Traditional text classification with Scikit-learn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Traditional\" Text Classification with Scikit-learn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we're going to experiment with a few \"traditional\" approaches to text classification. These approaches pre-date the deep learning revolution in Natural Language Processing, but are often quick and effective ways of training a text classifier. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For our data, we're going to work with the [20 Newsgroups data set](http://qwone.com/~jason/20Newsgroups/), a classic collection of text documents that is often used as a benchmark for text classification models. The set contains texts about various topics, ranging from computer hardward to religion. Some of the topics are closely related to each other (such as \"IBM PC hardware\" and \"Mac hardware\"), while others are very different (such as \"religion\" or \"hockey\"). The 20 Newsgroups comes shipped with the [Scikit-learn machine learning library](https://scikit-learn.org/stable/), our main tool for this exercise. It has been split into training set of 11,314 texts and a test set of 7,532 texts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training texts: 11314\n",
      "Test texts: 7532\n"
     ]
    }
   ],
   "source": [
    "train_data = fetch_20newsgroups(subset='train', shuffle=True, random_state=42)\n",
    "test_data = fetch_20newsgroups(subset='test')\n",
    "\n",
    "print(\"Training texts:\", len(train_data.data))\n",
    "print(\"Test texts:\", len(test_data.data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step in the development of any NLP model is text preprocessing. This means we're going to transform our texts from word sequences to feature vectors. These feature vectors contain their values for each of a large number of features.\n",
    "\n",
    "In this experiment, we're going to work with so-called \"bag-of-word\" approaches. Bag-of-word methods treat every text as an unordered collection of words (or optionally, ngrams), and the raw feature vectors simply tell us how often each word (or ngram) occurs in a text. In Scikit-learn, we can construct these raw feature vectors with the `CountVectorizer`, which tokenizes a text and counts the number of times any given text contains every token in the corpus. \n",
    "\n",
    "However, these raw counts are not very informative yet. This is because the raw feature vectors of most texts in the same language will be very similar. For example, most texts in English contain many instances of relatively uninformative words, such as *a*, *the* or *be*. Instead, what we're interested in are words like *computer* or *hardware*: words that occur often in one text, but not very often in the corpus as a whole. Therefore we're going to weight all features by their [tf-idf score](https://en.wikipedia.org/wiki/Tf%E2%80%93idf), which counts the number of times every token appears in a text and divides it by (the logarithm of) the percentage of corpus documents that contain that token. This weighting is performed by Scikit-learn's `TfidfTransformer`.\n",
    "\n",
    "To obtain the weighted feature vectors, we combine the `CountVectorizer` and `TfidfTransformer` in a `Pipeline`, and fit this pipeline on the training data. We then transform both the training texts and the test texts to a collection of such weighted feature vectors. Scikit-learn also has a `TfidfVectorizer`, which achieves the same result as our pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preprocessing training data...\n",
      "Preprocessing test data...\n"
     ]
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "preprocessing = Pipeline([\n",
    "    ('vect', CountVectorizer()),\n",
    "    ('tfidf', TfidfTransformer())\n",
    "])\n",
    "  \n",
    "print(\"Preprocessing training data...\")\n",
    "train_preprocessed = preprocessing.fit_transform(train_data.data)\n",
    "\n",
    "print(\"Preprocessing test data...\")\n",
    "test_preprocessed = preprocessing.transform(test_data.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we train a text classifier on the preprocessed training data. We're going to experiment with three classic text classification models: Naive Bayes, Support Vector Machines and Logistic Regression. \n",
    "\n",
    "[Naive Bayes classifiers](https://en.wikipedia.org/wiki/Naive_Bayes_classifier) are extremely simple classifiers that assume all features are independent of each other. They just learn how frequent all classes are and how frequently each feature occurs in a class. To classify a new text, they simply multiply the probabilities for every feature $x_i$ given each class $C$ and pick the class that gives the highest probability: \n",
    "\n",
    "\\begin{equation*}\n",
    "\\hat y = argmax_k\\  p(C_k) \\prod_{i=1}^n p(x_i \\mid C_k)\n",
    "\\end{equation*}\n",
    "\n",
    "Naive Bayes Classifiers are very quick to train, but usually fall behind in terms of performance.\n",
    "\n",
    "[Support Vector Machines](https://en.wikipedia.org/wiki/Support_vector_machine) are much more advanced than Naive Bayes classifiers. They try to find the hyperplane in the feature space that best separates the data from the different classes. They do so by picking the hyperplane that maximizes the distance to the nearest data point on each side. When the classes are not linearly separable, SVMs map the data into a higher-dimensional space where a linear separation can hopefully be found. SVMs often achieve very good performance in text classification tasks.\n",
    "\n",
    "[Logistic Regression models](https://en.wikipedia.org/wiki/Logistic_regression), finally, model the log-odds $l$, or $log(p/(1-p))$, of a class as a linear model and estimate the parameters $\\beta$ of the model during training: \n",
    "\n",
    "\\begin{equation*}\n",
    "l = \\beta_0 + \\sum_{i=1}^n \\beta_i x_i\n",
    "\\end{equation*}\n",
    "\n",
    "Like SVMs, they often achieve great performance in text classification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple training\n",
    "\n",
    "We train our three classifiers in Scikit-learn with the `fit` method, giving it the preprocessed training text and the correct classes for each text as parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Naive Bayes classifier...\n",
      "Training SVM classifier...\n",
      "Training Logistic Regression classifier...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr',\n",
       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
       "          tol=0.0001, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC\n",
    "\n",
