Adding first preprocessing script

0_Preprocessing.ipynb

@@ -0,0 +1,229 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![Urgences - Image CC0 - pexels.com](img/pexels-pixabay-263402.jpg \"Urgences\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Challenge - [ED Lab Prediction]\n",
+    "_Nom à trouver_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Objectif"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ce notebook effectue le pre-processing des données.  \n",
+    "Il exploite les données stockées dans la base sqlite, téléchargées à partir de `download_data.py` et les exporte dans un fichier csv à destination de l'entrainement de la data-visualisation l'algorithme."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Chargement des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sqlite3\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Sqlite connection\n",
+    "conn = sqlite3.connect(\"./data/mimic-iv.sqlite\")\n",
+    "\n",
+    "# Custom lab items classification\n",
+    "items = pd.read_csv(\"./config/lab_items.csv\").dropna()\n",
+    "items_list = items[\"item_id\"].astype(\"str\").tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Création d'un index pour accélérer les requêtes\n",
+    "conn.execute(\"CREATE INDEX IF NOT EXISTS biological_index ON labevents (stay_id, itemid)\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Stays dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stays = pd.read_sql(f\"\"\"\n",
+    "    SELECT \n",
+    "        s.stay_id,\n",
+    "        s.intime intime,\n",
+    "        p.gender gender,\n",
+    "        p.anchor_age age,\n",
+    "        t.temperature,\n",
+    "        t.heartrate,\n",
+    "        t.resprate,\n",
+    "        t.o2sat,\n",
+    "        t.sbp,\n",
+    "        t.dbp,\n",
+    "        t.pain,\n",
+    "        t.chiefcomplaint\n",
+    "    FROM edstays s\n",
+    "    LEFT JOIN patients p\n",
+    "        ON p.subject_id = s.subject_id\n",
+    "    LEFT Join triage t\n",
+    "        ON t.stay_id = s.stay_id\n",
+    "\"\"\", conn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# @TODO : include drugs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Writting\n",
+    "stays.to_csv(\"./data/features.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Lab dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labs = pd.read_sql(f\"\"\"\n",
+    "    SELECT \n",
+    "        le.stay_id,\n",
+    "        le.itemid item_id\n",
+    "    FROM labevents le\n",
+    "    WHERE le.itemid IN ('{\"','\".join(items_list)}')\n",
+    "    GROUP BY\n",
+    "        le.stay_id,\n",
+    "        le.itemid\n",
+    "\"\"\", conn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labs_deduplicate = pd.merge(\n",
+    "    items[[\"item_id\",\"3\"]].rename(columns={\"3\":\"label\"}),\n",
+    "    labs,\n",
+    "    left_on=\"item_id\",\n",
+    "    right_on=\"item_id\"\n",
+    ").drop_duplicates([\"stay_id\", \"label\"])[[\"stay_id\",\"label\"]] \\\n",
+    " .reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labs_deduplicate_pivot = pd.pivot_table(\n",
+    "    labs_deduplicate.assign(value=1),\n",
+    "    index=[\"stay_id\"],\n",
+    "    columns=[\"label\"],\n",
+    "    values=\"value\"\n",
+    ").fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labs_deduplicate_pivot_final = labs_deduplicate_pivot.join(\n",
+    "    stays[[\"stay_id\"]].set_index(\"stay_id\"),\n",
+    "    how=\"right\"\n",
+    ").fillna(0).astype(\"int8\").reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labs_deduplicate_pivot_final.to_csv(\"./data/labels.csv\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "28b293e0c0671e44c7281dde6399c7c7419d3faca031d22494da8635907ada72"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.9.7 ('base')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

config/lab_items.csv

@@ -0,0 +1,738 @@
+item_id,label,fluid,count,1,2,3
+51221,Hematocrit,Blood,208581,Ht,NFS,NFS
+51301,White Blood Cells,Blood,208480,Leucocytes,NFS,NFS
