Dataset: Example Churn Data

About this Dataset

Example Churn Data

Context

Basic telco churn dataset used to challenge students and academics

Content

Info	Description
file	churn_100k.csv
n_samples	101K
n_features	28
pct_missing	1%

suggested model features

numeric_features = ['monthly_minutes', 'customerServiceCalls', 'streaming_minutes', 'TotalBilled', 'PrevBalance', 'latePayments']

categorical_features = ['ip_address_asn', 'phone_area_code', 'customer_reg_date', 'email_domain', 'phoneModel', 'billing_city', 'billing_postal', 'billing_state', 'partner', 'PhoneService', 'MultipleLines', 'streamingPlan', 'mobileHotspot', 'wifiCallingText', 'OnlineBackup', 'device_protection', 'number_phones', 'contract_code', 'currency_code', 'maling_code', 'paperlessBilling', 'paymentMethod']

dataset performance

random sampling 70/15/15

Train AUC Score : 0.967279
Eval AUC Score : 0.958073
Test AUC Score : 0.946909

Inspiration

Fun and simple dataset to practice with.

Tables

Churn 100k

@kaggle.ban7002_example_churn_data.churn_100k

6.29 MB
101000 rows
35 columns


CREATE TABLE churn_100k (
  "monthly_minutes" DOUBLE,
  "customerservicecalls" DOUBLE,
  "streaming_minutes" DOUBLE,
  "totalbilled" DOUBLE,
  "prevbalance" DOUBLE,
  "latepayments" DOUBLE,
  "ip_address_asn" DOUBLE,
  "phone_area_code" DOUBLE,
  "customer_reg_date" TIMESTAMP,
  "email_domain" VARCHAR,
  "phonemodel" VARCHAR,
  "billing_city" VARCHAR,
  "billing_postal" DOUBLE,
  "billing_state" VARCHAR,
  "partner" VARCHAR,
  "phoneservice" VARCHAR,
  "multiplelines" VARCHAR,
  "streamingplan" VARCHAR,
  "mobilehotspot" VARCHAR,
  "wificallingtext" VARCHAR,
  "onlinebackup" VARCHAR,
  "device_protection" VARCHAR,
  "number_phones" DOUBLE,
  "contract_code" VARCHAR,
  "currency_code" VARCHAR,
  "maling_code" VARCHAR,
  "paperlessbilling" VARCHAR,
  "paymentmethod" VARCHAR,
  "event_timestamp" TIMESTAMP,
  "customerid" VARCHAR,
  "billing_address" VARCHAR,
  "gender" VARCHAR,
  "networkspeed" VARCHAR,
  "senior_citizen" DOUBLE,
  "event_label" VARCHAR
);