Cell Analysis & Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import libraries and load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['atoll_schema', 'site_version', 'site_name', 'fuze_site_id',\n",
       "       'site_record_id', 'latitude_degrees', 'longitude_degrees',\n",
       "       'street_address', 'city', 'county', 'state', 'zip_code', 'sector',\n",
       "       'azimuth', 'antenna_model', 'antenna_manufacturer', 'antenna_max_gain',\n",
       "       'antenna_centerline', 'lte_market', 'enodeb_id', 'max_power',\n",
       "       'main_propagation_model', 'radio_manufacturer', 'radio_model',\n",
       "       'extended_calculation_radius', 'enodeb_eutrancellfdd', 'channel_number',\n",
       "       'pci', 'antenna_h_bw', 'mechanical_tilt', 'electrical_tilt', 'ret',\n",
       "       'altitude_amsl', 'tac', 'cell_id', 'technology', 'band_class',\n",
       "       'trans_cell_type', 'site_record_name', 'site_number', 'site_code',\n",
       "       'location_name', 'fips_county_code', 'search_ring_id',\n",
       "       'peoplesoft_location_code', 'site_on_air_date', 'c_ran_hub_name',\n",
       "       'address_description', 'network_territory', 'network_market',\n",
       "       'network_sub_market', 'network_local_market', 'site_altitude_amsl',\n",
       "       'site_surveyed_altitude_amsl', 'site_support_structure_height',\n",
       "       'site_structure_type', 'temporary_site', 'lra_partner',\n",
       "       'network_extender_capable', 'spm_project_id', 'band_info', 'channel_bw',\n",
       "       'combined_cell_code', 'antenna_latitude', 'antenna_longitude',\n",
       "       'number_of_tx_antenna_ports', 'number_of_rx_antenna_ports',\n",
       "       'tx_record_id', 'xmtr_location', 'duplex_type', 'coverage_type',\n",
       "       'threshold', 'fcc_market_number', 'sum'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('tmp_alb_tx_sums_202004021132.csv')\n",
    "df.site_version.astype('category')\n",
    "df= df[df['site_version']== '0000']\n",
    "#check the decoration\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First things first: analysing 'Sum'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.137000e+03\n",
       "mean     5.685331e+08\n",
       "std      1.227489e+09\n",
       "min      9.001435e+02\n",
       "25%      3.005578e+07\n",
       "50%      1.627407e+08\n",
       "75%      5.791687e+08\n",
       "max      2.926708e+10\n",
       "Name: sum, dtype: float64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sum'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (20, 20))\n",
    "sns.distplot(df['radio_model'], kde=False,color='blue' ,bins=20)\n",
    "\n",
    "plt.xlabel('Radio Model', fontsize=19, labelpad=11)\n",
    "plt.xticks(rotation=90, fontsize=14)\n",
    "plt.ylabel('Count', fontsize=19, labelpad=11)\n",
    "plt.yticks(fontsize=14);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   0.,  200.,  400.,  600.,  800., 1000., 1200., 1400., 1600.,\n",
       "        1800.]), <a list of 10 Text yticklabel objects>)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#looking at the distribution of my target after taking the log\n",
    "fig, ax = plt.subplots(figsize = (11, 8))\n",
    "sns.distplot(np.log(df['sum']), kde=False, color='#A15EDB', bins=10)\n",
    "\n",
    "plt.xlabel('log(Total Area)', fontsize=19, labelpad=11)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.ylabel('Count', fontsize=19, labelpad=11)\n",
    "plt.yticks(fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check for Normality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#histogram\n",
    "#histogram and normal probability plot\n",
    "sns.distplot(df['sum'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df['sum'], plot=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Facts about 'Sum'\n",
    "#### -Deviates from the normal distribution.\n",
    "#### -Have appreciable positive skewness\n",
    "#### -Show peakedness\n",
    "####  'Sum' is not normal. It shows 'peakedness', positive skewness and does not follow the diagonal line."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation matrix (heatmap style)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation matrix\n",
    "corrmat = df.corr()\n",
    "f, ax = plt.subplots(figsize=(20, 15))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can see 'antenna_centerline','extended_calculation_radius', 'site_support_structure_height' and 'max_power' (to some extent) are important features and are correlated with the 'sum'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'Sum' correlation matrix (zoomed heatmap style)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sum correlation matrix\n",
    "k = 10 #number of variables for heatmap\n",
    "cols = corrmat.nlargest(k, 'sum')['sum'].index\n",
    "cm = np.corrcoef(df[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "f, ax = plt.subplots(figsize=(20, 15))\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 20}, yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We see that 'antenna_centerline','extended_calculation_radius', 'site_support_structure_height' are somewhat correlated with the'Sum'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatterplot\n",
    "sns.set()\n",
    "cols = ['sum','antenna_centerline','extended_calculation_radius', 'site_support_structure_height']\n",
    "sns.pairplot(df[cols], size = 2.5)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The plot concerning 'Sum' and other features can also make us think.We see what almost appears to be a shy exponential function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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PAsLp06fx4osv4ssvv8TkyZPx2muvobCwUOm0EUIiCI3RhD6PAgJjDDzP4+DBgxg0aBAAoK6OojohxHOWMRqtmkdstBpaNU9jNCHG460r5s6di2vXrmHAgAF45pln0K1bN6XTRsIAreol3rCM0QgcT7OMQpBHAeG1117Dvn370LdvX2g0GvTr1w+TJk1SOm0kxIXCql4SfhJitSG7krep8yggxMbGYuLEidbbjzzyiGIJIuGBVvUSEnk8GkMgxBHNGCEk8lBAID6hGSOERB4KCMQntjNGYrQqmjFCSATwaS8jQgBa1UtIpKGAQPySEKuNmEBAU2hJU0cBgRDQFFpCABpDIArS1xhw6boe+hpDsJPiku0U2lqDAINJxIZdZ0M+3eFKX2PAT1du0ecbgqiFQBQRTjVuOhin8dD216GNWghhIFxq2hbhVuOmKbSNw/Z3UVNnCvnfRVNELYQQF041bQtva9zBHsylg3EaB7XEQh8FhBAWrttDeFPjDpWAR1NolUctsdBHXUYhLFy3h/B00VqodS3RwTh3KNFNSdtfhz5qIYSwcK5ReVLjpi6E0KRkq422vw5t1EIIYeG+PYS7Gnc4B7xI1RittoRYLe5p3zJsfsdNiaIBoaqqCuPHj8e1a9ecruXn52PKlCkYPXo0nnvuOZhMJiWTEhCNOdvH8l7pHRKx4skh+K9HemPFk0NCfkDZG6EW8MJtNpcSwrWbkgSGYl1Gx48fR25uLgoKCiSvL1y4EK+++ip69eqFJUuWYNOmTZg+fbpSyfFbYw5+hspAa2MIlcFc28/cJDKMH5yGzN6pTa4WS622pk2xFsKmTZuwdOlSJCcnO10rLCxEXV0devXqBQCYMmUK9uzZo1RS/NaYg5+hNtDaGII9mOv4mRtNIrb8+xIW/vkgDp+5EZQ0BUuotdpI41KshbBs2TLZayUlJdDpdNbbOp0OxcXFSiXFb405+EkDrY1P6jMHAKPAwmKab6CFSquNNL6gzDISRREcd+cPkDFmd9tTSUlxPqdBp4v3+LHaGC0E+1Y0BAZ07dQKzeOifE6Dku/lTf5CVUVVPYpv1qB1YqxT3gOZP6nP3EKt5iFwfKN/nsH+/nQAOiv9HhHwG3UlHPMXlICQkpKC0tJS6+2ysjLJriV3ysurIIoyf8ku+HLA96yxXe1Xso7tCkOtAaW1ge/KmTW2K9bvOgueA0QGr98rEg4wdzWOokT+LJ+50WYRIACYTCJUTGzUzzMSvj93Ij2PoZo/nudcVqSDEhBSU1MRFRWFY8eOoW/fvti2bRuGDRsWjKR4rFGb0QwAYwA4879NSzBWaFu+369/KMTOvAKoVTxtYUGanEYNCHPnzkVOTg4yMjKwatUq5ObmoqqqCj169MDMmTMbMyk+aYzDYCyFoVFgaIgM4bFdRSAFaxwlIVaLh+7viAd6p1L/OWmSFA8I+/fvt/7/vffes/6/W7du+PTTT5V++7BDg8rBn/oYSafAEeINWqkcYoJdGIYCmvpISHDQXkYhJty2Yg7E1tVSr0FTHwlpfBQQQlC4FIaBWFHt6jWo64aQxkVdRgrxd1+cYK/edScQK6qb4qpsQkIZtRAU0BT2IgrE4DcNoBMSWqiFEGBNpdYbiMFvGkAnJLRQQAiwprJ9cCBmAtFsosZHW3wTV6jLKMCaUq03EIPfoTiAHoiZU6HCNi9nLt2M+K5M4h8KCAEWbtNG/RWImUChMptIX2OQ3LoiXAtNxzMeREG028Svqa2AJ+5RQFBAKNZ6/RFJNWY5h0/fwPrddza3MwoCgMAUmsH4/KT2g3LkagC/KXznxBkFBIWESq3XX01hxpR1/yiJwtPfWU/B+vzkzniwJdeV2RS+cyKNBpWJrKYyY8pV4enP+E8wPz+psSwVz0Gj4lwO4DeV75xIoxYCkdVU1glIFZ4AoFFxfo3/BPPzkxvLcteV2VS+cyKNAgKR1VRmTDkWniaRYfzgNGT2TvWrEAz25yc3luUqT8FOMwkuCghhzHHgz3JbGxOYmlxTmjGlxESAUPj8vB3LCoU0k+ChgBCmHAf+hvZsgwMnrjfcNh+7GYiBwEibMeWKEhMBwvHzC8c0k8CggBCGpKYU7v++0O4xgZxjrvSMKakpjpE07TGUZpx5+rmGUppJ46GAEIY8mVIY7IFATwseqSmOYKBpjwqg6aTEHQoIIcpVgSo3K8ZWMAcCPS14pFo663edBRgznyndgFbU+k/qs6bPlTiidQgK8WcTscOnb2Dhmjys+Mf3WLgmD4fP3LC7LrUpXHqHlnaPGdqzTaP8oTvm05t57OUVdXAMa4wx8Fzkbw7oiUBuRBdKmy7qawz46cotWtsQgqiFoAB/mub6GgPW7cy3awGs25HvVJOzHfiL0qjw8obv7F7nwInreGhoR0WDglQ+W7eM9Xgee5RG5bQ62CQwgKdpj4Hu3gmV6aSWfKnVPEwmkbqtQgy1EALM35WeV4orJf9wrxRXOj3WcqpavVFo9NqfXD6jNCqn9BsFEVEaldNr1BsFOA6F8Bww/v6OTXpL7Iqq+oCtFra0MgAEfatx299MTZ2JVkGHIGohBFgwVnoGo/Yn2d2DhkLeMo+dATCaRHAAXt7wnVNtMEqjguNQiMiAfl2T8UDv1EaZZRSKs5mKb9YE5Dck1cpY8eSQoOWXVkGHPmoheMGTPl1/C+fS27VO93EA2reOl32O05iCRqV47U+qu8doamgJDEpPwQuz+oOxhs/BKDDJ2mC9UYBGbf8T1Kh53Kysa5RC6/DpG1i0Jg+rPvwBiyTGaoKldWKs3wFergUHIGhndYdKtxWRRy0ED3nap+vPSk99jQEffXXB6X7O9QxTAPZjCl07tYKhVtlmeL1RgEbF2c0G0qg41BsFm+s8TOZtpAHn2mBS82g4Zk0URLyz+STUCk+NVHrWjT8tj+ZxUW5/Q+5eX642fqW4Es2iNV6lK1CtKNu/DdsxBGodhA5FA8L27dvx7rvvwmQy4dFHH8WMGTPsrq9evRqbN29GQkICAODhhx92ekwo8Lbw8HWlZ3lFnVOfOgBoVLxks9r2D7WqxohL1/Xo2CYBzeOiUKpwQEhqHg3RobYn2tT2PKkNJsRqcX/PNvinzaI6kQGCSYTRfFupqZGedl/4UhgGYkDY1W/Ik9eX+vwNJhHvfHpC9vAfqbwGenDbki+B46FiIgWDEKNYQCguLsabb76Jzz77DFqtFtnZ2Rg4cCDuvvtu62NOnTqFN954A71791YqGQHhS9+nLys9k5pHO/WpA4DInJvVtn+o9UYRIrvzxKz7O+CXv+jk1Xv7hOMAm/e1bcp40lLS1xjwzY9Fdi/pmH2e53DyYjkyOicF9CAXTwKWL4Whu8qDN+mV+g15WjmR2rBPFEQYRenDf6Tymt4hUZFWVEKsFjpdPEpLnSdKkOBSLCDk5eVh0