analysis/report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monitoring the incidence and management of inflammatory arthritis in England "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Autoimmune inflammatory arthritis (IA) encompasses an overlapping group of conditions that includes rheumatoid arthritis (RA), psoriatic arthritis (PsA), axial spondyloarthritis (axSpA), and undifferentiated IA. Early diagnosis of IA and prompt treatment with disease-modifying anti-rheumatic drugs (DMARDs; e.g. methotrexate) improves outcomes for patients and increases the likelihood of remission.\n",
    "\n",
    "In England and Wales, the quality of care for people with IA is benchmarked in the [National Early Inflammatory Arthritis Audit](https://www.rheumatology.org.uk/practice-quality/audits/neiaa) (NEIAA). Metrics benchmarked include the time from primary care referral to initial rheumatology assessment, and the time to initiation of a DMARD. However, during the COVID-19 pandemic, mandatory data collection in NEIAA was paused, thereby preventing comparisons of care.\n",
    "\n",
    "The aim of this report is to use the OpenSAFELY platform to replicate key metrics from NEIAA, and assess the impact of COVID-19 on care for people with new diagnoses of IA in England. The results shown below are from a study population consisting of all patients aged 18 years or above who are registered with a general practice in England that uses TPP health software."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image, Markdown\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from IPython.display import HTML, display, Markdown\n",
    "%config InlineBackend.figure_format='png'\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Incidence of inflammatory arthritis diagnoses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This graph shows the monthly incidence of new IA diagnoses in England, corresponding to the appearance of new IA diagnosis codes ([RA](https://www.opencodelists.org/codelist/user/markdrussell/new-rheumatoid-arthritis/535a8249/), [PsA](https://www.opencodelists.org/codelist/user/markdrussell/psoriatic-arthritis/6c69f57e/), [axSpA](https://www.opencodelists.org/codelist/user/markdrussell/axial-spondyloarthritis/057968b4/), [undifferentiated IA](https://www.opencodelists.org/codelist/user/markdrussell/undiff-eia/459a5829/)) in patients' primary care records between 1 April 2019 and 31 March 2023. The denominator for calculating diagnostic incidence was all adults registered with a TPP general practice as of 1 April 2019 (17.7 million). The vertical hashed line in the graph corresponds to the start of the first COVID-19 lockdown in England (March 2020).\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/incidence_twoway_rounded.png\", width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The table below summarises the number of new IA diagnoses and corresponding diagnostic incidence (per 10,000 adult population), by year of diagnosis.\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">All IA diagnoses</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rheumatoid arthritis</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Psoriatic arthritis</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Axial spondyloarthritis</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Undifferentiated IA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>Incidence</th>\n",
       "      <th>Count</th>\n",
       "      <th>Incidence</th>\n",
       "      <th>Count</th>\n",
       "      <th>Incidence</th>\n",
       "      <th>Count</th>\n",
       "      <th>Incidence</th>\n",
       "      <th>Count</th>\n",
       "      <th>Incidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>April 2019/20</th>\n",
       "      <td>62400</td>\n",
       "      <td>35.29</td>\n",
       "      <td>15675</td>\n",
       "      <td>8.86</td>\n",
       "      <td>15710</td>\n",
       "      <td>8.88</td>\n",
       "      <td>15505</td>\n",
       "      <td>8.77</td>\n",
       "      <td>15510</td>\n",
       "      <td>8.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April 2020/21</th>\n",
       "      <td>50840</td>\n",
