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": 3,
   "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. 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=600)"
   ]
  },
  {
   "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": 12,
   "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>64025</td>\n",
       "      <td>36.21</td>\n",
       "      <td>16125</td>\n",
       "      <td>9.12</td>\n",
       "      <td>15910</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15890</td>\n",
       "      <td>8.99</td>\n",
       "      <td>16100</td>\n",
       "      <td>9.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April 2020/21</th>\n",
       "      <td>51525</td>\n",
       "      <td>29.14</td>\n",
       "      <td>12830</td>\n",
       "      <td>7.26</td>\n",
       "      <td>12940</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12730</td>\n",
       "      <td>7.20</td>\n",
       "      <td>13025</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April 2021/22</th>\n",
       "      <td>38685</td>\n",
       "      <td>21.88</td>\n",
       "      <td>9800</td>\n",
       "      <td>5.54</td>\n",
       "      <td>9540</td>\n",
       "      <td>5.39</td>\n",
       "      <td>9630</td>\n",
       "      <td>5.45</td>\n",
       "      <td>9710</td>\n",
       "      <td>5.49</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], [\"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'}, 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 June 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": 4,
   "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=\"10\" 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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>All IA diagnoses</th>\n",
       "      <td>294</td>\n",
       "      <td>198</td>\n",
       "      <td>241</td>\n",
       "      <td>288</td>\n",
       "      <td>329</td>\n",
       "      <td>384</td>\n",
       "      <td>414</td>\n",
       "      <td>489</td>\n",
       "      <td>498</td>\n",
       "      <td>583</td>\n",
       "      <td>639</td>\n",
       "      <td>581</td>\n",
       "      <td>744</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rheumatoid arthritis</th>\n",
       "      <td>292</td>\n",
       "      <td>200</td>\n",
       "      <td>240</td>\n",
       "      <td>292</td>\n",
       "      <td>329</td>\n",
       "      <td>391</td>\n",
       "      <td>407</td>\n",
       "      <td>525</td>\n",
       "      <td>542</td>\n",
       "      <td>520</td>\n",
       "      <td>609</td>\n",
       "      <td>429</td>\n",
       "      <td>782</td>\n",
       "      <td>908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psoriatic arthritis</th>\n",
       "      <td>296</td>\n",
       "      <td>207</td>\n",
       "      <td>247</td>\n",
       "      <td>288</td>\n",
       "      <td>349</td>\n",
       "      <td>360</td>\n",
       "      <td>429</td>\n",
       "      <td>474</td>\n",
       "      <td>531</td>\n",
       "      <td>664</td>\n",
       "      <td>638</td>\n",
       "      <td>624</td>\n",
       "      <td>381</td>\n",
       "      <td>993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axial spondyloarthritis</th>\n",
       "      <td>290</td>\n",
       "      <td>190</td>\n",
       "      <td>236</td>\n",
       "      <td>287</td>\n",
       "      <td>323</td>\n",
       "      <td>407</td>\n",
       "      <td>396</td>\n",
       "      <td>491</td>\n",
       "      <td>465</td>\n",
       "      <td>411</td>\n",
       "      <td>746</td>\n",
       "      <td>554</td>\n",
       "      <td>645</td>\n",
       "      <td>704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undifferentiated IA</th>\n",
       "      <td>296</td>\n",
       "      <td>191</td>\n",
       "      <td>241</td>\n",
       "      <td>285</td>\n",
       "      <td>322</td>\n",
       "      <td>379</td>\n",
       "      <td>422</td>\n",
       "      <td>475</td>\n",
       "      <td>458</td>\n",
       "      <td>590</td>\n",
       "      <td>539</td>\n",
       "      <td>628</td>\n",
       "      <td>815</td>\n",
       "      <td>804</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]]\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)])\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\"}, 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": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "Image(filename=\"../output/figures/ITSA_diagnostic_delay_GP_newey.png\", width=600)"
   ]
  },
  {
   "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 June 2022).\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '../output/figures/regional_qs2_bar_GP_merged.png'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-14eb205d06be>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mImage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"../output/figures/regional_qs2_bar_GP_merged.png\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m600\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/opt/venv/lib/python3.8/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, url, filename, format, embed, width, height, retina, unconfined, metadata)\u001b[0m\n\u001b[1;32m   1201\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretina\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mretina\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1202\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munconfined\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munconfined\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1203\u001b[0;31m         super(Image, self).__init__(data=data, url=url, filename=filename, \n\u001b[0m\u001b[1;32m   1204\u001b[0m                 metadata=metadata)\n\u001b[1;32m   1205\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/venv/lib/python3.8/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, url, filename, metadata)\u001b[0m\n\u001b[1;32m    625\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    626\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 627\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    628\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    629\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/venv/lib/python3.8/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mreload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1233\u001b[0m         \u001b[0;34m\"\"\"Reload the raw data from file or URL.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1234\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1235\u001b[0;31m             \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1236\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretina\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1237\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_retina_shape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/venv/lib/python3.8/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mreload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    650\u001b[0m         \u001b[0;34m\"\"\"Reload the raw data from file or URL.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    651\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilename\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 652\u001b[0;31m             \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_read_flags\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    653\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    654\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../output/figures/regional_qs2_bar_GP_merged.png'"
     ]
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/regional_qs2_bar_GP_merged.png\", width=600)"
   ]
  },
  {