+51006,Urea Nitrogen,Blood,208453,Uree,Uree,IonoC
+51222,Hemoglobin,Blood,208411,Hb,NFS,NFS
+51249,MCHC,Blood,208409,CCMH,NFS,NFS
+51248,MCH,Blood,208409,TCMH,NFS,NFS
+51250,MCV,Blood,208409,VGM,NFS,NFS
+51279,Red Blood Cells,Blood,208409,Erythrocytes,NFS,NFS
+51277,RDW,Blood,208409,RDW,NFS,NFS
+51265,Platelet Count,Blood,208401,Plaquettes,NFS,NFS
+50912,Creatinine,Blood,207989,Creatinine,Creatinine,IonoC
+50983,Sodium,Blood,201826,Sodium,Iono,IonoC
+50902,Chloride,Blood,201818,Chlorure,Iono,IonoC
+50971,Potassium,Blood,201789,Potassium,Iono,IonoC
+50882,Bicarbonate,Blood,201761,Bicarbonates,Bicarbonates,Gazometrie
+50931,Glucose,Blood,201605,Glycemie_Sanguine,Glycemie_Sanguine,Glycemie_Sanguine
+50868,Anion Gap,Blood,201523,,,
+51254,Monocytes,Blood,201247,Monocytes,NFS,NFS
+51256,Neutrophils,Blood,201247,Neutrophiles,NFS,NFS
+51244,Lymphocytes,Blood,201247,Lymphocytes,NFS,NFS
+51200,Eosinophils,Blood,201247,Eosinophiles,NFS,NFS
+51146,Basophils,Blood,201247,Basophiles,NFS,NFS
+50920,Estimated GFR (MDRD equation),Blood,185745,,,
+51487,Nitrite,Urine,122408,BU,BU,BU
+51464,Bilirubin,Urine,122408,,,
+51492,Protein,Urine,122408,BU,BU,BU
+51466,Blood,Urine,122408,BU,BU,BU
+51486,Leukocytes,Urine,122408,BU,BU,BU
+51491,pH,Urine,122408,BU,BU,BU
+51478,Glucose,Urine,122408,BU,BU,BU
+51498,Specific Gravity,Urine,122408,,,
+51484,Ketone,Urine,122408,BU,BU,BU
+51514,Urobilinogen,Urine,122408,,,
+51506,Urine Appearance,Urine,122408,,,
+50933,Green Top Hold (plasma),Blood,116812,,,
+52172,RDW-SD,Blood,116593,,,
+51237,INR(PT),Blood,113583,INR,INR,Coagulation
+51274,PT,Blood,113583,TP,Coagulation,Coagulation
+52073,Absolute Eosinophil Count,Blood,113076,Eosinophiles,NFS,NFS
+52069,Absolute Basophil Count,Blood,113076,Basophiles,NFS,NFS
+52074,Absolute Monocyte Count,Blood,113076,Monocytes,NFS,NFS
+51133,Absolute Lymphocyte Count,Blood,113076,Lymphocytes,NFS,NFS
+52075,Absolute Neutrophil Count,Blood,113076,Neutrophiles,NFS,NFS
+51275,PTT,Blood,112822,TCA,Coagulation,Coagulation
+51087,Length of Urine Collection,Urine,112138,,,
+52135,Immature Granulocytes,Blood,104481,,,
+50955,Light Green Top Hold,Blood,103138,,,
+50887,Blue Top Hold,Blood,101528,,,
+50813,Lactate,Blood,96332,Lactates,Lactates,Gazometrie
+51678,L,Blood,91548,,,
+50934,H,Blood,91547,,,
+50947,I,Blood,91547,,,
+51516,WBC,Urine,91159,,,
+51519,Yeast,Urine,91159,,,
+51463,Bacteria,Urine,91159,,,
+51476,Epithelial Cells,Urine,91158,,,
+51493,RBC,Urine,91158,,,
+50885,"Bilirubin, Total",Blood,85921,BT,Bilirubine,Hepato-Biliaire
+50878,Asparate Aminotransferase (AST),Blood,85780,ASAT,Hepatique,Hepato-Biliaire
+50861,Alanine Aminotransferase (ALT),Blood,85732,ALAT,Hepatique,Hepato-Biliaire
+50863,Alkaline Phosphatase,Blood,85509,PAL,Biliaire,Hepato-Biliaire
+50862,Albumin,Blood,80302,Albumine,Albumine,Albumine
+50960,Magnesium,Blood,73255,,,
+50893,"Calcium, Total",Blood,72831,Calcemie,Calcemie,Calcemie
+50970,Phosphate,Blood,72039,,,
+51512,Urine Mucous,Urine,69165,,,
+51103,Uhold,Urine,68430,,,
+51003,Troponin T,Blood,67902,Troponine,Troponine,Cardiaque
+50956,Lipase,Blood,63744,Lipase,Lipase,Lipase
+50856,Acetaminophen,Blood,44318,,,
+50981,Salicylate,Blood,44028,,,
+50999,Tricyclic Antidepressant Screen,Blood,43770,,,
+50922,Ethanol,Blood,42422,,,
+51107,"Urine tube, held",Urine,36675,,,
+50880,Benzodiazepine Screen,Blood,33553,,,
+50879,Barbiturate Screen,Blood,33541,,,
+52033,Specimen Type,Blood,32695,,,
+51079,"Cocaine, Urine",Urine,30465,,,
+51071,"Amphetamine Screen, Urine",Urine,30440,,,
+51075,"Benzodiazepine Screen, Urine",Urine,30437,,,
+51092,"Opiate Screen, Urine",Urine,30429,,,
+51074,"Barbiturate Screen, Urine",Urine,30429,,,
+51090,"Methadone, Urine",Urine,30421,,,
+50822,"Potassium, Whole Blood",Blood,29296,,,
+51482,Hyaline Casts,Urine,26268,,,
+51085,"HCG, Urine, Qualitative",Urine,23620,,,
+50963,NTproBNP,Blood,23114,BNP,BNP,Cardiaque
+50820,pH,Blood,21455,Gazometrie,Gazometrie,Gazometrie
+50804,Calculated Total CO2,Blood,20197,Gazometrie,Gazometrie,Gazometrie