KBBaNGiBQBg9OjR2LNnD5566inrY06dOoW1a9eisLAQ/fv3x7PPPouoqCilkuSzxur7TIjVYva4bli34860UxUHzM7q7lSQujoNa+fBAgzu3hp3tWoW0PTZKq+og1bNo9Zwp0tIq7ZvybhrKUnNqHJUZxCw8YtzEBmcCmR/aq9SrRPbtRu+dim5qjz4c6axJZBU1xk9rpzYfv7VdUa8u+WU3fdlOxNNKq9P/TKDBoGbGMUCQklJCXQ6nfV2cnIyTpw4Yb1dXV2N7t27Y+HChUhLS8PixYuxZs0aLFiwQKkk+cyXcQFfa66WP2LLNNP2reOdnu/J1hWXrusVDQieBklXLaWaOpPk/SoeUKtU1vGIOmNDQbXeXCDr4HmBLfc9SLVO/vVjkXXthq8zYuQ+lyiNyufatt3ZyILYsFbDhsEoyFZOLJ+/vsYg+33J5dXyGKnnkMikWEAQRRGcTRcCY8zudrNmzfDee+9Zb8+ZMwdLlizxKiAkJcX5nD6dTn7WjpQJmfEY1rc9im/WoHViLJrHybdk/vX9Nby96UeoVRxMAkPOw72Q2aet52kD0DktSfa6NkYLwXXFGn17tPE6j3Iqquqd8q0DkDOtt1M+XaXb1r++v4Z1O/Od7lfxHGaO644Pdp1xumY0ifjupzJ0TkuCwPFQq3m7Alat5iFwvDXfrr6Hq+dKJAu7ijoBndPiJT9jgQFdO7Vy+d1rq+qR1iYe569WWO9L75SImGZRbtNry3JfRVU9Nuw55/JsZI7n0CopzmW6dAAeHNAeO/MKrPc9OLA9OqcloVVVvWRe+6S3QY5ajbc+/gE8z0EUGXKm9fb4O5ZTUVWPn67ccvt3FO4C9ffXmBQLCCkpKTh69Kj1dmlpKZKTk623i4qKkJeXh6lTpwJoCBhqtXfJKS+vchrY9IQ//ZctY9Qw1BpkB231NQa8/fEPMJhEGMwjo29//APaJsUEtJl9d2oCzhTckrz24IB2uF6sh6HO4Pd7uuqWSW/XHCvmDbargXvyuVo+I8dpq2oVh0f+owv+uvOM5FgKAHz8xVnc074lVKKIepvuDwCoNwhQMRGlpZVuv4eKihrJ16+oqLHmYdbYrvatwrFdXX73h0/fwF92noFj2f3jT2UY278KJsdV2SbRml5btr/PS9f1ULmZZaZR8Tj3cxk6tkmQfYy+xoB9316xu2/fkSt4sG/bhhawTF71evM0aPNYkb6y1q++/6ayUjlUx0h4nnNZkVYsIAwZMgTvvPMObt68iZiYGHzxxRd45ZVXrNejo6OxcuVKDBw4EG3btsXGjRvx4IMPKpWcRtMYi2+Kyqolg8GUYR2h4jlsO3gZB34s8ntWiCfdMnJdQq66zKQ+oyg1j/m/zED+5VuywQAATCLw2oZvIYjMqYZvWzlw9z20bx0PFQe7mrGKs1/v4c1sMctnJVeRL7ld69N05EBtZOju85DKqyVPxgANKtv+niy/KdpgL7QoFhBat26NBQsWYObMmTAajZg6dSp69uyJuXPnIicnBxkZGXj55Zcxb948GI1G9OnTB7Nnz1YqOY2mMQagLVsROIrWqvHp1xcDNivE1+DmbrBX6jNiABLjo7HXoRYrpc6hZWD7GleKK3FvxyS330NCrBbDeqfaDSpLHZlpG/C8DXK2OrZJwF2tmnk9HVlq8Du9Q0tcuFbhdWBx/NzqDPZjD47BPdCVG1qpHPoUXYcwYcIETJgwwe4+23GD0aNHY/To0UomoVFZCoxpI+/Gx19d8PkIQncD0sktYiSfJ4gimGhfRbWdSeLtILcvwc3TVoVUbblhbyMOotPkU++5mwjgblDZkS9BzmJEn1TrAL+305H1NQYcPHHd7r4L1yrwwqz+qDcPJnvyelU1RsmtRqpqjLLPD3TlhlYqhz5aqRwgjgXGtJF3o0NKgtezjDx5HbWat1634Dng4/0XnV5PEBkKbujx+sbvvZ7u6MvsKrk9jhxrgekdEvHULzNQU2dCbLTa5dYcnlLxnMddPq42Eby3Y5JdUAakp2W6CnJGk4D7e96FB/u182u2l1ytut4ouBwzcCTXqnQ1G82fVfeuXm99I5/X7O9K61Dc70opFBACQKpW/PFXF/DCrP7W2rmnW1c4vs7f9v6EKDUHBs5akCc1j3YKCHLdzGMGtsPHX12wP4RmZz7iYjSSU1odebvq2tUeRxaWoCcyBpPAoOIaBrtmZ3XHnKzu+L/PnWcYSeHNz1PxHEQGzJYoXLytkd8or0HprVp8vP9OC2/c4DTrvkwWjDGnIDcoPQXtk+OtK8YDMe03ULVqueDhLqgE/HxlBoAxMDgsalSIvyutm9opcxQQAkCqFscYw4vrv4VGZpsAT18HAOpNDACzq5VaalocBxiM8lMSAc7pNY0Cw58/OwkmsdhLiqUQ8CS4udvjSCroCQwQBIb3t5/B7x++D2MGtsOeI1ddpgkA1Coez0zrhZLbtV4XwFKDygCw+V8XUe/wee44eMlpsNgoMKctvT0pPLytbQaqlt4wftHSbjJCeoeWHn1mvqy6l2IdpG74wgEoO6js735VTfGUOQoIASBVi7MUiCYvfvhJzaNdzjcXbWullpqWm0pWjw6J2HPEeaDWUuh5ki5vjsSsrjM63c9xnLVGW15RB1GUzqPIgDc+Pu46QzZ0LaLx3x//6PNK5f+ckI71O/PBceyT3YIAAB9vSURBVJz1c3cMBgCg4nmAY3YLwjRq3hrkAM8KD19rm4GopetrDLhwrcLuvgvXKqCv8X9qsqf8GVT2pdvG30HspjgITgHBB44/TtsaO88BJrHhGEjbrhOPf0guSniTuVZaVFaNv+zKd1qxKqVZjMZaw+QA1JukB53l0uXp3jwFN/TWgXSRNUzh1JoPy7Gt0UZpVLJTM71VWGa/lsBVcJMqUCwF7cmL5dj4xTnrimhHonVRpc3nzRiq64zWAtVd4eFvbdOxlu5tAVleUQeT4Hg6ndiohZtUhcdgEt12f/kaSP3tbmuKg+AUELx0+PQNrN+V3zAbhjHMzure8OM019gBDhxjTn36ns4V12pUdvvN2FLzwNFzJdiRV+BRMAAaBg3vz2hj3Q7jnc0n7QKVu3S5GiS27M3Dc3AqTDVqHo+O7eY0YFxvFKwrhwNNql8fcF+gNI+TXvkdreGteygBsHbbGIwCRAa8u+WU3UZwrgoPTwKGpYDXwTXZ36ALJpMoeRiRvqrezbsFluNCUkFkOHauBMN7S6/k9yeQutuvyp1AD6qHAwoIXtDXGLBuxxlz4dHww163/QzaJ8ff6RuFZVM6Bo2at9vX399FSBzPY6cXwQBoGDS0FDbtW8djtpc/cLlBYpNJdLnBHhjD+zvOOI2hJDWPBu9Y2w4Q2359S55d7SFku9mcKIhQ8Ry0al52dlf75HicKbiJT/55EUZBtAbuDbvOYsWTQ+x3FxVEjBucZn1PV7XNw6dvYL05sIoM+N203khv11wyj3K/QXcFZInEwUsAsHrLSfzn+HS/xzo8caW4UvJb//DL8+jbNVnyffztZnKcsuvtWeMBH1QPcRQQvHCluFJyz5czBTedfrRajQrzJt/r1WEklhrJ+9ult264r3MSjl8o8yrNu49cxnf5JT4foyg3SHy5uNLpcBtbrsZQZo3rhvU78+1eMxAs/fq2NWiTKJoD0B2Wg2IcA4WGB+ZNvtdu9pXllDxLlxiHhjOiHV+vvKLOWnj864dC7Dh0GXuPXMGuQ5etwVCqtgkA63bm2wWL//noe6yaf7/kdyP3G7RMl5UjN5tIEO98N0BDAVxwXW83y0rpmTW8iwLen26bQI0BBGpQPVCUnAZLASEAEpppYTDad/MYjAIS46Nxs7Jh62FPpngCQG29SXYK6fEL5V4XogdP2h8L+Zed+Xhx9gCP57AnNY926j8XGbDpnxe8aqlIbZNgKTiZefqpWsWBMQbBxzEGDg0tGscatADnAsWSJls81zDQmhjf8IdmqblzYDCY5PPqWEDtPHQZRolDfqRqm6culTsVeCaByRbwcjvEyt1vITXLyELFc/jXD4XYeegyeJ5zWtG8ftdZj6cpu9K+dTx4AI5fL2NwuVurr902kTgGoPQ0WAoIXkiMl/4htYyLaphXbVtoAnhh3RFr4a7igP+c4Nw0t6WvMeDDL8/LXmdgUKk4CH7UrE1Cw3TYOR70OwPyB614OzBskvhDvLdTEtQqDlv+fQkaHl4HO8s6BNtuqZuVdW53gh3asw3at453CuL1JobPDxbg84MFGNozBYdOFbvswovS8Napu5YCqmHBm/2HYzu24U1tU6omePmG9IZpsdHSf8q2XWeOs4wsTIKIHeYgJsVoEvHnzSfB4Nk0ZTkJsVo89lC6XQtYxXOS60ds+bq+I9LGABpjGiwFBDds/yiPnitxum7pPhGdFi7Z95ILrGFBmKsvr7yiDmqHc4htWWrR/jIJDWsa2ifHe7T9geNBK+98esLroCQKIs4U3MSg9BRrLUeqNuoNtYp32sLh1KVyt887cOI6RvRp63ITvQMnbshfBMADmD8lw67WbNnt1LGFI7VmwUKuknG1uAqrN590OsFs33fSez1JvY5tbdIoiLIT2Nomx+FGeQ2cJwzfYZmd5m8BZCncL5dWQwWGbmkt3b6WP7ViJRYLBktjTIOlgOCC3cEkIoMg1ZfBcUho5tmXwXOuvzypc4odjerXDvuOXZOtzTlKbRWL4lu1Tt07DHBaOOdq8MxSsy0qq/ap719gsAYhl4PRXhjas43TH3j71vFOq7gdqXgOZwpu+jWszZm3ybAda5Db7dRxzYKtm5V1kvdv+ffPdt/Z+l1n8asHOksOyKttFv5ZuDtVz9al65XQqHin+7VqzqmrzN8CyDq+o+IhCqLbGVL+1op9mZHlqKisOiQCSmN0gTn/CggA+x9irUGAUWLaHtAw0NstraXLAVYLqbORbSXEajFt5N2y1wGAccDTv8xAlNqzr66wrAb3dU5yalkYTQ0nb9UaBBhMItbtyMcz7xzA8r8fw3+tPoDDZ6RryPVGwe1pbXJUPNewv7+Pz3f09Q9F0NfYn02QEKvFf47vDo2aR5SGh0bFO303BpPocRCXYzku1MLVbqcc5PvI5fr+HQfCjSaxYSdbiWBsu/DPk/RI6dGxJdQqDlEaFdQqDr8a3hlP/bInNA6/G38KIMsMKaPAUG8QYDSvTj91qdzpe3SVD9sNGz1+P5MIo8CwbvsZ2feS8rcvziH3/SNYtzMfue8fwd+/OOfxcwPN0gWmUXGIUvPQqLiAd4FRQJAhNf9eyvEL5aiqMYL34I8v+z+6OM1ecfxx6mR2MrXYffgKBJN3+4Ee+6kMk4d1tP6QVDwk/9AF1tC9YRKB9z6X/sPRV9W73Z9fjkkQ0bFNgs/PdyQyhrOXnQdJB6WnYOWTQ7Boeh8snd0fTl8NY2iri3NZYLr7Nh0XVMlNGdaoeZd/tHJ9/45dkJb3dCTXB+/JOQq2TlwsB2MM9UYBgsCw9ZufUVVrxOys7tCqecRoVdC6yYs7UjOkRAas3nwCi9bkSVZC/KkVu5qR5Ymismq7NQwAsP/7QhSVVXv0fEUwABzX8APlAlOxskUBQYbU/HspPN+w+MtdQIjWqtAhpWFmz+HTN7BwTR5W/ON7LFyTh3/+cM0aHDyp+by1+SR0LbyrpZXcqrP+kHiOd9s1xQD88FOp3X1/++Ic3tp80qv3tSWIwJWSSswa1y1grQR9tXRtLyFWi45tElBvFKB16L/XahrOa7a0JDQSrS2Nhnf5xyGIDN+eKbYWDpbam6Xw1Kg4TPpFR6x8coi1i0KqElByU/rktoHdk2XTBjQsUlSpOEx/sItkF4hjetRuPm+RwTr2wQBrbTq9QyJWPDkE//VIb6ywyYsv5H7bBhODwSRiw66zki0+23z4G5S84WqH2GCwPbCo3ijCKPOZ+YPGEGRIzb+XYjSJSG4R4zZ4iOZajb7G4DTv/G97f4Kah1czdxy3bXDn4Ikiu9fnuYaZTyoVL9vP/Le95xClVWFQegrOX73tVFvylsgY1u86i5VPDsGvR92Dv+7xv/ltmT/v6PzV2zhdcBOtW8agTmJKcFLzaHRsk2BdbPbRV+ftugRdbxjY4B/mGWEj+qTi16O6ulzEJDcw+uN56XUlBTeqAMZkWyoNXxnDx19dkF3U5Zie//v8tOyxq1Js1zcEogAuk1kcZyE3PuHr4jCp8STHLdJd8XWHWKXQoHIQSc2/lyIy4OyVW26Dx7SRd8vOOwe8Cwbe6tquOS4W6eG4lgAABJeb6QHrduSjtt6Ef+z7KSBp4bmGH3bve3QBCQiXb+idZkqt+ugH1wWfualtne3EyW8f7on93xdiRJ+2uKtVM8lppa4GRju3bY5TEmktlOiW0Gp4p0DlrkAIpUVVUVrXxY2rriBf8mEZT1q/8ywss8JnZ3neurirVTOM6JOK/TYVIdvDjhpbYwwqU0CQIbUPipwdhy67DBtRmjvdRe4WECnh3FXp+eeeEESGD7887/NiMUcmoeEHXFXjapKj597fmY9om030YjQqt7VgrZqXXKnsCudm+35XB824qtkN79MW2w4UOD0nWsPb7Q8VreExJbMzPvryvN3CLktrx53zV2971TqwCMTBRRbtdNKfj1rFgecCP0AKwFwHYuDh20l8vx7VFSP6tA2JWUaNsa6CAoIMqX1Q5AiC6LIhUW8UcPbKzaA1Nf3lSUvJU5ZTyQoC1A/LGKx7Cq3bfgbynSz2aQCcVyq7ex8Vz4HnGKRmkLr6bt3V7BzPZVBxzgPIRpOI9A6J4BybMx4OLJ4uuOnR45RUKjOGIAgMLz42IOCFrd35C+bfry/rKO5q1Sxk1i8ovbcSDSqbOQ74SdXq5AaORea8HN/RJ//8Gf/84VogktroAjUryGL1pyew7cClgL4m0FCoSs3OsaXigazBaUiM924WDtDwOTw99T4M7Wk/sOquG6GqxojB96ZAxcFpuqBlh1tbWq3KHIRtcBxuVtZB6zDI7Dj9VU5CrMbtY6R4OiPHE3JTfXkesus0LORm5bniz5TVUGaZMKFEVyC1ECA94Ce1nbGK59zOznHl73t/wqAeyf4mt9GlJcfi0o3ATbWTmkvfWAQR2PLvS/j84CUM7pGCb/NLIIoMJi++1znj0jFmQJpH3Qh/++KcXbejYBLtFoElNY92Wq1dWy8gWquCYHO/JRD4cp4AAJTeli4E3bX9AtnF2S2tpeR4jSBCdiU34N95CFJ7jIXzXkZKa/ItBMcFaJbpb1U1RmQNToNGZV7gpOaR7WbRmDsMwKHTzttfhLpABoNA4gDzAjT5wkSOIAIHTt7AxF90RL9u7k4guMNSu7yrVTPcn+G8UtqW1Dx2oGG31HU78qGvMaCqxihZIDtuDSKIrGF7CscWkIfnEkdHSX9Gw/vcpcR0dkkJsVpMHNrR6X6ek28hyP19etxSkGhpEXlNPiBInocMYOlfjuDzg5dgFESYBBGiKKKsog4B2EqIBADPA3MfSsfKJ4egq8zZAZ745J8XcXeq58/3dMsQwPV8dctYyqFT0ivCe3Rs6TT3Xm5NhSddICaZ3VpjtBqM7t9O9nlyC+d81bercwtZZPItBH+6fcorfO9ia6qafJeRVJPd8Y/eMsNm92HpjcVI4/vVA50xKD0F+hoDTv7s34Cp4xbhrjTzooD0ZBJB6W3p9SRaNe90boW+xuDztMMDJ4sk76+srUd6B/lzFAI5ywi4s/WJ49oAuRaCP1MtI3H7a6U1+RaCXJOdhDajSURRWTV2H3Y95dcTl2S2lJbizWwdyzx2OZXVBkRHSQeY6Ci10+BhQqwWQ3u2sXucJ0dCnr96GxXV0tN8a+tF2dXerVsGfhbL2Ss3JQtpuRaCPyuVg7nKOVwp2kLYvn073n33XZhMJjz66KOYMWOG3fX8/Hw899xzqK6uRr9+/fDSSy9BrVa20TJn+X5FX580jtOXyvHZN4GfqeQO59E2hnf8elRXlFXU4sRF50Cy//tC3He3dO28lUQtVl9jwL9+sB+T+NcPhW6PhPzmuPxaGoPRJLvau/hWHYrKqgM25VJfY8AWie+Mg+tZRv5MtWxqR2D6S7EWQnFxMd5880384x//wNatW/Hxxx/jwoULdo9ZuHAhXnjhBezduxeMMWzatEmp5ACgYBBJzl0Nzn4yHdt434UiV6BeLNKja7uWktf63OPc1+7rZm3Xy+UnBZTersVdrZqhS1vp7q0zAVy/0DAe4FzkMLieZQT4N9VSyWmakUaxgJCXl4dBgwahRYsWiI2NxejRo7Fnzx7r9cLCQtTV1aFXr14AgClTpthdDzQKBiS9Q0ukJNrvJuvtJAG9DyusVTIzW3gOUKt5p26lrPs7BHQhlKt9meLM6xNG9pUeWPZ3m3BbDX36zmmROs+BBIdi/TMlJSXQ6e5M50tOTsaJEydkr+t0OhQXF3v1HklJcf4nlES0h37RCTFRavTplox08xnF3565gUMnrmNwzzb4/JuLOC6zwZyU+3u3hU7nXSshsaVM4c4BXTu1woCeqZj6H11x7vItdE1riXYyA7l9YrRQq07YHZyjVnHok94GzeOiZN9//LDO+N/PpHepnTaqO3S6eAyN0eL/tp+xW2fD8xyG9mnn8rW9oQPw20kZWLP5hN39PM+ja6dWAXufUOHt7yQUKBYQRFG0W23JGLO77e66J8rLq/xaKEbCkzcbaQzoqrPWtktLG7pWOuqaoaN5TckDPdvIBoT4WDUqa+4szErv0BK6OK31dTzVNVW6O+aXmZ1gqDWgtNaAaB64r+Od7iO595iT1R3rd93ZkG/2uG7W15Az4B4dPojiUVNvXztPbRWLjrpm1vd6TGIjOHev7a1+XVrhN6PvwYdfXoCab8jDrLFdA/4+wabTxXv9O2kMPM+5rEgrFhBSUlJw9OhR6+3S0lIkJyfbXS8tvbPffllZmd31QPvL4hHUbeSHEX1S8e/jhZL7+DQWjZoHGPC77N74cG++3RbgGhWc0ubJzpT3ddEhtVWs03biqa1i8cpjg6zbaPfokIgu7Vr4lG6pXTOH9kzB2IEdvH4tXwdJVy94APuPXcVX319DtFaFh4Z0xH1d7BfkNdYA7PDebTF6SCec+7mMBnpDDMeYh0sdvVRcXIxHHnkEn376KWJiYpCdnY1XXnkFPXv2tD5