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‎README.md

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### A Causal Inference-Driven Software Testing Framework
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[![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
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![example workflow](https://github.com/CITCOM-project/CausalTestingFramework/actions/workflows/ci-tests.yaml/badge.svg)
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[![codecov](https://codecov.io/gh/CITCOM-project/CausalTestingFramework/branch/main/graph/badge.svg?token=04ijFVrb4a)](https://codecov.io/gh/CITCOM-project/CausalTestingFramework)
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[![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
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![example workflow](https://github.com/CITCOM-project/CausalTestingFramework/actions/workflows/ci-tests.yaml/badge.svg)
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[![codecov](https://codecov.io/gh/CITCOM-project/CausalTestingFramework/branch/main/graph/badge.svg?token=04ijFVrb4a)](https://codecov.io/gh/CITCOM-project/CausalTestingFramework)
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[![Documentation Status](https://readthedocs.org/projects/causal-testing-framework/badge/?version=latest)](https://causal-testing-framework.readthedocs.io/en/latest/?badge=latest)
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![Dynamic TOML Badge](https://img.shields.io/badge/dynamic/toml?url=https%3A%2F%2Fraw.githubusercontent.com%2FCITCOM-project%2FCausalTestingFramework%2Fmain%2Fpyproject.toml&query=%24.project%5B'requires-python'%5D&label=python)
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![PyPI - Version](https://img.shields.io/pypi/v/causal-testing-framework)
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an intervention made to the system-under test. That is, a prescribed change to the input configuration of the
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system-under-test that is expected to cause a change to some output(s).
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![Causal Testing Workflow](images/workflow.png)
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![Causal Testing Workflow](images/schematic.png)
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## Installation
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‎images/brain.tex

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‎images/schematic.png

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‎images/workflow.tex renamed to ‎images/schematic.tex

