diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 952d4a0..57c72c4 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -103,19 +103,18 @@ class App extends React.Component<{}, StateType> {
         this.setState({ loading: true });
         try {
             const participantsData = this.getEmptyParticipantsData();
-            const discretePartData = this.getEmptyParticipantsData();
+            const discreteParticipantsData = this.getEmptyParticipantsData();
             for (let i = 0; i < participantsData.length; i++) {
-                let engagementData = await loadEngagementData(
+                const engagementData = await loadEngagementData(
                     this.state.username,
                     this.state.password,
                     participantsData[i].dataURL,
                     false
                 );
                 participantsData[i].dataContainer = engagementData[0];
-                discretePartData[i].dataContainer = engagementData[1];
+                discreteParticipantsData[i].dataContainer = engagementData[1];
             }
-            this.setState({ participantsData });
-            this.setState({ discreteParticipantsData: discretePartData });
+            this.setState({ participantsData, discreteParticipantsData });
         } catch (error) {
             this.setState({ error });
         } finally {
diff --git a/frontend/src/BarChart.tsx b/frontend/src/BarChart.tsx
index 00ccbd2..5290848 100644
--- a/frontend/src/BarChart.tsx
+++ b/frontend/src/BarChart.tsx
@@ -5,11 +5,13 @@ import createBarChartOptions from "./createBarChartOptions";
 import {ResizeSensor} from "@blueprintjs/core";
 import styled from "styled-components";
 import {StrongestOutputExplanationsType} from "./sortAndSelectTopmostFeatures";
+import {CategoryValueDescription} from "./FeaturesToTextMapping";
 
 type PropsType = {
     strongestOutputExplanations: StrongestOutputExplanationsType,
     strongestOutputIdx: number,
-    maxExplanationValue: number
+    maxExplanationValue: number,
+    categoryActivationsObject: CategoryValueDescription
 }
 
 const StyledChart = styled(HorizontalBar)`
@@ -28,7 +30,7 @@ class BarChart extends React.Component<PropsType, { width: number, height: numbe
     })
 
     render() {
-        const {strongestOutputIdx, strongestOutputExplanations, maxExplanationValue} = this.props
+        const {strongestOutputIdx, strongestOutputExplanations, maxExplanationValue, categoryActivationsObject} = this.props
         const {width, height} = this.state
         const colorPalette = strongestOutputIdx < 2 ? ENGAGEMENT_NEGATIVE_COLOR_PALETTE : ENGAGEMENT_POSITIVE_COLOR_PALETTE;
 
@@ -38,7 +40,7 @@ class BarChart extends React.Component<PropsType, { width: number, height: numbe
                     width={width}
                     height={height}
                     data={{
-                        labels: strongestOutputExplanations.topMostLabels,
+                        labels: categoryActivationsObject.categoryActivations.map(item => item.mainActivationAsText),
                         datasets: [
                             {
                                 label: "Testing Explanations",
diff --git a/frontend/src/EngagementDefinitions.tsx b/frontend/src/EngagementDefinitions.tsx
index baa34ba..bf87f77 100644
--- a/frontend/src/EngagementDefinitions.tsx
+++ b/frontend/src/EngagementDefinitions.tsx
@@ -1,5 +1,5 @@
 import { Colors } from "@blueprintjs/core";
-export const ENGAGEMENT_LABELS = ["very unattentive", "slightly unattentive", "slightly engaged", "very engaged"];
+export const ENGAGEMENT_LABELS = ["very inattentive", "slightly inattentive", "slightly engaged", "very engaged"];
 export const ENGAGEMENT_COLORS = [Colors.RED3, Colors.ORANGE3, Colors.TURQUOISE2, Colors.GREEN5]; //assuming 3 is highest engagement
 
