aliaksandrkazlou

#### Libraries ----

library(tidyverse)
library(ggrepel)
library(ggthemr)

#### Data preparation ----

# Data from:
# https://ourworldindata.org/grapher/life-expectancy?time=2019

aliaksandrkazlou

#### Libraries --------------------

library(haven)
library(tidyverse)
library(sjlabelled)
library(zoo)

#### Data Prep --------------------

# from https://data.stanford.edu/hcmst

aliaksandrkazlou

#### Libraries --------------------

library(data.table)
library(ggplot2)
library(msm)
library(glue)

#### Data --------------------

# inputs from here https://jamanetwork.com/journals/jamapsychiatry/fullarticle/482702

aliaksandrkazlou

#### Libraries --------------------

library(WDI)
library(data.table)
library(ggplot2)

#### Data --------------------

# uv data is from here
# https://apps.who.int/gho/data/view.main.35300

aliaksandrkazlou

from sklearn.model_selection import train_test_split
from sklearn.datasets import make_classification
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score
import random
import numpy as np
import pandas as pd

random_state = 123

aliaksandrkazlou

"""
Simulating performance of the IV estimators against unobserved covariates.
"""
import numpy as np
import pandas as pd
from modified_linear_dataset import modified_linear_dataset
from simulation_function import simulate_dag_violations

# Number of simulations
N = 100

aliaksandrkazlou

"""
Simulating performance of the back-door estimators against unobserved covariates.
"""
import numpy as np
import pandas as pd
from modified_linear_dataset import modified_linear_dataset
from simulation_function import simulate_dag_violations

# Number of simulations
N = 100

aliaksandrkazlou

"""
Function to run simulations on different versions of the original dataset from
https://microsoft.github.io/dowhy/dowhy_estimation_methods.html 
modified_linear_dataset is a slighly modifed version of linear_dataset from 
https://github.com/microsoft/dowhy/blob/master/dowhy/datasets.py
Full code is availible at https://github.com/aliaksandrkazlou/shinytools
"""
import numpy as np
import pandas as pd
from dowhy import CausalModel