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add: tutorials and artefacts
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‎docs/source/_static/images/example_dag.png‎

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‎docs/source/tutorials/poisson_line_process/causal_tests.json‎

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{
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"tests": [
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{
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"name": "width --> num_lines_abs",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "width",
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"expected_effect": {
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"num_lines_abs": "SomeEffect"
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},
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"formula": "num_lines_abs ~ width",
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"skip": false
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},
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{
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"name": "width --> num_shapes_abs | ['height', 'num_lines_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "width",
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"expected_effect": {
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"num_shapes_abs": "SomeEffect"
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},
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"formula": "num_shapes_abs ~ width + height + num_lines_abs",
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"skip": false
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},
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{
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"name": "width --> num_lines_unit | ['height', 'num_lines_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "width",
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"expected_effect": {
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"num_lines_unit": "SomeEffect"
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},
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"formula": "num_lines_unit ~ width + height + num_lines_abs",
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"skip": false
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},
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{
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"name": "width --> num_shapes_unit | ['height', 'num_shapes_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "width",
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"expected_effect": {
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"num_shapes_unit": "SomeEffect"
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},
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"formula": "num_shapes_unit ~ width + height + num_shapes_abs",
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"skip": false
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},
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{
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"name": "num_lines_abs --> num_shapes_abs | ['height', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_lines_abs",
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"expected_effect": {
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"num_shapes_abs": "SomeEffect"
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},
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"formula": "num_shapes_abs ~ num_lines_abs + height + width",
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"skip": false
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},
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{
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"name": "num_lines_abs --> num_lines_unit | ['height', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_lines_abs",
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"expected_effect": {
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"num_lines_unit": "SomeEffect"
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},
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"formula": "num_lines_unit ~ num_lines_abs + height + width",
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"skip": false
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},
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{
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"name": "num_lines_abs _||_ num_shapes_unit | ['height', 'num_shapes_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_lines_abs",
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"expected_effect": {
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"num_shapes_unit": "NoEffect"
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},
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"formula": "num_shapes_unit ~ num_lines_abs + height + num_shapes_abs + width",
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"alpha": 0.05,
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"skip": false
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},
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{
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"name": "height --> num_lines_abs",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "height",
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"expected_effect": {
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"num_lines_abs": "SomeEffect"
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},
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"formula": "num_lines_abs ~ height",
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"skip": false
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},
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{
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"name": "intensity --> num_lines_abs",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "intensity",
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"expected_effect": {
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"num_lines_abs": "SomeEffect"
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},
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"formula": "num_lines_abs ~ intensity",
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"skip": false
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},
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{
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"name": "num_shapes_abs _||_ num_lines_unit | ['height', 'width', 'num_lines_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_shapes_abs",
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"expected_effect": {
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"num_lines_unit": "NoEffect"
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},
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"formula": "num_lines_unit ~ num_shapes_abs + height + width + num_lines_abs",
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"alpha": 0.05,
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"skip": false
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},
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{
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"name": "num_shapes_abs --> num_shapes_unit | ['height', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_shapes_abs",
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"expected_effect": {
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"num_shapes_unit": "SomeEffect"
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},
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"formula": "num_shapes_unit ~ num_shapes_abs + height + width",
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"skip": false
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},
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{
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"name": "height --> num_shapes_abs | ['num_lines_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "height",
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"expected_effect": {
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"num_shapes_abs": "SomeEffect"
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},
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"formula": "num_shapes_abs ~ height + num_lines_abs + width",
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"skip": false
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},
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{
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"name": "intensity _||_ num_shapes_abs | ['height', 'width', 'num_lines_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "intensity",
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"expected_effect": {
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"num_shapes_abs": "NoEffect"
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},
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"formula": "num_shapes_abs ~ intensity + height + width + num_lines_abs",
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"alpha": 0.05,
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"skip": false
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},
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{
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"name": "num_lines_unit _||_ num_shapes_unit | ['height', 'num_shapes_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "num_lines_unit",
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"expected_effect": {
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"num_shapes_unit": "NoEffect"
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},
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"formula": "num_shapes_unit ~ num_lines_unit + height + num_shapes_abs + width",
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"alpha": 0.05,
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"skip": false
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},
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{
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"name": "height --> num_lines_unit | ['num_lines_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "height",
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"expected_effect": {
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"num_lines_unit": "SomeEffect"
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},
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"formula": "num_lines_unit ~ height + num_lines_abs + width",
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"skip": false
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},
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{
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"name": "intensity _||_ num_lines_unit | ['height', 'width', 'num_lines_abs']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "intensity",
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"expected_effect": {
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"num_lines_unit": "NoEffect"
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},
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"formula": "num_lines_unit ~ intensity + height + width + num_lines_abs",
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"alpha": 0.05,
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"skip": false
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},
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{
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"name": "height --> num_shapes_unit | ['num_shapes_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "height",
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"expected_effect": {
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"num_shapes_unit": "SomeEffect"
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},
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"formula": "num_shapes_unit ~ height + num_shapes_abs + width",
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"skip": false
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},
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{
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"name": "intensity _||_ num_shapes_unit | ['height', 'num_shapes_abs', 'width']",
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"estimator": "LinearRegressionEstimator",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "intensity",
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"expected_effect": {
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"num_shapes_unit": "NoEffect"
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},
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"formula": "num_shapes_unit ~ intensity + height + num_shapes_abs + width",
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"alpha": 0.05,
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"skip": false
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}
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]
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}

‎docs/source/tutorials/poisson_line_process/dag.dot‎

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digraph poisson_line_process {
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width -> num_lines_abs;
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width -> num_shapes_abs;
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width -> num_lines_unit;
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width -> num_shapes_unit;
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height -> num_lines_abs;
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height -> num_shapes_abs;
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height -> num_lines_unit;
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height -> num_shapes_unit;
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num_lines_abs -> num_lines_unit;
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num_shapes_abs -> num_shapes_unit;
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intensity -> num_lines_abs;
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num_lines_abs -> num_shapes_abs ;}

‎docs/source/tutorials/poisson_line_process/dag.png‎

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