       "      <td>28.75</td>\n",
       "      <td>12600</td>\n",
       "      <td>7.13</td>\n",
       "      <td>12725</td>\n",
       "      <td>7.20</td>\n",
       "      <td>12820</td>\n",
       "      <td>7.25</td>\n",
       "      <td>12695</td>\n",
       "      <td>7.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April 2021/22</th>\n",
       "      <td>38095</td>\n",
       "      <td>21.54</td>\n",
       "      <td>9630</td>\n",
       "      <td>5.45</td>\n",
       "      <td>9520</td>\n",
       "      <td>5.38</td>\n",
       "      <td>9475</td>\n",
       "      <td>5.36</td>\n",
       "      <td>9465</td>\n",
       "      <td>5.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April 2022/23</th>\n",
       "      <td>22475</td>\n",
       "      <td>12.71</td>\n",
       "      <td>5580</td>\n",
       "      <td>3.16</td>\n",
       "      <td>5735</td>\n",
       "      <td>3.24</td>\n",
       "      <td>5555</td>\n",
       "      <td>3.14</td>\n",
       "      <td>5610</td>\n",
       "      <td>3.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table = pd.read_csv(\"../output/tables/diag_count_byyear.csv\")\n",
    "table_subset = table.loc[[0, 1, 2, 3], [\"total_diag_round\", \"incidence_total_diag_round\", \"ra_diag_round\", \"incidence_ra_diag_round\", \"psa_diag_round\", \"incidence_psa_diag_round\", \"axspa_diag_round\", \"incidence_axspa_diag_round\", \"undiff_diag_round\", \"incidence_undiff_diag_round\"]]\n",
    "table_subset[[\"incidence_total_diag_round\", \"incidence_ra_diag_round\", \"incidence_psa_diag_round\", \"incidence_axspa_diag_round\", \"incidence_undiff_diag_round\"]] = table_subset[[\"incidence_total_diag_round\", \"incidence_ra_diag_round\", \"incidence_psa_diag_round\", \"incidence_axspa_diag_round\", \"incidence_undiff_diag_round\"]].astype(float).round(2)\n",
    "table_subset.columns = pd.MultiIndex.from_tuples([('All IA diagnoses', 'total_diag_round'), ('All IA diagnoses', 'incidence_total_diag_round'), ('Rheumatoid arthritis', 'ra_diag_round'), ('Rheumatoid arthritis', 'incidence_ra_diag_round'), ('Psoriatic arthritis', 'psa_diag_round'), ('Psoriatic arthritis', 'incidence_psa_diag_round'), ('Axial spondyloarthritis', 'axspa_diag_round'), ('Axial spondyloarthritis', 'incidence_axspa_diag_round'), ('Undifferentiated IA', 'undiff_diag_round'), ('Undifferentiated IA', 'incidence_undiff_diag_round')])\n",
    "table_subset.rename(columns = {'diagnosis_year':'Diagnosis year', 'total_diag_round':'Count', 'incidence_total_diag_round':'Incidence', 'ra_diag_round':'Count', 'incidence_ra_diag_round':'Incidence', 'psa_diag_round':'Count', 'incidence_psa_diag_round':'Incidence', 'axspa_diag_round':'Count', 'incidence_axspa_diag_round':'Incidence', 'undiff_diag_round':'Count', 'incidence_undiff_diag_round':'Incidence'}, inplace = True)\n",
    "table_subset.rename(index = {0:'April 2019/20', 1:'April 2020/21', 2:'April 2021/22', 3:'April 2022/23'}, inplace = True)\n",
    "display(\n",
    "    HTML(table_subset.to_html(index=True)),\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time to initial rheumatology assessment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### National trends"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The table below summarises the median time, in days, from primary care referral to first assessment by a rheumatology specialist for people with new IA diagnoses, separated by date of diagnosis and by disease subtype.\n",
    "\n",
    "Data are shown for all patients with new IA diagnoses who had their first rheumatology outpatient appointment captured and who had a minimum of 6 months of available follow-up (from 1 April 2019 to 30 September 2022). Rheumatology outpatient clinics were defined by the presence of a ['410' treatment function code](https://www.datadictionary.nhs.uk/attributes/treatment_function_code.html). A proxy of primary care referral date was used, defined as the last primary care appointment before the first rheumatology appointment.\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\"></th>\n",
       "      <th colspan=\"11\" halign=\"left\">Median time to rheumatology assessment (days)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Overall</th>\n",