m/PjxeOmll9C3b188//zzSEtLw2OPPebxe/jSQlAqKMRogNrAbODpUu8uSdA1j0bBjSpcvl6BegFIiFGhslaw1ppTW8Wira4Z9DVGxMdoMLJvO3ywJx+F5bVITYpBWko8jp4rRbMoNW45TEdUAbi7fXNU1xhRWWtEWut4PDyii7Vg3XXoEr7NL4FWzeFCUZX1eb06J6JZrAZgQJukWBTfqkOfLq3w+YGfUVBcjeaxaiTERaFTm3hU1wuoMwgY0TsV93XR4fj5Umw78DNKbtciSqNCj46JaB4XhYLrepRV1OMXPVMw9L5Ua0HVOS0JpaWVOH6+FN+fL0OfLq1wXxcdzl+9jUNnbqBZlAaD703xqh/++PlSfHHsKjgGPNivnVNhGQiens0bqrXLQIr0PIZq/ty1EBQLCEDDtNO1a9fCaDRi6tSpmDt3LubOnYucnBxkZGTg7NmzyM3NRVVVFXr06IHXXnsNWq3ntQVfu4xC9csKFMpfeIv0/AGRn8dQzV9QA4LSKCBIo/yFt0jPHxD5eQzV/LkLCE1+pTIhhJAGFBAIIYQAoIBACCHELKx3O5U7wUzp54YDyl94i/T8AZGfx1DMn7s0hfWgMiGEkMChLiNCCCEAKCAQQggxo4BACCEEAAUEQgghZhQQCCGEAKCAQAghxIwCAiGEEAAUEAghhJhRQCCEEAKgCQaE7du3Y9y4cRg1ahQ2btwY7OT4rKqqCuPHj8e1a9cAAHl5eZgwYQJGjRqFN9980/q4/Px8TJkyBaNHj8Zzzz0Hk8kk95IhZfXq1cjKykJWVhZWrFgBILLy+NZbb2HcuHHIysrC+vXrAURW/gDg9ddfx+LFiwHI56GoqAgzZszAmDFjMG/ePFRXVwczyR77zW9+g6ysLEycOBETJ07E8ePHZcsWue81JLEm5MaNG2z48OHs1q1brLq6mk2YMIGdP38+2Mny2o8//sjGjx/PevTowa5evcpqa2tZZmYmu3LlCjMajWzOnDns66+/ZowxlpWVxX744QfGGGN//OMf2caNG4OZdI8cPHiQTZs2jdXX1zODwcBmzpzJtm/fHjF5PHLkCMvOzmZGo5HV1tay4cOHs/z8/IjJH2OM5eXlsYEDB7Jnn32WMSafh9/+9rdsx44djDHGVq9ezVasWBGcBHtBFEU2dOhQZjQarffJlS2u/jZDUZNqIeTl5WHQoEFo0aIFYmNjMXr0aOzZsyfYyfLapk2bsHTpUusZ1CdOnEBaWhratWsHtVqNCRMmYM+ePSgsLERdXR169eoFAJgyZUpY5Fen02Hx4sXQarXQaDTo3LkzCgoKIiaPAwYMwAcffAC1Wo3y8nIIggC9Xh8x+bt9+zbefPNNPPHEEwAgmwej0YjvvvsOo0ePtrs/1P38888AgDlz5uChhx7C3//+d9myRe5vM1Q1qYBQUlICne7OWbnJyckoLi4OYop8s2zZMvTr1896Wy5fjvfrdLqwyG+XLl2shUdBQQF2794NjuMiKo8ajQZvv/02srKyMHjw4Ij6Dl944QUsWLAACQkJAJx/n5Y83Lp1C3FxcVCr1Xb3hzq9Xo/Bgwfjz3/+MzZs2ICPPvoIRUVFHn1/oV7mNKmAIIoiOO7O9q+MMbvb4UouX+Ge3/Pnz2POnDlYtGgR2rVrF3F5zMnJwaFDh3D9+nUUFBRERP4++eQTtGnTBoMHD7beJ5cHqbyEct4sevfujRUrViA+Ph6JiYmYOnUq3n777Yj4/sL6PARvpaSk4OjRo9bbpaWl1m6XcJaSkoLS0lLrbUu+HO8vKysLm/weO3YMOTk5WLJkCbKysvDtt99GTB4vXrwIg8GA7t27IyYmBqNGjcKePXugUqmsjwnX/O3atQulpaWYOHEiKioqUFNTA47jJPOQmJiIyspKCIIAlUoVNn+PR48ehdFotAY9xhhSU1M9+n2Geh6bVAthyJAhOHToEG7evIna2lp88cUXGDZsWLCT5bf77rsPly5dwuXLlyEIAnbs2IFhw4YhNTUVUVFROHbsGABg27ZtYZHf69evY/78+Vi1ahWysrIARFYer127htzcXBgMBhgMBnz11VfIzs6OiPytX78eO3bswLZt25CTk4MRI0bgtddek8yDRqNBv379sGvXLgDA1q1bQzpvFpWVlVixYgXq6+tRVVWFLVu2YOXKlZJli9zvNlQ1qRZC69atsWDBAsycORNGoxFTp05Fz549g50sv0VFRWH58uV4+umnUV9fj8zMTIwZMwYAsGrVKuTm5qKqqgo9evTAzJkzg5xa99atW4f6+nosX77cel92dnbE5DEzMxMnTpzApEmToFKpMGrUKGRlZSExMTEi8idFLg9Lly7F4sWL8e6776JNmzZ44403gpxS94YPH47jx49j0qRJEEUR06dPR9++fWXLFrnfbSiiE9MIIYQAaGJdRoQQQuRRQCCEEAKAAgIhhBAzCgiEEEIAUEAghBBiRgGBEEIIAAoIJMytXr0aX375ZbCToRhf8zdixAicPHkSJ0+eRE5OjgIpI5GIAgIJa0eOHAmb8wF84W/+MjIy8PbbbwcwRSSSNamVyiS0iaKIP/3pTzh+/Diqq6vBGMOrr76KTz75BHFxcTh37hxu3LiBrl274vXXX8fWrVtx6tQprFixAiqVCpmZmVi1ahW+++47CIKA9PR05ObmIi4uDiNGjMDkyZOtm8lNnDgRv//973HkyBG8+eabaNeuHc6fPw+TyYSXXnoJffv2xaVLl/Dyyy+juroapaWl6NatG/7nf/4HUVFRLvOxdu1abNmyBWq1GmlpaVi+fDni4+PxySef4MMPP4QoimjRogWef/55dO7cGYsXLw5I/nr27Ilz587hD3/4gzUtR44cwSuvvIIdO3bIvk+zZs1w8eJFLFu2DLdv34YgCPjNb36DqVOnKv2Vk1AThDMYCJH0/fffs6effpoJgsAYY2zt2rXs8ccfZ88++6zdgTmTJk1in376KWOMsV//+tds9+7djDHG3nnnHbZ8+XImiiJjjLH//u//ZkuXLmWMMTZ8+HC2fPlyxljDYSYZGRnsypUr7PDhw6x79+7szJkzjDHG1q1bx2bMmMEYY2z58uVs69atjDHGDAYDGz9+PNuzZ4/LPHz55Zds1KhR7Pbt24wxxv70pz+xNWvWsCNHjrDp06ezmpoaxhhj//73v9mYMWMYYyxg+Vu9erU1HcOHD2cnTpxghw8fZllZWS7fx2g0snHjxrFTp04xxhjT6/Vs7Nix1gNtSNNBLQQSMnr37o3mzZvjo48+wtWrV3HkyBE0a9YMLVq0wC9+8QtotVoAwD333IOKigqn53/99deorKxEXl4eAMBoNCIpKcl6feTIkQAa9rRKSkqyvsZdd92F7t27AwDS09OxZcsWAMDChQtx8OBBvPfeeygoKEBJSQlqampc5uHQoUMYM2YMmjdvDgD44x//CABYsWIFLl++jOzsbOtj9Xo9bt++DQAByZ/tGRlypN6noKAAV65cwZIlS6yPq6urw5kzZ6znUpCmgQICCRlff/01li1bhtmzZ2PkyJHo1KkTPv/8cwBAdHS09XGWvfQdiaKIJUuWIDMzEwBQXV2N+vp663Xbrh7b15B77T/84Q8QBAFjx47FAw88gOvXr0u+ry2VSmW3371er4der4coipg4cSIWLlxoTWtJSYk1cAQif7GxsS7TJvc+giAgPj4e27Zts14rKytDfHy829cjkYUGlUnIOHjwIIYPH47p06fj3nvvxZdffglBEFw+R6VSWQddhw4dio0bN8JgMEAURTz//PN+7Z554MABzJ8/H+PGjQMAHD9+3G16hgwZgn379qGqqgoA8M4772DDhg0YOnQodu7ciZKSEgDAhx9+iEcffdRtGpTMn0XHjh0RHR1tDQjXr1/H+PHjcerUKb9fm4QXaiGQkJGdnY1nnnkGEyZMgMlkwv33348vvvgCbdu2lX3OiBEj8MYbb8BoNOLJJ5/E66+/jsmTJ0MQBHTv3h2LFy/2OT0LFizA/PnzERsbi7i4OPTv3x9Xrlxx+ZzMzExcuHABjzzyCADg7rvvxiuvvIK4uDjMnTsXc+bMAcdxiIuLw+rVq92enqVk/iy0Wi3WrFmDZcuW4f3334fJZMLvfvc79O3b1+/XJuGFtr8mhBACgFoIhHht+vTpqK6ulry2ceNGxMXFNXKKCAkMaiEQQggBQIPKhBBCzCggEEIIAUABgRBCiBkFBEIIIQAoIBBCCDH7f5zv/00D/eXhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot antenna_centerline/sum\n",
    "var = 'antenna_centerline'\n",
    "data = pd.concat([df['sum'], df[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='sum');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Missing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "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>Total Missing Count</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>fcc_market_number</td>\n",
       "      <td>5137</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>c_ran_hub_name</td>\n",
       "      <td>5012</td>\n",
       "      <td>97.566673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_on_air_date</td>\n",
       "      <td>4716</td>\n",
       "      <td>91.804555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_structure_type</td>\n",
       "      <td>4696</td>\n",
       "      <td>91.415223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>search_ring_id</td>\n",
       "      <td>4659</td>\n",
       "      <td>90.694958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>threshold</td>\n",
       "      <td>4647</td>\n",
       "      <td>90.461359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>coverage_type</td>\n",
       "      <td>4647</td>\n",
       "      <td>90.461359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>duplex_type</td>\n",
       "      <td>4647</td>\n",
       "      <td>90.461359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>xmtr_location</td>\n",
       "      <td>4647</td>\n",
       "      <td>90.461359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>address_description</td>\n",
       "      <td>4470</td>\n",
       "      <td>87.015768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>spm_project_id</td>\n",
       "      <td>3881</td>\n",
       "      <td>75.549932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>radio_manufacturer</td>\n",
       "      <td>2607</td>\n",
       "      <td>50.749465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ret</td>\n",
       "      <td>1634</td>\n",
       "      <td>31.808449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>altitude_amsl</td>\n",
       "      <td>1139</td>\n",
       "      <td>22.172474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_altitude_amsl</td>\n",
       "      <td>1139</td>\n",
       "      <td>22.172474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>lra_partner</td>\n",
       "      <td>307</td>\n",
       "      <td>5.976251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>peoplesoft_location_code</td>\n",
       "      <td>94</td>\n",
       "      <td>1.829862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>fuze_site_id</td>\n",
       "      <td>64</td>\n",
       "      <td>1.245863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_surveyed_altitude_amsl</td>\n",
       "      <td>64</td>\n",
       "      <td>1.245863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>street_address</td>\n",
       "      <td>35</td>\n",
       "      <td>0.681332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mechanical_tilt</td>\n",
       "      <td>27</td>\n",
       "      <td>0.525599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>trans_cell_type</td>\n",
       "      <td>25</td>\n",
       "      <td>0.486665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>enodeb_eutrancellfdd</td>\n",
       "      <td>20</td>\n",
       "      <td>0.389332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cell_id</td>\n",
       "      <td>17</td>\n",
       "      <td>0.330932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>location_name</td>\n",
       "      <td>10</td>\n",
       "      <td>0.194666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>network_territory</td>\n",
       "      <td>9</td>\n",
       "      <td>0.175200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>network_local_market</td>\n",
       "      <td>9</td>\n",
       "      <td>0.175200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>network_market</td>\n",
       "      <td>9</td>\n",
       "      <td>0.175200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>network_sub_market</td>\n",
       "      <td>9</td>\n",
       "      <td>0.175200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>fips_county_code</td>\n",
       "      <td>9</td>\n",
       "      <td>0.175200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>enodeb_id</td>\n",
       "      <td>7</td>\n",
       "      <td>0.136266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>lte_market</td>\n",
       "      <td>7</td>\n",
       "      <td>0.136266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>antenna_h_bw</td>\n",
       "      <td>7</td>\n",
       "      <td>0.136266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>antenna_manufacturer</td>\n",