 export const ENGAGEMENT_POSITIVE_COLOR_PALETTE = [
diff --git a/frontend/src/ExplanationsContainer.tsx b/frontend/src/ExplanationsContainer.tsx
index fb5c004..c061992 100644
--- a/frontend/src/ExplanationsContainer.tsx
+++ b/frontend/src/ExplanationsContainer.tsx
@@ -2,8 +2,8 @@ import React from "react";
 import styled from "styled-components";
 import WordCloud from "./WordCloud";
 import FeatureActivationTextDescription from "./FeatureActivationTextDescription";
-import { Gender } from "./FeaturesToTextMapping";
-import { ENGAGEMENT_NEGATIVE_COLOR_PALETTE, ENGAGEMENT_POSITIVE_COLOR_PALETTE } from "./EngagementDefinitions";
+import {Gender, generateDescriptionObject} from "./FeaturesToTextMapping";
+import {ENGAGEMENT_NEGATIVE_COLOR_PALETTE, ENGAGEMENT_POSITIVE_COLOR_PALETTE} from "./EngagementDefinitions";
 import sortAndSelectTopmostFeatures from "./sortAndSelectTopmostFeatures";
 import calculateBlur from "./calculateBlur";
 import ExplanationsHeading from "./ExplanationsHeading";
@@ -79,11 +79,13 @@ function ExplanationsContainer(props: {
     username: string;
     gender: Gender;
 }) {
-    const { maxInputValues, minInputValues, maxExplanationValue, dataPoint, discreteDataPoint, username, gender,
-        labels, mode } = props;
-    if (!dataPoint) return <Container />;
-    if (!discreteDataPoint) return <Container />;
-    const { input, output, explanations } = dataPoint;
+    const {
+        maxInputValues, minInputValues, maxExplanationValue, dataPoint, discreteDataPoint, username, gender,
+        labels, mode
+    } = props;
+    if (!dataPoint) return <Container/>;
+    if (!discreteDataPoint) return <Container/>;
+    const {input, output, explanations} = dataPoint;
     const strongestOutputIdx = output.indexOf(Math.max(...output));
     const discreteStrongestOutputIdx = discreteDataPoint.output.indexOf(Math.max(...discreteDataPoint.output));
     const confidence = Math.round(output[strongestOutputIdx] * 1000) / 10;
@@ -109,13 +111,20 @@ function ExplanationsContainer(props: {
         true
     );
 
+    const categoryActivationsObject = generateDescriptionObject(
+        strongestOutputExplanations.topMostLabels,
+        strongestOutputExplanations.topMostInputs,
+        username,
+        gender
+    );
+
     const blur = calculateBlur(confidence);
     const colorPalette = strongestOutputIdx < 2 ? ENGAGEMENT_NEGATIVE_COLOR_PALETTE : ENGAGEMENT_POSITIVE_COLOR_PALETTE;
 
     return (
         <Container>
-            <Explanations style={{ filter: `blur(${blur}px)` }}>
-                <ExplanationsHeading strongestOutputIdx={discreteStrongestOutputIdx} />
+            <Explanations style={{filter: `blur(${blur}px)`}}>
+                <ExplanationsHeading strongestOutputIdx={discreteStrongestOutputIdx}/>
                 <BasedOn>
                     <span>Based on: </span>
                     <FeatureActivationTextDescription
@@ -126,9 +135,10 @@ function ExplanationsContainer(props: {
                         popOverDisabled={blur > 0}
                     />
                 </BasedOn>
-                <ChartContainer style={{ width: "90%" }}>
+                <ChartContainer style={{width: "90%"}}>
                     {mode === "bar" ? (
                         <BarChart
+                            categoryActivationsObject={categoryActivationsObject}
                             strongestOutputIdx={strongestOutputIdx}
                             strongestOutputExplanations={strongestOutputExplanations}
                             maxExplanationValue={maxExplanationValue}
@@ -136,6 +146,7 @@ function ExplanationsContainer(props: {
                     ) : (
                         <WordCloud
                             allLabels={labels}
+                            categoryActivationsObject={categoryActivationsObject}
                             maxExplanationValue={maxExplanationValue}
                             strongestFeatures={strongestOutputExplanations.topMostExplanations}
                             strongestLabels={strongestOutputExplanations.topMostLabels}
@@ -144,7 +155,7 @@ function ExplanationsContainer(props: {
                     )}
                 </ChartContainer>
             </Explanations>
-            <Unsure style={{ opacity: blur > 0 ? 1 : 0 }}>UNSURE</Unsure>
+            <Unsure style={{opacity: blur > 0 ? 1 : 0}}>UNSURE</Unsure>
         </Container>
     );
 }
diff --git a/frontend/src/ExplanationsHeading.tsx b/frontend/src/ExplanationsHeading.tsx
index 68a889d..78d0d5d 100644
--- a/frontend/src/ExplanationsHeading.tsx
+++ b/frontend/src/ExplanationsHeading.tsx
@@ -6,14 +6,16 @@ import {ENGAGEMENT_COLORS, ENGAGEMENT_LABELS,} from "./EngagementDefinitions";
 const StyledDiv = styled.div`
     display: flex;
     align-items: center;
+    font-size: 1.6em;
     padding: 4px 6px;
     border: 2px solid ${Colors.LIGHT_GRAY2}55;
-    margin: 0 0 6px 0;
+    margin: 0 0 12px 0;
     transition: 0.2s filter linear, 0.2s -webkit-filter linear;
 