+50802,Base Excess,Blood,20193,Gazometrie,Gazometrie,Gazometrie
+50818,pCO2,Blood,20185,Gazometrie,Gazometrie,Gazometrie
+50821,pO2,Blood,20183,Gazometrie,Gazometrie,Gazometrie
+50910,Creatine Kinase (CK),Blood,19894,CPK,CPK,CPK
+51734,STX3,Blood,19891,,,
+51732,STX1,Blood,19764,,,
+51737,STX6,Blood,19690,,,
+51266,Platelet Smear,Blood,19527,,,
+51733,STX2,Blood,19298,,,
+51989,Oxycodone,Urine,18049,,,
+50911,"Creatine Kinase, MB Isoenzyme",Blood,17422,,,
+51267,Poikilocytosis,Blood,17306,,,
+51137,Anisocytosis,Blood,17240,,,
+51246,Macrocytes,Blood,16971,,,
+51268,Polychromasia,Blood,16897,,,
+51233,Hypochromia,Blood,16872,,,
+51252,Microcytes,Blood,16856,,,
+52007,UTX4,Urine,14926,,,
+52008,UTX5,Urine,14920,,,
+52004,UTX1,Urine,14915,,,
+52010,UTX7,Urine,14914,,,
+52005,UTX2,Urine,14912,,,
+52006,UTX3,Urine,14728,,,
+51144,Bands,Blood,14714,,,
+52009,UTX6,Urine,14217,,,
+51251,Metamyelocytes,Blood,14173,,,
+51255,Myelocytes,Blood,14054,,,
+51143,Atypical Lymphocytes,Blood,14025,,,
+50809,Glucose,Blood,13151,Glycemie_Sanguine,Glycemie_Sanguine,Glycemie_Sanguine
+50824,"Sodium, Whole Blood",Blood,12823,,,
+50979,Red Top Hold,Blood,12301,,,
+50806,"Chloride, Whole Blood",Blood,11678,,,
+50817,Oxygen Saturation,Blood,11606,,,
+50919,EDTA Hold,Blood,11453,,,
+51501,Transitional Epithelial Cells,Urine,11170,,,
+50993,Thyroid Stimulating Hormone,Blood,10497,,,
+50954,Lactate Dehydrogenase (LD),Blood,10289,,,
+51736,STX5,Blood,9436,,,
+51735,STX4,Blood,9433,,,
+50803,"Calculated Bicarbonate, Whole Blood",Blood,8797,,,
+50889,C-Reactive Protein,Blood,8424,CRP,CRP,CRP
+51873,Influenza B by PCR,Other Body Fluid,7943,,,
+51865,Influenza A by PCR,Other Body Fluid,7943,,,
+51260,Ovalocytes,Blood,7294,,,
+51462,Amorphous Crystals,Urine,6740,,,
+51257,Nucleated Red Cells,Blood,6626,,,
+51214,"Fibrinogen, Functional",Blood,6557,,,
+50810,"Hematocrit, Calculated",Blood,6529,Ht,NFS,NFS
+50811,Hemoglobin,Blood,6529,Hb,NFS,NFS
+50915,D-Dimer,Blood,6434,D-Dimeres,D-Dimeres,D-Dimeres
+50812,Intubated,Blood,6126,,,
+51100,"Sodium, Urine",Urine,5202,,,
+51082,"Creatinine, Urine",Urine,5185,,,
+51296,Teardrop Cells,Blood,4535,,,
+50883,"Bilirubin, Direct",Blood,4462,BT,Hepatique,Hepato-Biliaire
+51508,Urine Color,Urine,4431,,,
+50884,"Bilirubin, Indirect",Blood,4164,BT,Hepatique,Hepato-Biliaire
+51518,WBC Clumps,Urine,4113,,,
+51093,"Osmolality, Urine",Urine,4034,,,
+50924,Ferritin,Blood,4010,,,
+50808,Free Calcium,Blood,3977,,,
+50952,Iron,Blood,3940,,,
+50998,Transferrin,Blood,3814,,,
+50953,"Iron Binding Capacity, Total",Blood,3811,,,
+50852,% Hemoglobin A1c,Blood,3747,,,
+51613,eAG,Blood,3741,,,
+50946,Human Chorionic Gonadotropin,Blood,3520,,,
+51097,"Potassium, Urine",Urine,3489,,,
+51078,"Chloride, Urine",Urine,3410,,,
+51010,Vitamin B12,Blood,3220,,,
+50964,"Osmolality, Measured",Blood,3220,,,
+50935,Haptoglobin,Blood,3188,,,
+52111,Echinocytes,Blood,2902,,,
+51000,Triglycerides,Blood,2837,,,
+51104,"Urea Nitrogen, Urine",Urine,2786,,,
+51752,Voided Specimen,Blood,2572,,,
+51283,"Reticulocyte Count, Automated",Blood,2508,,,
+50805,Carboxyhemoglobin,Blood,2500,,,
+51287,Schistocytes,Blood,2410,,,
+51479,Granular Casts,Urine,2380,,,
+50814,Methemoglobin,Blood,2343,,,
+50816,Oxygen,Blood,2197,,,
+52024,"Creatinine, Whole Blood",Blood,2115,,,
+52026,Estimated GFR (MDRD equation),Blood,2106,,,
+50907,"Cholesterol, Total",Blood,2105,,,
+50908,CK-MB Index,Blood,2096,,,
+50904,"Cholesterol, HDL",Blood,2078,,,
+50903,Cholesterol Ratio (Total/HDL),Blood,2063,,,
+50825,Temperature,Blood,2037,,,
+51294,Target Cells,Blood,2012,,,
+50905,"Cholesterol, LDL, Calculated",Blood,1969,,,
+51007,Uric Acid,Blood,1929,,,
+50819,PEEP,Blood,1890,,,
+50826,Tidal Volume,Blood,1852,,,
+51282,"Reticulocyte Count, Absolute",Blood,1824,,,
+50943,Hepatitis C Virus Antibody,Blood,1777,,,
+50940,Hepatitis B Surface Antibody,Blood,1772,,,
+50827,Ventilation Rate,Blood,1759,,,
+51116,Lymphocytes,Ascites,1735,,,
+51125,Polys,Ascites,1735,,,
+51120,Monocytes,Ascites,1735,,,
