{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An introduction to explainable AI with Shapley values\n",
    "\n",
    "This is an introduction to explaining machine learning models with Shapley values. Shapley values are a widely used approach from cooperative game theory that come with desirable properties. This tutorial is designed to help build a solid understanding of how to compute and interpet Shapley-based explanations of machine learning models. We will take a practical hands-on approach, using the `shap` Python package to explain progressively more complex models. This is a living document, and serves as an introduction to the `shap` Python package. So if you have feedback or contributions please open an issue or pull request to make this tutorial better!\n",
    "\n",
    "<!--\n",
    "There are many research papers that dive into the specifics \n",
    "\n",
    "In the process of developing `shap` I have seen many of the ways things can break, so I will also highlight limitations and potential pitfalls that you may encounter along the way.\n",
    "\n",
    "But it is not enough to just be theoretically grounded and computationally efficient, a good explanation method must also be understood.-->\n",
    "\n",
    "**Outline**\n",
    "\n",
    "- [Explaining a linear regression model](#linear_regression)\n",
    "- [Explaining a generalized additive regression model](#additive_regression)\n",
    "- [Explaining a non-additive boosted tree model](#boosted_tree)\n",
    "- [Explaining a linear logistic regression model](#logistic_regression)\n",
    "- [Explaining a non-additive boosted tree logistic regression model](#non_additive_logistic)\n",
    "- [Dealing with correlated input features](#correlated_features)\n",
    "- [Explaining a transformers NLP model](#nlp_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"linear_regression\"></a>\n",
    "\n",
    "## Explaining a linear regression model\n",
    "\n",
    "Before using Shapley values to explain complicated models, it is helpful to understand how they work for simple models. One of the simplest model types is standard linear regression, and so below we train a linear regression model on the [California housing dataset](https://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.html). This dataset consists of 20,640 blocks of houses across California in 1990, where our goal is to predict the natural log of the median home price from 8 different features:\n",
    "\n",
    "1. MedInc - median income in block group\n",
    "2. HouseAge - median house age in block group\n",
    "3. AveRooms - average number of rooms per household\n",
    "4. AveBedrms - average number of bedrooms per household\n",
    "5. Population - block group population\n",
    "6. AveOccup - average number of household members\n",
    "7. Latitude - block group latitude\n",
    "8. Longitude - block group longitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn\n",
    "\n",
    "import shap\n",
    "\n",
    "# a classic housing price dataset\n",
    "X, y = shap.datasets.california(n_points=1000)\n",
    "\n",
    "X100 = shap.utils.sample(X, 100)  # 100 instances for use as the background distribution\n",
    "\n",
    "# a simple linear model\n",
    "model = sklearn.linear_model.LinearRegression()\n",
    "model.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examining the model coefficients\n",
    "\n",
    "The most common way of understanding a linear model is to examine the coefficients learned for each feature. These coefficients tell us how much the model output changes when we change each of the input features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model coefficients:\n",
      "\n",
      "MedInc = 0.45769\n",
      "HouseAge = 0.01153\n",
      "AveRooms = -0.12529\n",
      "AveBedrms = 1.04053\n",
      "Population = 5e-05\n",
      "AveOccup = -0.29795\n",
      "Latitude = -0.41204\n",
      "Longitude = -0.40125\n"
     ]
    }
   ],
   "source": [
    "print(\"Model coefficients:\\n\")\n",
    "for i in range(X.shape[1]):\n",
    "    print(X.columns[i], \"=\", model.coef_[i].round(5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While coefficients are great for telling us what will happen when we change the value of an input feature, by themselves they are not a great way to measure the overall importance of a feature. This is because the value of each coefficient depends on the scale of the input features. If for example we were to measure the age of a home in minutes instead of years, then the coefficients for the HouseAge feature would become 0.0115 / (365∗24∗60) = 2.18e-8. Clearly the number of years since a house was built is not more important than the number of minutes, yet its coefficient value is much larger. This means that the magnitude of a coefficient is not necessarily a good measure of a feature's importance in a linear model. \n",
    "\n",
    "### A more complete picture using partial dependence plots\n",
    "\n",
    "To understand a feature's importance in a model, it is necessary to understand both how changing that feature impacts the model's output, and also the distribution of that feature's values. To visualize this for a linear model we can build a classical partial dependence plot and show the distribution of feature values as a histogram on the x-axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 418
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.partial_dependence_plot(\n",
    "    \"MedInc\",\n",
    "    model.predict,\n",
    "    X100,\n",
    "    ice=False,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The gray horizontal line in the plot above represents the expected value of the model when applied to the California housing dataset. The vertical gray line represents the average value of the median income feature. Note that the blue partial dependence plot line (which is the average value of the model output when we fix the median income feature to a given value) always passes through the intersection of the two gray expected value lines. We can consider this intersection point as the \"center\" of the partial dependence plot with respect to the data distribution. The impact of this centering will become clear when we turn to Shapley values next."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reading SHAP values from partial dependence plots\n",
    "\n",
    "The core idea behind Shapley value based explanations of machine learning models is to use fair allocation results from cooperative game theory to allocate credit for a model's output $f(x)$ among its input features<!--[cite]-->. In order to connect game theory with machine learning models, it is necessary to both match a model's input features with players in a game, and also match the model function with the rules of the game. Since in game theory a player can join or not join a game, we need a way for a feature to \"join\" or \"not join\" a model. The most common way to define what it means for a feature to \"join\" a model is to say that feature has \"joined a model\" when we know the value of that feature, and it has not joined a model when we don't know the value of that feature. To evaluate an existing model $f$ when only a subset $S$ of features are part of the model we integrate out the other features using a conditional expected value formulation. This formulation can take two forms:\n",
    "\n",
    "$$\n",
    "E[f(X) \\mid X_S = x_S]\n",
    "$$\n",
    "\n",
    "<center>or</center> \n",
    "\n",
    "$$\n",
    "E[f(X) \\mid do(X_S = x_S)]\n",
    "$$\n",
    "\n",
    "In the first form we know the values of the features in S because we *observe* them. In the second form we know the values of the features in S because we *set* them. In general, the second form is usually preferable, both because it tells us how the model would behave if we were to intervene and change its inputs, and also because it is much easier to compute. <!--For a much more in depth discussion on the differences between these two formulations see the spearate article on [causal vs observational feature importances]() [TODO].--> In this tutorial we will focus entirely on the second formulation. We will also use the more specific term \"SHAP values\" to refer to Shapley values applied to a conditional expectation function of a machine learning model.\n",
    "\n",
    "SHAP values can be very complicated to compute (they are NP-hard in general), but linear models are so simple that we can read the SHAP values right off a partial dependence plot. When we are explaining a prediction $f(x)$, the SHAP value for a specific feature $i$ is just the difference between the expected model output and the partial dependence plot at the feature's value $x_i$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 418
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compute the SHAP values for the linear model\n",
    "explainer = shap.Explainer(model.predict, X100)\n",
    "shap_values = explainer(X)\n",
    "\n",
    "# make a standard partial dependence plot\n",
    "sample_ind = 20\n",
    "shap.partial_dependence_plot(\n",
    "    \"MedInc\",\n",
    "    model.predict,\n",
    "    X100,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    "    ice=False,\n",
    "    shap_values=shap_values[sample_ind : sample_ind + 1, :],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The close correspondence between the classic partial dependence plot and SHAP values means that if we plot the SHAP value for a specific feature across a whole dataset we will exactly trace out a mean centered version of the partial dependence plot for that feature:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FTAb2BuYU2/yQZLlhSZI0hIGGdA3EneGl+kvzv8KJwATglyk+c6z5KXAecBCwL8nmjA0kQWUJsDjG+P36lSdJ0sjQt0rX0pXdJYcTd4aXsiHNgPIYyX4drtFXoRjjX4Bz612HJEkjWTlDuvq4M7yUHWkGlFuBM0gmcl+X4nMlSZJKUu6QriNfOJEFHS3uDC9lSJqreF0IbAS+EELYPcXnSpIklWTpyq1lDem66MhdOWqOmzRKWZJaQCkOT3oj0Az8JoTw4RDC7BBCc1rvkCRJGkxnV2mLXDqkS8quNFfx2v4nQgPw5eIXIYTBbi3EGF0yQ5IkDdustnGDXndIl5R9aQaDHf8r9796SZJUU0d0tNDeuqHfYV59Q7oMJlK2pRlQ3pnisyRJksrW3NTAooXTdpoo75AuaeRILaDEGK9I61mSJEmVmjtzAsvPmMGyld10duWZ1dbkkC5pBHHuhyRJGnWamxo4ak5LvcuQVIE0lxmWJEmSpGGpSg9KCKENOBE4CNgLmEyyR0onsBy4OsbYVY13S5IkSRq5Ug8oIYQPAecDff2q2w/4fCVwAvAfIYRPxxj/K+33S5Kk0SGXL7B05VY6u7Yxq20cR3S4oaI0FqQaUEIIFwAf45lQ8ifgdyS9J63AfsA+wCTgKyGEPWKMn0yzBkmSNPKtWNXTz0pcG1i0cBpzZ06oY2WSqi3NjRoPBD5e/HY5cFaM8Vf9tHsJ8F8kw78+FkL4QYzx52nVIUmSRrZcvrBTOAFYvamX05esZfkZM+xJkUaxNCfJv794/BlwSH/hBCDG+GvgkGK7hu3ukyRJYunKrf1utAhJSFm2srvGFUmqpTQDykFAAfhsjPHpwRrGGPPAZ7e7T5IkCYDOrm1DXM/XqBJJ9ZBmQGkvHleU2L6vXfugrSRJ0pgyq23cENfdxk0azdIMKJuLx2kltt+1eNySYg2SJGmEO6KjhfbW/n9FaW9tZEHHxBpXJKmW0gwovy8eTyqxfV+73w/aSpIkjUq5fIEbH9rCf92zkRsf2kIuXwCSXeAXLZy2U0hpb21k0cJpTpCXRrk0+0iXAAcCnwwh/CHGeO1ADUMIxwKfJpmzcn2KNUiSpBFgqGWE586cwPIzZrBsZTedXXlmtTWxoGOi4UQaA9IMKF8DzgA6gKtCCO8nCS0PAZtI9kF5EbAQeDXJCl4PA19PsQZJkpRxpS4j3NzUwFFzWgZ4iqTRKrWAEmPMhRAWAD8E5gCvKn71p4EkuLwxxtiTVg2SJCn7SllG2GAijV1pzkEhxtgJzAfOIZlb0rDDFyTB5CPA/Bjjo2m+X5IkZZ/LCEsaTOrr9MUYc8CXgS+HEHYF9iIZ3rUJeDTGuC7td0qSpJHDZYQlDaainwAhhAdIJrgfWAwkhBD2Ati+V6QYRgwkkiTpH5JlhDf0O8zLZYQlVTrE66XFr+3/BPJX4M8hhF2GW5QkSRq9XEZY0mAq7UPtJZlTsuP9/kSRJElDchlhSQOpNKCsBaYD+wAPpFeOJEkaK1xGWFJ/Kg0o9wOHA5eHEL4FrN/u2skhhFw5D4sxfqfCOiRJkiSNIpUGlIuBBcB+wH9ud74BuLTMZxUAA4okSZKkyibJxxiXAkcDvwC2kgSTQvHyjnufDPWV6l4skiRJkkauihcajzF+H/h+3/chhF6SkDI5xrglhdokSZIkjTHuhCRJksqWyxdYunIrnV3bmNU2jiM6WlyBS1Iq0gworyset6b4TEmSlDErVvVw+pK1z9posb11A4sWTmPuzAl1rEzSaJBaQIkx/jStZ0mSpGzK5Qs7hROA1Zt6OX3JWpafMcOeFEnD4gR1SZJUsqUrt+4UTvqs3tTLspXdNa5I0mjjHBRJkjSgjd29XHjXBh5Zk2ef6U20Ng/eO9LZla9RZZJGKwOKJEnq1w2/28LZP+yit7iRwN2dPQw1eGtWm79aSBoeh3hJkqSdbOzufVY46VPovzkA7a2NLOiYWNW6JI1+BhRJkrSTC+/asFM42V7LDh0l7a2NLFo4zQnykobNflhJkrSTR9YMPpfkZc+ZwIkvmURnV55ZbU0s6JhoOJGUCgOKJEnaaePFF+zaxN2dPQO279htPEfNaalhhZLGCgOKJEljXH8bL+62CzTQ/5yTxgb46EGTa1afpLGlagElhLA/EIDdgeYY4+er9S5JklSZgTZefGoLTG6GzT08ay5KYwNc9KY2Jk90Gquk6kg9oIQQDge+BOy3w6XPb9emA4hADtg3xtiVdh2SJGlwuXyB8+9cP+DGixtz8B8LpvLQk3keWfM0+0wfz0cPmmw4kVRVqQaUEMJ7gUt4ZnWwJ0l6UJ7VQxxjXBlCiMDBwLHAt9KsQ5IkDa6/YV39Wb2ll88dNrVGVUlSissMhxDmkoSTBuC7wF7A3oPc8r1i28PSqkGSJA1toGFd/XHjRUm1luZPnbNJAs/3Y4ynAoQQJg3S/hfF4/4p1iBJkoawdOXWksKJGy9Kqoc0B5G+lmQo13+U2P7R4vG5KdYgSZKG0Nm1bcg2brwoqV7S7EGZWTw+XGL7vsXVJ6RYgyRJGsKstnGDXj9t3iQ+9bophhNJdZFmD8rW4rHUXZv6As3aFGuQJElDOKKjhfbW/n8FaG9tNJxIqqs0A8ojxePLS2zfNzn+tynWIEmShtDc1MCihdN2CikO65KUBWkO8foRycaMHwsh3BRj7G/zWQBCCLsC55DMWflBWgWEEJ4PnAt0Ax+IMQ44AzCEMA74b2Ai8OkY4+Np1SFJUtbNnTmB5WfMYNnKbjq78sxqa2JBx0TDiaS6S7MH5WJgPfBK4HshhPb+GoUQDgB+AuwJrAL+J8UaTgdOJdm5ftDlSWKM24DxxfYnpFiDJEkjQnNTA0fNaeGDB07mqDkthhNJmZBaQIkxrgOOA54G3gr8DfhZ3/UQwp0hhE7gHmAuSS/HcTHGrf08rlKvKx5vKLH9DSR7sRyVYg2SJEmSKpRmDwoxxh8DrwYeIhk+9rLipQaSXeOfV/z374BXxxjvTvP9wKzi8Vcltv918fiClOuQJKlmNnb3cu6Puzjpmqc498ddbOweeo8TScqq1LeHjTFGYG4I4XXAIcALganAJuDPwI+BWwebozIMfcPKNpbYflPxOKMKtUiSVHXX/2Yz59yynr4P1bs7e/jug1u46E1tvG2/XepamyRVIvWA0ifGeCdwZ7WeP4AuYHeSzR/Xl9D+OcXj5qpVJElSldz7aI6P3rLzx11vAc7+YReH7j2RyRNTHSwhSVU32n5qPVQ8vqXE9m8tHkvdXFKSpEzI5Qucdv2aAa/3FuBLd5U6oECSsqNqPSh1chPwWuDjIYQfxBh/N1DDEMIc4GMkSx3fWJvyBhZCGA+8BngjyXydDpIlkJ8Efg5cEmP8Sd0KlCRlRi5f4Pw717M1P3i7R9Y8XZuCJClFqQWUEMK5ld4bY/x8SmVcCnwE2AO4J4TwOWBxjHF1X4Pi8senAJ8hmRvzOPC1lN4/HAeTzM+BZPnln5EMPZsDLAQWhhDOizFW/H9nSdLIt2JVD6cvWcvqTUNPhN9n+vgaVCRJ6UqzB+VfgUonvqcSUGKMW0MIbwVuA6YAFwIXhhBWk0ycn8wzE+kbgA3AW2KMWZiD0gssAS6OMd61/YUQwvHAlcBnQgh3Fuf3SJLGkFy+wE2/38K5t21gc8/QH7cNwEcPmlz9wiQpZWkGlEcZPKA0AbsBzcXvuyhtIntZYowxhPBy4OvA64unZ7DzSl23AWfGGP+Udg2ViDHeAdwxwLVrQwiHAe8i6f0xoEjSGFJOr0mfC98w1Qnykkak1AJKjPH5Q7UJITSRzLO4APgn4J3VmFcRY/wjcGgIYTZJSNmbpPdkI/AIcEeM8Q9pv7fKHiwe96xrFZKkmsrlC2WFk5YmuPzY6bxir+ahG0tSBtV0knyMMQ/cEUI4iGSOxQ0hhPkxxj9X6X0PM3pW6Nq3eHy8rlVIkmoily+wdOVWlq3sLjmcnDZvEp963RSamxqqXJ0kVU9d+n5jjD3AZ0kmqX+6HjWMJCGEmcBpxW+X1LEUSVINrFjVw6u/8QRn3dTFD//QXdI97a2NhhNJo0I9lxmOxeNhdawh84rD4haThLnbY4w3lXjf/QNcmp1WbZKk9JU7pAuScLJo4TTDiaRRoZ4BZWLx2D5oqwqEEHYDjgFeTjI5voVkQZOBFGKMh6RdR0ouBQ4B/o9kgrwkaRSqZEjXpAkNnHfYVI6c3WI4kTRq1DOgnFw8PpHmQ0MI7wa+AuxSPFXKT+xKl0euqhDCxSQrd60CDokxrir13hjj/AGeeT8wL50KJUlpuP+xHk67fg0bcqV/HPX1msydOaGKlUlS7dU0oIQQmkkme59MsqFiAbglxecfAXxzu1O/Av4IbEnrHbUSQvgycBbJTvKHFFcmkySNMg88luOYK9fQW2I2OfKFE1nQ0cKCjon2mkgaldLcSX5bmbc0AH8npU0aiz5aPP4JeFuM8bcpPrtmQgj/AZwNrAEOjTE+VOeSJElVkMsXOPX6tSWHk/bWRi46cleDiaRRLc1VvBrK+MoD3wMOjDH+PcUa5pP0ynxgBIeTLwLnAOuAw2KMv6lzSZKkKlm6cmvJw7qcCC9prEhziNc7h7heALpJ5lP8Ksa4IcV39xlfPP6iCs+uuhDCvwEfB7pIwsmDQ9wiSRrBOruGHnzgkC5JY02aO8lfkdazhuHPwH7AFJIeiBEjhHAUz+wJ8wjwwRBCf00fjjF+sWaFSZKqZlbbuEGvT2lucEiXpDGnnqt4VcOVwAXAUcB/17mWck3b7t+h+NWfnwIGFEkaYfqWEe7s2sastnEc0dHCER0ttLdu6HdZ4cYGuPzY6YYTSWNOQ6GQyRV2KxJCmADcBXQAh8cYf1nnkjInhHD/7Nmz5y1evLjepUjSmLFiVc9Omy/2zSkBdro2pbmBK46dxrznNte8VklKUUV/YRltPSivAM4DLgaWhxCuBm4FHgcGHegbY/xZ9cuTJI0luXyBm36/hXNv28Dmnmf/QXD1pl5OX7KW5WfMYPkZM1i2spvOrjyz2pqcbyJpTKsooIQQ/pxiDYUY494pPesnPLPpYgPw9uLXkDUw+sKaJKmO+us12dHqTb0sW9nNUXNaOGpOSw2rk6TsqvSX8uenWEPaY8waBvi3JEk1kcsXhgwnfTq78jWoSJJGjkoDyudSrSI9L6h3AZIkLV25taRwAjCrzQ58SdpeRT8VY4yZDCgxxs561yBJGpv65pvc/qccj6wprVekvbWRBR0Tq1yZJI0s/tlGkqRhWrGqh7dft4Z1W0sftezO8JLUPwOKJEnDkMsXeOf3Sg8nkyY0cN5hUzlydovhRJL6YUCRJKlCuXyB8+9cz5ObSwsnfb0mc2dOqHJlkjRyVSWghBD2Bl5PsmHi1CHeU4gxvquCdwy6r0mZCjFGw5okqWT3P9bDadevYUNu6HDy6lkTOH7/Se5vIkklSPWX8hDCdOAbwFspbYnfBpJlhssOKCU+X5KkVOXyBb527wYuvntzyevkH7//JPc5kaQSpRZQQggTgR8DLyHZtf1B4OUkAeQeoJWkR6WleK6z+FWpK4ZTryRJ5brv0W7ecd1ausvow2+f5EpdklSONHtQ/gV4KfAU8JoY48MhhL5F4BfEGLeEEJqAo4F/B3YHPh5jvL6Sl8UY35lG0ZIkleKqBzfzyVvXl3XPtJZGFh3jSl2SVI7GFJ91DEnPyFdijA/31yDGmI8xXgccAKwGvhNC2D/FGiRJSt19j3aXFU5etsd4LnpTG/e+b4YT4iWpTGkGlP2Kx5v7ufasnpoY42rgU0AzcHaKNUiSlKqN3b2cfO3akttPaW7g2pN2Y+GLd7HnRJIqkGZAmVI8PrbduZ7icXI/7X9SPL42xRokSUrNilU9HHjpEzzdO3RbgMYGuPzY6QYTSRqGNOegbCJZUngS0PenpjXATGBvnh1cIOk9AZhRyctCCOdWct9AYoyfT/N5kqSRLZcvcPqStSUtIwxJz8kVx05j3nMd0iVJw5FmQFlJsmrXc4D/K577DUlAeRPwsx3av7F43FTh+/4VSl7hsRQGFEnSPyxduZXVm0rrOjnrwEl84JVT7DmRpBSkGVDuIDKkmpAAACAASURBVAkoc4D7iuduABYAHwoh/AG4HhgHvBn4IknA+GmF73uUgQPKVKBtu+/XkwSh1uK1PuuADRW+X5I0yuTyBZau3Epn1zYeXv10SfdccPhUTnrZpCpXJkljR5oB5fvAJ4AjgcuK5y4DziIJLd8qfvVpALqB8yp5WYzx+f2dDyEcBVxOMqTsfOCGGOMT212fAbwN+DSwC3BWjPGmSmqQJI0OuXyBb/1iE1+7bxObe0rrnB/fCFceP40D9nKPE0lKU2qT5GOMvyDZQf7b2517GjiUpHelYYevTuDNMcZfp1VDCOGlwDXAE8C8GOOl24eTYk1PxBgvBeaR7NlybfE+SdIYtGJVD6++9AkuvGtjyeFkSnMDD35wpuFEkqogzR4UYow/6OfcKuDQEMLewP4kk+P/klyKZezFW5KPFZ//sRjjk0PU+mQI4WMkw9A+DpyYci2SpAzL5Qvc/PutfOa29SUHE4D21kYWLZzG5IlpLoQpSeqTakAZTIzxT8Cfqvya1xSPPy+x/d073CdJGgPuf6yH065fU/IKXUe+cCKz28czq62JBR0TnQwvSVWU2p9/QggvTutZwzC9eCx1tmJfu2lVqEWSlEEPPJbjmCufKjmcACzoaOGDB07mqDkthhNJqrI0+6d/HUL4VQjhnBDCnik+txyPF4/HlNj+2B3ukySNUrl8ge+t2MxxV62ht4xF6ttbG1nQ4VwTSaqVNANKA8kcky8Cfw0h/CSE8O4QQtsQ96Xp5mIdnwshvGmwhiGEI4HPkSxV7CpekjSKrVjVw6u/8QQf+dH6kneFB9h9UgOLFk6z10SSaijNOShvBE4mWclrEsm8joOAS0IIPwKuAm6KMeZSfOeOzgNOAHYDfhBCuJNk+eOHgc3FumYXa3wdSZhZTYVLHUuSsq9vR/hSN10EmDShgfcd0Mq//HOr4USSaqyhUEhzM3YIIbQAbyEJK4cD43lmQ8WNwBKSsHJHjDHdl/OPuTA3AbMYfKf5BuCvwFExxt+mXUdWhRDunz179rzFixfXuxRJqokbH9rCWTd1ldR2XCNceEQbR77IuSaSlIKKfpCmvkZijHFrjPGaGOObgT2A9/HMallTgNOAW4G/hRC+FEKYn/L7fwvsB3wK+AM777/SUDz/SeDFYymcSNJYkssXuPGhLVz7my0l33PWK1tZOHcXw4kk1VHqPSgDCSHsBZxE0rOyX/F0ASjEGKu23HEIYVeS3pRJJMO8OmOM66r1vqyzB0XSWLBiVU/Zw7raJsIv3r+H4USS0lPRD9Ra7oPyKMkE+i+GEA4GLicJDtV+7zpgzAYSSRpLKt18cfdJDVx2zHTDiSRlQM0CSghhInAUSQ/KApK5KZIkpaLcXpMpzQ0c9aIWDnhes5svSlKGVDWghBAaSSbKn0Qycb6VZ7p6ciTLAl9Zhfc2AAuL7w3A7sD47YeSFYecHQP0xBgvSbsGSVLtbOzu5aRrStsZ/tWzJnD8/pMMJZKUUVUJKCGEV5KEg+NIlvyFJJj0AneShJIlMcYNVXh3O/A94FU8e9zbjp9aTwAfA3YPIdwfY/x52rVIkqpvxaqeksMJwPH7T+KoOS1VrkqSVKnUAkoIYT+SUHIC8Pzi6b6A8CBJKLk6xli1XdtDCOOBpcBLgW6S5YxXAF/ZsW2MMRdCuA74APA2wIAiSSNM3x4npYYTd4WXpOxLswdlBUkvRV8o+QtJQLgyxvhwiu8ZzHtJwska4LUxxt+FECbRT0ApWkYSUA6sUX2SpJTk8gXOv3N9yXNO2lsb3RVekkaAtId4rQGuIwkl9eiROJ4kJP1/McbfldD+oeJx3+qVJElKWzkT4idNaOC8Q6e6+aIkjRBpBpQjgWUxxm0pPrNcc4rHH5XYfm3x2FaFWiRJKcvlC9z0+y2ce9uGkpYRntLcwFUnTGfuzAk1qE6SlIbUAkqMsdRQUE19sx43ltm+uwq1SJJSkssX+NYvNvG1+zaVvL/JlOYG7nnvDCZPbKxydZKkNNVsH5QaWQ3sCTwP6Cqh/YuLx79XrSJJ0rA88FiOU68vfSI8PDPfxHAiSSPPaPvJfW/xuLDE9u8imbPys+qUI0kajns7cxy9uPQlhAFOmzeJ5WfMcFiXJI1Qoy2gfJtkFbFzQggHDNYwhPBukkn1AN+qdmGSpPI88FiOE65Zs9MmVoNpb23kU6+b4mR4SRrBRtUQrxjjrSGEJSQ9KD8JIXwL+Gnf9RDCa4C9STaQPJyk92RRjDHWo15JUv9y+QKnXFt+OHEZYUka+UZVQCl6OzAOeCvw/uJX32fcncVj36fX9cD7alqdJGlIN/9+K5ufLq3tpAkNnHfYVI6c7TLCkjQajLqAEmPsBo4OIRwDnAUcAIzfrkkv8Avgohjj9XUoUZLUj1y+wNKVW+ns2sbtj5S2uOLukxq47BiXEZak0WTUBZQ+McbvAd8LIbQA/wRMBTYBnTHG9XUtTpL0LOVsvNjnDfs2c/FRDumSpNFm1AaUPjHGrUApu8pLkupgzaZtHHvlU2zNl37PLk0YTiRplBp2QAkhBOAQkv1HGkj2FPlJjPGe4T5bkjR65fIFPn97F4t/tbXsexefsJvhRJJGqYoDSghhOnAlcNgA1+8BTowx/q3Sdwzx/odSfFwhxrhfis+TJA3ijj9u5fT/XVfWKl0AkyfAd46bzrznOudEkkarigJKCGE8sBSYxzMrYu3oQODWEML84jCrtM0mWZ0rjT+hlfsZKUmq0Nk3rWHJQ7mS2582bxK7TWpkVlsTCzom2nMiSaNcpT0opwDzi/9+GPgiyTyPbcCLgHOAlwIvBM4A/nN4ZQ5qPbAMqEYIkiSl6Fv3bSgrnLjxoiSNPZUGlOOKxzuBBTHG7ac2/iqEcA3wA+BNwDFUL6A0AFOANwA3kAw5uy3GaI+IJGVILl/gyz9bzzd+uaXke1qacONFSRqDGiu87yUkw6I+t0M4AaAYEM7drm017A38K/BHYDLJBo1Lgb+FEL4cQnhZld4rSSrDilU9zL9kVVnhpAG4+4wZ7m8iSWNQpQFlevH4m0Ha/LZ43CWEkPpyxjHGv8QYPx9jnE2yGeNXgSeBPYAPAzGE8FAI4VMhhOen/X5J0tA2dvdy3JVPsTFXesd2A/CVI9uY3jqueoVJkjKr0oDStzN7z0ANYoxPb/dtVf8EFmP8ZYzxLOC5JMPKriWZkzIbOA/4UwjhrhDCGSGEadWsRZKUuP+xHub99yq2lLG/SSNw//tn8Lb9dqlaXZKkbKs0oGRSjHFbjPGWGONJwAzgNOB2oBd4FfA14O8hhO+HEHatX6WSNLrd92g3Ry9+ip7SN4YHYMkp0+05kaQxbrhDr0rts6/5pPUY42bgO8B3QggzgROBDwLPB94M7A6sq3VdkjTa3duZ4/hr1pZ1T3MjXH3Sbu5vIkkadkDZlGwkP6BCCe0KMcbU56j0CSFMBY4E3gLsVa33SNJYt7G7l7NvXsutfxpw9G+/zvjnXfjIQVNdrUuSBAwvoGT2kySEMIEklJxCsgTxBJJ6t5HsmbIY+HPdCpSkUeaqBzfzyVvXl33fFw+fwokva61CRZKkkarSgHJFqlWkJITwWuBkYCEwlWdCVCQJJdfEGFfXpzpJGn1y+QLn3rqOa1Z0l33v4mOncdA/TaxCVZKkkayigBJjfGfahVQqhLA/SSg5kWQVr75Q8ifgKmBxjPGPdSqvLCGEFwJHAC8HAtBB8r/n2Bjj9+pZmyTtaMWqHt55/Rqe3FLeNMNJExr47nHTme98E0lSP6o296PaQggfJwkm+/FMKHmKZInhK2OM99artmE4E/hQvYuQpKGs2bSNY698iq1lLCEMcNaBk/jAK6c430SSNKC6BpQQQgfw9hjjZyq4/QKSSfhbgB+QDOFaFmMsc1HLTPktcCHJkLT7gW8DB9e1IknawXW/2cI5t3SVfd+1J0znFbOaq1CRJGk0qXlACSHsRjIc6+3A/OLpSgJKnwnA24pfDLGq2EAKMcZJw6ghFTHG/9n++wr/t0hS1dz1l+6Kwsl1J07jgL0MJ5KkodUkoIQQmoG3koSSw7Z7bwPD2yOlgWRX+/FDNRxCzfdpkaSR5r5HuznluvL2N4Gk58RwIkkqVVUDSgjh9SRL/R4NTC6e7ht4/Hvg6uJXJT43vOokSaW6/7Eejr+6zM0Xx8E1J05n3nMNJ5Kk0qUeUEIILyYJJSeRrKoFz4SSAvDvwNUxxt8M5z0xRgPKIEII9w9waXZNC5E0ouXyBW76/RY+tWx9SV3NDUDHbuN41/xW3vriXZwML0kqWyoBJYSwB0kgOQXYv3i671NpPXAPyYaJxBg/mcY7JUnVtWJVD6cvWcvqTaWvPXL/+2cwvXVcFauSJI12FQeUEMIuJBsingK8HmjkmVDSA9wCXAncRPJX+zcMq1KVJcY4v7/zxZ6VeTUuR9IIkssXuOG3mzn3tg3ktpV+34VvaDOcSJKGraKAEkJYDLwF2IVnD9+6m2S53+tijOu2az/MMiVJtbD8L1t5x3XrKCOXALD4uGkc9AJ3hZckDV+lPSgnbffvh0h6Sq6OMf512BVJkurigp+s59L7Npd1TwNw7YnTOGAvw4kkKR3DmYPSN1+yufg13KV+JUl18s37NpQdTqY0N3D5sdOZ/9wJVapKkjQWVRpQLidZOngKsDfJRoufCSFE4LvANTHGp1KpUJJUNbl8gU8uXcuS3+VKvmfShAbOO2wqR85ucZUuSVLqKgooMcbTQwjvI5mHcgqwoPislwMBuCiE8GOS+SjfT6lWSVKKVqzq4ZRrn6Kru/R7pjQ3cNUJ05k7014TSVJ1VDzEK8bYDVwLXBtC2A04gWSn+JcXn3tE8WszcO/wSx39QgjzgK9td2pO8fiFEMJH+07GGF9R08IkjTqPr8/zliueKmsy/IRxcM97ZzB5YmPV6pIkKZV9UIrDuS4BLgkhdJAElZOAFwCtwCEU56yEEC4hGQK2PI13jzJTgAP6Ob9vrQuRNHpddNd6Lr6nvPkmAN89drrhRJJUdQ2FQil7A1cmhPAqkrByLLBr8XTfC/8GXANcG2N8oGpF6FlCCPfPnj173uLFi+tdiqQ6uOZXG/n4so1l3/elN0zl2P0nVaEiSdIoVtFExVR6UAYSY7wbuDuEcBbwJpKw8kZgAvA84KPAR6pdhySNdbl8gTdc9gR/Wlv6rvB97n1vO3tM9ce0JKk2avKJE2PsAW4Abggh7AocRxJWDqzF+yVpLFuxqod3XPsUa8uYDN/nP49sM5xIkmqq5p86xR3mvwF8I4TwT8DJta5BksaKXL7A6UvWlh1Ojti3mS+9cVfnnEiSaq6ufxaLMf4ZOK+eNUjSaJXLFzj/zvWs3lTesC6HdEmS6slPIEkaZXL5At/8xUa+ft9mNveUtxDKR17dajiRJNVVRZ9CIYRFKdZQiDG+K8XnSdKYdW9njrdft4aeMufC77MrXHfSDKa3jqtOYZIklajSP5OdxjPLBafBgCJJw/TN+zZw/k82lX3fK57XxLUntVehIkmSyjecfvyK1jWWJKXvwz9Yww2/z5V1z+QJcMMpu7Hv7hOqVJUkSeWrKKDEGAdd1iWE0ApsIBm+5XgBSaqir/ysq6xwctq8SXzqdVNobvLvTJKk7KnWTMjqbU8vSQKSyfBvv/ZJ7vtbvuR72lsbDSeSpExzqRZJGoFWrOrh1OueYs3W0u9paYJFC6cZTiRJmWZAkaQRZmN3Lydds4YN5U054e4zXKVLkpR9bhEsSSPIilU9HPD1J9iQK28k7QWHTzWcSJJGBHtQJGkEeHx9npOvfYo/rStzgxPg3w6dzEkvm1SFqiRJSp8BRZIy7hO3rOPq35Qx2aSoEbj6hOm8YlZz+kVJklQlBhRJyrBlD2+pKJy8Ys8mvnP87k6IlySNOAYUScqoBx7L8Z4bu8q6Z7ddGrj5Hbuzx1R/vEuSRqaKPsFCCHcM0eQfMzFLaFuIMR5SSR2SNFpt7O7l+KvWlHXPbrvAPWfOtNdEkjSiVfonttcy9GaMfdcPHqRNQwnPkaQxI5cvcMk9G7jk55spZzr8ri0NXH7sdMOJJGnEqzSgPIrBQpJS9cBjOU68eg3d28q77/OHTuaEl7QaTiRJo0JFASXG+PyU65CkMe3ezhwnXLOm7L/8fPjAVk6dP7kqNUmSVA/OopSkOsrlC/z7T9bx7fu7y773sqN35fX7tlShKkmS6seAIkl1smJVD0d/9yl6yt97ketOnMYBe01MvyhJkuqsZgElhDAZ2AV4KsZY5ghrSRpdNnb38pYrnqLcH4aTmxu44tjpzH/uhKrUJUlSvVU1oIQQGoD/B7wPeEHx9NMhhDuBf40x3lfN90tSFt3bmePka9eUHU7OOnASH3jlFCfDS5JGtUr3QZkDrCBZyev1Mcaf9dOmAbgeeFvxVN8n6gTgcOCQEMLxMcYbKqlBkkaaXL7A527r4spfl78z/AWHT+Wkl02qQlWSJGVLY4X3HUwSOH7XXzgpOgM4mmeCyQ+B/wCuAnIk4ejbIYTpFdYgSSPGilU9vPJrq8oOJ83j4NoTphtOJEljRqVDvA4m6T25fpA2HysetwELY4w/6LsQQngp8FNgKnAa8OUK65CkzMvlC5x4zVNszJV337tDCx87uM0hXZKkMaXSHpS5xWO/vSchhAA8n2KI2T6cAMQYfwVcTNK7cniFNUhS5q3ZtI3XfePxssPJW180kc8csqvhRJI05lQaUPYsHlcOcP012/37qgHa3Fg8zqmwBknKtPNvX8e8rz7BY5vKu+89oYWLj5pWnaIkScq4Sod47VI89gxw/Z+3+/ddA7T5a/Hop7CkUWVjdy9vWLSK/9tY3n1NjbD8Pe3sMdUtqiRJY1elPSh9fw/cc4DrfQHlzzHG9QO0KRSPfhJLGjWufnATL764/HAypbmB7799N8OJJGnMq/ST8C/AS0iGcv1m+wshhH14Zv7J3YM8Y0bx2FVhDZKUKYt+uZHP3VFmMgHOO3QKx79kkvNNJEmi8h6UO0kmuJ8dQpiyw7X/t92/bx7kGfOLxz9XWIMkZcY379tQUTj50hum8o75rYYTSZKKKu1BuRT4ADALeCCE8D/ABuAQ4K0kvSd/55mJ8P15Y7HdAxXWIEmZcMGd67n0F5vLvu+yo3fl9fu2VKEiSZJGrop6UGKMfwQ+QdKL8gLgfOC/ScJJ358BPxxjfLq/+0MIuxbbAvykkhokKQuu/9XGisLJl94w1XAiSVI/Kp6NGWP8SgjhSeDfgL22u/Q34JwY45JBbj8bmEiyo/wtldYgSfWysbuXIy5bzd829JZ1315TG/jRaTOYPLHSEbaSJI1uw1ouJsa4GFgcQtgX2A1YG2P8Qwm3XgZcA+RijGXuECBJ9XXdb7Zwzi3lr+/xmlnj+O4JM4ZuKEnSGJbKepbFIV9/LKO9E+MljTgbu3s5+4drufWRgbaAGti33trG4S/cZeiGkiSNcS64L0kluP43m/noLQNt6zSw8Q3w4FkzHdIlSVKJ/MSUpCEse3hLReGkpQlueMduhhNJkspgD4okDeL829fxzbi17PtO3n8Cnz1suvubSJJUJgOKJPVjzaZtvOmKJ3i8gmU8Dt17Al94w27pFyVJ0hhgQJGkHVz40/Vccm/5e5sAfPXIqRy536SUK5IkaewwoEjSdv5reReX3Lul7PtaxsFVJ05n3nObq1CVJEljhwFFkoo+cMOT3LTy6bLu2WtqIx9+1RSOfFGL800kSUqBAUWSgI/cvKbscDK1uYHb3j3DYCJJUooMKJLGvKOueJxfryqUdc8u4+HKE1ylS5KktBlQJI1ZnWuf5vBvP0l3b3n3vWbWeP7nmN0MJ5IkVYEBRdKY9I5rn+Cnf91W9n3vmj+Rcw+dVoWKJEkSGFAkjUFn/u+TFYWTj75qEh989dQqVCRJkvoYUCSNGbl8gQ99/0lu+VO+7HuPe/FEw4kkSTVgQJE0Jtz3aDfHX72W8qbCJ372L7sza9r41GuSJEk7a6x3AZJUbd+5fxPHVRBOxjXAzafuZjiRJKmG7EGRNKp97efr+fefbS77vlfs2cB3jp/pSl2SJNWYAUXSqHXm/z7Jj/5Y3uaLAO/950l88nXON5EkqR4MKJJGnTWbtnHwt55gY0/59zrfRJKk+jKgSBpVLvzpBi65d1NF9/7nkW2GE0mS6syAkkEhhJOAM4H9gXHAw8BlwNdjjGXueS2NHd+8r7JwsveuDdz4jhlMnui6IZIk1ZufxhkTQvgqcCUQgLuAHwMdwCXA90II/v9M6scXb1/L+T8pP5x89c1TueM9exhOJEnKCHtQMiSEsBB4H7AKeE2M8Y/F8zOAO4G3AR8ELq5bkVLG5PIFDvjvx1lXwXyTCw6fypFzJqVflCRJqph/MsyWTxaPH+8LJwAxxidIhnwBfMJeFClx80Ob6fhyZeHkuhOncdLLDCeSJGWNv+hmRAhhT2A+0ANcv+P1GONPgceAmcAraludlD1vumwV779pfdn37b0rrPzIHhyw18QqVCVJkobLgJIdLysefxdj3DpAm1/u0FYak4749t/57ery14t4475N3PGe57j5oiRJGeYclOx4QfHYOUibR3doK405p1z9BL9/qvz7PvGaSZz5SjdflCQp6wwo2dFaPG4epE3fEkWTh3pYCOH+AS7NLqcoKSty+QIHX/o4jw/2X8gA/u3Qybx9/pD/2UiSpAwwoEjKvOV/2crJ162r6N5rT5jOK2Y1p1yRJEmqFgNKdvT1jgy2rFBfL8vGoR4WY5zf3/liz8q88kqT6ufTS9ew+Ne5su/bcyrc8e49nG8iSdIIY0DJjr8Wj7MGafO8HdpKo9bG7l5efekqusrPJuwzDW7/l+ekX5QkSao6V/HKjgeLx/1CCC0DtHn5Dm2lUemyX27gxRdXGE7aDCeSJI1kBpSMiDH+H/AAMAE4dsfrIYSDgT1Jdpn/eW2rk2rnoz9cy7/esWnohv348oLJ3H6G4USSpJHMgJItFxSP/x5C2KfvZAihHfha8dsvxhjL3wBCGgF+9Vg31/+2u+z7GoD/PWU3jnmpK3VJkjTSOQclQ2KM3wshfB04E1gRQrgNeBo4BJgCfB+4pI4lSlWRyxc46ZrVxMe2lX3vnlPgjn9xMrwkSaOFPSgZE2N8H3AyyXCvg4EFwCPAB4CFMcbyf4OTMuyuP3fT8eXHKwonJ80dz91nujO8JEmjiT0oGRRjvAq4qt51SNV2/u3r+GbcWtG9n339ZE5/uUO6JEkabQwokurigju7Kg4nbr4oSdLoZUCRVHP3/GULl/5iS9n37bYL3HOm800kSRrNDCiSamrBt1fx8FPlL0R33JzxXPjm3atQkSRJyhIDiqSayOULHH3F4zz8VPn3fuI1kzjzlVPTL0qSJGWOAUVS1d3xx62883/XVXTvB17RypmvnJJyRZIkKasMKJKq6uyb1rDkoVzZ982YBLecNoPpreOqUJUkScoqA4qkqsjlC3zgxie59ZF82fce2TGer77N+SaSJI1FBhRJqVv28Bbec2NXRfee+rKJfP7waSlXJEmSRgoDiqRUvePa1fz0r+X3mgCcd+gU3jG/NeWKJEnSSGJAkZSaz966tqJw8rwpcMs7ZzJ5YmMVqpIkSSOJAUVSKhbH9Vz+YHfZ9z1vKix/73OqUJEkSRqJDCiShmVjdy8HXrqKDeUv1MVbO8ZzsZPhJf3/7d15mFxVnf/xdychSychTcgKQlhkEVkEDouMqIBsihANi0D4wQ8GMaijzrgwIwwuMEYEBAYJgmZAA7LICCgCCkEh7AdkADEiiMEhJDEJIemEdMgyf9zbWHTSy62u6nur6v16nn5uVd17ur9dT3Xf+tQ59xxJKmFAkVS263+3nH/91etltZ2ydzNnHdBS4YokSVKtM6BIKsvUmYuZ9nj2IV3D+sH9U1zfRJIkbZgBRVJm+31vLq+0Zm+3bUsTM88YX/mCJElS3XDKHEmZfGBaeeHkhF0GGk4kSVK37EGR1COvvr6a9165gHVltJ1x7Ej233pwxWuSJEn1x4AiqVtn/mwhdzy/KnO7MUNh1qfGM2hAUxWqkiRJ9ciAIqlLh/1gLn9YlL3dhOFw/5mubyJJkrIxoEjaoEWta9j/+/NZnn1hePbevD83Tx5b+aIkSVLdM6BIWs93H1jKJQ+VcSU88NUPDuOT+2xc4YokSVKjMKBIepu7/7iirHAytD88+plxDB/s5ICSJKl8BhRJb5n28FKm3p89nIwYCE9/wetNJElS7xlQJAFw+PS5PPe37O12HQ0/P9VwIkmSKsOAIjW4ZSvXsuul81hbRtuP7jCQyyeOqnhNkiSpcRlQpAZ22awlXPTgirLa3n/6aCaM3KjCFUmSpEZnQJEa1EE/mMsLZaxvAvCLk0cZTiRJUlUYUKQG9NFrywsn79wEfnmqK8NLkqTqMaBIDWTZyrW8b9o8lqzK3vb9W23Ej48bXfmiJEmSShhQpAZx9aOvc95vlpfV9oqPbsxHdhpW4YokSZLWZ0CRGsCJP5nPrJfXlNX2vyePYs/NB1a4IkmSpA0zoEh17sTr5zLrr9nbjW2GB6Z4vYkkSepbBhSpju0/bS4vL83ebrex/bj9lHGVL0iSJKkbBhSpDr36+moO+68FLGnL3vbz+w3hC/tvUvmiJEmSesCAItWZz92+mFv/sLKstlMP3Zjj3+PF8JIkKT8GFKmOnHzjXH7zl+zt3jEc7jp1HMMH96t4TZIkSVkYUKQ6ccD3X+XPS7K3O22Pwfz7wSMrX5AkSVIZDChSHZj0o7llhZMZx4xk/20GV74gSZKkMhlQpBq2qHUNh02fz4I3srd99nMO6ZIkScVjQJFq1Pn3vsZVMXsyGdQEt/y/UYYTSZJUSAYUqcYsal3DIdPns7CMXpP9tujHNceOdfFFSZJUWAYUqYZclnd43gAAGUJJREFU/MBSLn2otay2H9xqI649bnSFK5IkSaosA4pUI37x3PKyw8lVE1s4dIfmClckSZJUeQYUqQZ89a7FzPif7IsvbjMC7vrH8Q7pkiRJNcOAIhXc4T+cy3MLs7c7dueBfOcjoypfkCRJUhUZUKSCWrZyLftfOY/X2rK3/fA7BxhOJElSTXKeUamApj++jJ0vLS+cfGT7gUybNKbyRUmSJPUBe1Ckgvnc7Yu59Q/ZrzcBOPfA4Zy61/AKVyRJktR3DChSgZx3z0Ju/cOqzO223Bh++f9dGV6SJNU+A4pUAMtWrmXfy+fRuiZ725N2G8R5h21a+aIkSZJyYECRcvajJ1o5556lZbWdsnczZx3QUuGKJEmS8mNAkXJ0/r1LuCquyNxu6AB44IyxbDqsfxWqkiRJyo8BRcrJxfe/xlXxjcztTtptIOcd5hTCkiSpPhlQpBycdMMC7p+zOnO7q45q4dAdm6tQkSRJUjEYUKQ+tGzlWj4yfR5zlmVve97Bww0nkiSp7hlQpD7yoydbOefX5V0M/61DR3DCe4ZWuCJJkqTiMaBIfeCrdy9mxlPZF18c2g8e/azrm0iSpMZhQJGq7Jgfz+OxuWszt9tkMDz1uc2qUJEkSVJxGVCkKnn19dW898oFrCuj7dcPGsopYUTFa5IkSSo6A0pBhBCGAhOBvdKv9wDNwB0xxiPyrE3ZffGORdz8bFtZbW86fiT7bDm4whVJkiTVBgNKcWwHzMi7CPXetIeWlhVOmoBbJo9iz80HVr4oSZKkGmFAKY5lwHQgAk8AuwNX5lqRMvvxE8uY+kBr5nZjmmHWlPEMGtBUhaokSZJqhwGlIGKMLwKntd8PIeyUYzkqwx3PLefse7IvcPKTY1vYb2vXN5EkSQIDitRry1au5bDp8/jfMhZf/OoHhxlOJEmSShhQpF748ZPLOPvXZSQT4EPbDuST+2xc4YokSZJqmwGlToUQnuhk1459WkgdO2/mEq5+fEVZbe8/fTQTRm5U4YokSZJqnwFFKsMVDy4tK5xs2wIzz3DxRUmSpM4YUCoghHABcGQZTQ+KMb5S6XoAYox7bujxtGdlj2r8zEYx9b4lTHssezg56/3NTHlvSxUqkiRJqh8GlMrYDNihjHaO8akhi1rXcMxPFvDi4uxrwz/yqTGMH+GfmyRJUnd8x1QBMcbJwOS861D1XPzAUi59KPv6JgCXHNFiOJEkSeoh3zVJ3bjjudaywsnQAfDop8cxfHC/KlQlSZJUnwwoUifaVq/j9P9eyG9fejNz28/vN5gv7D+yClVJkiTVNwOKtAGPzGnjhBsXsSbj5SZ7ju/HtceOsddEkiSpTAaUAgkh/AwYn94dnW7/IYTwSMlh34wx3tG3lTWWyx5cwkWzss/SNWXvZs46wFm6JEmSesOAUiy7AxM6PNYC7FNyfzSqmonXzud389ZkbvftQ4bzid2HV6EiSZKkxmJAKZAY41Z519Co2lav45Sb5/O7eWszt913iwGGE0mSpAoxoKjhPfJyGyfesIjV2Zc34Zcnb8q7xw2qfFGSJEkNyit51dCmP7aM436SPZwM7g+/OHmU4USSJKnC7EFRw/rOb1/n8keWZ24XNu/P9Z8Yw6ABTVWoSpIkqbEZUNSQnnplZVnh5HtHjOCIdw+tQkWSJEkCA4oa0Om3LOJXL7RlbvfND21sOJEkSaoyA4oaxqLWNZxw43xmL8zeduohG3P87sMqX5QkSZLexoCihnDZg0u5aFZr5nbv33IAV3xslCvDS5Ik9REDiureotY1ZYWTT+/bzJc/4MrwkiRJfcmAorrVtnodNz/dyjdnLsvc9uqJLRyyQ3MVqpIkSVJXDCiqS0+8sorjrlvIm2Usvnjh4SMMJ5IkSTkxoKjuPPlKGx+fsShzuy1G9OPOU8Z4vYkkSVKODCiqK6++vjpzOGkCrpo4gkN2cAphSZKkvBlQVBfaVq/j07ct5tcZ1zf58A6DueSITVwVHpg7d27mNptttlkVKpEkSY3MgKKa98y8VRx3/UKWv9nzNpsMbuLe08aw6bD+1StMkiRJmRlQVNMWta7h6BkLWbkmWzvDiSRJUjF5NbBq1vTHl7HH9+ZnDienh2bDiSRJUkHZg6Ka9NlbF3L7H1dlbjfxXQM5+yAXX6xFXiMjSVJjMKCo5px375LM4aQJmP7xTThwuyHVKUqSJEkVYUBRTfnT31ZxdVyRqc0h7xzE5UeNbJiZusrpaZAkSSoKA4pqxmUPLuWiWa2Z2px38HBO2mN4lSrKxiFKkiRJ3TOgqPAWta7hU7ct5rH/7fk8wsftMoRzDhzhqvCSJEk1xoCiQiun1+TcA4dz6l7F6DWpdw4nkyRJlWZAUSEtW7mWb9y7hJueXZmp3ZE7DDScSJIk1TADigrnpqdX8OU7l7AuY7vTQ7NTCEuSJNU4A4oK5dGXV/KlO5dkbnfPqaPYbvTAKlQkSZKkvmRAUSEsW7mWqb99neueeiNz239537A+DSd9ed2F13hIkqRGY0BR7m5+ejlfvPP1zO36Aw9+agzjR/gyliRJqhfOwapcPTKnraxw0rwR3HbyKMOJJElSnfHdnXLTtnodp/x0UaY2W4xoYsrewzl616ENszK8JElSIzGgKDd3Pf8Gb6zu+fHfObyFY3dtrl5BkiRJyp0BRbmZs2RNj44bMgCuPWYk+2w5uMoVSZIkKW8GFOVmQkv/bo85YbchfO1DLQ7nkiRJahBeJK/cHLb9EMYM7fwlOHwghhNJkqQGY0BR1bWtXsdtz63gsoeWcdtzK2hbnawRP2hAE9OPHsnIIeu/DFsGN/GT40cZTiRJkhqMQ7xUVc/MW8WptyxmQevatx4bM2wp0yeNZJdxA9ll3EAeOXMsv5j9BjNfWAnAgdsO5oh3DTGcqNfKXehys802q3AlkiSppwwoqpq21evWCycAC1rXcuoti5l1xlgGDWhi0IAmJu3czKSdnaFLkiSp0TnES1Vz1/NvrBdO2i1oXcvdz6/s44okSZJUdAYUVU130wjPWZJhERRJkiQ1BId4qWq6m0Z4Qkv+L79yr1GQJElSdeT/DlF167DthzBm2NINDvMaM6wfh27vwosqpnKCqxfWS5JUGQ7xUtUMGtDE9EkjGTPs7S+zMcP6MX3SSGfpkiRJ0nrsQVFV7TJuILPOGMvdz69kzpLVTGgZwKHbDzacSJIkaYMMKKq6QQOaOHKnIXmXIUmSpBrgEC9JkiRJhWEPiiRVgBfWS5JUGfagSJIkSSoMe1AkqQGUu+aPvTySpL5mQJGknBgaJElan0O8JEmSJBWGPSiSVGPK7XmRJKkWGFBUF3zDJhWHM5pJknrDIV6SJEmSCsMeFBWOvSGSJEmNyx4USZIkSYVhQJEkSZJUGAYUSZIkSYXhNSiSpE55TZgkqa8ZUCRJuSs3CPXl9MROnyxJfcOAIklqKPYKSVKxGVBUVb4RkFRNRf8fU/Rel1rouZLUeAwokiQVSNFDVy0oejCU1LWmdevW5V2D+lAIYdGgQYNGbr311n3y81asWNEnP0eSJK2vubk57xK6VM77hHJ/p756T9KXz3m5v1Nf1Th79uzrY4wnZm1nD0rjWdrW1jZi9uzZbcDsvIupIzumW5/TyvE5rTyf08rzOa08n9PK8zmtPJ/TKrIHpQGFEJ4AiDHumXct9cLntPJ8TivP57TyfE4rz+e08nxOK8/ntLpcqFGSJElSYRhQJEmSJBWGAUWSJElSYRhQJEmSJBWGAUWSJElSYTiLlyRJkqTCsAdFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVxoC8C1DfCiGcAEwBdgX6A7OB/wKmxRjX5llbLQkhbAS8H/gw8AFge2Aw8DfgYeDyGONvciuwToQQ/gP41/Tul2KMF+ZZTy0LIQwBPgscA2wHDATmAxG4JMb4YI7l1ZwQwjuArwCHAFsCTcBfgXuBC2KMf86xvEIKIewAHAbsBQSS/5tNwDExxp9209Zz1wZkfU49d3WvN6/TDt/H81cv2IPSQEII3wOuI/mDewD4Nckf3uXAT0MIvh567gPAPcA/A5sD9wM/AxYDk4D7QgjfyK+82hdC2Av4MuBiTb0UQtgaeBr4Nsnr9T7gDpI3JROBA/KrrvaEEHYHngE+AzQDdwN3AUOAM4D/CSHsl1+FhTUFuAQ4EdiB5E1ftzx3dSnrc+q5q3tlvU5Lef7qPXtQGkQIYRJwJjAPeH+M8U/p42NJ3qx8jOTT1UtzK7K2rAVuAS6NMT5QuiOEcBzJyfScEMJ9Mcb78iiwloUQBgHXknzC/xjJm2iVIYQwlOQN3TbAWcCFMcY1Jfs3BTbNqbxa9T2gBbga+HSM8U1469PpK4FTgWnAbrlVWEzPAt8h6bV7AvghyRvmTnnu6lbW59RzV/cyv05Lef6qDANK42jvZvxK+z94gBjj/BDCFOA3wFkhhP9s5O7ynooxzgRmdrLvxhDCwcBpwGSSk6iy+QbwLuBIkk/1VL6zgW1Jhm58u+POGOMiYFGfV1WjQgiDgfemd89tDycAMcY3QwhnkwSUXUMIzTHGFXnUWUQxxh+U3g8h9KSZ564uZH1OPXd1r8zXaSnPXxXQyN2iDSMdK70nsAq4ueP+GONvgVeAccC+fVtd3fpdun1HrlXUoBDCPsC/ANfHGH+edz21LIQwEDg9vXtxnrXUkTXA6h4ctxx4o8q11DXPXbnw3NULnr8qx4DSGHZPt7+PMXZ2wny8w7Hqne3S7au5VlFj0k+nryUZD/25nMupB3uSDN96Jcb4UghhjxDCN0MI3w8hfCOE8L68C6w1aY/Jvendr6fDuoC3hnh9M737wxij4897x3NX3/PcVSbPX5XlEK/GsHW6ndPFMS93OFZlCiGMA05J796SYym16HySixI/EWNcmHcxdWCXdPtKCOFCkk/2Sp0TQrgVmBxjXN63pdW0M0kuij8dODyEENPH9wI2IbnA9ss51VZPPHf1Ic9dveb5q4LsQWkMw9JtV29AWtPt8CrXUtdCCAOAGcAI4F67eHsunfXo88CtMcYb866nToxMt7uThJNLgHeSvIk+imR4zETgilyqq1HpFML7AXeSDIWZmH5tDjwHPFB6bYrK5rmrj3ju6h3PX5VnQJEq60rgIJL1ECbnXEvNSNfouAZYSvLptCqj/X/8RsCMGOMXYowvxhiXxBhvJ3lTvQ44KYSwbW5V1pj0zcizJGHvKGB0+jWRJPzdEkL49/wqlDLz3FUmz1/VYUBpDO2fMA3t4pj2T6qWVbmWuhVCuJRk9pN5wEExxnk5l1RL/oNk7PM/xxgd+1w5pX/PV3fcGWNsn0aziQzTaDayEEILcCvJJ/aHxRhvjzEuTL9uI1ng7Q2S4XPbdfW91C3PXX3Ac1evef6qAq9BaQx/SbcTujhmiw7HKoMQwkXAP5EsfHdQ6XSY6pGPkczPf3II4eQO+3ZMt1NCCEcAL8QY/7FPq6tdL3Vyu+MxgWQmJHXvIyS9JTM3tFp8jPGFEMKjwAfTL/8XlO8v6dZzV5V47qoIz19VYEBpDO3TBr47hDCkk9lQ9upwrHoohHAByaq8i4APxRify7mkWtWPrj/F3yb9aumbcupC6d/zpiTDNzoalW5bN7BP69sy3b7exTFL0u3ILo5R9zx3VZHnrory/FVhBpQGEGP8awjhSWAP4BjgR6X7QwgfILnQcx7wcN9XWLtCCFOBLwGvAQfHGJ/OuaSaFGPcqrN9IYRrgJOBL8UYL+yrmupBjPGV9NP8fUjGlz9Vuj+EsAnJ/wVIVk1W9+am2z1DCBt1vBg+nWp4z/RuZ71W6gHPXdXjuatyPH9Vh9egNI5vpdtvhxDe2f5gCGEMf5/BZ2ojrsRbrhDCecBXSD4tPTjG6Cd4KqLz0+2/hZIlkdM5+6eRzNrzBL7B66k7gRUkPSnfDSEMat+R3r6MZNjRa8DduVRYXzx3VZjnLtWCpnXrXEeqUYQQrgCmACuBe4A3ST5V3Zjkos+jY4xr8quwdoQQjgRuS+9G4PedHDo7xji1b6qqT34C1Xsla6C8CTxCMqRjb2AzkqmGD3Dsec+l48x/CPQn6VF5Mt21JzAeaCNZC+HWfCosphDCHrx9SuudSCYb+BPJ4nYAxBj37dDOc1cnsj6nnru6V+7rtJPvdQ2ev8riEK8GEmM8M4QwC/g0yVjJ/sBsYDowzU+gMikdWx7Srw35LdCQ/+RVHDHGL4YQHgI+Q7ImSjPJAncXk3z6/Lc866s1McZrQwjPkKx7sD9wcLrrFZLgcrHj+TdoY5Lhhh11OduZ564uZX1OPXd1r6zXqSrLHhRJkiRJheE1KJIkSZIKw4AiSZIkqTAMKJIkSZIKw4AiSZIkqTAMKJIkSZIKw4AiSZIkqTAMKJIkSZIKw4AiSZIkqTAMKJIkSZIKw4AiSZIkqTAMKJIkSZIKY0DeBUiSGk8I4WvAuSUP/VuM8VvdtNkGeLHkoT/GGHesQnldCiH8BZgAfD3G+LUO+64BTgaIMTb1dW2SVA/sQZEkFcGJPThmctWrkCTlzoAiScrTamAF8O4Qwnu6ObY9xCytbkmSpDwZUCRJeVoD3J7e7rQXJYSwN7A90Arc3Qd1SZJyYkCRJOVtRro9PoTQ2XmpfXjXz0h6XCRJdcqL5CVJebsbWAhsDnwQmFm6M4QwADguvXsdcHx33zCEcChwKvBeYAzwBvAccCNwZYxxVRdtxwBnAx8FxgOLgPuBC2KMv8vwe3X8vlsBL6V3DwAeBj5P0nO0LfAm8ARwYYzxzm6+VzNwBnAksBPQAiwA5gD3AdNjjC91/h0kqbjsQZEk5SrGuJokOMCGh3kdQhIy5gP3dPW9QghDQgg3A3cBxwJbAINI3sDvB1wKPBpCGNdJ+52BZ4HPAlulbTcDPgE8HEI4Ksvv1oXhJKFnKrAL0AyMAA4EfhlC+GRnDUMIAXgeuJgk0I0BBgLvAP6BJFyd21l7SSo6A4okqQiuS7eTQgiDO+xrH951Q4xxTQ++z9HASuA84D3ApiRh40xgcfrYT0MI/UsbhhCGAj8HRpP0uHwF2AYYC0wk6Z24hiRI9NalwI7AF9KfMQr4MPDndP93056ctwkhbAfcS9LbtAw4hyTgjCSZ+viotMaVFahRknLhEC9JUu5ijA+HEF4kGep0BPBTgBDCMJI33fD3a1U2KIRwNPAxYBVwUIzxoZLdi4FpIYQHgMdJehomATeVHNPeawLwiRjj7SX7bgshPAw8SRIOemsLYP8Y4yMlj90ZQpgIPE3So3I0cEWHdtOAjUkmC3hfjPHpkn2vAS8Dt6fD4iSpJtmDIkkqiuvTbel6Jx8nebP+xxhj7Kb9P6XbH3QIJ2+JMT5b8nNO6LD75HR7X4dw0t52AXB+NzX01A0dwkn7z3gGeCq9u1fpvhDCu4CD0rvf6BBOOn6f1RWqU5L6nJ+wSJKKYgbJkKXDQwibxBhf4+9h5brOm7110fi+6d3fpD0vnXmmvVlJ+5EkQ64Abu2i7c9Yv1ejHF1NlfwnkmFoYzs8fmDJ7R9XoAZJKiR7UCRJhRBjfB6IJBd8HxNCGM/f35R3GVBIruPYKL19E8n1GZ19fTc9bnRJ+wklt2d3UeM84PXufpceeLWLfe3TKA/p8Pi26XZBWock1SV7UCRJRTKDpGdjMjAM6A88HGP8c5etyrtwfWDJ7aElt5d30661zJ9XqruL/QGaOtwfnm6X9fJnS1KhGVAkSUVyA3AR8D6SC8mhm4vjU60ltw+MMd6X8eeWhpKhnR6V6Gr4WDW1B5PhXR4lSTXOIV6SpMKIMbavddJEMqPWm7x9pq3OzAHWpre3KeNHzym5vWNnB6Xrp1RimuFyvJBux3S2josk1QMDiiSpaEp7TO6OMS7srkGMcQnJ9MGQLNCYSYxxMX+/9mRiF4d2ta/aZpbcntzpUZJU4wwokqSiuQl4V/p1SoZ2F6fbQ7paiR0ghDA4hDChw8PXptsDQghHbqDNaJJV2nMRY5xN0rsEcE666v0GuQ6KpFrmPzBJUqHEGFfRxUxaXbS7KV2s8Rjg+yGEA4EfAs+SrAw/EtgJOAQ4DvgOcGHJt/hP4AySoWU3hBDOBW4muT5lP+ACkutTlgAt5fxuFTAFeIJkscZZIYQLSKZFnktybcxuJItVvpkeK0k1xx4USVI9OQmYnt4+DvgVyZv314AXgZ+TrBg/hmTF+bfEGJcDRwJ/I5ni9wLgJWABSQjYiqRHpxLTDJclxvgCcDAwj+RamPOB35P8fn8FfgGcxvpTFEtSzTCgSJLqRoyxLcZ4GrAP8APgeZIZvlYDC4GHSWcJizFetoH2zwA7A5eTXDi/iiQM3AzsF2O8rS9+j67EGB8DtgfOIvl9XiOp86/A/cCXgK/mVqAk9VLTunXr8q5BkiRJkgB7UCRJkiQViAFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVhgFFkiRJUmEYUCRJkiQVxv8BwDzgTKwso1kAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 404