     b {
         text-transform: uppercase;
-        margin: 0 0 0 4px;
+        font-size: 1.6em;
+        margin: 0 0 0 12px;
     }
 `;
 
diff --git a/frontend/src/FeatureActivationTextDescription.tsx b/frontend/src/FeatureActivationTextDescription.tsx
index 76621be..3e3e117 100644
--- a/frontend/src/FeatureActivationTextDescription.tsx
+++ b/frontend/src/FeatureActivationTextDescription.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import styled from "styled-components";
-import { generateDescriptionObject, Gender, CATEGORY_DEFINITIONS } from "./FeaturesToTextMapping";
-import { Popover, PopoverInteractionKind, Colors } from "@blueprintjs/core";
+import {CATEGORY_DEFINITIONS, Gender, generateDescriptionObject} from "./FeaturesToTextMapping";
+import {Colors, Popover, PopoverInteractionKind} from "@blueprintjs/core";
 
 const MainActivation = styled.span`
     white-space: pre;
@@ -56,7 +56,7 @@ function FeatureActivationTextDescription(props: {
 
         let contextDialogContent = (
             <Definition>
-                <div style={{ display: "flex", alignItems: "center" }}>
+                <div style={{display: "flex", alignItems: "center"}}>
                     <Emoji>{categoryDesc.emoji}</Emoji> <h2>{categoryDesc.id}</h2>
                 </div>
                 <p>{categoryDesc.definition}</p>
@@ -66,12 +66,10 @@ function FeatureActivationTextDescription(props: {
         activationSpans.push(
             <span key={activation.categoryId}>
                 {activation.prefix}
-                <Popover
-                    interactionKind={PopoverInteractionKind.HOVER}
-                    hoverOpenDelay={50}
-                    hoverCloseDelay={50}
-                    disabled={props.popOverDisabled}
-                >
+                <Popover interactionKind={PopoverInteractionKind.HOVER}
+                         hoverOpenDelay={50}
+                         hoverCloseDelay={50}
+                         disabled={props.popOverDisabled}>
                     <MainActivation className={props.popOverDisabled ? "" : "allowHover"}>
                         {activation.mainActivationAsText}
                     </MainActivation>
@@ -82,15 +80,15 @@ function FeatureActivationTextDescription(props: {
                 {i === activations.length - 2
                     ? categoryActivationsObject.lastConnector
                     : i < activations.length - 2
-                    ? categoryActivationsObject.connector
-                    : ""}
+                        ? categoryActivationsObject.connector
+                        : ""}
             </span>
         );
         i++;
     }
 
     return (
-        <span style={{ fontSize: "1.1rem", margin: 0 }}>
+        <span style={{fontSize: "1.1rem", margin: 0}}>
             {categoryActivationsObject.username} {activationSpans}.
         </span>
     );
diff --git a/frontend/src/WordCloud.tsx b/frontend/src/WordCloud.tsx
index 26f294f..f68db4a 100644
--- a/frontend/src/WordCloud.tsx
+++ b/frontend/src/WordCloud.tsx
@@ -1,5 +1,6 @@
 import React from "react";
 import styled from "styled-components";
+import {CategoryValueDescription} from "./FeaturesToTextMapping";
 
 const StyledText = styled.text`
     transition: 0.5s;
@@ -11,28 +12,32 @@ class WordCloud extends React.PureComponent<{
     strongestFeatures: number[];
     maxExplanationValue: number;
     colorPalette: string[];
+    categoryActivationsObject: CategoryValueDescription;
+
 }> {
     render() {
-        const { strongestLabels, strongestFeatures, maxExplanationValue, allLabels, colorPalette } = this.props;
+        const {strongestLabels, strongestFeatures, maxExplanationValue, allLabels, colorPalette, categoryActivationsObject} = this.props;
 
         return (
-            <svg style={{ width: "40%", height: "40%" }} transform="scale(2)">
-                {allLabels.map((value, index) => {
-                    const sortedIndex = strongestLabels.indexOf(value);
+            <svg style={{width: "40%", height: "40%"}} transform="scale(2)">
+                {allLabels.map((category, index) => {
+                    const sortedIndex = strongestLabels.indexOf(category);
                     const scalar = sortedIndex > -1 ? strongestFeatures[sortedIndex] / maxExplanationValue : 0;
                     if (sortedIndex === -1 || sortedIndex > 4) {
                         return (
                             <StyledText
-                                key={value}
+                                key={category}
                                 fill={colorPalette[index % colorPalette.length]}
                                 style={{
                                     transform: "scale(0)",
                                     fontSize: "15px",
                                     fontWeight: 300,
                                     opacity: 0
-                                }}>{value}</StyledText>
+                                }} />
                         );
                     }
+                    const activation = categoryActivationsObject.categoryActivations
+                        .find(value => value.categoryId === category)?.mainActivationAsText
                     const transform = [
                         "translate(40px, 50px)",
                         "translate(80px, 20px)",
@@ -46,14 +51,14 @@ class WordCloud extends React.PureComponent<{
 
