{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "807f84a3",
   "metadata": {},
   "source": [
    "# Outlier analysis "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b419de82",
   "metadata": {},
   "source": [
    "When plotting true vs predicted ED attendances (see [Combined Population Health and Service Capacity Model](./stacked_model.ipynb) and below) there are two clusters of points that appear to be outliers: Liverpool and Hull.\n",
    "\n",
    "To understand why these points are outliers in the following we:\n",
    "\n",
    "- fit the model without these points and assess change in performance\n",
    "- investigate the relationship between population health variables and mean monthly ED attendances for these points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "29268eb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#turn warnings off to keep notebook tidy\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0a12a14",
   "metadata": {},
   "source": [
    "## Import libraries "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f9e92104",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle as pkl\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_validate\n",
    "from sklearn.model_selection import RepeatedKFold\n",
    "from sklearn.metrics import r2_score as r2\n",
    "\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a24d85cb",
   "metadata": {},
   "source": [
    "## Import data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13122672",
   "metadata": {},
   "outputs": [],
   "source": [
    "dta = pd.read_csv('../data/master_scaled_new_pop.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e369d537",
   "metadata": {},
   "outputs": [],
   "source": [
    "dta.columns = ['_'.join([c.split('/')[0],c.split('/')[-1]])\n",
    "               if '/' in c else c for c in dta.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "48a6f288",
   "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>ccg</th>\n",
       "      <th>month</th>\n",
       "      <th>111_111_offered</th>\n",
       "      <th>111_111_answered</th>\n",
       "      <th>amb_sys_made</th>\n",
       "      <th>amb_sys_answered</th>\n",
       "      <th>gp_appt_available</th>\n",
       "      <th>ae_attendances_attendances</th>\n",
       "      <th>population</th>\n",
       "      <th>People</th>\n",
       "      <th>Places</th>\n",
       "      <th>Lives</th>\n",
       "      <th>year</th>\n",
       "      <th>%&gt;65</th>\n",
       "      <th>%&lt;15</th>\n",
       "      <th>N&gt;65</th>\n",
       "      <th>N&lt;15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00Q</td>\n",
       "      <td>Jan</td>\n",
       "      <td>406.655830</td>\n",
       "      <td>308.945095</td>\n",
       "      <td>310.561801</td>\n",
       "      <td>234.716187</td>\n",
       "      <td>4568.019766</td>\n",
       "      <td>1179.855246</td>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.2</td>\n",
       "      <td>99.7</td>\n",
       "      <td>94.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.46402</td>\n",
       "      <td>21.763505</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>3.2415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00Q</td>\n",
       "      <td>Feb</td>\n",
       "      <td>349.933603</td>\n",
       "      <td>256.872981</td>\n",
       "      <td>261.756435</td>\n",
       "      <td>205.298797</td>\n",
       "      <td>3910.918344</td>\n",
       "      <td>1075.452189</td>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.2</td>\n",
       "      <td>99.7</td>\n",
       "      <td>94.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.46402</td>\n",
       "      <td>21.763505</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>3.2415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00Q</td>\n",
       "      <td>Mar</td>\n",
       "      <td>413.247659</td>\n",
       "      <td>300.690725</td>\n",
       "      <td>303.676215</td>\n",
       "      <td>234.716187</td>\n",
       "      <td>4051.778545</td>\n",
       "      <td>1210.874032</td>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.2</td>\n",
       "      <td>99.7</td>\n",
       "      <td>94.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.46402</td>\n",
       "      <td>21.763505</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>3.2415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00Q</td>\n",
       "      <td>Apr</td>\n",
       "      <td>349.608595</td>\n",
       "      <td>278.140171</td>\n",
       "      <td>264.973181</td>\n",
       "      <td>203.677924</td>\n",
       "      <td>3974.433001</td>\n",
       "      <td>1186.166427</td>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.2</td>\n",
       "      <td>99.7</td>\n",
       "      <td>94.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.46402</td>\n",
       "      <td>21.763505</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>3.2415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00Q</td>\n",
       "      <td>May</td>\n",
       "      <td>361.100544</td>\n",
       "      <td>284.419492</td>\n",
       "      <td>294.361403</td>\n",
       "      <td>227.926437</td>\n",
       "      <td>4232.385761</td>\n",
       "      <td>1299.297713</td>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.2</td>\n",
       "      <td>99.7</td>\n",
       "      <td>94.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.46402</td>\n",
       "      <td>21.763505</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>3.2415</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ccg month  111_111_offered  111_111_answered  amb_sys_made  \\\n",
       "0  00Q   Jan       406.655830        308.945095    310.561801   \n",
       "1  00Q   Feb       349.933603        256.872981    261.756435   \n",
       "2  00Q   Mar       413.247659        300.690725    303.676215   \n",
       "3  00Q   Apr       349.608595        278.140171    264.973181   \n",
       "4  00Q   May       361.100544        284.419492    294.361403   \n",
       "\n",
       "   amb_sys_answered  gp_appt_available  ae_attendances_attendances  \\\n",
       "0        234.716187        4568.019766                 1179.855246   \n",
       "1        205.298797        3910.918344                 1075.452189   \n",
       "2        234.716187        4051.778545                 1210.874032   \n",
       "3        203.677924        3974.433001                 1186.166427   \n",
       "4        227.926437        4232.385761                 1299.297713   \n",
       "\n",
       "   population  People  Places  Lives  year      %>65       %<15    N>65  \\\n",
       "0     14.8942    97.2    99.7   94.4  2018  14.46402  21.763505  2.1543   \n",
       "1     14.8942    97.2    99.7   94.4  2018  14.46402  21.763505  2.1543   \n",
       "2     14.8942    97.2    99.7   94.4  2018  14.46402  21.763505  2.1543   \n",
       "3     14.8942    97.2    99.7   94.4  2018  14.46402  21.763505  2.1543   \n",
       "4     14.8942    97.2    99.7   94.4  2018  14.46402  21.763505  2.1543   \n",
       "\n",
       "     N<15  \n",
       "0  3.2415  \n",
       "1  3.2415  \n",
       "2  3.2415  \n",
       "3  3.2415  \n",
       "4  3.2415  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "817c8710",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1618, 17)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dta.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f30286b",
