diff --git a/sharness/__snapshots__/example-github-load/projects/c291cmNlY3JlZC10ZXN0L2V4YW1wbGUtZ2l0aHVi/cred.json b/sharness/__snapshots__/example-github-load/projects/c291cmNlY3JlZC10ZXN0L2V4YW1wbGUtZ2l0aHVi/cred.json
index d7c5620..cf5128d 100644
--- a/sharness/__snapshots__/example-github-load/projects/c291cmNlY3JlZC10ZXN0L2V4YW1wbGUtZ2l0aHVi/cred.json
+++ b/sharness/__snapshots__/example-github-load/projects/c291cmNlY3JlZC10ZXN0L2V4YW1wbGUtZ2l0aHVi/cred.json
@@ -1 +1 @@
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comments and reviews as children.\n"},{"forwardName":"merges","backwardName":"is merged by","defaultWeight":{"forwards":0.5,"backwards":1},"prefix":"E\u0000sourcecred\u0000github\u0000MERGED_AS\u0000","description":"Connects a GitHub pull request to the Git commit that it merges.\n"},{"forwardName":"references","backwardName":"is referenced by","defaultWeight":{"forwards":1,"backwards":0},"prefix":"E\u0000sourcecred\u0000github\u0000REFERENCES\u0000","description":"Connects a GitHub post to an entity that it references.\n\nFor example, if you write a GitHub issue comment that says \"thanks\n@username for pull #1337\", it will create references edges to both the user\n@username, and to pull #1337 in the same repository.\n"},{"forwardName":"reacted 👍 to","backwardName":"got 👍 from","defaultWeight":{"forwards":1,"backwards":0},"prefix":"E\u0000sourcecred\u0000github\u0000REACTS\u0000THUMBS_UP\u0000","description":"Connects users to posts to which they gave a 👍 reaction.\n"},{"forwardName":"reacted ❤️ to","backwardName":"got ❤️ from","defaultWeight":{"forwards":2,"backwards":0},"prefix":"E\u0000sourcecred\u0000github\u0000REACTS\u0000HEART\u0000","description":"Connects users to posts to which they gave a ❤️ reaction.\n"},{"forwardName":"reacted 🎉 to","backwardName":"got 🎉 from","defaultWeight":{"forwards":4,"backwards":0},"prefix":"E\u0000sourcecred\u0000github\u0000REACTS\u0000HOORAY\u0000","description":"Connects users to posts to which they gave a 🎉 reaction.\n"},{"forwardName":"reacted 🚀 to","backwardName":"got 🚀 from","defaultWeight":{"forwards":1,"backwards":0},"prefix":"E\u0000sourcecred\u0000github\u0000REACTS\u0000ROCKET\u0000","description":"Connects users to posts to which they gave a 🚀 reaction.\n"},{"forwardName":"corresponds to Git commit","backwardName":"merged on GitHub as","defaultWeight":{"forwards":1,"backwards":1},"prefix":"E\u0000sourcecred\u0000github\u0000CORRESPONDS_TO_COMMIT_TYPE\u0000","description":"Connects a commit on GitHub to the corresponding raw Git commit.\n"}]}}}]
\ No newline at end of file
diff --git a/src/analysis/timeline/filterTimelineCred.js b/src/analysis/timeline/filterTimelineCred.js
index 2d89473..65111d7 100644
--- a/src/analysis/timeline/filterTimelineCred.js
+++ b/src/analysis/timeline/filterTimelineCred.js
@@ -1,6 +1,5 @@
 // @flow
 
-import {toObject, fromObject} from "../../util/map";
 import {type Interval} from "./interval";
 import {NodeAddress, type NodeAddressT} from "../../core/graph";
 import {type FullTimelineCred} from "./distributionToCred";
@@ -47,20 +46,3 @@ export function filterTimelineCred(
   }
   return {intervals, addressToCred};
 }
-
-export type FilteredTimelineCredJSON = {|
-  +intervals: $ReadOnlyArray<Interval>,
-  +addressToCred: {[NodeAddressT]: $ReadOnlyArray<number>},
-|};
-
-export function filteredTimelineCredToJSON(
-  x: FilteredTimelineCred
-): FilteredTimelineCredJSON {
-  return {intervals: x.intervals, addressToCred: toObject(x.addressToCred)};
-}
-
-export function filteredTimelineCredFromJSON(
-  x: FilteredTimelineCredJSON
-): FilteredTimelineCred {
-  return {intervals: x.intervals, addressToCred: fromObject(x.addressToCred)};
-}
diff --git a/src/analysis/timeline/filterTimelineCred.test.js b/src/analysis/timeline/filterTimelineCred.test.js
index d4740fe..3d2fb3b 100644
--- a/src/analysis/timeline/filterTimelineCred.test.js
+++ b/src/analysis/timeline/filterTimelineCred.test.js
@@ -1,11 +1,7 @@
 // @flow
 
