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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127260	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave, Tempe, AZ, 85299	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128649	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129279	ENR	Mei Murray	1983-11-06	UHC-55877-03	6398467297	8337 Central Ave, Columbus, OH, 43232	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138662	ENR	Steven C Tucker	1981-11-25	UHC-06585-82	8319356904	8277 Highland Ave, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135254	ENR	Joseph D Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104793	ENR	Raymond N Armstrong	—	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138216	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138217	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124476	ENR	Camila Shaw	1945-10-10	UHC-48277-33	3027155032	7398 Main St, Tucson, AZ, 85777	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139816	ENR	Brenda P Guerrero	1989-08-12	UHC-76710-72	2902383631	2456 Maple Ave, Sacramento, CA, 95828	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128396	ENR	Carlos Sullivan	1948-05-15	UHC-14063-41	5736598305	4850 Mountain View Dr, Denver, CO, 80260	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-123828	ENR	Amber W Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ, 85330	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115130	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118048	ENR	Ryan J Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-122169	ENR	Isabella T Weaver	1948-01-03	UHC-66908-85	5325548845	511 Lake View Rd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109415	ENR	Jeffrey Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126622	ENR	Laura Q Armstrong	2002-02-16	UHC-03309-66	2103468265	6203 Indian School Rd, Dallas, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125338	ENR	Arjun Hill	1987-10-13	UHC-61760-65	7608273828	3066 Maple Ave, Eden Prairie, MN, 55318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133567	ENR	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120363	ENR	Gebriel F Patel	1995-03-20	UHC-43384-72	3755843495	2367 Valley View Dr, Houston, TX, 77012	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130613	ENR	Sam F Washington	1995-02-23	UHC-17963-87	—	4213 Cedar Ln, Glendale, AZ, 85331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129502	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129503	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102209	ENR	William N Stevens	1945-01-06	UHC-98045-07	7155647102	6848 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103241	ENR	Bruce Myers	1997-07-10	UHC-71481-08	6239787690	162 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133792	ENR	Peterson Laura	1998-11-12	UHC-01699-49	6325444363	7718 Main St, Tempe, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142966	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112444	ENR	Kevin Fuller	1990-03-20	UHC-80082-47	7186995415	8731 Canyon Rd, Dallas, TX, 75245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-102423	ENR	Patrick P Oslon	1966-04-06	UHC-86086-81	5634313528	6165 Main St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106283	ENR	Lori Payne	1983-12-05	UHC-01085-43	9366677228	6318 Sage Ct, Las Vegas, NV, 89122	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136093	ENR	Ashley Pierce	1956-03-23	UHC-16682-09	3555111179	4004 Jefferson Ave, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103981	ENR	Jose M Howell	1978-11-01	UHC-12973-72	6739455433	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135398	ENR	George T Estrada	2008-02-27	UHC-75585-02	7505009020	5649 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127514	ENR	Gabriel W Torres	1962-04-24	UHC-05549-07	7927469559	2356 Desert Sky Blvd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-129754	ENR	Scott Wong	1958-12-14	UHC-42663-34	6313213485	8897 Park Pl, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114155	ENR	William T Estrada	1986-03-23	UHC-21935-35	8633448733	8952 Cedar Ln, Plano, TX, 75003	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-112570	ENR	Jacob R Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111356	ENR	Mark G Henderson	1988-11-06	UHC-33626-22	9643562970	3990 Grand Ave Apt 12, Minneapolis, MN, 55431	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

8,934 rows, page 43 of 179Previous Next