Given these pairs:
patient,referral
p29286416172,r19529956641
p49607832635,r19293807841
p69929249091,r19057659047
p90250665558,r19821510137
p10572084327,r19585361336
p30893500781,r19349212531
p51214917243,r19113063730
p71536333700,r19876914820
p91857750169,r19640766029
p12179168936,r19404617226
p32500585399,r19168468425
p52822001855,r19932319512
p73143418313,r19696170715
p93464834774,r19460021911
p13786253540,r19223873116
p34107670002,r19987724209
p54429086460,r19751575403
p74750502920,r19515426606
p95071919382,r19279277806
p15393338152,r19043129007
{
"created": "2019-12-17T16:01:51.581694+00:00",
"data": [
{
"administrative_gender": {
"code": "other",
"codesystem_uri": "administrative_gender",
"display": "Other",
"uid": "190d8bd4-a486-40a3-9778-750cf73bc7c9"
},
"ethnicity": {
"code": "E",
"codesystem_uri": "ethnicity",
"display": "E - Mixed - White and Black African",
"uid": "46c015f0-e41a-47a4-954f-1bcb05b819f1"
},
"human_readable_id": "p29286416172",
"id": "179dd832-4105-4d38-8f59-3d3509f9f9a8",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "nhsnumber",
"codesystem_uri": "identifier_type",
"display": "NHS number",
"uid": "b1b2b198-e294-4321-9ba7-605c7b8becdd"
},
"value": "1111111112"
}
],
"masked_pid": "PID:1:1:F53YMkEFTTiPWT01Cfn5qA==:Fs+eLDuJgzV3felBSurx9mmCW8I3rLdOMHkmkCtMfSekKUEHsSt65OfWrxzz94TKE3JAdpQEZeGr1BXsuUp1VpJisrb8XRlVe3sSgsJi/Y8x3OHwdWIuESpRtO22blZ0F74mKXQQQbGFut+CVE67vfSV10H99uoRyJVEVnzjfeRnP2G70qacampR/++uqjkrgy2fecfiwuGPdXHmkUunz3Uaa/sY61SVSE6+JkolS9dk2mkboZ+ny7Up9PAxGxtbuihOavENL20QKjCE6pJOVtKjspEkeUOF3+pD2EuPmzJWcRWJmmf6E4qiHlY7iiyrldKkTau1GfkXeJai4iklJthLuXObrV3zvtew6FI596P7zjJzIULZn2VKT0Ap/2rg36cpnHzr3IvsehVcPQ4L/aWlriwKXPJoM9uTTxQVsx8cYEs3L9rFclLOg7dSTKO1MO95NlZ0Y6VafyM3+eI6DVsCUd12j7nul+NFh1pB4VbEhIHRidKboY/sgkTYrpHksLJAnjs3IRHjxNRr8pttwAnYVI1LQpjFGJJJ9SGi9VCI+iMC0eih6tRVtAK6jmUNCL9Fc7KL+W3IcHu9LT6KaiWzzXoKGgllLDoDyhAA3mtLehxhcEVXu+CY3k+w69MrelIhosnKdWM+fWMFuJZQErF0SDxRl4D/kOy7x1mp6pznjol80zRFxjANEU2x6dStPnl1X9ozw4pBxDn+TVndTvQMZjspJS3hKozejW+5eSHMEHxxLlylXWxUm74ZYfOsQZlrRYygZ7KeIP5n2llvk0Czy4+N9YxL6Wa40u4ulxZlEUnLFG86YHZFXkiCaP99zSnO6PUuNPaVkfOnVUzxo8kgtdQdqXW6MdsHg1SLmYVU3nTF+MLhp6fV3Svr95HdNcWGpc7dpub0Goj4OMVNw1xiWS6kITmI921rVILrMAEomimfR7EHsXz9927OVedTtlQtCQDUtCxKPjOmdaBKTSXVOevHSSY8XX3XMWQ/mVLiKrEPutPfdcq+xjIg5tHfJN2nzGRY6d116vcDwClxU9isbJvAQb53yqTySx9L9h2CC9eVhKhxw44TXlL0RYTF8v8AUeMmJaaG58nLoN6rJ2pQAxUC5Qfb7cXTOaIgXcyxiCENOosEOElMazS3BKQtuwNAzQpMwz0DkTeRJ+AFj3kaP11CPioq6BwDHDnZYPTQ0rHSSTaB7qpu8g7V6t+brCx6ZCiBrb6FyLJshfDRdY/ps8uB35DcoqF8+AZLyyVJwAjHS4SLO4EHAiGFespVB1WEbwLMxNfIHqW+fnPH42GkxcNvrCnDFX3lZJHtTd0okVKM7vwSxRaf1vgF3EkX6nlQJeDWYy0fImGNUqUf6t54mk3g+ABEXYSjBQSraUk=",
"samples": [
{
"id": "df922493-d084-4677-8678-37eb42c88705",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "locallabsampleid",
