Hugging Face's logo

Datasets:
aai510-group1
/
telco-customer-churn

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
1K - 10K
Tags:
tabular-classification
churn-prediction
telecom
customer-retention
demographics
customer-service
Libraries:
Datasets
pandas
Dataset card Viewer Files Community
1
jonathanagustin commited on
Commit
bdd5fa7
•
1 Parent(s): db5ef71

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +65 -71
README.md CHANGED
@@ -1,40 +1,49 @@
1
- ---
2
  language:
3
  - en
4
  tags:
5
- - tabular-classification
6
  - churn-prediction
7
- - telecom
8
  - customer-retention
9
- - demographics
10
  - customer-service
 
 
 
11
  pretty_name: Telco Customer Churn
12
  dataset_info:
13
  - config_name: default
14
  features:
15
- - name: Customer ID
16
- dtype: string
17
- - name: Gender
18
- dtype: string
19
  - name: Age
20
  dtype: int64
21
- - name: Under 30
22
- dtype: bool
23
- - name: Senior Citizen
24
- dtype: bool
25
- - name: Married
26
- dtype: bool
27
- - name: Dependents
28
- dtype: bool
29
- - name: Number of Dependents
30
- dtype: int64
31
- - name: Country
32
  dtype: string
33
- - name: State
 
 
34
  dtype: string
 
 
 
 
35
  - name: City
36
  dtype: string
37
- - name: Zip Code
 
 
 
 
 
 
 
 
 
 
 
 
 
 
38
  dtype: string
39
  - name: Lat Long
40
  dtype: string
@@ -42,83 +51,68 @@ dataset_info:
42
  dtype: float64
43
  - name: Longitude
44
  dtype: float64
45
- - name: Population
46
- dtype: int64
47
- - name: Quarter
48
- dtype: string
49
- - name: Referred a Friend
50
  dtype: bool
51
- - name: Number of Referrals
 
 
 
 
52
  dtype: int64
53
- - name: Tenure in Months
54
  dtype: int64
55
  - name: Offer
56
  dtype: string
57
- - name: Phone Service
58
- dtype: bool
59
- - name: Avg Monthly Long Distance Charges
60
- dtype: float64
61
- - name: Multiple Lines
62
- dtype: string
63
- - name: Internet Service
64
  dtype: bool
65
- - name: Internet Type
66
- dtype: string
67
- - name: Avg Monthly GB Download
68
- dtype: float64
69
  - name: Online Security
70
  dtype: bool
71
- - name: Online Backup
72
  dtype: bool
73
- - name: Device Protection Plan
 
 
 
 
74
  dtype: bool
 
 
75
  - name: Premium Tech Support
76
  dtype: bool
77
- - name: Streaming TV
 
 
 
 
 
 
78
  dtype: bool
 
 
79
  - name: Streaming Movies
80
  dtype: bool
81
  - name: Streaming Music
82
  dtype: bool
83
- - name: Unlimited Data
84
- dtype: bool
85
- - name: Contract
86
- dtype: string
87
- - name: Paperless Billing
88
  dtype: bool
89
- - name: Payment Method
90
- dtype: string
91
- - name: Monthly Charge
92
- dtype: float64
93
  - name: Total Charges
94
  dtype: float64
95
- - name: Total Refunds
96
- dtype: float64
97
  - name: Total Extra Data Charges
98
  dtype: float64
99
  - name: Total Long Distance Charges
100
  dtype: float64
101
- - name: Total Revenue
102
  dtype: float64
103
- - name: Satisfaction Score
104
- dtype: int64
105
- - name: Customer Status
106
- dtype: string
107
- - name: Churn Label
108
- dtype: string
109
- - name: Churn Value
110
- dtype: int64
111
- - name: Churn Score
112
- dtype: int64
113
- - name: CLTV
114
  dtype: float64
115
- - name: Churn Category
116
- dtype: string
117
- - name: Churn Reason
118
- dtype: string
119
- - name: Partner
120
  dtype: bool
121
-
 
 
 
122
  ---
123
  ## Telco Customer Churn
124
 
 
 
1
  language:
2
  - en
3
  tags:
 
4
  - churn-prediction
 
5
  - customer-retention
 
6
  - customer-service
7
+ - demographics
8
+ - telecom
9
+ - tabular-classification
10
  pretty_name: Telco Customer Churn
11
  dataset_info:
12
  - config_name: default
13
  features:
 
 
 
 
14
  - name: Age
15
  dtype: int64
16
+ - name: Avg Monthly GB Download
17
+ dtype: float64
18
+ - name: Avg Monthly Long Distance Charges
19
+ dtype: float64
20
+ - name: Churn Category
 
 
 
 
 
 
21
  dtype: string
22
+ - name: Churn Label
23
+ dtype: string # Target Variable
24
+ - name: Churn Reason
25
  dtype: string
26
+ - name: Churn Score
27
+ dtype: int64
28
+ - name: Churn Value
29
+ dtype: int64
30
  - name: City
31
  dtype: string
32
+ - name: CLTV
33
+ dtype: float64
34
+ - name: Contract
35
+ dtype: string
36
+ - name: Country
37
+ dtype: string
38
+ - name: Customer ID
39
+ dtype: string
40
+ - name: Customer Status
41
+ dtype: string
42
+ - name: Dependents
43
+ dtype: bool
44
+ - name: Device Protection Plan
45
+ dtype: bool
46
+ - name: Gender
47
  dtype: string
48
  - name: Lat Long
49
  dtype: string
 
51
  dtype: float64
52
  - name: Longitude
53
  dtype: float64
54
+ - name: Married
 
 
 
 
55
  dtype: bool
56
+ - name: Monthly Charge
57
+ dtype: float64
58
+ - name: Multiple Lines
59
+ dtype: string
60
+ - name: Number of Dependents
61
  dtype: int64
62
+ - name: Number of Referrals
63
  dtype: int64
64
  - name: Offer
65
  dtype: string
66
+ - name: Online Backup
 
 
 
 
 
 
67
  dtype: bool
 
 
 
 
68
  - name: Online Security
69
  dtype: bool
70
+ - name: Paperless Billing
71
  dtype: bool
72
+ - name: Partner
73
+ dtype: bool
74
+ - name: Payment Method
75
+ dtype: string
76
+ - name: Phone Service
77
  dtype: bool
78
+ - name: Population
79
+ dtype: int64
80
  - name: Premium Tech Support
81
  dtype: bool
82
+ - name: Quarter
83
+ dtype: string
84
+ - name: Referred a Friend
85
+ dtype: bool
86
+ - name: Satisfaction Score
87
+ dtype: int64
88
+ - name: Senior Citizen
89
  dtype: bool
90
+ - name: State
91
+ dtype: string
92
  - name: Streaming Movies
93
  dtype: bool
94
  - name: Streaming Music
95
  dtype: bool
96
+ - name: Streaming TV
 
 
 
 
97
  dtype: bool
98
+ - name: Tenure in Months
99
+ dtype: int64
 
 
100
  - name: Total Charges
101
  dtype: float64
 
 
102
  - name: Total Extra Data Charges
103
  dtype: float64
104
  - name: Total Long Distance Charges
105
  dtype: float64
106
+ - name: Total Refunds
107
  dtype: float64
108
+ - name: Total Revenue
 
 
 
 
 
 
 
 
 
 
109
  dtype: float64
110
+ - name: Under 30
 
 
 
 
111
  dtype: bool
112
+ - name: Unlimited Data
113
+ dtype: bool
114
+ - name: Zip Code
115
+ dtype: string
116
  ---
117
  ## Telco Customer Churn
118