   "metadata": {},
   "source": [
    "## Function to group data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2178761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def group_data(data, features):\n",
    "\n",
    "    features = ['population','%>65',\n",
    "                'People', 'Places',\n",
    "                'Lives']\n",
    "\n",
    "\n",
    "    #ensure no identical points in train and test\n",
    "\n",
    "    grouped = pd.DataFrame()\n",
    "    \n",
    "    for pop, group in data.groupby('population'):\n",
    "\n",
    "        #if len(group.lives.unique())>1:\n",
    "\n",
    "            #print('multiple CCG with same population')\n",
    "\n",
    "        ccg_year = pd.Series(dtype='float64')\n",
    "\n",
    "        for f in features:\n",
    "\n",
    "            ccg_year[f] = group[f].unique()[0]\n",
    "\n",
    "        ccg_year['ae_attendances_attendances']\\\n",
    "        = group.ae_attendances_attendances.mean()\n",
    "        \n",
    "\n",
    "        grouped = grouped.append(ccg_year, ignore_index=True)\n",
    "        \n",
    "    return grouped"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624baa49",
   "metadata": {},
   "source": [
    "## Functions to fit model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c9770860",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_ph(dta, features, model):\n",
    "    \n",
    "    if 'ae_predicted' in dta.columns:\n",
    "        \n",
    "        dta = dta.drop(['ae_predicted'], axis=1)\n",
    "    \n",
    "    grouped = group_data(dta, features)\n",
    "    \n",
    "    y = grouped['ae_attendances_attendances']\n",
    "\n",
    "    X = grouped[features]\n",
    "\n",
    "    # dont set random state so that function can be used in overall cv\n",
    "    cv = RepeatedKFold(n_splits=5, n_repeats=1, random_state=1)\n",
    "    \n",
    "    results = pd.DataFrame()\n",
    "    \n",
    "    for train_index, test_index in cv.split(X, y):\n",
    "        \n",
    "        model.fit(X.iloc[train_index], y.iloc[train_index])\n",
    "        \n",
    "        test = X.iloc[test_index].copy()\n",
    "        \n",
    "        test['ae_predicted'] = model.predict(X.iloc[test_index])\n",
    "    \n",
    "        results = results.append(test, ignore_index=True)\n",
    "        \n",
    "    dta = dta.merge(results[['population','ae_predicted']],\n",
    "                    left_on='population', right_on='population')\n",
    "        \n",
    "    return dta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0b25effa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_capacity(dta, features, model):\n",
    "    \n",
    "    y = dta['ae_attendances_attendances']\n",
    "    X = dta[features]\n",
    "\n",
    "    model.fit(X,y)\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a8cd510b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_combined(train, rf1, m1_features, train_size=7/8):\n",
    "    \n",
    "    final = LinearRegression()\n",
    "\n",
    "    #split training data into two sets\n",
    "    train_0, train_1 = train_test_split(train, \n",
    "                                        train_size=train_size, \n",
    "                                        random_state=29)\n",
    "\n",
    "    #train capactiy model\n",
    "    \n",
    "    rf1 = fit_capacity(train_0, m1_features, rf1)\n",
    "    \n",
    "\n",
    "    #predict monthly attendances\n",
    "\n",
    "    y_pred_1 = rf1.predict(train_1[m1_features])\n",
    "\n",
    "    \n",
    "    #use pre-predicted average attendances\n",
    "    \n",
    "    y_pred_2 = train_1['ae_predicted']\n",
    "        \n",
    "    #final\n",
    "        \n",
    "    X_f = np.vstack([y_pred_1, y_pred_2]).T\n",
    "    y_f = train_1['ae_attendances_attendances']\n",
    "\n",
    "    final.fit(X_f,y_f)\n",
    "    \n",
    "    return rf1,final        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bcf7d0c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cv_combined(dta, rf1, rf2):\n",
    "    \n",
    "    # splitter for cross validation \n",
    "    \n",
    "    cv = RepeatedKFold(n_splits=5, n_repeats=5, random_state=1)\n",
    "    \n",
    "    scores_final, scores_rf1, scores_rf2, coefs = [],[],[],[]\n",
    "    \n",
    "    k=1\n",
    "    \n",
    "    capacity_features = ['gp_appt_available',\n",
    "            '111_111_offered', 'amb_sys_answered']\n",
    "\n",
    "    pophealth_features = ['population','%>65',s\n",
    "                            'People', 'Places', 'Lives']\n",
    "    \n",
    "    dta_pred = pd.DataFrame()\n",
    "    \n",
    "    #fit population health independently to avoid data leakage\n",
    "    \n",
    "    dta = fit_ph(dta, pophealth_features, rf2)\n",
    "    \n",
    "    print(dta.shape)\n",
    "    \n",
    "    for train_index, test_index in cv.split(dta):\n",
    "        \n",
    "        #print(f'\\n Split {k} \\n')\n",
    "        \n",
    "        train = dta.iloc[train_index]\n",
    "        test = dta.iloc[test_index]\n",
    "\n",
    "        #final models\n",
    "        rf1, final = fit_combined(train, rf1, capacity_features)\n",
    "        \n",
    "        coefs.append(final.coef_)\n",
    "        \n",
    "        #predict on test data\n",
    "        \n",
    "        y_pred_cu = rf1.predict(test[capacity_features])\n",
    "\n",
    "        scores_rf1.append(rf1.score(test[capacity_features],\n",
    "                                    test['ae_attendances_attendances']))\n",
    "\n",
    "        y_pred_ph = test['ae_predicted']\n",
    "\n",
    "        scores_rf2.append(r2(test['ae_attendances_attendances'],\n",
    "                             test['ae_predicted']))\n",
    "        \n",
    "        preds = final.predict(np.vstack([y_pred_cu, y_pred_ph]).T)\n",
    "\n",
    "        scores_final.append(final.score(np.vstack([y_pred_cu, y_pred_ph]).T,\n",
    "                                        test['ae_attendances_attendances']))\n",
    "        \n",
    "        test_pred = test.copy()\n",
    "        test_pred['predicted'] = preds\n",
    "        test_pred['true'] = test['ae_attendances_attendances'].values\n",
    "        \n",
    "        test_pred['iter'] = [k for i in test_pred.index]\n",
    "        \n",
    "        dta_pred = dta_pred.append(test_pred, ignore_index=False)\n",
    "        \n",
    "        \n",
    "        k+=1\n",
    "        \n",
    "    return scores_final, scores_rf1, scores_rf2, dta_pred, coefs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32d6c946",
   "metadata": {},
   "source": [
    "## Fit model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c6614a41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1618, 18)\n"
     ]
    }
   ],
   "source": [
    "#capacity model\n",
    "rf1 = RandomForestRegressor(max_depth=5, n_estimators=6, random_state=0)\n",
    "\n",
    "#population health model\n",
    "rf2 = RandomForestRegressor(max_depth=7, n_estimators=4, random_state=0)\n",
    "\n",
    "scores_final, scores_rf1, scores_rf2, \\\n",
    "dta_pred, coefs = cv_combined(dta, rf1, rf2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9c4adc73",
   "metadata": {},
   "outputs": [],
   "source": [
    "results=pd.DataFrame()\n",
    "\n",