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"MedInc\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The additive nature of Shapley values\n",
    "\n",
    "One of the fundamental properties of Shapley values is that they always sum up to the difference between the game outcome when all players are present and the game outcome when no players are present. For machine learning models this means that SHAP values of all the input features will always sum up to the difference between baseline (expected) model output and the current model output for the prediction being explained. The easiest way to see this is through a waterfall plot that starts at our background prior expectation for a home price $E[f(X)]$, and then adds features one at a time until we reach the current model output $f(x)$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 367,
       "width": 612
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the waterfall_plot shows how we get from shap_values.base_values to model.predict(X)[sample_ind]\n",
    "shap.plots.waterfall(shap_values[sample_ind], max_display=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining an additive regression model\n",
    "\n",
    "<a id=\"additive_regression\"></a>\n",
    "\n",
    "The reason the partial dependence plots of linear models have such a close connection to SHAP values is because each feature in the model is handled independently of every other feature (the effects are just added together). We can keep this additive nature while relaxing the linear requirement of straight lines. This results in the well-known class of generalized additive models (GAMs). While there are many ways to train these types of models (like setting an XGBoost model to depth-1), we will use InterpretMLs explainable boosting machines that are specifically designed for this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 429
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit a GAM model to the data\n",
    "import interpret.glassbox\n",
    "\n",
    "model_ebm = interpret.glassbox.ExplainableBoostingRegressor(interactions=0)\n",
    "model_ebm.fit(X, y)\n",
    "\n",
    "# explain the GAM model with SHAP\n",
    "explainer_ebm = shap.Explainer(model_ebm.predict, X100)\n",
    "shap_values_ebm = explainer_ebm(X)\n",
    "\n",
    "# make a standard partial dependence plot with a single SHAP value overlaid\n",
    "fig, ax = shap.partial_dependence_plot(\n",
    "    \"MedInc\",\n",
    "    model_ebm.predict,\n",
    "    X100,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    "    show=False,\n",
    "    ice=False,\n",
    "    shap_values=shap_values_ebm[sample_ind : sample_ind + 1, :],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8jR8+2Dbs1LVy23deDacsmQp5+NWzydbVh+5WxxG71XH7M500tXSxU2M15OCvG7pZMKOGZQvrDDySNABDjyRpu9JYV8XXj5rBWTe2VGzwmTu1iqtP2eFvAebEJVO3ue7ObJI0MoYeSdJ259i9pvCWXev46l0bWfXSZmqqqthpWhU/+0MHGzq3JqHhd2/LDbJ72+Bm1VcNuXvbrPoqLj7OKWqSlCZDjyRpu9RYV8VnD9/2xabnHZ7nllUdNLV0sWBGDW/epZbbn+nkmbVbWNeep7EWNnbCjPocu86a9LcNA25Z1cGqlzbz4F+38EJrNw2Tqzh+cT11NVU8t76LlvY8M+tz7NLvnqfXbqF5Uw/Nbd1U5XIculsdRy+qN/BIUsoMPZIkFdTW5F42dSz5fOjpZMW0SeMeSVJp3L1NkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlWk25C9BWIYQ9gCOB/YEALARywPExxpWj6Pdk4AxgH6AaeAK4BPhejLFntHVLkiRJlcyRnspyBvAN4BRgD5LAMyohhO8Al5OEqLuAW0nC1IXAyhCC/w1IkiQp0/yBt7L8DjgfOBHYDbhzNJ2FEJYDHwBWA/vEGI+OMR4L7A48DhwL/MuoKpYkSZIqnNPbKkiM8b/7fh5CGG2XnywcPx5jfLLPc14IIZwB3AF8IoTwbae5SZIkKasc6cmoEMLOwH7AZuDq/tdjjHcCfwHmAQeMb3WSJEnS+DH0ZNdrC8fHYoztg7T5bb+2kiRJUuYYerLrNYVj0xBtnuvXVpIkScoc1/RkV0PhuGmINq2FY2MxHYYQ7h/k0qJii5IkSZLGmyM9kiRJkjLNkZ7s6h3FmTpEm97RoI3FdBhj3G+g84URoKXFlyZJkiSNH0d6suvZwnHBEG1e2a+tJEmSlDmGnux6sHDcK4RQP0ib/fu1lSRJkjLH0JNRMcY/AQ8Ak4Hj+18PIRwC7AysBu4b3+okSZKk8WPomeBCCF8MITwRQvjiAJd7z305hLBbn3vmAt8tfPqlGGPPWNcpSZIklYsbGVSQEMJStoYRgD0Lxy+EEM7pPRljPKBPm/nAHoXjNmKMK0MI3wPOAB4NIfwC2AIcBkwDrgMuTPWLkCRJkiqMoaeyTANeP8D53UvtMMb4gRDC3cAHgUOAauAJ4GLge47ySBpLnV15rvtdG5c+2MpTL3XTnYfptfCRAxs5aUkDtTW5cpcoSdoO5PL5fLlr0AQXQrh/0aJFS1esWFHuUiRVkEdXb+bkHzWzoXPg7zN1NbDylDksnjd5nCuTJE1wI/6NmSM9kqTUdXblOf3qwQMPQEcXnHTFS3zyTY386tnNvNDaw/zGag7frY6j/65+0FGgzq48P328jVtWtfP4mi7Wd/YAOV41o4p3L2ng7XtPcQRJkrQNR3o0ao70SOrvJ79v40M/bSn5/tpqOH3pFO5q6uSZtd305GHKJJhZX01TSzJNbjDTanNccdJsR5AkKbsc6ZEklcfGjh4+d9t6bn6yg7bNo/uFWmc3XPTbtpedW9fRPey9GzqTUaZ7zpjniI8kCTD0SJJScO1jbXz0hhYqZe7Ai215blnVwTF7DvZuZknS9sT39EiSRmVjRw9n3Vg5gadXU0tXuUuQJFUIQ48kaVTOv2sDPZWWeIAFM5zMIElKGHokSaPyVHPljajsMCXHsoV15S5DklQhDD2SpFHZbXZljahMq81xyfGz3cRAkvQ3lfWdSpI04Zx78DR++GDbiKa4nfeWRjZ0wk7TqunqyrPi4U08srq0EaOpk6Eml+NVM6p512un8va9fE+PJGlbhh5J0qg01lXx9aNmFL1726lL6jltv8Ztzp24ZCobO3r46l0beap5C6+ZWcPuc6q56pE2ni68p2fqJNhpWg3VVTl2aqzi8N3rh3yJqSRJvQw9kqRRO3avKbxl1zo+d9t6bnmygy3deaZOgvpJ8MKm5C1yr5xezQ+On8386QN/62msq+Kzh0/f5lz/cCRJUikMPZKkVDTWVfGVt87kK+UuRJKkftzIQJIkSVKmGXokSZIkZZqhR5IkSVKmuaZHkjQqnV15rnusjcsf2sQLm7qZO7WaU5e4dbQkqXIYeiRJJXt09WZO/lEzGzq3bla9emMXH7t5Pf9x+wauOGk2i+dNLmOFkiQ5vU2SVKLOrjynr1y7TeDpa0Nncr2zawRvLZUkaQykFnpCCOtCCM0hhKPT6lOSVLluXtXOi5t6hmzz4qYeblnVMU4VSZI0sDSnt9UBk4HfptinJKlCNbV0F9mua4wrkSRpaGmGnr8AryF58bYkKUM6u/L89PE2fv5kBy+09jC/sZoZdcX9c79ghstHJUnlleZ3op8D7wfeCFyVYr+SpDJ6dPVm3nVVM+vat67Neej5LUXdu8PUKpYtrBur0iRJKkqaGxmcD2wEvhBC2CHFfiVJZZJsVrBt4CnWtNoclxw3y22rJUlll1roiTH+EXgrUAs8EkL4SAhhUQihNq1nSJLGV7JZwcgDz+t3nkQ8c57bVUuSKkJq09tCCH1XtOaArxU+CCEMdWs+xuiEb0mqQMVuVtDfr/+8hbWbupk/3X/eJUnll+b0tlyfj/6fD/chSapAC2ZUl3zve1auTbESSZJKl+av4E5PsS9JUgU4cmE9O0xdX9IUt9WtpY0SSZKUttRCT4zxsrT6kiRVhtqaHJccN/tlu7cVY15D6aNEkiSlycnWkqQhLZ43mV9/YB43PN7OrU+2s7q1h3mN1SzdaRKfv2PjoPddetyscaxSkqTBGXokScOqrcmxfPEUli+ess35ppYuVjzU/rL2py6pdxMDSVLFGJPvSCGEGcA7gYOBVwGNJO/waQLuBq6MMbaMxbMlSePn88tmcuYBjbxn5VpWt3Yzr6GaS4+bZeCRJFWU1L8rhRA+DHweqC+c6rs72xuAk4CvhBA+FWP8VtrPlySNr/nTa7jlfXPLXYYkSYNKc8tqQghfBL4OTCEJO88A1wOXAz8Bni6cnwpcUGgvSZIkSWMmzZeT/j3w8cKndwMfijE+NEC7fYFvkUx9+1gI4foY431p1SFJkiRJfaU50vPBwvFXwGEDBR6AGOPDwGGFdrk+90mSJElS6tIMPQcDeeDTMcYtQzWMMXYBn+5znyRJkiSNiTRDT+8q1keLbN/bztWvkiRJksZMmqFnU+FY7NvoZhaObSnWIEmSJEnbSDP0PF44nlxk+952jw/ZSpIkSZJGIc3Qcw3JxgSfDCGcOFTDEMLxwKdI1gBdnWINkiRJkrSNNF9O+l3g/cBC4IoQwgdJgtDvgVagAfg7YDlwEElAegL4Xoo1SJIkSdI2Ugs9McbOEMIy4EZgT+DAwsdAciRh6K0xxs1p1SBJkiRJ/aU5vY0YYxOwH3AuyVqdXL8PSMLO2cB+Mcbn0ny+JEmSJPWX5vQ2IBnxAb4GfC2EMBN4FcnUtlbguRjjurSfKUmSJEmDKSn0hBAeINmE4O8LIYcQwqsA+o7eFAKOIUeSJElS2ZQ6vW1J4aO6z7lngWdCCFNGW5QkSZIkpaXU0NNTOPYfKcr1byhJkiRJ5VRq6FlbOO6WViGSJEmSNBZK3cjgfuAI4NIQwn8B6/tcOyWE0DmSzmKMPyixDkmSJEkaUqmh55vAMmAv4Bt9zueAi0bYVx4w9EiSJEkaEyVNb4sx3gy8A/gN0E4SdvKFy/3fzTPcR6rvCpIkSZKkvkp+T0+M8Trgut7PQwg9JMGnMcbYlkJtkiRJkjRqjrJIkiRJyrSSR3oG8ObCsT3FPiVJkiRpVFILPTHGO9PqS5IkSZLS4vQ2SZIkSZlm6JEkSZKUaYYeSZIkSZlm6JEkSZKUaYYeSZIkSZlm6JEkSZKUaYYeSZIkSZlm6JEkSZKUaam9nLS/EMI+QAB2AGpjjOeN1bMkSZIkaTCph54QwhHAV4G9+l06r0+bhUAEOoHdY4wtadchSZIkSZDy9LYQwv8FfgbsDeSAlwrHbcQYV5GEnlnA8WnWIEmSJEl9pTbSE0JYDFxIEnJ+CHwKaAE2DHLLSuBNwOHAf6VVhyRp9Jpbu/ng9Wt5ePUW2rZsPT9lEpxzUCOnLm2gtuZlv9OSJKkipTm97SySkaPrYoynAYQQpg7R/jeF4z4p1iBJKlJnV54fPdzKt+5tZdPmPNPqcuw9dxJN67t5qrl7wHvatsB5t2/ky7/ayDWnzmHxvMnjXLUkSSOXZuh5E5AHvlJk++cKx1ekWIMkqQiPrt7McZe/REfX1nPtrXleaN1c1P2d3XDaVc3c94F5jvhIkipemmt65hWOTxTZvvc7q78mlKRx1NmV57Srtg08pWhuz3PLqo50ipIkaQylGXraC8f6Itv3hqS1KdYgSRrGzavaaW4fvl0xmlpGmZwkSRoHaYaepwrH/Ytsf3jh+LsUa5AkDaOpZeD1OqVYMGPMXvcmSVJq0vxu9TOSl5F+LITw0xhjfrCGIYSZwLkka4CuT6uAEMKrgX8HOoAzY4w9Q7StBr4N1AGfijE+n1YdklTJFsyoTqWf2fU5li2sS6UvSZLGUpojPd8E1gNvAFaGEOYO1CiE8HrgDmBnYDXw3ynW8F7gNKB2qMADEGPsBiYV2p+UYg2SVNGOXFjP7GInIg+ithouO2G2mxhIkiaE1EJPjHEdcAKwBXg78GfgV73XQwi3hxCagHuBxSSjMSfEGFOaWQ7AmwvHa4tsfy3Je4WOSbEGSapotTU5LjthDnUljPVPnQSfPrSRRz8y3+2qJUkTRqqTsWOMt4YQDgIuAfYCXlu4lAMO6dP0MeC0GOMDaT4fWFA4PlRk+4cLx9ekXIckVbTF8ybzyIfnb/Oenul1OfbacRKTq6uYM6WK2VOr2HXWJJYtrHNER5I0oaW+AjXGGIHFIYQ3A4cBewDTgVbgGeBW4OdDrfkZhd4pdRuLbN9aOO44BrVIUkWrrclx2n6NnLZfY7lLkSRpTI3ZtjsxxtuB28eq/0G0ADuQvPB0fRHtdyocN41ZRSUIIZwMnAHsA1STvPvoEuB7w61V6tfPZ4BPD9GkM8boKmRJkiRlWtb2Gv09yTS6fyz8eThvLxyLfaHqmAshfAf4AMmap1+SrJE6DLgQOCyEcNxIgk/Bwww85W/LaGqVJEmSJoKshZ6fAm8CPh5CuD7G+NhgDUMIewIfI9k2+yfjU97QQgjLSQLPauCNMcYnC+d3JBk1Oxb4F5Kd8kbiuhjjZ1IsVZIkSZowUgs9IYR/L/XeGON5KZVxEXA2MB+4N4TwWWBFjHFNb4PCVtqnAv9GstboeeC7KT1/tD5ZOH68N/AAxBhfCCGcQbLV9ydCCN8uYbRHkiRJ2i6lOdLzGZJRk1KkEnpijO0hhLcDvwCmAecD54cQ1pBsbtDI1s0OcsAG4B9jjGVf0xNC2BnYD9gMXN3/eozxzhDCX0jWKx1AsvW3JEmSpGGkGXqeY+jQUwPMAWoLn7dQ3GYDIxJjjCGE/YHvAYcWTu/Iy3do+wVwRozx6bRrKFHv9t6PDfHuot+ShJ7XMrLQszSE8GVgJrAW+DVwY4xxc6nFSpIkSRNFaqEnxvjq4dqEEGqANwJfBHYBTo8x3pFWDX1qeRJ4SwhhEUnw2ZVklGcj8BRwW4zxD2k/d5R63xXUNESb5/q1LdbbCh99/TmEcGqM8c4R9iVJkiRNKOO6kUGMsQu4LYRwMPAr4NoQwn4xxmfG6HlPUEE7sw2joXAcaqpd73uFin2pxtMk64RuAv4ITAYWk2xjfQjwsxDCG2KMjxTTWQjh/kEuLSqyHkmSJGnclWX3thjj5hDCp0l+GP8U8L5y1JF1McYfDnD6duD2EMJKYDnwBeDocS1MkiRJGkfl3LI6Fo6Hl7GGStI7ijN1iDa9o0EbU3jeeSSh5/AQwqQY47Dv7Ikx7jfQ+cII0NIUapIkSZJSV87QU1c4zh2yVQlCCHOA44D9STYwqCfZrW0w+boEH2cAACAASURBVBjjYWnXMULPFo4Lhmjzyn5tR6N32t9kkg0mnk+hT0mSJKnilDP0nFI4vpBmpyGEfwIuAKYUTg0VdnqVutV2mh4sHPcKIdQPsoPb/v3ajsbsPn9uHbSVJEmSNMGNa+gJIdQCu5MEnrNJwsZNKfZ/JPCffU49BDwJtKX1jLESY/xTCOEBkmlixwM/6Hs9hHAIsDOwGrgvhUeeUDj+IcaYxnQ5SZIkqSKlFnpCCN0jvCUH/JWUXkxacE7h+DRwbIzxdyn2PR6+SPJi0i+HEO6NMT4FEEKYC3y30OZLMcae3htCCGcCZwK/iTG+u8/5VwEHAdfEGDv7nM8BpxaeBcmomCRJkpRZaY70FDONrNcW4CfAOTHGv6ZYw34ko0dnTsDAQ4xxZQjhe8AZwKMhhF+Q/F0dBkwDrgMu7HfbHGAPkhGgvmYBlwMXFUaQ/kqy1fVebH3Pz4Uxxu+PxdciSZIkVYo0Q8/pw1zPAx0kP5w/FGPckOKze00qHH8zBn2PixjjB0IIdwMfJHmXTjXJpgMXA9/rO8ozjD8B55OsA9oNeB1QRfL3/2PgP2OMt6VcvqQxtLGjh0/fuo6freqkoys5N6kKdmyo4owDGjhu8VRqa0by+ydJkrYPuXy+EtbwpyOE8AjJSMYuMcamctezvQgh3L9o0aKlK1asKHcpUmZd+1gbH7mhZcg2UyfBj0+ew+J5k8epKkmSymLEv+GrGosqyuhykr+EY8pdiCSlZWNHz7CBB2DTFnjP1c10dmXnl1mSJKUha6HnAuC3wHkhhP2HayxJE8H5dxU/G/iltjy3rOoYw2okSZp4yvmenrFwAPA54JvA3SGEK4Gfk7x4c8jd5WKMvxr78iRp5J5q7hpR+6aWkbWXJCnrSgo9IYRnUqwhH2PcNaW+7mDri0ZzwLsKH8PWQPYCoKSM2G12Dfc0bS66/YIZ/nMmSVJfpX5nfHWKNaQ9+Tw3yJ8laUI69+BpXPZA8e9YPu+X67jioVbCzrXsPqeGIxfWu6ubJGm7Vmro+WyqVaTnNcM3kaSJpbGuii8eMZ1P/nx9Ue1fbIMX27Zw35+2ADC3YQMXL5/lrm6SpO1WprasVnm4ZbU0torZrno4cxuquPv9OzriI0nKgu1+y2pJypRit6sezprWHnd1kyRttww9klTBRrJd9XDc1U2StL0y9EhSBRvpdtVDWdM65M79kiRl1pjsaxpC2BU4FFgITB/mOfkY4/tKeEaa373zMUb3eJVUcV49s5p7mtLp6wcPtvGxN06jsc7fd0mSti+p/qAfQpgNfB94O8UtMMqRbFk94tBTZP+SNGE9unozNz7RnmqfS769mj3mVDNlEvxxbTcbNsOkKthn3iS+c8wsZjdUp/o8SZIqQWqhJ4RQB9wK7At0Aw8C+5OEmnuBBpKRn/rCuabCR6kuG029klTJOrvynL6ymZZh9h7451BPe1eO+/7UybNru+kaZkPOrh54bM22A+Wbu+G+P21h6Xde4OyDGvjQgdNGWb0kSZUlzZGe/wMsAV4C3hhjfCKE0FO4tizG2BZCqAHeAXwZ2AH4eIzx6lIeFmM8PY2iJakS3byqnRc3Df9Kgc09VfzHsukA/PutLSN6ielAvnZ3K6fsO9URH0lSpqQ5sfs4khGcC2KMTwzUIMbYFWO8Cng9sAb4QQhhnxRrkKRMaGopbtniU81b/vbncw9OZ4TmIzeOfotsSZIqSZqhZ6/C8YYBrm0zohRjXAP8K1ALnJViDZKUCQtmFDfSstvsSX/7c2NdFXvMGf0IjVtbS5KyJs3Q0/srxr/0Obe5cGwcoP0dheObUqxBkjJh83CLc0h2cznn4G3/eb3yxDmjfvaCGW5mKUnKljS/s7WSbE89FVhbONcMzAN2ZdswBMkoD8COpTwshPDvpdw3mBjjeWn2J0ml2tjRwzk3rR+23QVHz3jZ9tOzG6o5+6AGvnZ3a8nP/8ZRM0q+V5KkSpRm6FlFslvbTsCfCuceIQk9RwG/6tf+rYVjqd+ZP0Oyhigthh5JFeH8uzYM2+bkfes5dq8pA1770IHTOGXfqZx+TTMPrx7ZVLWzD2pwEwNJUuakGXpuIwk9ewK/Lpy7FlgGfDiE8AfgaqAaeBvwJZLQcmeJz3uOwUPPdKDvryrXk4SrhsK1XuuA4X+6kKRx9FTz8EHluWE2OpjdUM31p82lsyvPdY+18cMHW3mupYcc8IrpVUydDM80b31Pz77zJ3Hh23xPjyQpm9IMPdcBnwCOBi4pnLsE+BBJEPqvwkevHNABfK6Uh8UYXz3Q+RDCMcClJNPpPg9cG2N8oc/1HYFjgU8BU4APxRh/WkoNkjQWdptdwz1Nm4dpM2nI671qa3KcuO9UTtx3ahqlSZI0IaW2kUGM8TfA24H/6XNuC/AWklGgXL+PJuBtMcaH06ohhLAE+BHwArA0xnhR38BTqOmFGONFwFKSdwr9uHCfJFWE4baersq9fAMDSZI0uDR3byPGeH2M8Wf9zq2OMb4F2B1YDpwMvAHYLcb4yzSfD3yMZIOEj8UYXxym1hcL7euAj6dchySVrLGuim8cPfBmAjng60e9fAMDSZI0uHHblzTG+DTw9Bg/5o2F431Ftr+n332SVBGO3WsKb9m1ji/cvp7b/9gB+Rxv3rWWf33TdAOPJEkjlFroCSHsHWP8XVr9lWh24TiVZOracHonuc8am3IkqXSNdVV88R9mlrsMSZImvDR/XfhwCOGhEMK5IYSdU+x3JJ4vHI8rsv3x/e6TJEmSlDFphp4csA/JVtTPhhDuCCH8UwhhPN9yd0Ohjs+GEI4aqmEI4WjgsyTbXrt7myRJkpRRaa7peStwCskOblNJ1skcDFwYQvgZcAXw0xhjZ4rP7O9zwEnAHOD6EMLtJFtpPwFsKtS1qFDjm0kC0hpK3DZbkiRJUuXL5fODvd+zNCGEeuAfSQLQEcAktr5EdCNwDUkAui3GmO7Dk+fvTTJys4DBX14KSeB5FjimAtYiTWghhPsXLVq0dMWKFeUuRZIkSdmXG/ENaYeevkIIs4ATSLapPpCkwN4HrgauBK6MMd6f8nOnkLwU9d0kIzv9PQFcBnw7xtiW5rO3R4YeKT2dXXmufqSV//xtG62b8yzaoYZvHz2T2Q3V5S5NkqRKUVmhp68QwqtIws8pwF6F03kgH2Mcs62zQwgzSUZ9ppJMcWuKMa4bq+dtjww9UjoeXb2ZE654ibYtL7929kENfOjAoV9aKknSdmLEoWc839PzHMkmB18KIRwCXEoSRsb6uesAQ46kitbZlee0qwYOPABfu7uVU/ad6oiPJEklGLfQE0KoA44hGelZRrLWR5K2W51dea57rI3LH2rjj+u62DDMNi9n/nQtV75zh/EpTpKkDBnT0BNCqCLZzOBkks0NGtg6HNVJssX05WPw3BywvPDcAOwATOo7ja4w3e44YHOM8cK0a5CkoTy6ejMn/6iZDZ3FTzG+97ktXPtYG8fuNWUMK5MkKXvGJPSEEN5AEjhOINk+GpKw0wPcThJ0rokxbhiDZ88FVrJ144Re/X+yeAH4GLBDCOH+GON9adciSQPp7Mpz+sq1Iwo8vc66sYW37FpHY12ar1mTJCnbUgs9IYS9SILOScCrC6d7Q8eDJEHnyhjj82k9c4AaJgE3A0uADpKtsR8FLujfNsbYGUK4CjgTOBYw9EgaFzevaufFTT0l3duTh6/etZHPHj495aokScquNEd6HiUZTekNOn8kCR2XxxifSPE5Q/m/JIGnGXhTjPGxEMJUBgg9BbeQhJ6/H6f6JImmlu5R3f9U8yC7HUiSpAGlPb2tGbiKJOiUY+TkRJLg9f9ijI8V0f73hePuY1eSJG1rwYzR7cC222z3gZEkaSTSDD1HA7fEGEf3K8zR2bNw/FmR7dcWjjPGoBZJGtCRC+vZYeqGkqa4VeXgnIMbx6AqSZKyK7WVsDHGn5U58ADUF44bR9i+YwxqkaQB1dbkuOS4WUyrHdm71apy8PWjZriJgSRJIzRu7+kZJ2uAnYFXAi1FtN+7cPzrmFUkSQNYPG8y8cx5XPdYG1c83Mbqjd3UVPVAHjb3QE8+x7TaHJOqc8ysr2LRDpM55+BGA48kSSXIWuj5X5J37ywn2VhhOO8jWQP0q7EsSpIGUluT48R9p3LivlPLXYokSZmWtdDzP8DxwLkhhJtijL8erGEI4Z/YuvHBf41TfZK2cxs7evjcbeu5eVUHHV15anKw47Qq3vCqWj55yHRHciRJGgO5fH7kL8erZCGEq0lGejpJwsydwNUk4ebNwK4kL009onDLxTHG/1OGUjMjhHD/okWLlq5YsaLcpUgV7drH2vjoDS0ve1NyrxxwwdEzOHavKeNZliRJE83IFsWSvZEegHcB1cDbgQ8WPnp/xri9cOz9i7oa+MC4Vidpu7Sxo4ezbhw88EDyD9VZN7bwll3rHPGRJClFmfuuGmPsiDG+g2Q05x6giyTk9H7kgV8DJ8YYT4wx+pY/SWPu/Ls20FPEwHpPHr56V7EbUEqSpGJkcaQHgBjjSmBlCKEe2AWYDrQCTTHG9WUtTtJ256nmrhG09XcxkiSlKbOhp1eMsR14rNx1SNq+7Ta7hnuaNhfZdtIYVyNJ0vZl1KEnhBCAw0jej5MjeefNHTHGe0fbtyRlxbkHT+OHD7YNO8WtKgfnHNw4PkVJkrSdKDn0hBBmA5cDhw9y/V7gnTHGP5f6jGGe//sUu8vHGPdKsT9J2kZjXRVfP2rGsLu3ff2oGW5iIElSykoKPSGEScDNwFIG3zLu74GfhxD2K0wxS9sikk0JRrxl3QCytW+3pIp07F5TeMuudXzutvXcsqqD9sJ7euZNq+LvX1XHxw+ZZuCRJGkMlDrScyqwX+HPTwBfIlk30w38HXAusATYA3g/8I3RlTmk9cAtwFgEK0lKVWNdFV9560y+8tZyVyJJ0vaj1NBzQuF4O7Asxth3W6KHQgg/Aq4HjgKOY+xCTw6YBvwDcC3JdLtfxBgduZEkSZIElP6enn1JpoR9tl/gAaAQOv69T9uxsCvwGeBJoJHkpaQ3A38OIXwthPDaMXquJEmSpAmk1JGe2YXjI0O0+V3hOCWEUDNQOBqNGOMfgfOA80II+5OEnhOA+cBHgI+EEP4ArACuiDE+m+bzJam/jR09fO6X67nhiXY2DfMvXg7YZVY1l58wm/nTM//2AEmSyiqXz498JlgIoYdkpKcxxtg22nZpCSFUA0eQBKBjgCls3aTgXpIAdHWMce1Y17I9CSHcv2jRoqUrVqwodynSuHh+fRenXv0Sf2zuoTuF/k5dUs/nl81MoSdJkrYLI97ILFO/XowxdgM3ATeFEKYCy0k2XXgzcCDJjnLfDCHcDJweY1xXtmIlVaTm1m5OueoFHn9x/J654qF2zjyg0REfSZLGyGj3Ri12mGjcNxaIMW6KMf4gxngE8ErgbKAJmAy8DdhhvGuSVNm+dc8Gln5nfANPr/esdABakqSxMtpfK7aGEIa6ni+iXT7GOGa/3gwhTAeOBv4ReNVYPUfSxNbc2s3X7m4t2/NXt6YxUU6SJA1kNGEjjZeCjokQwmSSoHMqyXbWk0nq7SZ5p88K4JmyFSipojS3dvPG/3yhrDXMa6gu6/MlScqyUkPPZalWkZIQwpuAU0jW8kxnazCLJEHnRzHGNeWpTlIl+tY9G8o6wtPr0uNmlbsESZIyq6TQE2M8Pe1CShVC2Ick6LwTeAVbg87TwBXAihjjk2UqT1IFK/eUtl6nLql3EwNJksbQhP0uG0L4OEnY2YutQecl4MfA5THG/y1XbZImhg/fWL4NHHPArrOqWeF7eiRJGnNl/U4bQlgIvCvG+G8l3P5Fko0S2oDrSaav3RJj7EmxREkZ1rQu3c0Den/7MikHr5ldzWXHGWgkSaoE4/7dOIQwh2Qq2ruA/QqnSwk9vSYDxxY+GGY3ucHkY4xTR1GDpAlowcxqnltfevCZWQcfPbCRk5Y0UFtTsXu7SJK03RuX0BNCqAXeThJ0Du/z3Byje4dPDphU+BiNcX+PkKTy++ZRM1n6neJ2bfvJqbNY8oq6Ma5IkiSNhTENPSGEQ0m2jX4H0Fg43fvr0MeBKwsfpfjs6KqTtL2b3VDN2Qc1DLuZwW6zqw08kiRNYKmHnhDC3iRB52SS3dRga9DJA18GrowxPjKa58QYDT2SRu1DB07jlH2n8s/XNRP/0rXNtRrgGkd4JEma8FIJPSGE+SQh51Rgn8Lp3qCzHriX5CWhxBg/mcYzJSktsxuquebUueUuQ5IkjZGSQ08IYQrJS0BPBQ4FqtgadDYDNwGXAz8FFlEIPZJUSZpbu/mXG9bxxItdNEzO8c/7T+H4fdyYQJKkLCkp9IQQVgD/CExh26lr95BsHX1VjHFdn/ajLFOS0vetezZss56nuQ0+detGPn/HRq46eQ6L500uY3WSJCktpY70nNznz78nGdG5Msb47KgrkqRx0NzaPegGBm1b4LSrXuK+D8x3xEeSpAyoGsW9+cJHbeFjtNtGS9K4eH59FwdeNPRW1c3tcMuqjnGqSJIkjaVSQ8+lwEaSqW27krxc9IkQwq9DCGcWXkAqSRXnw9ev5YCL1tBexDtJm1q6hm8kSZIqXkmhJ8b4XmAe8E7gRqCbJADtD3wT+GsI4cYQwjtDCPVpFStJo/GR65u57vHiR28WzBiX9zdLkqQxVvJ39BhjB/Bj4MeFkZ2TgHeRBJ8a4MjCxybgf0dfqiSV7vn1XVz7eGfR7atzsGyh7+eRJCkLRrOm529ijC/FGC+MMb6eZHvqzwPPkoz+NACHkaz/IYRwYQjhoDSeK0nFOm1l84ja7zC1yk0MJEnKiNTnbsQYV5Gs8fm3EMKBJKM/xwMzC03OAM4IIfwZ+BHw4xjjA2nXIUl9rd7YM6L2C+e4N4skSVkxphPWY4z3APeEED4EHEUSgN4KTAZeCZwDnD3WdUw0IYSTScLhPkA18ARwCfC9GOPIfnJL+jsSOAsIQB3wDHAl8NUYY/HzfaQJbF5jFes7i9i9oOAbR80Yw2okSdJ4SmV623BijJtjjNfGGN8BzCf5gf5ekulvzh/pI4TwHZL3HgXgLuBWYCFwIbAyhDCi/81CCB8DbgIOBR4g2XhiLvAfwB0hhCnpVS9VrsuOm11027MPamB2Q/UYViNJksbTuI+wxBjXAd8Hvh9C2AU4ZbxrqFQhhOXAB4DVwBtjjE8Wzu8I3A4cC/wLyQ55xfQXgC8BbcChMcZfF843kISfN5Ksv/poul+JVHnmT6/h1CX1rHiofdA2+7+imu+/fY6BR5KkjMnl8/ly16CCEEIE9gNOizH+oN+1Q4A7SALRK4qZ5hZCWAksBz4dYzyv37VdgCeBLmDHGGPLKOq+f9GiRUtXrFhRahfSuHl+fRen/PhFnlmXJ5eDXWZWs+KE2cyf7ixbSZImiBHPFPO7fIUIIexMEng2A1f3vx5jvDOE8BfgFcABJNMDh+pvMvAPhU8vH6C/Z0II9wEHkqyzumJUX4A0QcyfXsNt/zy/3GVIkqRxVFLoCSFcnGIN+Rjj+1Lsb6J6beH4WIxxsPk3vyUJPa9lmNAD7AFMAdbGGJ8eor8DC/0ZeiRJkpRJpY70vIfCe3dSYuiB1xSOTUO0ea5f22L6e26INiPpjxDC/YNcWlTM/ZIkSVI5jGZ6m7uupauhcNw0RJvWwrGxDP1JkiRJE1JJoSfGOOS2yYXdwTaQTF1zG6SMiDHuN9D5wgjQ0nEuR5IkSSrKWG1k4JZwI9c76jJ1iDa9ozcby9CflAnPr+/itJXNrN7Yw7zGKi47zp3bJEnKOr/TV45nC8cFQ7R5Zb+2xfT3qpT6kya8T92ybpv39Kzv7OaAi9Zw6pJ6Pr9sZhkrkyRJY2nIaWoaVw8WjnuFEOoHabN/v7ZDeQJoB2aFEHYdpM3rRtCfNKE9v75r0BeTrnionefXd41zRZIkabwYeipEjPFPwAPAZOD4/tcLLyfdmeTlpPcV0d9m4KbCp6cM0N8uwBtI3gt0Y8mFSxPEaSubh7z+npVrx6kSSZI03gw9leWLheOXQwi79Z4MIcwFvlv49Esxxp4+184MITwRQvjBAP19iWR91cdDCK/rc08DcDHJ//7fjTG2pPx1SBVn9caeoa+3do9TJZIkabwZeipIjHEl8D1gHvBoCOGnIYT/D3gS2BO4Driw321zSF5E+rK1OzHG3wKfIHlJ6b0hhJ+HEK4CngYOAX4NfGqMvhyposxrHPqfu3kNbjQpSVJWGXoqTIzxAyTT0R4gCSbLgKeAM4HlMcYR/To6xvgV4B+A20nWBL0NeAn4f8AhMca29KqXKtdlx80e8vqlx80ap0okSdJ4c/e2ChRjvAK4osi2nwE+M0ybm4GbR12YNIHNn17DqUvqB9zM4NQl9W5bLUlShpX0XT6EcNswTf42T6SItvkY42Gl1CFJI/H5ZTM584BG3rNyLatbu5nXUM2lx80y8EiSlHGlfqd/E8O/gLT3+iFDtMkV0Y8kpWb+9Bpued/ccpchSZLGUamh5zkMK5IkSZImgJJCT4zx1SnXIUmSJEljwt3bJEmSJGWaoUeSJElSpo3blkUhhEaSl2S+NNJ3zUiSJElSqcY09IQQcsBHgQ8Arymc3hJCuB34TIzx12P5fEmSJEkq9T09ewKPkuzgdmiM8VcDtMkBVwPHFk7lCsfJwBHAYSGEE2OM15ZSgyRJkiQVo9Q1PYeQhJjHBgo8Be8H3sHWsHMj8BXgCqCTJHD9Twhhdok1SJIkSdKwSp3edgjJKM/VQ7T5WOHYDSyPMV7feyGEsAS4E5gOvAf4Wol1SJIkSdKQSh3pWVw4DjjKE0IIwKspBKO+gQcgxvgQ8E2SUaAjSqxBkiRJkoZVaujZuXBcNcj1N/b58xWDtPlJ4bhniTVIkiRJ0rBKDT1TCsfNg1x/XZ8/3zVIm2cLx1kl1iBJkiRJwyo19LQWjjsPcr039DwTY1w/SJt84Thu7wqSJEmStP0pNfT8sXB8Y/8LIYTd2Lqe554h+tixcGwpsQZJkiRJGlapoyy3A0uAs0IIP4gxbuhz7aN9/nzDEH3sVzg+U2INklS059d3ceKVL9K0PhlkrgbOPngq//S6adTW5Ia+WZIkTWilhp6LgDOBBcADIYT/BjYAhwFvJxnl+StbNysYyFsL7R4osQZJGtbz67s44pI1bOjc9nw38JW7NvH1uzdx3bvnsHje5LLUJ0mSxl5J09tijE8CnyDZcvo1wOeBb5MEnt5fmX4kxrhloPtDCDMLbQHuKKUGSRrOJ25axwEXvTzw9NWVh3f96CU6u/KDN5IkSRNaqWt6iDFeALwb+BNJ0On9+DNwcozxmiFuPwuoI9n97aZSa5Ckwdz2VDtXPtJeVNt1nXDLqo4xrkiSJJXLqHZOizGuAFaEEHYH5gBrY4x/KOLWS4AfAZ0xxtbhGkvSSHR25Tn9mnUjuqeppWuMqpEkSeWWynbRheluT46gvZsXSBozN68qboSnrwUz3D1fkqSsKnl6myRVqqaW7hG1n1kLyxbWjVE1kiSp3Aw9kjJnwYzqottWAT88aY7bVkuSlGGGHkmZc+TCembXD9/uoAXVPHH2fLerliQp4ww9kjKntibHZSfMYcqkga+/cnoVD3xwRy4/aUdHeCRJ2g64cldSJi2eN5mHPjSflY9s4j9/u4nWzXkWza3hW0fNZHZD8dPfJEnS/9/encfJVdV5H/909k46W2chgE5YNAZkDQdkJOAog+jAYBiCbJlHlEdBkcVhUIdHxhmXGVYHEAQHhYABAeEJoDHmEUU2YYYDOIBOCCA0DhCSdKdJOksnvTx/3BuoNL1W13r78369+nWr6p5761eVTt/61jn33Opn6JGUWaNH1HDKnDpOmVNX7lIkSVIZObxNkiRJUqYZeiRJkiRlmqFHkiRJUqZ5To+kqvT6m22cfPsq/ri2f+13nQQ/PnE6O070z54kSUONR39JVWX95g6OufkN/ri2c0DbvdQMB1+3igX71fLtIycXqTpJklSJHN4mqWos/v1G9rpy5YADT65Fv9vE62+2FbAqSZJU6Qw9kqrC+s0dfOlnzQXZ16l3NhVkP5IkqToYeiRVhUsfWkf+/TvbW9nSXqA9SZKkauA5PZIqzvOrtzDvR2to2Vqc/c+oG16cHUuSpIpk6JFUUU768Wp++0qR0k5q4fz6ou5fkiRVFoe3SaoYz6/eUvTAs2C/WqetliRpiPHIL6lizL91TdH2vdtkuPUEr9MjSdJQ5NFfUsVY35r/tge/ewS3nzy9cMVIkqTMcHibpIoxfnT+276+vlBzu0mSpKwx9EiqGHeePDXvbWdOsuNakiR1z08Jksqqta2TKx5u4nv/MYixbcAVR00qUEWSJClrDD2SyuaZlVs4+qbBT15w3tw6pnjtHUmS1ANDj6SyaG3r5KRFgws8k0bBrz+7g4FHkiT1ytAjqSx+sWIT69v73378SNh54ghWtrQzo244C+fXO/20JEnqFz8xSCqLpc9tHlD7Te2w7DSnpJYkSQPn7G2SSm795g6WrhhY6Bk/qqZI1UiSpKwz9EgquUsfWjfgbX5y8pQiVCJJkoYCQ4+kknuhsW1A7T/4ZyN577RRRapGkiRlnef0SCq590wZwSMNW/psN24E3PO/php4JEnSoBh6JJXc+YdO4KYnN/ba5r7PGHYkSVJhOLxNUsmNHzOMK46e1ON6h7NJkqRCMvRIKotj3z+WZ8+ZwSdmj2J4DdQAE0cnPTw/PmlaucuTJEkZ4vA2SWUzfswwrvrEVK4qdyGSJCnT7OmRJEmSlGmGHkmSJEmZZuiRJEmSlGmGHkmSJEmZZuiRJEmSlGmGHkmSJEmZZuiRJEmSlGmGHkmSJEmZZuiRJEmSlGkjyl2ApOxoaNrK/FvXsHpDJzXAUZ6I6wAAIABJREFUnJ2G8+/HTmVK3fBylyZJkoYwe3okFcQZixs57PrVrNrQSSfQAcTX2plzzRtc9ci6cpcnSZKGMEOPpEFraNrK0hWtPa6//OEWGlvaS1iRJEnS2xzeJmnQTrhtTZ9tzl3SzI9OmALA+s0dXPjLtfz0v1tp60zWTxsHd508jZn1I4tZqiRJGoLs6ZE0aE0bO/ts09DcBsANj69nrytXsvgPbwcegNUb4LDrV3PG4sZilSlJkoYoe3okDVr92BpeX9978Globmfmxa/1ua+lK1ppaNpqj48kSSoYe3okDdrtJ04t6P5OvM3eHkmSVDiGHkmDNrN+JB/apXAdx02bOgq2L0mSJEOPpIJY0Vi42dnqa/3TJEmSCsdPFpIKoj+TGfTXbSdOKdi+JEmSDD2SCqJ+bE1B9vPxWaOdxECSJBWUoUdSQQx2MoORNfDgZ6dx3bH28kiSpMJyyuoKE0J4H3Ah8BFgCrAS+DnwjRjj6wPc1y7AS300OynGeFsepUrbmVk/ko/PGs3SFa0D3nb21BqWnbZjEaqSJEky9FSUEMKHgKVALfAk8CCwL3AGcFwIYW6McUUeu94A3NnDur5CkdRv1x07hYamrcy7eTVN/cg+tcPhrgVTeP+M0cUvTpIkDVmGngoRQhgH3EYSeM6KMV6ds+4y4DzgxyGEEGMc6Bnja2KMpxasWKkXM+tH8tS5O5W7DEmSpLd4Tk/l+DQwA7g/N/CkvgK8CMwBPl7qwiRJkqRqZuipHPPS5S1dV8QY20l6gXLbSZIkSeoHh7dVjv3T5eM9rH+8S7uBGBdC+AdgF6AVWA7cG2P8nzz2JUmSJFUVQ08FCCFMAOrTuw09NHslXe6ax1NMBf6ly2NXhBAuBb7W33OEQghP9LBqdh41SZIkSSXh8LbKUJdze0MPbVrS5fgB7LcV+HfgCGBnYCywN3Ax0AlcAHxzQJVKkiRJVcaengIIIVwCHJPHpofHGF8tdD3bpNf1Ob3Lw88CXw0hPALcC3w5hPC9GONr/djfAd09nvYAzRlsvZIkSVIxGHoKYyfgfXlsNzJdtuQ8Ng54s5u223qD1ufxPO8QY/xpCOEpknOE/hK4uRD7lSRJkiqNoacAYowLgAWD2H5dCGEtMBmYCTzdTbN3p8uX832ebiwnCT07F3CfqkKNLe2c9bMmlq9qo270ME4/cBzz9xnH6BE15S5NkiRp0Dynp3I8mS4P7GH9QenyqQI+55R02dJrK2XapQ+8yZxr3uCRhq00buqkobmdC365jlmXv86+V7xGQ9PWcpcoSZI0KIaeynFPujyl64oQwnDgxPTu4kI8WQhhBnBoerenabKVcTc/0cLVj/U0dwY0t8Jh16/mjMWNJaxKkiSpsBzeVjluJJlN7cMhhDNjjNfkrLsI2J2kl2dp7kYhhJ2BX6V3t5sYIYTwWeDnXSdLCCHsCSwEaoFHY4yPFfi1qAqs39zBhfet61fbpStaaWjaysz65DS01rZO7nx6A9/97Tpe75KZdplUw20nTmPHif55kSRJlcFPJRUixtgSQjiRJNRcHUL4NPA8sC+wB7AGOKmba+qM5O1JFEZ2WXcm8P0QwjPpvtpIwtN+JP/2y4FPFuHlqApc+lD/As82h12/ul/tXm7u5ODrVnHsHmO44pj6vjeQJEkqMoe3VZAY4wMkEwvcCrwL+BuSWdu+D+wTY3xugLv8LvB/gTHA4cBxwG7Ab4FzgTkxxv8pTPWqNi80thV1/4v/ezPn/tRhcZIkqfxqOju7dhxIAxNCeGL27NlzFi1aVO5SNAD/+MtmbnpyY9Gf57EzpjvUTZIkFdKAp5e1p0caos4/dALDSjAj9al3NhX/SSRJknrh16/SENPa1smiJ1u47MH1dJSgo/d/1hV3GJ0kSVJfDD3SENDQtJX5t65h1YbSD2fdtDUJWl7oVJIklYvD26SMO2NxI4ddv7osgQegvROWrdhclueWJEkCQ4+UaQ1NW1m6orXcZdDQ7BA3SZJUPoYeKcM+dmP/rq3Tnf4ORutPu5mTHEkrSZLKx08iUkas39zBBcuaWPLcFjo6YewI2DiIDpar/noyx+xZ22e7xpZ25lzzRo/rp44dxpGzxuRfiCRJ0iDZ0yNlwM1PtLDXlSu5d/kW2juhE9gwiMAzcST9DipT6oZz3ty6bteNG1XDwuPrncRAkiSVlT09UpW79IE3ufqxDQXb3zDglpOnDiionH3IBE7Zdxxn/2wty1dvpW7UME4/qI7j9h5r4JEkSWVn6JGqWGNLe8ECTw3wpbm1nPGBSXkFlSl1w7nlxKkFqUWSJKmQDD1SFTtnydpBbX/8XrV8/fCJjB/jSFdJkpRdhh6pijWsbc9728N2Gc1lR00uYDWSJEmVya93pSo2c/LwvLe94qhJBaxEkiSpchl6pCp2ZZ49NefNrWNKXf6BSZIkqZoYeqQq1tt00T158swdOPuQCUWqSJIkqfIYeqQqd/YhE3jyzB2YO3NUn21nTx1hD48kSRpyDD1SBmybLvqxM6b32m7h/PoSVSRJklQ5DD1Shuw4cQQL9qvtdt2C/WrZcaITNkqSpKHHT0BSxnz7yMl88eDxnHpnEytb2plRN5yF8+sNPJIkacjyU5CUQTtOHMGy03of6iZJkjRUOLxNkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRl2ohyFyBVusaWds5ZspaGte3MnDycK4+azJS64eUuS5IkSf1k6JF6cdUj67j84Za37r/yZjtzrnmD8+bWcfYhE8pYmSRJkvrL4W1SDxpb2rcLPLkuf7iFxpb2ElckSZKkfNjTI/XgnCVre11/7pJmfnTClBJVs73fvbqZv1nURG7sqgEO3WUE8/as4+g9ahk9oqYstUmSJFUaQ4/Ug4a1vffkNDS3laiS7R3+gzd4ofGdtXUCD77cxoMvN/Ot+9dx8yfr2XvGqNIXKEmSVGEc3ib1YObk3icrmDmp9N8Z/O7Vzd0Gnq6aNnXwmTubaG3rLEFVkiRJlc3QI/XgyqMm97r+iqMmlaiStx27qKnfbVdt6GDZis1FrEaSJKk6GHqkHkypG855c+u6XTejbhj3vbi5ZD0prW2dXPnwWjoGuF25huBJkiRVEs/pkXpx9iETOGXfcZx0+xqeW/P2sLKVLR18+Rdv8tVlb/Kp/cfwxGttvLaujebN0NkJ7WkWqgHGjYK/mjWGzx1UxxfuTa73syXdVXeRaWT6VcTWgSacbpRjCJ4kSVKl8ROR1IdRI2pYsab782g6OuHGJ3seQtYJtGyBO57dzB3P9m+oWSHCzjb7zvC/uCRJksPbpD5c+tC6bntkqsHnFvc+7bYkSdJQYOiR+vBCY/WeF7PSC6hKkiQZeqS+vGdK9Q4Rm1HX+7TbkiRJQ4GhR+rD+YdOKHcJeVs4v77cJUiSJJVd9X6FLRXB+s0dXPTAOh77Uytb22H3+uFs2trJ1FpYs6nc1Q3Mgv1q2XGi/8UlSZL8RCSlFv9+I1/6WfN2kxY0NFf+OTE3HzeRWdNGc+qdTaxsaWdG3XAWzq838EiSJKX8VCSR9PD83ZLmAc3SNrwGdpk8jBP2qWXJ8ta3rtPTkXOdnnyMGpZMdd3d1NXvmjCMMw8ez3F7j2X0iJrt1i07bXr+T1okr7322oC32WmnnYpQiSRJGsoMPRLJtNQdAwwqVxw9mWP2rAXg9A+8c/36zR1c/OA6fvvyZl5b18GmtNNoOPD3h43jtAMnvCO4SJIkqfAMPRL5TUvd0Nz7NuPHDONbH52Ub0mSJEkqEGdvk8hvWuqZk/zOQJIkqRr4qU0imZb6R09t7PcQt2ljazhy1pjiFqWi85wjSZKGBnt6JJKhaN85ahL9OcNmwugabjx+iufjSJIkVQl7eqTUse8fy1/uPoaLH1zHY6+k1+mZklynZ/WGDupGDeOkfccy7/3vnDkt6/LpEZEkSaoUhh4pR7VNPuDwLEmSpL45vE2SJElSptnToyGvsaWdc5as5aWmNra2d7CpDTo6a9h7hxFcc0w9U+qGl7vEIcWhdJIkqdAMPRrSrnpkHZc/3NLNmk4e/dNW5lzzBufNrePsQyaUvDZJkiQVhsPbNGQ1trT3EHi2d/nDLTS2tJegIkmSJBWDoUdD1jlL1va77blLmotYiSRJkorJ4W0ashrW9r/3pqG5rYiVlPY8Fs+ZkSRJQ409PRqyZk7u/wQFMyf5/YAkSVK1MvRoyLryqMn9bnvFUdVz7R5JkiRtz9CjIWtK3XDOm1vXZ7vz5tY5bbUkSVIVc8yOhrSzD5nAKfuO49wlzbzUtJUtOdfp2WfGCK7+a6/TI0mSVO0MPRqSGlvaOetnTSxf3U7dqBpOP3Ac8/epZ/SImnKXJkmSpAJzeJuGnKseWceca97gkYatNG7soKG5nQt+uY79r3qdZ1ZuKXd5kiRJKjBDj4aU3i5IumErnHrHGlrbOktclSRJkorJ4W2qSq1tnfxixSYamtuZOWk4H5tVu93QtNa2Tu5+diO3/NdG3mhpZ+rYGvacPpL7Xmztdb9rNsGyFZs5Zs/aYr8ESZIklYihR1XnmZVb+MxdTaxq6Xjrsel167jhuHr2njGKZ1Zu4eTbGlnX+naPzcoWeHZV/y5GWuwLkaq65Xtx15122qnAlUiSpP5yeJuqSmtb5zsCD8Cqlg4+c1cT6zd38OmfbB94BsoLkUqSJGWLoUdV5RcrNr0j8GyzqqWDSx9az+qN+QeeqbVw5KwxeW8vSZKkyuNX2hUihDAOmAccmP7sB4wFlsQYjx7kvt8HXAh8BJgCrAR+Dnwjxvj6YPZdag3NvQ9Re6Fxa977HjcSFn5yqtNWS5IkZYyhp3K8F1hU6J2GED4ELAVqgSeBB4F9gTOA40IIc2OMKwr9vMUyc1LvFwp9z5SRPNIw8GmnT9h7DN/86OSCBJ58z/mQJElScRh6Ksd64AYgAk8A+wPXDWaHae/RbSSB56wY49U56y4DzgN+HEIIMcaqmKf5Y7NqmV63rtshbtPrhnH+oeP5+fKNAxriNn3csIIFHqkn+YRhJz+QJKkwPKenQsQYX4wxnhZjvDbG+J9A73Mr98+ngRnA/bmBJ/UV4EVgDvDxAjxXSYweUcMNx9UzvW77X93pdcO44bh6xo8Zxo3HT2HC6P4FmPraYdwwv97AI0mSlGH29GTbvHR5S9cVMcb2EMJtwP9J2/28lIUNxt4zRvHw6TuwbMVmGprbmDlpBEfOGvNWcNl7xijiF2dw9+83csvvNrIq5zo9za2drGrpYEbdMI6YVcvRs2sNPJIkSRln6Mm2/dPl4z2sf7xLu6oxekRNrxcQHT2ihhP2HccJ+44rYVWSJEmqRA5vy6gQwgSgPr3b0EOzV9LlrsWvSJIkSSoPe3qyqy7n9oYe2rSky/H92WEI4YkeVs3ub1GS+i/fmQCdAEGSpO0ZegoghHAJcEwemx4eY3y10PVIkiRJepuhpzB2At6Xx3YjC11Ijpac2+OAN7tps603aH1/dhhjPKC7x9MeoDkDqk5S1bMnSpJULQw9BRBjXAAsKHcduWKM60IIa4HJwEzg6W6avTtdvlyquiQVn9cEkiRpe05kkG1PpssDe1h/ULp8qgS1SJIkSWVhT0+23QMcDpwC/DB3RQhhOHBiendxieuSVGHyHaomSVI1MPRUuRDCQcDNADHGrrOo3QhcAHw4hHBmjPGanHUXAbuT9PIsLUWt1cYPgVLl8PwhSdJgGHoqSAhhMbBjendaujwkhPBYTrNvxhiX5NwfSw+TKMQYW0IIJ5KEmqtDCJ8Gngf2BfYA1gAnxRg7C/gyJEmSpIpi6Kks+5NMOpBrEvCBnPvTGIAY4wMhhP2BfyQZ6rY38AbwfeCfY4yv519u9bDXRpIkaegy9FSQGOMueWzzG6CmjzbPkZzXI0mSJA05zt4mSZIkKdMMPZIkSZIyzeFtkqSS8hw7SVKpGXokSZmVT8Aq5TTXlV6fJGWFoUeSpEGy90qSKpuhR1XHDxeSiqnS/8ZUeu+QF5KVVIkMPZIkZVylB7lqUOlhU1Lvajo7O8tdg6pcCKFx9OjR9bvuumtJnm/jxo0leR5JkvROY8eOLXcJvcrnc0K+r6mUn0lK9b7n+5pK+XuxfPnyW2OMA7oGpT09KoR1ra2tE5cvX94KLC93MRkyO136nhaO72nh+Z4Wnu9p4fmeFofva+H5nhaJPT0qiBDCEwAxxgPKXUtW+J4Wnu9p4fmeFp7vaeH5nhaH72vh+Z4WjxcnlSRJkpRphh5JkiRJmWbokSRJkpRphh5JkiRJmWbokSRJkpRpzt4mSZIkKdPs6ZEkSZKUaYYeSZIkSZlm6JEkSZKUaYYeSZIkSZlm6JEkSZKUaYYeSZIkSZk2otwFqPqFEE4GPg/sAwwHlgM3AtfGGDvKWVs1CSGMBA4D/gr4EDALGAOsBh4Fro4x/qZsBWZECOFfgH9I754fY7ysnPVUsxBCLXAWcDzwXmAU8AYQgStijI+UsbyqE0J4F/AV4KPAnwE1wJ+AXwGXxBj/WMbyKlII4X3Ax4ADgUDyd7MGOD7GeGcf23rs6sZA31OPXX0bzO9pl/14/BoEe3o0KCGEa4BbSP4TPwT8kuQ/89XAnSEEf8f670PAfcDfATsDDwKLgSbgOOD+EMI3ylde9QshHAh8GfACZYMUQtgVeBq4mOT39X5gCckHnXnAh8tXXfUJIewPPAN8ERgLLAN+AdQCpwP/FUL4YPkqrFifB64ATgHeR/JBsk8eu3o10PfUY1ff8vo9zeXxa/Ds6VHeQgjHAV8AVgKHxRifTx/fgeQD0LEk3wJfWbYiq0sHcBdwZYzxodwVIYQTSA7QF4YQ7o8x3l+OAqtZCGE0cBNJT8R/knwwVx5CCONIPiTuBnwVuCzG2J6zfgowpUzlVatrgEnA9cCZMcat8Na36NcBnwGuBfYtW4WV6VngUpLexSeAH5J8CO+Rx64+DfQ99djVtwH/nuby+FUYhh4NxrYu1q9sO2gAxBjfCCF8HvgN8NUQwneH8lCB/oox/hr4dQ/rbg8hHAGcBiwgOTBrYL4B7AEcQ/Lto/L3NWB3kmErF3ddGWNsBBpLXlWVCiGMAf48vfv1bYEHIMa4NYTwNZLQs08IYWyMcWM56qxEMcYf5N4PIfRnM49dvRjoe+qxq295/p7m8vhVAEO5+1aDkI49PwDYAvyk6/oY4wPAq8AM4ODSVpdZT6XLd5W1iioUQvgAcB5wa4zxp+Wup5qFEEYBn03vfqectWRIO9DWj3YbgE1FriXTPHaVhceuQfD4VTiGHuVr/3T5+xhjTwfhx7u01eC8N12+XtYqqkz6LfpNJOPLzylzOVlwAMnQtVdjjC+FEOaEEL4ZQvh+COEbIYS55S6w2qQ9O79K7/5zOqQNeGt42zfTuz+MMTqef3A8dpWex648efwqLIe3KV+7psuGXtq80qWt8hRCmAGcmt69q4ylVKNvk5w4emKMcU25i8mAvdPlqyGEy0i+gcx1YQjhbmBBjHFDaUural8gmbjgs8DHQwgxffxAYDLJSdBfLlNtWeKxq4Q8dg2ax68CsqdH+apLl719qGlJl+OLXEumhRBGAIuAicCv7N7uv3S2q3OBu2OMt5e7noyoT5f7kwSeK4D3kHww/wTJ0KB5wPfKUl2VSqej/iCwlGQY0Lz0Z2fgD8BDuef6KG8eu0rEY9fgePwqPEOPVPmuAw4nuV7HgjLXUjXSa8gsBNaRfIuuwth23BgJLIoxfinG+GKMsTnGeC/JB/VO4G9DCLuXrcoqk37AeZYkQH4CmJb+zCMJlHeFEP6xfBVKA+axK08ev4rD0KN8bfsmbFwvbbZ9o7a+yLVkVgjhSpJZb1YCh8cYV5a5pGryLyRjyf8uxuhY8sLJ/f98fdeVMcZtU7LWMIApWYeyEMIk4G6SnoWPxRjvjTGuSX/uIbmo4SaSoYPv7W1f6pPHrhLw2DVoHr+KwHN6lK+X0+XMXtq8u0tbDUAI4XLgbJKLPR6eO7Wq+uVYkutHfCqE8Kku62any8+HEI4GXogx/u+SVle9Xurhdtc2gWQGLPXtKJJenV+nw9y2E2N8IYTwH8BfpD/+Lcjfy+nSY1eReOwqCI9fRWDoUb62TUH5/hBCbQ+z4BzYpa36KYRwCcnVrRuBv4wx/qHMJVWrYfTe27Bb+jOpNOVkQu7/5ykkQ1e6mpouW7pZp3f6s3T5Zi9tmtNlfS9t1DePXUXksaugPH4VmKFHeYkx/imE8CQwBzgeuDl3fQjhQyQn464EHi19hdUrhHARcD6wFjgixvh0mUuqSjHGXXpaF0JYCHwKOD/GeFmpasqCGOOraa/DB0jG6/8ud30IYTLJ3wVIrj6uvr2WLg8IIYzsOmFBOm31AendnnrX1A8eu4rHY1fhePwqDs/p0WD8a7q8OITwnm0PhhCm8/bMTRcNxSta5yuE8C3gKyTf6h4RY/SbRlWib6fLC0LOpcXTa0pcSzJb0xP4obG/lgIbSXp8/i2EMHrbivT2VSRDrtYCy8pSYbZ47Cowj12qBjWdnV7nTPkLIXwP+DywGbgP2Ery7e8EkhNz58cY28tXYfUIIRwD3JPejcDve2i6PMZ4UWmqyia/KRu8nGv0bAUeIxnOchCwE8m01R92LH//peP2fwgMJ+n5eTJddQCwI9BKcq2Ou8tTYWUKIcxh++nR9ySZEOJ5kgs6AhBjPLjLdh67ejDQ99RjV9/y/T3tYV8L8fiVF4e3aVBijF8IITwMnEky9nQ4sBy4AbjWb8oGJHesfkh/uvMAMCQPHKocMca/DyH8FvgiyTV7xpJc1PE7JN+Sry5nfdUmxnhTCOEZkutyHAocka56lSQMfcfzI7o1gWSoZVe9znLnsatXA31PPXb1La/fUxWWPT2SJEmSMs1zeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRlmqFHkiRJUqYZeiRJkiRl2ohyFyBJUqGEEP4J+HrOQxfEGP+1j212A17Meei5GOPsIpTXqxDCy8BM4J9jjP/UZd1C4FMAMcaaUtcmSdXOnh5JUpad0o82C4pehSSprAw9kqQsagM2Au8PIezXR9ttwWhdcUuSJJWLoUeSlEXtwL3p7R57e0IIBwGzgBZgWQnqkiSVgaFHkpRVi9LlSSGEno5324a2LSbpGZIkZZATGUiSsmoZsAbYGfgL4Ne5K0MII4AT0ru3ACf1tcMQwpHAZ4A/B6YDm4A/ALcD18UYt/Sy7XTga8BfAzsCjcCDwCUxxqcG8Lq67ncX4KX07oeBR4FzSXq4dge2Ak8Al8UYl/axr7HA6cAxwJ7AJGAV0ADcD9wQY3yp5z1IUmWyp0eSlEkxxjaSMALdD3H7KElweQO4r7d9hRBqQwg/AX4BfBJ4NzCaJBR8ELgS+I8Qwowett8LeBY4C9gl3XYn4ETg0RDCJwby2noxniRIXQTsDYwFJgIfAX4eQvhcTxuGEAKwAvgOSUicDowC3gUcQhLYvt7T9pJUyQw9kqQsuyVdHhdCGNNl3bahbbfFGNv7sZ/5wGbgW8B+wBSSAPMFoCl97M4QwvDcDUMI44CfAtNIeoa+AuwG7ADMI+lFWUgSTgbrSmA28KX0OaYCfwX8MV3/b2mP03ZCCO8FfkXSK7YeuJAkNNWTTKP9ibTGzQWoUZJKzuFtkqTMijE+GkJ4kWSY19HAnQAhhDqSD/Lw9rk/3QohzAeOBbYAh8cYf5uzugm4NoTwEPA4SY/IccAdOW229e4AnBhjvDdn3T0hhEeBJ0kCx2C9Gzg0xvhYzmNLQwjzgKdJen7mA9/rst21wASSCR3mxhifzlm3FngFuDcdEihJVceeHklS1t2aLnOvx/M3JAHguRhj7GP7s9PlD7oEnrfEGJ/NeZ6Tu6z+VLq8v0vg2bbtKuDbfdTQX7d1CTzbnuMZ4Hfp3QNz14UQ9gAOT+9+o0vg6bqftgLVKUkl5Tc2kqSsW0QyXOvjIYTJMca1vB2Abul5s7dO7D84vfubtIeoJ89s2yxn+3qS4WYAd/ey7WLe2fuSj96m3X6eZAjeDl0e/0jO7R8VoAZJqjj29EiSMi3GuAKIJCflHx9C2JG3P+j3GnpIzosZmd6+g+R8l55+/i1tNy1n+5k5t5f3UuNK4M2+Xks/vN7Lum1Tctd2eXz3dLkqrUOSMseeHknSULCIpAdmAVAHDAcejTH+sdet8ptcYFTO7XE5tzf0sV1Lns+Xq68JGQBqutwfny7XD/K5JaliGXokSUPBbcDlwFySk/2hjwkMUi05tz8SY7x/gM+bG3TG9dgq0dvQuWLaFnbG99pKkqqYw9skSZkXY9x2LZ4akpnUtrL9DGs9aQA60tu75fHUDTm3Z/fUKL2+TyGmrM7HC+lyek/XGZKkamfokSQNFbk9O8tijGv62iDG2EwyFTUkFyUdkBhjE2+fyzOvl6a9rSu2X+fcXtBjK0mqYoYeSdJQcQewR/pz6gC2+066/GgI4XO9NQwhjAkhzOzy8E3p8sMhhGO62WYa8LUB1FNQMcblJL1gABeGEPbqqa3X6ZFUrfzjJUkaEmKMW+hlBrVetrsjvUDp8cD3QwgfAX4IPAtsAuqBPYGPAicAlwKX5eziu8DpJMPqbgshfB34Ccn5Ph8ELiE536cZmJTPayuAzwNPkFyg9OEQwiUkU2y/RnKu0b4kF2jdmraVpKpiT48kSX37W+CG9PYJwP8jCQRrgReBnwJnAdOBLbkbxhg3AMcAq0mmi74EeAlmf/7oAAABIElEQVRYRRIsdiHpeSrElNV5iTG+ABwBrCQ5t+jbwO9JXt+fgJ8Bp/HO6a4lqSoYeiRJ6kOMsTXGeBrwAeAHwAqSmd3agDXAo6Szw8UYr+pm+2eAvYCrSSY32EISMH4CfDDGeE8pXkdvYoz/CcwCvkryetaS1Pkn4EHgfOD/lK1ASRqEms7OznLXIEmSJElFY0+PJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEwz9EiSJEnKNEOPJEmSpEz7/5/GVBzn0AGzAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_ebm[:, \"MedInc\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 367,
       "width": 612
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the waterfall_plot shows how we get from explainer.expected_value to model.predict(X)[sample_ind]\n",
    "shap.plots.waterfall(shap_values_ebm[sample_ind])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x338.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 307,
       "width": 535
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the beeswarm plot displays SHAP values for each feature across all examples,\n",
