Disability X Disorder.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Disability X Disorder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_excel('.\\Disability_Disorder\\DisabilityDisorderAssociation.xlsx', index_col=None)\n",
    "Disorder_disability = pd.read_excel('.\\Disability_Disorder\\Disorder_disability.xlsx', index_col=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disorder_id</th>\n",
       "      <th>Disability</th>\n",
       "      <th>Disability_id</th>\n",
       "      <th>Frequency_class</th>\n",
       "      <th>Frequency_class_id</th>\n",
       "      <th>Temporality_disability</th>\n",
       "      <th>Temporality_disability_id</th>\n",
       "      <th>Severity_disability</th>\n",
       "      <th>Severity_disability_id</th>\n",
       "      <th>Loss_of_ability</th>\n",
       "      <th>Disability_type</th>\n",
       "      <th>Defined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Seeing/watching</td>\n",
       "      <td>4</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>27201.0</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>27180.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>27236.0</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Hearing/listening</td>\n",
       "      <td>5</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>27208.0</td>\n",
       "      <td>Acquisition delay</td>\n",
       "      <td>27187.0</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>27271.0</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Acquiring language</td>\n",
       "      <td>7</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>27201.0</td>\n",
       "      <td>Acquisition delay</td>\n",
       "      <td>27187.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>27236.0</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Learning to read</td>\n",
       "      <td>8</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>27201.0</td>\n",
       "      <td>Acquisition delay</td>\n",
       "      <td>27187.0</td>\n",
       "      <td>Low</td>\n",
       "      <td>27222.0</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Learning to write</td>\n",
       "      <td>9</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>27201.0</td>\n",
       "      <td>Acquisition delay</td>\n",
       "      <td>27187.0</td>\n",
       "      <td>Severe</td>\n",
       "      <td>27250.0</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disorder_id          Disability  Disability_id Frequency_class  \\\n",
       "0            1     Seeing/watching              4   Very frequent   \n",
       "1            1   Hearing/listening              5        Frequent   \n",
       "2            1  Acquiring language              7   Very frequent   \n",
       "3            1    Learning to read              8   Very frequent   \n",
       "4            1   Learning to write              9   Very frequent   \n",
       "\n",
       "   Frequency_class_id Temporality_disability  Temporality_disability_id  \\\n",
       "0             27201.0   Permanent limitation                    27180.0   \n",
       "1             27208.0      Acquisition delay                    27187.0   \n",
       "2             27201.0      Acquisition delay                    27187.0   \n",
       "3             27201.0      Acquisition delay                    27187.0   \n",
       "4             27201.0      Acquisition delay                    27187.0   \n",
       "\n",
       "  Severity_disability  Severity_disability_id Loss_of_ability Disability_type  \\\n",
       "0            Moderate                 27236.0               n      Disability   \n",
       "1         Unspecified                 27271.0               n      Disability   \n",
       "2            Moderate                 27236.0               n      Disability   \n",
       "3                 Low                 27222.0               n      Disability   \n",
       "4              Severe                 27250.0               n      Disability   \n",
       "\n",
       "  Defined  \n",
       "0       y  \n",
       "1       y  \n",
       "2       y  \n",
       "3       y  \n",
       "4       y  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Disorder_id                    int64\n",
       "Disability                    object\n",
       "Disability_id                  int64\n",
       "Frequency_class               object\n",
       "Frequency_class_id           float64\n",
       "Temporality_disability        object\n",
       "Temporality_disability_id    float64\n",
       "Severity_disability           object\n",
       "Severity_disability_id       float64\n",
       "Loss_of_ability               object\n",
       "Disability_type               object\n",
       "Defined                       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Disorder_id           int64\n",
       "Disorder_name        object\n",
       "Disorder_id_2         int64\n",
       "Disorder_type        object\n",
       "Disorder_type_id      int64\n",
       "Disorder_group       object\n",
       "Disorder_group_id     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disorder_disability.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(910, 7)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disorder_disability.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Here the COUNT of several categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Practicing sports                                                            612\n",
       "Performing vigorous activities (climbing, running, jumping, swimming,...)    593\n",
       "Shopping                                                                     561\n",
       "Engaging in paid work in a standard environment                              559\n",
       "Walking long distances                                                       555\n",
       "                                                                            ... \n",
       "Light                                                                          6\n",
       "Sound                                                                          5\n",
       "Orienting oneself                                                              5\n",
       "Time-related changes                                                           3\n",
       "Understanding                                                                  1\n",
       "Name: Disability, Length: 128, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Disability.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of disabilities: 128\n"
     ]
    }
   ],
   "source": [
    "print('number of disabilities:', df.Disability.nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "857    350\n",
       "304    274\n",
       "758    269\n",
       "531    247\n",
       "846    240\n",
       "      ... \n",
       "347      1\n",
       "101      1\n",
       "82       1\n",
       "744      1\n",
       "818      1\n",
       "Name: Disorder_id, Length: 593, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Disorder_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rare diseases: 593\n"
     ]
    }
   ],
   "source": [
    "print('number of rare diseases:', df.Disorder_id.nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Occasional       11034\n",
       "Frequent         10841\n",
       "Very frequent     9170\n",
       "Name: Frequency_class, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Frequency_class.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Frequency_class'] = pd.Categorical(df['Frequency_class'], [\"Very frequent\", \"Frequent\", \"Occasional\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Permanent limitation    21438\n",
       "Transient limitation     5429\n",
       "Acquisition delay        4179\n",
       "Name: Temporality_disability, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Temporality_disability.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Severe                9663\n",
       "Moderate              9113\n",
       "Low                   5505\n",
       "Unspecified           4038\n",
       "Complete              2724\n",
       "Moderate to severe       3\n",
       "Name: Severity_disability, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Severity_disability.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Severity_disability'] = pd.Categorical(df['Severity_disability'], [\"Complete\", \"Severe\", \"Moderate\", \n",
    "                                                                       'Moderate to severe', 'Low', 'Unspecified'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n    21643\n",
       "y    11443\n",
       "Name: Loss_of_ability, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Loss_of_ability.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Disability              31943\n",
       "Environmental factor     1143\n",
       "Name: Disability_type, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Disability_type.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most Commons disabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disorder_id</th>\n",
       "      <th>Disability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Accessing higher education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Acquiring language</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending mainstream school</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending preschool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending school in an adapted mainstream/spec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23159</th>\n",
       "      <td>910</td>\n",
       "      <td>Travelling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23160</th>\n",
       "      <td>910</td>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23161</th>\n",
       "      <td>910</td>\n",
       "      <td>Undertaking a simple task</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23162</th>\n",
       "      <td>910</td>\n",
       "      <td>Walking long distances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23163</th>\n",
       "      <td>910</td>\n",
       "      <td>Washing oneself</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23164 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Disorder_id                                         Disability\n",
       "0                1                         Accessing higher education\n",
       "1                1                                 Acquiring language\n",
       "2                1                        Attending mainstream school\n",
       "3                1                                Attending preschool\n",
       "4                1  Attending school in an adapted mainstream/spec...\n",
       "...            ...                                                ...\n",
       "23159          910                                         Travelling\n",
       "23160          910                Undertaking a complex/multiple task\n",
       "23161          910                          Undertaking a simple task\n",
       "23162          910                             Walking long distances\n",
       "23163          910                                    Washing oneself\n",
       "\n",
       "[23164 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"count\"] = 1\n",
    "df2 = df.groupby([\"Disorder_id\", \"Disability\"], as_index=False)[\"count\"].sum()\n",
    "del df2['count']\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Disability    object\n",
       "Count          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disab_count = pd.DataFrame(df2.Disability.value_counts())\n",
    "top_40_dis = Disab_count.head(40)\n",
    "top_40_dis.reset_index(inplace=True)\n",
    "top_40_dis = top_40_dis.rename(columns = {'index':'Disability','Disability':'Count' })\n",
    "top_40_dis.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disability</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Practicing sports</td>\n",
       "      <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Engaging in paid work in a standard environment</td>\n",
       "      <td>388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Performing vigorous activities (climbing, runn...</td>\n",
       "      <td>378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Travelling</td>\n",
       "      <td>367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Performing professional tasks</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Taking part in community life</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Doing housework</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Seeking employment</td>\n",
       "      <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Shopping</td>\n",
       "      <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Driving</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Walking long distances</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Moving around outside the home</td>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cooking/preparing meals</td>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Playing with others</td>\n",
       "      <td>330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Looking after/helping others</td>\n",
       "      <td>329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Socializing</td>\n",
       "      <td>327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Engaging in and maintaining intimate relations...</td>\n",
       "      <td>307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Walking short distances</td>\n",
       "      <td>305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Participating in the arts and cultural activities</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Handling objects (fine hand use)</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Engaging in sexual relationships</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Managing one's health (diet, medications, prev...</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Attending mainstream school</td>\n",
       "      <td>288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Dressing/undressing</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Moving around within the home</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Learning a profession (vocational training/app...</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Using transportation</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Lifting and carrying objects</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Carrying out daily routines</td>\n",