    "results['final'] = scores_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b86e07d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.796439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.024571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.747174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.777400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.796847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.813148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.841367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           final\n",
       "count  25.000000\n",
       "mean    0.796439\n",
       "std     0.024571\n",
       "min     0.747174\n",
       "25%     0.777400\n",
       "50%     0.796847\n",
       "75%     0.813148\n",
       "max     0.841367"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "244186c7",
   "metadata": {},
   "source": [
    "### Coefficient importances "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8076564f",
   "metadata": {},
   "source": [
    "#### Mean "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ca9d6cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.22486565, 0.85077314])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(coefs, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "095d9c7e",
   "metadata": {},
   "source": [
    "#### Std "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4c840c8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0693744 , 0.05800349])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(coefs, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9485615a",
   "metadata": {},
   "source": [
    "### Plot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "acf021aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(8,5))\n",
    "\n",
    "mean_pred, true = [],[]\n",
    "\n",
    "for i in dta_pred.index.unique():\n",
    "    \n",
    "    mean_pred.append(dta_pred.loc[i]['predicted'].mean())\n",
    "    true.append(dta_pred.loc[i]['true'].mean())\n",
    "\n",
    "plt.plot(true, mean_pred, 'o', alpha=0.5)\n",
    "\n",
    "xx = np.arange(min(dta_pred['true']),max(dta_pred['true']))\n",
    "plt.plot(xx,xx,'k--')\n",
    "\n",
    "plt.xlabel('True monthly ED attendances per 10,000 people')\n",
    "plt.ylabel('Predicted monthly ED attendances per 10,000 people')\n",
    "plt.savefig('true_predicted_combined.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10294505",
   "metadata": {},
   "source": [
    "## Remove Outliers (Hull and Liverpool) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f3ff9186",
   "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>ccg</th>\n",
       "      <th>month</th>\n",
       "      <th>111_111_offered</th>\n",
       "      <th>111_111_answered</th>\n",
       "      <th>amb_sys_made</th>\n",
       "      <th>amb_sys_answered</th>\n",
       "      <th>gp_appt_available</th>\n",
       "      <th>ae_attendances_attendances</th>\n",
       "      <th>population</th>\n",
       "      <th>People</th>\n",
       "      <th>Places</th>\n",
       "      <th>Lives</th>\n",
       "      <th>year</th>\n",
       "      <th>%&gt;65</th>\n",
       "      <th>%&lt;15</th>\n",
       "      <th>N&gt;65</th>\n",
       "      <th>N&lt;15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jan</td>\n",
       "      <td>311.481539</td>\n",
       "      <td>305.050947</td>\n",
       "      <td>203.403017</td>\n",
       "      <td>139.491600</td>\n",
       "      <td>4964.760498</td>\n",
       "      <td>711.143509</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>03F</td>\n",
       "      <td>Feb</td>\n",
       "      <td>270.177030</td>\n",
       "      <td>262.694921</td>\n",
       "      <td>192.519618</td>\n",
       "      <td>138.454451</td>\n",
       "      <td>4406.146291</td>\n",
       "      <td>655.226074</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>03F</td>\n",
       "      <td>Mar</td>\n",
       "      <td>324.018052</td>\n",
       "      <td>300.103371</td>\n",
       "      <td>219.041964</td>\n",
       "      <td>157.986876</td>\n",
       "      <td>4704.252911</td>\n",
       "      <td>724.854879</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>03F</td>\n",
       "      <td>Apr</td>\n",
       "      <td>323.018901</td>\n",
       "      <td>288.461277</td>\n",
       "      <td>198.272296</td>\n",
       "      <td>140.815550</td>\n",
       "      <td>4323.773715</td>\n",
       "      <td>734.428053</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>03F</td>\n",
       "      <td>May</td>\n",
       "      <td>327.195644</td>\n",
       "      <td>293.838257</td>\n",
       "      <td>209.814335</td>\n",
       "      <td>154.673667</td>\n",
       "      <td>4469.757716</td>\n",
       "      <td>792.073510</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jun</td>\n",
       "      <td>282.556443</td>\n",
       "      <td>255.916616</td>\n",
       "      <td>203.076199</td>\n",
       "      <td>151.105340</td>\n",
       "      <td>4083.216636</td>\n",
       "      <td>750.714573</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jul</td>\n",
       "      <td>302.757300</td>\n",
       "      <td>275.694352</td>\n",
       "      <td>221.946649</td>\n",
       "      <td>160.854878</td>\n",
       "      <td>4051.948052</td>\n",
       "      <td>787.776478</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>03F</td>\n",
       "      <td>Aug</td>\n",
       "      <td>288.159646</td>\n",
       "      <td>271.316522</td>\n",
       "      <td>209.142356</td>\n",
       "      <td>148.732568</td>\n",
       "      <td>3657.810432</td>\n",
       "      <td>741.391548</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>03F</td>\n",
       "      <td>Sep</td>\n",
       "      <td>287.261039</td>\n",
       "      <td>266.293539</td>\n",
       "      <td>207.219794</td>\n",
       "      <td>149.031041</td>\n",
       "      <td>3888.660822</td>\n",
       "      <td>711.504153</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>03F</td>\n",
       "      <td>Oct</td>\n",
       "      <td>308.517602</td>\n",
       "      <td>274.766420</td>\n",
       "      <td>216.078918</td>\n",
       "      <td>152.209187</td>\n",
       "      <td>5052.197433</td>\n",
       "      <td>758.004182</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>03F</td>\n",
       "      <td>Nov</td>\n",
       "      <td>324.677868</td>\n",
       "      <td>283.019362</td>\n",
       "      <td>216.404069</td>\n",
       "      <td>150.103206</td>\n",
       "      <td>4711.273955</td>\n",
       "      <td>731.147730</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>03F</td>\n",
       "      <td>Dec</td>\n",
       "      <td>377.972185</td>\n",
       "      <td>342.993535</td>\n",
       "      <td>236.239970</td>\n",
       "      <td>162.498977</td>\n",
       "      <td>3923.689309</td>\n",
       "      <td>739.473230</td>\n",
       "      <td>26.0645</td>\n",
       "      <td>89.4</td>\n",
       "      <td>92.5</td>\n",
       "      <td>89.1</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.961730</td>\n",
       "      <td>18.913848</td>\n",
       "      <td>3.8997</td>\n",
       "      <td>4.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jan</td>\n",
       "      <td>344.789276</td>\n",
       "      <td>301.606458</td>\n",
       "      <td>217.705038</td>\n",
       "      <td>154.083105</td>\n",
       "      <td>4738.815832</td>\n",
       "      <td>747.909492</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>03F</td>\n",