+52065,"Total Nucleated Cells, Ascites",Ascites,1735,,,
+51706,Problem Specimen,Blood,1734,,,
+50941,Hepatitis B Surface Antigen,Blood,1725,,,
+51127,"RBC, Ascites",Ascites,1715,,,
+51288,Sedimentation Rate,Blood,1660,,,
+51469,Calcium Oxalate Crystals,Urine,1586,,,
+52286,"Total Nucleated Cells, CSF",Cerebrospinal Fluid,1545,,,
+52264,Lymphs,Cerebrospinal Fluid,1545,,,
+52272,Monocytes,Cerebrospinal Fluid,1545,,,
+52281,Polys,Cerebrospinal Fluid,1545,,,
+52285,"RBC, CSF",Cerebrospinal Fluid,1542,,,
+50849,"Total Protein, Ascites",Ascites,1538,,,
+51802,"Total Protein, CSF",Cerebrospinal Fluid,1533,,,
+51790,"Glucose, CSF",Cerebrospinal Fluid,1531,,,
+50925,Folate,Blood,1529,,,
+50942,Hepatitis B Virus Core Antibody,Blood,1511,,,
+51117,Macrophage,Ascites,1505,,,
+50842,"Glucose, Ascites",Ascites,1451,,,
+52023,Assist/Control,Blood,1389,,,
+52171,RBC Morphology,Blood,1351,,,
+51118,Mesothelial Cell,Ascites,1314,,,
+51008,Valproic Acid,Blood,1281,,,
+50823,Required O2,Blood,1271,,,
+50801,Alveolar-arterial Gradient,Blood,1270,,,
+51134,Acanthocytes,Blood,1198,,,
+51102,"Total Protein, Urine",Urine,1145,,,
+50957,Lithium,Blood,1115,,,
+51658,HPE2,Blood,1094,,,
+51657,HPE1,Blood,1089,,,
+50867,Amylase,Blood,1064,,,
+51659,HPE3,Blood,1011,,,
+51663,HPE7,Blood,1007,,,
+51197,Elliptocytes,Blood,1006,,,
+51196,D-Dimer,Blood,1004,,,
+51099,Protein/Creatinine Ratio,Urine,1001,,,
+50986,tacroFK,Blood,976,,,
+50917,Digoxin,Blood,964,,,
+50995,"Thyroxine (T4), Free",Blood,950,,,
+52036,Voided Specimen,Blood,892,,,
+50976,"Protein, Total",Blood,850,,,
+51497,Renal Epithelial Cells,Urine,809,,,
+50994,Thyroxine (T4),Blood,782,,,
+51219,H/O Smear,Blood,770,,,
+50828,Ventilator,Blood,770,,,
+51259,Other Cells,Blood,678,,,
+50967,Phenytoin,Blood,672,,,
+51145,Basophilic Stippling,Blood,636,,,
+50930,Globulin,Blood,630,,,
+50937,Hepatitis A Virus Antibody,Blood,629,,,
+50873,Anti-Nuclear Antibody,Blood,624,,,
+51382,Polys,Joint Fluid,615,,,
+51375,Lymphocytes,Joint Fluid,615,,,
+51379,Monocytes,Joint Fluid,615,,,
+52312,"Total Nucleated Cells, Joint",Joint Fluid,614,,,
+51373,"Joint Crystals, Number",Joint Fluid,610,,,
+51292,Spherocytes,Blood,579,,,
+52014,Voided Specimen,Urine,545,,,
+51147,Bite Cells,Blood,543,,,
+51383,"RBC, Joint Fluid",Joint Fluid,525,,,
+50938,Hepatitis A Virus IgM Antibody,Blood,516,,,
+51148,Blasts,Blood,515,,,
+50950,Immunoglobulin G,Blood,503,,,
+50949,Immunoglobulin A,Blood,501,,,
+50944,HIV Antibody,Blood,492,,,
+50866,Ammonia,Blood,473,,,
+50909,Cortisol,Blood,464,,,
+51150,Blood Parasite Smear,Blood,444,,,
+51216,Fragmented Cells,Blood,429,,,
+50927,Gamma Glutamyltransferase,Blood,412,,,
+51001,Triiodothyronine (T3),Blood,410,,,
+51123,Other,Ascites,400,,,
+50951,Immunoglobulin M,Blood,399,,,
+51660,HPE4,Blood,391,,,
+50975,Protein Electrophoresis,Blood,386,,,
+50853,25-OH Vitamin D,Blood,386,,,
+51564,ARCH-1,Blood,372,,,
+51269,Promyelocytes,Blood,370,,,
+50835,"Albumin, Ascites",Ascites,343,,,
+50900,Carcinoembyronic Antigen (CEA),Blood,340,,,
+51176,"CD3 Cells, Percent",Blood,321,,,
+51194,"CD8 Cells, Percent",Blood,319,,,
+51180,"CD4 Cells, Percent",Blood,319,,,
+51095,"Phosphate, Urine",Urine,309,,,
+51284,"Reticulocyte Count, Manual",Blood,305,,,
+50815,O2 Flow,Blood,304,,,
+51662,HPE6,Blood,298,,,
+51077,"Calcium, Urine",Urine,295,,,
+51245,"Lymphocytes, Percent",Blood,289,,,
+51300,WBC Count,Blood,289,,,
+51132,Absolute CD8 Count,Blood,289,,,
+52769,Absolute Lymphocyte Count,Blood,289,,,
+51130,Absolute CD3 Count,Blood,289,,,
+51131,Absolute CD4 Count,Blood,289,,,
+51181,CD4/CD8 Ratio,Blood,289,,,
+51236,Inpatient Hematology/Oncology Smear,Blood,287,,,
+50906,"Cholesterol, LDL, Measured",Blood,283,,,
+51098,"Prot. Electrophoresis, Urine",Urine,277,,,
+51262,Pencil Cells,Blood,263,,,
+51503,Triple Phosphate Crystals,Urine,259,,,
+52266,Macrophage,Cerebrospinal Fluid,256,,,
+50939,"Hepatitis B Core Antibody, IgM",Blood,254,,,
+50876,Anti-Smooth Muscle Antibody,Blood,253,,,
+51114,Eosinophils,Ascites,251,,,
+50899,Carbamazepine,Blood,251,,,
