Add local casual analysis data (#511)

* temp

* data format

* index 0

Co-authored-by: Bo Zhang <zhb@microsoft.com>
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Bo 2021-05-10 19:39:03 -07:00 коммит произвёл GitHub
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@ -2612,24 +2612,324 @@ export const adultCensusWithFairnessModelExplanationData: IModelExplanationData
export const adultCensusCasualAnalysisData: ICasualAnalysisData = {
global: {
ciLower: [
-0.2419328967749073,
0.024554703670239472,
0.0000018156074109169128
[[-0.2419328967749073, 0.024554703670239472, 0.0000018156074109169128]]
],
ciUpper: [
[[-0.1428698896693828, 0.07637320978494788, 0.0000162287897705993]]
],
ciUpper: [-0.1428698896693828, 0.07637320978494788, 0.0000162287897705993],
name: ["OverTime (base=No): Yes", "StockOptionLevel", "MonthlyIncome"],
point: [-0.19240139322214506, 0.05046395672759368, 0.000009022198590758107],
point: [
[[-0.19240139322214506, 0.05046395672759368, 0.000009022198590758107]]
],
pValue: [
2.6711762067333496e-14,
0.0001348326275600237,
0.014137461979327226
[[2.6711762067333496e-14, 0.0001348326275600237, 0.014137461979327226]]
],
stderr: [
0.025271639654330606,
0.013219249568728346,
0.0000036768997985094956
[[0.025271639654330606, 0.013219249568728346, 0.0000036768997985094956]]
],
zstat: [-7.613332409524711, 3.8174600203457816, 2.4537515529836944]
zstat: [[[-7.613332409524711, 3.8174600203457816, 2.4537515529836944]]]
},
local: []
local: {
ciLower: [
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]],
[[-0.6205969134844145, 0.013814157021996676, 0.000013135089088685406]],
[[-0.5852475174832195, -0.04502125543631039, 0.000026488867786397727]]
],
ciUpper: [
[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
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[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
[[0.08391259687531821, 0.4224305766318246, 0.00016718524433278489]],
[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]],
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[[0.018440074107750837, 0.291109171393397, 0.00012910783721632458]]
],
name: ["OverTime (base=No): Yes", "StockOptionLevel", "MonthlyIncome"],
point: [
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]],
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]],
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]],
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
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[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]],
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]],
[[-0.2683421583045481, 0.21812236682691066, 0.00009016016671073516]],
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[[-0.2834037216877343, 0.12304395797854331, 0.00007779835250136117]]
],
pValue: [
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stderr: [
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[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]],
[[0.17972511635846725, 0.10424079800265262, 0.000039299231123435804]],
[[0.1540047665040738, 0.08574913352517222, 0.00002617878956944418]]
],
zstat: [
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]],
[[-1.4930698821712345, 2.0924855815221224, 2.2941967090284576]],
[[-1.8402269496005346, 1.4349294613271277, 2.9718086199129394]]
]
}
};

Просмотреть файл

@ -67,14 +67,14 @@ export class CasualAggregateChart extends React.PureComponent<
plotlyProps.data = [
{
error_y: {
array: (this.props.data.pValue as unknown) as Datum[],
array: (this.props.data?.pValue?.[0]?.[0] as unknown) as Datum[],
type: "data",
visible: true
},
mode: "markers",
type: "scatter",
x: this.props.data.name,
y: this.props.data.point
y: this.props.data.point[0][0]
}
];
return plotlyProps;

