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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101361	ENR	Carolyn L Collins	2001-07-24	UHC-87961-21	8929038071	7280 Palm Dr, Gilbert, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121868	ENR	Kenneth T Wheeler	1968-10-04	UHC-94963-83	—	3005 Sunset Blvd, Tampa, FL, 33679	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-137554	ENR	Camila Peters	1965-05-28	UHC-84326-75	2217111069	4941 Mountain View Dr, Sacramento, CA, 95837	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124895	ENR	Austin K Bryat	1970-09-14	UHC-53540-32	9434142190	7242 Camelback Rd, Eden Prairie, MN, 55312	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-120167	ENR	Hannah Carr	1943-07-10	UHC-05494-43	7297882463	8041 Cedar Ln, Sacramento, CA, 95860	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107995	ENR	Katherine Z Oliver	1946-05-24	UHC-76825-62	6787616686	348 Jefferson Ave, Denver, CO, 80297	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130868	ENR	Olivia F Day	1963-05-16	UHC-80025-41	9422536990	364 Spring St, Dallas, TX, 75295	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116550	ENR	Angela S Medina	2002-01-11	UHC-15519-91	6363529545	7100 Main St, Tampa, FL, 33627	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118648	ENR	Charlotte F Wright	1966-03-23	UHC-07440-61	5456061020	9865 Baseline Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112698	ENR	Grace Hanesn	1950-10-13	UHC-18693-71	3876468345	5330 Harbor Blvd, Houston, TX, 77056	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-105622	ENR	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112645	ENR	Evelyn R Hamilton	1996-05-27	UHC-19691-51	9292051446	5460 Cedar Ln, Denver, CO, 80268	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103185	ENR	Sara T Wber	2000-05-06	UHC-98824-97	7399993431	6301 Central Ave # 181, San Diego, CA, 92184	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133208	ENR	Victoria G Wallace	1984-12-10	UHC-87769-83	6806108558	2975 Cedar Ln Apt 26, Denver, CO, 80204	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-112871	ENR	Angela F Andrews	1965-06-22	UHC-91199-12	5328592317	3605 Mesa Dr, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-111987	ENR	Satniago McDonald	1991-02-20	UHC-25511-74	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119698	ENR	Eugene N Reid	2007-10-28	UHC-52106-91	6964103273	4379 Sunset Blvd, Miami, FL, 33128	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-125024	ENR	Araon C Vasquez	1952-03-26	UHC-00462-69	3452336081	9311 Pine Dr, Phoenix, AZ, 85051	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-112854	ENR	Debra V Freeman	1995-03-18	UHC-23985-64	9324062109	1183 Apache Blvd, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-142158	ENR	Andrew P Jacobs	1990-12-11	UHC-94590-96	—	5166 Highland Ave Apt 24, Austin, TX, 78720	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-127366	ENR	Ralph Andrews	1946-09-20	UHC-36948-36	6505855461	4672 River Rd, Miami, FL, 33109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-122372	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct # 324, Eden Prairie, MN, 55340	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-100754	ENR	Diego E Sanchez	1964-02-07	UHC-13365-28	5905475100	9567 Park Pl Apt 25, Charlotte, NC, 28231	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-111368	ENR	Margaet K Park	1947-02-22	UHC-91892-52	8459813341	64 Palm Dr, Austin, TX, 78723	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-107690	ENR	Jimmy Ortega	1981-08-09	UHC-82229-70	3514890878	3696 Willow Ct, Fresno, CA, 93728	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108774	ENR	Jordan O McCoy	1962-08-14	UHC-92227-91	5397803910	685 Ridge Rd, Orlando, FL, 32828	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127460	ENR	Daniel K Hernandez	1951-02-04	UHC-42476-16	8966821351	2788 Ocean Ave, Minneapolis, MN, 55423	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121760	ENR	Maggie V Tucker	1993-08-05	UHC-50426-10	6546041409	3606 Mesa Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140030	ENR	Linda D Ross	1956-08-11	UHC-41786-82	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-127191	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX, 77049	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 61 of 169Previous Next