+51231,Howell-Jolly Bodies,Blood,250,,,
+51474,Eosinophils,Urine,240,,,
+51455,Polys,Pleural,237,,,
+51446,Lymphocytes,Pleural,237,,,
+52391,"Total Nucleated Cells, Pleural",Pleural,237,,,
+51450,Monos,Pleural,237,,,
+50891,C4,Blood,234,,,
+51376,Macrophage,Joint Fluid,233,,,
+51505,Uric Acid Crystals,Urine,232,,,
+50965,Parathyroid Hormone,Blood,230,,,
+51054,"Lactate Dehydrogenase, Pleural",Pleural,229,,,
+51059,"Total Protein, Pleural",Pleural,225,,,
+50871,Anti-Mitochondrial Antibody,Blood,223,,,
+51471,Cellular Cast,Urine,223,,,
+51076,"Bicarbonate, Urine",Urine,219,,,
+51261,Pappenheimer Bodies,Blood,218,,,
+51053,"Glucose, Pleural",Pleural,216,,,
+50892,CA-125,Blood,214,,,
+50857,Acetone,Blood,214,,,
+50890,C3,Blood,213,,,
+51457,"RBC, Pleural",Pleural,210,,,
+51070,"Albumin/Creatinine, Urine",Urine,204,,,
+51069,"Albumin, Urine",Urine,204,,,
+50843,"Lactate Dehydrogenase, Ascites",Ascites,199,,,
+51598,Cytomegalovirus Viral Load,Blood,198,,,
+50864,Alpha-Fetoprotein,Blood,195,,,
+52195,Voided Specimen,Blood,190,,,
+51263,Plasma Cells,Blood,185,,,
+51009,Vancomycin,Blood,184,,,
+51879,Neisseria gonorrhoeae,Other Body Fluid,178,,,
+51846,Chlamydia trachomatis,Other Body Fluid,178,,,
+51903,PAN1,Other Body Fluid,178,,,
+51447,Macrophages,Pleural,171,,,
+51513,Urine Specimen Type,Urine,170,,,
+50874,"Anti-Nuclear Antibody, Titer",Blood,165,,,
+50980,Rheumatoid Factor,Blood,164,,,
+51088,"Magnesium, Urine",Urine,163,,,
+51046,"Albumin, Pleural",Pleural,162,,,
+51972,Chlamydia trachomatis,Urine,159,,,
+51986,Neisseria gonorrhoeae,Urine,159,,,
+52018,PAN1,Urine,158,,,
+50973,Prolactin,Blood,153,,,
+52419,Voided Specimen,Urine,153,,,
+50966,Phenobarbital,Blood,152,,,
+50996,"Tissue Transglutaminase Ab, IgA",Blood,152,,,
+51051,"Cholesterol, Pleural",Pleural,150,,,
+51374,"Joint Crystals, Shape",Joint Fluid,148,,,
+51372,"Joint Crystals, Location",Joint Fluid,148,,,
+51370,"Joint Crystals, Birefringence",Joint Fluid,148,,,
+51688,Lyme C6 Ab,Blood,143,,,
+51689,Lyme G and M Value,Blood,142,,,
+52256,Eosinophils,Cerebrospinal Fluid,141,,,
+50974,Prostate Specific Antigen,Blood,140,,,
+50948,Immunofixation,Blood,140,,,
+51567,Beta Hydroxybutyrate,Blood,135,,,
+50831,pH,Other Body Fluid,134,,,
+50872,Anti-Neutrophil Cytoplasmic Antibody,Blood,133,,,
+51105,"Uric Acid, Urine",Urine,133,,,
+51933,C. diff PCR,Stool,133,,,
+52020,UTX10,Urine,132,,,
+51980,Fentanyl,Urine,132,,,
+51651,Hepatitis C Viral Load,Blood,131,,,
+51198,Envelope Cells,Blood,130,,,
+51291,Sickle Cells,Blood,129,,,
+51086,"Immunofixation, Urine",Urine,119,,,
+51664,HPE8,Blood,115,,,
+51956,CDT027,Stool,113,,,
+51661,HPE5,Blood,113,,,
+50836,"Amylase, Ascites",Ascites,112,,,
+51448,Mesothelial Cells,Pleural,107,,,
+51748,Treponema pallidum (Syphilis) Ab,Blood,106,,,
+51945,Norovirus Genogroup I,Stool,105,,,
+51517,WBC Casts,Urine,105,,,
+51946,Norovirus Genogroup II,Stool,105,,,
+52278,Other,Cerebrospinal Fluid,105,,,
+51427,Lymphocytes,Other Body Fluid,102,,,
+51436,Polys,Other Body Fluid,102,,,
+51431,Monos,Other Body Fluid,102,,,
+52369,"Total Nucleated Cells, Other",Other Body Fluid,100,,,
+51369,"Hematocrit, Joint Fluid",Joint Fluid,97,,,
+51749,Treponema pallidum (syphilis) value,Blood,97,,,
+51234,Immunophenotyping,Blood,96,,,
+50918,Double Stranded DNA,Blood,94,,,
+50838,"Bilirubin, Total, Ascites",Ascites,94,,,
+51124,Plasma,Ascites,83,,,
+51444,Eosinophils,Pleural,82,,,
+50841,"Creatinine, Ascites",Ascites,81,,,
+50914,Cyclosporin,Blood,80,,,
+52123,"G6PD, Qualitative",Blood,79,,,
+51438,"RBC, Other Fluid",Other Body Fluid,79,,,
+51625,Free Kappa,Blood,79,,,
+51453,Other,Pleural,79,,,
+51338,Immunophenotyping,Bone Marrow,78,,,
+51047,"Amylase, Pleural",Pleural,78,,,
+51627,Free Lambda,Blood,78,,,
+51626,Free Kappa/Free Lambda Ratio,Blood,78,,,
+51368,Eosinophils,Joint Fluid,73,,,
+52221,Atypical Lymphocytes,Cerebrospinal Fluid,70,,,
+51089,Marijuana,Urine,69,,,
+50881,Beta-2 Microglobulin,Blood,68,,,
+51488,Non-squamous Epithelial Cells,Urine,67,,,
+51428,Macrophage,Other Body Fluid,67,,,
