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 “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
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-130023	ENR	Mei Cole	1984-05-17	UHC-63014-89	2417814083	5267 Park Pl, Scottsdale, AZ, 85271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119903	ENR	Ana L Webb	2002-09-28	UHC-90823-82	—	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-124101	ENR	Pamela Bryant	1960-03-17	UHC-85849-44	6159289513	609 Lake View Rd # 154, Los Angeles, CA, 90019	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130688	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-124070	ENR	Sophia X Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127673	ENR	Brittany Rose	1989-10-15	UHC-94836-79	5692397338	4135 Hillcrest Rd # 507, Eden Prairie, MN, 55392	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-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-110200	ENR	Glria N Black	1994-12-14	UHC-21146-15	7948045970	509 Camelback Rd, Fresno, CA, 93715	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-102578	ENR	Julia D Banks	1999-05-12	UHC-28147-69	—	2452 Canyon Rd # 356, Fresno, CA, 93763	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101715	ENR	Angela Myers	2003-01-09	UHC-10239-50	4397734503	3652 Oak St, Jacksonville, FL, 32238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128245	ENR	Helen Williams	1996-06-22	UHC-06869-63	7898098614	6789 Canyon Rd Apt 20, Houston, TX, 77046	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+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-101096	ENR	Alexis Carlson	1947-08-07	UHC-56124-47	5384146927	9327 Camelback Rd, Eden Prairie, MN, 55328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-122134	ENR	James U White	1958-06-21	UHC-66551-78	8569966147	2410 Canyon Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113270	ENR	Janet B Bailey	—	UHC-68660-89	7978285678	4559 Bayshore Dr, Orlando, FL, 32861	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-112919	ENR	Wayne U Knight	—	UHC-95604-13	9328067916	6599 Market St, Chandler, AZ, 85227	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-140816	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129244	ENR	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.64	Name re-cased Phone reformatted Street suffix standardised Address 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-102829	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-139278	ENR	Janice K Smith	1961-08-04	UHC-63818-98	7754108884	7340 Desert Sky Blvd, Tucson, AZ, 85721	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-120350	ENR	Lawrence Richards	1964-11-21	UHC-84652-73	4556558005	6040 Main St, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126612	ENR	Grace Yang	1940-08-25	UHC-08514-14	6615215864	9108 Harbor Blvd, Chandler, AZ, 85243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128734	ENR	Larry Patel	1955-07-27	UHC-83681-38	2774072746	8603 Meadow Ln, Tampa, FL, 33643	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-109191	ENR	Joyce Chen	1986-05-01	—	6382529071	9200 Baseline Rd, Denver, CO, 80215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117676	ENR	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114095	ENR	Sue L Gordon	1961-11-23	UHC-75486-27	4422576365	3226 Grand Ave, Tucson, AZ, 85749	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115960	ENR	Danielle Diaz	2008-08-10	UHC-59317-53	3636615300	9170 Desert Sky Blvd, Los Angeles, CA, 90099	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137238	ENR	Amber Coleman	1946-07-28	UHC-27097-33	2513047629	1153 Lake View Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116108	ENR	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122799	ENR	Garrett James	—	UHC-83000-74	5889031339	7858 Spring St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125057	ENR	Charlotte Fowler	1973-02-10	UHC-87423-71	4117027036	5221 Sage Ct, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140973	ENR	Wayne V Romero	1945-03-26	UHC-14479-29	4467868191	7933 Maple Ave, Seattle, WA, 98153	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132293	ENR	Anthony K Martin	1949-09-01	UHC-77394-07	5719854969	6926 Market St # 211, Atlanta, GA, 30302	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136543	ENR	Nanyc YJunk	1982-09-21	UHC-42872-27	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-138413	ENR	Charlotte Ausstin	1940-10-01	UHC-73196-91	—	1874 Palm Dr, Scottsdale, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-105734	ENR	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114171	ENR	Julie Stone	1998-01-11	UHC-40739-50	—	1065 Meadow Ln, Phoenix, AZ, 85080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-134737	ENR	Teresa G Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 105 of 347Previous Next