       "      <td>277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Reaching and catching objects</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Eating</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Accessing higher education</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Standing</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Interacting with other people</td>\n",
       "      <td>269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Maintaining a standing position</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Caring for body parts (skin, teeth, nails, hai...</td>\n",
       "      <td>266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Participating in a conversation</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Handling stress, responsabilities, emergencies...</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Washing oneself</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Disability  Count\n",
       "0                                   Practicing sports    410\n",
       "1     Engaging in paid work in a standard environment    388\n",
       "2   Performing vigorous activities (climbing, runn...    378\n",
       "3                                          Travelling    367\n",
       "4                       Performing professional tasks    365\n",
       "5                       Taking part in community life    365\n",
       "6                                     Doing housework    365\n",
       "7                                  Seeking employment    364\n",
       "8                                            Shopping    362\n",
       "9                                             Driving    359\n",
       "10                             Walking long distances    350\n",
       "11                     Moving around outside the home    344\n",
       "12                            Cooking/preparing meals    344\n",
       "13                                Playing with others    330\n",
       "14                       Looking after/helping others    329\n",
       "15                                        Socializing    327\n",
       "16  Engaging in and maintaining intimate relations...    307\n",
       "17                            Walking short distances    305\n",
       "18  Participating in the arts and cultural activities    295\n",
       "19                   Handling objects (fine hand use)    293\n",
       "20                   Engaging in sexual relationships    293\n",
       "21  Managing one's health (diet, medications, prev...    290\n",
       "22                        Attending mainstream school    288\n",
       "23                                Dressing/undressing    287\n",
       "24                      Moving around within the home    281\n",
       "25  Learning a profession (vocational training/app...    281\n",
       "26                               Using transportation    280\n",
       "27                       Lifting and carrying objects    279\n",
       "28                        Carrying out daily routines    277\n",
       "29                      Reaching and catching objects    276\n",
       "30                                             Eating    272\n",
       "31                         Accessing higher education    272\n",
       "32                                           Standing    270\n",
       "33                      Interacting with other people    269\n",
       "34                    Maintaining a standing position    268\n",
       "35                Undertaking a complex/multiple task    267\n",
       "36  Caring for body parts (skin, teeth, nails, hai...    266\n",
       "37                    Participating in a conversation    264\n",
       "38  Handling stress, responsabilities, emergencies...    263\n",
       "39                                    Washing oneself    263"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_40_dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# importing the required library\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    " \n",
    "    \n",
    "from matplotlib import pyplot\n",
    "\n",
    "\n",
    "# a4_dims = (11.7, 8.27)\n",
    "# fig, ax = pyplot.subplots(figsize=a4_dims)    \n",
    "plt.figure(figsize=(15,13))\n",
    "\n",
    "r = sns.barplot(x = \"Count\", y = \"Disability\", data = top_40_dis, palette = 'pastel')\n",
    "\n",
    "for p in r.patches:\n",
    "    width = p.get_width()\n",
    "    plt.text(10+p.get_width(), p.get_y()+0.55*p.get_height(),\n",
    "             '{:1.2f}'.format(width),\n",
    "             ha='center', va='center')\n",
    "\n",
    "plt.xlabel(\"Number of rare diseases associated\", size=14)\n",
    "plt.ylabel(\"HPOs\", size=14) \n",
    "plt.title('Most common Disabilities')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number Disabilities per disorder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disorder_id</th>\n",
       "      <th>Disability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Accessing higher education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Acquiring language</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending mainstream school</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending preschool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Attending school in an adapted mainstream/spec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23159</th>\n",
       "      <td>910</td>\n",
       "      <td>Travelling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23160</th>\n",
       "      <td>910</td>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23161</th>\n",
       "      <td>910</td>\n",
       "      <td>Undertaking a simple task</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23162</th>\n",
       "      <td>910</td>\n",
       "      <td>Walking long distances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23163</th>\n",
       "      <td>910</td>\n",
       "      <td>Washing oneself</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23164 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Disorder_id                                         Disability\n",
       "0                1                         Accessing higher education\n",
       "1                1                                 Acquiring language\n",
       "2                1                        Attending mainstream school\n",
       "3                1                                Attending preschool\n",
       "4                1  Attending school in an adapted mainstream/spec...\n",
       "...            ...                                                ...\n",
       "23159          910                                         Travelling\n",
       "23160          910                Undertaking a complex/multiple task\n",
       "23161          910                          Undertaking a simple task\n",
       "23162          910                             Walking long distances\n",
       "23163          910                                    Washing oneself\n",
       "\n",
       "[23164 rows x 2 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"count\"] = 1\n",
    "df2 = df.groupby([\"Disorder_id\", \"Disability\"], as_index=False)[\"count\"].sum()\n",
    "del df2['count']\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2[\"count\"] = 1\n",
    "df_disorder_dis_count = df2.groupby([\"Disorder_id\"], as_index=False)[\"count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Descriptive statistis of the number of disabilities per disease\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count    593.000000\n",
       "mean      39.062395\n",
       "std       28.741588\n",
       "min        1.000000\n",
       "25%       12.000000\n",
       "50%       36.000000\n",
       "75%       63.000000\n",
       "max       97.000000\n",
       "Name: count, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Descriptive statistis of the number of disabilities per disease')\n",
    "df_disorder_dis_count['count'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21d7f8791c0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(df_disorder_dis_count, x=\"count\", kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21d081b39d0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(df_disorder_dis_count, x=\"count\", bins=40)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing a disease\n",
    "#### ALS as example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "df_disea contains all the info we need. Then we filter it with the disease we want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_disea = df.merge(Disorder_disability, on='Disorder_id', how='left')\n",
    "df_disea = df_disea[['Disorder_id_2', 'Disorder_name', 'Disability', 'Frequency_class', \n",
    "                    'Temporality_disability', 'Severity_disability', 'Loss_of_ability',\n",
    "                   'Disability_type', 'Defined']]\n",
    "df_disea = df_disea.sort_values(by=['Frequency_class', 'Severity_disability'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df_disea = pd.read_excel('.\\df_disea.xlsx', index_col=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Disorder_id_2</th>\n",
       "      <th>Disorder_name</th>\n",
       "      <th>Disability</th>\n",
       "      <th>Frequency_class</th>\n",
       "      <th>Temporality_disability</th>\n",
       "      <th>Severity_disability</th>\n",
       "      <th>Loss_of_ability</th>\n",
       "      <th>Disability_type</th>\n",
       "      <th>Defined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>304</td>\n",
       "      <td>960</td>\n",
       "      <td>Werner syndrome</td>\n",
       "      <td>Walking long distances</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>323</td>\n",
       "      <td>960</td>\n",
       "      <td>Werner syndrome</td>\n",
       "      <td>Performing vigorous activities (climbing, runn...</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>894</td>\n",
       "      <td>West syndrome</td>\n",
       "      <td>Learning to read</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>402</td>\n",
       "      <td>894</td>\n",
       "      <td>West syndrome</td>\n",
       "      <td>Learning to write</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>403</td>\n",
       "      <td>894</td>\n",
       "      <td>West syndrome</td>\n",
       "      <td>Learning to calculate</td>\n",
       "      <td>Very frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>n</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Disorder_id_2    Disorder_name  \\\n",
       "0         304            960  Werner syndrome   \n",
       "1         323            960  Werner syndrome   \n",
       "2         401            894    West syndrome   \n",
       "3         402            894    West syndrome   \n",
       "4         403            894    West syndrome   \n",
       "\n",
       "                                          Disability Frequency_class  \\\n",
       "0                             Walking long distances   Very frequent   \n",
       "1  Performing vigorous activities (climbing, runn...   Very frequent   \n",
       "2                                   Learning to read   Very frequent   \n",
       "3                                  Learning to write   Very frequent   \n",
       "4                              Learning to calculate   Very frequent   \n",
       "\n",
       "  Temporality_disability Severity_disability Loss_of_ability Disability_type  \\\n",
       "0   Permanent limitation            Complete               y      Disability   \n",
       "1   Permanent limitation            Complete               y      Disability   \n",
       "2   Permanent limitation            Complete               n      Disability   \n",
       "3   Permanent limitation            Complete               n      Disability   \n",
       "4   Permanent limitation            Complete               n      Disability   \n",
       "\n",
       "  Defined  \n",
       "0       y  \n",
       "1       y  \n",
       "2       y  \n",
       "3       y  \n",
       "4       y  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_disea.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of disabilities associated to the disease: 74\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Disorder_id_2</th>\n",
       "      <th>Disorder_name</th>\n",
       "      <th>Disability</th>\n",
       "      <th>Frequency_class</th>\n",
       "      <th>Temporality_disability</th>\n",
       "      <th>Severity_disability</th>\n",
       "      <th>Loss_of_ability</th>\n",
       "      <th>Disability_type</th>\n",
       "      <th>Defined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9439</th>\n",
       "      <td>15528</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reading</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9440</th>\n",
       "      <td>15530</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Writing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Complete</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11015</th>\n",
       "      <td>15342</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Focusing attention</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11016</th>\n",
       "      <td>15345</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Memorizing and retrieving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11017</th>\n",
       "      <td>15348</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Thinking and reasoning</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11018</th>\n",
       "      <td>15351</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Making decisions/taking initiatives/finding so...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11019</th>\n",
       "      <td>15362</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Producing nonverbal messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11020</th>\n",
       "      <td>15365</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Writing messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11021</th>\n",
       "      <td>15368</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in a conversation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11022</th>\n",
       "      <td>15371</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using communication devices</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11023</th>\n",
       "      <td>15374</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Standing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11024</th>\n",
       "      <td>15377</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Sitting</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11025</th>\n",
       "      <td>15380</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Bending</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11026</th>\n",