Просмотреть файл

@ -2,38 +2,25 @@
// Licensed under the MIT License.
import {
FontWeights,
getTheme,
IProcessedStyleSet,
IStyle,
mergeStyleSets
} from "office-ui-fabric-react";
export interface ICasualAggregateStyles {
callout: IStyle;
container: IStyle;
description: IStyle;
infoButton: IStyle;
label: IStyle;
lasso: IStyle;
link: IStyle;
table: IStyle;
title: IStyle;
leftPane: IStyle;
rightPane: IStyle;
modalContentHelp: IStyle;
modalContentHelpText: IStyle;
}
export const CasualAggregateStyles: () => IProcessedStyleSet<
ICasualAggregateStyles
> = () => {
const theme = getTheme();
return mergeStyleSets<ICasualAggregateStyles>({
callout: {
padding: "20px 24px",
width: 320
},
container: {
display: "flex",
flex: 1,
@ -44,19 +31,6 @@ export const CasualAggregateStyles: () => IProcessedStyleSet<
justifyContent: "space-between",
padding: "10px"
},
infoButton: {
borderRadius: "50%",
color: theme.semanticColors.bodyText,
float: "left",
fontSize: "12px",
fontWeight: "600",
height: "15px",
lineHeight: "14px",
marginRight: "3px",
marginTop: "3px",
textAlign: "center",
width: "15px"
},
label: {
cursor: "pointer",
display: "inline-block",
@ -77,28 +51,11 @@ export const CasualAggregateStyles: () => IProcessedStyleSet<
padding: "10px",
width: "70%"
},
link: {
display: "block",
marginTop: 20
},
modalContentHelp: {
float: "left",
width: "350px"
},
modalContentHelpText: {
padding: "0px 20px",
textAlign: "center",
wordWrap: "break-word"
},
rightPane: {
width: "25%"
},
table: {
width: "50%"
},
title: {
fontWeight: FontWeights.semilight,
marginBottom: 12
}
});
};

Просмотреть файл

@ -103,7 +103,13 @@ export class CasualAggregateTable extends React.PureComponent<
const len = this.props.data[props[0]].length;
for (let i = 0; i < len; i++) {
const temp = {};
props.forEach((p) => (temp[p] = this.props.data?.[p]?.[i]));
props.forEach(
(p) =>
(temp[p] =
p === "name"
? this.props.data?.[p]?.[i]
: this.props.data?.[p]?.[0]?.[0]?.[i])
);
items.push(temp);
}
return items;

Просмотреть файл

@ -7,9 +7,11 @@ import {
ModelAssessmentContext
} from "@responsible-ai/core-ui";
import { localization } from "@responsible-ai/localization";
import { Callout, IconButton, Link, Stack, Text } from "office-ui-fabric-react";
import { Stack, Text } from "office-ui-fabric-react";
import React from "react";
import { CasualCallout } from "../../Common/CasualCallout";
import { CasualAggregateChart } from "./CasualAggregateChart";
import { CasualAggregateStyles } from "./CasualAggregateStyles";
import { CasualAggregateTable } from "./CasualAggregateTable";
@ -17,30 +19,17 @@ import { CasualAggregateTable } from "./CasualAggregateTable";
export interface ICasualAggregateViewProps {
data: ICasualAnalysisData;
}
interface ICasualAggregateViewState {
showCallout: boolean;
}
export class CasualAggregateView extends React.PureComponent<
ICasualAggregateViewProps,
ICasualAggregateViewState
ICasualAggregateViewProps
> {
public static contextType = ModelAssessmentContext;
public context: React.ContextType<
typeof ModelAssessmentContext
> = defaultModelAssessmentContext;
constructor(props: ICasualAggregateViewProps) {
super(props);
this.state = {
showCallout: false
};
}
public render(): React.ReactNode {
const styles = CasualAggregateStyles();
const buttonId = "casualAggregateCalloutBtn";
const labelId = "casualAggregateCalloutLabel";
const descriptionId = "casualAggregateCalloutDesp";
return (
<Stack grow={true} tokens={{ padding: "16px 24px" }}>
<Stack horizontal={false} tokens={{ childrenGap: "15px" }}>
@ -50,48 +39,7 @@ export class CasualAggregateView extends React.PureComponent<
<Text variant={"medium"} className={styles.label}>
<b>{localization.CasualAnalysis.AggregateView.directAggregate}</b>
</Text>
<Stack horizontal>
<IconButton
iconProps={{ iconName: "Info" }}
id={buttonId}
onClick={this.toggleInfo}
className={styles.infoButton}
/>
<Text variant={"medium"} className={styles.label}>
{"Why must casual insights assume unconfoundedness?"}
</Text>
</Stack>
{this.state.showCallout && (
<Callout
className={styles.callout}
ariaLabelledBy={labelId}
ariaDescribedBy={descriptionId}
role="alertdialog"
gapSpace={0}
target={`#${buttonId}`}
onDismiss={this.toggleInfo}
setInitialFocus
>
<Text
block
variant="xLarge"
className={styles.title}
id={labelId}
>
{localization.CasualAnalysis.AggregateView.unconfounding}
</Text>
<Text block variant="small" id={descriptionId}>
{localization.CasualAnalysis.AggregateView.confoundingFeature}
</Text>
<Link
href="http://microsoft.com"
target="_blank"
className={styles.link}
>
{"Learn more"}
</Link>
</Callout>
)}
<CasualCallout />
</Stack>
<Stack>
<Stack.Item className={styles.table}>
@ -104,10 +52,4 @@ export class CasualAggregateView extends React.PureComponent<
</Stack>
);
}
private readonly toggleInfo = (): void => {
this.setState((prevState) => {
return { showCallout: !prevState.showCallout };
});
};
}

