DoWhy example on ihdp (Infant Health and Development Program) dataset

[1]:
# importing required libraries
import dowhy
from dowhy import CausalModel
import pandas as pd
import numpy as np

Loading Data

[2]:
data= pd.read_csv("https://raw.githubusercontent.com/AMLab-Amsterdam/CEVAE/master/datasets/IHDP/csv/ihdp_npci_1.csv", header = None)
col =  ["treatment", "y_factual", "y_cfactual", "mu0", "mu1" ,]
for i in range(1,26):
    col.append("x"+str(i))
data.columns = col
data = data.astype({"treatment":'bool'}, copy=False)
data.head()
[2]:
treatment y_factual y_cfactual mu0 mu1 x1 x2 x3 x4 x5 ... x16 x17 x18 x19 x20 x21 x22 x23 x24 x25
0 True 5.599916 4.318780 3.268256 6.854457 -0.528603 -0.343455 1.128554 0.161703 -0.316603 ... 1 1 1 1 0 0 0 0 0 0
1 False 6.875856 7.856495 6.636059 7.562718 -1.736945 -1.802002 0.383828 2.244320 -0.629189 ... 1 1 1 1 0 0 0 0 0 0
2 False 2.996273 6.633952 1.570536 6.121617 -0.807451 -0.202946 -0.360898 -0.879606 0.808706 ... 1 0 1 1 0 0 0 0 0 0
3 False 1.366206 5.697239 1.244738 5.889125 0.390083 0.596582 -1.850350 -0.879606 -0.004017 ... 1 0 1 1 0 0 0 0 0 0
4 False 1.963538 6.202582 1.685048 6.191994 -1.045229 -0.602710 0.011465 0.161703 0.683672 ... 1 1 1 1 0 0 0 0 0 0

5 rows × 30 columns

1.Model

[3]:
# Create a causal model from the data and given common causes.
xs = ""
for i in range(1,26):
    xs += ("x"+str(i)+"+")

model=CausalModel(
        data = data,
        treatment='treatment',
        outcome='y_factual',
        common_causes=xs.split('+')
        )

WARNING:dowhy.causal_model:Causal Graph not provided. DoWhy will construct a graph based on data inputs.
INFO:dowhy.causal_model:Model to find the causal effect of treatment ['treatment'] on outcome ['y_factual']

2.Identify

[4]:
#Identify the causal effect
identified_estimand = model.identify_effect(proceed_when_unidentifiable=True)
print(identified_estimand)
WARNING:dowhy.causal_identifier:If this is observed data (not from a randomized experiment), there might always be missing confounders. Causal effect cannot be identified perfectly.
INFO:dowhy.causal_identifier:Continuing by ignoring these unobserved confounders because proceed_when_unidentifiable flag is True.
INFO:dowhy.causal_identifier:Instrumental variables for treatment and outcome:[]
INFO:dowhy.causal_identifier:Frontdoor variables for treatment and outcome:[]
Estimand type: nonparametric-ate

### Estimand : 1
Estimand name: backdoor1 (Default)
Estimand expression:
     d
────────────(Expectation(y_factual|x9,x10,x25,x2,x23,x16,x24,x17,x6,x3,x5,x1,x
d[treatment]


8,x22,x14,x12,x7,x21,x19,x11,x13,x15,x4,x18,x20))

Estimand assumption 1, Unconfoundedness: If U→{treatment} and U→y_factual then P(y_factual|treatment,x9,x10,x25,x2,x23,x16,x24,x17,x6,x3,x5,x1,x8,x22,x14,x12,x7,x21,x19,x11,x13,x15,x4,x18,x20,U) = P(y_factual|treatment,x9,x10,x25,x2,x23,x16,x24,x17,x6,x3,x5,x1,x8,x22,x14,x12,x7,x21,x19,x11,x13,x15,x4,x18,x20)