       "      <td>15383</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Transferring oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11027</th>\n",
       "      <td>15386</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining a standing position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11028</th>\n",
       "      <td>15389</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own general behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11029</th>\n",
       "      <td>15392</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own eating behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11030</th>\n",
       "      <td>15395</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around within the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11031</th>\n",
       "      <td>15398</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around outside the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11032</th>\n",
       "      <td>15401</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using transportation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11033</th>\n",
       "      <td>15404</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Driving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11034</th>\n",
       "      <td>15421</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11035</th>\n",
       "      <td>15423</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Cooking/preparing meals</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11036</th>\n",
       "      <td>15426</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Doing housework</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11037</th>\n",
       "      <td>15429</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Looking after/helping others</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11038</th>\n",
       "      <td>15432</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a standard environment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11039</th>\n",
       "      <td>15435</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a supported/sheltered...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11040</th>\n",
       "      <td>15438</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Seeking employment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11041</th>\n",
       "      <td>15441</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing professional tasks</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11042</th>\n",
       "      <td>15444</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling money/managing one's own budget</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11043</th>\n",
       "      <td>15447</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out administrative procedures</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11044</th>\n",
       "      <td>15450</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a simple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11045</th>\n",
       "      <td>15453</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11046</th>\n",
       "      <td>15456</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out daily routines</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11047</th>\n",
       "      <td>15459</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Taking part in community life</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11048</th>\n",
       "      <td>15462</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11049</th>\n",
       "      <td>15465</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Practicing sports</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11050</th>\n",
       "      <td>15468</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in the arts and cultural activities</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11051</th>\n",
       "      <td>15470</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Travelling</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11052</th>\n",
       "      <td>15471</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining head position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11053</th>\n",
       "      <td>15474</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reaching and catching objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11054</th>\n",
       "      <td>15477</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Lifting and carrying objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11055</th>\n",
       "      <td>15480</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling objects (fine hand use)</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11056</th>\n",
       "      <td>15483</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking short distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11057</th>\n",
       "      <td>15486</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking long distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11058</th>\n",
       "      <td>15489</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing vigorous activities (climbing, runn...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11059</th>\n",
       "      <td>15492</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Washing oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11060</th>\n",
       "      <td>15495</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Caring for body parts (skin, teeth, nails, hai...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11061</th>\n",
       "      <td>15500</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dressing/undressing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11062</th>\n",
       "      <td>15503</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Eating</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11063</th>\n",
       "      <td>15506</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Drinking</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11064</th>\n",
       "      <td>15509</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Managing one's health (diet, medications, prev...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11065</th>\n",
       "      <td>15514</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Getting good quality sleep</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11066</th>\n",
       "      <td>15517</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Staying awake</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11067</th>\n",
       "      <td>15520</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling stress, responsabilities, emergencies...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11068</th>\n",
       "      <td>15523</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling emotions and mood</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14642</th>\n",
       "      <td>15341</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Focusing attention</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14643</th>\n",
       "      <td>15344</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Memorizing and retrieving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14644</th>\n",
       "      <td>15347</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Thinking and reasoning</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14645</th>\n",
       "      <td>15350</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Making decisions/taking initiatives/finding so...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14646</th>\n",
       "      <td>15361</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Producing nonverbal messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14647</th>\n",
       "      <td>15364</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Writing messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14648</th>\n",
       "      <td>15367</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in a conversation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14649</th>\n",
       "      <td>15370</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using communication devices</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14650</th>\n",
       "      <td>15373</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Standing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14651</th>\n",
       "      <td>15376</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Sitting</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14652</th>\n",
       "      <td>15379</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Bending</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14653</th>\n",
       "      <td>15382</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Transferring oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14654</th>\n",
       "      <td>15385</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining a standing position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14655</th>\n",
       "      <td>15388</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining head position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14656</th>\n",
       "      <td>15391</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own eating behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14657</th>\n",
       "      <td>15394</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around within the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14658</th>\n",
       "      <td>15397</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around outside the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14659</th>\n",
       "      <td>15400</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using transportation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14660</th>\n",
       "      <td>15403</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Driving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14661</th>\n",
       "      <td>15420</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14662</th>\n",
       "      <td>15425</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Doing housework</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14663</th>\n",
       "      <td>15428</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Looking after/helping others</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14664</th>\n",
       "      <td>15431</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a standard environment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14665</th>\n",
       "      <td>15434</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a supported/sheltered...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14666</th>\n",
       "      <td>15437</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Seeking employment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14667</th>\n",
       "      <td>15440</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing professional tasks</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14668</th>\n",
       "      <td>15443</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling money/managing one's own budget</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14669</th>\n",
       "      <td>15446</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out administrative procedures</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14670</th>\n",
       "      <td>15449</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a simple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14671</th>\n",
       "      <td>15452</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14672</th>\n",
       "      <td>15455</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out daily routines</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14673</th>\n",
       "      <td>15458</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Taking part in community life</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14674</th>\n",
       "      <td>15461</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14675</th>\n",
       "      <td>15464</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Practicing sports</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14676</th>\n",
       "      <td>15467</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in the arts and cultural activities</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14677</th>\n",
       "      <td>15473</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reaching and catching objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14678</th>\n",
       "      <td>15476</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Lifting and carrying objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14679</th>\n",
       "      <td>15479</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling objects (fine hand use)</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14680</th>\n",
       "      <td>15482</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking short distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14681</th>\n",
       "      <td>15485</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking long distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14682</th>\n",
       "      <td>15488</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing vigorous activities (climbing, runn...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14683</th>\n",
       "      <td>15491</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Washing oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14684</th>\n",
       "      <td>15494</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Caring for body parts (skin, teeth, nails, hai...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14685</th>\n",
       "      <td>15499</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dressing/undressing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14686</th>\n",
       "      <td>15502</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Eating</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14687</th>\n",
       "      <td>15505</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Drinking</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14688</th>\n",
       "      <td>15508</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Managing one's health (diet, medications, prev...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14689</th>\n",
       "      <td>15513</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Getting good quality sleep</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14690</th>\n",