       "      <td>7</td>\n",
       "      <td>0.136266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>city</td>\n",
       "      <td>6</td>\n",
       "      <td>0.116800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>tac</td>\n",
       "      <td>5</td>\n",
       "      <td>0.097333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>sector</td>\n",
       "      <td>3</td>\n",
       "      <td>0.058400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Total Missing Count     Percent\n",
       "fcc_market_number                           5137  100.000000\n",
       "c_ran_hub_name                              5012   97.566673\n",
       "site_on_air_date                            4716   91.804555\n",
       "site_structure_type                         4696   91.415223\n",
       "search_ring_id                              4659   90.694958\n",
       "threshold                                   4647   90.461359\n",
       "coverage_type                               4647   90.461359\n",
       "duplex_type                                 4647   90.461359\n",
       "xmtr_location                               4647   90.461359\n",
       "address_description                         4470   87.015768\n",
       "spm_project_id                              3881   75.549932\n",
       "radio_manufacturer                          2607   50.749465\n",
       "ret                                         1634   31.808449\n",
       "altitude_amsl                               1139   22.172474\n",
       "site_altitude_amsl                          1139   22.172474\n",
       "lra_partner                                  307    5.976251\n",
       "peoplesoft_location_code                      94    1.829862\n",
       "fuze_site_id                                  64    1.245863\n",
       "site_surveyed_altitude_amsl                   64    1.245863\n",
       "street_address                                35    0.681332\n",
       "mechanical_tilt                               27    0.525599\n",
       "trans_cell_type                               25    0.486665\n",
       "enodeb_eutrancellfdd                          20    0.389332\n",
       "cell_id                                       17    0.330932\n",
       "location_name                                 10    0.194666\n",
       "network_territory                              9    0.175200\n",
       "network_local_market                           9    0.175200\n",
       "network_market                                 9    0.175200\n",
       "network_sub_market                             9    0.175200\n",
       "fips_county_code                               9    0.175200\n",
       "enodeb_id                                      7    0.136266\n",
       "lte_market                                     7    0.136266\n",
       "antenna_h_bw                                   7    0.136266\n",
       "antenna_manufacturer                           7    0.136266\n",
       "city                                           6    0.116800\n",
       "tac                                            5    0.097333\n",
       "sector                                         3    0.058400"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#missing data\n",
    "total = df.isnull().sum().sort_values(ascending=False)\n",
    "percent = (df.isnull().sum()/df.isnull().count()).sort_values(ascending=False)\n",
    "missing_data = pd.concat([total, percent*100], axis=1, keys=['Total Missing Count', 'Percent'])\n",
    "missing_data[missing_data['Total Missing Count'] !=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Percent missing data by feature')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(15, 12))\n",
    "plt.xticks(rotation='90')\n",
    "sns.barplot(x=percent.index, y=percent)\n",
    "plt.xlabel('Features', fontsize=15)\n",
    "plt.ylabel('Percent of missing values', fontsize=15)\n",
    "plt.title('Percent missing data by feature', fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We'll consider that when more than 15% of the data is missing, we should delete the corresponding variable and pretend it never existed. This means that we will not try any trick to fill the missing data in these cases.We can delete fcc_market_number,c_ran_hub_name, site_structure_type, threshold,coverage_type, search_ring_id,duplex_type xmtr_location,site_on_air_date,address_description,spm_project_id and radio_manufacturer,ret,site_altitude_amsl and altitude_amsl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dealing with missing data\n",
    "df = df.drop((missing_data[missing_data['Total Missing Count'] > 1000]).index,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "#function to treat missing values\n",
    "def fill_na_with_mean_or_mode(col):\n",
    "    if col.dtype == int or col.dtype == float:\n",
    "        return col.fillna(round(col.median()), inplace=True)\n",
    "    else:\n",
    "        return col.fillna(col.mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#passed my function through a list comprehension so i could fill all null columns with one line of code\n",
    "[fill_na_with_mean_or_mode(df[col]) for col in ['lra_partner','peoplesoft_location_code','fuze_site_id','site_surveyed_altitude_amsl',\n",
    "                                                'street_address','trans_cell_type','mechanical_tilt','enodeb_eutrancellfdd','cell_id',\n",
    "                                               'location_name','network_market','fips_county_code','network_territory','network_local_market',\n",
    "                                               'network_sub_market','lte_market','enodeb_id','antenna_h_bw','antenna_manufacturer','tac',\n",
    "                                               'city','sector','max_power','channel_bw','band_class','channel_number','pci']];\n",
    "df.isnull().sum().max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In summary, to handle missing data, we deleted all the variables with missing data >1000 and for remaining we replaced with median/mode values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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XLpw/fx5RUVHYvHkzbt++jWXLlkkdG/GQiLAgdGwdQReBRsCT3xUtvkRc5VRCuHjxIl5//XV89913mDx5Mt5++23k5+dLHRshpAGoDYm4yqmEwBiDTCbDkSNHMGTIEABAbS3dZRDiz4ztEkEKGcJCFAhSyKgNidjl9NQV8+fPx+3btzFo0CD8+c9/Rvfu3aWOjXgBjYxt2mjxJeIKpxLC22+/jf3796N///5QKpUYMGAAJk2aJHVsRGI0MjYw0OJLxFlOJYSwsDCkpqaaHk+bNk2ygIh30MhYQog1p9oQSNNDPVAIIdYoIQQo6oFCCLFGCSFAmfdACQ2SUw8UQoh7cxmRpoFGMRNCzFFCCHARYUGUCJoA6j5MPIESAiGNHHUfJp5CbQgBQF2jwY1CNdQ1Gl+HQjzMvPvwPY0eGh2Pz3Zftviu1TUaXL1VQd8/cYhKCE0c3T02bY4W1qHpr4krqITgZd68W3fm7pE0bva6D5t//zW1Ovr+iUNUQvAib9+tO7MsIzVGNm72Fta5UaimZTmJSygheIkvpopwNPiMqpOaBrHuwzT4kLiKqoy8xBdTRdgbfEbVSd4ldVWh0MI6NP01cRWVELzEV3drYnePzlQnEc/wZUmMpr8mrqASgpf4cqoIobtHqk7wDn8oiUWEBaFru5aUDIhDkpYQqqqqkJaWhr///e9o06aNxb5Lly5h+fLlqK6uxoABA/DGG29AofC/AosnG13tTRWhrtGg4laF1+7i7DVGEs/xVkmMOgcQT5DsCnz27FlkZGQgNzdXcP+iRYvw5ptvIiEhAcuWLUNmZiamT58uVThukaKoLzRVhK/6itNcRtJztSTmzoWdOgcQT5GsyigzMxMrVqxAbGyszb78/HzU1tYiISEBADBlyhTs3btXqlDc4q2ivq/7igtVJxHPcaWq8NjFO1i8IQur/3MGizdk4Vj2HYev7w9VUqTpkKyE8NZbb4nuKy4uhkqlMj1WqVQoKiqSKhS3eKuoT427TZ8zJTF3uyXT74d4kk8q7XmeB8fd/xEzxiweOys6OtzlYyqr6nD1VgVaRYUhMjxY9HlBoUHQW5b0oWdAt04xdo9zlbfO01AqVXNfhyCoscSlAtDZzvMrblVAoZBZJASFQgY9J7P7Hl35/TSWz8pfBGJcPkkIcXFxKCkpMT0uLS0VrFpypKysCrxV/aw9rtbVzx7XzbLRdVw3aO5pUHLPs8Xx2eO64VMvnMdd/rpAe1OKS8546MySAQDodDzkjHf4Ws78TpvSZ+UNTTUumYyzeyPtk4QQHx+P4OBgnDp1Cv3798f27dsxYsQISc9pXiQ33oU5KpJ7rdGVAWAMDBzAnE9wpOloSK8v6hxAPMWrCWH+/PlIT09H7969sXr1amRkZKCqqgq9evXCrFmzJD23u3WtUi8gY0xUWj0D9HoA0k9pQfxTQy7stNAR8QTJE8KBAwdM//7kk09M/+7evTu++uorqU9v4q8DsahRkJijCzvxpYAZqeyv87r4a6IihAQe/xsaLCF/nNfFvO7YvLHbW7E11hGu3h7ZTUggCKiEABguwP7Wg8BXiaqxjnClVcAIkUbAVBkZ+ev6st6egKyxjnD19chuQpqygCoh0J3lfY21Mbuxxk1IYxAwJQS6s7TUWBuzG2vchDQGAZMQfLFimT/z5foMDeHJ3mJSr2JGSGMTMFVGdGdpq7GOcG1oI7y6RoODZ/KxKysXCrnMrxrUG2uvL9I0BExC8HX3Tn/VWAdCudtb7NjFO/h0z2Vo66cv0frR6PCG9PqiREI8IWASAuCf4xCk1JQvEu6MQzBNE2I1iRwgfcO0o+/C3emvgcbbfZj4n4BKCIB/jkOQQlO+SLjbW0yoHclIyupDZ74Ld3tPNSSREGItYBqVA0ljHWPgjIb0FhNqRwIApZyTrPrQ2e/C3TYu6ixBPIkSQhPUlC8SDXlv1j2rlAoZJv+uI957/hHJSk/Oxutury/qLEE8KeCqjAJBU75INPS9ebtnlSvxuhNbQ9ZRIMQaJQQfsW5k9ORkbU35IuGJ3mLe7Fnl6nfhTmyNtfsw8T+UEHzAupFxeJ/WOHyu0KNTajTli0Rj6y3mje+isXYfJv6FEoKXCfUKOXA6HwCcXtrTWc5cJIRKKo0hiTSkt5gv3iNdsEljQAnBy+x1fTTydJ94sQugWEmlKXZVNWrK3XEJaaiASwgFpdU4e6MCquZBeCCmmdfPL9b10ZwnG4DFLoD2SipGxpKKyiOR+B712SfEvoBKCP/37RX8YHbRG9UvHk+N6ebVGIQaGR9sE4ns3ArTc4b3ad2gC5SxRBCslIteAF0pqXR2OxL/4o2ps2klNyI1Kas8AyYhFJRWWyQDwHBHPKpfG6+XFMwbGYOVcqz87GeL/YfPFWLi8I5ufdnmJQKtnof1Jd94AfR2ScUfSN0dl9bbIFL78fRtrP3ijGRVngEzMO301RKXtkstIiwIHVtHoE6r99ggMutRsTo9g1YvfAGMCAvCg20iLfbFx4TZDIwC4JcrzLnDWDpTKmQIVsqg9OCU37TeBpGaukaDtZm/SDoDQcCUEACxu2H7d8meYK+I58m7VqEqEaVCBsYYlGbTPEeEBaGgtNqimgoA8ktr8OqMflAoZIiODEH2jXIs3pDVtO54GQDGAHD1//cMWsmNSK2sshYKOQeN9v42T//GAiYh9Osai68P3RDcbk9D6+sc9Wrx5LTcQsmFA7BiziDUafUW7+FGoVrwNS7mlmNU/zYAYLrj9XR3WF8xzXaqZzDeCHjqPUVHhli01QCGbsRNqcqN+FZ0ZAh0IiV+TwmYhBAepoSM48Cb3RXKOA7hYUrRYxraRdHZXi2eGmhlTC6f7rpkeq+zx3cXbCPp2DpC8DX2nbiFvcdvIXloe7++43Wn8basshbW7egcB9wquouHOkaLnsfpGwLrEocHSyCERIQFIf2JBJs2BE/+PUqaEHbs2IGPPvoIOp0OTz/9NGbMmGGxf/369diyZQsiIgwXpyeeeMLmOZ5iaMCV4Z5Gb9oWrJSJXuA80UXR0cRmjubHd6tkwmC4ynEAbJqU73sgphl6dmhpU21UpzW8351Hb9pc0PylkdndxtvcO2rUai3v4uu0PNZ9dQ5zknvYvIbQDYHYiOOyylrIZBz0ZndwMj9KoKRpSOzXBm2iQxtfL6OioiKsWbMGX3/9NYKCgpCWlobBgwfjwQcfND3nwoULeP/999G3b1+pwjBxta7eE3XCYufMvaPGu5tOi05d4e4AMaEFYMSSmLpGgyu3fhN9LYWMQ9Lg9th99KZfrTBnnqjFqrKEkqm6RoMvvr8m+JpaPTO9BgDRLrsbd16CjIPgspvBSrlNA75WzxCslHv2AyABT8pR75IlhKysLAwZMgQtWrQAACQlJWHv3r144YUXTM+5cOECPv74Y+Tn52PgwIFYsmQJgoODJYknIiwIj/RpbdH11F5/f0809gqNOXjysQfxxffX7E5dITZAzNGPwJUkdqvort1up3qe4dG+8Xi0b7xfzRnk6D0al8iUcQDPgDn1F21H4y7kMg4/nsnHrqM3Rbvs6nkGPYSX3azT6qFUyCySsVIhQ51WD0IaC8m6nRYXF0Oluj/GNTY2FkVFRabH1dXV6NGjBxYtWoStW7dCrVZjw4YNUoUDdY0Gh85YXmh/PJMv2mXL3fnprQ3pGYdV/zUMr0zri1X/NQwd4iIcDgiz5mw3VFeSWE2tTvA1FDIOCjmH1N91NJ2za7uWfpEMAPvvUV2jwcZdl6DV8ajT8tDqeGzceQnqGo2h0dfOxVmn57Hz6E27XXatmX8v0ZEhNgmEq99OSGMhWQmB53lw3P0/EcaYxeNmzZrhk08+MT2eO3culi1bhoULFzp9jujocKefm3e5CNZ/33oGVN7ToXN74QbFlMTmGNG/HYrKa9AqKgyR4e6VXlSAabRvTFWdTRyO6BnQrVOMw/OrAKQ/2RdrM3+BQs5Bp+Pxh8e7IiY63ObY1mU1gq/BMwYOwJc/XEeQUgaAQ/oTCUjs18a1oBuosqpO8HNXAejZMQq/5JSatvXsFIXO7aNx+kqxYLKorNWjc3wkOBkHsQ9/UK84nLlaYnGHH6Q0VA0p5DLweh48g8Xrm38vps/+izOQyTjwPEP6k31Ff1u+oFI193UIgigu10gZl2QJIS4uDidPnjQ9LikpQWzs/S6eBQUFyMrKwtSpUwEYEoZC4Vo4ZWVV4B2MtjX6Na9CdHvb6DC7x7YMVUBzT4OSe54ZADK8d5xNtZCcA4KDFcJtCOO6OX3+nm0jsWrBUBw8k49dWbn4+kAOvvzuqk07hFykBwx/v0cmNPUNsGszf0Gb6FCvlRLs9e4qKK22SAYA8MvVUpy9dAeVd4VLUZWVNbhSp4VSLoNOL1xKOHHxDqx/Sjodg0wGMJ4HD2Bor1Y4calY9HtRq++BMQYGDowxqO/e84u1u9U1Gr+q9jPnr+ubN9W4ZDLO7o20ZAlh2LBhWLduHcrLyxEaGopvv/0Wf/3rX037Q0JC8N5772Hw4MFo06YNNm3ahNGjR0sVjsWdnzPbpaKu0eCnswU222UyGZbMHIDIUAUiwoIwcXjHBvUk2H30JrR6Zqrv/ueuS2gX29zUBVWozlsMz/N2u2Z6kqPeXWLjJ24UqtG7czTkVoUAOQe0a2W4o7LXZiKXcdBa9UDiGQNvlj8On7+DP4zsjO7tWtp8LxZjHATaGHyFptMgrpCsDaFVq1ZYuHAhZs2ahUmTJmHChAno06cP5s+fj/PnzyMqKgorV67EggULMHbsWDDGMGfOHKnCQftWwsUsse1SKausFSzVyGRAuFnvAePUFu5cTIQaUHV6htc/PYFj2XcACNd5i9HpGdZ+ec50rJQcddUVGz9h/KxG9I232J7YN97UK8PYJhQSZNvzx7o7qpith34VTNL+uI41TadBXCXpOISUlBSkpKRYbDNvN0hKSkJSUpKUIZjU6YSrCsS2C3F3bID5ccFKuWA1tl7PUFWj8Uix3tAF0vYCpzPrXmndA0qj00PgkPvH8gwbd2RLfsfrqGH8gZhmGNUv3qbK7VbxXYSHKXHoF8vS14+/FJgmCjQOALx8swJ/337Rrfg4TrjXlj+uY03TaRBXBcxI5YZyd9Sy9XHjh7YXrKrheYZ3/+8kNFo9hvdujccHtHVrFlbj+cTu/hlguiAM6RmHdrHNkZ1bDj3P44sD1+2+tp7ZH9XrCc6sQTxxeEebhLBxRzbmT+wleFE2jzkiLEi0mszYVdWIg+1MV1odLzi2ICIsCMP7tLaIa3if1gAM1VneWJ3N+obFH5MU8W8BkxCimgv/EYhtN+fuqGWh43Zl5RpGElvhcb8r6MFfCnDwlwKL9RqcKZ0Inc+aVsdDV7//2MU7+MfObJvGVKk4W8IyJqobhWp0bB1hkxj3Hb9lc4yeAcUVwj2nrMW2CBXc/vtHO2HbT7mmxDBhaHvsyMq1mD9GKecExxaoazQ4fK7QYtuPZ/Lx07lCKLywOpvYDYtQkqLSARETMAlBbICQMwOH3C16Cx2nkMswdnA77Dx6EzLOcMfGAYJ93o3rNdwquutU6cSZRW8A4L3NZzDt8S7Y9O1Vl5OBMwlUiCslLHvPVddo8O3PtgkBAGJbhtltVDZ/bevSwKh+8Rg3uAMe7qwyJaLwMCV2Hb0J83ICx3GCd9hCn72eAXodD+PklFI1MovdsLSLbW6TpBqy1gZp+gJmPYQ7ZdUubTfnbtE7OjLENDeQUZ2WR3io0jBPUP1L2hsAlZ1bbrHGgb2GQWcWvQEMbQmf73c9GQBAuUjXTnus12mw9x4cPbesshZKue3PVi7j0L19SzyT0hNKOYdghQxKOYdnUnpaTF/xaf1rG987B2D+hB54akw3HLt4Bys/+xmf77+KlZ/9jOzccps1Ix5sEyl4MXXms5eqkVnshuVGoRrMqnsxY8ynDd3EvwVMCeGUyEI4p66WYOhDre0ea5pFdPdl0139+KHtHZ6zqkZrMbsqYOjK+J/vrsJwM+f4ilxZVQeZk6UT6zh5BvyuT2scOltgM22ujAO8NamC2AXrVtFdNAtRWlQhCT2Xw/22i+jIEMFENn10F4uGY6GqqYNn8m3aD0Lr/twAACAASURBVBiAT3ZewqVbFTiRXWxxl/3PXZdsPrfs3AoUlFbbVGMZP/t/1s80q+d5AJzlQDaJ6u/FblhiW4TS/ErEJQFTQggPFc59Yttt1C+sotPx0OkZdmTlYtGHR+x2xRTrM88JtCGI2XXsFmo1lpduuxcW4wIw9f9/sE0kFqXZTh7ozhQ7Mo6zqH5xltAFS6MzzDK6+j9nsHhDlkV3WOvn1ul4rNtyHsey7yAiLAhPPvYgFHIOIUEyKOQcZiZ1xci+90dSC3XZVddoDO03Ig6fuwOd3rahX4jY95pzuxI6PYNGx0PPA93atWjw1CfOEJtmRawHnTulPBIYAqaE0LF1JA6dtb14d2wdKfBsS5YLqxjo9YaJzux1xRTrM2991+mskCA5eDtzoAstALNxRzZkMs/kfevqB2cbia17Dul4Bl7PQ8sLTxRnXNPB/PPW1lcd3avVYfOBa+A4w0jqR/vFo383+4scAXCqmsT6+i9WAyTUKC20Znd2boVpBbpgpRx1Wj3UNRpJkoJQyejEpSLB54rNY0VIwCQEsTtqZ4rw9hpr7XXFFFpzoGvbSFzPVztV129OzgEzRndF787RohcU0YZNgQEGwQoOdTrXYmC4/16PXbyDT3ffX4hHaD0Bc+YXrOpaLT7aesFibQrzarAhPeMQHqrEh1+ft2iDkck4bLJq+zhwKh8HT+djXkpPu+cXmp7aEYWcs0neHIDi3+6hVXSYxfcgtjb3lbzfEBMZ0qCFlpxlPS1yWIjwn7fYdtI4NHQVR3sC5pcRrBCuNxXbbs7RTJlid1xCaw5cz1dDLoPdQWDWPWAAw4Xd0chlR3FavJ6bfU1ranWGWUV3Ztf35rlfEnHUg6aqRouC0mrEtgi1Ob9Oz6O6Vmu6g27XqrnNgmM6PS94184z4NNdl0znLyittumy6k41CScwEoEB+Pe+y2DgrC7swp9nnUbX4IWW3NWuVXNTEjKSy9yr9iP+4cfTt21WTPPkzUXAJITi3+6Jbu/StoXpsVj2ZYLDlAz+seMieMZsvhihNQcMj+23IQhd9JyeW59zbvH4hC4qnL1W6vJdM1D/vgQSlr1Ba//37RWLKpWeHVri2u1KwyhprR48Az7aesFiZbLkoe2x8+hNUz/+xwe0we5jwl1OZfUjiLcfvmFxHvOxHM4yVs316RyNk1ds7/wNJSvLUd/d2rYEYLtmd0yLUJ+NFo4IC8IzE3rg012XwckAxgNzkn2/yBFxj7pGg7WZv0h6cxEwCUFsMJL5drH+77eK7tr0FjKn44W/GLGSw6N9H8DBMwWu3aUzWNxBCzGuGexMGaFVlG0PFGe4U91gr369TqfHui3noa3vZgpYrkwGxpA0uD0erZ+jSCwh1NUPuLM+j3Esh7PjJ7q2jcSTo7ogWCnHG5+esPtcYxfOiLAgKBQywbtxn48WZgADA8c4MCd6tRH/VVZZC8asesmZ/QY9IWB6GTmay8iVvvJChPqYi108H34wBv/vhUfwpycfRvtWzk1PodXz+HDLebzy4RHsOHJDMC5X6sljIoUTpCNRzUNMVRHm7FVFiPXKKf7tHpqFKKGwbvfgDYvT3NPoodUz7D56E4Dhjrd3pyjB1+IAXBGZ4jw7txx1Wj0Ehi/YuJpXaWoAVjg4wLwLZ3RkiOhn4omFlpxRUFqNI+cLUVBqGFtjXDDI2PNJp2emBYNI4xOslENr1e7n6W7EAVNCyL5RLrr9oY7Rhuxrtc8470+7Vs3tVBgZCN31CR3H1W+PCAtCVY0WN4scD4wzqqsvKm796Qa+OXwDz1g1pLpSTx4a7PpXr6iftuGBsGaGqojdlktVil3kxHpbxbYINbR7OJiC27yKpWeHljj/q+13KZdzEKuKi2hmmNfHMGWI44T5/ck8DOkVB42DiQ/Nq/HElmgFgFYtw/Da7IGo0+olm9PIukpuVL94JHSJcTi3E2k86rR6BCllpnVKAM8v0xowCSEnX3hBeeN2Q/a1vDCZT2Qms6oOMKeUc6J3fRzHWXbX5AyNqwDw2Z7LLr8PIz0DPvnGsiFX6hGoOj1D7h1DY629AWDWwsOUggl19eYzSHu8i8M2D63+/vdwQSAZAADPA/26qrD10K82Cbh7e8MSoEkD24pWOZn78WwBfrCaNVWI+RKZ6hqNzUyrB88U4KezBVDIZaYqSLHk2BBCVXIHTudD1UK4Woq6nTZO0ZEhNmNjeA9XPwZMlVFLkeUnjdvF7q7L79Ya6uZFup0GKTi8OLWPYEv/5ZsVNm0PjAEr/nkCP57Jb3CNLgNw6Jd8U6+aK7eEq0yEFDoxZYeQzd9dM1U5OLtmQ1llreAaBFo9w3++y4HSqsirVBgGnCnlhs+cAXjj0xPYc/wmLuYKv0eeMYSHKfFoP8v1EEb2izfFN2ZQO6d+8M427ZhPFCfUgYBn96u+pFyLQKxK7re7wueibqeNl829kxMdSFwRMAmhVUvhZTKN28XummpqdYKlByONjqFEoAfTsYt3ROfc1/MM24/kemS1tm2HbiDjH8fx9r9P4Vh2sdPHnbzs/HPN8Yw3lURy8n7Dtp9+RU6ecOnLKDoyxGLMgTmFzHb2UF7PY1FaX+jqL7D6+gXvv/rB/vTcl29W4IjAZG7mCWzexJ5wYv4/p/xwOt/02vklVQ6fL9VcRmKljn5dVS619RD/VlZZW181ep9MLvPobypgEoJSIfxWjdvv1QknhHt1Opy6Yv/i+cX31yzu/ApKq/E/O7LtHuPsWtCOGFOKq6Ofq+5pHT9JgJ43XOBXbz6DtzedxjdHcvH2ptNYvfmM6DEXfy2z83oMMuupPDgOFVV1Njc/jt6hulrjcNWyw+cKPTbdN4MhCQFAcblwt2Zzmvo2BE8zLhpkblS/eHRp2wLPTOhRX9oylLqemdCDup02UsFKuUX7ASC+Poe7AqbsmHtHeGFq43axu/W7NVrsrO/lIsa80fPYxTv4xy77ycAfRIQpUVntelKIbRGCorIai9HXgKEbaU7ebxZjOox+tlMaefjBGFy8UW5RgghSyKCudq1qRSbj0LNDFL74Psdiu/lFOCfvN5u4ndWvawxOXy212W6MMzjYiT9KF+awctVTY7phVL82NgPyjPMrGdPptduVtKZyI1Wn1dsMWpVxzk3h76yAKSFUiLQRGLf37CDcnTG2ZajDejpj7xHjCF6+4TVBkiurdHxHK6T4t1qczhGepuFibjnUNRrcKFRblJjaqsS71p66UmKqGjLS8wyqyBCbqh25jBOt7hk7qC3Cw5S2F12zxxdzhRukHeEAJA1sJ7jP+LtxJoEFKTxbvLf2QEwzPNK7tSkZiDU2G7ulksYlWCkXnG/LkyWEgEkId2uE74aN28WK3W1U4Q779hvzxZmrJYLrJfujGo37gYYKNBADwN3qOiz68AhWbTptMRPsnQrx5MMA9O8aY9FP/8E2kfhgy3nTj18m46BUyDB9dBfb6qV6D3eOQVllLYKsqgbNL8IRYUoX3+n9GOt0erQMtzy+ZbjSdPFt2Vy404I5by9fKdbYLLad+Ddjt1Nz1O3UTTUibQTm24WK3RduiNd/GzEAH359Djm3A+MPTaz94YdfjA26lvMblant3xUfyy7G8N5xGNmvDXQ6Hm9vOm2xn+cZlkzriy5tW+BybgV+FphO4kpeBUYkxNuMadDoeNNFuOQ39+/Or+dXoqLK8n1XVGlN1WR9OsVg11HbLq2K+mQmtDa01MQam6Xo+kqkZ/gd264VQt1O3SBWe2vcbqzqCA9TonfnaNRp9Sgorca567b1xkICJRkAsKniEWOc30jnYIAXABw+fwfBSrndOacAiA4Wu55fafiHTUv0/cctmrt/MRa7qzbOcio2En5eSk+8Mq0vVv3XMKq7Jw0SERaE9CcSJB31HjAlBJ4JV+zzjLeYylmr58HBUE2h1TOPdVFsSh7uFI2DZxwP3DISq66zdqNQLTrnVJ3GUJL7taBScP+vBZWGKiOl3LKBWik3NfiHBLn/cxeLKy7a0G1ZrG3gXp3OZ3fk9qqMrFd8I41DYr82aBMdStNfN5RYuzDPA//YkV3ffdNyARzA+UFKgSJEId5jy5qxz7uzU3Krq+vw2e5Lgvv+vT8HP5zJR3Wt8GtV1+odTiTn7rgPuYxDrw5R+O5Uvs2+B6Kb2X1tT4w1cRdVGTVN1uteeFLAVBlpREbra/X3+/ITx3gO+FlkXEZMZDAUcs70n7HPe02d4094eJ84fHnwV7uN8vmlNaIJmoPhD8U4f9D9170/mtjd0l6H1uGoEhm4aKzKai8y2EtsuzcYpwwxx9VvJ0SIpAlhx44dGD9+PMaMGYNNmzbZ7L906RKmTJmCpKQkLF++HDodzbHi7zRaoKC0RnAf4xl0+vv/XbttqN6xV8hKeDAab84bjM4POF7KFBC/qMdFh0Fdo8GPZyzv4n88c3808WmBxmhnXM+/i3CR6R6Md9sKkYGPYtsdWbXpJOa/ewCrNp1063hAeMqQkCC55HNekcZLsoRQVFSENWvW4PPPP8e2bdvwxRdf4Nq1axbPWbRoEV577TXs27cPjDFkZmZKFQ7xgjKruXOMfd7ldu7MQ4LkeCCmGc462XgvVkLo3Tna7sI9AFDq5tgLACiprBXslmysixfrC+5OH/G57xzA5Tw19Ay4nKfG3HcOuB4w4Pu1GEijI1lCyMrKwpAhQ9CiRQuEhYUhKSkJe/fuNe3Pz89HbW0tEhISAABTpkyx2E8aF1WkcD/801ftT/sxuEcrAECFg66pjoj0GbBgb5EjRyKaBeGpMd3w5rzBeCa5B96cN9hiJbY6rd5mehR3+oiLlQjcKSlEhAWZ1mIIC1FIuhYDaRoka1QuLi6GSqUyPY6NjcW5c+dE96tUKhQVFbl0jujo8IYHStwWExmMxwa2R7/usbhwvQz/t8e2QbhZsxA0C1NAXS1cHfj4sE4AgBYRoS6tDWFt1OD2iFeFQyE/ZzGvk0LOoV/P1ogMD0by7zrjf3cJN1qP6t8GXdu3xN+/Pm+zT8YBw/u1RWR4MFSq5ni4h2330aDQIHBWg+Y4jkO3TjGIFJlpV0hOvnDPoJx8NVQq19sjUhKbY0T/digqr0GrqDCXYvEWd96XNwRiXJIlBJ7nLf5AGGMWjx3td0ZZWZXHJokjrns04QEkDWgDAOgWL9xzpVt8BMYMaIuvfrRdb3hqYkeUlBiqcx7t0xpnc5yrNrLWKioUqvAgaO5pMDfZduEezT0NSu5pkNi7NT7fewnWN+09O7TEU6O7AgAOdWhpMd8RB8NYAuNr2DN7XDd8tvsyFAoZdDoes8d1c+o4c13iI3A5zzYpdImPMH1W7ujariVKSu66FIs3qFTNG/S+pNJU45LJOLs30pIlhLi4OJw8eb+YW1JSgtjYWIv9JSX3G/lKS0st9nvaP5eOcrsulthSyoHxQzuaHhun/jhgtWrXAzHN8EBMR2w/fMPiQmx9/MNdVIiPCUO+WYN1WLDMooeS9cRegGE9irefHWp67Gjhno8XjcLuozdw6GwhoiKCMfl3nS0m5HslrS9y8n7D6ZwSxEWFoW9XldNVLMZz6zkZ5Ix3q2pm8YwBgr/TxTMGuPxahLiKY8zDKyzUKyoqwrRp0/DVV18hNDQUaWlp+Otf/4o+ffqYnjNhwgS88cYb6N+/P/7yl7+gffv2mDdvntPncKeEYP7H9s+lowAA728+jYu5v0EpB2QyGWq1jiuknVuM0T0twhSIbB6M28XVTs2NFKIEBvdsjVt31LhhVe2ilHNQyBjuaQ3PG94nHnFRYbhZVIV+XWKwcddFVNXef7/BSqBtbATu1WpRVHEPwUoOWj2Hnu1b4ME2kThxqRiDesRaXMzNGRfrMZ9x02j30RsOjz+bU4LTOaXo1yUGD3dR2bzegVN52HsiDwDD1Me6YlBXleDr+JIn7i5XbTqJnNtqdGkT4ZFk0FTveKXSVONyVEKQLCEAhm6nH3/8MbRaLaZOnYr58+dj/vz5SE9PR+/evXH58mVkZGSgqqoKvXr1wttvv42gIOfvqtytMmqqX7ZUKC7X+GNc/hgTQHG5qlEnBKlRQvAOiss1/hiXP8YEUFyukjohBMxIZUIIIfZRQiCEEAKAEgIhhJB6jXq2U1kD5qZuyLFSorhcQ3E5zx9jAiguV0l53WvUjcqEEEI8h6qMCCGEAKCEQAghpB4lBEIIIQAoIRBCCKlHCYEQQggASgiEEELqUUIghBACgBICIYSQepQQCCGEAAjAhLBjxw6MHz8eY8aMwaZNm7x+/qqqKkyYMAG3b98GAGRlZSElJQVjxozBmjVrTM+7dOkSpkyZgqSkJCxfvhw6nfCaxJ6wfv16JCcnIzk5GatWrfKbuD744AOMHz8eycnJ+PTTT/0mLgB49913sXTpUrvnLigowIwZMzB27FgsWLAA1dXurxntjJkzZyI5ORmpqalITU3F2bNnRX/vYp+jpx04cABTpkzBuHHj8Oabb9o9t7e+wy+//NL0GaWmpqJ///5YuXKlz+MCgO3bt5v+Ft99912755fk98UCyJ07d9jIkSNZRUUFq66uZikpKSwnJ8dr5//ll1/YhAkTWK9evVheXh67d+8eS0xMZLdu3WJarZbNnTuXHTx4kDHGWHJyMjtz5gxjjLFXX32Vbdq0SZKYjhw5wp588klWV1fHNBoNmzVrFtuxY4fP4zp+/DhLS0tjWq2W3bt3j40cOZJdunTJ53ExxlhWVhYbPHgwW7Jkid1zP/vss2znzp2MMcbWr1/PVq1aJVlMPM+z4cOHM61Wa9om9nu397vzpFu3brHhw4ezwsJCptFo2LRp09jBgwf94js0unr1Khs9ejQrKCjweVw1NTVs4MCBrKysjGm1WjZ16lR25MgRr/6+AqqEkJWVhSFDhqBFixYICwtDUlIS9u7d67XzZ2ZmYsWKFaa1o8+dO4f27dujbdu2UCgUSElJwd69e5Gfn4/a2lokJCQAAKZMmSJZnCqVCkuXLkVQUBCUSiU6d+6M3Nxcn8c1aNAg/Otf/4JCoUBZWRn0ej3UarXP4/rtt9+wZs0aPPfccwAgem6tVouff/4ZSUlJkscEAL/++isAYO7cuZg4cSL+/e9/i/7exX53nrZ//36MHz8ecXFxUCqVWLNmDUJDQ33+HZp7/fXXsXDhQuTl5fk8Lr1eD57nce/ePeh0Ouh0OigUCq/+vgIqIRQXF0Olur8Gb2xsLIqKirx2/rfeegsDBtxfH1csHuvtKpVKsji7dOli+rHl5uZiz5494DjO53EBgFKpxNq1a5GcnIyhQ4f6xef12muvYeHChYiIiABg+x0az11RUYHw8HAoFArJYwIAtVqNoUOH4sMPP8Rnn32GzZs3o6CgwKnPS6q/g5s3b0Kv1+O5555DamoqPv/8c7/4Do2ysrJQW1uLcePG+UVc4eHheOmllzBu3DgkJiYiPj4eSqXSq7+vgEoIPM+D4+5P/8oYs3jsL/H4Is6cnBzMnTsXixcvRtu2bf0mrvT0dBw9ehSFhYXIzc31aVxffvklWrdujaFDh5q2iZ1bKAYpP6u+ffti1apVaN68OaKiojB16lSsXbvWp5+XXq/H0aNH8be//Q1ffPEFzp07h7y8PL/5bW3evBlz5swB4B9/i5cvX8aWLVvwww8/4KeffoJMJsORI0e8+vtq1OshuCouLg4nT540PS4pKTFV3/gqnpKSEpt4rLeXlpZKGuepU6eQnp6OZcuWITk5GSdOnPB5XNevX4dGo0GPHj0QGhqKMWPGYO/evZDL5T6La/fu3SgpKUFqaioqKytRU1MDjuMEzx0VFYW7d+9Cr9dDLpdL/ls7efIktFqtKVkxxhAfH+/U9yhVbDExMRg6dCiioqIAAI8//rjPv0MjjUaDn3/+Ge+88w4A//hbPHz4MIYOHYro6GgAhmqgjRs3evX3FVAlhGHDhuHo0aMoLy/HvXv38O2332LEiBE+i+fhhx/GjRs3TEXrnTt3YsSIEYiPj0dwcDBOnToFwNDzQKo4CwsL8fzzz2P16tVITk72m7hu376NjIwMaDQaaDQafP/990hLS/NpXJ9++il27tyJ7du3Iz09HaNGjcLbb78teG6lUokBAwZg9+7dAIBt27ZJ+lu7e/cuVq1ahbq6OlRVVWHr1q147733BH/vYt+vp40cORKHDx+GWq2GXq/HTz/9hLFjx/r8twUAV65cQYcOHRAWFgbAP37z3bt3R1ZWFmpqasAYw4EDBzBo0CCv/r4CqoTQqlUrLFy4ELNmzYJWq8XUqVPRp08fn8UTHByMd955By+++CLq6uqQmJiIsWPHAgBWr16NjIwMVFVVoVevXpg1a5YkMWzcuBF1dXWmOyUASEtL83lciYmJOHfuHCZNmgS5XI4xY8YgOTkZUVFRPo1LiNi5V6xYgaVLl+Kjjz5C69at8f7770sWw8iRI3H27FlMmjQJPM9j+vTp6N+/v+jvXez79aSHH34Y8+bNw/Tp06HVavHII49g2rRp6NSpk8+/w7y8PMTFxZke+8Pf4vDhw5GdnY0pU6ZAqVSid+/eePbZZzF69Giv/b5oxTRCCCEAAqzKiBBCiDhKCIQQQgBQQiCEEFKPEgIhhBAAlBAIIYTUo4RAXHL+/Hmkp6cDMMzF9Nprr/k4Is+bO3cuysvLfXa8tYyMDFy4cMFjr2fP0qVLsXHjRpeOMf9N2NOtWzfBz+Xu3bte7SZMxFFCIC7p3bs31q5dCwC4du2aV+eC8pYjR4749HhrWVlZ8Ofe4ea/CXdUVlbi/PnzHoyIuIsSAhFVXV2N9PR0pKamYvLkycjIyMDRo0cxYcIEFBYWYu3atTh58iReffVVAIa57//whz9g0qRJSEtLw5kzZxye4/PPP8fEiRPx+9//HtOnT8e1a9cAAKNGjbK4SBgf3759GyNHjsRrr72G1NRUTJw40TQdybp16/DKK6/gqaeeQlJSEl566SVUVVUBMMzVNHPmTKSkpGDixInYtm0bAOD48eOYOHEi0tLSkJKSYnovTz/9NAoLC136bHietzl+1KhRePnllzFu3Djs379f9H0BwA8//IDU1FSkpKTgySefxOXLl7FmzRoUFxfjlVdewdmzZzFz5kyLWS3NHz/00EN46aWXkJSUhPPnz+P69euYO3cupkyZgtTUVHz11VcOvw8AOHPmDNLS0vD4449jwYIFqKmpAQDR1zt+/DgmTJgAACgvL8cf//hHjBs3DtOmTUN6ejrWrVtneu1169ZhypQpGDVqlGl9hldffRW1tbVITU2FXq93KkYikQZPoE2arK1bt7K5c+cyxhjT6XRs+fLlLDMzkyUnJzPGGNuyZQt79tlnGWOM3bhxg02YMIGVl5czxgzzzD/yyCOsurpa9PV1Oh3r1asXKyoqMp1v8+bNjDHGRo4cyc6dO2d6rvFxXl4e69q1K/vmm28YY4wdPHiQPfLII0yj0bC1a9eyESNGsJKSEqbX69mf/vQn9s477zCtVssee+wxtm/fPsaYYZ2A3/3ud+z06dPs2LFjrHv37uz27dumc3Xt2pWVlZW5/Nnk5ubaHD9y5Ei2fv16m/dh/bikpIT179+fXbx4kTHG2L59+9gzzzxjc8xTTz3F9uzZYzre/HHXrl3Z1q1bGWOMabVaNn78eHbhwgXGGGNqtZqNGzfONK++mCVLlrCpU6eympoaptPp2OTJk9nWrVvtvt6xY8dMv4mFCxea5uUvKipijzzyCFu7dq0pvo0bNzLGGLt48SJ76KGHmEajYXl5eSwhIcFuXMQ7AmrqCuKa/v37Y82aNZg5cyaGDRuGp59+WrRu/MiRIyguLsbs2bNN2ziOw61bt9C9e3fBY+RyOcaOHYu0tDQ8+uijGD58OBITEx3GFRkZiZSUFACGKS7kcjmuXLkCABg7dixiYmIAAFOnTsXf/vY3/P73v0ddXR3GjBkDwDCFyZgxY/DTTz9h8ODBaN26NeLj453+XADhz6Z9+/aCzzWf8lzM6dOn0aVLF/Ts2RMAMGbMGFO8rjCeKzc3F7du3cKyZctM+2pra5GdnW2a7lzM448/jtDQUACG6dHLy8vtvl7nzp1N23788Uds3boVgGEKaespMYwliR49ekCj0ZhKcMQ/UEIgotq2bYv9+/fj+PHjOHbsGObMmYOVK1cKPpfneQwdOhT//d//bdpWWFjocAbG1atX4+rVq8jKysL//M//YPv27fjggw8AwKLeXKPRmP5tPlum8dzGbeb7eJ6HTCaDXq+3mRqYMWZaitA4wZkrxD6bUaNG2TzX+vWF3pdcLreZ5vjKlSuCydT8eK1WK3guvV6P5s2bY/v27aZ9paWlaN68ucP3ZpxjH4BpqmV7r/fLL79YHGsen0xmWSttfG3je2V+3DYSiKgNgYj6/PPP8eqrr2L48OFYtGiRafItI7lcbrqoDh06FEeOHMH169cBGO4UJ06ciNraWtHXLy8vR2JiIlq0aIHZs2fj5ZdfNtWnR0VFmXrWHD9+3GIK4PLychw6dAiAod1CqVSia9euAIDvv/8ed+/eBc/zyMzMxMiRI9GpUycoFAp8++23AICioiLs27cPw4YNE4zL/H2589nYO17sfT388MO4fv06cnJyTO9j0aJFNq9nfvy1a9dMJSNrHTt2REhIiOkCXlhYiAkTJrjdW8nZ10tMTDS1LVRUVOC7775zOE+/QqGAXq+n5OAHqIRARE2aNAknTpzA+PHjERoaitatW6Nbt26mRsyEhAR8+OGHeOGFF7B+/XqsXLkSf/rTn8AYg0KhwEcffYRmzZqJvn5UVBQWLFiA2bNnIyQkBHK53LQQ+yuvvILXX38dX3zxBXr16oVevXqZjgsODsb27duxevVqhISE4MMPPzSVDGJiYjB//nxUVFRg4MCBeO6556BUKrFhwwa8+eabWLduHfR6PZ5//nkM8oJLjAAAAWJJREFUGTIEx48ft4lr7NixmDlzJtatW2dKNM58NjNnzrQ53prY+4qJicHq1auxZMkS6PV6hIeHmxZ6Hz16NBYtWoTXX38dCxYswNKlS/Hjjz+iU6dOotVRQUFB2LBhA9566y384x//gE6nw0svvYT+/fuLfh/22Hs988/w1VdfRUZGBlJSUtCiRQs88MADCAkJsfvaKpUKffr0QXJyMjZt2oSWLVu6FSNpOJrtlDQqt2/fRkpKimAPpnXr1qGioqJJjo1oLDZt2oSePXuib9++0Gg0mD59Ol588UWn2oaI71EJgUjqm2++ER3olJKSgnnz5nk5Iue9/PLLuHHjhuC+NWvWoFOnTl6OqOF+/fVXLFy4UHBfx44dLdqA3PHggw/ir3/9K3ieh1arxdixYykZNCJUQiCEEAKAGpUJIYTUo4RACCEEACUEQggh9SghEEIIAUAJgRBCSD1KCIQQQgAA/x+4MJrfFXI3egAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#bivariate analysis sum/site_support_structure_height\n",
    "var = 'site_support_structure_height'\n",
    "data = pd.concat([df['sum'], df[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='sum');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#bivariate analysis sum/extended_calculation_radius\n",
    "var = 'extended_calculation_radius'\n",
    "data = pd.concat([df['sum'], df[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='sum');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# deleting data points which are outliers\n",
    "#df.sort_values(by = 'sum', ascending = False)[:2]\n",
    "df = df.drop(df[df['fuze_site_id'] == 480809.0].index)\n",
    "#df.sort_values(by = 'site_support_structure_height', ascending = False)[:3]\n",
    "df = df.drop(df[df['fuze_site_id'] == 355319.0].index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The max value with highest 'sum' seem strange and they are not following the crowd. We can speculate why this is happening.Therefore, we'll define them as outliers and delete them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dummy Variables (Categorical Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "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>fuze_site_id</th>\n",
       "      <th>site_record_id</th>\n",
       "      <th>latitude_degrees</th>\n",
       "      <th>longitude_degrees</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>sector</th>\n",
       "      <th>azimuth</th>\n",
       "      <th>antenna_max_gain</th>\n",
       "      <th>antenna_centerline</th>\n",
       "      <th>lte_market</th>\n",
       "      <th>...</th>\n",
       "      <th>combined_cell_code_6</th>\n",
       "      <th>combined_cell_code_66</th>\n",
       "      <th>combined_cell_code_7</th>\n",
       "      <th>combined_cell_code_8</th>\n",
       "      <th>combined_cell_code_9</th>\n",
       "      <th>combined_cell_code_A</th>\n",
       "      <th>combined_cell_code_L</th>\n",
       "      <th>combined_cell_code_P</th>\n",
       "      <th>combined_cell_code_e</th>\n",
       "      <th>combined_cell_code_f</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>355471.0</td>\n",
       "      <td>101508</td>\n",
       "      <td>36.457800</td>\n",
       "      <td>-105.598446</td>\n",
       "      <td>87571</td>\n",
       "      <td>3.0</td>\n",
       "      <td>240</td>\n",
       "      <td>15.562</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>676486.0</td>\n",
       "      <td>101524</td>\n",
       "      <td>32.305697</td>\n",
       "      <td>-106.738075</td>\n",
       "      <td>88011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>240</td>\n",
       "      <td>13.300</td>\n",
       "      <td>38.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>355421.0</td>\n",
       "      <td>101443</td>\n",
       "      <td>34.797617</td>\n",
       "      <td>-106.820133</td>\n",
       "      <td>87031</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45</td>\n",
       "      <td>13.540</td>\n",
       "      <td>120.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>985315.0</td>\n",
       "      <td>100862</td>\n",
       "      <td>33.353914</td>\n",
       "      <td>-104.524059</td>\n",
       "      <td>88201</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120</td>\n",
       "      <td>16.000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>355421.0</td>\n",
       "      <td>101443</td>\n",
       "      <td>34.797617</td>\n",
       "      <td>-106.820133</td>\n",
       "      <td>87031</td>\n",
       "      <td>2.0</td>\n",
       "      <td>165</td>\n",
       "      <td>13.540</td>\n",
