+ attributionTransparencyScore: +d.attribution_transparency_score,
+ attribution_financial_incentive: +d.attribution_financial_incentive,
+ attribution_financial_transparency: +d.attribution_financial_transparency,
+ attribution_endorse_political: +d.attribution_endorse_political,
+ attribution_campaign_affiliation: +d.attribution_campaign_affiliation,
+ attribution_published_mis_disinfo: +d.attribution_published_mis_disinfo,
+ attribution_language: +d.attribution_language,
+ attribution_convey_content: +d.attribution_convey_content,
+ attribution_factual_argument: +d.attribution_factual_argument,
+ attribution_clarity: +d.attribution_clarity,
+ attribution_context: +d.attribution_context,
+ attribution_identified_responsibility: +d.attribution_identified_responsibility,
+ attribution_strategic_rationale: +d.attribution_strategic_rationale,
+ attribution_privileged_evidence: +d.attribution_privileged_evidence,
+ attribution_open_access: +d.attribution_open_access,
+ attribution_methodology: +d.attribution_methodology,
+ attribution_open_source: +d.attribution_open_source,
+ attribution_acknowledge_limitations: +d.attribution_acknowledge_limitations,
+ attribution_corroboration: +d.attribution_corroboration
+ };
+ });
+
+ return(data.filter((d) => d.timestamp !== null));
+};
+
+export default loadData;
diff --git a/src/utils/loadMapData.js b/src/utils/loadMapData.js
new file mode 100644
index 0000000..65c5198
--- /dev/null
+++ b/src/utils/loadMapData.js
@@ -0,0 +1,15 @@
+import { json } from 'd3';
+import { countries } from '../stores/map';
+import { feature } from 'topojson';
+
+const dataPath = 'https://cdn.jsdelivr.net/npm/world-atlas@2/countries-50m.json';
+
+const loadMapData = async () => {
+ const world = await json(dataPath);
+
+ countries.set(feature(world, world.objects.countries)
+ .features
+ .filter((d) => d.properties.name !== 'Antarctica'));
+};
+
+export default loadMapData;
diff --git a/src/utils/loadSpots.js b/src/utils/loadSpots.js
new file mode 100644
index 0000000..84b9b5f
--- /dev/null
+++ b/src/utils/loadSpots.js
@@ -0,0 +1,20 @@
+import { csv, timeParse } from 'd3';
+
+// this will be fetched from GitHub in future
+const dataPath = 'data/spots.csv';
+const parseDate = timeParse('%m/%d/%Y');
+
+const loadSpots = async () => {
+ const data = await csv(dataPath, (d, i) => {
+ return {
+ id: i,
+ name: d.event_name,
+ date: parseDate(d.date),
+ description: d.description
+ };
+ });
+
+ return(data);
+};
+
+export default loadSpots;
diff --git a/src/utils/misc.js b/src/utils/misc.js
new file mode 100644
index 0000000..045b5ba
--- /dev/null
+++ b/src/utils/misc.js
@@ -0,0 +1,110 @@
+import { uniq } from 'lodash';
+import { mean, min, max } from 'd3';
+
+// extract attribution date range from data
+export const getTimeRange = (data) => {
+ const maxAttributionDate = max(data, (d) => d.attributionDate);
+ return([min(data, (d) => d.attributionDate), new Date(
+ maxAttributionDate.getFullYear(), maxAttributionDate.getMonth() + 5
+ )]);
+};
+
+// preload images
+export const preloadImages = (data) => {
+ data.forEach((d) => (new Image()).src = `images/cases/${d.caseHash}.jpg`);
+}
+
+// split string in array
+export const splitString = (s) => {