    "# with colors indicating how the SHAP values correlate with feature values\n",
    "shap.plots.beeswarm(shap_values_ebm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining a non-additive boosted tree model\n",
    "<a id=\"boosted_tree\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 429
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train XGBoost model\n",
    "import xgboost\n",
    "\n",
    "model_xgb = xgboost.XGBRegressor(n_estimators=100, max_depth=2).fit(X, y)\n",
    "\n",
    "# explain the GAM model with SHAP\n",
    "explainer_xgb = shap.Explainer(model_xgb, X100)\n",
    "shap_values_xgb = explainer_xgb(X)\n",
    "\n",
    "# make a standard partial dependence plot with a single SHAP value overlaid\n",
    "fig, ax = shap.partial_dependence_plot(\n",
    "    \"MedInc\",\n",
    "    model_xgb.predict,\n",
    "    X100,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    "    show=False,\n",
    "    ice=False,\n",
    "    shap_values=shap_values_xgb[sample_ind : sample_ind + 1, :],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_xgb[:, \"MedInc\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_xgb[:, \"MedInc\"], color=shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining a linear logistic regression model\n",
    "<a id=\"logistic_regression\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# a classic adult census dataset price dataset\n",
    "X_adult, y_adult = shap.datasets.adult()\n",
    "\n",
    "# a simple linear logistic model\n",
    "model_adult = sklearn.linear_model.LogisticRegression(max_iter=10000)\n",
    "model_adult.fit(X_adult, y_adult)\n",
    "\n",
    "\n",
    "def model_adult_proba(x):\n",
    "    return model_adult.predict_proba(x)[:, 1]\n",
    "\n",
    "\n",
    "def model_adult_log_odds(x):\n",
    "    p = model_adult.predict_log_proba(x)\n",
    "    return p[:, 1] - p[:, 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that explaining the probability of a linear logistic regression model is not linear in the inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 429
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a standard partial dependence plot\n",
    "sample_ind = 18\n",
    "fig, ax = shap.partial_dependence_plot(\n",
    "    \"Capital Gain\",\n",
    "    model_adult_proba,\n",
    "    X_adult,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    "    show=False,\n",
    "    ice=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we use SHAP to explain the probability of a linear logistic regression model we see strong interaction effects. This is because a linear logistic regression model is NOT additive in the probability space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Permutation explainer: 1001it [00:58, 14.39it/s]                                  \n"
     ]
    }
   ],
   "source": [
    "# compute the SHAP values for the linear model\n",
    "background_adult = shap.maskers.Independent(X_adult, max_samples=100)\n",
    "explainer = shap.Explainer(model_adult_proba, background_adult)\n",
    "shap_values_adult = explainer(X_adult[:1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 422
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_adult[:, \"Age\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we instead explain the log-odds output of the model we see a perfect linear relationship between the models inputs and the model's outputs. It is important to remember what the units are of the model you are explaining, and that explaining different model outputs can lead to very different views of the model's behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Permutation explainer: 1001it [01:01, 13.61it/s]                                  \n"
     ]
    }
   ],
   "source": [
    "# compute the SHAP values for the linear model\n",
    "explainer_log_odds = shap.Explainer(model_adult_log_odds, background_adult)\n",
    "shap_values_adult_log_odds = explainer_log_odds(X_adult[:1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_adult_log_odds[:, \"Age\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 438
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a standard partial dependence plot\n",
    "sample_ind = 18\n",
    "fig, ax = shap.partial_dependence_plot(\n",
    "    \"Age\",\n",
    "    model_adult_log_odds,\n",
    "    X_adult,\n",
    "    model_expected_value=True,\n",
    "    feature_expected_value=True,\n",
    "    show=False,\n",
    "    ice=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining a non-additive boosted tree logistic regression model\n",
    "<a id=\"non_additive_logistic\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      " 98%|===================| 31839/32561 [00:12<00:00]        "
     ]
    }
   ],
   "source": [
    "# train XGBoost model\n",
    "model = xgboost.XGBClassifier(n_estimators=100, max_depth=2).fit(X_adult, y_adult * 1, eval_metric=\"logloss\")\n",
    "\n",
    "# compute SHAP values\n",
    "explainer = shap.Explainer(model, background_adult)\n",
    "shap_values = explainer(X_adult)\n",
    "\n",
    "# set a display version of the data to use for plotting (has string values)\n",
    "shap_values.display_data = shap.datasets.adult(display=True)[0].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default a SHAP bar plot will take the mean absolute value of each feature over all the instances (rows) of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 623
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But the mean absolute value is not the only way to create a global measure of feature importance, we can use any number of transforms. Here we show how using the max absolute value highights the Capital Gain and Capital Loss features, since they have infrequent but high magnitude effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 623
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values.abs.max(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we are willing to deal with a bit more complexity, we can use a beeswarm plot to summarize the entire distribution of SHAP values for each feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 351,
       "width": 617
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.beeswarm(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By taking the absolute value and using a solid color we get a compromise between the complexity of the bar plot and the full beeswarm plot. Note that the bar plots above are just summary statistics from the values shown in the beeswarm plots below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 347,
       "width": 639
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.beeswarm(shap_values.abs, color=\"shap_red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 669
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values[:1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"Age\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 324,
       "width": 491
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"Age\"], color=shap_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 323,
       "width": 491
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"Age\"], color=shap_values[:, \"Capital Gain\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 393,
       "width": 477
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"Relationship\"], color=shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dealing with correlated features\n",
    "<a id=\"correlated_features\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "clustering = shap.utils.hclust(X_adult, y_adult)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 660
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values, clustering=clustering)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 673
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values, clustering=clustering, clustering_cutoff=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 842
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values, clustering=clustering, clustering_cutoff=1.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining a transformers NLP model\n",
    "<a id=\"nlp_model\"></a>\n",
    "\n",
    "This demonstrates how SHAP can be applied to complex model types with highly structured inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-06-15 14:43:09.022292: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2022-06-15 14:43:09.731330: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 8395 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:15:00.0, compute capability: 7.5\n",
      "2022-06-15 14:43:09.732184: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 9631 MB memory:  -> device: 1, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:21:00.0, compute capability: 7.5\n",
      "Reusing dataset imdb (/home/slundberg/.cache/huggingface/datasets/imdb/plain_text/1.0.0/2fdd8b9bcadd6e7055e742a706876ba43f19faee861df134affd7a3f60fc38a1)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3608a2a28f0540fc8e0b351fd587ef37",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Partition explainer: 9it [00:25,  2.80s/it]Token indices sequence length is longer than the specified maximum sequence length for this model (720 > 512). Running this sequence through the model will result in indexing errors\n",
      "Partition explainer: 11it [00:33,  4.21s/it]\n"
     ]
    }
   ],
   "source": [
    "import datasets\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import torch\n",
    "import transformers\n",
    "\n",
    "# load a BERT sentiment analysis model\n",
    "tokenizer = transformers.DistilBertTokenizerFast.from_pretrained(\"distilbert-base-uncased\")\n",
    "model = transformers.DistilBertForSequenceClassification.from_pretrained(\n",
    "    \"distilbert-base-uncased-finetuned-sst-2-english\"\n",
    ").cuda()\n",
    "\n",
    "\n",
    "# define a prediction function\n",
    "def f(x):\n",
    "    tv = torch.tensor([tokenizer.encode(v, padding=\"max_length\", max_length=500, truncation=True) for v in x]).cuda()\n",
    "    outputs = model(tv)[0].detach().cpu().numpy()\n",
    "    scores = (np.exp(outputs).T / np.exp(outputs).sum(-1)).T\n",
    "    val = sp.special.logit(scores[:, 1])  # use one vs rest logit units\n",
    "    return val\n",
    "\n",
    "\n",
    "# build an explainer using a token masker\n",
    "explainer = shap.Explainer(f, tokenizer)\n",
    "\n",
    "# explain the model's predictions on IMDB reviews\n",
    "imdb_train = datasets.load_dataset(\"imdb\")[\"train\"]\n",
    "shap_values = explainer(imdb_train[:10], fixed_context=1, batch_size=2)"
   ]
  },
  {
   "cell_type": "code",
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       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_0').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_0').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_0').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_0').style.opacity = 0;\"\n",
       "        ></div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.088</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_1'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.12501485442661905); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_1').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_1').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_1').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_1').style.opacity = 0;\"\n",
       "        >If </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.028</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_2'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_2').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_2').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_2').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_2').style.opacity = 0;\"\n",
       "        >only </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_3'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_3').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_3').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_3').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_3').style.opacity = 0;\"\n",
       "        >to </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_4'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_4').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_4').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_4').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_4').style.opacity = 0;\"\n",
       "        >avoid </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.002</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_5'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_5').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_5').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_5').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_5').style.opacity = 0;\"\n",
       "        >making </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.027</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_6'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_6').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_6').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_6').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_6').style.opacity = 0;\"\n",
       "        >this </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.028</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_7'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_7').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_7').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_7').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_7').style.opacity = 0;\"\n",
       "        >type </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.015</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_8'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.014656367597544028); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_8').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_8').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_8').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_8').style.opacity = 0;\"\n",
       "        >of </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.038</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_9'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_9').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_9').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_9').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_9').style.opacity = 0;\"\n",
       "        >film </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.03</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_10'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_10').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_10').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_10').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_10').style.opacity = 0;\"\n",
       "        >in </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.028</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_11'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_11').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_11').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_11').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_11').style.opacity = 0;\"\n",
       "        >the </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_12'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_12').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_12').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_12').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_12').style.opacity = 0;\"\n",
       "        >future</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.082</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_13'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.10924935630817977); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_13').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_13').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_13').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_13').style.opacity = 0;\"\n",
       "        >. </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.026</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_14'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_14').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_14').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_14').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_14').style.opacity = 0;\"\n",