   "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 June 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": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAMACAIAAADT3YtbAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzde1xU9aL//zXDNW4DXoJhVEBRzIk0zEvpVvDCITUvO22X1yzNbNtFsTbbjpmlpVlqWntbWmZgdvEksak2BwqkTFNEoD1sQVBU5GLooHibYS6/P+b35XDwcooZ5rMYXs+/1qz1GT/vejymR2/XZ32Wwmq1SgAAAACAtqcUHQAAAAAAOgoKGAAAAAA4CQUMAAAAAJyEAgYAAAAATkIBAwAAAAAnoYABAAAAgJNQwAAAAADASShgAAAAAOAkFDAAAAAAcBIKGAAAAAA4CQUMAAAAAJyEAgYAAAAATkIBAwAAAAAnoYABAAAAgJNQwAAAAADASShgAAAAAOAkFDAAAAAAcBIKGAAAAAA4CQUMAAAAAJyEAgYAAAAATkIBAwAAAAAnoYABAAAAgJNQwAAAAADASShgAAAAAOAkFDAAAAAAcBIKGAAAAAA4CQUMAAAAAJyEAgYAAAAATkIBA4A2cfjw4bFjx65Zs0Z0EAB2MZlMY8eOffjhh0UHAeAi3EUHAADXVFdXl5WVdfvtt4sOAsAuFoslKytLrVaLDgLARXAHDAAAAACchAIGAAAAAE5CAQMAAAAAJ6GAAQAAAICTsAkHALSJO+64Y9OmTVFRUaKDALCLu7v7pk2b/Pz8RAcB4CIUVqtVdAYAAAAA6BA63BLEmpqaGTNmBAUF+fn5JSQkFBcX32Lw3r17R48e3aVLF5VKNXjw4F27djktJwAAAADX07EKmMFgGDNmTG5u7qZNm3bs2FFbWxsbG1tdXX3DwYcPH46Pj7969erf/va3jz/+WKPRTJ8+nQ4GAAAAoNU61hLEbdu2zZ8/PycnZ+TIkZIknTlzpmfPns8888y6deuuH/z888+vX7/+119/7dSpkyRJZrO5Z8+e0dHR6enpzs4NAAAAwCV0rDtgaWlp3bp1s7UvSZI0Gk1cXFxaWtoNBzc2Nrq7u/v7+9s+urm5BQQEdKi+CsAeFy9ePHjw4PHjx0UHAWAXq9V68ODBgoIC0UEAuIiOVcB0Op1Wq21+RqvVlpWVGY3G6wfPnTvXzc3t6aefrqysPHv27Jo1a44ePfrss886KyyA9m3//v1DhgxZvny56CAA7NLY2DhkyJBx48aJDgLARch6G3qDweDl5eXAP1Cv1wcGBjY/ExQUZLFYLly40LVr1xaD+/fvn5WV9eCDD7733nuSJPn4+Hz66afx8fEOzAMAAACgQ5FFASsoKMjJyRk3blyfPn1sZ7Kysv785z+Xlpaq1ep169bNmDHDIRNZrVaFQtHizM0G63S6Bx988M4779yyZYuXl9dnn302ffr0L774YuLEic2HNTQ0fPnll7eYtHfv3gMGDPDx8bEzPAAAAID2ThYFbMOGDTt37nz44YdtH6uqqiZNmnTlyhUfH5/q6urZs2f37dt34MCB9k/UqVMnvV7f/Ixer1cqlSqV6vrBzz//vIeHR3p6uu0uXEJCwqlTpxYtWtSigHl6erZY1thcXV3dsWPH/P39o6Oj7c8PAAAAoF2TRQHbv39/TExMSEiI7eOHH3545cqVpKSk119//fvvvx8zZsz69et37txp/0RarTY/P7/5GZ1OFxkZ6enpef3goqKiu+66q/kayJiYmO+///7SpUt+fn5NJ728vO65556bzajT6Wpra+1PDgAAAMAFyGITjtra2rCwsKaPGRkZHh4eSUlJkiSNGjVq2LBhhw4dcshEEydOPHPmTHZ2tu1jZWVlTk5OiztaTUJCQoqKiq5du9Z0Zv/+/YGBgb6+vg4JA8C12bZRZfkx0N4pFAp/f/+mXZEBwE6yKGBGo7HpHpTRaMzLyxs0aFDTssDw8PDKykqHTDRr1iytVjtz5szt27d//vnn48ePV6lUiYmJtqvp6ekKhSIlJcX28emnnz5z5kx8fPyuXbt279794IMP7tu37+mnn27xFBkA3NDo0aMvXry4detW0UEA2MXDw+PixYslJSWigwBwEbJYgqjRaEpLS23Hubm5165dGzFiRNNVg8Fw2223OWQiLy+vzMzMxMTExYsXNzY2Dh8+fNeuXU1LH1uYM2eOSqV68803Fy1aZDKZIiMjt27d+thjjzkkCQAAAIAOSCGHNwvPnj07OTn573//e2xs7Pz583/88ccff/xx2LBhtqt33nmnQqH45ZdfxIZsHZ1Ol5eXFxMTwyYcAAAAAGSxBPEvf/mLl5fXwoUL77jjjh9//DEuLq6pfZ08eVKn0w0dOlRsQgAAAACwnyyWIGq12h9++GHjxo11dXUDBw60bb9hk56eHhUVNX78eIHxAAAAAMAhZLEE0YWxBBHosI4cOfLyyy+PHDlyyZIlorMAaD2TyfTggw926tRp+/btorMAcAWyuAMGAK7n7NmzaWlpzV8bCKA9slgsaWlparVadBAALkIWz4ABAAAAQEcglztgJpMpNTU1JyenurraYDBcPyA9Pd35qQAAAADAgWRRwM6dOxcfH5+fny86CAAAAAC0IVkUsKSkpPz8/PDw8GeffbZfv34BAQGiEwEAAACA48migKWlpalUqn379oWGhorOAgCO0adPnzVr1mi1WtFBANjF3d19zZo1/v7+ooMAcBGy2Ibey8trxIgRmZmZooM4HtvQAwAAAGgii10QIyIi6uvrRacAAAAAgLYliwI2b968wsLC4uJi0UEAAAAAoA3JooAtWbJk6tSpkyZNysjIsFgsouMAAAAAQJsQtglHZGRkizPl5eUJCQmenp4ajUapbNkMy8rKnBUNABzg0qVLFRUVgYGB3bp1E50FQOtZrVadTufh4REVFSU6CwBXIKyAlZeX3/C80Wg8ceKEk8MAgMPt27cvISFh+vTpO3fuFJ0FQOs1NjZGR0er1eqqqirRWQC4AmEFTK/Xi5oaAAAAAIQQVsACAwNFTQ0AAAAAQshiE46+ffu+8847N7u6fPnyvn37OjMPAAAAALQFWRSwkpKSurq6m12trq4uKSlxZh4AAAAAaAuyKGC3duXKFQ8PD9EpAOD3USqVbm5ubm5uooMAsItCoXBzc3N3F/bUBgAXI/f/mtTU1OTm5oaGhooOAgC/z9ixY00mk+gUAOzl4eHBbxmAA4ksYCEhIU3Hb7755pYtW1oMMJlM58+ft1qtzzzzjHOjAQAAAIDjiSxgtbW1TceXL1++fPlyiwFKpVKj0UyePPm1115zbjQAAAAAcDyRBayxsdF24OHhsXz58pdeeqnFANZbAwAAAHAlIhtOU7/avHnz4MGDqVsAAAAAXJssdkFctGjR4MGDRacAAEcqKip65JFH3n33XdFBANjFbDY/8sgjTz31lOggAFyELAoYALie6urqTz/99KeffhIdBIBdzGbzp59+mpqaKjoIABchl1V/JpMpNTU1JyenurraYDBcPyA9Pd35qQAAAADAgWRRwM6dOxcfH5+fny86CAAAAAC0IVkUsKSkpPz8/PDw8GeffbZfv34BAQGiEwEAAACA48migKWlpalUqn379oWGhorOAgAAAABtRRYFrL6+fsSIEbQvAK4kMjLypZdeuuuuu0QHAWAXNze3l156ieU5ABxFYbVaRWeQ+vbt6+/vf+jQIdFBHE+n0+Xl5cXExERHR4vOAgAAAEAwWWxDP2/evMLCwuLiYtFBAAAAAKANyaKALVmyZOrUqZMmTcrIyLBYLKLjAAAAAECbkMUzYH369JEkqby8PCEhwdPTU6PRKJUtm2FZWZmIaAAAAADgMLIoYOXl5U3HRqPxxIkTAsMAgENcvXq1pqbGz8+va9euorMAsMuJEyfc3d27d+8uOggAVyCLAqbX60VHAAAHy83NTUhImD59+s6dO0VnAdB6RqOxZ8+earW6qqpKdBYArkAWBSwwMFB0BAAAAABoc7LYhAMAAAAAOgJZ3AGzqa6u3rZt2969e6uqqqxWq0ajGTly5Lx589RqtehoAAAAAOAAcilgX3755Zw5cy5dutR05ujRo9999926des++uijP/7xjwKzAQAAAIBDyKKA5efnP/zww42NjWPHjn300UcjIiIUCsWJEyd27NiRkZHx8MMP//zzz3fffbfomAAAAABgF4XVahWdQXrooYe++OKLrVu3zps3r8Wljz76aO7cuQ899NBnn30mJJuddDpdXl5eTExMdHS06CwAnMpqtRqNRjc3N3d3WfxVF4BWMxgMCoXC09NTdBAArkAWBSw4OFij0eTn59/w6qBBg06fPl1TU+PkVA5BAQMAAADQRBa7IOr1+sjIyJtd7d279/nz552ZBwAAAADagiwKWOfOnUtKSm52taSkpEuXLs7MAwAAAABtQRYFLDY2tqio6P3337/+0tatW/Pz82NjY50eCgAAAAAcTBbPgBUVFQ0ePNhgMIwePXrmzJkRERGSJJ04cSIlJeW7777z8vI6dOhQO32GimfAgA5Lp9Nt2LBh6NCh128vBKAdMZvNCxYsCAwMfPPNN0VnAeAKZFHAJElKT0+fNWtWfX19i/OBgYHJyckTJkwQksp+FDCgw8rIyEhISJg+ffrOnTtFZwHQekaj0cvLS61WV1VVic4CwBXIZXPkCRMmHDt2bMeOHbm5uWfOnJEkSaPRjBgxYs6cOTwABgAAAMA1yKWASZLUpUuXxMTExMRE0UEAAAAAoE3IYhMOAAAAAOgIKGAAAAAA4CRyWYJYUVHx1ltvZWdnV1dXGwyG6wdcunTJ+akAoNUiIiISExNjYmJEBwFgFzc3t8TERJVKJToIABchi10Q8/LyRo0a1dDQIEmSQqHw9PS8fsy1a9ecnssB2AURAAAAQBNZLEFMTExsaGiYOXOmTqe7dhOiMwIAAACAvWSxBPHgwYORkZE7duxQKmVRCAEAAACgLcii8Pj6+vbq1Yv2BQAAAMC1yaLz/OEPf9DpdBaLRXQQAHAYo9FYW1t78eJF0UEA2Ku2traurk50CgAuQhYF7JVXXqmvr1++fLkcdgQBAIfIzs4OCQlZuHCh6CAA7GI0GkNCQu666y7RQQC4CFk8AxYdHf3dd9898sgj//znP+Pj47t37379csQnn3xSSDYAAAAAcBRZFDCr1frVV19VVVUdP348Pz//hmMoYAAAAADaO1kUsDVr1rz22mtubm73339/nz59/Pz8RCcCAAAAAMeTRQHbunWrl5dXbm7u4MGDRWcBAAAAgLYii004qqqqhgwZQvsCAAAA4NpkcQesR48eRqNRdAoAcKTRo0efP3/ey8tLdBAAdvH09Dx//jxvKwXgKLL4r8mjjz565MiRY8eOiQ4CAA7j7u4eFBTk4+MjOggAewUFBalUKtEpALgIWRSwF1544YEHHpgwYUJWVhavYwYAAADgqmSxBLFv376SJJWXl48dO9bLyys0NPT6G/1lZWUiogEAAACAw8iigJWXlzcdGwyGEydOCAwDAAAAAG1EFgVMr9eLjgAADnb06NG//e1v99xzz+zZs0VnAdB6ZrN58eLFKpXq1VdfFZ0FgCuQxTNggb+BA6erqamZMWNGUFCQn59fQkJCcXHxzUZOnjxZcZ17773XgWEAuKqTJ09u3rw5IyNDdBAAdjGbzZs3b/7ggw9EBwHgImRxB8yZDAbDmDFjLly4sGnTJh8fn1WrVsXGxhYWFqrV6usHL1269OGHH276WFZWtnz58vvvv9+JeQEAAAC4jg5XwJKTk3U6XU5OzsiRIyVJGjp0aM+ePdevX79u3brrBw8fPrz5x7/+9a8KhYLVRAAAAABaRxZLEJ0pLS2tW7dutvYlSZJGo4mLi0tLS/s/v2ixWFJSUkaOHBkeHt62EQEAAAC4qA5XwHQ6nVarbX5Gq9WWlZUZjcZbfzErK6uysvLRRx9tw3AAAAAAXFqHW4Ko1+tbbOkRFBRksVguXLjQtWvXW3zxo48+8vX1ffDBB1ucNxgM//73v2/2rV9//dWetADarx49eixcuHDw4MGigwCwi5ub28KFCx27HxiAjqzDFTCr1apQKFqc+T+/dfHixdTU1IceesjPz6/FJYPBUFhY6MiIAFzCHXfc8be//U10CgD2cnNz47cMwIE6XAHr1KlTi9eO6fV6pVKpUqlu8a1PP/306tWrc+bMuf5SQEDAjBkzbvbFf//73/n5+a1OCwAAAMCVdLgCptVqWzQinU4XGRnp6el5i2/t2LEjLCwsNjb2hlfd3W/6r1Gp7HBP2QEAAAC4GTnWg8rKyvz8/NLSUrPZ7PA/fOLEiWfOnMnOzm6aKycnZ+LEibf4yrFjx3766afZs2e3WLsIAAAAAL+LsAL266+/5uXl1dTUND/54Ycf9urVq3v37gMHDoyKiurSpcuyZcsMBoMD5501a5ZWq505c+b27ds///zz8ePHq1SqxMRE29X09HSFQpGSktL8Kx999JEkSTdcfwgAN2M2mxsaGq5duyY6CAB7NTQ0XL58WXQKAC5CWAF79dVXBw0apNPpms4kJSU9/vjjx48flySpU6dObm5u9fX1r7/+ekJCQmNjo6Pm9fLyyszMHDly5OLFi+fOnRsSEpKTkxMSEnKz8RaLJTk5efjw4b169XJUBgAdQVZWVkBAwOOPPy46CAC7GI3GgICA3r17iw4CwEUIewYsOzvb19e36amqoqKiN954w9vb+7XXXps3b56/v39jY2N2dvazzz6bk5OzefPmJUuWOGpqtVr9ySef3PDShAkTWmyKqFQqT5065aipAQAAAHRkwu6AnTx5skePHm5ubraPX3zxhdVqffPNNxcvXuzv7y9JkoeHR3x8/DfffHPbbbe1WBMIAAAAAO2RsAJmNpubbx544sQJSZKmTZvWYlhERMTAgQNLSkqcGg4AAAAA2oCwAhYeHl5aWtrQ0GD76OvrK0mSyWS6fqTJZGq6UQYAAAAA7ZewAjZlyhSDwfDqq6/aPo4aNUqSpOuXGhYXFx85ciQ6OtrZ+QAAAADA0YRtwrF06dIPPvhg3bp1DQ0N//mf/zlt2rQtW7a8+OKLFy9efPzxx3v06KHX6//7v/87KSnJYDA8+eSTonICQOvExsZWVlb6+PiIDgLALp6enpWVlSzGAeAoihab/jnTL7/8Eh8fX1NTo1Qq77rrrrCwsPT0dNvLlxWK/wm2YMGCLVu2iAppJ51Ol5eXFxMTw008AAAAAMKWIEqSFB0drdPpFi1a5OvrW1BQ8NVXX9nalyRJtvbVv3//Tz/9tP22LwAAAABoTuQdsCZXr149ePCgTqc7f/68xWLx8/OLiIi4++67w8PDRUezF3fAAAAAADQR9gxYc7fddtvIkSNHjhwpOggAAAAAtCGRSxABwIUdO3YsKSnps88+Ex0EgF3MZnNSUtJrr70mOggAF0EBA4A2cfz48bVr16alpYkOAsAuZrN57dq177zzjuggAFwEBQwAAAAAnIQCBgAAAABOQgEDAAAAACehgAEAAACAk8hiG3oAcD0ajWbOnDn33nuv6CAA7OLm5jZnzpygoCDRQQC4CFm8iNmF8SJmAAAAAE1YgggAAAAATiKXJYgmkyk1NTUnJ6e6utpgMFw/ID093fmpAAAAAMCBZFHAzp07Fx8fn5+fLzoIAAAAALQhWRSwpKSk/Pz88PDwZ599tl+/fgEBAaITAYADmM1mpVKpUChEBwFgF7PZrFAolEoe3ADgALIoYGlpaSqVat++faGhoaKzAIBjZGRkJCQkTJ8+fefOnaKzAGg9o9Ho5eWlVqurqqpEZwHgCmTxdzn19fWDBg2ifQEAAABwbbIoYBEREfX19aJTAAAAAEDbkkUBmzdvXmFhYXFxseggAAAAANCGZFHAlixZMnXq1EmTJmVkZFgsFtFxAAAAAKBNyGITjj59+kiSVF5enpCQ4OnpqdFort9oqKysTEQ0AAAAAHAYWRSw8vLypmOj0XjixAmBYQDAIf7whz+UlJTwXg2gvfP09CwpKXF3l8X/MgFwAbL4r4lerxcdAQAczMfHx3Z7H0B7x28ZgAPJooAFBgaKjgAAAAAAbU4Wm3AAAAAAQEdAAQMAAAAAJxG2BLFLly6SJK1evXrBggW241urq6tr+1AA4DDHjx9PSUmJjo6eMmWK6CwAWs9isaxatcrf33/x4sWiswBwBcIKWH19vSRJBoOh6RgAXMmxY8dWrFgxffp0ChjQrplMphUrVqjVagoYAIcQVsBMJtMNjwEAAADAVfEMGAAAAAA4CQUMAAAAAJyEAgYAAAAATiKLFzFLkmQymVJTU3Nycqqrq207c7SQnp7u/FQA0GohISFTp04dMmSI6CAA7KJUKqdOndqpUyfRQQC4CIXVahWdQTp37lx8fHx+fv4txsghZyvodLq8vLyYmJjo6GjRWQAAAAAIJos7YElJSfn5+eHh4c8++2y/fv0CAgJEJwIAAAAAx5NFAUtLS1OpVPv27QsNDRWdBQAAAADaiiw24aivrx80aBDtCwAAAIBrk0UBi4iIqK+vF50CAAAAANqWLArYvHnzCgsLi4uLRQcBAIfJysry9vaeO3eu6CAA7NLY2Ojt7d2zZ0/RQQC4CFkUsCVLlkydOnXSpEkZGRkWi0V0HABwALPZbDAYjEaj6CAA7GK1Wg0Gw7Vr10QHAeAihG3CERkZ2eJMeXl5QkKCp6enRqNRKls2w7KyMmdFAwAAAIA2IayAlZeX3/C80Wg8ceKEk8MAAAAAgBMIK2B6vV7U1AAAAAAghLACFhgYKGpqAAAAABBCFptw9O3b95133rnZ1eXLl/ft29eZeQDAfvfdd9+RI0def/110UEA2MXDw+PIkSOZmZmigwBwEcLugDVXUlJSV1d3s6vV1dUlJSXOzAMA9vP39x8wYIDoFADspVAo+C0DcCBZ3AG7tStXrnh4eIhOAQAAAAD2knsBq6mpyc3NDQ0NFR0EAAAAAOwlcgliSEhI0/Gbb765ZcuWFgNMJtP58+etVuszzzzj3GgAAAAA4HgiC1htbW3T8eXLly9fvtxigFKp1Gg0kydPfu2115wbDQDsdfLkyd27d99xxx3jxo0TnQVA61kslg0bNvj5+S1YsEB0FgCuQOQSxMb/R5Kk5cuXN17HbDafPn168+bNvr6+AnMCQCscPXp06dKlO3fuFB0EgF1MJtPSpUtXrlwpOggAFyHyDpi7+/8/++bNmwcPHtz0EQAAAABckiw6z6JFi0RHAAAAAIA2J/ddEAEAAADAZQi7A9alSxdJklavXr1gwQLb8a3d4k3NAAAAANAuCCtg9fX1kiQZDIamYwBwJV27dh03btzdd98tOggAuyiVynHjxnXu3Fl0EAAuQmG1WkVncGU6nS4vLy8mJiY6Olp0FgAAAACC8QwYAAAAADiJLArYe++9d+zYMdEpAAAAAKBtyWIb+ieffFKSJI1GE/f/REREiA4FAAAAAA4miwL20ksvZWdn//zzzykpKSkpKZIkhYWF2ZpYbGxsjx49RAcEAAAAAAeQ0SYcV65c2bdvX3Z29vfff3/48GGTyWQ736tXr7i4uK1bt4qN1zpswgF0WN9///3UqVOnTZv23nvvic4CoPUaGxuDg4PVarVOpxOdBYArkMUdMBsfH5+xY8eOHTtWkqSGhobc3Nyvv/56+/bt5eXl5eXl7bSAAeiwGhsb9Xr9pUuXRAcBYBer1arX6729vUUHAeAiZFTAbAwGw4EDB2z3wX7++Wej0ShJkkajEZ0LAAAAAOwliwJmMpkOHTr0/fffZ2dn//TTT1evXpUkqWvXrpMmTRo1alRcXFxUVJTojAAAAABgL1kUsKCgINsqnaCgoPj4eFvpuvPOOxUKhcPnqqmpSUxM/OabbxobG4cPH75+/fp+/frdYvxXX321bt26goICd3f3fv36vfHGG8OHD3d4KgAAAAAdgSwKmK19RUdHP/fcc6NHjw4LC2ujiQwGw5gxYy5cuLBp0yYfH59Vq1bFxsYWFhaq1eobjt+8efMzzzwzZcqUTZs2SZJUUFBw9uzZNsoGAAAAwOXJooC98MIL2dnZ+fn5jz/+uCRJPXv2jIuLs90Hu1k1ap3k5GSdTpeTkzNy5EhJkoYOHdqzZ8/169evW7fu+sFlZWVLly5dunTpDa8CwK0NGTJk3759Xbt2FR0EgF08PDz27dvn6ekpOggAFyGjbegvXLiQm5tr236jqKjIFqxv3762MjZ16lT7p5g4ceKRI0dOnz7ddCYhIeHEiRMlJSXXD/7rX/+6YcOG2tpalUplsViUSmUrZmQbegAAAABNWlMq2ohKpXrggQfWr19fUFDw66+/7t69e/78+RUVFX//+9+nTZvmkCl0Op1Wq21+RqvVlpWV2fZabGHfvn39+/f/+OOPu3Xr5ubmFh4evnHjRofEAAAAANAxyWIJYnNmszkvL892H2zfvn3Xrl1z4B+u1+sDAwObnwkKCrJYLBcuXLh+mVBVVdXZs2dfeeWV1atXh4eH79q1a/HixY2Njc8//3yLkU3vjL6exWJxVHgAAAAA7Z0sCpjFYiksLLRtQ5+bm9vQ0GA7r1KpJkyYEBcXFxcX55CJrFZri50Vb7EC02KxNDQ07Ny584EHHpAkKT4+vry8fO3atYmJic2XI168eHHPnj0OiQcAAADAtcmigHXp0kWv19uO/fz8EhISbKUrJibGzc3NgRN16tSpaSIbvV6vVCpVKtX1gzt37lxRUTFmzJimM/Hx8T/88ENlZWWPHj2aTnp5eQ0YMOBmM549e7aqqsoR2QG0M5WVlenp6b179x49erToLABaz2KxvP/++76+vrNmzRKdBYArkEUBs+0ObytdgwYNcndvq1RarTY/P7/5GZ1OFxkZecOtjbRabV5eXvNbZGazWZKkFrtxeHl59e/f/2Yz6nQ6ChjQMel0uoULF06fPp0CBrRrJpNp4cKFarWaAgbAIWSxCYder8/MzFy2bNm9997bdu1LkqSJEyeeOXMmOzvb9rGysjInJ2fixNa0Q2EAACAASURBVIk3HDxlyhRJkr755pumM99++61ardZoNG2XEAAAAIALk0UBc9q7NWbNmqXVamfOnLl9+/bPP/98/PjxKpUqMTHRdjU9PV2hUKSkpNg+Tpw4ccSIEfPnz9+wYcOXX345bdq0n3/++ZVXXmnxFBkAAAAA/EayWILoNF5eXpmZmYmJibb9DIcPH75r166QkJAbDlYoFGlpacuWLVuzZk19fX2fPn2Sk5Nnzpzp5MwAAAAAXEbHKmCSJKnV6k8++eSGlyZMmNBiU0SVSvXuu+++++67TokGAAAAwMV1uAIGAM7RuXPn2NjYfv36iQ4CwC5KpTI2NrZLly6igwBwERQwAGgT99xzT9OWPwDaL3d3d37LABxIFptwAAAAAEBHQAEDAAAAACeR0RLEhoaG8+fPKxSKoKAgf39/0XEAAAAAwMHE3wErLCycO3du9+7dAwICwsPDw8LCAgICwsLCHnvssaKiItHpAAAAAMBhRBYwq9W6YsWKAQMGfPTRR5WVlc0vnTp1avv27QMGDHj55ZcFpQMAu+Tm5nbv3v2ZZ54RHQSAXRobG7t37z5o0CDRQQC4CJFLEN9+++1XXnlFkqTRo0fPmjVr4MCBXbt2tVgsdXV1hw8f/vjjj7Ozs1euXNmpUyf+DwZAu3P16tXKyspz586JDgLALlartbKy0mw2iw4CwEUIK2Dnz59ftmyZQqHYunXr448/3vySWq2Ojo5+9NFHt23b9sQTTyQlJc2cObNTp06iogIAAACAQwhbgpiSknL16tWFCxe2aF/NzZs376mnnrp69WpKSoozswEAAABAWxBWwHJyciRJeu655249bMmSJZIk7d271wmRAAAAAKBNCStgRUVFISEhvXv3vvWwnj17hoaGFhYWOicVAAAAALQdYc+A1dXVRUZG/paR3bp1Ky0tbes8AOBYgwYNyszMVKvVooMAsIuHh0dmZqaXl5foIABchLAC1tDQ4Ofn91tG+vv7X7x4sa3zAIBjderUacyYMaJTALCXQqHgtwzAgYQtQbRYLG00GAAAAADkSeR7wC5dulRQUPBbhjkhDAAAAAC0NZEF7PDhw3fffbfAAAAAAADgTMIKWHBwsKipAcAJqqqqsrKyevbsOXz4cNFZALSexWJJSUnx8fGZOnWq6CwAXIGwAlZTUyNqagBwgl9++WXOnDnTp0+ngAHtmslkmjNnjlqtpoABcAhhm3AAAAAAQEfTPgrY1atXRUcAAAAAAHvJvYBdunRp3bp1ERERooMAAAAAgL1E7oJoc+3aNb1e36VLFw8Pj+bnL1y4sHnz5o0bN547d05UNgAAAABwIJF3wH755Zf4+Hh/f//Q0FBvb+/777//2LFjkiSZzea33norIiJi+fLl586d69ev3+7duwXmBIBWCAwMHDx4cGRkpOggAOyiVCoHDx4cExMjOggAF6GwWq1CJj558mT//v0vXLjQ/KRarT5y5MisWbMyMzMlSYqIiFixYsWsWbOUSrkvlbwZnU6Xl5cXExMTHR0tOgsAAAAAwYQVmzfeeOPChQvh4eGffPJJSUnJkSNHXn/99QsXLowYMSIzM9PT0/PVV189evTonDlz2m/7AgAAAIDmhD0DlpWV5ebmlp6ertVqbWcGDBigUqmeeuopSZKSk5MfeughUdkAAAAAoC0Iu7l06tSpyMjIpvZlM2nSJEmSunfvTvsCAAAA4HqEFbBr166FhIS0OBkaGipJUlhYmIhEAAAAANC25Ph4lZubm+gIAGCvH3/8MSoq6vnnnxcdBIBdGhsbo6KiRowYIToIABch8j1gly5dKigo+I3nBwwY4JRQAOAYly9fLi0traqqEh0EgF2sVmtpaWlDQ4PoIABchMgCdvjw4bvvvvs3nhe1XT4AAAAAOIqwAhYcHCxqagAAAAAQQlgBq6mpETU1AAAAAAghx004AAAAAMAliXwG7Lc7cODA0KFDRacAgN8hJiYmNTW1e/fuooMAsIuHh0dqauptt90mOggAFyHrAnbq1KmUlJQdO3aUlpayCQeA9qVr1662l8sDaNcUCgW/ZQAOJMcCdvny5f/6r//asWNHdna2rXcFBgaKDgUAAAAA9pJRAbNardnZ2R9//PHu3bsvX74sSZK3t/f48eNnzJgxfvx40ekAAAAAwF6yKGClpaUff/xxcnLyqVOnbGc8PDwaGxtra2sDAgLEZgMAAAAARxG5C6Jer9+yZcu9994bFRW1evXqU6dO9erVa8WKFeXl5YMHD5YkifYFoP2qra3dvXv3wYMHRQcBYBer1bp79+6vv/5adBAALkLYHbBp06b94x//MBgMkiSpVKpp06bNmTNn+PDhovIAgGMVFBRMmzZt+vTpO3fuFJ0FQOs1NjZOmzZNrVZXVVWJzgLAFQgrYLt375YkKTQ09M0335wyZYq3t7eoJAAAAADgHMKWICqVSkmSqqqqnn/++RUrVuh0OlFJAAAAAMA5hBWw06dPr127tl+/fmfOnHnjjTfuvPPOgQMHbty48ezZs6IiAQAAAECbElbAQkNDX3jhBZ1Od+jQoUWLFnXp0iU/P3/x4sUajWbChAmVlZWiggEAAABAGxG5C6LNPffcs3nz5qqqqj179kyePFmhUHz99dcnT56UJOmxxx7Lysoym82iMwLA7+bv76/Vart37y46CAC7KJVKrVbbt29f0UEAuAiF1WoVneF/OXfu3K5du3bs2JGXl2c7ExIS8qc//Wnjxo1ig7WOTqfLy8uLiYmJjo4WnQUAAACAYLIrYE2Ki4t37Nixc+fOM2fOSJIk25y3RgEDAAAA0ET8EsSb6dev39q1a0+dOpWRkTF9+nTRcQAAAADAXsLeA/YbKZXK+Pj4+Ph40UEAAAAAwF7CClhqaurvGj958uQ2SgIAAAAAziGsgE2ZMuV3jW+nz4AB6LD279//1FNPjRs3bvXq1aKzAGg9k8k0aNCg22+/PSMjQ3QWAK5A8BLE6OjoTp06ic0AAG3h4sWLBQUF/fr1Ex0EgF0sFktBQYFarRYdBICLEFbAfHx8rly5UlJSMm7cuNmzZ48fP97T01NUGAAAAABwAmG7INbU1Hz44YfDhg376quv/vjHP6rV6oULF+7fv19UHgAAAABoa8IKmL+//9y5c7///vuKiorVq1fffvvtW7Zsue+++3r37r1y5crjx4+LCgYAAAAAbUT8e8B69OixbNmyf//73wcPHly0aFF9ff3LL7/cq1ev4cOHf/jhh6LTAQAAAIDDKOS2u2BjY+O33367adOm7777rnPnznV1daIT2UWn0+Xl5cXExERHR4vOAsCpampqsrOzw8PD7733XtFZALSexWL57LPPfHx8Jk2aJDoLAFcgrxcxG43Gb775Jjk5+YcffpAkycvLS3QiAGilkJCQRx55RHQKAPZSKpX8lgE4kFwK2IEDBz7++OPPPvvs/PnzCoVi5MiRs2bNmjZtmuhcAAAAAOAwggvYiRMnkpOTk5OTy8rKJEmKiopasmTJrFmzevToITYYAAAAADicsAL2/vvvJycn//jjj5IkdenS5c9//vPs2bMHDx4sKg8AAAAAtDVhBWzBggWSJMXExMyePXvcuHEeHh6SJFVUVNxsfHh4uLOiAYAD1NXVHTx4UKPR9O/fX3QWAK1ntVq//fZbb2/vUaNGic4CwBUI2wVRoVD8rvFy263xN2IXRKDDysjISEhImD59+s6dO0VnAdB6RqPRy8tLrVZXVVWJzgLAFQi7AxYcHCxqagAAAAAQQlgBq6mpETU1AAAAAAihFB0AAAAAADoKubwHTJKkhoYG20vAgoKC/P39RccBAAAAAAcTfwessLBw7ty53bt3DwgICA8PDwsLCwgICAsLe+yxx4qKikSnA4BW8vHxCQ8Pv/3220UHAWAXhUIRHh7OG0oBOIqwXRAlSbJarS+//PIrr7xyswEKheKll156+eWXnRjKwdgFEQAAAEATkXfA3n77bVv7Gj169EcfffTLL7/U1NRUVVUVFRVt3749Li7OarWuXLly06ZNAkMCAAAAgKMIK2Dnz59ftmyZQqHYtm1bVlbWnDlz7rzzzuDgYLVaHR0d/eijj37//fdbt25VKBRJSUnnz5934NQ1NTUzZswICgry8/NLSEgoLi6+2ch//vOfiv+tS5cuDkwCAAAAoEMRtglHSkrK1atXn3rqqccff/xmY+bNm1dQUPDuu++mpKQ888wzDpnXYDCMGTPmwoULmzZt8vHxWbVqVWxsbGFhoVqtvtlX1q1b161bN9uxl5eXQ2IAAAAA6ICEFbCcnBxJkp577rlbD1uyZMm77767d+9eRxWw5ORknU6Xk5MzcuRISZKGDh3as2fP9evXr1u37mZfSUhIuPPOOx0yOwAAAICOTNgSxKKiopCQkN69e996WM+ePUNDQwsLCx01b1paWrdu3WztS5IkjUYTFxeXlpZ2629dvHjRbDY7KgOAjuDgwYPDhg27xT5DANoFk8k0bNiwyZMniw4CwEUIK2B1dXUajea3jOzWrdu5c+ccNa9Op9Nqtc3PaLXasrIyo9F4s6/ce++9KpXK19d30qRJ5eXljkoCwLXp9fqffvqppKREdBAAdrFYLD/99NPBgwdFBwHgIoQtQWxoaPDz8/stI/39/S9evOioefV6fWBgYPMzQUFBFovlwoULXbt2bTE4ICBg4cKFw4cP9/X1zcvL27hx47BhwwoKCkJCQprGGAyGX3755WbT1dXVOSo5AAAAgPZOWAGzWCxtNPjWrFarQqFoceZmg++777777rvPdjxp0qTRo0fHxcVt3rx59erVTWOMRqNOp3NUPAAAAAAuTFgBkyTp0qVLBQUFv2WYAyft1KmTXq9vfkav1yuVSpVK9X9+NzY2tkePHnl5ec1P+vv7z5kz52Zfsb2IudVpAQAAALgSkQXs8OHDd999t5Mn1Wq1+fn5zc/odLrIyEhPT8/f8nWTyaRUinx7NQAAAID2S1gBCw4OFjLvxIkT//GPf2RnZ8fFxUmSVFlZmZOTc7M97k0mk7v7//wr+vrrr6uqqp544gknZQXQnt15551bt26NjIwUHQSAXdzd3bdu3err6ys6CAAXobjFE1AuyWAwDBw4UK/Xr1q1ytfXd/Xq1dXV1bY98SVJSk9Pf+CBB5KTk2fOnClJUkJCQmhoaP/+/f39/Q8fPrxt2za1Wn348OHOnTv/xulsSxBjYmKio6Pb8J8KAAAAQHsgcgmiEF5eXpmZmYmJiYsXL25sbBw+fPiuXbua72rY3JgxY3bt2rVnz55Lly6p1eq5c+euXLnyt7cvAAAAAGhO1nfADAaDl5eX6BR24Q4YAAAAgCay2E+ioKBg48aNpaWlTWeysrKioqK8vb1DQ0N37twpMBsAAAAAOIosCtiGDRuWLl0aEBBg+1hVVTVp0qTS0lIfH5/q6urZs2cfPnxYbEIA+L30ev3evXuPHj0qOggAu1it1r179x44cEB0EAAuQhYFbP/+/TExMU0PYn344YdXrlxJSkq6fPnyd999Z7Va169fLzYhAPxeBw8ejI2NffXVV0UHAWCXxsbG2NjYP/7xj6KDAHARsihgtbW1YWFhTR8zMjI8PDySkpIkSRo1atSwYcMOHTokLh0AAAAAOIYsCpjRaGx6D7LRaMzLyxs0aJBKpbKdCQ8Pr6ysFJcOAAAAABxDFgVMo9E07cCRm5t77dq1ESNGNF01GAy33XaboGgAAAAA4DCyKGD33XdfXl7eli1bjh49unLlSkmSJkyY0HS1uLg4NDRUXDoAAAAAcAxZFLC//OUvXl5eCxcuvOOOO3788ce4uLhhw4bZLp08eVKn0w0dOlRsQgD4vby8vG6//fam1dQA2imFQnH77bd37dpVdBAALsJddABJkiStVvvDDz9s3Lixrq5u4MCBtu03bNLT06OiosaPHy8wHgC0QmxsbG1tregUAOzl4eHBbxmAAymsVqvoDK5Mp9Pl5eXFxMRER0eLzgIAAABAMFksQQQAAACAjkAWBezEiRPbtm3T6XTXXyouLt62bdvJkyednwoAAAAAHEsWBWzjxo3z5893c3O7/pKHh8cTTzyxefNm56cCAAAAAMeSRQHLzMzUarV9+/a9/lLv3r3vuuuujIwM56cCAHscPnw4Pj5+7dq1ooMAsIvJZIqPj3/kkUdEBwHgImRRwE6fPh0ZGXmzq7169Tp9+rQz8wCA/erq6jIzM4uKikQHAWAXi8WSmZm5d+9e0UEAuAhZFDCz2XyLzRitVqvBYHBmHgAAAABoC7IoYBEREQcOHDAajddfMhqNP/30U3h4uNNDAQAAAICDyaKATZgw4ezZs8uWLbv+0rJly2praydMmOD8VAAAAADgWO6iA0iSJC1ZsuSjjz566623Dh8+PHfu3KioKKvVWlpaun379pycnODg4KVLl4rOCAAAAAD2kkUBCw4O/uabb6ZMmZKTk5OTk9P8Uo8ePVJTU4ODgwVFA4BWuuOOO95+++0b7u8KoB1xd3d/++23/fz8RAcB4CIUt9j9wsmuXLmyY8eOrKysU6dOSZLUo0eP+Pj4WbNm+fj4iI7WejqdLi8vLyYmJjo6WnQWAAAAAILJqIC5JAoYAAAAgCay2IQDAAAAADoCChgAAAAAOAkFDADaxMWLFw8dOnT8+HHRQQDYxWq1Hjp0qLCwUHQQAC6CAgYAbWL//v2DBw9evny56CAA7NLY2Dh48OD7779fdBAALoICBgAAAABOQgEDAAAAACehgAEAAACAk1DAAAAAAMBJKGAA0Cbc3d39/Pxuu+020UEA2EWhUPj5+fn5+YkOAsBFuIua+Mknn/xd47ds2dJGSQCgLYwePbqhoUF0CgD28vDw4LcMwIEUVqtVzMQKxe8aLyqnnXQ6XV5eXkxMTHR0tOgsAAAAAAQTdgfsiy++aP4xMzPz/fff792795/+9KewsDCFQlFRUfHZZ58dO3ZswYIFY8aMEZUTAAAAABxF2B2w5nJzc0eNGrVixYoXX3xRqfyfx9IsFsuqVateeeWVnJyc4cOHC0zYatwBAwAAANBEFgVs9OjRdXV1hYWFN7zav3//22+/PTMz08mpHIICBgAAAKCJLHZBzMvL69+//82u9u/f/9ChQ87MAwD2KygomDx58oYNG0QHAWAXk8k0efLkxx57THQQAC5C2DNgzZnN5pMnT97sakVFhdlsdmYeALBfbW3tV1995evrKzoIALtYLJavvvpKrVaLDgLARcjiDtigQYNyc3NTU1Ovv7Rnz54ffvjhnnvucX4qAAAAAHAsWdwBe+mll3Jzcx988MFJkyY9/PDD4eHhkiSdPHny008/TU1NVSqVK1asEJ0RAAAAAOwliwIWFxe3a9eu+fPn79mzZ8+ePc0vBQQEbN26NTY2VlA0AAAAAHAYWRQwSZIeeuihuLi4jz/+ODc398yZM5IkaTSaESNGzJ49u2vXrqLTAQAAAIADyKWASZLUtWvXxMTExMRE0UEAwAH69Onz+uuva7Va0UEA2MXd3f3111/39/cXHQSAi5DFe8BcGO8BAwAAANBEFrsg2mRkZEyePFmj0Xh7e7/yyiu2k99++21SUlJ1dbXYbAAAAABgP7ksQVyyZIntdaVKpdJisVgsFtv5oKCgtWvXajSap59+WmhAAAAAALCXLO6Affrppxs2bOjbt29mZubly5ebXxoyZEhwcPDXX38tKhsAAAAAOIos7oC9++67Pj4+33zzTURERItLCoViwIABZWVlQoIBQKtdvnz55MmTKpVKo9GIzgLALsXFxR4eHr179xYdBIArkMUdsIKCgiFDhlzfvmw6d+5cVVXl5EgAYKcff/xRq9W+8MILooMAsIvRaNRqtSNHjhQdBICLkEUBM5lMPj4+N7t65swZDw8PZ+YBAAAAgLYgiwIWFhZWVFRkNpuvv9TQ0FBUVNSnTx/npwIAAAAAx5JFAXvggQdOnz69bt26FuetVusLL7yg1+snT54sJBgAAAAAOJAsCtjSpUuDg4P/+te/Pvjgg5988okkSZWVlR9++OHIkSO3bNkSFha2aNEi0RkBAAAAwF6y2AUxODg4IyNjypQpX3755ZdffilJ0gcffPDBBx9IkhQREZGenq5SqURnBIDfR6FQKJVKpVIWf88FoNVsv2U3NzfRQQC4CFkUMEmS+vfvX1xc/Mknn/zzn/+sqKiwWq3du3ePj4+fM2fObbfdJjodAPxu8fHxN3y0FUD74uHhwW8ZgAMprFar6AyuTKfT5eXlxcTEREdHi84CAAAAQDDWxgAAAACAk8hlCaLNtWvXCgoKqqqqrFarRqMZMGCAt7e36FAAAAAA4BhyKWCXLl1asWLF1q1bGxoamk76+/vPnz9/5cqVfn5+ArMBAAAAgEPIooBdvHgxNjb2yJEjCoViwIABYWFhCoWioqKisLBw/fr12dnZOTk5AQEBomMCwO/wyy+/rFmzZtiwYU899ZToLABaz2w2z549Oygo6J133hGdBYArkMUzYCtXrjxy5EhcXNy//vWvI0eOpKam7tmz58iRI//617/i4uKOHDmycuVK0RkB4Pepqqr65JNP9u3bJzoIALuYzeZPPvnE9pocALCfLArY559/Hhwc/I9//KNfv37Nz/fr1y8tLS04OPiLL74QlQ0AAAAAHEUWBezs2bOjRo3y9fW9/pKfn19cXNzZs2ednwoAAAAAHEsWBaxbt25Xrly52dUrV650797dmXkAAAAAoC3IooDNmDEjMzOzoqLi+ksVFRVZWVkzZ850eigAAAAAcDC3l19+WXQGadiwYQcOHFi7dq1KpYqKivLw8JAk6cqVKykpKXPmzBkyZMg777zj5uYmOmZr/Prrr1VVVWq1Ojg4WHQWAM4WGBgYFxfX4ulWAO2O1WqNjY297777RAcB4AoUVqtVyMSRkZHNP1qt1uPHj9uOu3btKknSr7/+avvYs2dPhUJRVlbm5IQOodPp8vLyYmJioqOjRWcBAAAAIJiw94CVl5ff7FJT9bJpKmYAAAAA0K4JK2B6vV7U1AAAAAAghLACFhgYKGpqAAAAABBCFrsgAoDruXbtWkVFRV1dneggAOxVUVFRWVkpOgUAF9HhClhNTc2MGTOCgoL8/PwSEhKKi4t/y7cmT56sUCjmzZvX1vEAuIy9e/dGREQ8++yzooMAsIvRaIyIiBg8eLDoIABchLAliF26dJEkafXq1QsWLLAd35pD/hbZYDCMGTPmwoULmzZt8vHxWbVqVWxsbGFhoVqtvsW39uzZ88MPP3h6etofAAAAAEBHJqyA1dfXS5JkMBiajp0gOTlZp9Pl5OSMHDlSkqShQ4f27Nlz/fr169atu9lXGhoann766bVr1z733HPOCQkAAADAVQlbgmgymUwm0zPPPNN0fGsOmTQtLa1bt2629iVJkkajiYuLS0tLu8VXXnzxxR49ejz++OMOCQAAAACgIxN2B0wInU6n1Wqbn9FqtZmZmUaj8YYrDA8dOvTee+8dPHhQoVA4KyMAAAAAlyWLAhYbG6tSqVJTU9u65+j1+hbb3wcFBVkslgsXLnTt2rXFYJPJ9MQTT/z5z3/u37//Lf5Mq9V6ixt0ZrPZnsAAAAAAXIksCtiBAwfuvfdeJ9xlslqtLWaxWq03G7xx48Zff/115cqVt/4zGxoa9uzZ45h8AFzI2LFjr1696ubmJjoIALt4enpevXqVtTAAHEUWBaxnz54XL150wkSdOnXS6/XNz+j1eqVSqVKpWoysrq5esWLFpk2bzGZz0x4hRqOxvr7ez8/P3f1//r15e3vffffdN5vx7NmzZ86ccdw/AYB2Q6lUent7i04BwAH4LQNwIMUtbgE5zZo1a1588cWioqIWD2g53MSJE/Pz85u/S/E//uM/KioqSkpKWoy03ZS74R+SmZk5ZsyY3zijTqfLy8uLiYmJjo5uXWYAAAAALkMWL2JeunTp5MmTExISUlJSbBvTt5GJEyeeOXMmOzvb9rGysjInJ2fixInXj+zXr1/2/+bt7T1u3Ljs7OyBAwe2XUIAAAAALkwWd8AiIyMlSTp+/LjtGa2QkBAfH58WY8rKyuyfyGAwDBw4UK/Xr1q1ytfXd/Xq1dXV1UVFRSEhIZIkpaenP/DAA8nJyTNnzrz+u35+fg8//PC2bdt+14zcAQMAAADQRBbPgJWXlzcdW63W6urqNprIy8srMzMzMTFx8eLFjY2Nw4cP37Vrl619AYBjFRcXb9iwYejQobxIEGjXzGbzk08+GRgYuG7dOtFZALgCWdwBa9rl4hZabB/fXnAHDOiwMjIyEhISpk+fvnPnTtFZALSe0Wj08vJSq9VVVVWiswBwBbK4A9ZOyxUAAAAA/C6y2IQDAAAAADoCWRSwEydObNu2TafTXX+puLh427ZtJ0+edH4qAAAAAHAsWRSwjRs3zp8/383N7fpLHh4eTzzxxObNm52fCgAAAAAcSxYFLDMzU6vV9u3b9/pLvXv3vuuuuzIyMpyfCgDsER4evmTJkvHjx4sOAsAubm5uS5YsefLJJ0UHAeAiZLEJx+nTp0ePHn2zq7169fruu++cmQcA7BcVFfXWW2+JTgHAXm5ubvyWATiQLO6Amc3mW+yGb7VaDQaDM/MAAAAAQFuQRQGLiIg4cOCA0Wi8/pLRaPzpp5/Cw8OdHgoAAAAAHEwWBWzChAlnz55dtmzZ9ZeWLVtWW1s7YcIE56cCAAAAAMdS3GLtn9PU1tbeddddZ8+ejY2NnTt3blRUlNVqLS0t3b59e05OTnBwcGFhYXBwsOiYraHT6fLy8mJiYqKjo0VnAeBURqOxvr7e29s7ICBAdBYAdjl79qybm1vnzp1FBwHgCmSxCUdwcPA333wzZcqUnJycnJyc5pd69OiRmpraTtsXgI4sOzs7ISFh+vTpO3fuFJ0FQOsZjcbg5hrWDQAAIABJREFU4GC1Wl1VVSU6CwBXIIsCJknSwIEDjx49umPHjqysrFOnTkmS1KNHj/j4+FmzZvn4+IhOBwAAAAAOIJcCJkmSj4/PwoULFy5cKDoIAAAAALQJWWzCcTPsPg8AAADAlciigBUUFGzcuLG0tLTpTFZWVlRUlLe3d2hoKI9PAAAAAHANsihgGzZsWLp0adNGYVVVVZMmTSotLfXx8amurp49e/bhw4fFJgQAAAAA+8migO3fvz8mJiYkJMT28cMPP7xy5UpSUtLly5e/++47q9W6fv16sQkB4PcaPXr0uXPn3n//fdFBANjF09Pz3LlzxcXFooMAcBGy2ISjtra2f//+TR8zMjI8PDySkpIkSRo1atSwYcMOHTokLh0AtIa7u3unTp1EpwDgAPyWATiQLO6AGY1GT0/PpuO8vLxBgwapVCrbmfDw8MrKSnHpAAAAAMAxZFHANBpN0w4cubm5165d+//Yu8+4ps7/f/wnQNh7yAhbUNyoOOpgqDgqKu7FcFbburFWarXSj7O2Yt11oqBtta6KA3HhqiiCWFEREBBIAIGwV0jyv3Eev3zzzyoj5Bzg9bzRR3KucPKyCuR9ruu8L09PT9FoXV2djo4ORdEAAAAAAACUhhYF2JAhQxISEg4fPvzu3buwsDCCIPz8/ESjb968sbGxoS4dAAAAAACActCiAPv222+1tLS+/PLLbt26PXr0yMfHZ+jQoeRQdnZ2SkrK4MGDqU0IANBU7969W7lyZWRkJNVBAKBF+Hz+ypUrN23aRHUQAGgnaFGA9ejR4+HDh3PmzBk9enRoaOjly5dFQ9HR0V27dh0/fjyF8QAAmiE7O3vv3r03b96kOggAtAifz9+7d++xY8eoDgIA7QQtuiASBDFgwACZGy5//fXXX3/9terzAAAAAAAAKB0tZsAAAAAAAAA6AhoVYDExMf7+/iwWS1tb+8cffyQP3rhxY/369RwOh9psAAAAAAAALUeXJYhr1qwJDw8nCEJNTU0gEAgEAvK4iYnJzp07WSzW8uXLKQ0IAAAAAADQUrSYAfvjjz/Cw8Pd3NxiY2OrqqrEhwYNGmRpaXnt2jWqsgEANI+9vf3SpUtHjRpFdRAAaBF1dfWlS5cGBwdTHQQA2glazIAdOHBAV1f3+vXrTk5OEkMMBsPd3T09PZ2SYAAAzdatW7dDhw5RnQIAWkpdXR3fywCgRLSYAXv58uWgQYOkqy+SmZkZm81WcSQAAAAAAAClo0UB1tDQoKurK280Ly+PyWSqMg8AAAAAAEBroEUB5uDg8OrVKz6fLz1UUVHx6tWrLl26qD4VAAAAAACActGiAJswYUJOTs6uXbskjguFwnXr1nG5XH9/f0qCAQA0G5/Pr6ysrKurozoIALRUZWVldXU11SkAoJ2gRQG2du1aS0vL0NDQqVOnnj17liCI3NzcEydOeHl5HT582MHBYdmyZVRnBABomtu3bxsYGCxYsIDqIADQIvX19QYGBi4uLlQHAYB2ghZdEC0tLWNiYiZPnnzx4sWLFy8SBHH8+PHjx48TBOHk5BQdHW1kZER1RgAAAAAAgJaiRQFGEESfPn3evHlz9uzZmzdvZmVlCYVCOzu70aNHBwcH6+joUJ0OAAAAAABACehSgBEEoa2tvWDBAizXAQAAAACA9ooW94B5e3tPmjRJKBRSHQQAAAAAAKAV0aIAe/r0aXl5OYPBoDoIAAAAAABAK6LFEkRnZ+fy8nKqUwAAKJOXl9fHjx/19PSoDgIALaKpqfnx40d1dXWqgwBAO0GLGbCgoKCXL1+mpKRQHQQAQGm0tbXt7OxMTU2pDgIALWVnZ2djY0N1CgBoJ2hRgK1du9bf33/s2LFRUVHYtBQAAAAAANorWixBdHNzIwgiLy8vMDAwKCjIyspKV1dX4jXp6elURAMAAAAAAFAaWhRgGRkZosdCoZDD4VAYBgAAAAAAoJXQogDjcrlURwAAULK0tLSTJ0+6u7vPmDGD6iwA0Hx8Pn/jxo2Ghobr16+nOgsAtAcM7L7VqlJSUhISEvr169erVy+qswCASsXExIwdO3bOnDlnzpyhOgsANF99fb2Wlpa1tTWbzaY6CwC0B7RowgEAAAAAANAR0GIJokhtbe3Lly/ZbLZQKGSxWO7u7tra2lSHAgAAAAAAUA66FGCVlZU//PDD0aNHKyoqRAcNDAwWL14cFhamr69PYTYAAAAAAACloEUBVl5e7u3tnZSUxGAw3N3dHRwcGAxGVlZWcnLy7t277927d//+fUNDQ6pjAgAAAAAAtAgtCrCwsLCkpCQfH5/9+/d3795ddPzNmzfLli27d+9eWFjYL7/8QmFCAICmYrFYgYGBQ4YMoToIALSIurp6YGCgiYkJ1UEAoJ2gRRdEOzs7Ho+XkZGhp6cnMVRZWeni4qKpqfnx40dKsrUQuiACAAAAAIAILbogFhYWjhgxQrr6IghCX1/fx8ensLBQ9akAAAAAAACUixYFmK2tbXV1tbzR6upqOzs7VeYBAAAAAABoDbQowObOnRsbG5uVlSU9lJWVdfv27YCAAJWHAgAAAAAAUDJaFGDff/+9l5eXp6fniRMnRFNh1dXVJ0+e9PT09Pb2Dg0NpTYhAEAz0OEmWwBoOXwvA4AS0aIJh4uLi1Ao/PDhA/nUwsKCIIhPnz6RT52dnRkMhvjr09PTVZyw2dCEA6DDiomJGTt27Jw5c86cOUN1FgBovvr6ei0tLWtrazabTXUWAGgPaNGGPiMjQ/ypqPQiiQozAAAAAACANo0WBRiXy6U6AgAAAAAAQKujRQFmbGxMdQQAAAAAAIBWR4smHAAAAAAAAB0BCjAAAAAAAAAVocUSRACA9mf48OHv3r0zNDSkOggAtIimpua7d+80NPCRCQCUAz9NAABaha6ubteuXalOAQBKgO9lAFAiLEEEAAAAAABQERRgAAAAAAAAKoICDAAAAAAAQEVQgAEAtIoPHz5s2bLlypUrVAcBgBYRCARbtmz59ddfqQ4CAO0ECjAAgFaRlpa2cePGc+fOUR0EAFqkoaFh48aNO3fupDoIALQTdOmC2NDQcPny5fv373M4nLq6OukXREdHqz4VAAAAAACoWGVl5aZNm548eVJXV+fm5vbdd9/16tWL6lBKQ4sCrLi4ePTo0YmJiVQHAQAAAAAAKh09evTrr7/m8Xjk05cvX/7xxx/Tp09vN4tKaFGArV+/PjEx0dHRceXKld27d8e+pQAAAAAAHVBcXNySJUuEQqHE8fPnz3/xxRdHjhyhJJVy0aIA+/vvv42MjB4/fmxjY6OCt8vPzw8JCbl+/TqPxxs2bNju3bu7d+8u85UPHz7cuXPny5cvi4qKTExMBg4cuGnTpv79+6sgJAAAAABAR/PFF19IV1+kEydOHDx4UEODFvVLS9CiCUdpaemAAQNUU33V1dWNGjXqwYMHe/fuPXXqVEFBgbe3N4fDkfnizMxMAwODkJCQ48ePr1mz5t9//x06dGhycrIKcgJAW2dlZTV16tRBgwZRHQQAWkRNTW3q1Kl+fn5UB4HWsn37dmtrayaTqaGh0alTp9DQUHkFAKhARkaGvCE+n3/p0iVVhmklDDr8C3NzczMwMHj+/LkK3uvYsWOLFy++f/++l5cXQRB5eXnOzs4rVqzYtWvXf35tRkaGi4vL2rVrG/NiUkpKSkJCQr9+/drTjYMAAAAA7QCfz+/du/ebN28kjtvb279//15LS4uSVB0cg8FQMLpt27bQ0FCVhWkltJgBW7RoUXJysvS//tbw999/29raktUXQRAsFsvHx+fvv/9uzNfa2Nioqam1g3lPAAAAAJg3b57Mz58fP36cOHGi6vMAQRDq6uoKRh0dHVUVpBXRogBbs2bNtGnTJk2aFBMTIxAIWvW9UlJSevToIX6kR48e6enp9fX18r6kpqamoqLi3bt3ixYtMjQ0XLBgQasmBAAAAAAVOH/+vLyh27dvNzQ0qDIMkBwcHOQNqampTZkyRZVhWgktJnO6dOlCEERGRsbYsWM1NTVZLJaammRlmJ6erpT34nK5xsbG4kdMTEwEAkFZWZmFhYXML/H19X38+DFBENbW1jdu3HB1dRUfra2tTUpKUvB2ykgNAAAAAMpUWFgoc+9ZkkAgeP78+WeffabKSEAQxL59+8aPHy9zaObMme1jXSgtCjDxm+3q6+szMzNb772EQqHE0tL/vAvu0KFDXC43Ozt7//7948aNi42N9fDwEI3yeDwFgVt7Qg8AAAAAmqGsrEzxC0pLS1WTBMR9/vnnP/30U2hoKJ/PFz/u6+t79uxZqlIpFy2acDTm37fEtFWzde7c2dXV9ebNm6Ija9as+fXXX2tqajQ1NRV/bXV1ddeuXXv27Hnjxo1Gvh2acAB0WLdv354wYcKsWbNOnjxJdRYAaD4ej2doaGhjY6OgORu0RXw+n8lkKvgkXFBQ0KlTJ1VGApH8/PxvvvnmxYsXdXV1rq6uoaGhog4O7QAtZsCUVVw1Ro8ePRITE8WPpKSkuLi4/Gf1RRCErq5u9+7d09LSWi0dALQffD6/trZWwf2lANAmCIXC2trampoaqoOAkqmrq3fp0iU1NVXmqI2NDaovCllZWUVGRlKdorXQogmHKk2cODEvL+/evXvk09zc3Pv378trdCMx9VlQUJCQkODi4tLqKQEAAACglf35558ye+6pqamdOXNG9Xmgg6DFDBiJw+EcO3YsLi6OzWYLhUIWi+Xl5bVo0SJra2slvktgYOCePXsCAgK2bNmip6e3detWIyOjkJAQcjQ6OnrChAmRkZEBAQEEQYwbN87e3r53796GhoaZmZknT56srKz8/vvvlZgHAAAAACjRp0+ff/75x9/fn81miw6am5v/8ccf3t7e1OWCdo4uBdjFixeDg4MrKytFR969e3fnzp1du3ZFREQoseOklpZWbGxsSEjI6tWreTzesGHDfv/9dysrK5kvnjx5clRU1KVLl6qqqsjdw9avXy/RxR4AAAAA2qgBAwbk5eUlJiZeu3ZNIBCMHj0