Просмотреть файл

@ -6,7 +6,6 @@ import {
ColumnCategories,
JointDataset,
Cohort,
ModelExplanationUtils,
ChartTypes,
IGenericChartProps,
ISelectorConfig,
@ -29,7 +28,9 @@ import {
getTheme,
Text,
DefaultButton,
IDropdownOption
IDropdownOption,
ComboBox,
Stack
} from "office-ui-fabric-react";
import React from "react";
@ -48,17 +49,10 @@ export interface ICasualIndividualChartState {
selectedWhatIfRootIndex: number;
selectedCohortIndex: number;
featuresOption: IDropdownOption[];
filteredFeatureList: IDropdownOption[];
request?: AbortController;
selectedPointsIndexes: number[];
pointIsActive: boolean[];
customPointIsActive: boolean[];
topK: number;
sortArray: number[];
sortingSeriesIndex: number | undefined;
selectedFeatureKey: string;
crossClassInfoVisible: boolean;
iceTooltipVisible: boolean;
}
export class CasualIndividualChart extends React.PureComponent<
@ -81,20 +75,13 @@ export class CasualIndividualChart extends React.PureComponent<
super(props);
this.state = {
crossClassInfoVisible: false,
customPointIsActive: [],
featuresOption: [],
filteredFeatureList: [],
iceTooltipVisible: false,
pointIsActive: [],
request: undefined,
selectedCohortIndex: 0,
selectedFeatureKey: JointDataset.DataLabelRoot + "0",
selectedPointsIndexes: [],
selectedWhatIfRootIndex: 0,
sortArray: [],
sortingSeriesIndex: undefined,
topK: 4,
xDialogOpen: false,
yDialogOpen: false
};
@ -125,8 +112,7 @@ export class CasualIndividualChart extends React.PureComponent<
this.setState({
chartProps: this.generateDefaultChartAxes(),
featuresOption,
filteredFeatureList: featuresOption
featuresOption
});
}
@ -137,8 +123,6 @@ export class CasualIndividualChart extends React.PureComponent<
if (!this.state) {
return;
}
let sortingSeriesIndex = this.state.sortingSeriesIndex;
let sortArray = this.state.sortArray;
const selectionsAreEqual = _.isEqual(
this.state.selectedPointsIndexes,
prevState.selectedPointsIndexes
@ -174,21 +158,6 @@ export class CasualIndividualChart extends React.PureComponent<
};
}
);
if (
this.state.sortingSeriesIndex === undefined ||
!this.state.selectedPointsIndexes.includes(
this.state.sortingSeriesIndex
)
) {
if (this.state.selectedPointsIndexes.length !== 0) {
sortingSeriesIndex = 0;
sortArray = ModelExplanationUtils.getSortIndices(
this.selectedFeatureImportance[0].unsortedAggregateY
).reverse();
} else {
sortingSeriesIndex = undefined;
}
}
}
if (
!selectionsAreEqual ||
@ -197,7 +166,6 @@ export class CasualIndividualChart extends React.PureComponent<
) {
this.forceUpdate();
}
this.setState({ sortArray, sortingSeriesIndex });
}
public render(): React.ReactNode {
@ -205,7 +173,7 @@ export class CasualIndividualChart extends React.PureComponent<
if (!this.context.jointDataset.hasDataset) {
return (
<MissingParametersPlaceholder>
{"This tab requires an evaluation dataset be supplied."}
{localization.CasualAnalysis.IndividualView.dataRequired}
</MissingParametersPlaceholder>
);
}
@ -290,7 +258,7 @@ export class CasualIndividualChart extends React.PureComponent<
{canRenderChart && (
<AccessibleChart
plotlyProps={plotlyProps}
theme={getTheme() as any}
theme={getTheme()}
onClickHandler={this.selectPointFromChart}
/>
)}
@ -298,51 +266,69 @@ export class CasualIndividualChart extends React.PureComponent<
<div className={classNames.horizontalAxisWithPadding}>
<div className={classNames.paddingDiv}></div>
<div className={classNames.horizontalAxis}>
<div>
<DefaultButton
onClick={this.setXOpen.bind(this, true)}
text={
this.context.jointDataset.metaDict[
this.state.chartProps.xAxis.property
].abbridgedLabel
}
title={
this.context.jointDataset.metaDict[
this.state.chartProps.xAxis.property
].label
}
/>
</div>
<DefaultButton
onClick={this.setXOpen.bind(this, true)}
text={
this.context.jointDataset.metaDict[
this.state.chartProps.xAxis.property
].abbridgedLabel
}
title={
this.context.jointDataset.metaDict[
this.state.chartProps.xAxis.property
].label
}
/>
</div>
</div>
</div>
<div className={classNames.legendAndText}>
<div className={classNames.legendHlepWrapper}>
<Text variant={"small"} className={classNames.legendHelpText}>
{localization.Interpret.WhatIfTab.scatterLegendText}
<Stack horizontal={false}>
<div className={classNames.legendAndText}>
<Text variant={"small"} block className={classNames.legendLabel}>
{localization.CasualAnalysis.IndividualView.index}
</Text>
{this.selectedFeatureImportance.length > 0 && (
<InteractiveLegend
items={this.selectedFeatureImportance.map((row, rowIndex) => {
return {
activated: this.state.pointIsActive[rowIndex],
color: FabricStyles.fabricColorPalette[rowIndex],
name: row.name,
onDelete: this.toggleSelectionOfPoint.bind(this, row.id)
};
})}
/>
)}
{this.selectedFeatureImportance.length === 0 && (
<Text variant={"xSmall"} className={classNames.smallItalic}>
{localization.Interpret.WhatIfTab.noneSelectedYet}
</Text>
)}
</div>
<Text variant={"small"} block className={classNames.legendLabel}>
{localization.Interpret.WhatIfTab.realPoint}
</Text>
{this.selectedFeatureImportance.length > 0 && (
<InteractiveLegend
items={this.selectedFeatureImportance.map((row, rowIndex) => {
return {
activated: this.state.pointIsActive[rowIndex],
color: FabricStyles.fabricColorPalette[rowIndex],
name: row.name,
onDelete: this.toggleSelectionOfPoint.bind(this, row.id)
};
})}
<div className={classNames.legendAndText}>
<ComboBox
label={localization.CasualAnalysis.IndividualView.selectTreatment}
// onChange={this.setChart}
options={[
{
key: "a",
text: "a"
},
{
key: "b",
text: "b"
},
{
key: "c",
text: "c"
}
]}
ariaLabel={"chart type picker"}
useComboBoxAsMenuWidth={true}
styles={FabricStyles.smallDropdownStyle}
/>
)}
{this.selectedFeatureImportance.length === 0 && (
<Text variant={"xSmall"} className={classNames.smallItalic}>
{localization.Interpret.WhatIfTab.noneSelectedYet}
</Text>
)}
</div>
</div>
</Stack>
</div>
);
}