       "      <td>Feb</td>\n",
       "      <td>301.573108</td>\n",
       "      <td>263.428320</td>\n",
       "      <td>196.843188</td>\n",
       "      <td>139.876093</td>\n",
       "      <td>4234.221121</td>\n",
       "      <td>697.384902</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>03F</td>\n",
       "      <td>Mar</td>\n",
       "      <td>320.641333</td>\n",
       "      <td>290.592411</td>\n",
       "      <td>210.426107</td>\n",
       "      <td>149.541453</td>\n",
       "      <td>4606.662811</td>\n",
       "      <td>757.332577</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>03F</td>\n",
       "      <td>Apr</td>\n",
       "      <td>296.839402</td>\n",
       "      <td>274.771704</td>\n",
       "      <td>223.763269</td>\n",
       "      <td>148.965865</td>\n",
       "      <td>4179.904314</td>\n",
       "      <td>753.233919</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>03F</td>\n",
       "      <td>May</td>\n",
       "      <td>295.405325</td>\n",
       "      <td>272.455920</td>\n",
       "      <td>228.982369</td>\n",
       "      <td>150.909284</td>\n",
       "      <td>4275.016184</td>\n",
       "      <td>796.327295</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jun</td>\n",
       "      <td>274.488224</td>\n",
       "      <td>250.661281</td>\n",
       "      <td>224.204661</td>\n",
       "      <td>147.489707</td>\n",
       "      <td>4119.726807</td>\n",
       "      <td>779.511302</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>03F</td>\n",
       "      <td>Jul</td>\n",
       "      <td>283.749278</td>\n",
       "      <td>252.762370</td>\n",
       "      <td>241.566092</td>\n",
       "      <td>163.683792</td>\n",
       "      <td>4634.012740</td>\n",
       "      <td>844.515267</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>03F</td>\n",
       "      <td>Aug</td>\n",
       "      <td>281.008273</td>\n",
       "      <td>253.093792</td>\n",
       "      <td>229.826350</td>\n",
       "      <td>153.421825</td>\n",
       "      <td>4019.137290</td>\n",
       "      <td>793.262877</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>03F</td>\n",
       "      <td>Sep</td>\n",
       "      <td>263.936917</td>\n",
       "      <td>240.868701</td>\n",
       "      <td>226.539352</td>\n",
       "      <td>152.631199</td>\n",
       "      <td>4537.521882</td>\n",
       "      <td>792.496773</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>03F</td>\n",
       "      <td>Oct</td>\n",
       "      <td>286.454848</td>\n",
       "      <td>254.680032</td>\n",
       "      <td>244.174026</td>\n",
       "      <td>163.601334</td>\n",
       "      <td>5194.839520</td>\n",
       "      <td>794.028982</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>03F</td>\n",
       "      <td>Nov</td>\n",
       "      <td>326.984206</td>\n",
       "      <td>276.374619</td>\n",
       "      <td>249.748827</td>\n",
       "      <td>153.476797</td>\n",
       "      <td>4584.369170</td>\n",
       "      <td>774.416707</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>03F</td>\n",
       "      <td>Dec</td>\n",
       "      <td>365.414559</td>\n",
       "      <td>334.346359</td>\n",
       "      <td>266.458679</td>\n",
       "      <td>155.822805</td>\n",
       "      <td>4166.191043</td>\n",
       "      <td>791.424227</td>\n",
       "      <td>26.1061</td>\n",
       "      <td>88.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>91.9</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.082682</td>\n",
       "      <td>18.887923</td>\n",
       "      <td>3.9375</td>\n",
       "      <td>4.9309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ccg month  111_111_offered  111_111_answered  amb_sys_made  \\\n",
       "168  03F   Jan       311.481539        305.050947    203.403017   \n",
       "169  03F   Feb       270.177030        262.694921    192.519618   \n",
       "170  03F   Mar       324.018052        300.103371    219.041964   \n",
       "171  03F   Apr       323.018901        288.461277    198.272296   \n",
       "172  03F   May       327.195644        293.838257    209.814335   \n",
       "173  03F   Jun       282.556443        255.916616    203.076199   \n",
       "174  03F   Jul       302.757300        275.694352    221.946649   \n",
       "175  03F   Aug       288.159646        271.316522    209.142356   \n",
       "176  03F   Sep       287.261039        266.293539    207.219794   \n",
       "177  03F   Oct       308.517602        274.766420    216.078918   \n",
       "178  03F   Nov       324.677868        283.019362    216.404069   \n",
       "179  03F   Dec       377.972185        342.993535    236.239970   \n",
       "974  03F   Jan       344.789276        301.606458    217.705038   \n",
       "975  03F   Feb       301.573108        263.428320    196.843188   \n",
       "976  03F   Mar       320.641333        290.592411    210.426107   \n",
       "977  03F   Apr       296.839402        274.771704    223.763269   \n",
       "978  03F   May       295.405325        272.455920    228.982369   \n",
       "979  03F   Jun       274.488224        250.661281    224.204661   \n",
       "980  03F   Jul       283.749278        252.762370    241.566092   \n",
       "981  03F   Aug       281.008273        253.093792    229.826350   \n",
       "982  03F   Sep       263.936917        240.868701    226.539352   \n",
       "983  03F   Oct       286.454848        254.680032    244.174026   \n",
       "984  03F   Nov       326.984206        276.374619    249.748827   \n",
       "985  03F   Dec       365.414559        334.346359    266.458679   \n",
       "\n",
       "     amb_sys_answered  gp_appt_available  ae_attendances_attendances  \\\n",
       "168        139.491600        4964.760498                  711.143509   \n",
       "169        138.454451        4406.146291                  655.226074   \n",
       "170        157.986876        4704.252911                  724.854879   \n",
       "171        140.815550        4323.773715                  734.428053   \n",
       "172        154.673667        4469.757716                  792.073510   \n",
       "173        151.105340        4083.216636                  750.714573   \n",
       "174        160.854878        4051.948052                  787.776478   \n",
       "175        148.732568        3657.810432                  741.391548   \n",
       "176        149.031041        3888.660822                  711.504153   \n",
       "177        152.209187        5052.197433                  758.004182   \n",
       "178        150.103206        4711.273955                  731.147730   \n",
       "179        162.498977        3923.689309                  739.473230   \n",
       "974        154.083105        4738.815832                  747.909492   \n",
       "975        139.876093        4234.221121                  697.384902   \n",
       "976        149.541453        4606.662811                  757.332577   \n",
       "977        148.965865        4179.904314                  753.233919   \n",
       "978        150.909284        4275.016184                  796.327295   \n",
       "979        147.489707        4119.726807                  779.511302   \n",
       "980        163.683792        4634.012740                  844.515267   \n",
       "981        153.421825        4019.137290                  793.262877   \n",
