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add: test files
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‎dafni/data/inputs/causal_tests.json‎

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{
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"tests": [
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{
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"name": "vaccine --> cum_vaccinations",
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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": "vaccine",
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"expected_effect": {
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"cum_vaccinations": "SomeEffect"
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},
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"formula": "cum_vaccinations ~ vaccine",
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"skip": false
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},
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{
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"name": "vaccine --> cum_vaccinated",
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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": "vaccine",
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"expected_effect": {
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"cum_vaccinated": "SomeEffect"
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},
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"formula": "cum_vaccinated ~ vaccine",
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"skip": false
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},
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{
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"name": "vaccine --> cum_infections",
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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": "vaccine",
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"expected_effect": {
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"cum_infections": "SomeEffect"
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},
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"formula": "cum_infections ~ vaccine",
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"skip": false
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},
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{
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"name": "cum_vaccinations _||_ cum_vaccinated | ['vaccine']",
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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": "cum_vaccinations",
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"expected_effect": {
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"cum_vaccinated": "NoEffect"
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},
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"formula": "cum_vaccinated ~ cum_vaccinations + vaccine",
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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": "cum_vaccinations _||_ cum_infections | ['vaccine']",
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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": "cum_vaccinations",
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"expected_effect": {
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"cum_infections": "NoEffect"
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},
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"formula": "cum_infections ~ cum_vaccinations + vaccine",
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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": "cum_vaccinated _||_ cum_infections | ['vaccine']",
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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": "cum_vaccinated",
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"expected_effect": {
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"cum_infections": "NoEffect"
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},
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"formula": "cum_infections ~ cum_vaccinated + vaccine",
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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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}

‎dafni/data/outputs/causal_test_results.json‎

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[
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{
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"name": "vaccine --> cum_vaccinations",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "vaccine",
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"expected_effect": {
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"cum_vaccinations": "SomeEffect"
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},
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"formula": "cum_vaccinations ~ vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": true,
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"result": {
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"treatment": "vaccine",
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"outcome": "cum_vaccinations",
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"adjustment_set": [],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"vaccine": 315785.1333333332
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},
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"ci_low": {
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"vaccine": 315339.1666500188
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},
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"ci_high": {
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"vaccine": 316231.1000166476
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}
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}
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},
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{
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"name": "vaccine --> cum_vaccinated",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "vaccine",
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"expected_effect": {
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"cum_vaccinated": "SomeEffect"
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},
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"formula": "cum_vaccinated ~ vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": true,
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"result": {
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"treatment": "vaccine",
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"outcome": "cum_vaccinated",
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"adjustment_set": [],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"vaccine": 266389.9166666665
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},
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"ci_low": {
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"vaccine": 265943.9382101579
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},
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"ci_high": {
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"vaccine": 266835.8951231751
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}
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}
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},
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{
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"name": "vaccine --> cum_infections",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "vaccine",
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"expected_effect": {
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"cum_infections": "SomeEffect"
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},
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"formula": "cum_infections ~ vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": true,
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"result": {
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"treatment": "vaccine",
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"outcome": "cum_infections",
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"adjustment_set": [],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"vaccine": 3332.883333333332
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},
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"ci_low": {
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"vaccine": 3274.9650508109467
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},
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"ci_high": {
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"vaccine": 3390.801615855717
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}
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}
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},
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{
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"name": "cum_vaccinations _||_ cum_vaccinated | ['vaccine']",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "cum_vaccinations",
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"expected_effect": {
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"cum_vaccinated": "NoEffect"
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},
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"formula": "cum_vaccinated ~ cum_vaccinations + vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": false,
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"result": {
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"treatment": "cum_vaccinations",
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"outcome": "cum_vaccinated",
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"adjustment_set": [
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"vaccine"
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],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"cum_vaccinations": 0.9998656401531978
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},
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"ci_low": {
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"cum_vaccinations": 0.9929245394500337
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},
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"ci_high": {
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"cum_vaccinations": 1.006806740856362
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}
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}
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},
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{
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"name": "cum_vaccinations _||_ cum_infections | ['vaccine']",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "cum_vaccinations",
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"expected_effect": {
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"cum_infections": "NoEffect"
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},
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"formula": "cum_infections ~ cum_vaccinations + vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": true,
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"result": {
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"treatment": "cum_vaccinations",
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"outcome": "cum_infections",
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"adjustment_set": [
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"vaccine"
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],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"cum_vaccinations": -0.006416682407512808
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},
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"ci_low": {
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"cum_vaccinations": -0.056630100838863134
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},
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"ci_high": {
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"cum_vaccinations": 0.04379673602383752
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}
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}
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},
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{
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"name": "cum_vaccinated _||_ cum_infections | ['vaccine']",
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"estimate_type": "coefficient",
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"effect": "direct",
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"treatment_variable": "cum_vaccinated",
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"expected_effect": {
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"cum_infections": "NoEffect"
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},
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"formula": "cum_infections ~ cum_vaccinated + vaccine",
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"alpha": 0.05,
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"skip": false,
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"passed": true,
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"result": {
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"treatment": "cum_vaccinated",
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"outcome": "cum_infections",
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"adjustment_set": [
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"vaccine"
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],
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"effect_measure": "coefficient",
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"effect_estimate": {
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"cum_vaccinated": -0.00617690058829258
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},
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"ci_low": {
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"cum_vaccinated": -0.056393496121197616
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},
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"ci_high": {
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"cum_vaccinated": 0.044039694944612455
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}
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}
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}
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]

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