Overview

Dataset info

Number of variables 17
Number of observations 100
Total Missing (%) 1.1%
Total size in memory 13.4 KiB
Average record size in memory 136.8 B

Variables types

Numeric 0
Categorical 12
Date 2
Text (Unique) 2
Rejected 1

Warnings

  • app_name is a recoding of process_name Rejected
  • buyer has 4 / 4.0% missing values Missing
  • category has 1 / 1.0% missing values Missing
  • spend_amount has 13 / 13.0% missing values Missing
  • spend_amount has a high cardinality: 74 distinct values Warning
  • subject has a high cardinality: 71 distinct values Warning

Variables

action_name
Categorical

Distinct count 5
Unique (%) 5.0%
Missing (%) 0.0%
Missing (n) 0
Approve
58
Submit
18
Query
13
Other values (2)
 
11
Value Count Frequency (%)  
Approve 58 58.0%
 
Submit 18 18.0%
 
Query 13 13.0%
 
Reject 6 6.0%
 
Done 5 5.0%
 

action_performed_datetime
Date

Distinct count 100
Unique (%) 100.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Minimum 2019-01-21 09:26:48
Maximum 2019-03-25 01:24:52

action_performed_emailid
Categorical

Distinct count 26
Unique (%) 26.0%
Missing (%) 0.0%
Missing (n) 0
[email protected]
23
[email protected]
14
[email protected]
 
9
Other values (23)
54
Value Count Frequency (%)  
[email protected] 23 23.0%
 
[email protected] 14 14.0%
 
[email protected] 9 9.0%
 
[email protected] 8 8.0%
 
[email protected] 7 7.0%
 
[email protected] 6 6.0%
 
[email protected] 5 5.0%
 
[email protected] 3 3.0%
 
[email protected] 3 3.0%
 
[email protected] 2 2.0%
 
Other values (16) 20 20.0%
 

app_name
Recoded

This variable is a recoding of process_name and should be ignored for analysis

assigned_to
Categorical

Distinct count 18
Unique (%) 18.0%
Missing (%) 0.0%
Missing (n) 0
""
54
"['[email protected]']"
 
8
"['[email protected]']"
 
8
Other values (15)
30
Value Count Frequency (%)  
"" 54 54.0%
 
"['[email protected]']" 8 8.0%
 
"['[email protected]']" 8 8.0%
 
"['[email protected]']" 4 4.0%
 
"['[email protected]']" 4 4.0%
 
"['[email protected]']" 4 4.0%
 
"['[email protected]', '[email protected]']" 2 2.0%
 
"['[email protected]']" 2 2.0%
 
"['[email protected]']" 2 2.0%
 
"['[email protected]']" 2 2.0%
 
Other values (8) 10 10.0%
 

buyer
Categorical

Distinct count 36
Unique (%) 37.5%
Missing (%) 4.0%
Missing (n) 4
Conrad Gutierrez
 
12
[email protected]
 
7
Roderick Cabantog
 
6
Other values (32)
71
Value Count Frequency (%)  
Conrad Gutierrez 12 12.0%
 
[email protected] 7 7.0%
 
Roderick Cabantog 6 6.0%
 
Mark Evangelista 6 6.0%
 
Glo Amboy 5 5.0%
 
[email protected] 4 4.0%
 
Luchie Reducto 4 4.0%
 
Marian Amador 4 4.0%
 
Carlson Marc Lleno 4 4.0%
 
[email protected] 3 3.0%
 
Other values (25) 41 41.0%
 
(Missing) 4 4.0%
 

category
Categorical

Distinct count 7
Unique (%) 7.1%
Missing (%) 1.0%
Missing (n) 1
Powerplant
32
Indirect
25
FCRS
19
Other values (3)
23
Value Count Frequency (%)  
Powerplant 32 32.0%
 
Indirect 25 25.0%
 
FCRS 19 19.0%
 
Civil Works 14 14.0%
 
Drilling and Well Services 5 5.0%
 
CCW 4 4.0%
 
(Missing) 1 1.0%
 

date_loaded
Categorical

Distinct count 2
Unique (%) 2.0%
Missing (%) 0.0%
Missing (n) 0
2019-03-25
62
2019-03-14
38
Value Count Frequency (%)  
2019-03-25 62 62.0%
 
2019-03-14 38 38.0%
 

datetime_loaded
Date

Distinct count 3
Unique (%) 3.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Minimum 2019-03-14 14:07:30
Maximum 2019-03-25 10:10:19

id
Categorical, Unique

First 3 values
Sh4bed83d9_1e0c_11e9_ade7_434bf7a4d76b
Sh1be4c12b_29da_11e9_a5ef_a59b1f4c5b92
Shd0a722c7_3fe0_11e9_b096_4f9093be6292
Last 3 values
Sh04384a66_1f72_11e9_b8be_b7a3902c7964
Sh2fa59ff5_4139_11e9_8e77_e7a0a1c19734
Sh07837330_1f63_11e9_890e_bfa0c70ea93a

