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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115856	ENR	Lori E Perkins	1969-01-03	—	6445858375	1723 Hillcrest Rd, Los Angeles, CA, 90018	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121233	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX, 75258	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134411	ENR	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119317	ENR	Sophia Sandoval	1964-05-26	UHC-72940-64	2657049567	5489 Jefferson Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135218	ENR	Olivia Porter	1947-09-16	UHC-19058-90	7562658673	5621 Park Pl, Houston, TX, 77017	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-133035	ENR	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-108856	ENR	Lisa Q McCoy	1991-08-11	UHC-79039-57	—	977 Indian School Rd, Glendale, AZ, 85359	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105762	ENR	Jyoce Cunnningham	1996-05-08	UHC-00031-41	—	3225 Pine Dr, Minneapolis, MN, 55480	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128415	ENR	Arjun L Hansen	2001-05-27	UHC-08942-86	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101939	ENR	Marc F Mendez	1998-01-10	UHC-43400-14	—	878 Camelback Rd, Chandler, AZ, 85287	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-130714	ENR	Jordan Meyer	1946-01-10	UHC-72377-28	8734188330	2555 Valley View Dr, Los Angeles, CA, 90060	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112081	ENR	Nicole J Valdez	2003-08-08	UHC-31735-63	4719161332	2416 Highland Ave # 635, San Diego, CA, 92196	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122306	ENR	Aaron Kelly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116100	ENR	Gregory A Wong	1977-01-08	UHC-99271-52	7806775100	1380 Pine Dr, Houston, TX, 77051	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135560	ENR	Edward Rodriguez	1958-12-22	UHC-77559-31	2093644560	6694 Bayshore Dr Apt 17, Jacksonville, FL, 32210	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126905	ENR	Patricia Vazquez	—	UHC-82404-02	2269004875	4205 Market St, Houston, TX, 77098	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140408	ENR	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114287	ENR	Rachel Mason	2002-09-04	UHC-54487-76	3326767350	3183 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101703	ENR	Helen K Morris	2002-02-12	UHC-24513-24	—	2782 Park Pl, Denver, CO, 80293	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119918	ENR	Scott Marshall	2006-04-02	UHC-64439-72	5498864722	728 Grand Ave, Chandler, AZ, 85223	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-142818	ENR	Liz F Santos	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105576	ENR	James Harris	1988-03-07	UHC-94692-86	8776538169	1558 Harbor Blvd Apt 24, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104549	ENR	Marilyn Z Weaver	1971-07-02	UHC-95376-47	3803692073	7242 Maple Ave, Tucson, AZ, 85719	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112032	ENR	Sean Y Phillips	1946-11-03	UHC-68068-92	2476165218	5157 Apache Blvd, Mesa, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124024	ENR	Evelyn Evans	1988-03-04	—	8108481036	549 Grand Ave, Gilbert, AZ, 85249	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-102204	ENR	Daniel Q Hunt	1979-10-23	UHC-65220-77	7825870869	1014 Elm St # 245, Los Angeles, CA, 90069	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-136355	ENR	Mak N Reid	2002-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107040	ENR	Sean G Collins	1995-06-27	UHC-91688-56	8065619254	3968 Elm St, Chandler, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111010	ENR	Sophia K Gilbert	—	UHC-80915-89	8824552636	1687 Oak St, Nashville, TN, 37237	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-121938	ENR	Logan V Wilson	1998-01-09	UHC-97610-18	8814440387	6748 Mountain View Dr, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117022	ENR	Nicole Reed	1977-01-26	UHC-43112-72	4312925660	7981 Hillcrest Rd, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118197	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118198	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142881	ENR	Jean I Baker	—	UHC-12325-45	6469342499	4537 Spring St, Minneapolis, MN, 55420	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 177 of 532Previous Next