"codesystem_uri": "identifier_type",
"display": "Local Lab Sample ID",
"uid": "ff65d5c3-0d9b-478b-aba9-9da3c179d3af"
},
"value": "0036054761970"
}
]
}
]
},
{
"administrative_gender": {
"code": "male",
"codesystem_uri": "administrative_gender",
"display": "Male",
"uid": "0848af8e-42f0-465e-97bc-0465c20e069f"
},
"ethnicity": {
"code": "B",
"codesystem_uri": "ethnicity",
"display": "B - White - Irish",
"uid": "6dd13363-01d8-46c2-bffd-5bd7e0691a06"
},
"human_readable_id": "p49607832635",
"id": "5cb16fd2-d46b-40e7-a5ab-0f67d44e2abe",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "nhsnumber",
"codesystem_uri": "identifier_type",
"display": "NHS number",
"uid": "b1b2b198-e294-4321-9ba7-605c7b8becdd"
},
"value": "1111111113"
}
],
"masked_pid": "PID:1:1:XLFv0tRrQOelqw9n1E4qvg==: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",
"samples": [
{
"id": "5c32e057-7c29-45ed-aef2-a68185060377",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "locallabsampleid",
"codesystem_uri": "identifier_type",
"display": "Local Lab Sample ID",
"uid": "ff65d5c3-0d9b-478b-aba9-9da3c179d3af"
},
"value": "2823052301783"
}
]
}
]
},
{
"administrative_gender": {
"code": "male",
"codesystem_uri": "administrative_gender",
"display": "Male",
"uid": "0848af8e-42f0-465e-97bc-0465c20e069f"
},
"ethnicity": {
"code": "E",
"codesystem_uri": "ethnicity",
"display": "E - Mixed - White and Black African",
"uid": "46c015f0-e41a-47a4-954f-1bcb05b819f1"
},
"human_readable_id": "p69929249091",
"id": "48acd4ab-d66e-4e04-b4a9-513b96a1755b",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "nhsnumber",
"codesystem_uri": "identifier_type",
"display": "NHS number",
"uid": "b1b2b198-e294-4321-9ba7-605c7b8becdd"
},
"value": "1111111114"
}
],
"masked_pid": "PID:1:1:SKzUq9ZuTgS0qVE7lqF1Ww==: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",
"samples": [
{
"id": "ccc8092f-3ff3-4fb9-bfff-cf937206de73",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "locallabsampleid",
"codesystem_uri": "identifier_type",
"display": "Local Lab Sample ID",
"uid": "ff65d5c3-0d9b-478b-aba9-9da3c179d3af"
},
"value": "9264354846009"
}
]
}
]
},
{
"administrative_gender": {
"code": "female",
"codesystem_uri": "administrative_gender",
"display": "Female",
"uid": "fed469bd-61e9-4304-b7c7-4265694ec350"
},
"ethnicity": {
"code": "E",
"codesystem_uri": "ethnicity",
"display": "E - Mixed - White and Black African",
"uid": "46c015f0-e41a-47a4-954f-1bcb05b819f1"
},
"human_readable_id": "p90250665558",
"id": "6491d537-81d4-4ad8-a035-8f0487d38a30",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "nhsnumber",
"codesystem_uri": "identifier_type",
"display": "NHS number",
"uid": "b1b2b198-e294-4321-9ba7-605c7b8becdd"
},
"value": "1111111115"
}
],
