Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115195	ENR	Heather W Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St # 506, Seattle, WA, 98188	0.22	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139625	ENR	Austin Singh	1955-12-07	UHC-58954-14	8804436920	8652 Indian School Rd, Phoenix, AZ	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419620	CLM	Debra Ray	1970-06-16	UHC-95973-52	7129549165	9349 Meadow Ln # 709, San Diego, CA, 92106	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-405946	CLM	Harold Carr	—	UHC-73917-09	2926201081	7475 Pine Dr, Denver, CO, 80247	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-118924	ENR	Megan B Sims	1954-12-24	UHC-08660-21	6754320626	3383 Sunset Blvd, Orlando, FL, 32800	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-112935	ENR	KatherineJunk	1946-03-12	UHC-45309-24	2379044984	8488 Ridge Rd # 511, Orlando, FL	0.22	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-104447	ENR	Jessica Bennett	1957-09-24	—	4998457419	41 Indian School Rd # 527, Mesa, AZ, 85227	0.22	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-104308	ENR	Madison L Carlson	—	UHC-83035-31	9263537422	789 Willow Ct, Denver, CO, 80287	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+5 more
PRV-20511	PRV	Andrew Thomas	1938-06-26	—	6132471757	3126 Indian School Rd Apt 17, Tampa, FL, 33694	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-52817	TPA	Jack Contreras	1981-12-13	—	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.22	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-425440	CLM	Donald Y Lane	1974-01-25	—	9223675811	4221 Cedar Ln # 242, Denver, CO, 80291	0.22	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127117	ENR	Logan E Dominguez	1955-08-15	UHC-56133-86	2712191081	7287 Pine Dr, Gilbert, AZ	0.22	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-404976	CLM	Jack Marshall	—	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-109289	ENR	Hannah Q Tuckre	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.22	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-102176	ENR	Frank Li	1974-10-04	UHC-11541-03	3346189898	7401 Indian School Rd, Jacksonville, FL	0.22	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
TPA-62821	TPA	Denise Tran	1994-09-08	—	8364470391	7545 Spring St, San Antonio, TX, 78264	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-20560	PRV	Evelyn Johnston	1940-12-09	—	5663803555	5408 Willow Ct # 165, Plano, TX	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-405762	CLM	Peter Mendoza	—	UHC-10519-63	7336488244	4978 Valley View Dr Apt 11, Austin, TX, 78766	0.22	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-114588	ENR	Nancy X Evans	1955-07-19	UHC-89861-37	8429234003	7985 Market St, Dallas, TX, 75283	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-102425	ENR	Mike F Harrison	1939-02-25	UHC-19556-29	2267729842	935 Main St # 964, Los Angeles, CA	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124066	ENR	Billy K Gardner	1991-12-14	UHC-78599-36	3958816545	4565 Ocean Ave, San Antonio, TX, 78286	0.24	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139538	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl Apt 31, Phoenix, AZ	0.24	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-109232	ENR	Brenda Wells	1997-08-04	UHC-29827-19	3667773249	3625 Willow Ct, Scottsdale, AZ, 85213	0.24	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-112676	ENR	Alice Bennett	1981-10-20	UHC-05340-64	4112656633	2277 Pine Dr # 829, Dallas, TX	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107514	ENR	Luis K Richardson	1990-06-10	UHC-29830-20	8767752384	7253 Elm St # 531, Los Angeles, CA, 90080	0.24	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129206	ENR	Maria I Jones	1981-12-28	UHC-59633-24	6089785312	5204 Spring St, Chandler, AZ	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
CLM-408078	CLM	Melissa Gardner	—	UHC-81275-40	6383769295	778 Apache Blvd Apt 17, Austin, TX	0.24	Date of birth missing Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-105177	ENR	Denise G Holmes	1959-01-03	UHC-60464-69	5408440157	3183 Highland Ave # 984, Dallas, TX, 75214	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103412	ENR	Kathleen Hanson	—	UHC-09595-21	2595614710	1114 Grand Ave, Gilbert, AZ	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-103411	ENR	Kathleen Hanson	—	UHC-09595-21	2595614710	1114 Grand Ave, Gilbert, AZ	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-130028	ENR	Laura Anderson	—	UHC-17588-71	6426907616	3129 Sage Ct # 297, Nashville, TN, 37292	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-134720	ENR	Gloria E Burtton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd # 865, Glendale, AZ, 85362	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-133323	ENR	Diego Singh	1957-02-26	UHC-30634-18	9874884930	5639 Hillcrest Rd Apt 15, Denver, CO	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107430	ENR	James E Rivera	—	UHC-90965-61	6896869435	1090 Spring St Apt 4, Glendale, AZ, 85375	0.24	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-137395	ENR	Bryan Q Espinoza	2007-05-17	UHC-24021-41	6769467110	5562 Grand Ave # 643, Scottsdale, AZ, 85231	0.24	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130290	ENR	Jonathan L Green	1964-07-25	UHC-91476-16	2067330935	4983 Ocean Ave, Jacksonville, FL, 32246	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-125754	ENR	Vicky X Howard	1961-09-20	UHC-87606-64	5888107099	8016 Washington St, Atlanta, GA, 30351	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-403089	CLM	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116766	ENR	Sofia G Fields	1992-11-05	UHC-87225-68	4844312014	2497 Camelback Rd, Charlotte, NC	0.24	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128204	ENR	Julie Hoffman	1940-03-12	UHC-83320-02	6476584349	5665 Park Pl, Eden Prairie, MN, 55392	0.26	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123588	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd # 401, Plano, TX, 75090	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-129493	ENR	Mariana G Ramus	1973-01-26	UHC-64632-56	4383655477	4796 Elm St, Gilbert, AZ	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-112380	ENR	Amy Schultz	—	UHC-39965-34	9464795485	7749 Jefferson Ave, Glendale, AZ	0.26	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105523	ENR	Marcus T Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.26	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-411356	CLM	Mary Fields	1941-09-09	UHC-14826-97	8967475152	6672 Elm St Apt 1, Denver, CO, 80238	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131207	ENR	Cynthia S Austin	1981-11-24	UHC-47971-21	6069567141	2962 Washington St, San Antonio, TX, 78289	0.26	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-114795	ENR	Julie Wright	1956-04-09	UHC-83791-96	4454068073	1200 Meadow Ln, San Diego, CA, 92131	0.26	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140205	ENR	JJunk	1977-08-17	UHC-77280-77	2502990466	720 Main St Apt 36, Las Vegas, NV	0.26	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

50,244 rows, page 2 of 1,005Previous Next