+ if (s === '' || s === ',') return ['unspecified'];
+ return(s
+ .split(',')
+ .map((d) => d.trim())
+ .filter((d) => d !== ''));
+};
+
+// clean countries array
+export const cleanCountries = (countries) =>
+ countries
+ .map((c) =>
+ c
+ .trim()
+ .replace(/^US$/, 'United States of America')
+ .replace(/^United States$/, 'United States of America')
+ );
+
+// check, if there's an overlap between array and filter
+export const haveOverlap = (filter, arr) =>
+ filter.filter((d) => d.selected).map((d) => d.id).some((item) => arr.includes(item));
+
+// check, if a number is within a 2D range (given as array with length 2)
+export const withinRange = (arr, num) => num >= arr[0] && num <= arr[1];
+
+// check, if a search string (filter) is included in a string
+export const includesTextSearch = (filter, s) => s.indexOf(filter.toUpperCase()) > -1;
+
+// extract filter items from data
+export const extractFilterCategories = (data, name) =>
+ uniq(data.map((d) => d[name]).flat());
+
+// functions to compute density
+// https://www.d3-graph-gallery.com/graph/density_basic.html
+export const kernelEpanechnikov = (k) => (v) =>
+ Math.abs((v /= k)) <= 1 ? (0.75 * (1 - v * v)) / k : 0;
+
+export const kernelDensityEstimator = (kernel, X) => (V) =>
+ X.map((x) => [
+ x,
+ mean(V, function (v) {
+ return kernel(x - v);
+ }),
+ ]);
+
+// extract host name from URL
+// https://stackoverflow.com/questions/8498592/extract-hostname-name-from-string
+export const extractHostname = (url) => {
+ let hostname = url.indexOf('//') > -1 ? url.split('/')[2] : url.split('/')[0];
+ hostname = hostname.split(':')[0];
+ hostname = hostname.split('?')[0];
+ return hostname;
+};
+
+// consistent sort function
+export const sortConsistently = (itemA, itemB, property, key) => {
+ let valueA = itemA[property];
+ let valueB = itemB[property];
+
+ if (typeof valueA === 'string') valueA = valueA.trim().toLowerCase();
+ if (typeof valueB === 'string') valueB = valueB.trim().toLowerCase();
+ if (typeof valueA === 'number') valueA = +valueA;
+ if (typeof valueB === 'number') valueB = +valueB;
+ if (typeof valueA === 'number' && isNaN(valueA)) valueA = 0;
+ if (typeof valueB === 'number' && isNaN(valueB)) valueB = 0;
+
+ let r = valueA > valueB ? -1 : valueA < valueB ? 1 : 0;
+
+ if (r === 0) {
+ r = typeof itemA[key] !== 'undefined' && typeof itemB[key] !== 'undefined'
+ ? +itemA[key] - +itemB[key]
+ : 0;
+ }
+ return r;
+};
+
+// scroll-to function (also set on window to make it available outside svelte)
+export const scrollTo = (targetId, collapsibleId) => {
+ if (collapsibleId) {
+ document.getElementById(collapsibleId).checked = true;
+ }
+
+ document.querySelector('.draw-wrapper').classList.add('no-pointer-events');
+
+ setTimeout(() => {
+ document.getElementById(targetId).scrollIntoView({behavior: 'smooth'});
+ setTimeout(() => {
+ document.querySelector('.draw-wrapper').classList.remove('no-pointer-events');
+ }, 1000);
+ }, 200);
+ return(false);
+};
+window.scrollsmooth = scrollTo;
diff --git a/src/utils/paths.js b/src/utils/paths.js
new file mode 100644
index 0000000..57bb1ed
--- /dev/null
+++ b/src/utils/paths.js
@@ -0,0 +1,53 @@
+import { oneLineTrim } from 'common-tags';
