WithMe Health Data Product Owner Take-Home.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "from pandas.io.json import json_normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Connected: @None'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%load_ext sql\n",
    "%sql sqlite://"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pharmacy Claim Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n",
      "Done.\n",
      "5 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "drop table if exists claims;\n",
    "CREATE TABLE claims (\n",
    "  Transaction_Id numeric,\n",
    "  Prescription_Nbr numeric,\n",
    "  Date_Of_Service date,\n",
    "  NDC_Code numeric,\n",
    "  Drug_Name varchar,\n",
    "  Fill_Number numeric,\n",
    "  Patient_Id numeric,\n",
    "  Quantity numeric,\n",
    "  Billed_Amount numeric,\n",
    "  Paid_Amount numeric,\n",
    "  Copay numeric,\n",
    "  Paid_Date date\n",
    ");\n",
    "\n",
    "INSERT INTO claims (Transaction_Id,\n",
    "  Prescription_Nbr,\n",
    "  Date_Of_Service,\n",
    "  NDC_Code,\n",
    "  Drug_Name,\n",
    "  Fill_Number,\n",
    "  Patient_Id,\n",
    "  Quantity,\n",
    "  Billed_Amount,\n",
    "  Paid_Amount,\n",
    "  Copay,\n",
    "  Paid_Date)\n",
    "  \n",
    "VALUES\n",
    "(161025154809066001, 000001628638, '20131008', 0074433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, '20131031'),\n",
    "(161027598362198001, 000001628638, '20131008', 0074433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, '20131031'),\n",
    "(151594253779211001, 000001628638, '20131008', 0074433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, '20131031'),\n",
    "(161055441486135001, 000001628638, '20131008', 0074433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, '20131110'),\n",
    "(161027598362198001, 000001628638, '20131008', 0074433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, '20131031');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Transaction_Id</th>\n",
       "        <th>Prescription_Nbr</th>\n",
       "        <th>Date_Of_Service</th>\n",
       "        <th>NDC_Code</th>\n",
       "        <th>Drug_Name</th>\n",
       "        <th>Fill_Number</th>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Quantity</th>\n",
       "        <th>Billed_Amount</th>\n",
       "        <th>Paid_Amount</th>\n",
       "        <th>Copay</th>\n",
       "        <th>Paid_Date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select * from claims;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Transaction_Id</th>\n",
       "        <th>Prescription_Nbr</th>\n",
       "        <th>NDC_Code</th>\n",
       "        <th>Drug_Name</th>\n",
       "        <th>Fill_Number</th>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Quantity</th>\n",
       "        <th>Billed_Amount</th>\n",
       "        <th>Paid_Amount</th>\n",
       "        <th>Copay</th>\n",
       "        <th>Paid_Date</th>\n",
       "        <th>row_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(161027598362198001, 1628638, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 2)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "\n",
    "/*a. Identify duplicates*/\n",
    "\n",
    "select Transaction_Id, Prescription_nbr, NDC_Code, Drug_Name,\n",
    "Fill_Number, Patient_Id, Quantity,Billed_Amount, Paid_Amount, Copay,\n",
    "Paid_Date, count(*) as row_count\n",
    "from claims\n",
    "group by 1,2,3,4,5,6,7,8,9,10,11\n",
    "having count(*)>1;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Transaction_Id</th>\n",
       "        <th>Prescription_Nbr</th>\n",
       "        <th>Date_Of_Service</th>\n",
       "        <th>NDC_Code</th>\n",
       "        <th>Drug_Name</th>\n",
       "        <th>Fill_Number</th>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Quantity</th>\n",
       "        <th>Billed_Amount</th>\n",
       "        <th>Paid_Amount</th>\n",
       "        <th>Copay</th>\n",
       "        <th>Paid_Date</th>\n",
       "        <th>claim_type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>paid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>paid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>paid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>paid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>paid</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 'paid'),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 'paid'),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 'paid'),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 'paid'),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 'paid')]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "\n",
    "/*b. Identify paid vs reversed vs adjusted claims.\n",
    "\n",
    "Assumption made that though transaction IDs are the same, they can be separate events in time (at hour level).*/\n",
    "\n",
    "select*, \n",
    "case when Copay + Paid_Amount = Billed_Amount then 'paid'\n",
    "     when Paid_Amount <0 then 'reversed' \n",
    "     when (Copay + Paid_Amount != Billed_Amount) and Paid_Amount>0 then 'adjusted'\n",
    "     end as claim_type\n",
    "from(select*\n",
    "from claims\n",