### Estimand : 2
Estimand name: iv
No such variable found!

### Estimand : 3
Estimand name: frontdoor
No such variable found!

3. Estimate (using different methods)

3.1 Using Linear Regression

[5]:
# Estimate the causal effect and compare it with Average Treatment Effect
estimate = model.estimate_effect(identified_estimand,
        method_name="backdoor.linear_regression", test_significance=True
)

print(estimate)

print("Causal Estimate is " + str(estimate.value))
data_1 = data[data["treatment"]==1]
data_0 = data[data["treatment"]==0]

print("ATE", np.mean(data_1["y_factual"])- np.mean(data_0["y_factual"]))

INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
INFO:dowhy.causal_estimator:INFO: Using Linear Regression Estimator
*** Causal Estimate ***

## Identified estimand
Estimand type: nonparametric-ate

## Realized estimand
b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
Target units: ate

## Estimate
Mean value: 3.9286717508727187
p-value: [1.58915682e-156]

Causal Estimate is 3.9286717508727187
ATE 4.021121012430829

3.2 Using Propensity Score Matching

[6]:
estimate = model.estimate_effect(identified_estimand,
        method_name="backdoor.propensity_score_matching"
)

print("Causal Estimate is " + str(estimate.value))

print("ATE", np.mean(data_1["y_factual"])- np.mean(data_0["y_factual"]))

INFO:dowhy.causal_estimator:INFO: Using Propensity Score Matching Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
Causal Estimate is 3.9791388232170393
ATE 4.021121012430829

3.3 Using Propensity Score Stratification

[7]:
estimate = model.estimate_effect(identified_estimand,
        method_name="backdoor.propensity_score_stratification", method_params={'num_strata':50, 'clipping_threshold':5}
)

print("Causal Estimate is " + str(estimate.value))
print("ATE", np.mean(data_1["y_factual"])- np.mean(data_0["y_factual"]))


INFO:dowhy.causal_estimator:INFO: Using Propensity Score Stratification Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
Causal Estimate is 3.4550471588628207
ATE 4.021121012430829

3.4 Using Propensity Score Weighting

[8]:
estimate = model.estimate_effect(identified_estimand,
        method_name="backdoor.propensity_score_weighting"
)

print("Causal Estimate is " + str(estimate.value))

print("ATE", np.mean(data_1["y_factual"])- np.mean(data_0["y_factual"]))

INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
Causal Estimate is 3.4097378244209224
ATE 4.021121012430829

4. Refute

[9]:
refute_results=model.refute_estimate(identified_estimand, estimate,
        method_name="random_common_cause")
print(refute_results)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20+w_random
Refute: Add a Random Common Cause
Estimated effect:3.4097378244209224
New effect:3.3939798420667118

/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
[10]:
res_placebo=model.refute_estimate(identified_estimand, estimate,
        method_name="placebo_treatment_refuter", placebo_type="permute")
print(res_placebo)
INFO:dowhy.causal_refuters.placebo_treatment_refuter:Refutation over 100 simulated datasets of permute treatment
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~placebo+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_refuters.placebo_treatment_refuter:Making use of Bootstrap as we have more than 100 examples.
                 Note: The greater the number of examples, the more accurate are the confidence estimates
Refute: Use a Placebo Treatment
Estimated effect:3.4097378244209224
New effect:-0.05178991240320383
p value:0.37

4.3 Data Subset Refuter

[11]:
res_subset=model.refute_estimate(identified_estimand, estimate,
        method_name="data_subset_refuter", subset_fraction=0.9)
print(res_subset)
INFO:dowhy.causal_refuters.data_subset_refuter:Refutation over 0.9 simulated datasets of size 672.3000000000001 each
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_estimator:INFO: Using Propensity Score Weighting Estimator
INFO:dowhy.causal_estimator:b: y_factual~treatment+x9+x10+x25+x2+x23+x16+x24+x17+x6+x3+x5+x1+x8+x22+x14+x12+x7+x21+x19+x11+x13+x15+x4+x18+x20
/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(**kwargs)
INFO:dowhy.causal_refuters.data_subset_refuter:Making use of Bootstrap as we have more than 100 examples.
                 Note: The greater the number of examples, the more accurate are the confidence estimates
Refute: Use a subset of data
Estimated effect:3.4097378244209224
New effect:3.3805157716994647
p value:0.43999999999999995