       "982        152.631199        4537.521882                  792.496773   \n",
       "983        163.601334        5194.839520                  794.028982   \n",
       "984        153.476797        4584.369170                  774.416707   \n",
       "985        155.822805        4166.191043                  791.424227   \n",
       "\n",
       "     population  People  Places  Lives  year       %>65       %<15    N>65  \\\n",
       "168     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "169     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "170     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "171     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "172     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "173     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "174     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "175     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "176     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "177     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "178     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "179     26.0645    89.4    92.5   89.1  2018  14.961730  18.913848  3.8997   \n",
       "974     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "975     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "976     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "977     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "978     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "979     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "980     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "981     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "982     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "983     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "984     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "985     26.1061    88.6    94.8   91.9  2019  15.082682  18.887923  3.9375   \n",
       "\n",
       "       N<15  \n",
       "168  4.9298  \n",
       "169  4.9298  \n",
       "170  4.9298  \n",
       "171  4.9298  \n",
       "172  4.9298  \n",
       "173  4.9298  \n",
       "174  4.9298  \n",
       "175  4.9298  \n",
       "176  4.9298  \n",
       "177  4.9298  \n",
       "178  4.9298  \n",
       "179  4.9298  \n",
       "974  4.9309  \n",
       "975  4.9309  \n",
       "976  4.9309  \n",
       "977  4.9309  \n",
       "978  4.9309  \n",
       "979  4.9309  \n",
       "980  4.9309  \n",
       "981  4.9309  \n",
       "982  4.9309  \n",
       "983  4.9309  \n",
       "984  4.9309  \n",
       "985  4.9309  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dta.loc[dta.ccg=='03F']#.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "eb41b89c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ccg</th>\n",
       "      <th>month</th>\n",
       "      <th>111_111_offered</th>\n",
       "      <th>111_111_answered</th>\n",
       "      <th>amb_sys_made</th>\n",
       "      <th>amb_sys_answered</th>\n",
       "      <th>gp_appt_available</th>\n",
       "      <th>ae_attendances_attendances</th>\n",
       "      <th>population</th>\n",
       "      <th>People</th>\n",
       "      <th>Places</th>\n",
       "      <th>Lives</th>\n",
       "      <th>year</th>\n",
       "      <th>%&gt;65</th>\n",
       "      <th>%&lt;15</th>\n",
       "      <th>N&gt;65</th>\n",
       "      <th>N&lt;15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jan</td>\n",
       "      <td>406.655830</td>\n",
       "      <td>308.945095</td>\n",
       "      <td>310.561801</td>\n",
       "      <td>234.716187</td>\n",
       "      <td>4713.508510</td>\n",
       "      <td>897.064351</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>99A</td>\n",
       "      <td>Feb</td>\n",
       "      <td>349.933603</td>\n",
       "      <td>256.872981</td>\n",
       "      <td>261.756435</td>\n",
       "      <td>205.298797</td>\n",
       "      <td>4152.772557</td>\n",
       "      <td>776.049182</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>99A</td>\n",
       "      <td>Mar</td>\n",
       "      <td>413.247659</td>\n",
       "      <td>300.690725</td>\n",
       "      <td>303.676215</td>\n",
       "      <td>234.716187</td>\n",
       "      <td>4405.453362</td>\n",
       "      <td>897.751478</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>99A</td>\n",
       "      <td>Apr</td>\n",
       "      <td>349.608595</td>\n",
       "      <td>278.140171</td>\n",
       "      <td>264.973181</td>\n",
       "      <td>203.677924</td>\n",
       "      <td>4046.510406</td>\n",
       "      <td>848.116666</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>99A</td>\n",
       "      <td>May</td>\n",
       "      <td>361.100544</td>\n",
       "      <td>284.419492</td>\n",
       "      <td>294.361403</td>\n",
       "      <td>227.926437</td>\n",
       "      <td>4299.837919</td>\n",
       "      <td>921.396727</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jun</td>\n",
       "      <td>328.551827</td>\n",
       "      <td>254.368753</td>\n",
       "      <td>281.106911</td>\n",
       "      <td>220.213747</td>\n",
       "      <td>4020.460213</td>\n",
       "      <td>863.698279</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jul</td>\n",
       "      <td>339.766686</td>\n",
       "      <td>248.935286</td>\n",
       "      <td>297.869823</td>\n",
       "      <td>235.572458</td>\n",
       "      <td>4166.899077</td>\n",
       "      <td>883.604748</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>99A</td>\n",
       "      <td>Aug</td>\n",
       "      <td>300.161546</td>\n",
       "      <td>239.420469</td>\n",
       "      <td>274.165073</td>\n",
       "      <td>213.851091</td>\n",
       "      <td>3994.591907</td>\n",
       "      <td>803.837402</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>99A</td>\n",
       "      <td>Sep</td>\n",
       "      <td>302.357433</td>\n",
       "      <td>244.118501</td>\n",
       "      <td>269.156617</td>\n",
       "      <td>209.471816</td>\n",
       "      <td>3998.512572</td>\n",
       "      <td>822.511085</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>99A</td>\n",
       "      <td>Oct</td>\n",
       "      <td>326.893453</td>\n",
       "      <td>255.939625</td>\n",
       "      <td>299.024018</td>\n",
       "      <td>230.861925</td>\n",
       "      <td>5037.165480</td>\n",
       "      <td>880.753980</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>99A</td>\n",
       "      <td>Nov</td>\n",
       "      <td>336.222849</td>\n",
       "      <td>265.783617</td>\n",
       "      <td>283.988231</td>\n",
       "      <td>216.549073</td>\n",
       "      <td>4756.312473</td>\n",
       "      <td>885.047634</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>99A</td>\n",
       "      <td>Dec</td>\n",
       "      <td>397.682693</td>\n",
       "      <td>323.605872</td>\n",
       "      <td>285.202845</td>\n",
       "      <td>228.236861</td>\n",
       "      <td>3660.668453</td>\n",
       "      <td>866.365463</td>\n",
       "      <td>49.4814</td>\n",
       "      <td>87.8</td>\n",
       "      <td>98.6</td>\n",
       "      <td>91.4</td>\n",
       "      <td>2018</td>\n",
       "      <td>14.673797</td>\n",
       "      <td>16.419099</td>\n",
       "      <td>7.2608</td>\n",