       "        >This </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.005</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_15'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_15').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_15').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_15').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_15').style.opacity = 0;\"\n",
       "        >film </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.016</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_16'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_16').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_16').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_16').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_16').style.opacity = 0;\"\n",
       "        >is </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.063</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_17'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_17').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_17').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_17').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_17').style.opacity = 0;\"\n",
       "        >interesting </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.057</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_18'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.07771836007130117); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_18').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_18').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_18').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_18').style.opacity = 0;\"\n",
       "        >as </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.034</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_19'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.04618736383442258); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_19').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_19').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_19').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_19').style.opacity = 0;\"\n",
       "        >an </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_20'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_20').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_20').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_20').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_20').style.opacity = 0;\"\n",
       "        >experiment </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.236</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_21'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.3299663299663299); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_21').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_21').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_21').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_21').style.opacity = 0;\"\n",
       "        >but </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.366</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_22'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.5191523073876015); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_22').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_22').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_22').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_22').style.opacity = 0;\"\n",
       "        >tells </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.329</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_23'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_23').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_23').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_23').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_23').style.opacity = 0;\"\n",
       "        >no </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_24'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_24').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_24').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_24').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_24').style.opacity = 0;\"\n",
       "        >co</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.037</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_25'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.04618736383442265); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_25').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_25').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_25').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_25').style.opacity = 0;\"\n",
       "        >gent </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.041</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_26'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.05407011289364243); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_26').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_26').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_26').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_26').style.opacity = 0;\"\n",
       "        >story</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.051</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_27'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.06983561101208159); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_27').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_27').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_27').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_27').style.opacity = 0;\"\n",
       "        >.</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.021</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_28'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_28').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_28').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_28').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_28').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.023</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_29'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_29').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_29').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_29').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_29').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_30'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_30').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_30').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_30').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_30').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.004</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_31'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_31').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_31').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_31').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_31').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.004</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_32'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_32').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_32').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_32').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_32').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.02</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_33'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_33').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_33').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_33').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_33').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.017</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_34'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_34').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_34').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_34').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_34').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.005</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_35'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_35').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_35').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_35').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_35').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.022</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_36'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_36').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_36').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_36').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_36').style.opacity = 0;\"\n",
       "        >One </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.068</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_37'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.09348385818974048); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_37').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_37').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_37').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_37').style.opacity = 0;\"\n",
       "        >might </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.015</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_38'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_38').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_38').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_38').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_38').style.opacity = 0;\"\n",
       "        >feel </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_39'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_39').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_39').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_39').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_39').style.opacity = 0;\"\n",
       "        >vi</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.093</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_40'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.12501485442661908); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_40').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_40').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_40').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_40').style.opacity = 0;\"\n",
       "        >rt</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.064</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_41'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.08560110913052085); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_41').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_41').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_41').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_41').style.opacity = 0;\"\n",
       "        >uous </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.067</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_42'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.09348385818974048); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_42').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_42').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_42').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_42').style.opacity = 0;\"\n",
       "        >for </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.137</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_43'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1880768469003762); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_43').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_43').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_43').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_43').style.opacity = 0;\"\n",
       "        >sitting </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.023</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_44'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_44').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_44').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_44').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_44').style.opacity = 0;\"\n",
       "        >thru </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.055</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_45'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.07771836007130124); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_45').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_45').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_45').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_45').style.opacity = 0;\"\n",
       "        >it </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.02</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_46'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_46').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_46').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_46').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_46').style.opacity = 0;\"\n",
       "        >because </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.023</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_47'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_47').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_47').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_47').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_47').style.opacity = 0;\"\n",
       "        >it </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.095</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_48'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.13289760348583876); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_48').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_48').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_48').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_48').style.opacity = 0;\"\n",
       "        >touches </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.045</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_49'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_49').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_49').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_49').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_49').style.opacity = 0;\"\n",
       "        >on </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.031</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_50'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_50').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_50').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_50').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_50').style.opacity = 0;\"\n",
       "        >so </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.009</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_51'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_51').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_51').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_51').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_51').style.opacity = 0;\"\n",
       "        >many </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.007</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_52'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.00677361853832443); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_52').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_52').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_52').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_52').style.opacity = 0;\"\n",
       "        >IMPORTANT </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.006</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_53'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_53').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_53').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_53').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_53').style.opacity = 0;\"\n",
       "        >issues </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.209</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_54'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.29843533372945136); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_54').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_54').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_54').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_54').style.opacity = 0;\"\n",
