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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419082	CLM	Magaret Parker	1970-03-03	UHC-49124-60	8119125673	2902 Willow Ct, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107611	ENR	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133721	ENR	Daniele Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404497	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107923	ENR	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 988, Gilbert, AZ, 85254	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112369	ENR	Brenda M Phillips	1945-10-26	UHC-36458-25	5117760774	5189 Grand Ave, Orlando, FL, 32884	0.52	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+2 more
ENR-112937	ENR	Matthew E Jones	2002-04-11	UHC-71563-08	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414672	CLM	Grace E Cole	1972-04-15	—	—	8933 Meadow Ln # 456, Glendale, AZ, 85399	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111683	ENR	Marilyn T Richads	1995-06-26	UHC-52260-31	9079841631	2627 Church St, Denver, CO, 80240	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-58647	TPA	Carolyn Gordn	1956-11-16	UHC-62649-12	—	5433 Desert Sky Blvd, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425246	CLM	Martha Watson	1976-12-23	UHC-66588-79	—	6159 Union St, Eden Prairie, MN, 55365	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
CLM-427637	CLM	Roy G Burns	1996-01-06	UHC-22217-24	—	1170 Church St, Denver, CO, 80296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27951	PRV	John Z Bryant	1951-11-03	—	6278474946	9217 Elm St, Orlando, FL	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59387	TPA	Larry Bradley	2001-10-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142058	ENR	Timothy G Bennett	1940-11-17	UHC-58565-83	3744460647	1538 Harbor Blvd # 855, Tempe, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
ENR-118202	ENR	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-61374	TPA	Joan Soto	1981-05-17	—	—	1004 Apache Blvd Apt 14, Los Angeles, CA, 90000	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411481	CLM	Sarah W Olson	2000-06-19	UHC-48451-84	—	5496 River Rd, Seattle, WA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
PRV-22171	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	—	1837 Pine Dr, Houston, TX, 77041	0.52	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed+2 more
PRV-21889	PRV	Kennth Roberts	1976-01-07	—	—	2936 Hillcrest Rd, Chandler, AZ, 85268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416531	CLM	Frances Black	1973-01-08	—	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405413	CLM	Hannah Garrett	—	UHC-32176-42	—	478 Sunset Blvd, Minneapolis, MN	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-109603	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109602	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120838	ENR	Jacob V George	1957-06-02	UHC-55194-69	4223889938	1133 Lincoln Way # 436, Eden Prairie, MN, 55383	0.52	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-50837	TPA	Kyle Z Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140212	ENR	Sophia M Soto	1949-02-25	UHC-01510-29	5622436561	8505 Ridge Rd # 709, Jacksonville, FL, 32287	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-122731	ENR	Luis C Payne	—	UHC-99621-94	7542827422	9208 Baseline Rd Apt 19, Houston, TX, 77057	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-102046	ENR	Richard P Stewart	1997-01-27	UHC-90730-92	—	524 Mountain View Dr, Miami, FL	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
TPA-61307	TPA	Mason McDonaald	1974-03-23	UHC-56620-79	8689519816	2651 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-139633	ENR	Alan P Gilbert	—	—	—	7071 Union St, Columbus, OH, 43298	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-116245	ENR	Jeffrey C Cruz	1953-02-14	UHC-64784-69	—	6155 Ocean Ave # 695, Nashville, TN, 37211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404784	CLM	Stephen Li	1994-06-25	UHC-49292-64	—	9593 Harbor Blvd, Atlanta, GA, 30321	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
TPA-55740	TPA	Danielle Thompson	1993-05-12	UHC-07773-71	—	5664 Ridge Rd, Columbus, OH, 43221	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-119566	ENR	Carolyn P Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr, Tucson, AZ	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119334	ENR	Samuel Y Vargas	1949-09-18	UHC-39371-85	—	3642 Apache Blvd, Atlanta, GA, 30374	0.52	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-132892	ENR	Logan Parkar	1994-07-10	UHC-13216-29	—	7040 Willow Ct, Gilbert, AZ, 85235	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-415113	CLM	Charles Hill	1993-12-10	UHC-05062-59	—	7232 Grand Ave, Denver, CO, 80239	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-408280	CLM	Jennifer A Rogers	1942-06-12	UHC-08853-68	—	5864 Union St, Scottsdale, AZ, 85299	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+2 more

39,996 rows, page 63 of 800Previous Next