       "      <td>8.1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1496</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jan</td>\n",
       "      <td>347.450401</td>\n",
       "      <td>275.144606</td>\n",
       "      <td>276.797526</td>\n",
       "      <td>223.661852</td>\n",
       "      <td>4526.771488</td>\n",
       "      <td>472.981912</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>99A</td>\n",
       "      <td>Feb</td>\n",
       "      <td>311.886541</td>\n",
       "      <td>253.462976</td>\n",
       "      <td>247.201714</td>\n",
       "      <td>198.606966</td>\n",
       "      <td>4108.909800</td>\n",
       "      <td>448.696189</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1498</th>\n",
       "      <td>99A</td>\n",
       "      <td>Mar</td>\n",
       "      <td>317.916884</td>\n",
       "      <td>277.724317</td>\n",
       "      <td>259.446256</td>\n",
       "      <td>208.037004</td>\n",
       "      <td>4323.622844</td>\n",
       "      <td>484.572288</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>99A</td>\n",
       "      <td>Apr</td>\n",
       "      <td>326.639691</td>\n",
       "      <td>286.837872</td>\n",
       "      <td>261.284595</td>\n",
       "      <td>207.529233</td>\n",
       "      <td>4029.622503</td>\n",
       "      <td>452.711060</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>99A</td>\n",
       "      <td>May</td>\n",
       "      <td>331.225629</td>\n",
       "      <td>287.382197</td>\n",
       "      <td>263.684592</td>\n",
       "      <td>207.844258</td>\n",
       "      <td>4248.845063</td>\n",
       "      <td>472.811793</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1501</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jun</td>\n",
       "      <td>317.485312</td>\n",
       "      <td>265.251500</td>\n",
       "      <td>264.530186</td>\n",
       "      <td>214.654611</td>\n",
       "      <td>3944.322521</td>\n",
       "      <td>456.905591</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1502</th>\n",
       "      <td>99A</td>\n",
       "      <td>Jul</td>\n",
       "      <td>322.049866</td>\n",
       "      <td>257.638726</td>\n",
       "      <td>277.674209</td>\n",
       "      <td>231.568576</td>\n",
       "      <td>4483.259678</td>\n",
       "      <td>481.824249</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>99A</td>\n",
       "      <td>Aug</td>\n",
       "      <td>324.528488</td>\n",
       "      <td>265.552822</td>\n",
       "      <td>267.709456</td>\n",
       "      <td>221.390352</td>\n",
       "      <td>3803.124593</td>\n",
       "      <td>449.495876</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1504</th>\n",
       "      <td>99A</td>\n",
       "      <td>Sep</td>\n",
       "      <td>310.420752</td>\n",
       "      <td>244.724616</td>\n",
       "      <td>261.819309</td>\n",
       "      <td>216.466007</td>\n",
       "      <td>4205.172915</td>\n",
       "      <td>465.664953</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505</th>\n",
       "      <td>99A</td>\n",
       "      <td>Oct</td>\n",
       "      <td>333.859773</td>\n",
       "      <td>254.714923</td>\n",
       "      <td>279.120839</td>\n",
       "      <td>233.448366</td>\n",
       "      <td>5226.427763</td>\n",
       "      <td>922.338855</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1506</th>\n",
       "      <td>99A</td>\n",
       "      <td>Nov</td>\n",
       "      <td>391.947023</td>\n",
       "      <td>275.362336</td>\n",
       "      <td>291.417194</td>\n",
       "      <td>246.513632</td>\n",
       "      <td>4657.186664</td>\n",
       "      <td>884.746174</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>99A</td>\n",
       "      <td>Dec</td>\n",
       "      <td>437.959979</td>\n",
       "      <td>313.303730</td>\n",
       "      <td>304.082460</td>\n",
       "      <td>255.023464</td>\n",
       "      <td>4029.702673</td>\n",
       "      <td>861.508904</td>\n",
       "      <td>49.8945</td>\n",
       "      <td>86.5</td>\n",
       "      <td>98.9</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2019</td>\n",
       "      <td>14.761747</td>\n",
       "      <td>16.561144</td>\n",
       "      <td>7.3653</td>\n",
       "      <td>8.2631</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ccg month  111_111_offered  111_111_answered  amb_sys_made  \\\n",
       "665   99A   Jan       406.655830        308.945095    310.561801   \n",
       "666   99A   Feb       349.933603        256.872981    261.756435   \n",
       "667   99A   Mar       413.247659        300.690725    303.676215   \n",
       "668   99A   Apr       349.608595        278.140171    264.973181   \n",
       "669   99A   May       361.100544        284.419492    294.361403   \n",
       "670   99A   Jun       328.551827        254.368753    281.106911   \n",
       "671   99A   Jul       339.766686        248.935286    297.869823   \n",
       "672   99A   Aug       300.161546        239.420469    274.165073   \n",
       "673   99A   Sep       302.357433        244.118501    269.156617   \n",
       "674   99A   Oct       326.893453        255.939625    299.024018   \n",
       "675   99A   Nov       336.222849        265.783617    283.988231   \n",
       "676   99A   Dec       397.682693        323.605872    285.202845   \n",
       "1496  99A   Jan       347.450401        275.144606    276.797526   \n",
       "1497  99A   Feb       311.886541        253.462976    247.201714   \n",
       "1498  99A   Mar       317.916884        277.724317    259.446256   \n",
       "1499  99A   Apr       326.639691        286.837872    261.284595   \n",
       "1500  99A   May       331.225629        287.382197    263.684592   \n",
       "1501  99A   Jun       317.485312        265.251500    264.530186   \n",
       "1502  99A   Jul       322.049866        257.638726    277.674209   \n",
       "1503  99A   Aug       324.528488        265.552822    267.709456   \n",
       "1504  99A   Sep       310.420752        244.724616    261.819309   \n",
       "1505  99A   Oct       333.859773        254.714923    279.120839   \n",
       "1506  99A   Nov       391.947023        275.362336    291.417194   \n",
       "1507  99A   Dec       437.959979        313.303730    304.082460   \n",
       "\n",
       "      amb_sys_answered  gp_appt_available  ae_attendances_attendances  \\\n",
       "665         234.716187        4713.508510                  897.064351   \n",
       "666         205.298797        4152.772557                  776.049182   \n",
       "667         234.716187        4405.453362                  897.751478   \n",
       "668         203.677924        4046.510406                  848.116666   \n",
       "669         227.926437        4299.837919                  921.396727   \n",
       "670         220.213747        4020.460213                  863.698279   \n",
       "671         235.572458        4166.899077                  883.604748   \n",
       "672         213.851091        3994.591907                  803.837402   \n",
       "673         209.471816        3998.512572                  822.511085   \n",
       "674         230.861925        5037.165480                  880.753980   \n",
       "675         216.549073        4756.312473                  885.047634   \n",
       "676         228.236861        3660.668453                  866.365463   \n",
       "1496        223.661852        4526.771488                  472.981912   \n",