Просмотреть файл

@ -40,10 +40,8 @@ export interface ICasualIndividualChartStyles {
featureImportanceControls: IStyle;
featureImportanceLegend: IStyle;
featureImportanceChartAndLegend: IStyle;
legendHelpText: IStyle;
legendLabel: IStyle;
smallItalic: IStyle;
legendHlepWrapper: IStyle;
choiceBoxArea: IStyle;
choiceGroup: IStyle;
choiceGroupFlexContainer: IStyle;
@ -248,14 +246,6 @@ export const casualIndividualChartStyles: () => IProcessedStyleSet<
paddingRight: "10px",
width: legendWidth
},
legendHelpText: {
fontWeight: "300",
lineHeight: "14px",
width: "120px"
},
legendHlepWrapper: {
width: "120px"
},
legendLabel: {
fontWeight: "600",
paddingBottom: "5px",

Просмотреть файл

@ -2,37 +2,24 @@
// Licensed under the MIT License.
import {
FontWeights,
getTheme,
IProcessedStyleSet,
IStyle,
mergeStyleSets
} from "office-ui-fabric-react";
export interface ICasualIndividualStyles {
callout: IStyle;
container: IStyle;
description: IStyle;
infoButton: IStyle;
label: IStyle;
lasso: IStyle;
link: IStyle;
individualTable: IStyle;
title: IStyle;
individualChart: IStyle;
modalContentHelp: IStyle;
modalContentHelpText: IStyle;
}
export const CasualIndividualStyles: () => IProcessedStyleSet<
ICasualIndividualStyles
> = () => {
const theme = getTheme();
return mergeStyleSets<ICasualIndividualStyles>({
callout: {
padding: "20px 24px",
width: 320
},
container: {
display: "flex",
flex: 1,
@ -49,19 +36,6 @@ export const CasualIndividualStyles: () => IProcessedStyleSet<
individualTable: {
width: "50%"
},
infoButton: {
borderRadius: "50%",
color: theme.semanticColors.bodyText,
float: "left",
fontSize: "12px",
fontWeight: "600",
height: "15px",
lineHeight: "14px",
marginRight: "3px",
marginTop: "3px",
textAlign: "center",
width: "15px"
},
label: {
cursor: "pointer",
display: "inline-block",
@ -76,23 +50,6 @@ export const CasualIndividualStyles: () => IProcessedStyleSet<
fontSize: 14,
paddingTop: "25px",
textAlign: "left"
},
link: {
display: "block",
marginTop: 20
},
modalContentHelp: {
float: "left",
width: "350px"
},
modalContentHelpText: {
padding: "0px 20px",
textAlign: "center",
wordWrap: "break-word"
},
title: {
fontWeight: FontWeights.semilight,
marginBottom: 12
}
});
};

Просмотреть файл

@ -4,13 +4,15 @@
import {
defaultModelAssessmentContext,
ICasualAnalysisData,
ICasualAnalysisSingleData,
MissingParametersPlaceholder,
ModelAssessmentContext
} from "@responsible-ai/core-ui";
import { localization } from "@responsible-ai/localization";
import { Callout, IconButton, Link, Stack, Text } from "office-ui-fabric-react";
import { Stack, Text } from "office-ui-fabric-react";
import React from "react";
import { CasualCallout } from "../../Common/CasualCallout";
import { CasualAggregateChart } from "../CasualAggregateView/CasualAggregateChart";
import { CasualAggregateTable } from "../CasualAggregateView/CasualAggregateTable";
@ -21,8 +23,7 @@ export interface ICasualIndividualViewProps {
data: ICasualAnalysisData;
}
interface ICasualIndividualViewState {
showCallout: boolean;
selectedDataIndex?: number;
selectedData?: ICasualAnalysisSingleData;
}
export class CasualIndividualView extends React.PureComponent<