       "      <th>Apr 2019-Jun 2019</th>\n",
       "      <th>Jul 2019-Sep 2019</th>\n",
       "      <th>Oct 2019-Dec 2019</th>\n",
       "      <th>Jan 2020-Mar 2020</th>\n",
       "      <th>Apr 2020-Jun 2020</th>\n",
       "      <th>Jul 2020-Sep 2020</th>\n",
       "      <th>Oct 2020-Dec 2020</th>\n",
       "      <th>Jan 2021-Mar 2021</th>\n",
       "      <th>Apr 2021-Jun 2021</th>\n",
       "      <th>Jul 2021-Sep 2021</th>\n",
       "      <th>Oct 2021-Dec 2021</th>\n",
       "      <th>Jan 2022-Mar 2022</th>\n",
       "      <th>Apr 2022-Jun 2022</th>\n",
       "      <th>Jul 2022-Sep 2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>All IA diagnoses</th>\n",
       "      <td>301</td>\n",
       "      <td>192</td>\n",
       "      <td>233</td>\n",
       "      <td>293</td>\n",
       "      <td>345</td>\n",
       "      <td>373</td>\n",
       "      <td>416</td>\n",
       "      <td>458</td>\n",
       "      <td>485</td>\n",
       "      <td>532</td>\n",
       "      <td>608</td>\n",
       "      <td>636</td>\n",
       "      <td>698</td>\n",
       "      <td>643</td>\n",
       "      <td>594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rheumatoid arthritis</th>\n",
       "      <td>301</td>\n",
       "      <td>201</td>\n",
       "      <td>239</td>\n",
       "      <td>294</td>\n",
       "      <td>344</td>\n",
       "      <td>372</td>\n",
       "      <td>425</td>\n",
       "      <td>449</td>\n",
       "      <td>515</td>\n",
       "      <td>517</td>\n",
       "      <td>468</td>\n",
       "      <td>660</td>\n",
       "      <td>553</td>\n",
       "      <td>662</td>\n",
       "      <td>758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psoriatic arthritis</th>\n",
       "      <td>300</td>\n",
       "      <td>190</td>\n",
       "      <td>234</td>\n",
       "      <td>269</td>\n",
       "      <td>370</td>\n",
       "      <td>374</td>\n",
       "      <td>428</td>\n",
       "      <td>453</td>\n",
       "      <td>492</td>\n",
       "      <td>540</td>\n",
       "      <td>533</td>\n",
       "      <td>714</td>\n",
       "      <td>663</td>\n",
       "      <td>454</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axial spondyloarthritis</th>\n",
       "      <td>304</td>\n",
       "      <td>192</td>\n",
       "      <td>237</td>\n",
       "      <td>293</td>\n",
       "      <td>329</td>\n",
       "      <td>358</td>\n",
       "      <td>448</td>\n",
       "      <td>396</td>\n",
       "      <td>467</td>\n",
       "      <td>482</td>\n",
       "      <td>640</td>\n",
       "      <td>586</td>\n",
       "      <td>817</td>\n",
       "      <td>605</td>\n",
       "      <td>869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undifferentiated IA</th>\n",
       "      <td>299</td>\n",
       "      <td>188</td>\n",
       "      <td>216</td>\n",
       "      <td>301</td>\n",
       "      <td>326</td>\n",
       "      <td>381</td>\n",
       "      <td>382</td>\n",
       "      <td>515</td>\n",
       "      <td>463</td>\n",
       "      <td>612</td>\n",
       "      <td>678</td>\n",
       "      <td>666</td>\n",
       "      <td>794</td>\n",
       "      <td>775</td>\n",
       "      <td>594</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table = pd.read_csv(\"../output/tables/table_median_bydiag_rounded_to21_report.csv\")\n",
    "table_subset = table.iloc[[0,1,2,3,4], [3,5,7,9,11,13,15,17,19,21,23,25,27,29,31]]\n",
    "table_subset.columns = pd.MultiIndex.from_tuples([('', 3), ('', 5), ('', 7), ('', 9), ('Median time to rheumatology assessment (days)', 11), ('Median time to rheumatology assessment (days)', 13), ('Median time to rheumatology assessment (days)', 15), ('Median time to rheumatology assessment (days)', 17), ('Median time to rheumatology assessment (days)', 19), ('Median time to rheumatology assessment (days)', 21), ('Median time to rheumatology assessment (days)', 23), ('Median time to rheumatology assessment (days)', 25), ('Median time to rheumatology assessment (days)', 27), ('Median time to rheumatology assessment (days)', 29), ('Median time to rheumatology assessment (days)', 31)])\n",