 import {NodeAddress} from "../../core/graph";
-import {
-  filterTimelineCred,
-  filteredTimelineCredToJSON,
-  filteredTimelineCredFromJSON,
-} from "./filterTimelineCred";
+import {filterTimelineCred} from "./filterTimelineCred";
 
 describe("src/analysis/timeline/filterTimelineCred", () => {
   const na = (...parts) => NodeAddress.fromParts(parts);
@@ -38,17 +34,4 @@ describe("src/analysis/timeline/filterTimelineCred", () => {
       );
     });
   });
-
-  it("JSON serialization", () => {
-    const i0 = {startTimeMs: 0, endTimeMs: 10};
-    const i1 = {startTimeMs: 10, endTimeMs: 20};
-    const intervals = [i0, i1];
-    const fc = {
-      intervals,
-      addressToCred: new Map().set(na("foo"), [1, 4]).set(na("bar"), [2, 5]),
-    };
-    const json = filteredTimelineCredToJSON(fc);
-    const fc_ = filteredTimelineCredFromJSON(json);
-    expect(fc).toEqual(fc_);
-  });
 });
diff --git a/src/analysis/timeline/timelineCred.js b/src/analysis/timeline/timelineCred.js
index 42628aa..3bbb667 100644
--- a/src/analysis/timeline/timelineCred.js
+++ b/src/analysis/timeline/timelineCred.js
@@ -3,6 +3,7 @@
 import {sum} from "d3-array";
 import sortBy from "lodash.sortby";
 import * as NullUtil from "../../util/null";
+import * as MapUtil from "../../util/map";
 import {toCompat, fromCompat, type Compatible} from "../../util/compat";
 import {type Interval} from "./interval";
 import {timelinePagerank} from "./timelinePagerank";
@@ -24,9 +25,6 @@ import {type NodeAndEdgeTypes} from "../types";
 import {
   filterTimelineCred,
   type FilteredTimelineCred,
-  filteredTimelineCredToJSON,
-  filteredTimelineCredFromJSON,
-  type FilteredTimelineCredJSON,
 } from "./filterTimelineCred";
 
 export type {Interval} from "./interval";
@@ -100,18 +98,21 @@ export type TimelineCredConfig = {|
  */
 export class TimelineCred {
   _graph: Graph;
-  _cred: FilteredTimelineCred;
+  _intervals: $ReadOnlyArray<Interval>;
+  _addressToCred: Map<NodeAddressT, $ReadOnlyArray<number>>;
   _params: TimelineCredParameters;
   _config: TimelineCredConfig;
 
   constructor(
     graph: Graph,
-    cred: FilteredTimelineCred,
+    intervals: $ReadOnlyArray<Interval>,
+    addressToCred: Map<NodeAddressT, $ReadOnlyArray<number>>,
     params: TimelineCredParameters,
     config: TimelineCredConfig
   ) {
     this._graph = graph;
-    this._cred = cred;
+    this._intervals = intervals;
+    this._addressToCred = addressToCred;
     this._params = params;
     this._config = config;
   }
@@ -142,7 +143,7 @@ export class TimelineCred {
    * Return all the intervals in the timeline.
    */
   intervals(): $ReadOnlyArray<Interval> {
-    return this._cred.intervals;
+    return this._intervals;
   }
 
   /**
@@ -154,7 +155,7 @@ export class TimelineCred {
    * filtered results; if so, it will return undefined.
    */
   credNode(a: NodeAddressT): ?CredNode {
-    const cred = this._cred.addressToCred.get(a);
+    const cred = this._addressToCred.get(a);
     if (cred === undefined) {
       return undefined;
     }
@@ -169,7 +170,7 @@ export class TimelineCred {
    */
   credSortedNodes(prefix: NodeAddressT): $ReadOnlyArray<CredNode> {
     const match = (a) => NodeAddress.hasPrefix(a, prefix);
-    const addresses = Array.from(this._cred.addressToCred.keys()).filter(match);
+    const addresses = Array.from(this._addressToCred.keys()).filter(match);
     const credNodes = addresses.map((a) => this.credNode(a));
     return sortBy(credNodes, (x: CredNode) => -x.total);
   }
@@ -177,7 +178,8 @@ export class TimelineCred {
   toJSON(): TimelineCredJSON {
     const rawJSON = {
       graphJSON: this._graph.toJSON(),
-      credJSON: filteredTimelineCredToJSON(this._cred),
+      intervalsJSON: this._intervals,
+      credJSON: MapUtil.toObject(this._addressToCred),
       paramsJSON: paramsToJSON(this._params),
       configJSON: this._config,
     };
@@ -186,11 +188,11 @@ export class TimelineCred {
 