@ -36,19 +37,12 @@ export class CasualIndividualView extends React.PureComponent<
constructor(props: ICasualIndividualViewProps) {
super(props);
this.state = {
selectedDataIndex: undefined,
showCallout: false
selectedData: undefined
};
}
public render(): React.ReactNode {
const styles = CasualIndividualStyles();
const buttonId = "casualIndividualCalloutBtn";
const labelId = "casualIndividualCalloutLabel";
const descriptionId = "casualIndividualCalloutDesp";
const selectedData =
this.state.selectedDataIndex &&
this.context.jointDataset.getRow(this.state.selectedDataIndex);
return (
<Stack grow={true} tokens={{ padding: "16px 24px" }}>
<Stack.Item>
@ -66,53 +60,12 @@ export class CasualIndividualView extends React.PureComponent<
{localization.CasualAnalysis.IndividualView.directIndividual}
</b>
</Text>
<Stack horizontal>
<IconButton
iconProps={{ iconName: "Info" }}
id={buttonId}
onClick={this.toggleInfo}
className={styles.infoButton}
/>
<Text variant={"medium"} className={styles.label}>
{"Why must casual insights assume unconfoundedness?"}
</Text>
</Stack>
{this.state.showCallout && (
<Callout
className={styles.callout}
ariaLabelledBy={labelId}
ariaDescribedBy={descriptionId}
role="alertdialog"
gapSpace={0}
target={`#${buttonId}`}
onDismiss={this.toggleInfo}
setInitialFocus
>
<Text
block
variant="xLarge"
className={styles.title}
id={labelId}
>
{localization.CasualAnalysis.AggregateView.unconfounding}
</Text>
<Text block variant="small" id={descriptionId}>
{localization.CasualAnalysis.AggregateView.confoundingFeature}
</Text>
<Link
href="http://microsoft.com"
target="_blank"
className={styles.link}
>
{"Learn more"}
</Link>
</Callout>
)}
<CasualCallout />
</Stack>
</Stack.Item>
<Stack.Item className={styles.individualTable}>
{selectedData ? (
<CasualAggregateTable data={this.props.data.global} />
{this.state.selectedData ? (
<CasualAggregateTable data={this.state.selectedData} />
) : (
<MissingParametersPlaceholder>
{localization.CasualAnalysis.IndividualView.dataRequired}
@ -120,22 +73,32 @@ export class CasualIndividualView extends React.PureComponent<
)}
</Stack.Item>
<Stack.Item>
{selectedData && (
<CasualAggregateChart data={this.props.data.global} />
{this.state.selectedData && (
<CasualAggregateChart data={this.state.selectedData} />
)}
</Stack.Item>
</Stack>
);
}
private readonly toggleInfo = (): void => {
this.setState((prevState) => {
return { showCallout: !prevState.showCallout };
});
};
private readonly handleOnClick = (dataIndex: number | undefined): void => {
this.setState({
selectedDataIndex: dataIndex
selectedData: this.getDataFromIndex(dataIndex)
});
};
private readonly getDataFromIndex = (
dataIndex: number | undefined
): ICasualAnalysisSingleData | undefined => {
const casualLocal = this.context?.casualAnalysisData?.local;
if (!(dataIndex !== undefined && dataIndex >= 0 && casualLocal)) {
return undefined;
}
const keys = Object.keys(casualLocal);
const localData = {};
keys.map(
(k) =>
(localData[k] =
k === "name" ? casualLocal[k] : [casualLocal[k][dataIndex]])
);
return (localData as unknown) as ICasualAnalysisSingleData;
};
}