                     return (
                         <StyledText
-                            key={value}
+                            key={category}
                             fill={colorPalette[index % colorPalette.length]}
                             style={{
                                 transform,
                                 transformOrigin,
                                 fontSize,
                                 fontWeight
-                            }}>{value}</StyledText>
+                            }}>{activation}</StyledText>
                     );
                 })}
             </svg>
diff --git a/frontend/src/loadEngagementData.ts b/frontend/src/loadEngagementData.ts
index dd21c8b..d94274f 100644
--- a/frontend/src/loadEngagementData.ts
+++ b/frontend/src/loadEngagementData.ts
@@ -230,11 +230,11 @@ const loadEngagementData = async (
         dataContainer.data = smoothData(dataContainer.data, windowSize);
     }
 
-    let discreteDataContainer: DataContainerType = JSON.parse(JSON.stringify(dataContainer));
+    const discreteDataContainer: DataContainerType = JSON.parse(JSON.stringify(dataContainer));
     discreteDataContainer.data = discretizeDataPoints(discreteDataContainer.data, dataContainer.sampleRate * 3, false);
     dataContainer.data = discretizeDataPoints(dataContainer.data, dataContainer.sampleRate * 3, true);
 
-    let maxValues = maxExplanationsAndMinMaxInputValue(dataContainer.data);
+    const maxValues = maxExplanationsAndMinMaxInputValue(dataContainer.data);
     dataContainer.maxExplanationValue = maxValues.maxExplanation;
     dataContainer.maxInputs = maxValues.maxInputValues;
     dataContainer.minInputs = maxValues.minInputValues;
@@ -271,18 +271,14 @@ const smoothUsingPredictions = (dataContainer: DataContainerType, windowSize: nu
 };
 
 const discretizeDataPoints = (data: DataPointType[], intervalFrames: number, outputOnly = false): DataPointType[] => {
-    let inputLength = data[0].input.length;
-    let outputLength = data[0].output.length;
-    let explanationsLength = data[0].explanations.length;
+    const inputLength = data[0].input.length;
+    const outputLength = data[0].output.length;
+    const explanationsLength = data[0].explanations.length;
     const smoothedData: DataPointType[] = Array(data.length);
     for (let currentIntervalStart = 0; currentIntervalStart < data.length; currentIntervalStart += intervalFrames) {
-        let currentIntervalEnd = currentIntervalStart + intervalFrames;
-        if (currentIntervalEnd > data.length) currentIntervalEnd = data.length;
-        let currentIntervalLength = currentIntervalEnd - currentIntervalStart;
-        if (currentIntervalLength === 0) {
-            break;
-        }
-        let averagePoint: DataPointType = {
+        let currentIntervalEnd = Math.min(currentIntervalStart + intervalFrames, data.length)
+        const currentIntervalLength = currentIntervalEnd - currentIntervalStart;
+        const averagePoint: DataPointType = {
             input: new Array(inputLength).fill(0),
             output: new Array(outputLength).fill(0),
             explanations: new Array(explanationsLength).fill(new Array(data[0].explanations[0].length).fill(0))
@@ -294,10 +290,10 @@ const discretizeDataPoints = (data: DataPointType[], intervalFrames: number, out
                 row.map((val, k) => val + data[i].explanations[j][k])
             );
         }
-        averagePoint.input = averagePoint.input.map((val) => val / currentIntervalLength);
-        averagePoint.output = averagePoint.output.map((val) => val / currentIntervalLength);
-        averagePoint.explanations = averagePoint.explanations.map((row) =>
-            row.map((val) => val / currentIntervalLength)
+        averagePoint.input = averagePoint.input.map(val => val / currentIntervalLength);
+        averagePoint.output = averagePoint.output.map(val => val / currentIntervalLength);
+        averagePoint.explanations = averagePoint.explanations.map(row =>
+            row.map(val => val / currentIntervalLength)
         );
 
         for (let i = currentIntervalStart; i < currentIntervalEnd; i++) {