       "      <td>15516</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Staying awake</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14691</th>\n",
       "      <td>15519</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling stress, responsabilities, emergencies...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14692</th>\n",
       "      <td>15522</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling emotions and mood</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14693</th>\n",
       "      <td>15525</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own general behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14694</th>\n",
       "      <td>15527</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reading</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14695</th>\n",
       "      <td>15529</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Writing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17782</th>\n",
       "      <td>15340</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Focusing attention</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17783</th>\n",
       "      <td>15343</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Memorizing and retrieving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17784</th>\n",
       "      <td>15346</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Thinking and reasoning</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17785</th>\n",
       "      <td>15349</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Making decisions/taking initiatives/finding so...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17786</th>\n",
       "      <td>15360</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Producing nonverbal messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17787</th>\n",
       "      <td>15363</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Writing messages</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17788</th>\n",
       "      <td>15366</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in a conversation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17789</th>\n",
       "      <td>15369</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using communication devices</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17790</th>\n",
       "      <td>15372</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Standing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17791</th>\n",
       "      <td>15375</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Sitting</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17792</th>\n",
       "      <td>15378</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Bending</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17793</th>\n",
       "      <td>15381</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Transferring oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17794</th>\n",
       "      <td>15384</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining a standing position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17795</th>\n",
       "      <td>15387</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining head position</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17796</th>\n",
       "      <td>15390</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own eating behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17797</th>\n",
       "      <td>15393</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around within the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17798</th>\n",
       "      <td>15396</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Moving around outside the home</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17799</th>\n",
       "      <td>15399</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Using transportation</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17800</th>\n",
       "      <td>15402</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Driving</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17801</th>\n",
       "      <td>15419</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17802</th>\n",
       "      <td>15422</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Cooking/preparing meals</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17803</th>\n",
       "      <td>15424</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Doing housework</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17804</th>\n",
       "      <td>15427</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Looking after/helping others</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17805</th>\n",
       "      <td>15430</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a standard environment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17806</th>\n",
       "      <td>15433</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in paid work in a supported/sheltered...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17807</th>\n",
       "      <td>15436</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Seeking employment</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17808</th>\n",
       "      <td>15439</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing professional tasks</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17809</th>\n",
       "      <td>15442</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling money/managing one's own budget</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17810</th>\n",
       "      <td>15445</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out administrative procedures</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17811</th>\n",
       "      <td>15448</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a simple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17812</th>\n",
       "      <td>15451</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Undertaking a complex/multiple task</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17813</th>\n",
       "      <td>15454</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Carrying out daily routines</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17814</th>\n",
       "      <td>15457</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Taking part in community life</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17815</th>\n",
       "      <td>15460</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17816</th>\n",
       "      <td>15463</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Practicing sports</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17817</th>\n",
       "      <td>15466</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Participating in the arts and cultural activities</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17818</th>\n",
       "      <td>15469</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Travelling</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17819</th>\n",
       "      <td>15472</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reaching and catching objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17820</th>\n",
       "      <td>15475</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Lifting and carrying objects</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17821</th>\n",
       "      <td>15478</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling objects (fine hand use)</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17822</th>\n",
       "      <td>15481</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking short distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17823</th>\n",
       "      <td>15484</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Walking long distances</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17824</th>\n",
       "      <td>15487</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Performing vigorous activities (climbing, runn...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17825</th>\n",
       "      <td>15490</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Washing oneself</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17826</th>\n",
       "      <td>15493</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Caring for body parts (skin, teeth, nails, hai...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17827</th>\n",
       "      <td>15498</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dressing/undressing</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17828</th>\n",
       "      <td>15501</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Eating</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17829</th>\n",
       "      <td>15504</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Drinking</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17830</th>\n",
       "      <td>15507</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Managing one's health (diet, medications, prev...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17831</th>\n",
       "      <td>15512</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Getting good quality sleep</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17832</th>\n",
       "      <td>15515</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Staying awake</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17833</th>\n",
       "      <td>15518</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling stress, responsabilities, emergencies...</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17834</th>\n",
       "      <td>15521</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Handling emotions and mood</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17835</th>\n",
       "      <td>15524</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Controlling one's own general behaviour</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17836</th>\n",
       "      <td>15526</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Reading</td>\n",
       "      <td>Frequent</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21412</th>\n",
       "      <td>15339</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Calculating</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21413</th>\n",
       "      <td>15359</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Speaking</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21414</th>\n",
       "      <td>15407</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Interacting with other people</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21415</th>\n",
       "      <td>15414</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dealing with strangers</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Severe</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23825</th>\n",
       "      <td>15338</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Calculating</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23826</th>\n",
       "      <td>15358</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Speaking</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23827</th>\n",
       "      <td>15406</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Interacting with other people</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23828</th>\n",
       "      <td>15409</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Making/keeping friends</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23829</th>\n",
       "      <td>15411</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining family relationships</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23830</th>\n",
       "      <td>15413</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dealing with strangers</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23831</th>\n",
       "      <td>15416</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in and maintaining intimate relations...</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23832</th>\n",
       "      <td>15418</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in sexual relationships</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26949</th>\n",
       "      <td>15337</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Calculating</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26950</th>\n",
       "      <td>15352</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Being aware of time</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26951</th>\n",
       "      <td>15353</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Being aware of space</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26952</th>\n",
       "      <td>15354</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Receiving spoken messages</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26953</th>\n",
       "      <td>15355</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Receiving nonverbal messages</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26954</th>\n",
       "      <td>15356</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Receiving written messages</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26955</th>\n",
       "      <td>15357</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Speaking</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26956</th>\n",
       "      <td>15405</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Interacting with other people</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26957</th>\n",
       "      <td>15408</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Making/keeping friends</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26958</th>\n",
       "      <td>15410</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Maintaining family relationships</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26959</th>\n",
       "      <td>15412</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Dealing with strangers</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26960</th>\n",
       "      <td>15415</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in and maintaining intimate relations...</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26961</th>\n",
       "      <td>15417</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Engaging in sexual relationships</td>\n",
       "      <td>Occasional</td>\n",
       "      <td>Permanent limitation</td>\n",
       "      <td>Low</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32121</th>\n",
       "      <td>15496</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Regulating urination</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32122</th>\n",