+51052,"Creatinine, Pleural",Pleural,67,,,
+51232,Hypersegmented Neutrophils,Blood,64,,,
+51615,Epstein-Barr Virus EBNA IgG Ab,Blood,59,,,
+51614,Epstein-Barr Virus  EBNA IgG Ab,Blood,59,,,
+51616,Epstein-Barr Virus IgG Ab Value,Blood,59,,,
+51617,Epstein-Barr Virus IgM Ab Value,Blood,59,,,
+51618,Epstein-Barr Virus Interpretation,Blood,59,,,
+51619,Epstein-Barr Virus VCA IgG Ab,Blood,59,,,
+51620,Epstein-Barr Virus VCA IgM Ab,Blood,59,,,
+51586,CMV IgG Ab,Blood,58,,,
+51587,CMV IgG Ab Value,Blood,58,,,
+51921,"proBNP, Pleural",Pleural,57,,,
+51621,Ethylene Glycol,Blood,57,,,
+51243,Lupus Anticoagulant,Blood,57,,,
+51839,Anat Path Hold,Other Body Fluid,54,,,
+51206,Factor VIII,Blood,54,,,
+51590,CMV Interpretation,Blood,54,,,
+51588,CMV IgM Ab,Blood,54,,,
+51110,Atypical Lymphocytes,Ascites,54,,,
+52223,Bands,Cerebrospinal Fluid,53,,,
+51510,"Urine Crystals, Other",Urine,50,,,
+51654,HIV 1 Viral Load,Blood,48,,,
+52425,XUCU,Urine,48,,,
+51276,Quantitative G6PD,Blood,47,,,
+50978,Rapamycin,Blood,47,,,
+51060,"Triglycerides, Pleural",Pleural,45,,,
+51419,Eosinophils,Other Body Fluid,44,,,
+51056,"Miscellaneous, Pleural",Pleural,44,,,
+51111,Bands,Ascites,43,,,
+51043,"Total Protein, Body Fluid",Other Body Fluid,43,,,
+51034,"Glucose, Body Fluid",Other Body Fluid,42,,,
+51648,Hepatitis B Viral Load,Blood,42,,,
+50932,Gray Top Hold (plasma),Blood,41,,,
+51091,"Myoglobin, Urine",Urine,41,,,
+51507,"Urine Casts, Other",Urine,41,,,
+51489,NonSquamous Epithelial Cell,Urine,40,,,
+51445,"Hematocrit, Pleural",Pleural,40,,,
+51515,Waxy Casts,Urine,40,,,
+51795,"Lactate Dehydrogenase, CSF",Cerebrospinal Fluid,39,,,
+51242,LUC,Blood,39,,,
+51035,"LD, Body Fluid",Other Body Fluid,39,,,
+51112,Basophils,Ascites,39,,,
+50992,Thyroid Peroxidase Antibodies,Blood,39,,,
+51722,RFXLDLM,Blood,38,,,
+51025,"Albumin, Body Fluid",Other Body Fluid,37,,,
+51247,MacroOvalocytes,Blood,37,,,
+52012,UTX9,Urine,34,,,
+50895,Calculated TBG,Blood,34,,,
+52225,Basophils,Cerebrospinal Fluid,34,,,
+51218,Granulocyte Count,Blood,33,,,
+51366,Bands,Joint Fluid,33,,,
+51152,CD10,Blood,32,,,
+51271,"Protein C, Functional",Blood,32,,,
+51164,CD19,Blood,32,,,
+51239,Lambda,Blood,32,,,
+51238,Kappa,Blood,32,,,
+51429,Mesothelial cells,Other Body Fluid,32,,,
+51184,CD5,Blood,32,,,
+51229,"Heparin, LMW",Blood,32,,,
+51230,HLA-DR,Blood,32,,,
+51005,Uptake Ratio,Blood,31,,,
+51192,CD7,Blood,31,,,
+51168,CD20,Blood,31,,,
+51167,CD2,Blood,31,,,
+52427,UCU2,Urine,30,,,
+51183,CD45,Blood,30,,,
+51904,PAN2,Other Body Fluid,30,,,
+51899,Trichomonas vaginalis,Other Body Fluid,30,,,
+50926,Follicle Stimulating Hormone,Blood,29,,,
+51026,"Amylase, Body Fluid",Other Body Fluid,29,,,
+51273,"Protein S, Functional",Blood,29,,,
+51224,Hemoglobin C,Blood,28,,,
+50958,Luteinizing Hormone,Blood,28,,,
+51226,Hemogloblin A,Blood,28,,,
+51227,Hemogloblin S,Blood,28,,,
+50896,Calculated Thyroxine (T4) Index,Blood,28,,,
+51762,EE1,Blood,27,,,
+51122,Nucleated RBC,Ascites,27,,,
+51381,Other,Joint Fluid,27,,,
+51768,EE6,Blood,27,,,
+51934,C Diff Toxin Antigen Assay,Stool,26,,,
+51154,CD117,Blood,26,,,
+51158,CD14,Blood,26,,,
+51178,CD34,Blood,26,,,
+51156,CD13,Blood,26,,,
+51217,Glyco A,Blood,25,,,
+51772,PAN3,Blood,25,,,
+51155,CD11c,Blood,25,,,
+51652,High-Sensitivity CRP,Blood,25,,,
+51225,Hemoglobin F,Blood,25,,,
+50877,Anti-Thyroglobulin Antibodies,Blood,25,,,
+51182,CD41,Blood,25,,,
+51159,CD15,Blood,25,,,
+51193,CD71,Blood,25,,,
+51763,EE2,Blood,25,,,
+51188,CD56,Blood,24,,,
+51191,CD64,Blood,24,,,
+51467,Broad Casts,Urine,24,,,
+51177,CD33,Blood,24,,,
+51223,Hemoglobin A2,Blood,24,,,
+51434,Other Cell,Other Body Fluid,22,,,
+51115,"Hematocrit, Ascites",Ascites,22,,,
+51108,Urine Volume,Urine,22,,,
+51422,"Hematocrit, Other Fluid",Other Body Fluid,22,,,
+51297,Thrombin,Blood,22,,,
+51140,Antithrombin,Blood,21,,,
+51212,Fetal Hemoglobin,Blood,21,,,
+52424,RFXUCU,Urine,21,,,
+51228,Heparin,Blood,20,,,
+51424,Immunophenotyping,Other Body Fluid,20,,,
+51377,Mesothelial Cells,Joint Fluid,20,,,
+51954,CDT027,Stool,20,,,