Просмотреть файл

@ -0,0 +1,132 @@
// Copyright (c) Microsoft Corporation.
// Licensed under the MIT License.
import {
defaultModelAssessmentContext,
ModelAssessmentContext
} from "@responsible-ai/core-ui";
import { localization } from "@responsible-ai/localization";
import {
Callout,
FontWeights,
getTheme,
IconButton,
Link,
mergeStyleSets,
Stack,
Text
} from "office-ui-fabric-react";
import React from "react";
interface ICasualCalloutState {
showCallout: boolean;
selectedDataIndex?: number;
}
export class CasualCallout extends React.Component<
Record<string, unknown>,
ICasualCalloutState
> {
public static contextType = ModelAssessmentContext;
public context: React.ContextType<
typeof ModelAssessmentContext
> = defaultModelAssessmentContext;
constructor(props: Record<string, unknown>) {
super(props);
this.state = {
showCallout: false
};
}
public render(): React.ReactNode {
const theme = getTheme();
const styles = mergeStyleSets({
callout: {
padding: "20px 24px",
width: 320
},
description: {
display: "flex",
justifyContent: "space-between",
padding: "10px"
},
infoButton: {
borderRadius: "50%",
color: theme.semanticColors.bodyText,
float: "left",
fontSize: "12px",
fontWeight: "600",
height: "15px",
lineHeight: "14px",
marginRight: "3px",
marginTop: "3px",
textAlign: "center",
width: "15px"
},
label: {
cursor: "pointer",
display: "inline-block",
flex: "1",
fontSize: 14,
textAlign: "left"
},
link: {
display: "block",
marginTop: 20
},
title: {
fontWeight: FontWeights.semilight,
marginBottom: 12
}
});
const buttonId = "casualCalloutBtn";
const labelId = "casualCalloutLabel";
const descriptionId = "casualCalloutDesp";
return (
<>
<Stack horizontal>
<IconButton
iconProps={{ iconName: "Info" }}
id={buttonId}
onClick={this.toggleInfo}
className={styles.infoButton}
/>
<Text variant={"medium"} className={styles.label}>
{localization.CasualAnalysis.MainMenu.why}
</Text>
</Stack>
{this.state.showCallout && (
<Callout
className={styles.callout}
ariaLabelledBy={labelId}
ariaDescribedBy={descriptionId}
role="alertdialog"
gapSpace={0}
target={`#${buttonId}`}
onDismiss={this.toggleInfo}
setInitialFocus
>
<Text block variant="xLarge" className={styles.title} id={labelId}>
{localization.CasualAnalysis.AggregateView.unconfounding}
</Text>
<Text block variant="small" id={descriptionId}>
{localization.CasualAnalysis.AggregateView.confoundingFeature}
</Text>
<Link
href="http://microsoft.com"
target="_blank"
className={styles.link}
>
{localization.CasualAnalysis.MainMenu.learnMore}
</Link>
</Callout>
)}
</>
);
}
private readonly toggleInfo = (): void => {
this.setState((prevState) => {
return { showCallout: !prevState.showCallout };
});
};
}