       "1497        198.606966        4108.909800                  448.696189   \n",
       "1498        208.037004        4323.622844                  484.572288   \n",
       "1499        207.529233        4029.622503                  452.711060   \n",
       "1500        207.844258        4248.845063                  472.811793   \n",
       "1501        214.654611        3944.322521                  456.905591   \n",
       "1502        231.568576        4483.259678                  481.824249   \n",
       "1503        221.390352        3803.124593                  449.495876   \n",
       "1504        216.466007        4205.172915                  465.664953   \n",
       "1505        233.448366        5226.427763                  922.338855   \n",
       "1506        246.513632        4657.186664                  884.746174   \n",
       "1507        255.023464        4029.702673                  861.508904   \n",
       "\n",
       "      population  People  Places  Lives  year       %>65       %<15    N>65  \\\n",
       "665      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "666      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "667      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "668      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "669      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "670      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "671      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "672      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "673      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "674      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "675      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "676      49.4814    87.8    98.6   91.4  2018  14.673797  16.419099  7.2608   \n",
       "1496     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1497     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1498     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1499     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1500     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1501     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1502     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1503     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1504     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1505     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1506     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "1507     49.8945    86.5    98.9   90.0  2019  14.761747  16.561144  7.3653   \n",
       "\n",
       "        N<15  \n",
       "665   8.1244  \n",
       "666   8.1244  \n",
       "667   8.1244  \n",
       "668   8.1244  \n",
       "669   8.1244  \n",
       "670   8.1244  \n",
       "671   8.1244  \n",
       "672   8.1244  \n",
       "673   8.1244  \n",
       "674   8.1244  \n",
       "675   8.1244  \n",
       "676   8.1244  \n",
       "1496  8.2631  \n",
       "1497  8.2631  \n",
       "1498  8.2631  \n",
       "1499  8.2631  \n",
       "1500  8.2631  \n",
       "1501  8.2631  \n",
       "1502  8.2631  \n",
       "1503  8.2631  \n",
       "1504  8.2631  \n",
       "1505  8.2631  \n",
       "1506  8.2631  \n",
       "1507  8.2631  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dta.loc[dta.ccg=='99A']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "15cec06b",
   "metadata": {},
   "outputs": [],
   "source": [
    "hull = dta.loc[(dta.ccg=='03F') & (dta.year==2018)]\n",
    "liv = dta.loc[(dta.ccg=='99A') & (dta.year==2019)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fdced554",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1594, 18)\n"
     ]
    }
   ],
   "source": [
    "dta2 = dta.drop(hull.index)\n",
    "dta2 = dta2.drop(liv.index)\n",
    "\n",
    "scores_final, scores_rf1, scores_rf2, \\\n",
    "dta_pred, coefs = cv_combined(dta2, rf1, rf2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdbdaa36",
   "metadata": {},
   "source": [
    "### Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ed524ba2",
   "metadata": {},
   "outputs": [],
   "source": [
    "results=pd.DataFrame()\n",
    "\n",
    "results['final'] = scores_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54b1849a",
   "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>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.768452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.031089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.700646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.755664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.771345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.794955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.812180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           final\n",
       "count  25.000000\n",
       "mean    0.768452\n",
       "std     0.031089\n",
       "min     0.700646\n",
       "25%     0.755664\n",
       "50%     0.771345\n",
       "75%     0.794955\n",
       "max     0.812180"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c33ccd5",
   "metadata": {},
   "source": [
    "### Plot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1d0c068a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(8,5))\n",
    "\n",
    "mean_pred, true = [],[]\n",
    "\n",
    "for i in dta_pred.index.unique():\n",
    "    \n",
    "    mean_pred.append(dta_pred.loc[i]['predicted'].mean())\n",
    "    true.append(dta_pred.loc[i]['true'].mean())\n",
    "\n",
    "plt.plot(true, mean_pred, 'o', alpha=0.5)\n",
    "\n",
    "xx = np.arange(min(dta_pred['true']),max(dta_pred['true']))\n",
    "plt.plot(xx,xx,'k--')\n",
    "\n",
    "plt.xlabel('True monthly ED attendances per 10,000 people')\n",
    "plt.ylabel('Predicted monthly ED attendances per 10,000 people')\n",
    "plt.savefig('true_predicted_combined.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "055ef776",
   "metadata": {},
   "source": [
    "## Plot coloured by each grouped feature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4a173383",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = ['population',\n",
    "            'People', 'Places', 'Lives', '%>65']\n",
    "\n",
    "grouped = group_data(dta, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1397f764",
   "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>population</th>\n",
       "      <th>People</th>\n",
       "      <th>Places</th>\n",
       "      <th>Lives</th>\n",
       "      <th>%&gt;65</th>\n",
       "      <th>ae_attendances_attendances</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11.6159</td>\n",
       "      <td>94.800000</td>\n",
       "      <td>103.700000</td>\n",
       "      <td>95.400000</td>\n",
       "      <td>27.037078</td>\n",
       "      <td>1024.414811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.6571</td>\n",
       "      <td>97.400000</td>\n",
       "      <td>104.200000</td>\n",
       "      <td>96.300000</td>\n",
       "      <td>27.403900</td>\n",
       "      <td>1059.954877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.9240</td>\n",
       "      <td>84.800000</td>\n",
       "      <td>98.500000</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>20.451020</td>\n",
       "      <td>1362.970411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.9305</td>\n",
       "      <td>85.800000</td>\n",