       "        >but </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.061</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_55'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_55').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_55').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_55').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_55').style.opacity = 0;\"\n",
       "        >it </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.063</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_56'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_56').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_56').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_56').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_56').style.opacity = 0;\"\n",
       "        >does </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.006</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_57'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.00677361853832443); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_57').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_57').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_57').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_57').style.opacity = 0;\"\n",
       "        >so </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.111</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_58'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1565458506634977); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_58').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_58').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_58').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_58').style.opacity = 0;\"\n",
       "        >without </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.177</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_59'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.25113883937413345); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_59').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_59').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_59').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_59').style.opacity = 0;\"\n",
       "        >any </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.054</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_60'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06983561101208147); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_60').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_60').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_60').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_60').style.opacity = 0;\"\n",
       "        >disc</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.006</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_61'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_61').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_61').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_61').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_61').style.opacity = 0;\"\n",
       "        >ern</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.047</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_62'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_62').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_62').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_62').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_62').style.opacity = 0;\"\n",
       "        >able </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.064</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_63'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.08560110913052085); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_63').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_63').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_63').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_63').style.opacity = 0;\"\n",
       "        >motive</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.085</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_64'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.11713210536739943); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_64').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_64').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_64').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_64').style.opacity = 0;\"\n",
       "        >. </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.081</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_65'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.10924935630817977); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_65').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_65').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_65').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_65').style.opacity = 0;\"\n",
       "        >The </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.026</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_66'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_66').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_66').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_66').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_66').style.opacity = 0;\"\n",
       "        >viewer </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.044</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_67'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_67').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_67').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_67').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_67').style.opacity = 0;\"\n",
       "        >comes </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.04</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_68'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_68').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_68').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_68').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_68').style.opacity = 0;\"\n",
       "        >away </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.005</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_69'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_69').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_69').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_69').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_69').style.opacity = 0;\"\n",
       "        >with </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.175</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_70'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.2432560903149138); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_70').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_70').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_70').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_70').style.opacity = 0;\"\n",
       "        >no </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.008</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_71'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.00677361853832443); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_71').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_71').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_71').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_71').style.opacity = 0;\"\n",
       "        >new </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.097</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_72'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1328976034858387); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_72').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_72').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_72').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_72').style.opacity = 0;\"\n",
       "        >perspectives </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.091</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_73'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.12501485442661905); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_73').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_73').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_73').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_73').style.opacity = 0;\"\n",
       "        >(</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.002</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_74'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_74').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_74').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_74').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_74').style.opacity = 0;\"\n",
       "        >unless </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.01</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_75'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.00677361853832443); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_75').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_75').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_75').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_75').style.opacity = 0;\"\n",
       "        >one </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.005</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_76'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_76').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_76').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_76').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_76').style.opacity = 0;\"\n",
       "        >comes </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.054</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_77'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06983561101208147); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_77').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_77').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_77').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_77').style.opacity = 0;\"\n",
       "        >up </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.043</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_78'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_78').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_78').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_78').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_78').style.opacity = 0;\"\n",
       "        >with </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_79'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_79').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_79').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_79').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_79').style.opacity = 0;\"\n",
       "        >one </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_80'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_80').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_80').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_80').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_80').style.opacity = 0;\"\n",
       "        >while </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.056</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_81'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.07771836007130124); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_81').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_81').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_81').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_81').style.opacity = 0;\"\n",
       "        >one</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.024</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_82'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_82').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_82').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_82').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_82').style.opacity = 0;\"\n",
       "        >'</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_83'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_83').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_83').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_83').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_83').style.opacity = 0;\"\n",
       "        >s </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_84'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_84').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_84').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_84').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_84').style.opacity = 0;\"\n",
       "        >mind </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.017</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_85'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_85').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_85').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_85').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_85').style.opacity = 0;\"\n",
       "        >wander</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.038</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_86'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.04618736383442265); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_86').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_86').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_86').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_86').style.opacity = 0;\"\n",
       "        >s</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.045</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_87'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_87').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_87').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_87').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_87').style.opacity = 0;\"\n",
       "        >, </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.013</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_88'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_88').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_88').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_88').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_88').style.opacity = 0;\"\n",
       "        >as </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.003</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_89'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_89').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_89').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_89').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_89').style.opacity = 0;\"\n",
       "        >it </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.001</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_90'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_90').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_90').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_90').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_90').style.opacity = 0;\"\n",
       "        >will </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.134</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_91'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.1880768469003763); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_91').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_91').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_91').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_91').style.opacity = 0;\"\n",
       "        >invariably </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.061</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_92'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_92').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_92').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_92').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_92').style.opacity = 0;\"\n",
       "        >do </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.017</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_93'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_93').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_93').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_93').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_93').style.opacity = 0;\"\n",
       "        >during </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.142</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_94'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1959595959595959); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_94').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_94').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_94').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_94').style.opacity = 0;\"\n",