First 10 values

Value Count Frequency (%)  
Sh030f9ae3_4962_11e9_b3ea_93be87dd649f 1 1.0%
 
Sh04384a66_1f72_11e9_b8be_b7a3902c7964 1 1.0%
 
Sh04793eba_4b88_11e9_8f9e_59a99517c888 1 1.0%
 
Sh04b3f4e1_29d1_11e9_a707_55860a3221f0 1 1.0%
 
Sh04bfc2ca_445c_11e9_a088_3fcc0c1866de 1 1.0%
 

Last 10 values

Value Count Frequency (%)  
Shf8b57d54_45fe_11e9_be79_4798d8de2618 1 1.0%
 
Shfa5bc459_4c6e_11e9_adc2_f710d44e5fef 1 1.0%
 
Shfb108663_49e1_11e9_904c_efd09cdb05c4 1 1.0%
 
Shfb59d5fd_4960_11e9_a519_e5de78d7c408 1 1.0%
 
Shff493cfd_4adc_11e9_af69_97c9d7f09d6c 1 1.0%
 

initiated_at
Categorical, Unique

First 3 values
2018-11-19 03:39:46
2019-03-19 00:33:19
2019-03-16 12:33:28
Last 3 values
2019-03-15 02:58:42
2019-01-23 23:02:59
2019-03-12 06:44:41

First 10 values

Value Count Frequency (%)  
2018-11-19 03:39:46 1 1.0%
 
2019-01-02 05:07:38 1 1.0%
 
2019-01-03 02:42:58 1 1.0%
 
2019-01-21 09:19:21 1 1.0%
 
2019-01-22 01:26:10 1 1.0%
 

Last 10 values

Value Count Frequency (%)  
2019-03-22 03:45:15 1 1.0%
 
2019-03-22 06:35:48 1 1.0%
 
2019-03-22 06:51:54 1 1.0%
 
2019-03-22 07:00:37 1 1.0%
 
2019-03-22 07:02:41 1 1.0%
 

initiated_by
Categorical

Distinct count 31
Unique (%) 31.0%
Missing (%) 0.0%
Missing (n) 0
[email protected]
23
[email protected]
14
[email protected]
 
7
Other values (28)
56
Value Count Frequency (%)  
[email protected] 23 23.0%
 
[email protected] 14 14.0%
 
[email protected] 7 7.0%
 
[email protected] 6 6.0%
 
[email protected] 5 5.0%
 
[email protected] 4 4.0%
 
[email protected] 4 4.0%
 
[email protected] 3 3.0%
 
[email protected] 3 3.0%
 
[email protected] 3 3.0%
 
Other values (21) 28 28.0%
 

process_name
Categorical

Distinct count 3
Unique (%) 3.0%
Missing (%) 0.0%
Missing (n) 0
SCM__AWARDS_PROCESSv2
62
SCM__ADVANCE_SOURCING_REQUEST
21
SCM__ADVANCE_SOURCING_REQUEST_V2
17
Value Count Frequency (%)  
SCM__AWARDS_PROCESSv2 62 62.0%
 
SCM__ADVANCE_SOURCING_REQUEST 21 21.0%
 
SCM__ADVANCE_SOURCING_REQUEST_V2 17 17.0%
 

process_step
Categorical

Distinct count 11
Unique (%) 11.0%
Missing (%) 0.0%
Missing (n) 0
Complete
48
Site/HO Fulfillment Head Approval
19
Buyer Sourcing
10
Other values (8)
23
Value Count Frequency (%)  
Complete 48 48.0%
 
Site/HO Fulfillment Head Approval 19 19.0%
 
Buyer Sourcing 10 10.0%
 
Category Manager Approval 6 6.0%
 
Buyer Assignment and CATMAN Input 5 5.0%
 
Assign Data Analyst 3 3.0%
 
Price Check and Input by Analyst from Spend Cube 2 2.0%
 
Approval for Passed Gate 2,Approval for Passed Gate 1 2 2.0%
 
Revision Task 2 2.0%
 
Transfer of Category 2 2.0%
 

site_location
Categorical

Distinct count 11
Unique (%) 11.0%
Missing (%) 0.0%
Missing (n) 0
Facilities O&M
50
Head Office
23
Bac-Man
 