       "      <td>15497</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Regulating defecation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32123</th>\n",
       "      <td>15510</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Falling asleep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32124</th>\n",
       "      <td>15511</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Staying asleep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>y</td>\n",
       "      <td>Disability</td>\n",
       "      <td>n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32125</th>\n",
       "      <td>15531</td>\n",
       "      <td>106</td>\n",
       "      <td>Amyotrophic lateral sclerosis</td>\n",
       "      <td>Food</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>y</td>\n",
       "      <td>Environmental factor</td>\n",
       "      <td>n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  Disorder_id_2                  Disorder_name  \\\n",
       "9439        15528            106  Amyotrophic lateral sclerosis   \n",
       "9440        15530            106  Amyotrophic lateral sclerosis   \n",
       "11015       15342            106  Amyotrophic lateral sclerosis   \n",
       "11016       15345            106  Amyotrophic lateral sclerosis   \n",
       "11017       15348            106  Amyotrophic lateral sclerosis   \n",
       "11018       15351            106  Amyotrophic lateral sclerosis   \n",
       "11019       15362            106  Amyotrophic lateral sclerosis   \n",
       "11020       15365            106  Amyotrophic lateral sclerosis   \n",
       "11021       15368            106  Amyotrophic lateral sclerosis   \n",
       "11022       15371            106  Amyotrophic lateral sclerosis   \n",
       "11023       15374            106  Amyotrophic lateral sclerosis   \n",
       "11024       15377            106  Amyotrophic lateral sclerosis   \n",
       "11025       15380            106  Amyotrophic lateral sclerosis   \n",
       "11026       15383            106  Amyotrophic lateral sclerosis   \n",
       "11027       15386            106  Amyotrophic lateral sclerosis   \n",
       "11028       15389            106  Amyotrophic lateral sclerosis   \n",
       "11029       15392            106  Amyotrophic lateral sclerosis   \n",
       "11030       15395            106  Amyotrophic lateral sclerosis   \n",
       "11031       15398            106  Amyotrophic lateral sclerosis   \n",
       "11032       15401            106  Amyotrophic lateral sclerosis   \n",
       "11033       15404            106  Amyotrophic lateral sclerosis   \n",
       "11034       15421            106  Amyotrophic lateral sclerosis   \n",
       "11035       15423            106  Amyotrophic lateral sclerosis   \n",
       "11036       15426            106  Amyotrophic lateral sclerosis   \n",
       "11037       15429            106  Amyotrophic lateral sclerosis   \n",
       "11038       15432            106  Amyotrophic lateral sclerosis   \n",
       "11039       15435            106  Amyotrophic lateral sclerosis   \n",
       "11040       15438            106  Amyotrophic lateral sclerosis   \n",
       "11041       15441            106  Amyotrophic lateral sclerosis   \n",
       "11042       15444            106  Amyotrophic lateral sclerosis   \n",
       "11043       15447            106  Amyotrophic lateral sclerosis   \n",
       "11044       15450            106  Amyotrophic lateral sclerosis   \n",
       "11045       15453            106  Amyotrophic lateral sclerosis   \n",
       "11046       15456            106  Amyotrophic lateral sclerosis   \n",
       "11047       15459            106  Amyotrophic lateral sclerosis   \n",
       "11048       15462            106  Amyotrophic lateral sclerosis   \n",
       "11049       15465            106  Amyotrophic lateral sclerosis   \n",
       "11050       15468            106  Amyotrophic lateral sclerosis   \n",
       "11051       15470            106  Amyotrophic lateral sclerosis   \n",
       "11052       15471            106  Amyotrophic lateral sclerosis   \n",
       "11053       15474            106  Amyotrophic lateral sclerosis   \n",
       "11054       15477            106  Amyotrophic lateral sclerosis   \n",
       "11055       15480            106  Amyotrophic lateral sclerosis   \n",
       "11056       15483            106  Amyotrophic lateral sclerosis   \n",
       "11057       15486            106  Amyotrophic lateral sclerosis   \n",
       "11058       15489            106  Amyotrophic lateral sclerosis   \n",
       "11059       15492            106  Amyotrophic lateral sclerosis   \n",
       "11060       15495            106  Amyotrophic lateral sclerosis   \n",
       "11061       15500            106  Amyotrophic lateral sclerosis   \n",
       "11062       15503            106  Amyotrophic lateral sclerosis   \n",
       "11063       15506            106  Amyotrophic lateral sclerosis   \n",
       "11064       15509            106  Amyotrophic lateral sclerosis   \n",
       "11065       15514            106  Amyotrophic lateral sclerosis   \n",
       "11066       15517            106  Amyotrophic lateral sclerosis   \n",
       "11067       15520            106  Amyotrophic lateral sclerosis   \n",
       "11068       15523            106  Amyotrophic lateral sclerosis   \n",
       "14642       15341            106  Amyotrophic lateral sclerosis   \n",
       "14643       15344            106  Amyotrophic lateral sclerosis   \n",
       "14644       15347            106  Amyotrophic lateral sclerosis   \n",
       "14645       15350            106  Amyotrophic lateral sclerosis   \n",
       "14646       15361            106  Amyotrophic lateral sclerosis   \n",
       "14647       15364            106  Amyotrophic lateral sclerosis   \n",
       "14648       15367            106  Amyotrophic lateral sclerosis   \n",
       "14649       15370            106  Amyotrophic lateral sclerosis   \n",
       "14650       15373            106  Amyotrophic lateral sclerosis   \n",
       "14651       15376            106  Amyotrophic lateral sclerosis   \n",
       "14652       15379            106  Amyotrophic lateral sclerosis   \n",
       "14653       15382            106  Amyotrophic lateral sclerosis   \n",
       "14654       15385            106  Amyotrophic lateral sclerosis   \n",
       "14655       15388            106  Amyotrophic lateral sclerosis   \n",
       "14656       15391            106  Amyotrophic lateral sclerosis   \n",
       "14657       15394            106  Amyotrophic lateral sclerosis   \n",
       "14658       15397            106  Amyotrophic lateral sclerosis   \n",
       "14659       15400            106  Amyotrophic lateral sclerosis   \n",
       "14660       15403            106  Amyotrophic lateral sclerosis   \n",
       "14661       15420            106  Amyotrophic lateral sclerosis   \n",
       "14662       15425            106  Amyotrophic lateral sclerosis   \n",
       "14663       15428            106  Amyotrophic lateral sclerosis   \n",
       "14664       15431            106  Amyotrophic lateral sclerosis   \n",
       "14665       15434            106  Amyotrophic lateral sclerosis   \n",
       "14666       15437            106  Amyotrophic lateral sclerosis   \n",
       "14667       15440            106  Amyotrophic lateral sclerosis   \n",
       "14668       15443            106  Amyotrophic lateral sclerosis   \n",
       "14669       15446            106  Amyotrophic lateral sclerosis   \n",
       "14670       15449            106  Amyotrophic lateral sclerosis   \n",
       "14671       15452            106  Amyotrophic lateral sclerosis   \n",
       "14672       15455            106  Amyotrophic lateral sclerosis   \n",
       "14673       15458            106  Amyotrophic lateral sclerosis   \n",
       "14674       15461            106  Amyotrophic lateral sclerosis   \n",
       "14675       15464            106  Amyotrophic lateral sclerosis   \n",
       "14676       15467            106  Amyotrophic lateral sclerosis   \n",
       "14677       15473            106  Amyotrophic lateral sclerosis   \n",
       "14678       15476            106  Amyotrophic lateral sclerosis   \n",
       "14679       15479            106  Amyotrophic lateral sclerosis   \n",
       "14680       15482            106  Amyotrophic lateral sclerosis   \n",
       "14681       15485            106  Amyotrophic lateral sclerosis   \n",
       "14682       15488            106  Amyotrophic lateral sclerosis   \n",
       "14683       15491            106  Amyotrophic lateral sclerosis   \n",
       "14684       15494            106  Amyotrophic lateral sclerosis   \n",
       "14685       15499            106  Amyotrophic lateral sclerosis   \n",
       "14686       15502            106  Amyotrophic lateral sclerosis   \n",
       "14687       15505            106  Amyotrophic lateral sclerosis   \n",
       "14688       15508            106  Amyotrophic lateral sclerosis   \n",
       "14689       15513            106  Amyotrophic lateral sclerosis   \n",
       "14690       15516            106  Amyotrophic lateral sclerosis   \n",
       "14691       15519            106  Amyotrophic lateral sclerosis   \n",
       "14692       15522            106  Amyotrophic lateral sclerosis   \n",
       "14693       15525            106  Amyotrophic lateral sclerosis   \n",
       "14694       15527            106  Amyotrophic lateral sclerosis   \n",
       "14695       15529            106  Amyotrophic lateral sclerosis   \n",
       "17782       15340            106  Amyotrophic lateral sclerosis   \n",
       "17783       15343            106  Amyotrophic lateral sclerosis   \n",
       "17784       15346            106  Amyotrophic lateral sclerosis   \n",
       "17785       15349            106  Amyotrophic lateral sclerosis   \n",
       "17786       15360            106  Amyotrophic lateral sclerosis   \n",
       "17787       15363            106  Amyotrophic lateral sclerosis   \n",
       "17788       15366            106  Amyotrophic lateral sclerosis   \n",
       "17789       15369            106  Amyotrophic lateral sclerosis   \n",
       "17790       15372            106  Amyotrophic lateral sclerosis   \n",
       "17791       15375            106  Amyotrophic lateral sclerosis   \n",
       "17792       15378            106  Amyotrophic lateral sclerosis   \n",
       "17793       15381            106  Amyotrophic lateral sclerosis   \n",
       "17794       15384            106  Amyotrophic lateral sclerosis   \n",
       "17795       15387            106  Amyotrophic lateral sclerosis   \n",
       "17796       15390            106  Amyotrophic lateral sclerosis   \n",
       "17797       15393            106  Amyotrophic lateral sclerosis   \n",
       "17798       15396            106  Amyotrophic lateral sclerosis   \n",
       "17799       15399            106  Amyotrophic lateral sclerosis   \n",
       "17800       15402            106  Amyotrophic lateral sclerosis   \n",
       "17801       15419            106  Amyotrophic lateral sclerosis   \n",
       "17802       15422            106  Amyotrophic lateral sclerosis   \n",
       "17803       15424            106  Amyotrophic lateral sclerosis   \n",
       "17804       15427            106  Amyotrophic lateral sclerosis   \n",
       "17805       15430            106  Amyotrophic lateral sclerosis   \n",
       "17806       15433            106  Amyotrophic lateral sclerosis   \n",
       "17807       15436            106  Amyotrophic lateral sclerosis   \n",
       "17808       15439            106  Amyotrophic lateral sclerosis   \n",
       "17809       15442            106  Amyotrophic lateral sclerosis   \n",
       "17810       15445            106  Amyotrophic lateral sclerosis   \n",
       "17811       15448            106  Amyotrophic lateral sclerosis   \n",
       "17812       15451            106  Amyotrophic lateral sclerosis   \n",
       "17813       15454            106  Amyotrophic lateral sclerosis   \n",
       "17814       15457            106  Amyotrophic lateral sclerosis   \n",
       "17815       15460            106  Amyotrophic lateral sclerosis   \n",
       "17816       15463            106  Amyotrophic lateral sclerosis   \n",
       "17817       15466            106  Amyotrophic lateral sclerosis   \n",
       "17818       15469            106  Amyotrophic lateral sclerosis   \n",
       "17819       15472            106  Amyotrophic lateral sclerosis   \n",
       "17820       15475            106  Amyotrophic lateral sclerosis   \n",
       "17821       15478            106  Amyotrophic lateral sclerosis   \n",
       "17822       15481            106  Amyotrophic lateral sclerosis   \n",
       "17823       15484            106  Amyotrophic lateral sclerosis   \n",
       "17824       15487            106  Amyotrophic lateral sclerosis   \n",
       "17825       15490            106  Amyotrophic lateral sclerosis   \n",
       "17826       15493            106  Amyotrophic lateral sclerosis   \n",
       "17827       15498            106  Amyotrophic lateral sclerosis   \n",
       "17828       15501            106  Amyotrophic lateral sclerosis   \n",
       "17829       15504            106  Amyotrophic lateral sclerosis   \n",
       "17830       15507            106  Amyotrophic lateral sclerosis   \n",
       "17831       15512            106  Amyotrophic lateral sclerosis   \n",
       "17832       15515            106  Amyotrophic lateral sclerosis   \n",
       "17833       15518            106  Amyotrophic lateral sclerosis   \n",
       "17834       15521            106  Amyotrophic lateral sclerosis   \n",
       "17835       15524            106  Amyotrophic lateral sclerosis   \n",
       "17836       15526            106  Amyotrophic lateral sclerosis   \n",
       "21412       15339            106  Amyotrophic lateral sclerosis   \n",
       "21413       15359            106  Amyotrophic lateral sclerosis   \n",
       "21414       15407            106  Amyotrophic lateral sclerosis   \n",
       "21415       15414            106  Amyotrophic lateral sclerosis   \n",
       "23825       15338            106  Amyotrophic lateral sclerosis   \n",
       "23826       15358            106  Amyotrophic lateral sclerosis   \n",
       "23827       15406            106  Amyotrophic lateral sclerosis   \n",
       "23828       15409            106  Amyotrophic lateral sclerosis   \n",
       "23829       15411            106  Amyotrophic lateral sclerosis   \n",
       "23830       15413            106  Amyotrophic lateral sclerosis   \n",
       "23831       15416            106  Amyotrophic lateral sclerosis   \n",