+51340,Kappa,Bone Marrow,19,,,
+51337,HLA-DR,Bone Marrow,19,,,
+51325,CD45,Bone Marrow,19,,,
+51319,CD3,Bone Marrow,19,,,
+51341,Lambda,Bone Marrow,19,,,
+52955,CD10,Bone Marrow,19,,,
+51313,CD19,Bone Marrow,19,,,
+51315,CD20,Bone Marrow,18,,,
+51310,CD15,Bone Marrow,18,,,
+51309,CD14,Bone Marrow,18,,,
+51320,CD33,Bone Marrow,18,,,
+51321,CD34,Bone Marrow,18,,,
+51323,CD4,Bone Marrow,18,,,
+51307,CD13,Bone Marrow,18,,,
+51326,CD5,Bone Marrow,18,,,
+51305,CD117,Bone Marrow,18,,,
+51334,CD8,Bone Marrow,18,,,
+50991,Thyroglobulin,Blood,18,,,
+51332,CD7,Bone Marrow,18,,,
+52181,Stomatocyte,Blood,18,,,
+51213,Fibrin Degradation Products,Blood,18,,,
+51336,Glyco A,Bone Marrow,17,,,
+51306,CD11c,Bone Marrow,17,,,
+51324,CD41,Bone Marrow,17,,,
+51333,CD71,Bone Marrow,17,,,
+51314,CD2,Bone Marrow,17,,,
+50898,Cancer Antigen 27.29,Blood,16,,,
+51454,Plasma Cells,Pleural,16,,,
+50921,Estradiol,Blood,16,,,
+52279,Plasma,Cerebrospinal Fluid,16,,,
+51764,EE7,Blood,16,,,
+51328,CD56,Bone Marrow,16,,,
+52426,UCU1,Urine,15,,,
+51901,Voided Specimen,Other Body Fluid,15,,,
+50961,Methotrexate,Blood,15,,,
+51481,Hemosiderin,Urine,15,,,
+51798,"PEP, CSF",Cerebrospinal Fluid,15,,,
+52109,dRVVT - Screen,Blood,15,,,
+51299,Von Willebrand Factor Antigen,Blood,14,,,
+51298,Von Willebrand Factor Activity,Blood,14,,,
+50988,Testosterone,Blood,14,,,
+51331,CD64,Bone Marrow,13,,,
+51289,Serum Viscosity,Blood,13,,,
+51033,FetalFN,Other Body Fluid,13,,,
+50869,Anti-DGP (IgA/IgG),Blood,12,,,
+51072,"Amylase, Urine",Urine,12,,,
+51073,"Amylase/Creatinine Ratio, Urine",Urine,12,,,
+51138,Anticardiolipin Antibody IgG,Blood,12,,,
+51139,Anticardiolipin Antibody IgM,Blood,12,,,
+51765,EE3,Blood,11,,,
+52179,SCT - Screen,Blood,10,,,
+51028,"Bilirubin, Total, Body Fluid",Other Body Fluid,10,,,
+50945,Homocysteine,Blood,10,,,
+51235,Inhibitor Screen,Blood,9,,,
+52262,Immunophenotyping,Cerebrospinal Fluid,9,,,
+50850,"Triglycerides, Ascites",Ascites,9,,,
+51494,RBC Casts,Urine,9,,,
+51442,Basophils,Pleural,8,,,
+51441,Bands,Pleural,8,,,
+51579,CA 19-9,Blood,8,,,
+51953,Voided Specimen,Stool,8,,,
+51653,HIV 1 Ab Confirmation,Blood,8,,,
+52276,NRBC,Cerebrospinal Fluid,8,,,
+51655,HIV 2 Ab Confirmation,Blood,8,,,
+50982,Sex Hormone Binding Globulin,Blood,8,,,
+50929,Gentamicin,Blood,8,,,
+50913,Cryoglobulin,Blood,8,,,
+50894,Calculated Free Testosterone,Blood,7,,,
+51426,Lambda,Other Body Fluid,7,,,
+51767,EE5,Blood,7,,,
+51215,FMC-7,Blood,7,,,
+51996,Trichomonas vaginalis,Urine,7,,,
+51398,CD19,Other Body Fluid,7,,,
+51203,Factor IX,Blood,7,,,
+52019,PAN2,Urine,7,,,
+51411,CD45,Other Body Fluid,7,,,
+51713,Reflex Confirmatory Hepatitis C Viral Load,Blood,7,,,
+52268,Mesothelial cells,Cerebrospinal Fluid,7,,,
+51425,Kappa,Other Body Fluid,7,,,
+51295,TdT,Blood,7,,,
+51172,CD23,Blood,7,,,
+51475,Epithelial Casts,Urine,7,,,
+51666,H. pylori IgG Ab,Blood,6,,,
+51412,CD5,Other Body Fluid,6,,,
+50997,Tobramycin,Blood,6,,,
+51342,Wright Giemsa,Bone Marrow,6,,,
+51022,"Glucose, Joint Fluid",Joint Fluid,6,,,
+52335,TdT,Bone Marrow,6,,,
+51380,NRBC,Joint Fluid,6,,,
+51470,Calcium Phosphate Crystals,Urine,6,,,
+51094,pH,Urine,6,,,
+51067,24 hr Creatinine,Urine,6,,,
+51207,Factor VIII Inhibitor,Blood,6,,,
+51440,Atypical Lymphocytes,Pleural,6,,,
+51096,Porphobilinogen Screen,Urine,6,,,
+50901,Centromere,Blood,6,,,
+51024,"Total Protein, Joint Fluid",Joint Fluid,5,,,
+51460,"Blood, Occult",Stool,5,,,
+51174,CD3 %,Blood,5,,,
+52257,"Hematocrit, CSF",Cerebrospinal Fluid,5,,,
+51175,CD3 Absolute Count,Blood,5,,,
+51388,CD10,Other Body Fluid,5,,,
+51367,Basophils,Joint Fluid,5,,,
+51420,FMC-7,Other Body Fluid,5,,,
+52108,dRVVT - Normalized Ratio,Blood,5,,,
+51068,24 hr Protein,Urine,5,,,
+52107,dRVVT - Confirmation,Blood,5,,,
+51667,H. pylori IgG Ab Value,Blood,5,,,
+52087,CD15/56,Blood,5,,,
+51199,Eosinophil Count,Blood,5,,,
+51400,CD20,Other Body Fluid,5,,,
+51402,CD23,Other Body Fluid,5,,,
+52301,Lining Cell,Joint Fluid,5,,,
+51208,Factor X,Blood,5,,,
+52283,Promyelocytes,Cerebrospinal Fluid,4,,,