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\newcommand*{\expe}{\mathds{E}}
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\usepackage{amsmath}
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\usepackage{booktabs}
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\usepackage[default]{FiraSans}
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\usepackage[mathrm=sym]{unicode-math}
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\setmathfont{Fira Math}
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\begin{document}
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\tikzset{
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node/.style={circle, draw, minimum size=3ex, inner sep=0.2},
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edge/.style={->,> = latex'},
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\node[draw, rectangle] [fit=(title) (tuple) (left) (right)] {};
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\end{scope}
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\begin{scope}[name prefix=data-, local bounding box=test-data, shift={($(test-case.south)+(0, -1)$)}]
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\node[draw=none, rectangle, anchor=north] (title) at (0, 0) {Test Data};
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\node[anchor=north] (table) at (title.south) {
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\begin{tabular}{rrrrrr}
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\toprule
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$X_1$ & $X_2$ & $I$ & $Y_1$ & $Y_2$ & $Y_3$ \\
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\midrule
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1.2 & ``UK'' & 0.3 & 7.8 & 4 & 100 \\
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3.2 & ``UK'' & 0.1 & 7.6 & 8 & 95 \\
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\multicolumn{6}{c}{$\vdots$} \\
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\bottomrule
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\end{tabular}
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};
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\coordinate (left) at (scenario-scenario.east |- {(0, 0)});
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\coordinate (right) at (scenario-scenario.west |- {(0, 0)});
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\node[draw, rectangle] [fit=(title) (table) (left) (right)] {};
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\end{scope}
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\begin{scope}[name prefix=estimand-, local bounding box=estimand, anchor=south, shift={($(test-case.east |- test-tuple.south) + (1, 0)$)}]
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\node[anchor=south west] (eqn) at (0,0) {
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$\Delta Y=\expe{[I=0 | X_1]} - \expe{[I=1 | X_1]} $
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\node[draw, rectangle] [fit=(title) (table) (top) (bot)] {};
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\end{scope}
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\begin{scope}[name prefix=oracle-, local bounding box=test-oracle, shift={($(estimate.east) + (1.75, -0.2)$)}]
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\begin{scope}[name prefix=data-, local bounding box=test-data, shift={($(estimate.north)+(0, 1)$)},]
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\node[anchor=south] (table) at (0,0) {
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\begin{tabular}{rrrrrr}
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\toprule
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$X_1$ & $X_2$ & $I$ & $Y_1$ & $Y_2$ & $Y_3$ \\
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\midrule
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1.2 & ``UK'' & 0.3 & 7.8 & 4 & 100 \\
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3.2 & ``UK'' & 0.1 & 7.6 & 8 & 95 \\
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\multicolumn{6}{c}{$\vdots$} \\
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\bottomrule
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\end{tabular}
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};
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\node[draw=none, rectangle, anchor=south] (title) at (table.north) {Test Data};
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\node[draw, rectangle] [fit=(title) (table)] {};
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\end{scope}
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\begin{scope}[name prefix=oracle-, local bounding box=test-oracle, shift={($(estimate.east) + (1.54, -0.4)$)}]
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\begin{scope}[shift={(0,0)}, local bounding box=brain, scale=1.2]
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\input{brain}
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\begin{scope}[shift={(-7.6932,3.5256)}, local bounding box=brain]
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\path[draw,line width=0.025cm] (8.162, -2.8955) circle (0.066cm);
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\path[draw,line width=0.025cm] (8.0485, -3.2243) circle (0.066cm);
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\path[draw,line width=0.025cm] (8.0346, -3.5296) circle (0.066cm);
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\path[draw,line width=0.025cm] (8.2166, -3.757) circle (0.066cm);
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\path[draw,line width=0.025cm] (7.6556, -3.7827) circle (0.066cm);
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\path[draw,line width=0.025cm] (7.6315, -3.5091) circle (0.066cm);
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\path[draw,line width=0.025cm] (7.4451, -3.2224) circle (0.066cm);
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\path[draw,line width=0.025cm] (7.6247, -2.9461) circle (0.066cm);
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\path[draw,line width=0.025cm,miter limit=4.0] (7.6932, -2.6331) -- (7.3637, -2.8234) -- (7.3637, -3.0567) -- (7.1749, -3.1656) -- (7.1749, -3.5256) -- (7.3341, -3.6175) -- (7.3341, -3.8517) -- (7.6883, -4.0562) -- (7.868, -3.9669) -- (8.0478, -4.0562) -- (8.4019, -3.8517) -- (8.4019, -3.6175) -- (8.5611, -3.5256) -- (8.5611, -3.1656) -- (8.3724, -3.0567) -- (8.3724, -2.8234) -- (8.0429, -2.6331) -- (7.868, -2.7341) -- cycle;
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\path[draw,line width=0.025cm,miter limit=4.0] (7.868, -3.9669) -- (7.868, -2.7341);
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\path[draw,line width=0.025cm] (7.5588, -2.9461) -- (7.3637, -2.9461);
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\path[draw,line width=0.025cm] (7.4451, -3.1565) -- (7.4451, -2.9461);
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\path[draw,line width=0.025cm] (7.6316, -3.4431) -- (7.6316, -3.2116) -- (7.868, -3.2116);
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\path[draw,line width=0.025cm] (7.5897, -3.7827) -- (7.4177, -3.7827) -- (7.4177, -3.523) -- (7.1749, -3.523);
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\path[draw,line width=0.025cm] (8.162, -2.9614) -- (8.162, -3.0534) -- (7.868, -3.0534);
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\path[draw,line width=0.025cm] (8.0485, -3.1584) -- (8.0485, -3.0534);
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\path[draw,line width=0.025cm] (8.1005, -3.5296) -- (8.313, -3.5296) -- (8.313, -3.3442) -- (8.5611, -3.3442);
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\path[draw,line width=0.025cm] (8.1507, -3.757) -- (8.0477, -3.757) -- (8.0477, -4.0561);
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\end{scope}
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\end{scope}
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\node[draw=none, rectangle, anchor=south] (title) at (brain.north) {Test Oracle};
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\draw[edge, dashed] ($(specification.east) + (0.1, 0)$) -- (estimand.north |- specification.east) -- (estimand.north);
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\draw[edge, dashed] (test-case) -- (estimand);
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\draw[edge, dashed] ($(test-data.east) + (0.1, 0)$) -- (estimate.south |- test-data.east) -- (estimate.south);
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\draw[edge, dashed] (test-data.south) -- (estimate.north);
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\draw[edge, dashed] (estimand) -- (estimate);
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\draw[edge, dashed] (estimate) -- (test-oracle.west |- estimate);
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\draw[edge, dashed] (test-oracle.east |- test-outcome) -- (test-outcome);
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\end{tikzpicture}
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\end{document}

‎images/workflow.png

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