       "23832       15418            106  Amyotrophic lateral sclerosis   \n",
       "26949       15337            106  Amyotrophic lateral sclerosis   \n",
       "26950       15352            106  Amyotrophic lateral sclerosis   \n",
       "26951       15353            106  Amyotrophic lateral sclerosis   \n",
       "26952       15354            106  Amyotrophic lateral sclerosis   \n",
       "26953       15355            106  Amyotrophic lateral sclerosis   \n",
       "26954       15356            106  Amyotrophic lateral sclerosis   \n",
       "26955       15357            106  Amyotrophic lateral sclerosis   \n",
       "26956       15405            106  Amyotrophic lateral sclerosis   \n",
       "26957       15408            106  Amyotrophic lateral sclerosis   \n",
       "26958       15410            106  Amyotrophic lateral sclerosis   \n",
       "26959       15412            106  Amyotrophic lateral sclerosis   \n",
       "26960       15415            106  Amyotrophic lateral sclerosis   \n",
       "26961       15417            106  Amyotrophic lateral sclerosis   \n",
       "32121       15496            106  Amyotrophic lateral sclerosis   \n",
       "32122       15497            106  Amyotrophic lateral sclerosis   \n",
       "32123       15510            106  Amyotrophic lateral sclerosis   \n",
       "32124       15511            106  Amyotrophic lateral sclerosis   \n",
       "32125       15531            106  Amyotrophic lateral sclerosis   \n",
       "\n",
       "                                              Disability Frequency_class  \\\n",
       "9439                                             Reading        Frequent   \n",
       "9440                                             Writing        Frequent   \n",
       "11015                                 Focusing attention        Frequent   \n",
       "11016                          Memorizing and retrieving        Frequent   \n",
       "11017                             Thinking and reasoning        Frequent   \n",
       "11018  Making decisions/taking initiatives/finding so...        Frequent   \n",
       "11019                       Producing nonverbal messages        Frequent   \n",
       "11020                                   Writing messages        Frequent   \n",
       "11021                    Participating in a conversation        Frequent   \n",
       "11022                        Using communication devices        Frequent   \n",
       "11023                                           Standing        Frequent   \n",
       "11024                                            Sitting        Frequent   \n",
       "11025                                            Bending        Frequent   \n",
       "11026                               Transferring oneself        Frequent   \n",
       "11027                    Maintaining a standing position        Frequent   \n",
       "11028            Controlling one's own general behaviour        Frequent   \n",
       "11029             Controlling one's own eating behaviour        Frequent   \n",
       "11030                      Moving around within the home        Frequent   \n",
       "11031                     Moving around outside the home        Frequent   \n",
       "11032                               Using transportation        Frequent   \n",
       "11033                                            Driving        Frequent   \n",
       "11034                                           Shopping        Frequent   \n",
       "11035                            Cooking/preparing meals        Frequent   \n",
       "11036                                    Doing housework        Frequent   \n",
       "11037                       Looking after/helping others        Frequent   \n",
       "11038    Engaging in paid work in a standard environment        Frequent   \n",
       "11039  Engaging in paid work in a supported/sheltered...        Frequent   \n",
       "11040                                 Seeking employment        Frequent   \n",
       "11041                      Performing professional tasks        Frequent   \n",
       "11042           Handling money/managing one's own budget        Frequent   \n",
       "11043             Carrying out administrative procedures        Frequent   \n",
       "11044                          Undertaking a simple task        Frequent   \n",
       "11045                Undertaking a complex/multiple task        Frequent   \n",
       "11046                        Carrying out daily routines        Frequent   \n",
       "11047                      Taking part in community life        Frequent   \n",
       "11048                                        Socializing        Frequent   \n",
       "11049                                  Practicing sports        Frequent   \n",
       "11050  Participating in the arts and cultural activities        Frequent   \n",
       "11051                                         Travelling        Frequent   \n",
       "11052                          Maintaining head position        Frequent   \n",
       "11053                      Reaching and catching objects        Frequent   \n",
       "11054                       Lifting and carrying objects        Frequent   \n",
       "11055                   Handling objects (fine hand use)        Frequent   \n",
       "11056                            Walking short distances        Frequent   \n",
       "11057                             Walking long distances        Frequent   \n",
       "11058  Performing vigorous activities (climbing, runn...        Frequent   \n",
       "11059                                    Washing oneself        Frequent   \n",
       "11060  Caring for body parts (skin, teeth, nails, hai...        Frequent   \n",
       "11061                                Dressing/undressing        Frequent   \n",
       "11062                                             Eating        Frequent   \n",
       "11063                                           Drinking        Frequent   \n",
       "11064  Managing one's health (diet, medications, prev...        Frequent   \n",
       "11065                         Getting good quality sleep        Frequent   \n",
       "11066                                      Staying awake        Frequent   \n",
       "11067  Handling stress, responsabilities, emergencies...        Frequent   \n",
       "11068                         Handling emotions and mood        Frequent   \n",
       "14642                                 Focusing attention        Frequent   \n",
       "14643                          Memorizing and retrieving        Frequent   \n",
       "14644                             Thinking and reasoning        Frequent   \n",
       "14645  Making decisions/taking initiatives/finding so...        Frequent   \n",
       "14646                       Producing nonverbal messages        Frequent   \n",
       "14647                                   Writing messages        Frequent   \n",
       "14648                    Participating in a conversation        Frequent   \n",
       "14649                        Using communication devices        Frequent   \n",
       "14650                                           Standing        Frequent   \n",
       "14651                                            Sitting        Frequent   \n",
       "14652                                            Bending        Frequent   \n",
       "14653                               Transferring oneself        Frequent   \n",
       "14654                    Maintaining a standing position        Frequent   \n",
       "14655                          Maintaining head position        Frequent   \n",
       "14656             Controlling one's own eating behaviour        Frequent   \n",
       "14657                      Moving around within the home        Frequent   \n",
       "14658                     Moving around outside the home        Frequent   \n",
       "14659                               Using transportation        Frequent   \n",
       "14660                                            Driving        Frequent   \n",
       "14661                                           Shopping        Frequent   \n",
       "14662                                    Doing housework        Frequent   \n",
       "14663                       Looking after/helping others        Frequent   \n",
       "14664    Engaging in paid work in a standard environment        Frequent   \n",
       "14665  Engaging in paid work in a supported/sheltered...        Frequent   \n",
       "14666                                 Seeking employment        Frequent   \n",
       "14667                      Performing professional tasks        Frequent   \n",
       "14668           Handling money/managing one's own budget        Frequent   \n",
       "14669             Carrying out administrative procedures        Frequent   \n",
       "14670                          Undertaking a simple task        Frequent   \n",
       "14671                Undertaking a complex/multiple task        Frequent   \n",
       "14672                        Carrying out daily routines        Frequent   \n",
       "14673                      Taking part in community life        Frequent   \n",
       "14674                                        Socializing        Frequent   \n",
       "14675                                  Practicing sports        Frequent   \n",
       "14676  Participating in the arts and cultural activities        Frequent   \n",
       "14677                      Reaching and catching objects        Frequent   \n",
       "14678                       Lifting and carrying objects        Frequent   \n",
       "14679                   Handling objects (fine hand use)        Frequent   \n",
       "14680                            Walking short distances        Frequent   \n",
       "14681                             Walking long distances        Frequent   \n",
       "14682  Performing vigorous activities (climbing, runn...        Frequent   \n",
       "14683                                    Washing oneself        Frequent   \n",
       "14684  Caring for body parts (skin, teeth, nails, hai...        Frequent   \n",
       "14685                                Dressing/undressing        Frequent   \n",
       "14686                                             Eating        Frequent   \n",
       "14687                                           Drinking        Frequent   \n",
       "14688  Managing one's health (diet, medications, prev...        Frequent   \n",
       "14689                         Getting good quality sleep        Frequent   \n",
       "14690                                      Staying awake        Frequent   \n",
       "14691  Handling stress, responsabilities, emergencies...        Frequent   \n",
       "14692                         Handling emotions and mood        Frequent   \n",
       "14693            Controlling one's own general behaviour        Frequent   \n",
       "14694                                            Reading        Frequent   \n",
       "14695                                            Writing        Frequent   \n",
       "17782                                 Focusing attention        Frequent   \n",
       "17783                          Memorizing and retrieving        Frequent   \n",
       "17784                             Thinking and reasoning        Frequent   \n",
       "17785  Making decisions/taking initiatives/finding so...        Frequent   \n",
       "17786                       Producing nonverbal messages        Frequent   \n",
       "17787                                   Writing messages        Frequent   \n",
       "17788                    Participating in a conversation        Frequent   \n",
       "17789                        Using communication devices        Frequent   \n",
       "17790                                           Standing        Frequent   \n",
       "17791                                            Sitting        Frequent   \n",
       "17792                                            Bending        Frequent   \n",
       "17793                               Transferring oneself        Frequent   \n",
       "17794                    Maintaining a standing position        Frequent   \n",
       "17795                          Maintaining head position        Frequent   \n",
       "17796             Controlling one's own eating behaviour        Frequent   \n",
       "17797                      Moving around within the home        Frequent   \n",
       "17798                     Moving around outside the home        Frequent   \n",
       "17799                               Using transportation        Frequent   \n",
       "17800                                            Driving        Frequent   \n",
       "17801                                           Shopping        Frequent   \n",
       "17802                            Cooking/preparing meals        Frequent   \n",
       "17803                                    Doing housework        Frequent   \n",
       "17804                       Looking after/helping others        Frequent   \n",
       "17805    Engaging in paid work in a standard environment        Frequent   \n",
       "17806  Engaging in paid work in a supported/sheltered...        Frequent   \n",
       "17807                                 Seeking employment        Frequent   \n",
       "17808                      Performing professional tasks        Frequent   \n",
       "17809           Handling money/managing one's own budget        Frequent   \n",
       "17810             Carrying out administrative procedures        Frequent   \n",
       "17811                          Undertaking a simple task        Frequent   \n",
       "17812                Undertaking a complex/multiple task        Frequent   \n",
       "17813                        Carrying out daily routines        Frequent   \n",
       "17814                      Taking part in community life        Frequent   \n",
       "17815                                        Socializing        Frequent   \n",
       "17816                                  Practicing sports        Frequent   \n",
       "17817  Participating in the arts and cultural activities        Frequent   \n",
       "17818                                         Travelling        Frequent   \n",
       "17819                      Reaching and catching objects        Frequent   \n",
       "17820                       Lifting and carrying objects        Frequent   \n",
       "17821                   Handling objects (fine hand use)        Frequent   \n",
       "17822                            Walking short distances        Frequent   \n",