       "      <td>97.600000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>20.388356</td>\n",
       "      <td>1275.055932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14.8942</td>\n",
       "      <td>97.200000</td>\n",
       "      <td>99.700000</td>\n",
       "      <td>94.400000</td>\n",
       "      <td>14.464020</td>\n",
       "      <td>1111.556848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>186.1075</td>\n",
       "      <td>101.100000</td>\n",
       "      <td>97.825000</td>\n",
       "      <td>102.406250</td>\n",
       "      <td>19.590720</td>\n",
       "      <td>371.421898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>200.8447</td>\n",
       "      <td>103.657143</td>\n",
       "      <td>96.357143</td>\n",
       "      <td>94.585714</td>\n",
       "      <td>10.076840</td>\n",
       "      <td>442.040841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>202.9265</td>\n",
       "      <td>103.842857</td>\n",
       "      <td>96.414286</td>\n",
       "      <td>94.585714</td>\n",
       "      <td>10.182751</td>\n",
       "      <td>429.112528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>209.5479</td>\n",
       "      <td>105.755556</td>\n",
       "      <td>95.666667</td>\n",
       "      <td>97.155556</td>\n",
       "      <td>12.973740</td>\n",
       "      <td>554.092008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>210.8074</td>\n",
       "      <td>104.644444</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>97.033333</td>\n",
       "      <td>13.227097</td>\n",
       "      <td>510.184272</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     population      People      Places       Lives       %>65  \\\n",
       "0       11.6159   94.800000  103.700000   95.400000  27.037078   \n",
       "1       11.6571   97.400000  104.200000   96.300000  27.403900   \n",
       "2       13.9240   84.800000   98.500000   88.500000  20.451020   \n",
       "3       13.9305   85.800000   97.600000   88.000000  20.388356   \n",
       "4       14.8942   97.200000   99.700000   94.400000  14.464020   \n",
       "..          ...         ...         ...         ...        ...   \n",
       "140    186.1075  101.100000   97.825000  102.406250  19.590720   \n",
       "141    200.8447  103.657143   96.357143   94.585714  10.076840   \n",
       "142    202.9265  103.842857   96.414286   94.585714  10.182751   \n",
       "143    209.5479  105.755556   95.666667   97.155556  12.973740   \n",
       "144    210.8074  104.644444   96.000000   97.033333  13.227097   \n",
       "\n",
       "     ae_attendances_attendances  \n",
       "0                   1024.414811  \n",
       "1                   1059.954877  \n",
       "2                   1362.970411  \n",
       "3                   1275.055932  \n",
       "4                   1111.556848  \n",
       "..                          ...  \n",
       "140                  371.421898  \n",
       "141                  442.040841  \n",
       "142                  429.112528  \n",
       "143                  554.092008  \n",
       "144                  510.184272  \n",
       "\n",
       "[145 rows x 6 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1551b688",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1618, 18)\n"
     ]
    }
   ],
   "source": [
    "scores_final, scores_rf1, scores_rf2, \\\n",
    "dta_pred, coefs = cv_combined(dta, rf1, rf2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4376c460",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax_list = plt.subplots(2,2, figsize=(16,10))\n",
    "\n",
    "mean_pred, true, col = [],[],[]\n",
    "\n",
    "feats = ['People','Places','Lives','population']\n",
    "# convert range into \n",
    "\n",
    "for i,f in enumerate(feats):\n",
    "    \n",
    "    ax = ax_list.flatten()[i]\n",
    "    \n",
    "    for i in dta_pred.index.unique():\n",
    "\n",
    "        mean_pred.append(dta_pred.loc[i]['predicted'].mean())\n",
    "        true.append(dta_pred.loc[i]['true'].mean())\n",
    "        col.append(dta_pred.loc[i][f].mean())\n",
    "\n",
    "\n",
    "    p = ax.scatter(true, mean_pred,  c = col, cmap='viridis')\n",
    "\n",
    "    xx = np.arange(min(dta_pred['true']),max(dta_pred['true']))\n",
    "    ax.plot(xx,xx,'k--')\n",
    "\n",
    "    ax.set_xlabel('True monthly ED attendances per 10,000 people')\n",
    "    ax.set_ylabel('Predicted monthly ED attendances per 10,000 people')\n",
    "    ax.set_title(f'{f}')\n",
    "    \n",
    "    fig.colorbar(p, pad=0.05, ax=ax)\n",
    "    \n",
    "plt.tight_layout()\n",
    "    \n",
    "plt.savefig('true_predicted_grouped.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3dc9257",
   "metadata": {},
   "source": [
    "## Plot predicted mean monthly attendances "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a11ef2f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax_list = plt.subplots(2,2, figsize=(16,10))\n",
    "\n",
    "mean_pred, true, col = [],[],[]\n",
    "\n",
    "feats = ['People','Places','Lives','population']\n",
    "# convert range into \n",
    "\n",
    "for i,f in enumerate(feats):\n",
    "    \n",
    "    ax = ax_list.flatten()[i]\n",
    "    \n",
    "    for c in dta_pred.ccg.unique():\n",
    "        \n",
    "        for y in dta_pred.year.unique():\n",
    "\n",
    "            mean_pred.append(dta_pred.loc[(dta_pred.ccg==c) & (dta_pred.year==y)]['ae_predicted'].mean())\n",
    "            true.append(dta_pred.loc[(dta_pred.ccg==c) & (dta_pred.year==y)]['true'].mean())\n",
    "            col.append(dta_pred.loc[(dta_pred.ccg==c) & (dta_pred.year==y)][f].mean())\n",
    "\n",
    "\n",
    "    p = ax.scatter(true, mean_pred,  c = col, cmap='viridis')\n",
    "\n",
    "    xx = np.arange(min(dta_pred['true']),max(dta_pred['true']))\n",
    "    ax.plot(xx,xx,'k--')\n",
    "\n",
    "    ax.set_xlabel('True mean monthly ED attendances per 10,000 people')\n",
    "    ax.set_ylabel('Predicted mean monthly ED attendances \\n per 10,000 people')\n",
    "    ax.set_title(f'{f}')\n",
    "    \n",
    "    fig.colorbar(p, pad=0.05, ax=ax)\n",
    "    \n",
    "plt.tight_layout()\n",
    "    \n",
    "plt.savefig('true_predicted_mean.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c627382b",
   "metadata": {},
   "source": [
    "## Summary "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "136eb959",
   "metadata": {},
   "source": [
    "From the above figure, the outliers points have low values of 'People' and 'Lives'. When fitting the population health model, as variables only change annually there are fewer datapoints (145 total).\n",
    "\n",
    "Looking at the ‘Lives’ panel in the final figure, if the model is trained on a subsection of the data that contains data points with low values of this variable (darker points) but high mean monthly ED attendances (cluster in top right), it will predict that an unseen datapoint with a low value of Lives has a high number of ED attendances (dark point centre top – that’s Hull).\n",
    "\n",
    "As the MGSR assigns a higher weight to the population health model, if the prediction of the population health model isn’t as good for a given ccg, that ccg will be an outlier overall. Model perfomance would improve with an increased amount of data in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37e8e002",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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