    "table_subset.rename(columns = {3:'Overall', 5:\"Apr 2019-Jun 2019\", 7:\"Jul 2019-Sep 2019\", 9:\"Oct 2019-Dec 2019\", 11:\"Jan 2020-Mar 2020\", 13:\"Apr 2020-Jun 2020\", 15:\"Jul 2020-Sep 2020\", 17:\"Oct 2020-Dec 2020\", 19:\"Jan 2021-Mar 2021\", 21:\"Apr 2021-Jun 2021\", 23:\"Jul 2021-Sep 2021\", 25:\"Oct 2021-Dec 2021\", 27:\"Jan 2022-Mar 2022\", 29:\"Apr 2022-Jun 2022\", 31:\"Jul 2022-Sep 2022\"}, inplace = True)\n",
    "table_subset.rename(index = {0:'All IA diagnoses', 1:'Rheumatoid arthritis', 2:'Psoriatic arthritis', 3:'Axial spondyloarthritis', 4:'Undifferentiated IA'}, inplace = True)\n",
    "display(\n",
    "    HTML(table_subset.to_html(index=True)),\n",
    "    )\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph below shows the proportion of patients who received their first rheumatology assessment within 3 weeks of primary care referral. The 3-week target is recommended in national guidelines ([NICE](https://www.nice.org.uk/guidance/qs33)). Trends during each full-year period from April are shown. \n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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awVpiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "image/png": {
       "width": 1200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "Image(filename=\"../output/figures/ITSA_diagnostic_delay_GP_newey.png\", width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Regional trends"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summarised below is the regional variation in rheumatology assessment times for new IA patients. Results are compared by time period: Year 1 (1 April 2019 to 31 March 2020); Year 2 (1 April 2020 to 31 March 2021); Year 3 (1 April 2021 to 31 March 2022); and Year 4 (1 April 2022 to 30 September 2022).\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "image/png": {
       "width": 1200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/regional_qs2_bar_GP_merged.png\", width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time to prescription of a DMARD in primary care"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### National trends"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph below shows the proportion of patients who were prescribed conventional synthetic DMARDs (csDMARDs: methotrexate, leflunomide, sulfasalazine or hydroxychloroquine) in primary care within 6 months of their first rheumatology appointment. Trends during each full-year period from April are shown. Decreases were observed in March 2020 and April 2020, corresponding to the start of the first COVID-19 lockdown in England.\n",
    "\n",
    "Data are shown for all patients with new diagnoses of RA, PsA or undifferentiated IA who had their first rheumatology appointment captured and a minimum of 6 months of available follow-up (from 1 April 2019 to 30 September 2022). Data for patients with axSpA are not included, due to small numbers of these patients receiving csDMARDs. Only primary care-issued prescriptions for DMARDs are captured, representing shared-care prescribing between primary care and secondary care clinicians; secondary care-issued prescriptions are not currently captured. \n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "image/png": {
       "width": 1200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/ITSA_csDMARD_delay_newey.png\", width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Regional trends"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summarised below is the regional variation in time to first csDMARD prescription in primary care. Results are compared by time period: Year 1 (1 April 2019 to 31 March 2020); Year 2 (1 April 2020 to 31 March 2021); Year 3 (1 April 2021 to 31 March 2022); and Year 4 (1 April 2022 to 30 September 2022).\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "image/png": {
       "width": 1200
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/regional_csdmard_bar_merged.png\", width=1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Choice of first DMARD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The table below shows the choice of first DMARD for IA patients who were prescribed at least one csDMARD in primary care within 6 months of diagnosis. \n",