+import { line, curveBasis } from 'd3';
+
+// just a line with D3 curviness
+const lineGenerator = line().curve(curveBasis);
+
+// a simple curved line with two endpoints
+export const curvyLine = (x1, y1, x2, y2) => {
+ return(oneLineTrim`
+ M${x1} ${y1}
+ C${x1} ${(y2 - y1) / 2 + y1},
+ ${x2} ${(y2 - y1) / 2 + y1},
+ ${x2} ${y2}`);
+};
+
+// a double curved line with three handle points (used for the source links)
+export const curvyDoubleLine = (x1, y1, x2, y2, x3, y3, shift, yOffset) => {
+ if (!x1 || !y1) return(curvyLine(x2, y2, x3, y3));
+ const yMulti = x1 < x2 ? -1 : 1;
+ const lineData = [
+ [x1, y1],
+ [x1 + shift, y1 - yOffset / 2],
+ [x1 + shift * 2, y1 - yOffset - shift * yMulti],
+ [x1 + shift * 2, y1 - 2 * yOffset - shift * 2 * yMulti],
+ [x2, Math.max(y1 - 2 * yOffset - shift * 2 * yMulti, y2)],
+ [x2, Math.max(y1 - 3 * yOffset - shift * 2 * yMulti, y2)],
+ [x2, y2]
+ ];
+ return(lineGenerator(lineData) + oneLineTrim`
+ C${x2} ${(y3 - y2) / 2 + y2},
+ ${x3} ${(y3 - y2) / 2 + y2},
+ ${x3} ${y3}`);
+};
+
+// a soft straight line with diminishing end points (used for the timeline)
+export const gentleLine = (width, xOffset, yOffset) => {
+ return(oneLineTrim`M0 0
+ C${xOffset / 2} 0,
+ ${xOffset / 2} ${yOffset},
+ ${xOffset} ${yOffset}
+ L${width - xOffset} ${yOffset}
+ C${width - xOffset / 2} ${yOffset},
+ ${width - xOffset / 2} 0,
+ ${width} 0
+ C${width - xOffset / 2} 0,
+ ${width - xOffset / 2} ${-yOffset},
+ ${width - xOffset} ${-yOffset}
+ L${xOffset} ${-yOffset}
+ C${xOffset / 2} ${-yOffset},
+ ${xOffset / 2} 0,
+ 0 0
+ Z`);
+}
diff --git a/src/utils/scales.js b/src/utils/scales.js
new file mode 100644
index 0000000..b5cd1ce
--- /dev/null
+++ b/src/utils/scales.js
@@ -0,0 +1,53 @@
+import {
+ timeScale,
+ smiTotalYScale,
+ smiTotalRScale,
+ smiShareRScale,
+ attributionScoreScale,
+ centroidScale } from '../stores/scales';
+import { usaRed } from '../utils/colors';
+import {
+ scaleTime,
+ scaleLinear,
+ scaleSqrt,
+ scaleLog,
+ max,
+ group } from 'd3';
+import { getTimeRange } from '../utils/misc';
+
+// sets all the basic scales
+export const setScales = (data, width, minDim, maxDim, panelHeight, margin) => {
+ if (!data) return;
+
+ // time scale
+ timeScale.set(scaleTime()
+ .domain(getTimeRange(data))
+ .range([margin.left, width - margin.right]));
+
+ // smi total scale for the y axis
+ smiTotalYScale.set(scaleLog()
+ .domain([10, max(data, (d) => d.smiTotal)])
+ .range([panelHeight - margin.bottom, margin.top]));
+
+ // smi total scale for the radii
+ smiTotalRScale.set(scaleSqrt()
+ .domain([0, max(data, (d) => d.smiTotal)])
+ .range([width * 0.009, width * 0.04]));
+
+ // smi share scale for the radii
+ smiShareRScale.set(scaleLinear()
+ .domain([0, 1])
+ .range([0, minDim * 0.15]));
+
+ // attribution score scale
+ attributionScoreScale.set(scaleLinear()
+ .domain([-1, 1.1 * max(data, (d) => d.attributionScore)])
+ .range(['#FFFFFF', usaRed]));
+
+ // centroid scale
+ const casesPerCountry = [...group(data.map((d) => d.disinformantNation).flat(), (d) => d)].map((d) => d[1].length);
+
+ centroidScale.set(scaleSqrt()
+ .domain([0, max(casesPerCountry)])
+ .range([maxDim * 0.0005, maxDim * 0.01]));
+};