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MODULE7_LOAN_APPROVAL_SYNTHETIC

MODULE7_LOAN_APPROVAL_SYNTHETIC

MODULE7_LOAN_APPROVAL_SYNTHETIC synthetic teaching data for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Download CSV

Structure

other

File type

CSV

Module

Course catalog

Visibility

public

Preview table

Preview rows are shown when safely installed in the app. External or licensed files may need to be opened from the source link.

No local preview table is installed for this dataset. Use the download/source link, then load it with the Python example below.

Python loading code

import pandas as pd

# Download MODULE7_LOAN_APPROVAL_SYNTHETIC from the dataset link first.
data = pd.read_stata("MODULE7_LOAN_APPROVAL_SYNTHETIC.DTA")
print(data.head())

Check the variable dictionary and source documentation before dropping or recoding missing values.

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Get help with variables, graphs, regression questions, limitations, and Python loading code.

Variables dictionary

application_idnumeric

application_id used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

approvednumeric

approved used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

incomenumeric

income used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

debt_rationumeric

debt_ratio used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

credit_scorenumeric

credit_score used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

loan_to_valuenumeric

loan_to_value used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

co_signernumeric

co_signer used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

marriednumeric

married used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

applicant_groupnumeric

applicant_group used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

employment_statusnumeric

employment_status used for Module 7 linear probability models and out-of-range fitted probability diagnostics.

Missing values: Review source documentation before recoding missing values.

Practice tasks

  1. 1.MODULE7_LOAN_APPROVAL_SYNTHETIC is catalogued for Module 7 linear probability models and out-of-range fitted probability diagnostics. Installed original synthetic CSV; estimates are practice results, not real empirical findings.
  2. 2.Create one summary table and one graph that support an econometric question.
  3. 3.Write one limitation about measurement, missing data, or omitted variables.