    "order by paid_date) sub;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Transaction_Id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "    </tr>\n",
       "</table>"
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      "text/plain": [
       "[(161025154809066001,),\n",
       " (161027598362198001,),\n",
       " (151594253779211001,),\n",
       " (161055441486135001,),\n",
       " (161027598362198001,)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "\n",
    "/*c. Identify which record is the latest claim among related prescriptions.*/\n",
    "\n",
    "select a.Transaction_Id\n",
    "from claims a\n",
    "where a.Date_Of_Service =\n",
    "(select max(b.Date_of_Service) from claims b where b.Prescription_Nbr= a.Prescription_Nbr group by b.Prescription_Nbr)\n",
    ";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Transaction_Id</th>\n",
       "        <th>Prescription_Nbr</th>\n",
       "        <th>Date_Of_Service</th>\n",
       "        <th>NDC_Code</th>\n",
       "        <th>Drug_Name</th>\n",
       "        <th>Fill_Number</th>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Quantity</th>\n",
       "        <th>Billed_Amount</th>\n",
       "        <th>Paid_Amount</th>\n",
       "        <th>Copay</th>\n",
       "        <th>Paid_Date</th>\n",
       "        <th>Transaction_Id_1</th>\n",
       "        <th>Prescription_Nbr_1</th>\n",
       "        <th>Date_Of_Service_1</th>\n",
       "        <th>NDC_Code_1</th>\n",
       "        <th>Drug_Name_1</th>\n",
       "        <th>Fill_Number_1</th>\n",
       "        <th>Patient_Id_1</th>\n",
       "        <th>Quantity_1</th>\n",
       "        <th>Billed_Amount_1</th>\n",
       "        <th>Paid_Amount_1</th>\n",
       "        <th>Copay_1</th>\n",
       "        <th>Paid_Date_1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>151594253779211001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>1</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161025154809066001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161027598362198001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>-2</td>\n",
       "        <td>-143.89</td>\n",
       "        <td>-143.04</td>\n",
       "        <td>-0.85</td>\n",
       "        <td>20131031</td>\n",
       "        <td>161055441486135001</td>\n",
       "        <td>1628638</td>\n",
       "        <td>20131008</td>\n",
       "        <td>74433902</td>\n",
       "        <td>HUMIRA40MG/0.8</td>\n",
       "        <td>0</td>\n",
       "        <td>20020197000</td>\n",
       "        <td>2</td>\n",
       "        <td>143.89</td>\n",
       "        <td>143.04</td>\n",
       "        <td>0.85</td>\n",
       "        <td>20131110</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031, 161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110, 161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 151594253779211001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 1, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161025154809066001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031),\n",
       " (161027598362198001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, -2, -143.89, -143.04, -0.85, 20131031, 161055441486135001, 1628638, 20131008, 74433902, 'HUMIRA40MG/0.8', 0, 20020197000, 2, 143.89, 143.04, 0.85, 20131110)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "\n",
    "/*d.Identify records relating to the same prescription (logical key).*/\n",
    "\n",
    "select*\n",
    "from claims c1\n",
    "join claims c2\n",
    "on c1.Prescription_Nbr = c2.Prescription_Nbr;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Days_Since_Service_Date</th>\n",
       "        <th>Insurance_Paid_Amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20020197000</td>\n",
       "        <td>23</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20020197000</td>\n",
       "        <td>23</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20020197000</td>\n",
       "        <td>102</td>\n",
       "        <td>143.04</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(20020197000, 23, 0.0), (20020197000, 23, 0.0), (20020197000, 102, 143.04)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    " \n",
    "/*e.  Other interesting analysis!\n",
    "\n",
    "(1) Per Patient, Days since Service Date, Cumulative Insurance payment to pay date, Order by Pay Date*/\n",
    "\n",
    "select Patient_Id, Paid_Date-Date_Of_Service as Days_Since_Service_Date, sum(Paid_Amount) over (partition by Paid_Date order by Date_Of_Service) as Insurance_Paid_Amount\n",
    "from claims\n",
    "group by 1,2, Paid_Amount, Paid_Date, Date_Of_Service;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * sqlite://\n",
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Patient_Id</th>\n",
       "        <th>Date_Of_Service</th>\n",
       "        <th>HUMIRA_count</th>\n",
       "        <th>HUMIRA_qty</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20020197000</td>\n",
       "        <td>20131008</td>\n",
       "        <td>5</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(20020197000, 20131008, 5, 2)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "\n",
