{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DataAnalyzer for feature analysis\n",
    "The class `DataAnalyzer` is derived from `AutoExplainerBase` for data analysis and exploration, e.g., feature correlation analysis, feature imbalance analysis and feature selection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n",
    "import plotly.io as pio\n",
    "pio.renderers.default = \"png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from omnixai.data.tabular import Tabular\n",
    "from omnixai.explainers.data import DataAnalyzer\n",
    "from omnixai.visualization.dashboard import Dashboard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset to analyze should be an instance of `Tabular` constructed from a pandas dataframe or a numpy array. The dataset used in this example is for income prediction (https://archive.ics.uci.edu/ml/datasets/adult). We load the raw data from a dumped numpy array and then construct an instance of `Tabular` by specifying the raw data, the feature names, the categorical feature names and the target/label column. If there are no categorical features or target/label column, these two parameters are set to None."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataset to analyze\n",
    "data = np.genfromtxt(os.path.join('data', 'adult.data'), delimiter=', ', dtype=str)\n",
    "# The column names for this dataset\n",
    "feature_names = [\n",
    "    \"Age\", \"Workclass\", \"fnlwgt\", \"Education\",\n",
    "    \"Education-Num\", \"Marital Status\", \"Occupation\",\n",
    "    \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\",\n",
    "    \"Capital Loss\", \"Hours per week\", \"Country\", \"label\"\n",
    "]\n",
    "# Construct a `Tabular` instance for this tabular dataset, \n",
    "# e.g., specifying feature columns, categorical feature names and target column name.\n",
    "tabular_data = Tabular(\n",
    "    data,\n",
    "    feature_columns=feature_names,\n",
    "    categorical_columns=[feature_names[i] for i in [1, 3, 5, 6, 7, 8, 9, 13]],\n",
    "    target_column='label'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now create an explainer called `DataAnalyzer` for data analysis. The parameter `explainers` in `DataAnalyzer` indicates the names of the analyzers we want to apply, e.g., \"correlation\" is for feature correlation analysis, \"imbalance\" is for feature imbalance analysis. If an analyzer is applied more than once, \"#n\" (n is an integer) is appended to the analyzer name, e.g., \"imbalance\" is applied four times with different parameters.\n",
    "\n",
    "Data analysis is categorized as \"global explanation\" in the library. To generate explanations, `explain_global` is called with the additional parameters for the selected analyzers. For example, \"imbalance#0\" analyzes the feature \"Sex\", \"imbalance#3\" analyzes the cross-feature \"Marital Status, Age\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imbalance#0:\n"
     ]
    },
    {
     "data": {
      "image/png": 