   static fromJSON(j: TimelineCredJSON): TimelineCred {
     const json = fromCompat(COMPAT_INFO, j);
-    const {graphJSON, credJSON, paramsJSON, configJSON} = json;
+    const {graphJSON, intervalsJSON, credJSON, paramsJSON, configJSON} = json;
+    const cred = MapUtil.fromObject(credJSON);
     const graph = Graph.fromJSON(graphJSON);
-    const cred = filteredTimelineCredFromJSON(credJSON);
     const params = paramsFromJSON(paramsJSON);
-    return new TimelineCred(graph, cred, params, configJSON);
+    return new TimelineCred(graph, intervalsJSON, cred, params, configJSON);
   }
 
   static async compute(
@@ -199,7 +201,13 @@ export class TimelineCred {
     config: TimelineCredConfig
   ): Promise<TimelineCred> {
     const ftc = await _computeTimelineCred(graph, params, config);
-    return new TimelineCred(graph, ftc, params, config);
+    return new TimelineCred(
+      graph,
+      ftc.intervals,
+      ftc.addressToCred,
+      params,
+      config
+    );
   }
 }
 
@@ -235,7 +243,8 @@ export opaque type TimelineCredJSON = Compatible<{|
   +graphJSON: GraphJSON,
   +paramsJSON: ParamsJSON,
   +configJSON: TimelineCredConfig,
-  +credJSON: FilteredTimelineCredJSON,
+  +credJSON: {[string]: $ReadOnlyArray<number>},
+  +intervalsJSON: $ReadOnlyArray<Interval>,
 |}>;
 
 type ParamsJSON = {|
diff --git a/src/analysis/timeline/timelineCred.test.js b/src/analysis/timeline/timelineCred.test.js
index 1b6b4da..46ab3d6 100644
--- a/src/analysis/timeline/timelineCred.test.js
+++ b/src/analysis/timeline/timelineCred.test.js
@@ -5,7 +5,6 @@ import sortBy from "lodash.sortby";
 import {utcWeek} from "d3-time";
 import {NodeAddress, Graph} from "../../core/graph";
 import {TimelineCred, type TimelineCredConfig} from "./timelineCred";
-import {type FilteredTimelineCred} from "./filterTimelineCred";
 import {defaultWeights} from "../weights";
 
 describe("src/analysis/timeline/timelineCred", () => {
@@ -45,12 +44,14 @@ describe("src/analysis/timeline/timelineCred", () => {
       const scores = intervals.map((_unuesd, i) => generator(i));
       addressToCred.set(address, scores);
     }
-    const filteredTimelineCred: FilteredTimelineCred = {
+    const params = {alpha: 0.05, intervalDecay: 0.5, weights: defaultWeights()};
+    return new TimelineCred(
+      graph,
       intervals,
       addressToCred,
-    };
-    const params = {alpha: 0.05, intervalDecay: 0.5, weights: defaultWeights()};
-    return new TimelineCred(graph, filteredTimelineCred, params, credConfig());
+      params,
+      credConfig()
+    );
   }
 
   it("JSON serialization works", () => {
diff --git a/src/explorer/TimelineCredViewInspectionTest.js b/src/explorer/TimelineCredViewInspectionTest.js
index cba722f..53f9117 100644
--- a/src/explorer/TimelineCredViewInspectionTest.js
+++ b/src/explorer/TimelineCredViewInspectionTest.js
@@ -10,7 +10,6 @@ import {
   TimelineCred,
   type TimelineCredConfig,
 } from "../analysis/timeline/timelineCred";
-import {type FilteredTimelineCred} from "../analysis/timeline/filterTimelineCred";
 import {defaultWeights} from "../analysis/weights";
 
 export default class TimelineCredViewInspectiontest extends React.Component<{|
@@ -51,17 +50,13 @@ export default class TimelineCredViewInspectiontest extends React.Component<{|
       const scores = intervals.map((_unuesd, i) => generator(i));
       addressToCred.set(address, scores);
     }
-    const filteredTimelineCred: FilteredTimelineCred = {
-      intervals,
-      addressToCred,
-    };
     const params = {alpha: 0.05, intervalDecay: 0.5, weights: defaultWeights()};
     const config: TimelineCredConfig = {
       scoreNodePrefix: NodeAddress.empty,
       filterNodePrefixes: [NodeAddress.empty],
       types: {nodeTypes: [], edgeTypes: []},
     };
-    return new TimelineCred(graph, filteredTimelineCred, params, config);
+    return new TimelineCred(graph, intervals, addressToCred, params, config);
   }
 
   render() {