       "      <td>120.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5912</td>\n",
       "      <td>676518.0</td>\n",
       "      <td>101438</td>\n",
       "      <td>34.057964</td>\n",
       "      <td>-106.890786</td>\n",
       "      <td>87801</td>\n",
       "      <td>2.0</td>\n",
       "      <td>230</td>\n",
       "      <td>15.600</td>\n",
       "      <td>88.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5913</td>\n",
       "      <td>676518.0</td>\n",
       "      <td>101438</td>\n",
       "      <td>34.057964</td>\n",
       "      <td>-106.890786</td>\n",
       "      <td>87801</td>\n",
       "      <td>3.0</td>\n",
       "      <td>350</td>\n",
       "      <td>15.600</td>\n",
       "      <td>88.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5914</td>\n",
       "      <td>676533.0</td>\n",
       "      <td>722741</td>\n",
       "      <td>33.327369</td>\n",
       "      <td>-105.585175</td>\n",
       "      <td>88346</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30</td>\n",
       "      <td>15.590</td>\n",
       "      <td>168.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5915</td>\n",
       "      <td>676533.0</td>\n",
       "      <td>722741</td>\n",
       "      <td>33.327369</td>\n",
       "      <td>-105.585175</td>\n",
       "      <td>88346</td>\n",
       "      <td>2.0</td>\n",
       "      <td>240</td>\n",
       "      <td>15.590</td>\n",
       "      <td>168.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5916</td>\n",
       "      <td>676533.0</td>\n",
       "      <td>722741</td>\n",
       "      <td>33.327369</td>\n",
       "      <td>-105.585175</td>\n",
       "      <td>88346</td>\n",
       "      <td>3.0</td>\n",
       "      <td>320</td>\n",
       "      <td>15.590</td>\n",
       "      <td>157.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5128 rows × 10200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      fuze_site_id  site_record_id  latitude_degrees  longitude_degrees  \\\n",
       "0         355471.0          101508         36.457800        -105.598446   \n",
       "1         676486.0          101524         32.305697        -106.738075   \n",
       "6         355421.0          101443         34.797617        -106.820133   \n",
       "7         985315.0          100862         33.353914        -104.524059   \n",
       "8         355421.0          101443         34.797617        -106.820133   \n",
       "...            ...             ...               ...                ...   \n",
       "5912      676518.0          101438         34.057964        -106.890786   \n",
       "5913      676518.0          101438         34.057964        -106.890786   \n",
       "5914      676533.0          722741         33.327369        -105.585175   \n",
       "5915      676533.0          722741         33.327369        -105.585175   \n",
       "5916      676533.0          722741         33.327369        -105.585175   \n",
       "\n",
       "      zip_code  sector  azimuth  antenna_max_gain  antenna_centerline  \\\n",
       "0        87571     3.0      240            15.562                37.0   \n",
       "1        88011     1.0      240            13.300                38.0   \n",
       "6        87031     1.0       45            13.540               120.0   \n",
       "7        88201     2.0      120            16.000               100.0   \n",
       "8        87031     2.0      165            13.540               120.0   \n",
       "...        ...     ...      ...               ...                 ...   \n",
       "5912     87801     2.0      230            15.600                88.0   \n",
       "5913     87801     3.0      350            15.600                88.0   \n",
       "5914     88346     1.0       30            15.590               168.0   \n",
       "5915     88346     2.0      240            15.590               168.0   \n",
       "5916     88346     3.0      320            15.590               157.6   \n",
       "\n",
       "      lte_market  ...  combined_cell_code_6  combined_cell_code_66  \\\n",
       "0           25.0  ...                     0                      0   \n",
       "1           26.0  ...                     1                      0   \n",
       "6           25.0  ...                     0                      0   \n",
       "7           26.0  ...                     0                      0   \n",
       "8           25.0  ...                     0                      0   \n",
       "...          ...  ...                   ...                    ...   \n",
       "5912        25.0  ...                     0                      0   \n",
       "5913        25.0  ...                     0                      0   \n",
       "5914        26.0  ...                     0                      0   \n",
       "5915        26.0  ...                     0                      0   \n",
       "5916        26.0  ...                     0                      0   \n",
       "\n",
       "      combined_cell_code_7  combined_cell_code_8  combined_cell_code_9  \\\n",
       "0                        0                     0                     0   \n",
       "1                        0                     0                     0   \n",
       "6                        0                     0                     0   \n",
       "7                        0                     1                     0   \n",
       "8                        0                     0                     0   \n",
       "...                    ...                   ...                   ...   \n",
       "5912                     0                     0                     1   \n",
       "5913                     0                     0                     1   \n",
       "5914                     0                     0                     0   \n",
       "5915                     0                     0                     0   \n",
       "5916                     0                     0                     0   \n",
       "\n",
       "      combined_cell_code_A  combined_cell_code_L  combined_cell_code_P  \\\n",
       "0                        0                     0                     0   \n",
       "1                        0                     0                     0   \n",
       "6                        0                     0                     0   \n",
       "7                        0                     0                     0   \n",
       "8                        0                     0                     0   \n",
       "...                    ...                   ...                   ...   \n",
       "5912                     0                     0                     0   \n",
       "5913                     0                     0                     0   \n",
       "5914                     0                     0                     0   \n",
       "5915                     0                     0                     0   \n",
       "5916                     0                     0                     0   \n",
       "\n",
       "      combined_cell_code_e  combined_cell_code_f  \n",
       "0                        0                     0  \n",
       "1                        0                     0  \n",
       "6                        0                     0  \n",
       "7                        0                     0  \n",
       "8                        0                     0  \n",
       "...                    ...                   ...  \n",
       "5912                     0                     0  \n",
       "5913                     0                     0  \n",
       "5914                     0                     0  \n",
       "5915                     0                     0  \n",
       "5916                     0                     0  \n",
       "\n",
       "[5128 rows x 10200 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_number=df.select_dtypes(np.number)\n",
    "df_category= df.select_dtypes(object)\n",
    "#convert categorical variable into dummy\n",
    "get_dummy = pd.get_dummies(df_category)\n",
    "#concat\n",
    "df = pd.concat([df_number,get_dummy],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Separating Features and Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Labels are the values we want to predict\n",
    "labels = np.array(df['sum'])\n",
    "# Remove the labels from the features\n",
    "# axis 1 refers to the columns\n",
    "features= df.drop('sum', axis = 1)\n",
    "# Saving feature names for later use\n",
    "feature_list = list(features.columns)\n",
    "# Convert to numpy array\n",
    "#features = np.array(features)\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "features = scaler.fit_transform(features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split Train and Test Data using Sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Features Shape: (4102, 10199)\n",
      "Training Labels Shape: (4102,)\n",
      "Testing Features Shape: (1026, 10199)\n",
      "Testing Labels Shape: (1026,)\n"
     ]
    }
   ],
   "source": [