       "        >this </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.668</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_95'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.9527035056446821); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_95').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_95').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_95').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_95').style.opacity = 0;\"\n",
       "        >pointless </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.327</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_96'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_96').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_96').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_96').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_96').style.opacity = 0;\"\n",
       "        >film</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.066</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_97'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_97').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_97').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_97').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_97').style.opacity = 0;\"\n",
       "        >)</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.165</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_98'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.22749059219647463); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_98').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_98').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_98').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_98').style.opacity = 0;\"\n",
       "        >.</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_99'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_99').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_99').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_99').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_99').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_100'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_100').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_100').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_100').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_100').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.001</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_101'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_101').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_101').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_101').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_101').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.001</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_102'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_102').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_102').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_102').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_102').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.026</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_103'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_103').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_103').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_103').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_103').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.028</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_104'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_104').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_104').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_104').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_104').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.016</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_105'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.014656367597544028); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_105').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_105').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_105').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_105').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.022</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_106'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_106').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_106').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_106').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_106').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.007</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_107'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_107').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_107').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_107').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_107').style.opacity = 0;\"\n",
       "        >One </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.019</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_108'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_108').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_108').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_108').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_108').style.opacity = 0;\"\n",
       "        >might </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.018</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_109'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_109').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_109').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_109').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_109').style.opacity = 0;\"\n",
       "        >better </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.081</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_110'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.10924935630817977); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_110').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_110').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_110').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_110').style.opacity = 0;\"\n",
       "        >spend </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.041</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_111'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.05407011289364243); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_111').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_111').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_111').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_111').style.opacity = 0;\"\n",
       "        >one</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.004</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_112'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_112').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_112').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_112').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_112').style.opacity = 0;\"\n",
       "        >'</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.01</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_113'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_113').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_113').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_113').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_113').style.opacity = 0;\"\n",
       "        >s </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.009</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_114'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.00677361853832443); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_114').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_114').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_114').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_114').style.opacity = 0;\"\n",
       "        >time </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.078</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_115'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.10924935630817992); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_115').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_115').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_115').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_115').style.opacity = 0;\"\n",
       "        >staring </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.031</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_116'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_116').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_116').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_116').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_116').style.opacity = 0;\"\n",
       "        >out </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_117'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_117').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_117').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_117').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_117').style.opacity = 0;\"\n",
       "        >a </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.023</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_118'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_118').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_118').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_118').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_118').style.opacity = 0;\"\n",
       "        >window </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.031</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_119'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_119').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_119').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_119').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_119').style.opacity = 0;\"\n",
       "        >at </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.016</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_120'\n",
       "            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_120').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_120').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_120').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_120').style.opacity = 0;\"\n",
       "        >a </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.03</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_121'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_121').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_121').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_121').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_121').style.opacity = 0;\"\n",
       "        >tree </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.003</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_122'\n",
       "            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_122').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_122').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_122').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_122').style.opacity = 0;\"\n",
       "        >growing</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.042</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_123'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_123').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_123').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_123').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_123').style.opacity = 0;\"\n",
       "        >.</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.031</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_124'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_124').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_124').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_124').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_124').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.038</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_125'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.04618736383442258); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_125').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_125').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_125').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_125').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_126'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_126').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_126').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_126').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_126').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.032</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_127'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_127').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_127').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_127').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_127').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.029</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_128'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_128').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_128').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_128').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_128').style.opacity = 0;\"\n",
       "        >&lt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.049</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_129'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_129').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_129').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_129').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_129').style.opacity = 0;\"\n",
       "        >br </div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.006</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_130'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_130').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_130').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_130').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_130').style.opacity = 0;\"\n",
       "        >/</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.002</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_131'\n",
       "            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_131').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_131').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_131').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_131').style.opacity = 0;\"\n",
       "        >&gt;</div></div><div style='display: inline; text-align: center;'\n",
       "    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.034</div\n",
       "        ><div id='_tp_oucqyflgwqsenpxkbqsz_ind_132'\n",
       "            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.04618736383442258); border-radius: 3px; padding: 0px'\n",
       "            onclick=\"\n",
       "            if (this.previousSibling.style.display == 'none') {\n",
       "                this.previousSibling.style.display = 'block';\n",
       "                this.parentNode.style.display = 'inline-block';\n",
       "            } else {\n",
       "                this.previousSibling.style.display = 'none';\n",
       "                this.parentNode.style.display = 'inline';\n",
       "            }\"\n",
       "            onmouseover=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_132').style.opacity = 1; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_132').style.opacity = 1;\"\n",
       "            onmouseout=\"document.getElementById('_fb_oucqyflgwqsenpxkbqsz_ind_132').style.opacity = 0; document.getElementById('_fs_oucqyflgwqsenpxkbqsz_ind_132').style.opacity = 0;\"\n",
       "        ></div></div></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a sentence's explanation\n",
    "shap.plots.text(shap_values[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 655
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values.abs.mean(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 663
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values.abs.sum(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}