"masked_pid": "PID:1:1:ZJHVN4HUStigNY8Eh9OKMA==: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",
"samples": [
{
"id": "b3cdb58a-0f65-4e0e-9e52-910e590a19a9",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "locallabsampleid",
"codesystem_uri": "identifier_type",
"display": "Local Lab Sample ID",
"uid": "ff65d5c3-0d9b-478b-aba9-9da3c179d3af"
},
"value": "9169945646146"
}
]
}
]
},
{
"administrative_gender": {
"code": "unknown",
"codesystem_uri": "administrative_gender",
"display": "Unknown",
"uid": "e9cbe191-0d28-48f3-92a8-65a0039b8842"
},
"ethnicity": {
"code": "E",
"codesystem_uri": "ethnicity",
"display": "E - Mixed - White and Black African",
"uid": "46c015f0-e41a-47a4-954f-1bcb05b819f1"
},
"human_readable_id": "p10572084327",
"id": "14d1524b-c75a-4533-9188-471bf6215ec3",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "nhsnumber",
"codesystem_uri": "identifier_type",
"display": "NHS number",
"uid": "b1b2b198-e294-4321-9ba7-605c7b8becdd"
},
"value": "1111111116"
}
],
"masked_pid": "PID:1:1:FNFSS8daRTORiEcb9iFeww==:U6GreWOfwYlWXBXS9NpfeYNmokyKeuUR+9MR2jl9G4msNLnjFNouA0bjOgQ/DpLtdw4IrTGPL3BByuDUVVAvjNaJnQMrjBW2JswNqqJpHtlv8iIXYt4hnjqJMfzG/jClcW4k67PmUy94sBnEvillJmBRUaM4ysrZjfgkC6qLY3dSj/dgjTlYyQZLKg7Zl21iAA5uI7t/gp0F6O6nOP6+ypmPc2YHNPSIODLwhrI4yZ8J/IitWL7Pn2HvRAA/iI4yPNdS3tNXMzDf1sTWW9p2h5LDl5ZuYev/TE8qBYVEXIt2FrXhICHgNCTvV7ATVDHZiwHVt+a0BXysTqmeXNAAqpvfIBCgtaycWVRenix1oCjK4aQ/TbRQEaiMRFaeh9ZvlkKyxUZ9CRW9cOnzQvLrYEoFOw3+GQTDqPLZlljZM4d3WjWartEiXU5rjyY1kOuv1Ewj7TNwla5NN/tEQsouVgCPs15pFXK/ghlIjSHpZ0i0oVs7/HovuMDrI0A5NfGunM33CFGxFc6hjpGxEplIfnfWL+lasb9c1/oe7FikP8o+eBSUb8ES7USBY1ASm1N8tfL4K3DIJ3RxxrhUk19wJhDzvOHXF4Z3nRweMeETZgQP66CbM/IoTzsr3OAl/m3LR1E4htM1CMuPPHK/3HfC0s4yYwFIVE2KGgqRLw00iNmEEYdzP9QJfZ8m9UQRJIMZyCYy3v8cAN9KmHeXwX+GZd2VQg2M40+nR7Mmh593j7pTmIj2ATGBzKHSlnCUve1KlExZP/dpPk2z2flOgh53FnwLpQpiKVj9AY6YN86hxBEBq+c027zqC7IKN7/9vhuCfaR1wU4ryVkyDP/VYT4gc6XrYNgSBUFeF+/WvfvHJvY0g2QH85GbamX5IC7e59FbSViHjKukZx0Yz53GIDPjdVyQ8yJxR3pQ6PnZUeY5L11rlmjaFLGtxUFzEr2cyUlgFFTHTgNjX83/WGhN7Gq7SrS0Vo0Sp1K5rZmUJpi697BTn5391e29ibOfwUrjwxXB+SGIBB+/7eZQp9pgjKazYHsOUiUr51q0qFPdaRXOvwcIAXdvTIKrHbXG2uALfiFo0WK7gCKfU9Rvi+98DyPCwjI2QOzqn50BUhQ18WA8qP+3fLTZxtghyx7dA0dNGJKPjAkbIWi4ytwJjniuQhyl6bpiT2NSzb5cYP8TOqySDgf4hsUt9aVXo97n2Bv43VKebbqo79A71LXQtwmiTZumR5Lg7xMNpO/6jvDdTFmecioMJ4lTaM4NRMY1/d7RJaM9U730tlPWRMPR3UEeE4gVOiay8huDg09gG04uhr2LxmlCcGiIr94OEntLLmyfRyDjnelwTH1u0h78X9632LwLQlpYuZA4NB/HQxM0iCnyiIE=",
"samples": [
{
"id": "ba35711f-d515-40a2-b1ac-66ca4bfbde3e",
"identifiers": [
{
"created_by": null,
"effective_from": null,
"effective_to": null,
"type": {
"code": "locallabsampleid",
"codesystem_uri": "identifier_type",
"display": "Local Lab Sample ID",
"uid": "ff65d5c3-0d9b-478b-aba9-9da3c179d3af"
},
"value": "5468420029219"
}
]
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