       "17823                             Walking long distances        Frequent   \n",
       "17824  Performing vigorous activities (climbing, runn...        Frequent   \n",
       "17825                                    Washing oneself        Frequent   \n",
       "17826  Caring for body parts (skin, teeth, nails, hai...        Frequent   \n",
       "17827                                Dressing/undressing        Frequent   \n",
       "17828                                             Eating        Frequent   \n",
       "17829                                           Drinking        Frequent   \n",
       "17830  Managing one's health (diet, medications, prev...        Frequent   \n",
       "17831                         Getting good quality sleep        Frequent   \n",
       "17832                                      Staying awake        Frequent   \n",
       "17833  Handling stress, responsabilities, emergencies...        Frequent   \n",
       "17834                         Handling emotions and mood        Frequent   \n",
       "17835            Controlling one's own general behaviour        Frequent   \n",
       "17836                                            Reading        Frequent   \n",
       "21412                                        Calculating      Occasional   \n",
       "21413                                           Speaking      Occasional   \n",
       "21414                      Interacting with other people      Occasional   \n",
       "21415                             Dealing with strangers      Occasional   \n",
       "23825                                        Calculating      Occasional   \n",
       "23826                                           Speaking      Occasional   \n",
       "23827                      Interacting with other people      Occasional   \n",
       "23828                             Making/keeping friends      Occasional   \n",
       "23829                   Maintaining family relationships      Occasional   \n",
       "23830                             Dealing with strangers      Occasional   \n",
       "23831  Engaging in and maintaining intimate relations...      Occasional   \n",
       "23832                   Engaging in sexual relationships      Occasional   \n",
       "26949                                        Calculating      Occasional   \n",
       "26950                                Being aware of time      Occasional   \n",
       "26951                               Being aware of space      Occasional   \n",
       "26952                          Receiving spoken messages      Occasional   \n",
       "26953                       Receiving nonverbal messages      Occasional   \n",
       "26954                         Receiving written messages      Occasional   \n",
       "26955                                           Speaking      Occasional   \n",
       "26956                      Interacting with other people      Occasional   \n",
       "26957                             Making/keeping friends      Occasional   \n",
       "26958                   Maintaining family relationships      Occasional   \n",
       "26959                             Dealing with strangers      Occasional   \n",
       "26960  Engaging in and maintaining intimate relations...      Occasional   \n",
       "26961                   Engaging in sexual relationships      Occasional   \n",
       "32121                               Regulating urination             NaN   \n",
       "32122                              Regulating defecation             NaN   \n",
       "32123                                     Falling asleep             NaN   \n",
       "32124                                     Staying asleep             NaN   \n",
       "32125                                               Food             NaN   \n",
       "\n",
       "      Temporality_disability Severity_disability Loss_of_ability  \\\n",
       "9439    Permanent limitation            Complete               y   \n",
       "9440    Permanent limitation            Complete               y   \n",
       "11015   Permanent limitation              Severe               y   \n",
       "11016   Permanent limitation              Severe               y   \n",
       "11017   Permanent limitation              Severe               y   \n",
       "11018   Permanent limitation              Severe               y   \n",
       "11019   Permanent limitation              Severe               y   \n",
       "11020   Permanent limitation              Severe               y   \n",
       "11021   Permanent limitation              Severe               y   \n",
       "11022   Permanent limitation              Severe               y   \n",
       "11023   Permanent limitation              Severe               y   \n",
       "11024   Permanent limitation              Severe               y   \n",
       "11025   Permanent limitation              Severe               y   \n",
       "11026   Permanent limitation              Severe               y   \n",
       "11027   Permanent limitation              Severe               y   \n",
       "11028   Permanent limitation              Severe               y   \n",
       "11029   Permanent limitation              Severe               y   \n",
       "11030   Permanent limitation              Severe               y   \n",
       "11031   Permanent limitation              Severe               y   \n",
       "11032   Permanent limitation              Severe               y   \n",
       "11033   Permanent limitation              Severe               y   \n",
       "11034   Permanent limitation              Severe               y   \n",
       "11035   Permanent limitation              Severe               y   \n",
       "11036   Permanent limitation              Severe               y   \n",
       "11037   Permanent limitation              Severe               y   \n",
       "11038   Permanent limitation              Severe               y   \n",
       "11039   Permanent limitation              Severe               y   \n",
       "11040   Permanent limitation              Severe               y   \n",
       "11041   Permanent limitation              Severe               y   \n",
       "11042   Permanent limitation              Severe               y   \n",
       "11043   Permanent limitation              Severe               y   \n",
       "11044   Permanent limitation              Severe               y   \n",
       "11045   Permanent limitation              Severe               y   \n",
       "11046   Permanent limitation              Severe               y   \n",
       "11047   Permanent limitation              Severe               y   \n",
       "11048   Permanent limitation              Severe               y   \n",
       "11049   Permanent limitation              Severe               y   \n",
       "11050   Permanent limitation              Severe               y   \n",
       "11051   Permanent limitation              Severe               y   \n",
       "11052   Permanent limitation              Severe               y   \n",
       "11053   Permanent limitation              Severe               y   \n",
       "11054   Permanent limitation              Severe               y   \n",
       "11055   Permanent limitation              Severe               y   \n",
       "11056   Permanent limitation              Severe               y   \n",
       "11057   Permanent limitation              Severe               y   \n",
       "11058   Permanent limitation              Severe               y   \n",
       "11059   Permanent limitation              Severe               y   \n",
       "11060   Permanent limitation              Severe               y   \n",
       "11061   Permanent limitation              Severe               y   \n",
       "11062   Permanent limitation              Severe               y   \n",
       "11063   Permanent limitation              Severe               y   \n",
       "11064   Permanent limitation              Severe               y   \n",
       "11065   Permanent limitation              Severe               y   \n",
       "11066   Permanent limitation              Severe               y   \n",
       "11067   Permanent limitation              Severe               y   \n",
       "11068   Permanent limitation              Severe               y   \n",
       "14642   Permanent limitation            Moderate               y   \n",
       "14643   Permanent limitation            Moderate               y   \n",
       "14644   Permanent limitation            Moderate               y   \n",
       "14645   Permanent limitation            Moderate               y   \n",
       "14646   Permanent limitation            Moderate               y   \n",
       "14647   Permanent limitation            Moderate               y   \n",
       "14648   Permanent limitation            Moderate               y   \n",
       "14649   Permanent limitation            Moderate               y   \n",
       "14650   Permanent limitation            Moderate               y   \n",
       "14651   Permanent limitation            Moderate               y   \n",
       "14652   Permanent limitation            Moderate               y   \n",
       "14653   Permanent limitation            Moderate               y   \n",
       "14654   Permanent limitation            Moderate               y   \n",
       "14655   Permanent limitation            Moderate               y   \n",
       "14656   Permanent limitation            Moderate               y   \n",
       "14657   Permanent limitation            Moderate               y   \n",
       "14658   Permanent limitation            Moderate               y   \n",
       "14659   Permanent limitation            Moderate               y   \n",
       "14660   Permanent limitation            Moderate               y   \n",
       "14661   Permanent limitation            Moderate               y   \n",
       "14662   Permanent limitation            Moderate               y   \n",
       "14663   Permanent limitation            Moderate               y   \n",
       "14664   Permanent limitation            Moderate               y   \n",
       "14665   Permanent limitation            Moderate               y   \n",
       "14666   Permanent limitation            Moderate               y   \n",
       "14667   Permanent limitation            Moderate               y   \n",
       "14668   Permanent limitation            Moderate               y   \n",
       "14669   Permanent limitation            Moderate               y   \n",
       "14670   Permanent limitation            Moderate               y   \n",
       "14671   Permanent limitation            Moderate               y   \n",
       "14672   Permanent limitation            Moderate               y   \n",
       "14673   Permanent limitation            Moderate               y   \n",
       "14674   Permanent limitation            Moderate               y   \n",
       "14675   Permanent limitation            Moderate               y   \n",
       "14676   Permanent limitation            Moderate               y   \n",
       "14677   Permanent limitation            Moderate               y   \n",
       "14678   Permanent limitation            Moderate               y   \n",
       "14679   Permanent limitation            Moderate               y   \n",
       "14680   Permanent limitation            Moderate               y   \n",
       "14681   Permanent limitation            Moderate               y   \n",
       "14682   Permanent limitation            Moderate               y   \n",
       "14683   Permanent limitation            Moderate               y   \n",
       "14684   Permanent limitation            Moderate               y   \n",
       "14685   Permanent limitation            Moderate               y   \n",
       "14686   Permanent limitation            Moderate               y   \n",
       "14687   Permanent limitation            Moderate               y   \n",
       "14688   Permanent limitation            Moderate               y   \n",
       "14689   Permanent limitation            Moderate               y   \n",
       "14690   Permanent limitation            Moderate               y   \n",
       "14691   Permanent limitation            Moderate               y   \n",
       "14692   Permanent limitation            Moderate               y   \n",
       "14693   Permanent limitation            Moderate               y   \n",
       "14694   Permanent limitation            Moderate               y   \n",
       "14695   Permanent limitation            Moderate               y   \n",
       "17782   Permanent limitation                 Low               y   \n",
       "17783   Permanent limitation                 Low               y   \n",
       "17784   Permanent limitation                 Low               y   \n",
       "17785   Permanent limitation                 Low               y   \n",
       "17786   Permanent limitation                 Low               y   \n",
       "17787   Permanent limitation                 Low               y   \n",
       "17788   Permanent limitation                 Low               y   \n",
       "17789   Permanent limitation                 Low               y   \n",
       "17790   Permanent limitation                 Low               y   \n",
       "17791   Permanent limitation                 Low               y   \n",
       "17792   Permanent limitation                 Low               y   \n",
       "17793   Permanent limitation                 Low               y   \n",
       "17794   Permanent limitation                 Low               y   \n",
       "17795   Permanent limitation                 Low               y   \n",
       "17796   Permanent limitation                 Low               y   \n",
       "17797   Permanent limitation                 Low               y   \n",
       "17798   Permanent limitation                 Low               y   \n",
       "17799   Permanent limitation                 Low               y   \n",
       "17800   Permanent limitation                 Low               y   \n",
       "17801   Permanent limitation                 Low               y   \n",
       "17802   Permanent limitation                 Low               y   \n",
       "17803   Permanent limitation                 Low               y   \n",
       "17804   Permanent limitation                 Low               y   \n",
       "17805   Permanent limitation                 Low               y   \n",
       "17806   Permanent limitation                 Low               y   \n",
       "17807   Permanent limitation                 Low               y   \n",
       "17808   Permanent limitation                 Low               y   \n",