9
Other values (8)
18
Value Count Frequency (%)  
Facilities O&M 50 50.0%
 
Head Office 23 23.0%
 
Bac-Man 9 9.0%
 
Technology Office 6 6.0%
 
Leyte 5 5.0%
 
Subsurface 2 2.0%
 
Human Resources 1 1.0%
 
Finance 1 1.0%
 
Negros 1 1.0%
 
Corporate Support 1 1.0%
 

spend_amount
Categorical

Distinct count 74
Unique (%) 85.1%
Missing (%) 13.0%
Missing (n) 13
0
 
9
8000000
 
2
2600000
 
2
Other values (70)
74
(Missing)
 
13
Value Count Frequency (%)  
0 9 9.0%
 
8000000 2 2.0%
 
2600000 2 2.0%
 
376515.22 2 2.0%
 
7450000 2 2.0%
 
5788803.79 2 2.0%
 
1240720 2 2.0%
 
270000 1 1.0%
 
39200000 1 1.0%
 
892983.3 1 1.0%
 
Other values (63) 63 63.0%
 
(Missing) 13 13.0%
 

subject
Categorical

Distinct count 71
Unique (%) 71.0%
Missing (%) 0.0%
Missing (n) 0
Request from [email protected]
23
Request from Edric Jordan Regalario to award Proof of Concept for Predictive Analytics of Turbine Outage/ Deration PRV3-TO-IT Technology and Innovation-2019-4052 PR to follow
 
3
Request from [email protected]
 
3
Other values (68)
71
Value Count Frequency (%)  
Request from [email protected] 23 23.0%
 
Request from Edric Jordan Regalario to award Proof of Concept for Predictive Analytics of Turbine Outage/ Deration PRV3-TO-IT Technology and Innovation-2019-4052 PR to follow 3 3.0%
 
Request from [email protected] 3 3.0%
 
Request from [email protected] to award Upper Mahiao Steamline Debottlenecking Project 4000064436 2003759 2 2.0%
 
Request from [email protected] 2 2.0%
 
Request from Carlson Marc Lleno to award VALVE;CHECK,8",SS316/AD51 CF8M,JIS,10K MRP PR 1000063458 2 2.0%
 
Request from Roderick Cabantog to award Purchase of CS Pipes for Leyte Warehouse N/A-Series 1 (Pipes) 1000059831, 1000062466 & 1000062726 1 1.0%
 
Request from Marian Amador to award Managed Services for Master Data Management (MDM) PRV3-TO-ICT-2018-2289 4000063376/1004527 1 1.0%
 
Request from [email protected] to award Replacement of System 1 Server for Bac-man Geothermal Power Plant Unit 1 Vibration Monitoring System PRV3-FOM-Technical Services-2019-4177 4000065495/1008312 1 1.0%
 
Request from Marian Amador to award IT PCARD Transactions PRV3-TO-ICT-2018-2555 4000063903/1001947 1 1.0%
 
Other values (61) 61 61.0%
 

Sample

id app_name site_location spend_amount buyer category process_name process_step assigned_to subject initiated_at initiated_by action_name action_performed_datetime action_performed_emailid date_loaded datetime_loaded
0 Sh3000ddf8_31b4_11e9_b5f4_5d86cb1a2213 kissflow_asr_headers Leyte 11716700 [email protected] Civil Works SCM__ADVANCE_SOURCING_REQUEST Buyer Sourcing "['[email protected]']" Request from [email protected] 2019-02-16 06:29:18 [email protected] Submit 2019-03-12 00:07:20 [email protected] 2019-03-14 2019-03-14 14:07:30
1 Sh07ffd92e_2dcc_11e9_a861_af427f20bc87 kissflow_asr_headers Leyte 50301900 [email protected] Civil Works SCM__ADVANCE_SOURCING_REQUEST Complete "" Request from [email protected] 2019-02-11 07:09:54 [email protected] Done 2019-03-11 03:30:23 [email protected] 2019-03-14 2019-03-14 14:07:30
2 Shf430a021_34e1_11e9_b598_87bd94577f97 kissflow_asr_headers Leyte 270000 [email protected] FCRS SCM__ADVANCE_SOURCING_REQUEST Buyer Sourcing "['[email protected]']" Request from [email protected] 2019-02-20 07:34:28 [email protected] Approve 2019-02-22 08:56:43 [email protected] 2019-03-14 2019-03-14 14:07:30
3 Sh15e0c145_30cd_11e9_b529_49f0b728f9d6 kissflow_asr_headers Head Office 8000000 Arvin Gomez Drilling and Well Services SCM__ADVANCE_SOURCING_REQUEST Complete "" Request from [email protected] 2019-02-15 02:55:00 [email protected] Approve 2019-02-22 02:54:10 [email protected] 2019-03-14 2019-03-14 14:07:30
4 Sh316e8299_2ffb_11e9_b386_999c3d26ddbc kissflow_asr_headers Head Office 8000000 Arvin Gomez Drilling and Well Services SCM__ADVANCE_SOURCING_REQUEST Price Check and Input by Analyst from Spend Cube "" Request from [email protected] 2019-02-14 01:52:32 [email protected] Reject 2019-02-15 01:31:31 [email protected] 2019-03-14 2019-03-14 14:07:30