+51049,"Bilirubin, Total, Pleural",Pleural,4,,,
+52274,Myelocytes,Cerebrospinal Fluid,4,,,
+51461,Ammonium Biurate,Urine,4,,,
+51302,Young Cells,Blood,4,,,
+51032,"Creatinine, Body Fluid",Other Body Fluid,4,,,
+51209,Factor XI,Blood,4,,,
+52270,Metamyelocytes,Cerebrospinal Fluid,4,,,
+51185,CD5 %,Blood,4,,,
+51038,"Miscellaneous, Body Fluid",Other Body Fluid,4,,,
+52263,Lining Cell,Cerebrospinal Fluid,4,,,
+51186,CD5 Absolute Count,Blood,4,,,
+51205,Factor VII,Blood,4,,,
+52992,Iron Stain,Bone Marrow,4,,,
+51404,CD3,Other Body Fluid,4,,,
+51754,VZV IgG Ab Value,Blood,4,,,
+51753,VZV IgG Ab,Blood,4,,,
+51452,NRBC,Pleural,4,,,
+51745,Toxoplasma Interpretation,Blood,4,,,
+51423,HLA-DR,Other Body Fluid,4,,,
+51742,Toxoplasma IgG Ab Value,Blood,4,,,
+51386,Bands,Other Body Fluid,4,,,
+51741,Toxoplasma IgG Ab,Blood,4,,,
+51202,Factor II,Blood,3,,,
+51744,Toxoplasma IgM Ab Value,Blood,3,,,
+51743,Toxoplasma IgM Ab,Blood,3,,,
+51165,CD19 %,Blood,3,,,
+52043,Voided Specimen,Other Body Fluid,3,,,
+50844,"Lipase, Ascites",Ascites,3,,,
+51472,Cholesterol Crystals,Urine,3,,,
+51170,CD20 Absolute Count,Blood,3,,,
+51036,"Lipase, Body Fluid",Other Body Fluid,3,,,
+51169,CD20 %,Blood,3,,,
+51387,Basophils,Other Body Fluid,3,,,
+51166,CD19 Absolute Count,Blood,3,,,
+51385,Atypical Lymphocytes,Other Body Fluid,3,,,
+51806,Voided Specimen,Cerebrospinal Fluid,3,,,
+51502,Trichomonas,Urine,3,,,
+51365,Atypical Lymphocytes,Joint Fluid,3,,,
+51970,Cben,Urine,3,,,
+51023,"LD, Joint Fluid",Joint Fluid,3,,,
+50840,"Cholesterol, Ascites",Ascites,2,,,
+51531,Voided Specimen,Ascites,2,,,
+51063,"Osmolality, Stool",Stool,2,,,
+51677,K (GREEN),Blood,2,,,
+51665,HPE9,Blood,2,,,
+51995,Study Urine,Urine,2,,,
+51416,CD7,Other Body Fluid,2,,,
+50969,"Phenytoin, Percent Free",Blood,2,,,
+50968,"Phenytoin, Free",Blood,2,,,
+51827,Voided Specimen,Joint Fluid,2,,,
+52176,Rouleaux,Blood,2,,,
+51162,CD16/56 Absolute Count,Blood,2,,,
+51163,CD16/56%,Blood,2,,,
+51477,Free Fat,Urine,2,,,
+51204,Factor V,Blood,2,,,
+51121,Myelocytes,Ascites,2,,,
+50865,Amikacin,Blood,2,,,
+51126,Promyelocytes,Ascites,2,,,
+51335,FMC-7,Bone Marrow,2,,,
+51791,HIV 1 Viral Load,Cerebrospinal Fluid,2,,,
+51769,RUBIgGV,Blood,2,,,
+51724,Rubella IgG Ab,Blood,2,,,
+51317,CD23,Bone Marrow,2,,,
+51399,CD2,Other Body Fluid,2,,,
+52313,Voided Specimen,Joint Fluid,1,,,
+51042,"Sodium, Body Fluid",Other Body Fluid,1,,,
+52305,Myelocytes,Joint Fluid,1,,,
+51548,ANCA Titer,Blood,1,,,
+51065,"Sodium, Stool",Stool,1,,,
+51044,Triglycer,Other Body Fluid,1,,,
+51084,"Glucose, Urine",Urine,1,,,
+51064,"Potassium, Stool",Stool,1,,,
+52288,Young,Cerebrospinal Fluid,1,,,
+51061,"Bicarbonate, Stool",Stool,1,,,
+51062,"Chloride, Stool",Stool,1,,,
+52423,SKIP,Urine,1,,,
+51465,Bilirubin Crystals,Urine,1,,,
+52220,wbcp,Blood,1,,,
+51270,"Protein C, Antigen",Blood,1,,,
+51286,Ristocetin,Blood,1,,,
+51290,Sickle Cell Preparation,Blood,1,,,
+51311,CD16,Bone Marrow,1,,,
+51329,CD57,Bone Marrow,1,,,
+51776,<Albumin>,Cerebrospinal Fluid,1,,,
+50888,Blue Top Hold Frozen,Blood,1,,,
+51726,Rubeola IgG Ab Value,Blood,1,,,
+51725,Rubeola IgG Ab,Blood,1,,,
+51694,Mumps IgG Ab Value,Blood,1,,,
+51693,Mumps IgG Ab,Blood,1,,,
+51490,Oval Fat Body,Urine,1,,,
+51433,NRBC,Other Body Fluid,1,,,
+51435,Plasma,Other Body Fluid,1,,,
+51449,Metamyelocytes,Pleural,1,,,
+51451,Myelocytes,Pleural,1,,,
+51272,"Protein S, Antigen",Blood,1,,,
+51571,Billed,Blood,1,,,
+51608,DirLst,Blood,1,,,
+51496,"Reducing Substances, Urine",Urine,1,,,
+52178,SCT - Normalized Ratio,Blood,1,,,
+52177,SCT - Confirmation,Blood,1,,,
+50837,"Bicarbonate, Ascites",Ascites,1,,,
+50839,"Chloride, Ascites",Ascites,1,,,
+52129,Hemoglobin Other,Blood,1,,,
+51179,CD38,Blood,1,,,
+50845,"Miscellaneous, Ascites",Ascites,1,,,
+50847,"Potassium, Ascites",Ascites,1,,,
+52055,Hyperseg,Ascites,1,,,
+50848,"Sodium, Ascites",Ascites,1,,,
+51511,Urine Fat Bodies,Urine,1,,,
+51210,Factor XII,Blood,1,,,
+51211,Factor XIII,Blood,1,,,
+50916,DHEA-Sulfate,Blood,1,,,
+51968,Camp,Urine,1,,,
+51220,Heinz Body Prep,Blood,1,,,