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QXmYAAhCAAAQgAAEIQCCiCSC8ER0vh4MABCAAAQhAAAIQQHiZAQhAAAIQgAAEIACBiCaA8EZ0vBwOAhCAAAQgAAEIQADhZQYgAAEIQAACEIAABCKaAMIb0fFyOAhAAAIQgAAEIAABhJcZgAAEIAABCEAAAhCIaAIIb0THy+EgAAEIQAACEIAABBBeZgACEIAABCAAAQhAIKIJILwRHS+HgwAEIAABCEAAAhBAeJkBCEAAAhCAAAQgAIGIJoDwRnS8HA4CEIAABCAAAQhAAOFlBiAAAQhAAAIQgAAEIpoAwhvR8XI4CEAAAhCAAAQgAAGElxmAAAQgAAEIQAACEIhoAghvRMfL4SAAAQhAAAIQgAAEEF4PZmDTzsMedKFFEASKFcylPfuPKiEpJYjlWdOQQLZsMTqzQE5t2X3EsBPlQRHIkyu7csTGaM/BhKC2wLqGBArnz6FDRxJ1JCHZsJP95SWK5Lb/EBF6AoTXg2ARXg8gBtQC4Q0IvEfLIrwegQywDcIbIHyPlkZ4/x8kwuvRUPnQBuH1ACrC6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0ggvwuvRKPnaBuH1AC/C6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0ggvwuvRKPnaBuH1AC/C6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0ggvwuvRKPnaBuH1AC/C6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0ggvwuvRKPnaBuH1AC/C6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0ggvwuvRKPnaBuH1AC/C6wHEgFogvAGB92hZhNcjkAG2QXgDhO/R0giv3cI7YtwsHTp8RH07NzrlRDi/dsP9j+vDuc+oaOECHk1N6NsgvB4wR3g9gBhQC4Q3IPAeLYvwegQywDYIb4DwPVoa4Q0v4T146IgqN+iuORP7Z0hQEV6PfiNEQxuE196UEV57s3N2jvDanZ+ze4TX/gwR3vAS3uTkFE2c/paa1q2kuLjs/zpgjvAePhqvPh0bcMP7r7Si/A0Ir70DgPDamx3Ca3d2x3aP8NqfI8KbdeEd9Mw07TtwSMN6tkhtsnHLDt33SBctnzNG2bPHatjzr2rlqh+1/8AhXXbxf/RUlya6oGRx9/2OrJY4u4gOHT6qqa8u1k3XXa5B3Zud9AjCM5Pf0JIPvtCWbbtU/KwieqLlw7rzlmtSeziPLRw5mqB3V3yt7LHZ9GDFW9W1dR1lj411H3c48ZGG2W99oEkzFmr3nn0qc1kp9e7YUKX+t6dwnWgeafAgGYTXA4gBtUB4AwLv0bLc8HoEMsA2CG+A8D1aGuHNuvB+9+N6Nes8Qh/PH6ucOeLcRpNnLtLnq37U5JFdlJCYpCXvf6FbbrhSeXLn1NCxM7V1x269MLRjqqyu+GK1Sl94nlo2rKL8+fK47ztRUJd99JVKX1RSZ59ZRIvf+1yDn52uTxY85wqtI83T31imPp0a6v4KZbVl+y516D1W1SvdrkYP33eS8H78xWoNema6xvRvrZLnnKlZ85frtfnva8HLg1PP4NFoedoG4fUAJ8LrAcSAWiC8AYH3aFmE1yOQAbZBeAOE79HSCG/WhdepvO+Rru6N6923Xec2qtGsj+rXrKiq95U7KaFVq39V14Hj9e5ro1KFd+lHX2nx9GGKyx7r/rN/+5BZSkqKrrmnmRZNH6Zzzi7qCu/Xq3/RrBf6pK739vKVGjt1rtv3xH5NOw9X1XvL6cGKt6S+/9YqbTSmXxvdeE1pj6bK+zYIrwdMEV4PIAbUAuENCLxHyyK8HoEMsA3CGyB8j5ZGeM2E1xHLP/7aolF9W2nDxq2q2riXPpr3rPLlza1tO/Zo8syF+nbNOiUkJLqPHRw8dNj9deflyOqO3XvTPBJxoqA6t8Qvvfa23v/kGx0+clQxMTH6ef1feuuVIe5jCE6PnXv2aWiP5qkH+fX3v1WzWV99s2yyjhw9mubG+I4aHbRn734pJib1/cnJyRrUrVkaCfZovDxrg/B6gBLh9QBiQC0Q3oDAe7QswusRyADbILwBwvdoaYTXTHh/37BZtZr31Yo3n9O015do7bq/NLpfK7epc9t7bZmL1bF5LeXJnUtfffezOvV7Po3wnviVYicKr/MM8A9rf9OIPi11drHCcm54y1Ro4j6CcEx4d+zaq2G9/v85YkeIH27RT6uWniy8t1drp4Hdmur2m/7r0QSFpg3Ca8g5PjFZO/cdNexCeVAECuTLoQOHEpSUnBLUFljXgIBzU1EoX5x27Y836EJpkARy5ohVXLYYHTiSGOQ2WNuAQP48cToanyTnv4fh/EoJwb/mSxTJnSUEtZr3U4v6D+qFl+erdeNqqnDrNe6H1G6q3EpLZ410Hz1wXnMWfqCxU+ZmSngdaX60xj2qdv9tbo8//96qSo92S3PD++V3azV7Qr/Uvb+19FNNmP6WFr4y5KRHGhp3HKr/Xn6ROjxWM0tnDaoI4TUkP2VmvLZsNWxCOQQgAAEI6PLSibrtj3HKtvE3aEDAMwLJRYsr4aEmSilQ2LOep2uUVeF9ec4SrVj5vX78+Q/3Bzw4Xyfm3MTe+lAbtW5cVbUfvFNrfvlDfUa86D5OcPwjDf92w9u217PKlTNOA7o2lXOTO/DpV/T5qp80d8qA1BveGfPeVbfWdVX57pu1edsute89VnWrVlCDWveeJLyffPmD2vd+Vv06N1a5G8vowKHD+uzrNapS8Vbl+N8H73wHnYUFEN4sQDu+ZODoeP3x5/8/x2LYjnIIQAACUUvglrKJqvJDJ8WuWx21DDi49wSSzrlA8W2GKKVgEe+bn9Axq8K7feceVajVUTUqlVe/J/7/J5598Om3GjJ2hvvNDJdf/B/3mxQe7zZaH7zxtLvyqX5oxImPNDjPBz85ZJJ++vVP95GGbm3qauL0he7Xlx17pMH5toVv16zXuyu+UmxsrPuBuS4t6yg2NtspPwS3YOknmjR9oTZs3Ka8eXPpujKXaHS/1hn63l/fQzjNAgivIXmE1xAg5RCAAAT+RwDhZRT8IGCD8PpxbnqmJYDwGk4EwmsIkHIIQAACCC8z4CMBhNdHuBa1RngNw0J4DQFSDgEIQADhZQZ8JIDw+gjXotYIr2FYCK8hQMohAAEIILzMgI8EEF4f4VrUGuE1DAvhNQRIOQQgAAGElxnwkQDC6yNci1ojvIZhIbyGACmHAAQggPAyAz4SQHh9hGtRa4TXMCyE1xAg5RCAAAQQXmbARwIIr49wLWqN8BqGhfAaAqQcAhCAAMLLDPhIAOH1Ea5FrRFew7AQXkOAlEMAAhBAeJkBHwlEkvBu2pakI0cy/jOSCxXIJuf/eEkIr+EUILyGACmHAAQggPAyAz4SiBThTU6R3vs4XoveydhPd82dW6pfJ0aXX5TdR7r2tEZ4DbNCeA0BUg4BCEAA4WUGfCQQScK79MMEvT4vY7Dy5JEebxKjyy8OrfA27TRc365Zp5j/eXndqner8+O13U2vXvu7eg2bLOdHKZe+sKSG9WqhYkUKavfe/Xqgfnd9uuD51MP1HDpZhQrm1xOPP5yxA//LuxBeQ4wIryFAyiEAAQggvMyAjwQQXm+Ed+U3P+nAgcO667Zr002rauNemjqmmwoXzJ/mfUlJyar0aDf16tBAt5Uto+lvLNNnX6/R84M7nCS8416er/V/bNTIPi0Vc8ycDWcE4TUEiPAaAqQcAhCAAMLLDPhIAOE1E96ffv1Tz0x+XXnz5FaHx2qqaOGCqvlYn5MSa9e0hu694wZVqNVR780efZKorv7pNw0ZO0Mzx/V2a5OTU1S+ejstnj5MiUlJqTe885d8ormLP9KkEU8oR444zyYD4TVEifAaAqQcAhCAAMLLDPhIAOHNmvBu2LhVY6fOVWJiklo1qqqLLzg3QymVfaClzipWWIcOH9Hll/xHXVvV1bnFi2nhss/cG91B3Zul9qnT8in1bF9f5xYv6grv6H6tNXTsTL387JMqkD9vhtbL6JsQ3oySOs37EF5DgJRDAAIQQHiZAR8JILyZF17nGduKdbuoU/Naql+zYqbSOXDwsPLmyaXEpGTNmLtM89/5WPOmDtSchR/op183qE/HBqn9GnUYqpYNq+iSUueqQq1OKnnOmdp/4JD7foQ3U9j9fzPC6z9jVoAABKKDwC1lE1Xlh06KXbc6Og7MKUNCAOHNvPA6wfy+YbOmvLpY6//cpHrV79Z9d96o7LGxOnwkXtWa9Dopu47Na+reO2486Z+Xr95esyf005ffrdWKz793P6h27FWjWR/169xI55Yopnse7qwlr47UpBkL3Q+1jerbytP54IbXECfCawiQcghAAALc8DIDPhJAeLMmvMci2bp9t16a/Y5WrPxe3ds8onI3lslUWuWqtNWi6UO1cfN29R35kuZM7OfWO8/tOr+2ZOYIJackpz7DGx+foIcf76+mdR9Q5XtuztRa6b0Z4TVEifAaAqQcAhCAAMLLDPhIAOE1E95j0ezdd1Bbtu/SpReed9q0tu3Yo207d+vKSy9QSkqKXnztbVeUXxzT3f2Q2oMNn9STbeu50ux8S8Pyj1e53+hw4teSrft9o5p2Hq5ZL/RR8bOKeDIdCK8hRoTXECDlEIAABBBeZsBHAgivN8KbkYg2bdmhTv3Hube5OXPE6b9XXOTeCjvfteu8fl7/l3oMmaTNW3eq1H9KaGjP5u4H2k71Pbwz572npR9+qamjuylbtoz9sA1ueDOSUhbfg/BmERxlEIAABE4gwDO8jIQfBBDe0AmvH/l51ZMbXkOSCK8hQMohAAEIcMPLDPhIIFKENyVF+np1ov7amJwhWrGx0hWls+nCkgivAwzhzdDYnP5NCK8hQMohAAEIILzMgI8EIkV4HUTJKSlyxDejr1gPHgXI6Frh/j6E1zAhhNcQIOUQgAAEEF5mwEcCkSS8PmKK+NYIr2HECK8hQMohAAEIILzMgI8EEF4f4VrUGuE1DAvhNQRIOQQgAAGElxnwkQDC6yNci1ojvIZhIbyGACmHAAQggPAyAz4SQHh9hGtRa4TXMCyE1xAg5RCAAAQQXmbARwIIr49wLWqN8BqGhfAaAqQcAhCAAMLLDPhIIJKE9+DmLUo+cjjDtOIKFVauggUy/P5IfiPCa5guwmsIkHIIQAACCC8z4COBSBHe5BRp97sLle21CRmilZL3DGVv2UtnlL4sQ++P9DchvIYJI7yGACmHAAQggPAyAz4SiCTh3fPOm8r24sgM0UrJX1CxTwzTGZddkaH3Z+ZN419ZoPHTFih7bDa37JJS52nmuN7u/7967e/qNWyytu/co9IXltSwXi1Sf7TwQ416alTflrr4gnPd9775zsd6Y9FHmjKqi3LkiMvMFjL9XoQ308jSFiC8hgAphwAEIIDwMgM+EkB4My+823bs0Tvvr1SdKhVOKaKDn52u6666RPfecWOa5JKSklXp0W7q1aGBbitbRtPfWKbPvl6j5wd3cN93vPB+/vWPGvrcTL38zJMqcEZeHyfgn9YIryFihNcQIOUQgAAEEF5mwEcCCG/mhTchIVFTXl2sZR99pfo1K+qhircq23E/ta1z/3F6pNrdrvQe/1r9028aMnZG6m1vcnKKyldvp8XThyl/vjypwuvUtO89VpNGdtE5Zxf1Mf3/b43wGmJGeA0BUg4BCEAA4WUGfCSA8GZeeI/Fsf/AIb08e4l7S9v0kQdU4dZr3F9q2X2M/vhrsxISk3R2scJq27S6yl5zmRYu+8x976DuzVITrdPyKfVsX19lSl/gCm/3NnU16JnpGt7rcV1x6fk+Jp+2NcJriBrhNQRIOQQgAAGElxnwkQDCm3XhPRbLr7//rWadR6hlwyruYw5HjsYrNjbWfYb3y29/Vqd+z2vOpP76+Ivv9dOvG9SnY4PURBt1GOrWOULsCG98fIIOHDys5wa319VXXORj8givp3ARXk9x0gwCEIhiAreUTVUNPRoAACAASURBVFSVHzopdt3qKKbA0b0mgPBmXXh/+vVPvTxniTZv3amGte7Vnbdeo5iYmJMi6jLgBZW/6WopRlrx+ffuB9WOvWo066N+nRupzGWlXOF94vHaSkxM0vBxszR3ylPKkzuX15Gfsh83vIaYEV5DgJRDAAIQ4IaXGfCRAMKbeeHdu/+g+4xtrpxxalr3Ad1wdel0E3JueCvddZNKnFVEfUe+pDkT+7nvT0xKUrkqbbVk5gj3g2nHf2it38iXlJySrKe6NPEx/f9vjfAaYkZ4DQFSDgEIQADhZQZ8JIDwZl549x04pE1bdqj0RSVPmcwHn36rcmXLKHtsrL78dq26DZqgeVMGuh9Me7Dhk3qybT2Vu/Gfb2lY/vEqTR3Tze1zvPAePhKvWs37qlPzWqpQ7lofJ+Cf1givIWKE1xAg5RCAAAQQXmbARwIIb+aF99/iaNf7WX2z+lfFxWV3v2Wha6u67iMLzuvn9X+px5BJ7mMQpf5TQkN7Nte5xYudJLzOP3AemWj15BjNmdhfRQv7+xPhEN5/S/Vffh3hNQRIOQQgAAGElxnwkQDC673w+hiXb60RXkO0CK8hQMohAAEIILzMgI8EIkV4U1KkPV+tVMqf6zJGKzZOOf57vfKV+ufmNdpfCK/hBCC8hgAphwAEIIDwMgM+EogU4XUQJaekyBHfjL5ij/thERmtidT3IbyGySK8hgAphwAEIIDwMgM+Eogk4fURU8S3RngNI0Z4DQFSDgEIQADhZQZ8JIDw+gjXotYIr2FYCK8hQMohAAEIILzMgI8EEF4f4VrUGuE1DAvhNQRIOQQgAAGElxnwkQDC6yNci1ojvIZhIbyGACmHAAQggPAyAz4SQHh9hGtRa4TXMCyE1xAg5RCAAAQQXmbARwIIr49wLWqN8BqGhfAaAqQcAhCAAMLLDPhIAOH1Ea5FrRFew7AQXkOAlEMAAhBAeJkBHwkgvD7Ctag1wmsYFsJrCJByCEAAAggvM+AjAYTXR7gWtUZ4DcNCeA0BUg4BCEAA4WUGfCSA8PoI16LWCK9hWAivIUDKIQABCCC8zICPBBBeH+Fa1BrhNQwL4TUESDkEIAABhJcZ8JEAwusjXItaI7yGYSG8hgAphwAEIIDwMgM+EkB4fYRrUWuE1zAshNcQIOUQgAAEEF5mwEcCCK+PcC1qjfAahoXwGgKkHAIQgADCywz4SADh9RGuRa0R3tOE1bzLSDV7pLJuvKZ0unEivBZNO1uFAATCmsAtZRNV5YdOil23Oqz3yebsIoDw2pWXX7uNOOHdvXe/ylVpq5qVy6v/E43TcPvsqzVq9sQI9enYQA9XqZAuU4TXr5GjLwQgAIFTE0B4mQw/CCC8flC1r2dECu+jbQbp4KEjWvLqCOXMEZeaSvfBE7X+j02q+cDtCK99s8qOIQCBCCeA8EZ4wAEdD+ENCHyYLRuRwtuw/VBdeuG5uqvcdbrvzhtd5IcOH1WNZn10W9mrdOF/irvCu2fvATkS/PuGzUpMTFKdqhX0WL3K7vuPv+E9dPiInhrzir5bs065cuZQj3aP6oar/3nUgUcawmyi2Q4EIGAtAYTX2ujCeuMIb1jHE7LNRaTw1m87WN1a19XMee/phaEdXZjzl3yiX3//W0ePxuui889xhTc5OUXfrvlV15a5RDt27VXlBk9q8fRhKlwwfxrhdWQ3X55c6tSittb/uUnNOg/XomlDlSd3LoQ3ZKPKQhCAQKQTQHgjPeFgzofwBsM93FaNSOF1HmlY8NJg3VOns+ZM7K8ihc5Q007D1b3tI3pt/vu6+IJ/hPfEV73WA9Wz/aO6/JLz0wjvTZVbuY9HFMif1y1p2H6IWjasopuuvRzhDbeJZj8QgIC1BBBea6ML640jvGEdT8g2F7HC69zADnv+VZU4q4juKX+92vV6VrMn9NPAp6elCu9fm7ZpwrS3tHX7bsXESKt/+k2TRnXRlZdekCq8V5a+QDfc30Lnn3d2aijO88HOYw0Vy1+P8IZsVFkIAhCIdAIIb6QnHMz5EN5guIfbqhEtvD/9+qd6D5+qe++4wX32tn7NimmEt3aLfmpQ815VvudmN5dazfupb+eGaYTX+Voy54Z3+ZwxypM750n58QxvuI00+4EABGwlgPDamlx47xvhDe98QrW7iBZeB+JDjXpq3/6DemPyU+6jDcff8N5du5PG9G+jMpeV0tff/6KmnYdr+nM9TxJe5xle59senGd447LHasPGbSp+ZmHFxWXnhjdUk8o6EIBAxBNAeCM+4kAOiPAGgj3sFo144Z08c5FWrf5F44b88+G144V30Xufa8zEOcqbJ5euueJixSck6JHqd58kvM63NIwYN0sfff69+x7n8YYJw59wb3y54Q27mWZDEICApQQQXkuDC/NtI7xhHlCIthdxwhsibqnLILyhJs56EIBApBJAeCM12WDPhfAGyz9cVkd4DZNAeA0BUg4BCEDgfwQQXkbBDwIIrx9U7euJ8BpmhvAaAqQcAhCAAMLLDPhIAOH1Ea5FrRFew7AQXkOAlEMAAhBAeJkBHwkgvD7Ctag1wmsYFsJrCJByCEAAAggvM+AjAYTXR7gWtUZ4DcNCeA0BUg4BCEAA4WUGfCSA8PoI16LWCK9hWAivIUDKIQABCCC8zICPBBBeH+Fa1BrhNQwL4TUESDkEIAABhJcZ8JEAwusjXItaI7yGYSG8hgAphwAEIIDwMgM+EkB4fYRrUWuE1zAshNcQIOUQgAAEEF5mwEcCCK+PcC1qjfAahoXwGgKkHAIQgADCywz4SADh9RGuRa0RXsOwEF5DgJRDAAIQQHiZAR8JILw+wrWoNcJrGBbCawiQcghAAAIILzPgIwGE10e4FrVGeA3DQngNAVIOAQhAAOFlBnwkgPD6CNei1givYVgIryFAyiEAAQggvMyAjwQQXh/hWtQa4TUMC+E1BEg5BCAAAYSXGfCRAMLrI1yLWiO8hmEhvIYAKYcABCCA8DIDPhJAeH2Ea1FrhNcwLITXECDlEIAABBBeZsBHAgivj3Atao3wGoaF8BoCpBwCEIAAwssM+EgA4fURrkWtEV7DsBBeQ4CUQwACEEB4mQEfCSC8PsK1qDXCaxgWwmsIkHIIQAACCC8z4CMBhNdHuBa1RngNw0J4DQFSDgEIQADhZQZ8JIDw+gjXotYIr2FYCK8hQMohAAEIILzMgI8EEF4f4VrUGuE1DAvhNQRIOQQgAAGElxnwkQDC6yNci1ojvIZhIbyGACmHAAQggPAyAz4SQHh9hGtRa4TXMCyE1xAg5RCAAAQQXmbARwIIr49wLWqN8BqGhfAaAqQcAhCAAMLLDPhIAOH1Ea5FrRFew7AQXkOAlEMAAhBAeJkBHwkgvD7Ctag1wmsYFsJrCJByCEAAAggvM+AjAYTXR7gWtUZ4DcNCeA0BUg4BCEAA4WUGfCSA8PoI16LWCK9hWAivIUDKIQABCCC8zICPBBBeH+Fa1BrhNQwL4TUESDkEIAABhJcZ8JEAwusjXItaI7yGYSG8hgAphwAEIIDwMgM+EkB4fYRrUWuE1zAshNcQIOUQgAAEEF5mwEcCCK+PcC1qjfAahoXwGgKkHAIQgADCywz4SADh9RGuRa0RXsOwEF5DgJRDAAIQQHiZAR8JILw+wrWoNcJrGBbCawiQcghAAAIILzPgIwGE10e4FrVGeA3DQngNAVIOAQhAAOFlBnwkgPD6CNei1givYVgIryFAyiEAAQggvMyAjwQQXh/hWtQa4TUMC+E1BEg5BCAAAYSXGfCRAMLrI1yLWiO8hmEhvIYAKYcABCCA8DIDPhJAeH2Ea1FrhNcwLITXECDlEIAABBBeZsBHAgivj3Atao3wGoaF8BoCpBwCEIAAwssM+EgA4fURrkWtEV7DsBBeQ4CUQwACEEB4mQEfCSC8PsK1qDXCaxgWwmsIkHIIQAACCC8z4CMBhNdHuBa1RngNw0J4DQFSDgEIQADhZQZ8JIDw+gjXotYIr2FYCK8hQMohAAEIILzMgI8EEF4f4VrUGuE1DAvhNQRIOQQgAAGElxnwkQDC6yNci1qnK7zvrvhal5Q6VyXPOcs90sdfrNbLs5fonLOLqmOLWiqQP69FR/VnqwivP1zpCgEIRB+BW8omqsoPnRS7bnX0HZ4T+0YA4fUNrVWN0xXehxr2UL8nGuvaMhdr+849eqB+d7VqVFVr121QSnKKhvVqYdVh/dgswusHVXpCAALRSADhjcbU/T8zwus/YxtWSFd4r6n4mD5d8Lxy58qhZya/oR279mpA1ybau/+gKj3aTZ/Mf86GM/q6R4TXV7w0hwAEoogAwhtFYYfwqAhvCGGH8VLpCu/t1dpp7pQBypM7l+6t+4Smjummiy84V0eOxuuWB1tr1dJJYXy00GwN4Q0NZ1aBAAQinwDCG/kZB3FChDcI6uG3ZrrCO/jZGVrz8+9KSk5WibOKaHS/1u4Jvl2zTr2GTdHCV4aE34lCvCOEN8TAWQ4CEIhYAghvxEYb6MEQ3kDxh83i6QpvYlKS5i76yBXe6pVuV84cce7Gv/x2rQ4eOqI7brk6bA4S1EYQ3qDIsy4EIBBpBBDeSEs0PM6D8IZHDkHvgq8lM0wA4TUESDkEIACB/xFAeBkFPwggvH5Qta9nusKbnJyi1xd+oEXvfa5tO/bo7RnD3BN++tUP7g3vPbdfb9+JPd4xwusxUNpBAAJRSwDhjdrofT04wusrXmuapyu8L7wyX4vf/Vx1q92t4c/P1LfvTnEPtmr1L+o/+mXNf3GQNQf1a6MIr19k6QsBCEQbAYQ32hIPzXkR3tBwDvdV0hXeu2p10uRRXXRByeK6+p5m+nbZZPc8e/YeUIVaHfmWBkkIb7iPOPuDAARsIYDw2pKUXftEeO3Ky6/dpiu811Z8TB/Ne1b58uZOI7zr/9ykeq0H6vOF4/zalzV9EV5romKjEIBAmBNAeMM8IEu3h/BaGpzH205XeFt2