anQ+htdGiCUdiYuLgwYN5PJ6vr++8efOcnJwYDEZmZuapU6diYmKYTGZ8fHzfvn2pjtkcaMIB0GHFxMSMHTt2zpw5WMcC0KbV19draWlZW1uLT5IAADQbLWbAduzYwePxjh49umjRItHBwYMHz549OyIiYv78+Tt27Pjzzz8pTAgA0FRDhgxJTEw0NTWlOggAtAiTyUxMTGQymVQHAYB2ghYzYJaWliwWS6I5ociAAQNycnLy8/NVnEopMAMGAAAAAAAitOiCyOVyFbQWdHV1LSkpUWUeAAAAAACA1kCLAszMzEzeJgwEQaSmppqbm6syDwAAAAAAQGugRQHm7e396tWrI0eOSA8dPXo0MTERnUABAAAAAKAdoMU9YK9evRo4cGBdXd3IkSMDAgKcnJwIgsjMzIyKirpz546Wltbz58/b6D1UuAcMoMPKzs6+cOFCt27dxo0bR3UWAGg+gUCwZ88efX39L774guosANAe0KIAIwgiOjo6MDCwtLRU4rixsXFkZKSfnx8lqVoOBRhAh4U29ADtA9rQA4By0aINPUEQfn5+aWlpp06devDgQV5eHkEQLBbL09MzODgYN4ABAAAAAED7QJcCjCAIc3PzkJCQkJAQqoMAAAAAAAC0Clo04QAAAAAAAOgIUIABAAAAAACoCGVLEMk7u7Zu3bpkyZLG3OVVVFTU+qEAAJTGwsJi3Lhx7u7uVAcBgBZRU1MbN26cmZkZ1UEAoJ2grAAjGx7W1dWJHgMAtCf9+vW7fv061SkAoKU0NDTwvQwASkRZAdbQ0CDzMQAAAAAAQHuFe8AAAAAAAABUhBYFmJub2/79++WNbty40c3NTZV5AAAAAAAAWgMtCrDU1FQFPTY4HE5qaqoq8wAAAAAAALQGWhRgilVXVzOZTKpTAAA0zb1798zMzJYuXUp1EABoER6PZ2Zm1rNnT6qDAEA7QVkTjkbKz89/8OCBjY0N1UEAAJqmvr6+pKSkoqKC6iAA0CJCobCkpERLS4vqIADQTlBZgFlZWYke//zzz4cPH5Z4QUNDQ0lJiVAoXLFihWqjAQAAAAAAKB+VBVhBQYHocVVVVVVVlcQL1NTUWCyWv7//tm3bVBsNAAAAAABA+agswHg8HvmAyWRu3Lhx06ZNEi/Q0KD7CkkAAAAAAIDGo7LCEdVX+/btGzhwIMotAAAAAABo32hR8/z111+xsbGXL19mMBhUZwEAUI5BgwY9evTIwsKC6iAA0CJMJvPRo0eamppUBwGAdoIWBdjTp08/++wzVF8A0J4YGxsPHTqU6hQA0FIMBgPfywCgRLTYB8zZ2bm8vJzqFAAAAAAAAK2LFgVYUFDQy5cvU1JSqA4CAAAAAADQimhRgK1du9bf33/s2LFRUVF1dXVUxwEAAAAAAGgVtLgHzM3NjSCIvLy8wMDAoKAgKysrXV1didekp6dTEQ0AoJlyc3Ojo6NdXV1HjhxJdRYAaD6BQHDkyBE9Pb3AwECqswBAe8AQCoVUZyAa036DDjmbISUlJSEhoV+/fr169aI6CwCoVExMzNixY+fMmXPmzBmqswBA89XX12tpaVlbW7PZbKqzAEB7QIsZMC6XS3UEAAAAAACAVkeLAszY2JjqCAAAAAAAAK2OFk04AAAAAAAAOgJazICROBzOsWPH4uLi2Gy2UChksVheXl6LFi2ytramOhoAAAAAAIAS0KUAu3jxYnBwcGVlpejIu3fv7ty5s2vXroiIiClTplCYDQCgGUxNTT09Pbt160Z1EABoETU1NU9PT3Nzc6qDAEA7QYsuiImJiYMHD+bxeL6+vvPmzXNycmIwGJmZmadOnYqJiWEymfHx8X379qU6ZnOgCyIAAAAAAIjQYgZsx44dPB7v6NGjixYtEh0cPHjw7NmzIyIi5s+fv2PHjj///JPChAAAAAAAAC1HixkwS0tLFouVmJgoc3TAgAE5OTn5+fkqTqUUmAEDAAAAALq5cuXKzZs3a2pqhgwZMm/ePE1NTaoTdSC06ILI5XJdXFzkjbq6upaUlKgyDwAAAABAuxQXF2dmZubv73/48OFTp04tWbLEwMBg//79VOfqQGixBNHMzCw1NVXeaGpqKu58BQAAAABoodevX48cOZLP54sfrK+vX758uYaGxtKlS6kK1qHQYgbM29v71atXR44ckR46evRoYmKit7e3ykMBALTIgwcP7O3tV65cSXUQAGgRHo9nb28/YMAAqoMAKEFAQIBE9SWydu1aFYfpsGgxAxYaGnrp0qUlS5acO3cuICDAycmJIIjMzMyoqKg7d+5oaWmFhoZSnREAoGlqampycnKKioqoDgIALSIUCnNychoaGqgOAqAEr1+/ljdUVVUVHx8/aNAgVebpmGhRgPXu3fuvv/4KDAy8c+fOnTt3xIeMjY0jIyPRwQIAAAAAoCXq6+vlTX+RkpKSUICpAC0KMIIg/Pz80tLSTp069eDBg7y8PIIgWCyWp6dncHAwbgADAAAAAGih/2x1aGZmppokHRxdCjCCIMzNzUNCQkJCQqgOAgAAAADQDpmamsrrLs5gMMaPH6/iPB0TLZpwAAAAAABAa1u3bp28oREjRujq6qoyTIdFoxkwgiBqa2tfvnzJZrOFQiGLxXJ3d9fW1qY6FABAc3h4eMTExFhbW1MdBABahMlkxsTE4AMJtA/ffvttfHz8pUuXJI67uLhcv36dkkgdEEMoFFKdgSAIorKy8ocffjh69GhFRYXooIGBweLFi8PCwvT19SnM1hIpKSkJCQn9+vVDHxEAAAAAoINr166tX78+Ozu7oaHB2tp66dKl33zzDdWhOhBaFGDl5eXe3t5JSUkMBqNPnz4ODg4MBiMrKys5OVkoFPbt2/f+/fuGhoZUx2wOFGAAAAAAACBCi3vAwsLCkpKSfHx8Xr9+nZSUdPny5UuXLiUlJb1+/drHxycpKSksLIzqjAAAAAAAAC1FixkwOzs7Ho+XkZGhp6cnMVRZWeni4qKpqfnx40dKsrUQZsAAAAAAAECEFjNghYWFI0aMkK6+CILQ19f38fEpLCxUfSoAgJbgcDiRkZGPHz+mOggAtIhAIIiMjLxw4QLVQQCgnaBFAWZra1tdXS1vtLq62s7OTpV5AABa7tWrV0FBQQcPHqQ6CAC0SENDQ1BQ0PLly6kOAgDtBC0KsLlz58bGxmZlZUkPZWVl3b59OyAgQOWhAAAAAAAAlIwWBdj333/v5eXl6el54sQJ0VRYdXX1yZMnPT09vb29Q0NDqU0IAAAAAADQcrTYiLl79+5CoTAnJ2fhwoULFy60sLAgCOLTp0/kKJPJ7N69u/jr09PTKUgJAAAAAADQMrQowDIyMsSfikov0ocPH1QbBwAAAFTk2bNnt2/f1tPT8/Pz69y5M9VxoFWkpKRcv36dIIhx48b17NmT6jgAFKNFAcblcqmOAACgZEZGRh4eHvhACSDP9evXAwICRJ8BVq1a5erqGh0d3aVLF2qDSVBTU/Pw8CCX50BTPXv2bMqUKXl5eeTTdevW2djYXLx4cdCgQdQGA6AQLfYBa8ewDxgAAIC0y5cvT5kyRfpDiJaWVlpaGroftw8JCQmDBw/m8/kSx9XV1Z88eTJw4EBKUgFQjhZNOAAAAKBDWbBggcxLwHV1dTNmzFB9HmgNs2bNkq6+CILg8/mzZs1SfR4AmqDFEkQSh8M5duxYXFwcm80WCoUsFsvLy2vRokXW1tZURwMAAAClSUlJUXD3QUJCgirDQCupqalRcBt/ZmZmZWWlvr6+KiMB0ARdCrCLFy8GBwdXVlaKjrx79+7OnTu7du2KiIiYMmUKhdkAAABAieLj4xWMNjQ0VFdX6+rqqiwPtIY3b94ovs/l1atXQ4YMUVkeAPqgRQGWmJg4a9YsHo/n6+s7b948JycnBoORmZl56tSpmJiYWbNmxcfH9+3bl+qYAAAAoAR6enqKX6Ctra2aJNB6DAwMFL/A2NhYNUkA6IYW94Dt2LGDx+MdPXr01q1bc+bM+eyzzwYPHjx79uybN2+ePHmSx+Pt2LGD6owAAE3z+PFjNze3b775huogALQzduxYBoMhb9TAwEBNjRafT0g8Hs/Nzc3T05PqIG1Mly5dNDTkXuhXV1d3c3NTZR5oQ7hcbkpKClkI1NfXUx1H+WgxAxYXF9e3b99FixZJD82bN+/AgQNxcXGqTwUA0BKVlZWpqan9+/enOggA7RgZGfXr1+/FixcyRxcsWKDiPIoJhcLU1NTy8nKqg7Q948ePv3Llisyhzz//nFZlNqgel8tls9kcDufDhw/kA/K/6enpZWVlopd5e3s7OTlRmLM10KIA43K5Xl5e8kZdXV2Tk5NVmQcAAABaVWxsrKura3FxscTx/v3779mzh5JIKsPn89+9e6epqenq6kp1ltZ1/vz5rl27ZmZmShx3dHS8cOECJZGAQlevXj158iSbzc7JySkoKJDZIVOCqalpSUkJCrBWYWZmlpqaKm80NTXV3NxclXkAAKCpSktLo6KiXrx4YWFhMW3aNOzwA4qZmJjk5+d/9dVX58+fLy8vZzAY5ubm33zzTUhICNXRWlF+fr6/v//z588FAgFBEOrq6mPHjj137lx77TjCZDIzMjI2bNhw5MgRsu+liYnJokWLtm/frmANKrR1q1atknkZJTs7+9KlS9LHTUxMnJ2dra2tbWxsyP+ST+3s7AwNDVs/LwVoUYB5e3v/8ccfR44c+eKLLySGjh49mpiYOHv2bEqCAQBAY6xevXrfvn2iy5m7du3q0qVLbGysvb09tcGAzjQ0NI4cOXLkyBGqg6jI+/fve/fuXVdXJzrC5/OvXbtma2ubmZlpZGREYbbWw2Awtm3btm3bNqqDQDMJhcKCggIOh5OXl5eXl8dms3Nzc/Pz83Nycr7++uslS5ZIf0liYqLMU7m7uwcGBtra2lpbW9vb21tbW9va2lpZWXXAxai0KMBCQ0MvXbq0ZMmSc+fOBQQEkPOMmZmZUVFRd+7c0dLSCg0NpTojAADItmTJEunP0O/fv+/Ro0dhYaGOjg4lqQDoZsKECeLVlwiXy50xY0ZMTIzqIwGQamtr2Wy2+I1YoruzcnJyeDyezK+St34tMDCwvr5eU1NT4viwYcOGDRum5OhtE0PxFg0qEx0dHRgYWFpaKnHc2Ng4MjLSz8+PklQtl5KSkpCQ0K9fv169elGdBQBUqrCw8MmTJ3Z2du27D0dxcbGFhYW8XyWBgYGnT59WcSQA5RIKhVeuXNHR0RkzZkyzT1JcXKzgfgomk9kuW70BfdTX1+fn5+fm5pJzWWS5lZeXV1xc/OHDh4qKiv88A4PBsLS0tLa2ZrFYNjY2NjY2w4cPHzFihArCtz+0mAEjCMLPzy8tLe3UqVMPHjzIy8sjCILFYnl6egYHB+MGMABoizp16uTv7091ilZ36NAhBRfybt68qcowAK2BwWC0/Hv58ePHCkZ5PF5JSYmpqWkL3wVAQmFhoa+vb0FBQUFBgcwX2Nraildf2traohuxJP7r6Oj4nzv4QSPRpQAjCMLc3DwkJEQFd9/m5+eHhIRcv36dx+MNGzZs9+7d3bt3l/nKO3fuREZGPn78OC8vz9raety4cT/88IOFhUVrJwQAaCsUtFAiCAKduwEaCU0poDHq6uq0tLSkj//8888eHh7e3t4Sxw0NDf/991/xy2RMJtPKyoq8+crW1tbFxcXY2Jic1GKxWO216QXd0KIA8/b2NjIyunz5sgp++tTV1Y0aNaqsrGzv3r26urpbtmzx9vZOTk62traWfvGWLVuqq6sXLFhgb2+fkpKyd+/emzdvvnz5Ul9fv7VzAgC0Nh6Pl5qaymKxTExMmn0Sxb+tFWzDCtChDB06VMEok8lsybchtDOiDbIkbsficDidOnVxiSD6AAAgAElEQVRKSkqS/hIDA4Pc3Fzp49ra2lu3bjU3Nxd1vLC0tES1Tzla/Gp8+vTpZ599ppp/DZGRkSkpKffv3yd3Hhs8eLCzs/Pu3bt37dol/eJjx4517txZ9LRHjx4BAQEXL14MCgpSQVQAgFby4sWLmTNnfvjwgbwsqquru2LFiu3btzfjVLNmzTp48KC80S5dujQ/JUA7YmZm1qVLl/fv38sc9fHxUXEeoFZdXV1xcbH0HsRsNjs7O7uqqkreFxobGwsEAum2gb6+vvJaZaCVHQ3RogBzdnZW2TKVv//+29bWVrTvM4vF8vHx+fvvv2UWYOLVF0EQw4cPJwiCvEUNAECxgoKCR48e2dvbDxgwgOos/z/nz5+fOXOm+IqU6urqHTt23Llz59mzZ0092/Dhw21tbWVeeSUIYvfu3c0PCkAPQqHw4sWLOjo6n3/+eUvOEx0d3atXL+lGiCYmJufPn2/JmYGeCgoKyEYXZNOLnJwcDoeTm5vLZrNLSkoacwYrKyuy6QW5RNDOzs7Z2VnmbbfOzs7Kjg+tiBYFWFBQ0IYNG1JSUnr06NHa7yX9Lj169IiNjZXZLlPCP//8QxAE+hkCQGO8fPly2rRpc+bMOXPmDNVZ/g+fzw8ODpb5+/v58+fh4eGrV69u6jkfP37cq1cvietoDAZj/fr10jckALQ5PB5v2rRp1tbWbDa7JedxdXXNysrqUBsxt3s8Ho/JZEofnz179sWLF3k8npaWVm1trYIzaGlpmZqairYeRtOLDoIWBdjatWufP38+duzY7du3T58+XebNhcrC5XKNjY3Fj5iYmAgEgrKyMsXdNYqKitatW9e/f3+JC2BCobCmpkbeV8mbDgYAaKr6+vq3b986ODhI/BBrksjISAU/svbu3duMAsze3r6oqGj58uVXrlzhcrlaWlpubm6HDh3q169fs3MCtEtWVlZPnz7l8/lv3rzR1NTs2rUr1YnapKtXr27atCkrK0soFNrZ2YWGhs6ZM6eV3ovs3m5hYSG9pSGbzQ4JCfn999+lv0q0r4CFhUVOTo6JiYl4cSVea1lbW+OOrA6IFgWYm5sbQRB5eXmBgYFBQUFWVlbSl4LS09OV8l5CoVDiH3pjdkKrrq729/evra39448/JNbdVlRUXLp0ScHXGhsbt9ft7QFANZ48eTJ37tzs7Gzy55Went7atWs3b97cjFM9fPhQwai8PsX/iclkHj58+PDhw837coAORV1dHatpmu3zzz+/ceOG6GlZWdncuXP37dtHLlNqnk+fPon2yCKXCJLrBjkcTn5+PkEQcXFxnp6eEl/VqVOnwsJCmSdcsmTJhAkTWCyWnZ2dpaXlf66xgo6GFgVYRkaG6LFQKORwOK33XqamplwuV/wIl8tVU1NTUCPV1tb6+/u/efPm3r17Li4uEqPa2toDBw5U8I7m5uboXA8AzXb69Ol58+aJXyqqqqoKCwu7e/fugwcPmno2xZecGnNBCgCAKuvWrROvvkSePn0aHBx86tQpeV9YW1tbUlIis+lFTk4OuRGWmpqaurq6zLVLMlefamho7NixQ+bbKW56CUCLAkyiImpVPXr0SExMFD+SkpLi4uIi7+JEfX39lClTnj59evv27T59+ki/QFNTs1u3bq2SFZqLzWa/ffu2W7duNjY2VGcBaJG6urrFixfLrIsePnx49OjRxYsXN+mEQ4YMOXnypLxRS0vLJkcEAFAVBT1Xz549u23btpycnPz8fLLdBdn6gpzOKisr+8+TCwSCbt26MRgMe3t7co8scmssFoslff2dRLceS9BW0KIAa8n9DE01ceLEq1ev3rt3j2z5mpube//+/RUrVsh8cUNDw4wZM+Li4mJiYhRPcwFN7Nu3b8OGDaI93Q0MDLZt27Zs2TJqU0HHpK+v3717d1tb25ac5LfffiNvJJDpl19+aWoBNm/evGXLlkn3YSN9+eWXTcsH0AGoqal17969U6dOVAfp6EpLSxX0Z29oaGjMz1ttbW0TExOZTS/s7e0NDAyUGhlANkZHW3BSV1fXv39/Lpe7ZcsWPT29rVu3cjicV69eWVlZEQQRHR09YcKEyMjIgIAAgiAWLlx44sSJL7/8csSIEaIzuLq6ypwKA8rNnz8/IiJC5vETJ06oPA4AERsbu3r1akNDQ0NDw7lz5wYGBoqG6urqYmJijIyMDA0NLS0t5c3Wzpw589y5c/LOr6+vL7rc0HhRUVFBQUHSP/x79+6dnJzc1LMBAB2UlJSoqamp8op2K2loaCgoKPj48aOenl7v3r3Fh1JTU8muAf9J1PRCuspC0wugA1rMgInU1ta+fPmSzWYLhUIWi+Xu7q6tra3ct9DS0oqNjQ0JCVm9ejWPxxs2bNjvv/9OVl/S4uPjCYI4dOjQoUOHRAdXrly5Z88e5aaClktMTJRZfREEcfLkyWXLlqEhG6geh8NJSUkhH3/22WfiQwUFBZMmTSIf+/j43L17V3x0woQJVVVVJiYmL1++VHqqgIAAe3v7gICAnJwc8oiWltbixYv37t2r9PcCgFZVWVk5a9asW7dukXcuaWpqTpo0KSoqiuZdH2pqasTvwhK/Nevjx48NDQ0EQUybNk1iezQnJyfFp7127Vrfvn0tLS2l9ykGoBW6zIBVVlb+8MMPR48eFb+aa2BgsHjx4rCwMH19fQqzQZswefLky5cvyxv19/dX3KwSQLlqamouXbp0+/btoqIie3t7gUAwadKkMWPGiF6QkpLSs2dP8rH0v08TE5PS0lKCIHR1daurq+W9i729fXZ2tujpmTNnIiIiyAm3efPmiXacJwiirKwsPT3dwMCAHCU7zVZXV7948YLFYmEHT4C2qKCgwMXFpbKyUuK4mZnZhw8fDA0NKUlF4vF4BQUFoq2HORxOcXFxRkYG2fRCwUpCkaFDhz569EjioL29vejKkQQTE5NG7m4MQDlazICVl5d7e3snJSUxGAx3d3cHBwcGg5GVlZWcnLx79+579+7dv3+f2p8jQH/v3r1r9iiAcq1du/bXX38lL+KSPD09f/rpJ/HX9OjRQygUlpaWlpeXa2hI/igOCQkpLi7mcrnq6uqRkZHydhSUuAEsPT399u3b5GNvb2/xAiwxMVG0lHrRokVHjx4lCEJXV3f48OECgWDatGlkbebk5LRq1SqJczKZTBMTE/wQBhKfz3/79q2xsXEL72+Elhs/frx09UUQRHFx8dSpU2NjY1WQ4fXr1+JVFtm9nc1mFxQUSFzil9ljUFtbW+buWDY2Nvb29tJvd/z48TFjxsicPDhw4IBy/2gArYcWBVhYWFhSUpKPj8/+/fu7d+8uOv7mzZtly5bdu3cvLCzsl19+oTAh0J/i9QZY8A0qExwcfPr0aYmDDx48cHNzy83NlThubGws856N77//XvR48ODBS5Yskf7A0atXr2+//Vb8yMCBA1euXFleXl5eXi4xqVVeXi56LFFKVVRUXLhwgXzcv39/iQJs+vTp5DJIdXV1Lpcrfof6iRMn4uPjydvYgoOD7ezsREOVlZV1dXWGhoZMJlP6TwdtVFZW1uTJk5OTk8l/jUwmc9q0aadPn5a+ggAqUFtbK9HVWdz9+/eV+F4FBQUVFRUyOwGOHDlS3l5YJCaTaWlpaWdnZ2Vl5eLiYmpqymKxbG1tra2t7ezs9PT0mpTE19f3999/X7BggfjSAC0trT179syePbtJpwKgEC2WINrZ2fF4vIyMDOnvw8rKSrJH/MePHynJBm3FjBkzJBaLi5s+fbqCTgYAypKdne3k5CTv5+qmTZvCwsKacdq7d+8GBQXl5eWRT7W1tZctW7Zr167Gn6G+vr64uLiioqK8vNzExKRz586iodLS0tWrV1dUVJSVlTk7O//222/iX+jo6EiuciQvXYtfy5g3b55o152EhIT+/fuLhiIiIubPn08QhI6Ozs8///zVV1+JhnJycn799VcdHR19fX13d3fxZZkEQZSXl2OqjZ5evHgxePBg8XldkrW1dWZmppaWFiWpVKOhoWHQoEEWFhY3b96kOsv/efjwofTWwOKys7NlTiJJIJteiPq2y+wbfPPmzRcvXmzYsEF6qF+/fklJSQomshwcHNTV1Rv/52oMPp9/9OjRuLg4Pp8/dOjQL7/8kub3vAFIoMVVq8LCwqlTp8q8CqKvr+/j44O7d+A/bd68+a+//pL5wZfBYGzevFnliaAj2r17t4KrWmfOnGleATZixIjc3NyqqqqXL1/a29uLzzU1kqamJtn+S3rI2NhYwc5gDx8+JBdDVlZWSswk9+7d28/Pj5xwMzU1FR8SbblTU1Mj8dE8JydHtKIhMDBQogAzNzfn8XjGxsZ9+/YNCgo6ePBgbm6unp6eh4eHh4dHQ0MDeQ/btGnT2vcnfhqaOHGidPVFEASHw1m4cGFUVJTqI6mMQCBITEyU+e1DIT6fr/gF4rtNiDe9kNiJWNT0gjR37lwTExOJU1lZWX369Enmu9y4ccPIyEjpLdMUU1dXX7p06dKlS1X5pgBKRIsZsM6dO/fq1UteB4VJkya9efMmLS1NxamgzVmzZk14eLjM41jCCqoxduzYmJgYeaOGhoaN2Qy0HcjPz//w4QM54da3b1/xlUuJiYkhISEVFRUVFRUzZsz43//+Jxqqqakhu4MQBKGtrV1bWyt+Tgbj/35hVVdX6+joiIaWL18eFRVF1ma//fbbkCFDRENv374l7yIm/+efPXs2MzNTT0/P09Nz69at4icBBRS3/9bT05N5J1K7UV9fr6WlZW1tzWazqc7yf8rLy42NjeV9imMwGLNnzybvy8rNza2pqfnPE2poaFhaWj548ABdeQBaGy1mwObOnfvLL79kZWU5OjpKDGVlZd2+fXvdunVU5II2Zvfu3YMGDVqxYoVoPXqnTp327ds3Y8YMaoNBxyGqH2TqOItkrKys5G3v0a9fv3v37skcYjKZd+/eLS8vX716dWZmpsQo+UGzU6dOAoFAonAq/X+kz/nkyRPxBZAiL1682L9/v7GxsaWlpaGh4ejRo3/44QfxF0REROjp6RkZGZmZmYmvruyYRM1dZGpMR7s2TSAQEI2YcVKZt2/fPnv27OPHj0ZGRjL/2RMEIRQKz549K31ccdML3M4HoBq0+E77/vvvExISPD09N2/ePGvWLFF/5D///POHH37w9vYODQ2lOiO0DTNnzpw5c2ZtbW1GRkbnzp1VvCgCYNy4cQqWTHfr1k2VYdocDQ0NHx+fDx8+SFdfInZ2dgkJCRIHv/rqq9GjR5OLISV2CmIwGLa2tvn5+dLL53g83qdPn8iFVa6uruJDQqFw0aJF5AduJyenDx8+iI/OnTs3NTWV7BsZGRkpftPa69ev2Ww2OeHm6OiouCAH+isoKJgyZcrTp08JgigsLGQymZ9//vmff/6pml8u586dk3kB8eLFi+J9eqQxGIxevXrZ29tL1Fq2trZGRkatlhcAGosWSxBdXFyEQqHoN5yFhQVBEKLVxs7OzhI3HqSnp6s4IQC0XH19fbufAuLz+cbGxvKWY8XHxw8cOFDFkdqcTZs2ia9LlKCrq9vU+RY2m81iseSN2tvbz549293dfdasWaKDNTU1Dg4O5eXldXV1vXv3Tk5OFv8SDw+PFy9ekI9ra2vF70YLCQnZvXs3+fjWrVu+vr6ioZiYmE2bNhkaGpqYmMyZM8ff3180VFtb+/jxY2NjY3LCTfoOHMq9e/dOweWD9roEMT09vWfPnuJ3UpFMTEyysrJa0i3m06dPBQUFHz9+JLtfjBo1SnzdrMjw4cMfPnwofTwiImL16tUsFsvOzs7Q0DAuLq6goIAcYjAYgwYNunLlSqdOnZodDwBaGy1mwDIyMsSfStzoKXHpEQDalqSkpICAgNTUVD6fz2AwrKyswsPDZ86cSXUuSbm5uU+ePHFxcenXr1+zT6Kurh4TE+Pt7S2x1w2Dwfjuu+9QfTWG6KOkTPX19U094fHjxxWMFhcX79ixQ+Kgjo4OuZK5vr5e+vP3smXLsrOzy8vLq6qqJHqBVFRUiB5LfEDPysp69uwZ+XjAgAESQ6NGjSIfT5s2TaKh67Rp09TU1AwNDW1sbH788Ufxobdv3/J4PENDQyMjIyMjI8W7cbSEm5ubtbU1h8OROTpx4sRWel9q+fn5Sf/tEwTB5XJnzJihuCNiXV1dcXGxdMcLchviiooKKyur/Px80etlFmAODg4CgUD6r3XevHnz5s0TP1JTU/Pw4UMNDY3hw4dj7wcA+qPFDJi8FczyyNw2BwBo6PTp0/PmzZP+ObN48eIjR45QEklaVFTU8uXLRT+INDQ0Fi1adPDgwWZvH1dUVBQUFPT48ePKykpNTU1XV9fDhw/L/IAF0rZv3/7dd9/JG9XX1xcvchpjyZIlCv6xaWhoyNvnunnq6+vLysrKy8ttbGzE71V7/vz55cuXyXWSc+fOHT16tGgoPj5+8ODB5OMFCxZIVIw6OjpkP5LOnTtLLADx9PQUzZDk5eXZ2NiIhs6ePXv16lVywm3+/Pldu3YVDZWVlXE4HHKdpL6+fiP/XM+fPx8yZIj0Sk4rK6usrKz215SypKTEzMxM3iiTyayvr+dyuTL7CrLZ7Pz8fMWfr8jO7MbGxtbW1osXL16xYoXy/wwAQFe0KMAAoF2qrKw0NTWV9+n2/v37Xl5eKo4kLSwsTOYuBf369RMtMwNV+vTpk6WlpbzfTSNGjLhz506TTvi///1v06ZN8kZpsnyusrKSrM10dXXF924SCoUrVqwghywtLQ8fPiz+Ve7u7qLlkRUVFeLV1MqVK/fu3Us+vnPnzogRI0RDFy5cmDZtGvlYYm+6oqKikJAQcnPtnj17ii/LJAgiPj5+4cKFb968If92NDQ0/P39z5w50y6XFv/999+TJk1S8AJ1dfXGtOXQ0dGxtbW1srIidyK2s7OztrZmsVgsFsva2ho3KgN0TLRYgggA7dKuXbsUzC18//33Mm9vUKXi4mKJNV0iiYmJhw8fxj4zqmdhYTF58uSLFy9KD2loaERERDT1hAsXLlRQgPXp06epJ2wN+vr6+vr64lNYJAaDsW/fPnlf9eDBg+LiYrI8k9hLs3///jNnziR3ArC0tBQfKi8vFz2WaMlQUFBw+vRp8vHEiRMlCjA/P7+ioiIGg+Ho6BgTE9OlSxfR0N69e3Nzc01MTIyNjefOnSu+/LK2tlZdXb39rYsTr75MTEzE2wmKdxe0trZu9lw6ALRXmAEDgNbi6+uroHu1paWl+C0QlNiwYcO2bdvkjXbv3j0lJUWVeUBk0qRJf//9t/gRAwODK1eu+Pj4NONsI0eOvHv3rvRxNTW1t2/fihcS7Ux1dXVERMSzZ8/09fUnTpxIrnusrKzMz88vKysrLS11cXFxcHAQvT4tLe27774rLS0tKyvz8fHZuXOn+Nk0NTXJSypdu3Z99+6d+NDQoUOfPHlCPs7Pzxcv+b777rvt27fr6OgYGhqePXtWfC7u9evXFy9eJBdDenh49O7dWzQkFAqprVuKiorIlmAyqaurX7hwgewraGlpSa4nBABoJMyAQRPk5+cvWbIkPj6+srLS2NjY19d3//79EpddAUSkbxcRR4dNdSS620lo6qar9fX1FRUVZWVlZWVlFRUVHA6nsLDQy8tL/GMlNNKVK1dev34dHh7+9u1bQ0PDMWPGrFy5stlNJm7dujV8+PB//vlH/KCWllZkZGRLqi8Oh7N///5Xr14ZGBh8/vnnAQEBzT5Va9i2bdvmzZtFs9AHDhywsrK6du1av379xLfGFufq6irRAkREKBT+888/paWl5eXl0msO+/btq6amxuVyuVyuxKwaufl4TU1NTU2NxDZTL168ILdfMzc3X758ufh3SnZ2tpOTk5GRkYGBga+v74kTJ8S/8ODBgwRBkE0jx44d24j/GU1mbm7u6uqalpYmc9THx0fxAkUAAAUwAwaN9eeffwYEBEh8pNbR0Xnw4IGHh0fzzikQCLZt23b16tXCwkJra+vp06evWrUKqzXajWXLlh04cEDeaJ8+fV6+fKnKPNImTpx49epVeaPGxsaPHj3i/j+1tbU1NTXynpJHpE8yZ86cM2fOtOYfAhorNjY2PDz8w4cP+vr6Xl5eW7ZskdjQuUm+/PLLI0eOkFv0kkxNTaOjoz/77DNlhG2prVu3ytwqislkZmRk2NnZqSzJ+/fvMzMzy8vLuVzu5MmTxaeVLly4sG3bttLSUn19/SVLlohvmZ2cnOzu7k4+njJlyoULF8TPaWxsTNZ1tra2OTk54kMTJ06Mj48nb6+6dOmStbW1aOiff/75999/jY2NDQ0N+/TpIz4kU2pqau/evaUbbxoZGWVnZ2NDLQBoNhRg0CgFBQUsFkvmlIW+vn5paWkzFmAkJyd7e3tL9MDs1KlTfHy8o6Njs6MCfeTk5Dg4OMj7IRMREREcHNyqAciZqIqKisrKStHElPjT+Pj4pKSkVs2AAqxd+uqrrw4dOiR9XPXljUwCgUBbW1veHZjDhw9/8OCBiiM1VVlZ2YMHD8rLyysqKmxtbf38/MRH+/Tpw+Vyy8vLWSyWxDrhQYMGPXv2zMbGhs1mFxYWitd733777U8//UQ+/uuvv6ZOnSoaun379pIlS8juI0FBQQsWLCCPs9nsCRMmJCUlkT/H1NXVR48efe7cucZ3jwQAkIYliNAoa9askbdgrLKyMjw8fO3atU06IY/HGzp0qPSGqoWFhR4eHkVFRc0MCnRiZ2e3atWq8PBw6aEBAwY0vvqqrKysrKwk2wmUlpaSFZS8p+Rj8qmy/iBaWloGBgaGhobGxsb6+voGBgaipwYGBuQR6afx8fHjxo1TVgagj5qamt9++03mEI/HCwoKunfvnoojSbh8+bKC/jfPnz9XZZjmMTIymjBhgrxRBYuHf/zxx48fP9bU1OTn50tMUmlpaVlZWZWXl1dXV0vs0vbp0yfRpqPiOwTY2NicO3eOXLFpYWFRUFCANRpAlfz8/Ojo6Nra2pEjRyrYGB3aBBRg0ChPnz5VMHr9+vWmFmAbN26Urr5IxcXF+/btW758eZNOCPS0e/duZ2fn9evXi/661dXVJ02atGLFimvXrsmsmqSfKmuiXl1dXbpMKioqkvlx2dfX9/Dhw2TF1bwu2/ig1l6dPn1afOWhBNFuyxT6999/FYzK3Fy43RgzZoy8oR9//JHseip9e2rfvn3Dw8PJCTfRnmykqqoqIyOjsrIyDQ0NfFMDJXJzc/38/MSvO5iZmf3+++++vr4UpoKWQAEGjVJdXa1gtKn7ohIEcf36dQWj58+fRwFGIaFQ+OTJk+fPn7u5ufn6+kqsL+Xz+Y2pmsSfamtr19fXk5fk+Xz+xYsXZTYZbzwTExNREWVgYGBiYiJ6LP2UrLgMDAzk3fCTmJg4Z86ctLQ08lO1ubn51q1bv/jii5YkhHZMXmMGksxbARspPT19165dKSkpOjo6Pj4+33zzTfO6t5uamioYbXYvk3ZDohcIQRBubm5ubm4yX9y7d+/CwsL2t9M0tBUcDsfV1VXiB0txcfGYMWOuXr06fvx4qoJBS6AAg0axsLBQ0DG8GTc8kPdPy1NSUtLUE0IzkOv3yCV8ouV858+fv3XrlmjFKYPBsLKysrGxEdVUiqvxJlFQNUk/Fa+4lBWA1K9fP7KndkFBgbm5ubI6Suvq6jo6Onbq1EkpZwP6MDMzUzAq/eG+kQIDA8+cOSOa7719+/aWLVuioqKmTJnS1FNNnz59xYoV8kb/s/kESCC3PpPYTg1ANWbOnCnzso5QKAwKCiouLlZ9JGg5ujThaGhouHz58v379zkcjszVEdHR0apPBSI7d+5cv369vNG7d+82dXMed3d3BYv4vb29Kb+Jog0RzTVVVFRwuVzRPVHkU/FRUcVFUlYAbW3tJs1EiUab/Y4vX748fPhwRkaGlZXVrFmzcAkQVCknJ8fe3l7eqPQeWY2xZMmSI0eOSB9XU1NLTExsxm7RHh4eL168kDl04sSJ+fPnN/WEAEAJ0f57Mr1+/bpHjx6qzANKQYsCrLi4ePTo0YmJiQpeQ4ecHRyLxZK5LdKgQYMU3yEm0w8//ECuxZfp6NGjixYtauo524qCgoKzZ8++efOmS5cus2bNEp8/JMsnctme+I5S5FNRfSV6Sm6lqsRbpBTszRUQEDB8+HCZJVbzVkk1D4/HGzVqlEQPN0dHx7i4OAWfiQGUS0F5c+PGjabuTFVfX6+rqyvvu8/d3b0ZvTorKiq6deuWl5cncXz+/PkSe2oBAG01NDQo/g3722+/YcF8W0SLAmzx4sXHjh1zdHRcuXJl9+7dJXoTkSRuigXVKykpGTlypMTGTaNHj75+/Xozlmzx+XwzMzOZCxFtbGykPzS0LdXV1aICSVQsVVZWlpSUnDp1KjU1VfzFenp6RkZG5CJApbw7g8EgN7oRVUriU0/6+vrkcj7Rij7R6r6lS5eePn1a3mkHDhwYHx+vlIQtMWDAgISEBOnjRkZGxcXFylo9CKBYVVVVz549s7KyxA8yGIwNGzb873//a+rZoqKiAgMD5Y1qamo2r22GUCjcvHlzRETEp0+fmExm586df/nll6auVgAAailu/XL27NnZs2erLAwoCy0KMEtLy7q6ujdv3tjY2FCdBf5DQkJCVFRUVlaWm5vbwoULXV1dm32q9PT0YcOGFRQUiB90cHCIj4+nyVL7uro6crrpP7eTEq36I58q6JDWJFpaWoaGhqIaiezaZ2BgYGRkZGRkJHpKvkBUcTV7g5rBgwcrKLGsra1lToGq0qNHj4YPHy5vNCQk5Oeff1ZlHujg9uzZc+TIETabra2t3bNnz/3798tr5KDY5s2bw8LC5I0yGAxl/UgBgDbH0NBQwS0DRUVFiu9KBXqiRROO0tJST09PVF9tgoeHh4eHh1JO5cMr0qUAACAASURBVOLikp+ff/jw4b/++is/P9/W1jYgICAgIEApJxcnEAjkVU2Kn9bX1ysrg5GRkaam5qdPn+S9YOnSpePHjxdNWJH1VeO7n79+/TohIaFr164tub1e8dupcp2hPAcPHlQwevnyZRRgoEqrVq1atWpVy8+j+Ncf5nUBOrKgoKADBw7IHOrTpw+qrzaKFjNgbm5uBgYGbWJryLYoKSnp/fv3/fr1a8lsFU1IzzU15qm8DceaQTTFJHMTXvEteskKSvSUIAg/P79r167JO/PgwYP/+eefZkTauXNnWFhYTU0N+VRTUzMkJGTbtm3NONW6det27dolb3TcuHGKNw9QAU9Pz4cPH8obNTU1pVU/qGfPnoWEhIwePXrjxo1UZwFaKysrMzExkffr2MXFRXHje2htDQ0NPj4+5ubmly5dojoLdDhCodDd3f3Vq1cSx42MjN6/f49Gu20ULWbAFi1a9N13371586Z79+5UZ2lX1q5du2/fPtE0jp6e3vbt2+mwv1ZVVZWo1USTJqaUFUBbW1u8iJKoqaSfiiamWrILZ05OjoLR5q3uCw4Olrhrq76+fvv27cnJyQqKPXk2bNgQHh4uvUUpQRAMBmP79u3NSKhcxsbGCkZ1dXVVlqQxuFzuo0eP0BoE/pORkdGYMWNu3rwpc3Tfvn0qzgMSBALBo0eP0L4fKMFgMJKTk7du3RoeHs7lcoVCoZ6e3qRJk06cONH4ZTJAN7QowNasWZOYmDhp0qT9+/f7+vpij0ilGDly5N27d8WPVFVVrVixIjU1df/+/Up5i9raWonm5uLbSZEzUdJ78irxFil1dXWZM1H/+ZSS1XTydgEmaWtrN/WEr169ktcz4/r167dv3x41alSTTmhkZHT8+PF58+ZJX4lfv359MxphK93UqVOvXr0qbxSteqDtio6OHjx4sESDGTU1tR9//LGpPRUBoP3ZsGHDhg0bqE4BSkOLJYguLi4EQWRkZBAEoampyWKxpGuw9PR0CpK1WVeuXPH395c5xGAw0tLSOnfuLDrC5/NFVZNEESVv/yjyqYKNKZqqkTNREmv/6Dbjodj69et37twpbzQ4ODgiIqJJJ5w5c+a5c+fkjY4YMeLOnTtNOiHp33//DQgIePv2LY/HU1dXd3R0PHz4cFNrudZjYWFRVFQkfVxdXT0vL48m7VtIMTExY8eOnTNnzpkzZ6jOAm3DhQsXdu/enZWVpa2t7e7uvmfPnmZscw9KV19fr6WlRYdGRADQPtCiAGvMsi465KQ/UYE0Y8YM6eXCItbW1jY2NqKaSnT7UMuJ5prEm5sr3pOXrKmUFUDpHj16tHDhwoyMDD6fr66u3rlz5+PHjw8bNqwZp6qqqjI1NZXZ2ENdXZ3NZjd1JXffvn0ldgUQ5+jomJmZ2eSUtJeenj5gwIDS0lLxg0wm8/fff586dSpVqWRCAQbQPqAAAwDlosUSRC6XS3UEehEKhaWlpeT+UaL/kvWSaFMp8gWip+QLGlmmcjgcDoej4AU6OjoSG0YpfiraTkpJ/wPoYufOnevXrxc95fP579+/Hz58+M6dO9etW9fUs+np6V28eNHf31/iJis1NbWTJ0824z5axb3R2mvnNBcXl0+fPm3YsOHSpUtFRUUGBgZDhw49cOBA+/vnBwDNcPPmzW3btn348IHJZPbo0eOXX37p2rUr1aEAAP5/aDEDBhKCgoIiIyNb7/wsFmvx4sXim/BK7MmroUGLypxa2dnZzs7OMm9XU1NT+/Dhg4ODQzNOm5+fP3/+/KdPn1ZVVenq6vbt2zciIqJ5p1qyZMmRI0fkjU6aNOny5cvNOC0oS15e3o0bN1xcXLy9vanOAtAhjBgx4t69e+JHGAzG6tWrf/nll5acViAQnDhxQk9PDzveAoBSoACjo6+//lp6vyNtbW0TMTo6OuJHJJ5++eWXCrp1r1q1Kjw8vJX/EG1eYGBgVFSUglF5DTBUhsPh2NrayiwRGQzGv//+26NHD9WnAgCgREBAgLzlvidOnJg/f76K8wAAyEO7AqykpKSiokI6laOjIxVxqJGWlsbhcAwNDZvdtS8+Pl5eRzh1dfX8/Hxzc3NlJG3PevbsmZKSIm+0R48er1+/VmUemX7++edvvvlG+vi33367Y8cO1ecBAKAEn8/X0tLi8/kyR62srBQvvAcAUCW6rDTjcDibNm26dOmSvH1U6VYotipXV9cWbpo8aNCgr776SnoajcFg/Prrr6i+GkPmdlgiSuwA2RJr164dMGDA/Pnzs7OzBQIBg8GwtbU9ePCgn58f1dEAAFTn1q1b8qovgiAKCgpUGQYAQDFaFGAFBQUDBw7Mzc01MDCwtLQsKCjo1avXhw8fqqqqCIJwd3dvr+0EWtWBAwe8vb1XrlyZn58vFArV1NScnZ0jIiKGDh1KdbS2wdnZOTU1Vd6oeB9/anl5eX348IEgiJKSElNTU6rjAABQIDc3V8GoUCisrKzU19dXWR4AAAVoseXxtm3bcnNzly5dWlJSsnTpUoIgXr16VVFRceXKFXt7+06dOv3zzz9UZ2yTpk+fzmazBQJBQUEBn89PS0tD9dV43377bbNHKYHqi264XO6DBw8UlPEAoCyKWx0yGIyWVF9CofDBgwfx8fHNPgMAgDhaFGDXr1+3tLTcs2ePePM9BoMxceLE27dvx8XFtbB/ETSjxTl4eXmNHz9e5pCfn5+Xl5eK80Cb8+zZMy8vrx9//JHqIADtn6enp6amprxRJyenlpycx+N5eXlNnjy5JScBABChRQGWk5PTt29fLS0tgiDU1NQIghBtVuvq6urj49OqPdkB5ImOjl67dq14BxQmk7l27dqrV69SmAoAAKSFhobKPM5gMI4dO6biMAAACtCiANPW1tbW1iYfk4sExO+XNTU1zczMpCYZdHi7du2qq6uLi4vbs2dPXFxcXV3drl27qA4FAACSNm/evHLlSvIyroimpuaJEyd8fHyoSgUAII0WTThsbW1Ft8926dKFIIjHjx/PmjWLIAiBQJCQkICbW4BCDAbD09PT09OT6iAAAKDInj171q1bt23btuTkZE1NzWHDhoWGhoqu8AIA0AQtCrChQ4eePn2ay+WamJh4e3vr6+uvWLGioaHBzs7u2LFj79+/nzZtGtUZAQAAgO5sbGz2799PdQoAAEVosQRx6tSpLBYrNjaWIAh9ff2ffvrp06dPgYGB3t7eUVFRhoaG27dvpzojAEDTaGlpWVhYGBkZUR0EAFqEwWBYWFhgC00AUBYGPTc4vnv37tmzZwsLC11cXJYtW+bs7Ex1IgAAAAAAgJaiaQEGAAAAAADQ/tBiCSIAAAAAAEBHQKMCLCYmxt/fn8ViaWtri7YuvXHjxvr16zkcDrXZAAAAAAAAWo4WXRAJglizZk14eDhBEGpqagKBQCAQkMdNTEx27tzJYrGWL19OaUCVqqmp0dHRoToFAAAAAAAoGS1mwP7444/w8HA3N7fY2NiqqirxoUGDBllaWl67do2qbKr0559/2tjYqKmp6erqamhodO/ePSkpiepQANBML168GDNmzM6dO6kOAgAt0tDQMGbMmDlz5lAdRKU4HE5eXh7VKQDaJ1oUYAcOHNDV1b1+/fqoUaMkNkxkMBju7u7p6elUZVOZxYsXz5o1i8PhkG1R+Hz+27dv+/fvf/r0aaqjAUBzFBUV3bp169WrV1QHAYAWEQgEt27dun//PtVBVKGqqmr8+PFMJtPGxsbW1pbJZH7++ecVFRVU5wJoV2hRgL18+XLQoEFOTk4yR83MzNhstoojqVhcXNyxY8ekjwuFwkWLFuEHHwAAALS2T58+2djYXL9+vaGhgTzS0NBw48YNFotVWFhIbTaA9oQWBVhDQ4Ourq680by8PCaTqco8qrdx40Z5Qzwe7+eff1ZlGAAAAOiAJk2aVF5eLn28oqJi0qRJqs8DbU5BQcH79+/5fD7VQeiOFgWYg4PDq1evZP5tVVRUvHr1qkuXLqpPpUppaWkKRp88eaKyJAAAANABNTQ0xMfHyxt99uyZaFoMQAKfzw8ODtbS0rKysurataumpqaHh8fHjx+pzkVftCjAJkyYkJOTs2vXLonjQqFw3bp1XC7X39+fkmAqo/hSAY/HU1kSAAAA6IDevn0r6kEtTSAQ4I5WkInH4zk6Op4+fbq+vp48IhAIXrx40blz58TERGqz0RYt2tCvXbs2MjIyNDT0+fPnU6dOJQgiNzf3xIkTERERDx8+dHBwWLZsGdUZW5etre2nT5/kjfbs2VOVYQBAKbp167Znzx43NzeqgwBAi2hoaOzZs0dfX5/qIK3rP5eNYV0ZyLR48eLc3Fzp4w0NDRMmTEAvTZkYZM89yiUnJ0+ePDkzM1PiuJOTU3R0dPfu3SlJpTKRkZFBQUEyhxgMxsePH21tbVUcCQAAADoOHo+npaUl72Mhg8Gora3V1NRUcSqgP0NDQwXt4t68edOtWzdV5mkTaLEEkSCIPn36vHnz5vjx49OnTx8wYICHh8fkyZMPHTqUkpLS7qsvgiACAwMHDRokc2jNmjWovgAAAKBVMZnMvn37yhvt06cPqi+QqbKyUsFobGysypK0IXSZAQOhUPjll18eP35cdJOrnp7eTz/99NVXX1EbDAAAADqC3NzcLl261NTUSBzX1tZ+//69nZ0dJamA5tTU1BRUE+Hh4atWrVJlnjYBBRi9CIXCJ0+epKWlDRgwoEePHlTHAQAAgA6k8P9r787joqr3x49/DsvMMICsyo4LAhZuYa4paJiglppKKqVWbplbqde6t5upJdrt3lBvPey6XRUtLTTM66PCBU0sc6VUynDLlVTcuCKyze+P87vzmO8Aw8DAmRl4Pf9yPp/POec9n2WcN3OW69eHDBly8OBB+fuhJEndunVLT09v1qyZtUODjXJzc7t//35VtT/99FP79u2VjMcuWC0BS09Pr1H7Bn8jRAANzL1793777TcfH5+qnjIPwC7odLqjR4+qVKrG8z2ytLT00KFDQoguXbo4OdnEDdtgs5KSkj777LNKq/z8/PLy8hSOxy5YLQGTJKlG7fmlDoB9+fbbbxMSEpKSkjZu3GjtWADUXnFxsVqtDggIuHr1qrVjAWzOw4cPQ0NDr1+/blTu6Oi4f//+7t27WyUqG2flv2q0a9fO29vbujEAAAAAqAW1Wn3x4sVRo0Z99dVX8rMKJElq06bNl19+GRkZae3obJTVEjCtVltYWHj69OkBAwaMGTNm4MCB3F0HAAAAsC9qtXrr1q06nS4nJ+fOnTtdunRxdna2dlA2zWq3oc/Ly1uzZs0TTzyxbdu2oUOHBgQETJ48+YcffrBWPAAAAABqR5KkqKioJ554guyrWlZLwNzd3V966aU9e/ZcuHBh4cKFzZo1++STT3r06BEeHj5//vxz585ZKzAAAAAAqCfWfxBzaGjoX/7yl19++eXQoUNTp069c+fOvHnzwsLCevbsuWbNGmtHBwC15OTk5OrqqtForB0IAItIkuTq6urq6mrtQAA0EDb3HLCSkpKvv/562bJlu3fv9vHxuXnzprUjAgAAAGqstLSU+/ijIuv/AmaouLh4x44d69at279/vxBCrVZbOyIAAADAXDqdburUqe7u7pIkOTs7u7i4DBs27MGDB9aOCzbEVn4BO3jw4Pr16zdv3nzr1i1JkmJjY0ePHp2YmOju7m7t0AAAAIDqFRcXh4eHX7x40ai8SZMmubm5zZo1s0pUsDVWTsDOnz+fmpqampp65swZIURkZOTo0aNHjx4dGhpqxagAAACAmho5cuTmzZsrrerYsePx48cVjge2yWoJ2IoVK1JTU7OysoQQvr6+I0aMGDNmTJcuXawSDAAAAGAhFxeXoqKiSqskSbp9+7aHh4fCIcEGWS0BkyRJCBEdHT1mzJgBAwZU+8SAFi1aKBEWANSR7Ozs+fPnx8bGvvbaa9aOBUDtlZaWJiYment7r1692tqxwKY9ePBAq9WaaLBt27ZBgwYpFg9slpVvzHLs2LFjx46Z8+3ERq5VAwAz/fHHH+np6ab/MwZg+8rLy9PT0wMCAqwdCGzdw4cPTTeo6scxNDZWS8D8/PysdWgAAACgbnl6ejo5OZWWllbV4IknnlAyHtgsqyVgeXl51jo0AAAAUOe6dOny/fffV1oVFBQUFBSkcDywTbb1HDAAAADATqWlpbm4uFQsd3R0TEtLUz4e2CYSMAAAAKAOBAQEnD17Njo62rCwZcuWR44c6datm7Wigq2x8k04AKChioiIWLhwYdu2ba0dCACLODk5LVy40N3d3dqBwD4EBAQcPXr03r17GRkZDx48iI+P5/nLMGLlBzEDAAAAQOPBKYgAAAAAoBASMAAAAABQCAkYAAAAACiEBAwA6sX9+/dzcnKuXLli7UAAWConJyc3N9faUQBoIEjAAKBeZGVlRUVFzZkzx9qBALBIcXFxVFRUbGystQMB0ECQgAEAAACAQkjAAAAAAEAhJGAAAAAAoBASMAAAAABQiKTT6awdA4wdOXLk119/tXYUACxSXl5eXFzs6Ojo7Oxs7VgAWKSoqEiSJLVabe1AAFgqISHB19fXujGQgNmcCxcu7Nu3z9HRUZIka8eC+qLT6crKyhjlBq+0tNTBwcHBgXMNGjJGuTEoKysTQjg6Olo7ENQjRrkxKC8vLy8vHzt2rHXDcLLu4VGV/v37+/j4WDsK1Jfr169//fXXMTExoaGh1o4F9aWoqGjz5s3R0dFRUVHWjgX16NNPP23ZsmX37t2tHQjq0bZt29zc3OLi4qwdCOrRnj177t69++yzz1o7ENSjI0eOnDp1ytpRcA0YAAAAACiFBAwAAAAAFEICBgAAAAAKIQEDAAAAAIWQgAEAAACAQkjAAAAAAEAhJGAAAAAAoBASMAAAAABQCA9itjlarTY0NFSlUlk7ENQjtVodGhqq1WqtHQjqkYODQ2hoaJMmTawdCOpXSEiIt7e3taNA/QoICNBoNNaOAvWradOmrq6u1o4C9cvLy6t58+bWjkJIOp3O2jEAAAAAQKPAKYgAAAAAoBASMAAAAABQCAkYAAAAACiEBKw2xo8fL0nSnDlz6nzPu3fvfvHFF8PDw7VabVhY2NSpU2/cuGHYIC8v7/nnn/fy8nJzc0tISMjJydFXXb58edq0ad26ddNoNJIkXbhwwWjn+/bt69Wrl4uLi5eX14gRIy5fvlzn8TcYu3btGjBggI+Pj1qtDgsLe/31169fv27mtnv27Pnb3/5mogGjbDtscy1bsi2M2OxaZpTrnD0u52o/0mHITpczo1xT9riWq92zMR1qqLCwUL6tWUBAQGlpad3uvHfv3l26dElOTt6wYcOf//xnV1fXsLCwgoICubaoqCgqKio4OHj9+vVpaWkdO3Zs2rTp1atX5drMzEw/P7+BAwf26dNHCHH+/HnDPWdlZTk5OfXo0ePzzz9fs2ZNSEhIq1at7t27V7fxNwzJyclCiF69eq1atSo9PX3+/Pne3t6BgYG//vqrOZu/9dZbPj4+JhowyjbCZteyJdvCkC2vZUa5btnpcjb9kQ5D9rucGeUasdO1bLq2IhKwGtu4caMQYsCAAUKIr7/+utb7KSwsrFh45swZw5cbNmwQQqxbt05+uXLlSiHE3r175ZeXL19WqVSzZ8+WX5aVlcn/SElJqbjC+/bt6+vrq58K2dnZkiQtXry41vE3VJmZmZIkjRw5sry8XF+Ym5vbpEmTjh07GhZWpdpPeUbZRtjsWrZkW+jZ+FpmlOuWnS5n0x/p0LPr5cwo14idrmXTtRWRgNVYv379vLy8rl+/7uLiMmrUKMOqWbNmBQUFbd++vX379mq1unnz5kuXLjWq/fbbbzt37qzRaKZPn17tsX7//XchRHJysvzymWeeCQ4ONmwQHx8fERFhtFWlK9zNzW3YsGGGJaGhod26dav+DTcyAwcOVKvVly5dMip/++23jT4LsrOzhwwZ4u3trdFoIiMj5TxnypQphr8wBwUFVXtERtlabH8tW75tY2Yva9nybaGz2+Wsx1dz0+x6Oesxyuaw97VsTq1Op+NBzDVz9erVXbt2TZw4sWnTpoMGDUpPT793757hg1Zv3rz5pz/9KTU1tU2bNl988cWkSZPc3d1feukluTY/P3/69OnLli1r167dgwcPqj3cDz/8IIRo166d/PLUqVNRUVGGDaKionbu3FlcXFztg5uLi4uNHiKp0WhOnjxpxptuRMrLy/fu3dutW7fg4GCjqsTExHfffXfPnj0JCQlCiMOHD8fGxoaHh6ekpAQHB+fm5p46dUoI8d577zk6Oqampv78889CCCen6pcYo2wVdrSW63CGNB52t5YZZUvY73KGOex9OcN8DWYtVz8Hqs0OYWjx4sVCiO+//16n0+3YsUMIsXLlSn3trFmzhBA7d+7Ul0yaNCk4OFg+h1Wu1f+yWa0bN26EhoZ26tRJ/+O1fFsFwzbvvvuuEOL69euGhZX+iaV9+/YRERH6XV27ds3Z2VkIUVxcbGY8jcHNmzeFEGPHjq1YVVBQIITQ/zEmJiYmJCSk0h+4qz3PwRCjbC12sZYt3LYxs6O1bOG20NnzctbjtxET7H056zHK1WoAa7naWhl3QayZ9evXh4eHd+/eXQgRHx/v7++/fv16wwZOTk5PPvmk/mW/fv0uX7586dIl+aVKpYqJiTHnQIWFhUOGDCkqKtq0aZODw/8fJp1OJ0mSYTOdTmdm5FOmTPntt99mzpyZl5d35syZ0aNHl5eXCyGMdtjIyf1ZbZ8UFhZmZWU9//zzLi4ulhyOUbYiu1jLdT5DGg87WsuMsuXsdznDHPa+nGG+BrCWzZwDTI4aOHz4cE5OztChQ+/cuXPnzp2CgoIhQ4ZkZWWdO3dO38bT09Owu729vYUQV65ckV82bdrUnK/CRUVFQ4YMycnJycjIaN26teHebt++bdjy9u3bDg4OHh4e1e5z4sSJ8+fPX7FiRUBAQHh4uEql6t+/f9OmTc35Ib7x8Pb2dnV1PX/+fMUquTAkJEQIcfv27fLy8qCgIEuOxShbkV2s5fqYIY2HvaxlRtlydr2cYQ57X84wUwNYy+bPARKwGli3bp0Q4v333/f6n08++USn0xlm5/n5+UVFRfqX8pyo0cdBcXHx0KFDDx48+M0333To0MGwKioqyuh6nlOnTrVu3drMSwLmzp2bn5//888/X758+T//+c/p06d79uxpfmCNgYODQ+/evQ8ePFjx8VlffPGFEEL+u4uXl5eDg4Mlj9hilK3L9tdy/c2QRsIu1jKjXCfsejnDHPa+nGEme1/LNZsDZp4oiYcPH/r4+PTo0SPz/2rXrl2rVq3kW6DKp5+uWbNGv9WAAQMMT06t9sY7JSUlgwcP1mq1+/fvr1gr3x9zz5498stLly5VemNic04yXrFihRAiIyOj+nfeyFR6r9szZ84Y3es2JiYmKCjo/v37FfewYMECrVZr4hCMsnXZ/lqukxkCG1/LjHKdsPflrMfVQabZ9XLWY5RNsPe1bOYc0HOcN2+e+VljY7Zt27a1a9cuWrRo0KBBLQyUlZV9+umncXFxzZs3z8jIOHny5IEDBxwdHe/evbto0aLPP//8ww8/7NSpkxBCrp05c6aJo0yYMGHTpk3jx49v2rRpzv+UlJT4+/sLIaKior788stPP/3U29s7Nzf3lVdeKSkpSU1NdXNzE0LodLotW7bk5OTs378/Ozs7MjLy999/v3v3rvzT/NGjR+fOnXvlypVjx44tW7YsOTn51VdfnTZtmiKdZ09atGihUqmWLl26a9eusrKyCxcubN68efz48a6urtu3b/f19ZWbtW3bdvny5Vu2bHFxcbl58+auXbvWrl0rP7YiPz9/48aN3t7ekiTl5+f7+fkZHYJRti7bX8uWbAs9G1/LjHKdsPflbPojHXp2vZwZZXPY+1o2XVsJc7I06HS6QYMGeXh4VLy1zq1btzQazbhx43T/S76///77zp07q9XqkJCQlJQUfUtzUnOj21/KZsyYoW9w9erVUaNGeXh4aLXafv36nTp1Sl9VUlJScdvBgwfLtbm5ub179/b09FSr1e3bt1++fLk5Dy5stDIyMhISEry8vFQqVatWrWbMmPHHH38YtTl27NjTTz/t4eGh0WjatGnzwQcfyOWlpaUTJ0708fGRJKnSEWeUrcv217Il28KIza5lRrlO2PtyNv2RDiN2upwZZXPY+1quds9GJB03Vqo7s2fP3rRpkyXnHwOwBaxloMFgOQMNQ0Nay9yEAwAAAAAUQgIGAAAAAArhFEQAAAAAUAi/gAEAAACAQkjAAAAAAEAhJGAAAAAAoBASMAAAAABQCAkYAAAAACiEBAwAAAAAFEICBgAAAAAKIQEDAAAAAIWQgAEAAACAQkjAAAAAAEAhJGAAAAAAoBASMAAAAABQCAkYAAAAACiEBAwAAAAAFEICBgAAAAAKIQEDAAAAAIWQgAEAAACAQkjAAAAAAEAhJGAAAAAAoBASMAB2z9/fX/ofR0dHLy+v1q1bDxs2bNmyZbdu3bJ2dLWUmpoaHR2t1WolSfL3969FYycnJ19f3/qPtAbu3LkjSVLr1q2tHYjtssFRsy90IADb52TtAACgbnTq1MnNzU0IUVBQcOXKla1bt27duvXNN99ctGjRjBkzarq30tJSZ2dnPz+/vLy8egi2Gvv37x87dqyrq+uAAQM8PT09PDzqqnHtWLc37AgdZb/sZezsJU4AJpCAAWggVq1a1bFjR/3L3NzcJUuWLF++/LXXXrt9+/a8efOsF1qNffnllzqdbtmyZS+99FKtG3/44YdqtbreYgRsEdMegO0jAQPQMIWHh3/88cfR0dHjx49fsGDBs88+26FDB2sHZa7Lly8LIVq2bGlJ4+nTp9d5YICNY9oDsH1cAwagIRs3Vq2weQAAD9pJREFUbtyTTz6p0+mWLFmiL9y5c+fkyZPbtWvn5eWl0WgiIiJef/3169ev6xt89NFHzs7OQog//vhDf3VZmzZt9A1u3LgxZ86cRx55RKvVNmnSpFevXps2bTIzpBMnTiQlJQUGBqpUKn9//xEjRhw/flxf+9e//lWSpC+++EII0adPH/nQn3zySaW7Mt3Y6GIY/fVXpaWlixcvfvTRR11cXHr37i3Xnjp1auzYseHh4S4uLp6enpGRkS+++GJ2drY5vWHE9IFk5eXlS5YsefTRRzUajb+//4QJE/Lz8yvuqtp+zs7OliQpISHBaMNNmzZJkjR16tRKo0pOTo6IiHBxcQkLC/vggw90Op3cA8OHD2/atKlWq+3du/fRo0eN9mn5tDE99CaYueHOnTtjY2Pd3Nw8PT2feuqpAwcOpKWlSZL0yiuvyA1+/fVXSZLCwsLkt2xo7969kiR1797ddCTVdoIw6Ori4uL58+eHh4drNJrQ0NBZs2bdu3evdi3N74eqpr3pKWdi7CyfOcKMmWx5nADsiQ4A7Jyfn58Q4vjx45XWrl27VggREhKiLwkLC1OpVB07dhw8eHB8fLy8eWhoaF5entzgxx9/fPvtt4UQrq6u7/zPP//5T7n2xIkTAQEBQojg4OCBAwfGxsa6uLgIIV5//fVqQ92+fbt8flS7du0SExPlcyadnZ23bNkiN9i9e/c777zzyCOPCCHGjh0rH/rw4cOV7s10Y0dHRx8fH33j27dvCyHCwsKGDRvm4OAQHR0dExPz9NNP63S6Q4cOaTQaIcTjjz+elJQ0bNiwxx9/3NHRMSUlpdreqMjEgfRVSUlJzs7O0dHRcXFxTZo0EUJER0eXlJQY7secfpa/f8fHxxvF8NlnnwkhpkyZUjGq4cOHq9Xqrl27xsTEyGPx1ltvHTp0yN3dPTAwsF+/fmFhYUIId3f38+fPG+7TwmlT7dBXOmrmb5iamip/HY+JiRk9enTHjh2dnJwmT54shJg0aZK+WZ8+fYQQGRkZRj02atQoIcS///3vygfV7E7Qd3WrVq0GDBig1WoHDRo0cuRIueVjjz1WUFBQi5a17kAzp5yJsbN85pgzky2PE4AdIQEDYPdMJ2AnTpyQ/9507949ueSzzz7Lz8/XNygqKpJ/IpgwYYK+sKSkRAjh5+dntLeioiL5a1ZycnJpaalcePbs2YiICCHEN998YyLOGzdueHp6CiE+/vhjfaH8g5W7u/vVq1f1hcOGDRNCZGZmmvP2q2pc6TdRSZKCg4NPnjwpF5aVlel0uueff14IsXz5csPNr127dvr0afnfVfVGpUwcSK6Sv3OfOHFCrrp8+XKLFi2EEGlpafqdmNnPNU3AhBARERG//fabXPjjjz86OjpqNJpWrVq98cYb8oFKS0vlbGTq1KlG+6z1tDF/6I1GzcwN8/Ly3NzcHBwctm3bpm+2ePFi+S0bJmDy76XDhg0zCk+tVnt6ehYWFupMMqcT9F0dEhKiT0UKCgrk3G/mzJm1aFnrDjR/ylU1dhbOHDNnsuVxArAjJGAA7J7pBEx/r7ALFy5UtYeSkhJ3d3fD721VfctZvXq1EGLo0KFG5RkZGUKIwYMHm4jz73//uxCiT58+RuVxcXFCiAULFuhL6i8BE0KkpqYatezXr58Q4pdffqnqELVIwCo9kL7KKFNNSUkxypfM7OdaJGA7d+40bNm/f3/595by8nJ94alTp4QQbdu2Nf1OzZ825g+90aiZueH7778vhBg+fLhhm/LycvnXUcMErKSkJDAw0MnJ6dq1a/rCDz74QAgxffp00++3UhU7Qd/Vq1evNmx58uRJSZLc3d0fPHhQ05a17kDzp1y1CVjtZo6ZM9nyOAHYEa4BA9DAlZeXy/+QJElfeP/+/R07dqSkpCxYsGDevHnvvfeeVqvNz8+v9rlh33zzjRBi6NChRuW9evVydHQ8fPiwiW2/++47IcSYMWOMyl9++WUhxL59+8x6P5aRJCkxMdGosFOnTkKICRMm7Nq1q7i4uP4OJFOpVH379jUsefTRR4UQ165d05dY0s8mqNXqJ5980rBE/iEiPj7ecHq0bt1akqSrV68abV7raVProTdzw6ysLCHEc889Z9im0iFwcnIaP358aWnpmjVr5BKdTrdixQohxKRJk0y/C5n5nTBy5EjDl1FRUR06dCgoKJCvLaxRSwvXjjlTzrRaz5wazWTL4wRgF7gLIoAG7ubNm/I/vLy85H+sXLly9uzZlV7lX1BQ4O3tbWJvFy5cEEK88MILL7zwQsXaSu8koXflyhVR2e0KW7Vqpa+tb/7+/hVv0v3mm28ePHgwMzPzqaee0mg0nTt3TkhIePnll6t9AHRNDyQLCgpydHQ0LJGvdXn48KG+xJJ+NiEwMNDB4f/85VF+dlxISIhhoUqlUqlUhvEIy6ZNrYfezA3lb/zNmzc3ahYaGlpxnxMnTkxOTl65cuWbb77p4OCQmZmZm5vbq1cv+bu+aeZ3gq+vr1arNWrTokWL7Oxso/drTksL1445U860Ws+cGs1ky+MEYBdIwAA0cPJNyUJDQ93d3YUQmZmZEydO9PX13bBhQ69evfz8/OQ8oX379vKlF6b3JjcYN25ccHBwxVqjr2g1Yvh39PpT8ZuuEKJJkyZ79uzJysrasWPHvn37Dh48uH///uTk5K+++sror/4WHkhmTi9Z2M/6nz3N3LDaHVo4bUyr9dDXbsOgoKBBgwZt3bo1IyMjISHhX//6lxBCf6dEE2rUCZXGJrcxqjK/ZVWqbWbJwjS9h2r3XKOZbHmcAOwCCRiABm79+vVCCPlaESHExo0bhRApKSnynSf0zp07Z87egoODjxw50qNHD/ncpxoJCgo6evTo+fPnY2NjDcvPnz8vhAgMDKzpDutWz549e/bsKYS4e/fu4sWLFy9ePHny5NOnT1slGDP7WaVSCSEKCgqMyn///fe6jcfCaVProTdzw8DAwKNHj168eLFLly6GzS5evFjpbidPnrx169YVK1Z06tQpPT3d19dXvpLQtBp1wo0bNwoLC43ycHlcjN6vOS1tfO2YYMknBoCGir+1AGjIVq9enZmZKUnSjBkz5BL5mUVGJw5t3779/v37hiVOTk4ODg6lpaVGO4yPjxdCrFu3rhY/esTExAghNmzYYFS+bt06IYTRN0sr8vDwWLRokVarzc3Nlc99qqo36o+Z/Szf3Ts3N9coth07dtRtPBZOm1oPvZkbypnz559/bthGp9OlpaVVutu4uLjIyMjt27cvXLiwuLj4xRdfrOp8UUNmdoKeUTy//PLLTz/95O7uLt9BvkYtFVg79TTJLfnEqJTyixFAnSMBA9AwnTt3btq0aRMmTBBCzJ07t0OHDnJ569athRCrVq3Sn6V29uzZ6dOnV9xDYGDgrVu39DdRlI0dO7ZFixbffffdtGnT/vvf/+rLdTrd7t27TX/vHzt2rKen5+7du1etWqUvXLt27bfffuvm5jZ+/PhavlWLffzxx0Y/Ge3du7ewsFB/jpmoojfqj5n97OXl1b59+xs3bnz44YdySVlZ2dy5cw8cOFC38Vg+bWo39GZuOGbMGDc3ty1bthjOwH/84x85OTmV7lZ+OnNpaenSpUslSZo4cWK1PSBq0gmyd955Rz+v7t+/P23aNJ1ON2HCBPmhczVqqczaqY9JbsknRlUUXowA6p7St10EgLom34a+a9eucXFxcXFxXbt21V9u4eLismTJEsP7RJ85c0a+rj0iIiIpKal///5qtfqpp56S/9Zu+ATVV199VQgRHBw8atSocePG/fWvf5XLT5w4Ie/fy8urT58+I0aMkK+HEUK88cYbpkPVP0w2Ojo6KSmpc+fOorKHydbfbejDwsIq7iEyMlIIERUVlZiYOHr06JiYGAcHB0mSDO8jX1VvVGTiQFVV/fDDD0KIgQMHGhaa2c/p6enyJUBt27aNj48PDAzUarWzZs0SVTyI2ejQb731lqjwDDSdTqdWq11dXfUvLZ82Zg69iQcxm95w/fr18oOYY2NjR48e/dhjjzk5OclXdsn5TMWxkM/6i4uLq1hbKTM7Qf945f79+7u6ug4ePHjUqFHyDV2qehBztS1r3YE1mnKVjp2FM0dn3ky2PE4AdoQEDIDdk7/KyBwcHDw8PMLCwp599tmlS5caPjRWLzc3d/jw4YGBgRqNpk2bNu++++7Dhw/lW7EbfpO+d+/elClTQkNDnZychBCRkZH6qlu3bs2fPz86Otrd3V2tVjdv3rxv374pKSlXrlypNtqffvpp5MiR/v7+zs7OzZo1S0xMPHr0qFEbhROwrVu3jhs3rm3btl5eXhqNpnXr1qNGjTp8+LBhGxO9YaSuEjCd2f2cnp7euXNnjUbj6ek5aNCgkydPVvUcMEu+Rls+bcwZ+ooJmJkb6nS6jIyMmJgYrVbbpEmTvn37ZmVlLVmyRAgxf/78io11Op3+xMVKaytlTifou/rhw4dvv/12q1atVCpVcHDwzJkz7969a7g381ua3w+WJGCVjp3lM0dnxky2PE4AdkTS1dFJyQAAwKYkJiampaV99dVXzzzzjFHVpUuXWrZs6evre+nSJWdn5zo86J07d7y8vMLCws6cOVNXLQGgIeEaMAAA7N6lS5fu3r1rWLJmzZq0tDQ/Pz/5PhBGFi5cWFZWNnny5LrNvgAA1eI29AAA2L1t27bNnj27a9euISEhDx8+PHHixOnTp1Uq1Zo1a+Sb9cuys7M/+uijs2fP7t2719/f/7XXXrNizADQOJGAAQBg93r16vXcc88dOHDg+PHjRUVFfn5+SUlJc+bM0d//U3bhwoXVq1drtdrevXsvWbLEw8PDWgEDQKPFNWAAAAAAoBCuAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCEkYAAAAACgEBIwAAAAAFAICRgAAAAAKIQEDAAAAAAUQgIGAAAAAAohAQMAAAAAhZCAAQAAAIBCSMAAAAAAQCH/D8+M8Px7AQ1AAAAAAElFTkSuQmCC",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/ITSA_csDMARD_delay_newey.png\", width=600)"
   ]
  },
  {
   "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 June 2022).\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"../output/figures/regional_csdmard_bar_merged.png\", width=600)"
   ]
  },
  {
   "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 June 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": 6,
   "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=\"10\" 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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Methotrexate</th>\n",
       "      <td>51.1</td>\n",
       "      <td>51.2</td>\n",
       "      <td>52.1</td>\n",
       "      <td>51.0</td>\n",
       "      <td>55.1</td>\n",
       "      <td>47.4</td>\n",
       "      <td>45.7</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>45.5</td>\n",
       "      <td>33.3</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sulfasalazine</th>\n",
       "      <td>25.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>24.6</td>\n",
       "      <td>28.6</td>\n",
       "      <td>27.3</td>\n",
       "      <td>28.6</td>\n",
       "      <td>27.3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydroxychloroquine</th>\n",
       "      <td>23.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>24.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>28.1</td>\n",
       "      <td>25.7</td>\n",
       "      <td>22.7</td>\n",
       "      <td>14.3</td>\n",
       "      <td>27.3</td>\n",
       "      <td>33.3</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]]\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)])\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\"}, inplace = True)\n",
    "\n",
    "display(\n",
    "  HTML(table_subset.to_html(index=True)),\n",
    "   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  },
  "vscode": {
   "interpreter": {
    "hash": "ccecdc02aa416300a64487fe6971a8398ebaf053d2b2768f769ac21dbbf13f86"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}