Просмотреть файл

@ -1,7 +1,7 @@
// Copyright (c) Microsoft Corporation.
// Licensed under the MIT License.
import { ErrorCohort } from "@responsible-ai/core-ui";
import { ErrorCohort, ICasualAnalysisData } from "@responsible-ai/core-ui";
import { ITheme } from "office-ui-fabric-react";
import React from "react";
@ -13,6 +13,7 @@ import { ITelemetryMessage } from "../util/ITelemetryMessage";
import { JointDataset } from "../util/JointDataset";
export interface IModelAssessmentContext {
casualAnalysisData?: ICasualAnalysisData;
dataset: IDataset;
modelExplanationData: IModelExplanationData;
theme?: ITheme;
@ -44,6 +45,7 @@ export interface IModelAssessmentContext {
export const defaultModelAssessmentContext: IModelAssessmentContext = {
baseErrorCohort: {} as ErrorCohort,
casualAnalysisData: {} as ICasualAnalysisData,
dataset: {} as IDataset,
errorCohorts: [],
jointDataset: {} as JointDataset,

Просмотреть файл

@ -5,5 +5,5 @@ import { ICasualAnalysisSingleData } from "./ICasualAnalysisSingleData";
export interface ICasualAnalysisData {
global: ICasualAnalysisSingleData;
local: ICasualAnalysisSingleData[];
local: ICasualAnalysisSingleData;
}

Просмотреть файл

@ -3,10 +3,10 @@
export interface ICasualAnalysisSingleData {
name: string[];
point: number[];
pValue?: number[];
stderr?: number[];
zstat?: number[];
ciLower?: number[];
ciUpper?: number[];
point: number[][][];
pValue: number[][][];
stderr: number[][][];
zstat: number[][][];
ciLower: number[][][];
ciUpper: number[][][];
}

Просмотреть файл

@ -600,10 +600,12 @@
"binaryDescription": "On average in this sample, turing on this feature will cause the outcome to increase by X units"
},
"IndividualView": {
"index": "Datapoint index",
"description": "Individual casual effects can inform targeted or personalized interventions, such as a targeted promition to customers or an individualized treatment plan. How will an individual with a particular set of features respond to a change in a causal driver? These plots show the marginal change in an outcome when each causal driver is changed. The causal what-if tool calculates counterfactual real world outcomes for a particular individual if you changed their causal drivers. For this tool, you need to specify the current outcome and current treatment option for an observation, then specify the counterfactual treatment you would like to explore.",
"directIndividual": "Direct individual casual effect of each treatment with 95% confidence interval",
"missingParameters": "This tab requires an evaluation dataset be supplied.",
"dataRequired": "This tab requires a datapoint be selected."
"dataRequired": "This tab requires a datapoint be selected.",
"selectTreatment": "Select treatment"
}
},
"ErrorAnalysis": {

Просмотреть файл

@ -62,6 +62,7 @@ export class ModelAssessmentDashboard extends CohortBasedComponent<
<ModelAssessmentContext.Provider
value={{
baseErrorCohort: this.state.baseCohort,
casualAnalysisData: this.props.casualAnalysisData,
dataset: this.props.dataset,
errorCohorts: this.state.cohorts,
jointDataset: this.state.jointDataset,