       "17809   Permanent limitation                 Low               y   \n",
       "17810   Permanent limitation                 Low               y   \n",
       "17811   Permanent limitation                 Low               y   \n",
       "17812   Permanent limitation                 Low               y   \n",
       "17813   Permanent limitation                 Low               y   \n",
       "17814   Permanent limitation                 Low               y   \n",
       "17815   Permanent limitation                 Low               y   \n",
       "17816   Permanent limitation                 Low               y   \n",
       "17817   Permanent limitation                 Low               y   \n",
       "17818   Permanent limitation                 Low               y   \n",
       "17819   Permanent limitation                 Low               y   \n",
       "17820   Permanent limitation                 Low               y   \n",
       "17821   Permanent limitation                 Low               y   \n",
       "17822   Permanent limitation                 Low               y   \n",
       "17823   Permanent limitation                 Low               y   \n",
       "17824   Permanent limitation                 Low               y   \n",
       "17825   Permanent limitation                 Low               y   \n",
       "17826   Permanent limitation                 Low               y   \n",
       "17827   Permanent limitation                 Low               y   \n",
       "17828   Permanent limitation                 Low               y   \n",
       "17829   Permanent limitation                 Low               y   \n",
       "17830   Permanent limitation                 Low               y   \n",
       "17831   Permanent limitation                 Low               y   \n",
       "17832   Permanent limitation                 Low               y   \n",
       "17833   Permanent limitation                 Low               y   \n",
       "17834   Permanent limitation                 Low               y   \n",
       "17835   Permanent limitation                 Low               y   \n",
       "17836   Permanent limitation                 Low               y   \n",
       "21412   Permanent limitation              Severe               y   \n",
       "21413   Permanent limitation              Severe               y   \n",
       "21414   Permanent limitation              Severe               y   \n",
       "21415   Permanent limitation              Severe               y   \n",
       "23825   Permanent limitation            Moderate               y   \n",
       "23826   Permanent limitation            Moderate               y   \n",
       "23827   Permanent limitation            Moderate               y   \n",
       "23828   Permanent limitation            Moderate               y   \n",
       "23829   Permanent limitation            Moderate               y   \n",
       "23830   Permanent limitation            Moderate               y   \n",
       "23831   Permanent limitation            Moderate               y   \n",
       "23832   Permanent limitation            Moderate               y   \n",
       "26949   Permanent limitation                 Low               y   \n",
       "26950   Permanent limitation                 Low               y   \n",
       "26951   Permanent limitation                 Low               y   \n",
       "26952   Permanent limitation                 Low               y   \n",
       "26953   Permanent limitation                 Low               y   \n",
       "26954   Permanent limitation                 Low               y   \n",
       "26955   Permanent limitation                 Low               y   \n",
       "26956   Permanent limitation                 Low               y   \n",
       "26957   Permanent limitation                 Low               y   \n",
       "26958   Permanent limitation                 Low               y   \n",
       "26959   Permanent limitation                 Low               y   \n",
       "26960   Permanent limitation                 Low               y   \n",
       "26961   Permanent limitation                 Low               y   \n",
       "32121                    NaN                 NaN               y   \n",
       "32122                    NaN                 NaN               y   \n",
       "32123                    NaN                 NaN               y   \n",
       "32124                    NaN                 NaN               y   \n",
       "32125                    NaN                 NaN               y   \n",
       "\n",
       "            Disability_type Defined  \n",
       "9439             Disability       y  \n",
       "9440             Disability       y  \n",
       "11015            Disability       y  \n",
       "11016            Disability       y  \n",
       "11017            Disability       y  \n",
       "11018            Disability       y  \n",
       "11019            Disability       y  \n",
       "11020            Disability       y  \n",
       "11021            Disability       y  \n",
       "11022            Disability       y  \n",
       "11023            Disability       y  \n",
       "11024            Disability       y  \n",
       "11025            Disability       y  \n",
       "11026            Disability       y  \n",
       "11027            Disability       y  \n",
       "11028            Disability       y  \n",
       "11029            Disability       y  \n",
       "11030            Disability       y  \n",
       "11031            Disability       y  \n",
       "11032            Disability       y  \n",
       "11033            Disability       y  \n",
       "11034            Disability       y  \n",
       "11035            Disability       y  \n",
       "11036            Disability       y  \n",
       "11037            Disability       y  \n",
       "11038            Disability       y  \n",
       "11039            Disability       y  \n",
       "11040            Disability       y  \n",
       "11041            Disability       y  \n",
       "11042            Disability       y  \n",
       "11043            Disability       y  \n",
       "11044            Disability       y  \n",
       "11045            Disability       y  \n",
       "11046            Disability       y  \n",
       "11047            Disability       y  \n",
       "11048            Disability       y  \n",
       "11049            Disability       y  \n",
       "11050            Disability       y  \n",
       "11051            Disability       y  \n",
       "11052            Disability       y  \n",
       "11053            Disability       y  \n",
       "11054            Disability       y  \n",
       "11055            Disability       y  \n",
       "11056            Disability       y  \n",
       "11057            Disability       y  \n",
       "11058            Disability       y  \n",
       "11059            Disability       y  \n",
       "11060            Disability       y  \n",
       "11061            Disability       y  \n",
       "11062            Disability       y  \n",
       "11063            Disability       y  \n",
       "11064            Disability       y  \n",
       "11065            Disability       y  \n",
       "11066            Disability       y  \n",
       "11067            Disability       y  \n",
       "11068            Disability       y  \n",
       "14642            Disability       y  \n",
       "14643            Disability       y  \n",
       "14644            Disability       y  \n",
       "14645            Disability       y  \n",
       "14646            Disability       y  \n",
       "14647            Disability       y  \n",
       "14648            Disability       y  \n",
       "14649            Disability       y  \n",
       "14650            Disability       y  \n",
       "14651            Disability       y  \n",
       "14652            Disability       y  \n",
       "14653            Disability       y  \n",
       "14654            Disability       y  \n",
       "14655            Disability       y  \n",
       "14656            Disability       y  \n",
       "14657            Disability       y  \n",
       "14658            Disability       y  \n",
       "14659            Disability       y  \n",
       "14660            Disability       y  \n",
       "14661            Disability       y  \n",
       "14662            Disability       y  \n",
       "14663            Disability       y  \n",
       "14664            Disability       y  \n",
       "14665            Disability       y  \n",
       "14666            Disability       y  \n",
       "14667            Disability       y  \n",
       "14668            Disability       y  \n",
       "14669            Disability       y  \n",
       "14670            Disability       y  \n",
       "14671            Disability       y  \n",
       "14672            Disability       y  \n",
       "14673            Disability       y  \n",
       "14674            Disability       y  \n",
       "14675            Disability       y  \n",
       "14676            Disability       y  \n",
       "14677            Disability       y  \n",
       "14678            Disability       y  \n",
       "14679            Disability       y  \n",
       "14680            Disability       y  \n",
       "14681            Disability       y  \n",
       "14682            Disability       y  \n",
       "14683            Disability       y  \n",
       "14684            Disability       y  \n",
       "14685            Disability       y  \n",
       "14686            Disability       y  \n",
       "14687            Disability       y  \n",
       "14688            Disability       y  \n",
       "14689            Disability       y  \n",
       "14690            Disability       y  \n",
       "14691            Disability       y  \n",
       "14692            Disability       y  \n",
       "14693            Disability       y  \n",
       "14694            Disability       y  \n",
       "14695            Disability       y  \n",
       "17782            Disability       y  \n",
       "17783            Disability       y  \n",
       "17784            Disability       y  \n",
       "17785            Disability       y  \n",
       "17786            Disability       y  \n",
       "17787            Disability       y  \n",
       "17788            Disability       y  \n",
       "17789            Disability       y  \n",
       "17790            Disability       y  \n",
       "17791            Disability       y  \n",
       "17792            Disability       y  \n",
       "17793            Disability       y  \n",
       "17794            Disability       y  \n",
       "17795            Disability       y  \n",
       "17796            Disability       y  \n",
       "17797            Disability       y  \n",
       "17798            Disability       y  \n",
       "17799            Disability       y  \n",
       "17800            Disability       y  \n",
       "17801            Disability       y  \n",
       "17802            Disability       y  \n",
       "17803            Disability       y  \n",
       "17804            Disability       y  \n",
       "17805            Disability       y  \n",
       "17806            Disability       y  \n",
       "17807            Disability       y  \n",
       "17808            Disability       y  \n",
       "17809            Disability       y  \n",
       "17810            Disability       y  \n",
       "17811            Disability       y  \n",
       "17812            Disability       y  \n",
       "17813            Disability       y  \n",
       "17814            Disability       y  \n",
       "17815            Disability       y  \n",
       "17816            Disability       y  \n",
       "17817            Disability       y  \n",
       "17818            Disability       y  \n",
       "17819            Disability       y  \n",
       "17820            Disability       y  \n",
       "17821            Disability       y  \n",
       "17822            Disability       y  \n",
       "17823            Disability       y  \n",
       "17824            Disability       y  \n",
       "17825            Disability       y  \n",
       "17826            Disability       y  \n",
       "17827            Disability       y  \n",
       "17828            Disability       y  \n",
       "17829            Disability       y  \n",
       "17830            Disability       y  \n",
       "17831            Disability       y  \n",
       "17832            Disability       y  \n",
       "17833            Disability       y  \n",
       "17834            Disability       y  \n",
       "17835            Disability       y  \n",
       "17836            Disability       y  \n",
       "21412            Disability       y  \n",
       "21413            Disability       y  \n",
       "21414            Disability       y  \n",
       "21415            Disability       y  \n",
       "23825            Disability       y  \n",
       "23826            Disability       y  \n",
       "23827            Disability       y  \n",
       "23828            Disability       y  \n",
       "23829            Disability       y  \n",
       "23830            Disability       y  \n",
       "23831            Disability       y  \n",
       "23832            Disability       y  \n",
       "26949            Disability       y  \n",
       "26950            Disability       y  \n",
       "26951            Disability       y  \n",
       "26952            Disability       y  \n",
       "26953            Disability       y  \n",
       "26954            Disability       y  \n",
       "26955            Disability       y  \n",
       "26956            Disability       y  \n",
       "26957            Disability       y  \n",
       "26958            Disability       y  \n",
       "26959            Disability       y  \n",
       "26960            Disability       y  \n",
       "26961            Disability       y  \n",
       "32121            Disability       n  \n",
       "32122            Disability       n  \n",
       "32123            Disability       n  \n",
       "32124            Disability       n  \n",
       "32125  Environmental factor       n  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Number of disabilities associated to the disease:', \n",
    "      (df_disea[df_disea['Disorder_id_2'] == 106]).Disability.nunique())\n",
    "\n",
    "# to display all the rows. Change none with a number to hange settings\n",
    "pd.set_option('display.max_rows', None)\n",
    "df_disea[df_disea['Disorder_id_2'] == 106]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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