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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20839	PRV	Greg Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111414	ENR	Stephen H Ross	1967-10-22	UHC-82658-64	5525070734	8689 Park Pl, San Antonio, TX, 78221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56523	TPA	Cyntia Jensen	1959-05-28	—	2685969803	454 Apache Blvd, Columbus, OH, 43277	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-59310	TPA	Alexander Larson	2005-11-23	—	8012903415	8136 Elm St, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423899	CLM	Mateo Chapman	1975-10-13	UHC-11485-33	—	8884 Mountain View Dr, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112012	ENR	Emma Carter	1943-02-15	UHC-30598-22	9209783981	2898 Church St, Austin, TX, 78758	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123973	ENR	Theresa T Harvey	2001-04-06	UHC-35453-33	—	2571 Pine Dr, Orlando, FL, 32850	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129176	ENR	Albert Snders	1976-05-06	UHC-69469-95	8042734753	5471 Camelback Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102251	ENR	Patricia N Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-408909	CLM	Brandon G Jacobs	1955-08-05	UHC-10592-72	—	9500 Grand Ave, Orlando, FL, 32825	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427730	CLM	Susan Graham	1966-04-08	UHC-42834-64	3493906093	9569 Hillcrest Rd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20404	PRV	Ablert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139760	ENR	Debbie Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr Apt 20, San Diego, CA, 92158	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-26016	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26015	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134757	ENR	Mei Read	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-102663	ENR	Thomas V Johnston	1982-01-26	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102761	ENR	Diana T Herrera	1963-06-23	UHC-29988-99	3056230488	2719 Spring St, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401903	CLM	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd # 851, Los Angeles, CA, 90053	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406825	CLM	Grace Kelly	1992-06-04	UHC-21222-79	—	5725 Maple Ave, San Diego, CA, 92122	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423840	CLM	Noah Ortiz	1988-06-04	—	6593427028	3793 Park Pl, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428217	CLM	Rebecca C Hamilton	1954-02-23	UHC-26416-03	—	2665 Indian School Rd # 658, Plano, TX, 75019	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29554	PRV	Bruce Bennett	1966-04-06	—	2022203023	1262 Union St, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139447	ENR	Lauren E Valdez	1996-05-01	UHC-93804-18	9553628354	9898 River Rd, Tampa, FL, 33602	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23936	PRV	Philip W Lawson	2008-12-27	UHC-04229-09	—	8364 Main St, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-141520	ENR	Bruce Harper	1946-08-07	UHC-39693-44	3453664427	3955 Union St, Mesa, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119083	ENR	Philip Vazquez	1996-06-27	UHC-46410-96	—	5436 Union St, Columbus, OH, 43262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428692	CLM	Lucia Rios	1939-04-02	UHC-92720-51	—	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-28761	PRV	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125675	ENR	Emily Jenkins	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104416	ENR	Ahmed Y Ferguson	1965-04-04	UHC-66248-58	7888599768	7654 Valley View Dr, Charlotte, NC, 28282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104214	ENR	Jack H Fisher	1998-07-20	UHC-01029-95	—	2171 Mountain View Dr, Charlotte, NC, 28288	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-53173	TPA	Bruce Hart	1963-04-13	—	8042921422	8947 Market St, Chandler, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133174	ENR	Patricia Z Garza	1984-07-28	UHC-22917-70	6234721707	9752 Maple Ave, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55807	TPA	Susan Matthews	1979-01-19	—	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401724	CLM	Joe Rivera	1952-07-18	UHC-05846-87	—	6829 Harbor Blvd, Gilbert, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

32,400 rows, page 98 of 648Previous Next