    "/*e.  Other interesting analysis!\n",
    "\n",
    "(2)  For each Patient_Id, each Date_Of_Service, drug type count and quantity for each drug type.*/\n",
    "\n",
    "select Patient_Id, Date_Of_Service,\n",
    "sum(case when drug_name = 'HUMIRA40MG/0.8' then 1 else 0 end) as HUMIRA_count, \n",
    "sum(case when drug_name = 'HUMIRA40MG/0.8' then Quantity else 0 end) as  HUMIRA_qty\n",
    "from claims\n",
    "group by 1,2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Python Questions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [{'member_id': {'XXXX'}, \n",
    "         'claims': [{'date_of_service': '20190101', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]},\n",
    "                    {'date_of_service': '20190102', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]},\n",
    "                    {'date_of_service': '20190103', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]}]},\n",
    "        \n",
    "       \n",
    "         \n",
    "         \n",
    "         {'member_id': {'YYYY'}, \n",
    "         'claims': [{'date_of_service': '20190101', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]},\n",
    "                    {'date_of_service': '20190102', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]},\n",
    "                    {'date_of_service': '20190103', 'procedures': [{'code':\"11111\", 'price':10.45},\n",
    "                                                                  {'code':\"22222\", 'price':11.45},\n",
    "                                                                  {'code':\"33333\", 'price':12.45}]}]}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_of_service</th>\n",
       "      <th>procedures</th>\n",
       "      <th>member_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20190101</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{XXXX}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20190102</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{XXXX}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20190103</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{XXXX}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20190101</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{YYYY}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20190102</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{YYYY}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20190103</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "      <td>{YYYY}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  date_of_service                                         procedures member_id\n",
       "0        20190101  [{'code': '11111', 'price': 10.45}, {'code': '...    {XXXX}\n",
       "1        20190102  [{'code': '11111', 'price': 10.45}, {'code': '...    {XXXX}\n",
       "2        20190103  [{'code': '11111', 'price': 10.45}, {'code': '...    {XXXX}\n",
       "3        20190101  [{'code': '11111', 'price': 10.45}, {'code': '...    {YYYY}\n",
       "4        20190102  [{'code': '11111', 'price': 10.45}, {'code': '...    {YYYY}\n",
       "5        20190103  [{'code': '11111', 'price': 10.45}, {'code': '...    {YYYY}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#member_id is retrieved.\n",
    "claims_data = json_normalize(data=data, record_path='claims', \n",
    "                            meta=['member_id'])\n",
    "claims_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Member-level JSON documents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>member_id</th>\n",
       "      <th>date_of_service</th>\n",
       "      <th>procedures</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{XXXX}</td>\n",
       "      <td>20190101</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{XXXX}</td>\n",
       "      <td>20190102</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{XXXX}</td>\n",
       "      <td>20190103</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{YYYY}</td>\n",
       "      <td>20190101</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{YYYY}</td>\n",
       "      <td>20190102</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{YYYY}</td>\n",
       "      <td>20190103</td>\n",
       "      <td>[{'code': '11111', 'price': 10.45}, {'code': '...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  member_id date_of_service                                         procedures\n",
       "0    {XXXX}        20190101  [{'code': '11111', 'price': 10.45}, {'code': '...\n",
       "1    {XXXX}        20190102  [{'code': '11111', 'price': 10.45}, {'code': '...\n",
       "2    {XXXX}        20190103  [{'code': '11111', 'price': 10.45}, {'code': '...\n",
       "3    {YYYY}        20190101  [{'code': '11111', 'price': 10.45}, {'code': '...\n",
       "4    {YYYY}        20190102  [{'code': '11111', 'price': 10.45}, {'code': '...\n",
       "5    {YYYY}        20190103  [{'code': '11111', 'price': 10.45}, {'code': '..."
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reordering column names.\n",
    "claims_data1 = claims_data[['member_id','date_of_service', 'procedures']]\n",
    "claims_data1"
   ]
  }
 ],
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