H6MypS9wf7rasRvevfsOquvA8Tojfx6N6N3S4+3Y127KzHht2WrfvtkxBCAAgXAjcMVlSSr3+/PKtvG3cNsa+7GYQHLR4kp8qImSCxT2/RQliuT2fQ0WyBqBdIV387Zd6tj3OfcRhr83b9cVl5yv9X9u1KUXltQzA9qqaOECWVs1gqriE5O1c9/RCDpRdB2lQL4cOnAoQUnJKdF18Ag5bUxMjArli9Ou/fERcqLoO0bOHLGKyxajA0cSlZIixcREHwPbT5w/T5yOxifJ+e9huL6c2QrFC+ENBeWsrZGhryVbtfpXV3STk5J14fnn6Pr/Xpq11SK0atPOwxF6ssg/VrGCubRn/1ElJIXo34aRjzSkJ8yWLUZnFsipLbuPhHRdFvOOQJ5c2ZUjNkZ7DiZ415ROISVQOH8OHTqSqCMJ4Su8oQKC8IaKdObXSVd4Z8xdpocq3qr8+fJkvnMUVSC89oaN8NqbnbNzhNfu/JzdI7z2Z4jw/n+GCG/4znO6wntNxce06JUhKnF20fA9QRjsDOENgxCyuAWEN4vgwqQM4Q2TIAy2gfAawAuTUoQX4Q2TUUx3G+kK7xNPvaArL71AjR6+z4azBLZHhDcw9MYLI7zGCANtgPAGit+TxRFeTzAG2gThRXgDHcAMLp6u8H67Zp36jXxJl150nm68+jLlzpUzTdtKd5XN4DKR/TaE1958EV57s3N2jvDanZ+ze4TX/gwRXoTXhilOV3hrNe+X7hnmTEz/120A4MUeEV4vKAbTA+ENhrtXqyK8XpEMrg/CGxx7r1ZGeBFer2bJzz4Z+pYGPzcQCb0RXntTRHjtzY4bXruzO7Z7hNf+HBFehNeGKUZ4PUgJ4fUAYkAtEN6AwHu0LDe8HoEMsA3CGyB8j5ZGeBFej0bJ1zbpCu+dNTuku/j7rz/t6+ZsaY7w2pLUyftEeO3Njhteu7Pjhjcy8nNOgfAivDZMc7rC+8U3a9Oc4Wh8gv7atE0z572r1o2q6v4KfGjNAYTw2jDqp94jwmtvdgiv3dkhvJGRH8KbNke+hzd85zpLjzRs3b5bHfo+p1fH9Q7fk4VwZwhvCGF7vBTC6zHQELfjkYYQA/dhOR5p8AFqiFtyw8sNb4hHLkvLZUl4nZXuqfOEls0amaVFI60I4bU3UYTX3uy44bU7O254IyM/bni54bVlkrMkvGvXbVCHPs/pnZnDbTmnr/tEeH3F62tzhNdXvL4354bXd8S+L8ANr++IfV+AG15ueH0fMg8WSFd4H20z6KQljhyN129/btKT7eqpVuU7PNiC/S0QXnszRHjtzY4bXruz44Y3MvLjhpcbXlsmOV3hnff2ipPOkTdPbpW+qKRKnnOmLWf0fZ8Ir++IfVsA4fUNbUgac8MbEsy+LsINr694Q9KcG15ueEMyaIaLpCu8O3fvU5FCZ5y0RGJSkpwPrp1zdlHD5SOjHOG1N0eE197suOG1OztueCMjP254ueG1ZZLTFd5bHmqtTxc8f9JZEhISdXu1dvps4ThbzunrPhFeX/H62hzh9RWv78254fUdse8LcMPrO2LfF+CGlxte34fMgwWyJLxff/+L2vZ8Rp++dbIMe7An61ogvNZFlrphhNfe7LjhtTs7bngjIz9ueLnhtWWSTym8D7for782b9PefQdV4Iy8ac6SnJyig4cOq8NjtdS0biVbzunrPhFeX/H62hzh9RWv78254fUdse8LcMPrO2LfF+CGlxte34fMgwVOe8P724bNatJxmJ4Z0DbNMtmyZVOJs4qc8tleD/ZjZQuE18rY3E0jvPZmxw2v3dlxwxsZ+XHDyw2vLZOc7iMNP6//S5deeJ4tZwlsnwhvYOiNF0Z4jREG2oAb3kDxe7I4N7yeYAy0CTe83PAGOoAZXPxff/DEDz//rl9/+1vx8QkntXy4SoUMLhPZb0N47c0X4bU3O2547c6OG97IyI8bXm54bZnkdIV3/CsLNOXVxbrq8lL6/sffdGXp8/Xn31t14OBh1alSQZ1a1LblnL7uE+H1Fa+vzRFeX/H63pwbXt8R+74AN7y+I/Z9AW54ueH1fcg8WCBd4S1fvb0mjnjCfayhetPemjtlgJwPrY14YZYKFcin5o8+6MEW7G+B8NqbIcJrb3bc8NqdHTe8kZEfN7zc8NoyyekK73X3NtfnC8cpLi67qjXppXlTB7rn2rv/oB5s8KQ+mvesLef0dZ8Ir694fW2O8PqK1/fm3PD6jtj3Bbjh9R2x7wtww8sNr+9D5sEC6QpvjWZ9NKBrE11+yflq2nm4Oreo7f7/O3bt1f31uunLt8d7sAX7WyC89maI8NqbHTe8dmfHDW9k5McNLze8tkxyusK78N3PVPzMIrruqkv0zvtfaNAz03Rb2av0/U+/qfRFJTWyT0tbzunrPhFeX/H62hzh9RWv78254fUdse8LcMPrO2LfF+CGlxte34fMgwX+9Vsajl9j+Sff6ItvftK5xYup1oN3KGeOOA+2YH8LhNfeDBFee7Pjhtfu7LjhjYz8uOHlhteWSc6Q8CYkJrmPMRQ/s7At5wrpPhHekOL2dDGE11OcIW/GDW/IkXu+IDe8niMNeUNueLnhDfnQZWHBdIXX+XDagDGvaOmHXyolJUWrl7/oLvHW0k+1YeNWtW5cLQtLRl4Jwmtvpgivvdlxw2t3dtzwRkZ+3PByw2vLJKcrvN0HT9TRo/Fq3aiaajbvq2+XTXbP9ctvf6vVk2P07mujbDmnb/uMT0zWzn1HfetPY38JFMiXQwcOJSgpOcXfheieJQIpilGMTp9NTEyMCuWL06798Vnqf6zIWUcpzIARxCwWc8ObRXBhVMYNLze8YTSOp91KusJ7y4OttWj6UBUqkF9X39MsVXidm9/y1drp23en2HBGX/c4ZWa8tmz1dQmaQyAqCRQvId2ffZ5yfvOh7+dPuL6CEss9oJgY35digRMIILz2jwTCi/DaMMXpCu/NlVtp/kuDdWbRgmmE98tv16rrwPF6//WnbTijr3scODpef/zJfyV9hUzzqCRQ6sIUNck7WbmWzPT9/PGVGyihUn2E13fSJy+A8AYA3eMlEV6E1+OR8qVdusLrfA3Zpq071atDA91fr6s+XfC8Vq3+RQOfnqb77rxRHR6r6cumbGqK8NqUFnu1iQDCa1NaWd8rwpt1duFSifAivOEyi+ntI13hTUhI1LNT5mrmvHd15Og/z8jlyBGnhrXuVZsm1ZQ9NtaGM/q6R4TXV7w0j2ICCG90hI/w2p8zwovw2jDFGf5ask1bdigpOVnnFS/m/qhhXv8QQHiZBAj4QwDh9YdruHVFeMMtkczvB+FFeDM/NaGvOKXwtuw+RiN6P658eXO7O5qz8ANVqnCT8ubJFfodhvmKCG+YB8T2rCWA8FobXaY2jvBmCldYvhnhRXjDcjBP2NQphfeKOxrp4/lj3W9ncF5lH2ipuVMG6Jyzi9pwppDuEeENKW4WiyICCG90hI3w2p8zwovw2jDFCK9hSgivIUDKIXAaAghvdIwGwmt/zggvwmvDFCO8hikhvIYAKYcAwhvVM4Dw2h8/wovw2jDFpxXeUX1bKW+ef57h7dh3rPvVZEUKFUhzptvKlrHhjL7uEeH1FS/No5gAN7zRET7Ca3/OCC/Ca8MUn1J47364c4b2zo8W5lsaMjQovAkCWSCA8GYBmoUlCK+FoZ2wZYQX4bVhijP0tWQ2HCSoPXLDGxR51o10AghvpCf8z/kQXvtzRngRXhumGOE1TAnhNQRIOQROQwDhjY7RQHjtzxnhRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4T1NSs27jFSzRyrrxmtKp5sjwmvDmLNHGwmUujBFTfJOVq4lM33ffnzlBkqoVF8xMb4vxQInEEB47R8JhBfhtWGKw1p4l3zwpboOGK9cuXKksmzXtIbqVb/bd7YIr++IWQAC6RJAeKNjQBBe+3NGeBFeG6Y47IX37eUr9fRTbULOEuENOXIWhEAaAghvdAwEwmt/zggvwmvDFFsrvB99/p1GT5ijI0fj3ccOerWvrxw54jRpxkLt3X9QGzZu1c5d+5SSkqIurepowrQFOnjoiJvJyD6tdFaxQtqz94C6D56o3zdsVmJikupUraDH6lV233O88B46fERPjXlF361Zp1w5c6hHu0d1w9X/POrAIw02jDl7tJEAwmtjapnfM8KbeWbhVoHwIrzhNpOn2o+Vwrt52y492nqgpj/XU2efWVg9hkzWheeXULNHHnCF9/WFH2rulAHKmyeXBj49Te+8/4XeemWwChXIr/Gv/CO+nR+vreTkFH275lddW+YS7di1V5UbPKnF04epcMH8aYTXkd18eXKpU4vaWv/nJjXrPFyLpg1Vnty5EF4bppw9WkkA4bUytkxvGuHNNLKwK0B4Ed6wG8pTbCjshffEZ3inXkRJIAAAGqxJREFUjO6qVd//ok1bd6p7m0fcI33xzVqNnTpX08b2cIV3247d6tm+vvtrcxd/pE+/WqORfVq6/9u5GZ67eMUpH5Oo13qgerZ/VJdfcn4a4b2pcisteXWECuTP6/Zo2H6IWjasopuuvRzhtWHK2aOVBBBeK2PL9KYR3kwjC7sChBfhDbuhtFF4T/UM74gXZmn+O5+owBn/CGhycrIro7PG93WF9+jRBLVpUs39tXlvr9D3P65X386N3P+9YuVqzV6wXGMHtddfm7ZpwrS3tHX7bvfT2at/+k2TRnXRlZdekCq8V5a+QDfc30Lnn3d2Kj7nhth5rKFi+esRXhumnD1aSQDhtTK2TG8a4c00srArQHgR3rAbykgR3pfnLNGOnXvdxxJOfDnCGx+foNaN/114a7fopwY171Xle25229Rq3k99OzdMI7zO88HODe/yOWOUJ3fOk9bjGV4bxpw92kgA4bUxtczvGeHNPLNwq0B4Ed5wm8lT7SfsH2k41Q3v5q07Vb/dYI0f2kkXXXCOjsYnaPvOPTq3eDH3hjejwnt37U4a07+NylxWSl9//4uadh7uPhd8/A2vI7zOM7w5c8S5z/DGZY/Vho3bVPzMwoqLy84Nrw1Tzh6tJIDwWhlbpjeN8GYaWdgVILwIb9gNZaTc8Drn+Mx5Lnf8a67o5ojLrlaNqqp6pdszJbyL3vtcYybOcT/cds0VFys+IUGPVL/7JOF1vqVhxLhZ+ujz7933OI83TBj+hHvjyw2vDWPOHm0kgPDamFrm94zwZp5ZuFUgvAhvuM2kdTe8NgBEeG1IiT3aSADhtTG1zO8Z4c08s3CrQHgR3nCbSYTXh0QQXh+g0hICkhDe6BgDhNf+nBFehNeGKQ7rZ3htAIjw2pASe7SRAMJrY2qZ3zPCm3lm4VaB8CK84TaT3PD6kAjC6wNUWkKAG96omQGE1/6oEV6E14Yp5obXMCWE1xAg5RA4DQFueKNjNBBe+3NGeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5QQXkOAlEMA4Y3qGUB47Y8f4UV4bZhihNcwJYTXECDlEEB4o3oGEF7740d4EV4bphjhNUwJ4TUESDkEEN6ongGE1/74EV6E14YpRngNU0J4DQFSDgGEN6pnAOG1P36EF+G1YYoRXsOUEF5DgJRDAOGN6hlAeO2PH+FFeG2YYoTXMCWE1xAg5RBAeKN6BhBe++NHeBFeG6YY4TVMCeE1BEg5BBDeqJ4BhNf++BFehNeGKUZ4DVNCeA0BUg4BhDeqZwDhtT9+hBfhtWGKEV7DlBBeQ4CUQwDhjeoZQHjtjx/hRXhtmGKE1zAlhNcQIOUQQHijegYQXvvjR3gRXhumGOE1TAnhNQRIOQQQ3qieAYTX/vgRXoTXhilGeA1TQngNAVIOAYQ3qmcA4bU/foQX4bVhihFew5SmzIzXlq2GTSiHAAROIlC8hFQp7k3lWPWB73QSbqigxFsfUEyM70uxwAkEEF77RwLhRXhtmGKE1zCl+MRk7dx31LAL5UERKJAvhw4cSlBSckpQW2DddAg4sWRLR0JjYmJUKF+cdu2PN+KYQvxG/EyKEV4TeuFRi/AivOExienvAuH1IKVNOw970IUWQRAoVjCX9uw/qoQkjCcI/qZrZssWozML5NSW3UdMW1EfEAGENyDwHi6L8CK8Ho6Tb60QXg/QIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXg/wIrweQAyoBcIbEHiPlkV4PQIZYBuEN0D4Hi2N8CK8Ho2Sr20QXl/x0hwCEIAABCAAAQhAIGgCCG/QCbA+BCAAAQhAAAIQgICvBBBeX/HSHAIQgAAEIAABCEAgaAIIb9AJsH5YELj6nmb6dtnksNgLmzAnQJ7mDIPs8N2P6zV6wmy9/MyTQW6DtQ0ITJqxUPHxCWrduJpBF0oh4B0BhDcLLJOTUzT0uZla/N7niouLVYv6D6lOlQpZ6ERJKAk07TRc365Zp5iYf1atW/VudX68tvv/I0ihTCJzax06fETdBk5wi8YOap9avHvvfj05eKK+/+k3FS54hp7q0kTXlrmYPDOHNyTv/vCz79RlwAt65dkeKn1RydQ1T/d7EuENSSwZWmTHrr0aNX62PvlytbJnj9VtZa9Srw4NFJc91q2f9/YKjZ06V/Hxibr7tuvUu2MDxcZmE8KbIby8KYQEEN4swH5j0Ueu7D4/pIMOHT6q+m0HaXivx3XFpednoRsloSJQtXEvTR3TTYUL5j9pSYQ3VClkbp3N23apTY+ndfUVF2nbjt1phLfboAk65+yiatO4un5Y+5s69R+nha8MUa6cOfgDTOYw+/rul157R+9/+o0OHznq/qHkeOE93e9JhNfXSDLV3Lkk+OOvLap8z81KTkpW217P6o5brlbdqne5/7xJp2GaPranihUt5P7B9KrLS6lR7fsQ3kxR5s2hIIDwZoHy491GqX7Ne3XrDVe61dNeX6ot23apS6s6WehGSagIVKjVUe/NHq2YY1e8xy18vPD2G/mS8ubJRZ6hCiaddQ4eOqKf1/+l+IQEzXhjWarwOn/LcstDrfX+608rd64cbgfnP8Q1Kt3u/seYPMMgvP9tYeU3P+maKy5S084j1LP9o2mE93S/J48XXudSoVGHIXq8/kOqUO7a8DlYlO7klTlL9PfmHerRrp6mvLpY+w8cUofHaro01q7boN7Dp2rOxH5phHf9n5vUpsczmjiis84rcWaUkuPYQRNAeLOQwP31umrKqK4qcXZRt3rFytWaMXeZxg/rlIVulISKQNkHWuqsYoXl/BX55Zf8R11b1dW5xYu5yx8TpKmzFuv7H3/TmP6tTynGodor66Ql8NlXazRz3rupwrt1+2492naQls0amfpG55nPggXyqUmdSuQZhgP0aJtB6tWhfhrhPd3vyWPC++KY7mrb6xndfN0VerTGPWF4qujbUqd+41Th1mvcG98+I6bq2jKXqOp95VwQR+MTdMuDrfX1kompwlun6l1q3GGoBnZrqqsuvzD6gHHisCGA8GYhijtqdNAbk59SkUJnuNVffrvWfYbJeT6NV/gSOHDwsHtzm5iU7P4BZf47H2ve1IHuhq+t+JhG9mnp3lg4jz3kzBEXvgeJwp2dKLx//r3VfdThrVeGpNIY99Kbcm5+2zSpRp5hOCOnEt7T/Z50hPfpSXN02UX/UXJKirq3eSQMTxR9W/r0qx/07OQ3NP35XsoeG6uuA8a7t+733XljKowr7mikH95/UZNnLnIf+XP++9iw9r265/brow8YJw4rAghvFuK4v143TRjeSSXPOcutXv7JN5q9YLnGD+uchW6UBEWgfPX2mj2hn84qVkg33N9CRQsXVPEzC2vK6K7c7gYVymnWPVF4t+3Yo4cf7+c+0nDsNez5V1W0cAE1rVuJPMMsP2c7pxLeE7d57Pfklu271LL7aMVmy+Y+K9qqUdUwPFF0bWn12t/VY/BETRzZxf33pPPqO/JFlSldSjUrl3f/t/MHmNurtdOqpZPcG96XZy9xPyQ8sm8rlb3msugCxmnDjgDCm4VIWvd4WrUq3+E+K+i8nL8Gd/6K9cm29bLQjZKgCJSr0laLpg9Vgfx53b8C/+D1p9V14HiVu7GMGtS6N6htse4pCJwovCkpKbr1oTZ659UROiNfHrfi8W6j3d+Xd912LXmG4RRlRHiP/Z50PgzVf9RLmjyqq2o376unB7TVlZdeEIanio4tOc/Rd3nqBTeHUiWLpx76pdnvaPuOPamfd3CkuO+IqZo7ZYArvNt37tF9d5ZV90ET3H+WL2/u6ADGKcOSAMKbhVgWLvvM/SqWY9/SUK/1QPf5pOuuuiQL3SgJBQHnRnDbzt3ufzQdWXrxtbe1YuX3cp4RdF7HnuF13le7RT9NGdVFF55/Tii2xhoZIHCi8DolzvODRQoVUNsm/3xLQ5uez+jtGcPdx1bIMwNQQ/yWE4U3vd+Tx39ozfl96tzevz6pv/sNHLxCS+C3DZvVqe/zGtWvlS78T4k0i2/cskMN2w12H+f751saxuviUueqZYMqaT605nytmfP1ZkN6PBbazbMaBI4jgPBmcRyc38BvvrPC/avvRg/f535Qhlf4Eti0ZYf7tVUbN293n8/97xUXuc8FFitSMI3wOv9j8Xsr3Vv7V1/ok/pdk+F7sujY2amEd9+BQ+oxeJJW/fCLzsiX1/3+z2PfnHL8tzSQZ3jMyInCm97vyRO/lsy57XW+A7Zn+/rhcZgo2oXz/cnO76Fs2f73BeaS++/Qr96Z6FJwfm3U+Nd0+OhR9zt6B3Rpohw54tIIb0JConuR0LJhVVUsz7O8UTQ+YXVUhDes4mAzEIAABCAAAQhAAAJeE0B4vSZKPwhAAAIQgAAEIACBsCKA8IZVHGwGAhCAAAQgAAEIQMBrAgiv10TpBwEIQAACEIAABCAQVgQQ3rCKg81AAAIQgAAEIAABCHhNAOH1mij9IAABCEAAAhCAAATCigDCG1ZxsBkIQAACEIAABCAAAa8JILxeE6UfBCAAAQhAAAIQgEBYEUB4wyoONgMBCEAAAhCAAAQg4DUBhNdrovSDAAQgAAEIQAACEAgrAghvWMXBZiAAAQhAAAIQgAAEvCaA8HpNlH4QgAAEIAABCEAAAmFFAOENqzjYDAQgAAEIQAACEICA1wQQXq+J0g8CEIAABCAAAQhAIKwIILxhFQebgQAEIAABCEAAAhDwmgDC6zVR+kEAAhCAAAQgAAEIhBUBhDes4mAzEIAABCAAAQhAAAJeE0B4vSZKPwhAAAIQgAAEIACBsCKA8IZVHGwGAhCwjUCt5v3U+OH7VemusrZtnf1CAAIQiBoCCG/URM1BIQABPwggvH5QpScEIAABbwkgvN7ypBsEIBBlBBDeKAuc40IAAlYSQHitjI1NQwACXhGo0rinGtS8VzUeuD215by3V2jqq4v11itDtObnP/T0pNe15pfflZyconI3ltGArk2VO1cO9/3HC69T98aijzT9uZ6pvb74Zq26DRqv919/2v1nCQmJGvHCa1q47FMpRrrj5qv1ZNt6yp8vj1dHog8EIAABCJxAAOFlJCAAgagmMGnGQq385idNHtkllUOLrqN03VWXqPmjD2rDxm3asHGrri1zsQ4fiVfL7qN1/51l1bjO/VkS3jET52jdHxvVp2ND5ciRXU+NflnZs8dqRO+WUZ0Dh4cABCDgJwGE10+69IYABMKewOatO3XfI131/htPq3DB/Nq776Bur9ZOi6YP1bnFi520/wnT3tKff2/R4Ccfy7TwJiQm6aYHWmrhtKEqfmZht37d7xtVvVlvfb1kkuKyx4Y9LzYIAQhAwEYCCK+NqbFnCEDAUwL12w5W5btv0sNVKuj1hR/qzXc+Tn0s4Yeff9eLs97WH39tUUpKinbu3qfr/3upRvVtlWnh/fPvrar0aDfFxWVPs/+kpCQtnTUqVYI9PRzNIAABCEBACC9DAAEIRD2B2Qve1+LlK/XS093V7IkRuvu261SnSgVt27FHlRt0V68O9fXAXTcrNjabxr08X+v/2Jhh4V2xcrX6jJjiPsP724bNerDBk/ry7QnKkztn1HMHAAQgAIFQEUB4Q0WadSAAgbAl4DzGcGfNDnpj8lOq0ayP3pszWoUK5Nfyj1dp8NgZeve1Ual77zpgvJKSk08pvEs//EoTp7+l1yf1T33/zHnvadKMt1zhdT6wduMDLfXcoPa69YYrw5YHG4MABCAQaQQQ3khLlPNAAAJZItCmxzM6Gp+guLhYjRvS0e2xdt0G1Xm8v6aN7amLS52rd1d8rcHPTNfN119xSuF1PtxWpXEvvTa+ry4pda62bt+tpp2H6+Chw6nf0uB848OSD77UwG5N3Z5bt+/S2l836MGKt2Rp3xRBAAIQgMC/E0B4/50R74AABKKAwDvvf6HO/cdpeO/H9cBdN6WeePwrCzTtjaU6ejRed9xyjSqWv0FLPvjilMLrFL02f7mmznpbySkpKlwgvxrWvk8jXnj1/7+WLDFJz784z31OePee/SpS+AxVv/92tWlSLQooc0QIQAACwRBAeIPhzqoQgAAEIAABCEAAAiEigPCGCDTLQAACEIAABCAAAQgEQwDhDYY7q0IAAhCAAAQgAAEIhIgAwhsi0CwDAQhAAAIQgAAEIBAMAYQ3GO6sCgEIQAACEIAABCAQIgIIb4hAswwEIAABCEAAAhCAQDAEEN5guLMqBCAAAQhAAAIQgECICCC8IQLNMhCAAAQgAAEIQAACwRBAeIPhzqoQgAAEIAABCEAAAiEigPCGCDTLQAACEIAABCAAAQgEQwDhDYY7q0IAAhCAAAQgAAEIhIgAwhsi0CwDAQhAAAIQgAAEIBAMAYQ3GO6sCgEIQAACEIAABCAQIgIIb4hAswwEIAABCEAAAhCAQDAEEN5guLMqBCAAAQhAAAIQgECICCC8IQLNMhCAAAQgAAEIQAACwRBAeIPhzqoQgAAEIAABCEAAAiEigPCGCDTLQAACEIAABCAAAQgEQwDhDYY7q0IAAhCAAAQgAAEIhIgAwhsi0CwDAQhAAAIQgAAEIBAMAYQ3GO6sCgEIQAACEIAABCAQIgIIb4hAswwEIAABCEAAAhCAQDAEEN5guLMqBCAAAQhAAAIQgECICCC8IQLNMhCAAAQgAAEIQAACwRBAeIPhzqoQgAAEIAABCEAAAiEigPCGCDTLQAACEIAABCAAAQgEQwDhDYY7q0IAAhCAAAQgAAEIhIgAwhsi0CwDAQhAAAIQgAAEIBAMAYQ3GO6sCgEIQAACEIAABCAQIgIIb4hAswwEIAABCEAAAhCAQDAEEN5guLMqBCAAAQhAAAIQgECICCC8IQLNMhCAAAQgAAEIQAACwRBAeIPhzqoQgAAEIAABCEAAAiEigPCGCDTLQAACEIAABCAAAQgEQwDhDYY7q0IAAhCAAAQgAAEIhIgAwhsi0CwDAQhAAAIQgAAEIBAMAYQ3GO6sCgEIQAACEIAABCAQIgIIb4hAswwEIAABCEAAAhCAQDAE/g94mwoETXdEfQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mutual information:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chi square:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize a `DataAnalyzer` explainer.\n",
    "# We can choose multiple explainers/analyzers by specifying analyzer names. \n",
    "# In this example, the first explainer is for feature correlation analysis and \n",
    "# the last two explainers are for feature selection and\n",
    "# the others are for feature imbalance analysis (the same explainer with different parameters).\n",
    "explainer = DataAnalyzer(\n",
    "    explainers=[\"correlation\", \"imbalance#0\", \"imbalance#1\", \"imbalance#2\", \"imbalance#3\", \"mutual\", \"chi2\"],\n",
    "    mode=\"classification\",\n",
    "    data=tabular_data\n",
    ")\n",
    "# Generate explanations by calling `explain_global`.\n",
    "explanations = explainer.explain_global(\n",
    "    params={\"imbalance#0\": {\"features\": [\"Sex\"]},\n",
    "            \"imbalance#1\": {\"features\": [\"Race\"]},\n",
    "            \"imbalance#2\": {\"features\": [\"Sex\", \"Race\"]},\n",
    "            \"imbalance#3\": {\"features\": [\"Marital Status\", \"Age\"]}}\n",
    ")\n",
    "\n",
    "print(\"Correlation:\")\n",
    "explanations[\"correlation\"].ipython_plot()\n",
    "print(\"Imbalance#0:\")\n",
    "explanations[\"imbalance#0\"].ipython_plot()\n",
    "print(\"Mutual information:\")\n",
    "explanations[\"mutual\"].ipython_plot()\n",
    "print(\"Chi square:\")\n",
    "explanations[\"chi2\"].ipython_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the generated explanations, we can launch a dashboard (a Dash app) for visualization. Because the explanations in this example are \"global explanations\", `global_explanations` is set for `Dashboard`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dash is running on http://127.0.0.1:8050/\n",
      "\n",
      " * Serving Flask app \"omnixai.visualization.dashboard\" (lazy loading)\n",
      " * Environment: production\n",
      "\u001b[31m   WARNING: This is a development server. Do not use it in a production deployment.\u001b[0m\n",
      "\u001b[2m   Use a production WSGI server instead.\u001b[0m\n",
      " * Debug mode: off\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " * Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)\n"
     ]
    }
   ],
   "source": [
    "# Launch a dashboard for visualization.\n",
    "dashboard = Dashboard(global_explanations=explanations)\n",
    "dashboard.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}