    "# Using Skicit-learn to split data into training and testing sets\n",
    "from sklearn.model_selection import train_test_split\n",
    "# Split the data into training and testing sets\n",
    "train_features, test_features, train_labels, test_labels = train_test_split(features, labels, test_size = 0.20, random_state = 42)\n",
    "print('Training Features Shape:', train_features.shape)\n",
    "print('Training Labels Shape:', train_labels.shape)\n",
    "print('Testing Features Shape:', test_features.shape)\n",
    "print('Testing Labels Shape:', test_labels.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model - Random Forest Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
       "                      max_features='auto', max_leaf_nodes=None,\n",
       "                      min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                      min_samples_leaf=1, min_samples_split=2,\n",
       "                      min_weight_fraction_leaf=0.0, n_estimators=10,\n",
       "                      n_jobs=None, oob_score=False, random_state=None,\n",
       "                      verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the model we are using\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "# Instantiate model with default parameters\n",
    "rf = RandomForestRegressor(random_state = 42)\n",
    "# Train the model on training data\n",
    "rf.fit(train_features, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the forest's predict method on the test data\n",
    "predictions = rf.predict(test_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.49289544e+08, 3.16123951e+06, 1.40275299e+09, ...,\n",
       "       9.84916253e+08, 4.54438606e+08, 1.88435986e+08])"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.50069998e+08, 4.15519452e+06, 1.53194203e+09, ...,\n",
       "       1.20549800e+09, 8.69101930e+08, 2.73293775e+08])"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6412281411413887"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score,mean_squared_error\n",
    "r2_score(test_labels, predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "641857211.4122707"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mse=mean_squared_error(test_labels, predictions)\n",
    "rmse= np.sqrt(mse)\n",
    "rmse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Applying GridSearchCV and RandomSearchCV to find best parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_features': 'auto', 'n_estimators': 500}\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV, RandomizedSearchCV\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "rfc = RandomForestRegressor()\n",
    "param_grid = { \n",
    "    'n_estimators': [200,500],\n",
    "    'max_features': ['auto', 'sqrt', 'log2'],\n",
    "}\n",
    "CV_rfc = GridSearchCV(estimator=rfc, param_grid=param_grid, cv= 5)\n",
    "CV_rfc.fit(features, labels)\n",
    "print(CV_rfc.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### RandomSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'n_estimators': 500, 'max_features': 'sqrt', 'max_depth': None}\n"
     ]
    }
   ],
   "source": [
    "#RandomSearchCV\n",
    "rfc = RandomForestRegressor()\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from scipy.stats import randint as sp_randint\n",
    "# specify parameters and distributions to sample from\n",
    "param_dist = {\"max_depth\": [3, None],\n",
    "              \"max_features\": ['auto', 'sqrt', 'log2'],\n",
    "              \"n_estimators\": [200,500]}\n",
    "random_search = RandomizedSearchCV(rfc, param_distributions=param_dist,\n",
    "                                   n_iter=3, cv=5, iid=False, random_state=42)\n",
    "random_search.fit(features, labels)\n",
    "print(random_search.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Applying model with best parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "regressor = RandomForestRegressor(max_features= 'auto',n_estimators = 500, random_state = 42)\n",
    "# Train the model on training data\n",
    "regressor.fit(train_features, train_labels)\n",
    "predictions1 = regressor.predict(test_features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction on test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.06344154e+08, 3.06437830e+06, 1.97342899e+09, ...,\n",
       "       9.17107108e+08, 4.25146014e+08, 2.01237947e+08])"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.50069998e+08, 4.15519452e+06, 1.53194203e+09, ...,\n",
       "       1.20549800e+09, 8.69101930e+08, 2.73293775e+08])"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Root Mean Squared Error (RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The root mean squared error is  629861572.2819749\n"
     ]
    }
   ],
   "source": [
    "mse=mean_squared_error(test_labels, predictions1)\n",
    "rmse= np.sqrt(mse)\n",
    "print('The root mean squared error is ',rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### R-Squared Value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6545129710727627"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score,mean_squared_error\n",
    "r2_score(test_labels, predictions1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### R-squared value 65% indicates that the model explains 65 percent variability of the response data around its mean (how close the data are to the fitted regression line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "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>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>6.500700e+08</td>\n",
       "      <td>4.063442e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.155195e+06</td>\n",
       "      <td>3.064378e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.531942e+09</td>\n",
       "      <td>1.973429e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.944061e+08</td>\n",
       "      <td>2.099434e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>8.878759e+08</td>\n",
       "      <td>8.488751e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1021</td>\n",
       "      <td>2.317214e+09</td>\n",
       "      <td>2.331877e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1022</td>\n",
       "      <td>1.830249e+07</td>\n",
       "      <td>6.853226e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1023</td>\n",
       "      <td>1.205498e+09</td>\n",
       "      <td>9.171071e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1024</td>\n",
       "      <td>8.691019e+08</td>\n",
       "      <td>4.251460e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1025</td>\n",
       "      <td>2.732938e+08</td>\n",
       "      <td>2.012379e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1026 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Actual     Predicted\n",
       "0     6.500700e+08  4.063442e+08\n",
       "1     4.155195e+06  3.064378e+06\n",
       "2     1.531942e+09  1.973429e+09\n",
       "3     1.944061e+08  2.099434e+08\n",
       "4     8.878759e+08  8.488751e+08\n",
       "...            ...           ...\n",
       "1021  2.317214e+09  2.331877e+09\n",
       "1022  1.830249e+07  6.853226e+07\n",
       "1023  1.205498e+09  9.171071e+08\n",
       "1024  8.691019e+08  4.251460e+08\n",
       "1025  2.732938e+08  2.012379e+08\n",
       "\n",
       "[1026 rows x 2 columns]"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actualvspredicted= pd.DataFrame({'Actual': test_labels,'Predicted': predictions1})\n",
    "actualvspredicted.to_csv('Test_predictions.csv')\n",
    "actualvspredicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split data into train and test sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size = .25, random_state = 55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import TPOT and sklearn stuff\n",
    "import timeit\n",
    "from tpot import TPOTRegressor\n",
    "# instantiate tpot \n",
    "tpot = TPOTRegressor(verbosity=3,  \n",
    "                    random_state=55, \n",
    "                    #scoring=rmsle,\n",
    "                    periodic_checkpoint_folder=\"intermediate_results\",\n",
    "                    n_jobs=-1, \n",
    "                    warm_start = True,\n",
    "                    generations=20, \n",
    "                    population_size=80,\n",
    "                    early_stop=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "times = []\n",
    "scores = []\n",
    "winning_pipes = []\n",
    "\n",
    "# run 2 iterations \n",
    "for x in range(1):\n",
    "    start_time = timeit.default_timer()\n",
    "    tpot.fit(X_train, y_train)\n",
    "    elapsed = timeit.default_timer() - start_time\n",
    "    times.append(elapsed)\n",
    "    winning_pipes.append(tpot.fitted_pipeline_)\n",
    "    scores.append(tpot.score(X_test, y_test))\n",
    "    tpot.export('tpot_ames.py')\n",
    "# output results\n",
    "times = [time/60 for time in times]\n",
    "print('Times:', times)\n",
    "print('Scores:', scores)   \n",
    "print('Winning pipelines:', winning_pipes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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