    "\n",
    "Data are shown for patients with new diagnoses of RA, PsA or undifferentiated IA who had their first rheumatology appointment captured and a minimum of 6 months of available follow-up (from 1 April 2019 to 30 September 2022). Data for patients with axSpA are not included, due to small numbers of these patients receiving csDMARDs. Similarly, prescriptions for leflunomide are not shown, as these represent <2% of DMARD prescriptions. Only primary care-issued prescriptions for DMARDs are captured, representing shared-care prescribing between primary and secondary care clinicians; secondary care-issued prescriptions are not currently captured.\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\"></th>\n",
       "      <th colspan=\"11\" halign=\"left\">First csDMARD prescribed in primary care (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Overall</th>\n",
       "      <th>Apr 2019-Jun 2019</th>\n",
       "      <th>Jul 2019-Sep 2019</th>\n",
       "      <th>Oct 2019-Dec 2019</th>\n",
       "      <th>Jan 2020-Mar 2020</th>\n",
       "      <th>Apr 2020-Jun 2020</th>\n",
       "      <th>Jul 2020-Sep 2020</th>\n",
       "      <th>Oct 2020-Dec 2020</th>\n",
       "      <th>Jan 2021-Mar 2021</th>\n",
       "      <th>Apr 2021-Jun 2021</th>\n",
       "      <th>Jul 2021-Sep 2021</th>\n",
       "      <th>Oct 2021-Dec 2021</th>\n",
       "      <th>Jan 2022-Mar 2022</th>\n",
       "      <th>Apr 2022-Jun 2022</th>\n",
       "      <th>Jul 2022-Sep 2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Methotrexate</th>\n",
       "      <td>49.1</td>\n",
       "      <td>49.6</td>\n",
       "      <td>47.9</td>\n",
       "      <td>47.4</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>46.2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sulfasalazine</th>\n",
       "      <td>26.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>29.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>28.2</td>\n",
       "      <td>28.6</td>\n",
       "      <td>26.7</td>\n",
       "      <td>21.4</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydroxychloroquine</th>\n",
       "      <td>24.7</td>\n",
       "      <td>23.4</td>\n",
       "      <td>28.9</td>\n",
       "      <td>25.3</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>25.6</td>\n",
       "      <td>21.4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>28.6</td>\n",
       "      <td>-</td>\n",
       "      <td>40.0</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table = pd.read_csv(\"../output/tables/first_csdmard_rounded_report.csv\")\n",
    "table_subset = table.iloc[[1,2,0], [2,4,6,8,10,12,14,16,18,20,22,24,26,28,30]]\n",
    "\n",
    "table_subset.rename(index = {0:'Hydroxychloroquine', 1:'Methotrexate', 2:'Sulfasalazine'}, inplace = True)\n",
    "table_subset.columns = pd.MultiIndex.from_tuples([('', 2), ('', 4), ('', 6), ('', 8), ('First csDMARD prescribed in primary care (%)', 10), ('First csDMARD prescribed in primary care (%)', 12), ('First csDMARD prescribed in primary care (%)', 14), ('First csDMARD prescribed in primary care (%)', 16), ('First csDMARD prescribed in primary care (%)', 18), ('First csDMARD prescribed in primary care (%)', 20), ('First csDMARD prescribed in primary care (%)', 22), ('First csDMARD prescribed in primary care (%)', 24), ('First csDMARD prescribed in primary care (%)', 26), ('First csDMARD prescribed in primary care (%)', 28), ('First csDMARD prescribed in primary care (%)', 30)])\n",
    "table_subset.rename(columns = {2:'Overall', 4:\"Apr 2019-Jun 2019\", 6:\"Jul 2019-Sep 2019\", 8:\"Oct 2019-Dec 2019\", 10:\"Jan 2020-Mar 2020\", 12:\"Apr 2020-Jun 2020\", 14:\"Jul 2020-Sep 2020\", 16:\"Oct 2020-Dec 2020\", 18:\"Jan 2021-Mar 2021\", 20:\"Apr 2021-Jun 2021\", 22:\"Jul 2021-Sep 2021\", 24:\"Oct 2021-Dec 2021\", 26:\"Jan 2022-Mar 2022\", 28:\"Apr 2022-Jun 2022\", 30:\"Jul 2022-Sep 2022\"}, inplace = True)\n",
    "\n",
    "display(\n",
    "  HTML(table_subset.to_html(index=True)),\n",
    "   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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