    "nb_classifier = MultinomialNB()\n",
    "svm_classifier = LinearSVC()\n",
    "lr_classifier = LogisticRegression(multi_class=\"ovr\")\n",
    "\n",
    "print(\"Training Naive Bayes classifier...\")\n",
    "nb_classifier.fit(train_preprocessed, train_data.target)\n",
    "\n",
    "print(\"Training SVM classifier...\")\n",
    "svm_classifier.fit(train_preprocessed, train_data.target)\n",
    "\n",
    "print(\"Training Logistic Regression classifier...\")\n",
    "lr_classifier.fit(train_preprocessed, train_data.target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find out how well each classifier performs. To find oud, we have each classifier `predict` the label for all texts in our preprocessed test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "nb_predictions = nb_classifier.predict(test_preprocessed)\n",
    "svm_predictions = svm_classifier.predict(test_preprocessed)\n",
    "lr_predictions = lr_classifier.predict(test_preprocessed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can compute the accuracy of each model: the proportion of test texts for which the predicted label is the same as the target label. The Naive Bayes classifier assigned the correct label in 77.4% of the cases, the logistic regression model achieves an accuracy of 82.8%, and the Support Vector Machine got the label right 85.3% of the time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NB Accuracy: 0.7738980350504514\n",
      "SVM Accuracy: 0.8531598513011153\n",
      "LR Accuracy: 0.8279341476367499\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "print(\"NB Accuracy:\", np.mean(nb_predictions == test_data.target))\n",
    "print(\"SVM Accuracy:\", np.mean(svm_predictions == test_data.target))\n",
    "print(\"LR Accuracy:\", np.mean(lr_predictions == test_data.target))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grid search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Still, it's a bit too early to announce the winner. It's very likely we haven't yet got the most from our classifiers. When we trained them above, we just used the default values for most hyperparameters. However, these hyperparameter values can have a big impact on accuracy. Therefore we want to explore the parameter space a bit more extensively, and find out what hyperparameter values give the best results. We do this with so-called grid search. In grid search, we define a grid of hyperparameter values that we want to explore. Scikit-learn then steps to this grid to find the best combination. It does this with $n$-fold cross-validation: for each parameter combination in the grid, it fits a predefined number of models ($n$, the `cv` parameter in `GridSearchCV`. It splits up the training data in $n$ folds, fits a model on all but one of these folds, and tests it on the held-out fold. When it has done this $n$ times, it computes the average performance, and moves on. It performs the full hyperparameter grid in this way and keeps the model with the best average performance over the folds.\n",
    "\n",
    "In this example, we'll experiment with the $C$ hyperparameter. $C$ controls the degree of regularization in support vector machines and logistic regression. Regularization combats overfitting by imposing a penalty on large parameter values in the model. The lower the $C$ value, the more regularization is applied."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Grid search for SVM\n",
      "Fitting 3 folds for each of 5 candidates, totalling 15 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/base.py:922: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n",
      "[Parallel(n_jobs=1)]: Done  15 out of  15 | elapsed:  1.2min finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Grid search for logistic regression\n",
      "Fitting 3 folds for each of 5 candidates, totalling 15 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "[Parallel(n_jobs=1)]: Done  15 out of  15 | elapsed:  1.3min finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=3, error_score='raise-deprecating',\n",
       "       estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr',\n",
       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
       "          tol=0.0001, verbose=0, warm_start=False),\n",
       "       fit_params=None, iid='warn', n_jobs=None,\n",
       "       param_grid={'C': [0.1, 1, 10, 100, 1000]}, pre_dispatch='2*n_jobs',\n",
       "       refit=True, return_train_score='warn', scoring=None, verbose=1)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "parameters = {'C': np.logspace(0, 3, 10)}\n",
    "parameters = {'C': [0.1, 1, 10, 100, 1000]}\n",
    "\n",
    "print(\"Grid search for SVM\")\n",
    "svm_best = GridSearchCV(svm_classifier, parameters, cv=3, verbose=1)\n",
    "svm_best.fit(train_preprocessed, train_data.target)\n",
    "\n",
    "print(\"Grid search for logistic regression\")\n",
    "lr_best = GridSearchCV(lr_classifier, parameters, cv=3, verbose=1)\n",
    "lr_best.fit(train_preprocessed, train_data.target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When grid search has been completed, we can find out what hyperparameter values led to the best-performing model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best SVM Parameters\n",
      "{'C': 1}\n",
      "Best LR parameters:\n",
      "{'C': 1000}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best SVM Parameters\")\n",
    "print(svm_best.best_params_)\n",
    "\n",
    "print(\"Best LR parameters:\")\n",
    "print(lr_best.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see if these best models now perform any better on our test data. For the SVM, the default setting seems to have worked best: our other values didn't lead to a higher accuracy. For logistic regression, however, the default $C$ value was clearly not the most optimal one. When we increase $C$ to $1000$, the logistic regression model performs almost as well as the SVM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best SVM Accuracy: 0.8531598513011153\n",
      "Best LR Accuracy: 0.8515666489644185\n"
     ]
    }
   ],
   "source": [
    "best_svm_predictions = svm_best.predict(test_preprocessed)\n",
    "best_lr_predictions = lr_best.predict(test_preprocessed)\n",
    "\n",
    "print(\"Best SVM Accuracy:\", np.mean(best_svm_predictions == test_data.target))\n",
    "print(\"Best LR Accuracy:\", np.mean(best_lr_predictions == test_data.target))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extensive evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Detailed scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far we've only looked at the accuracy of our models: the proportion of test examples for which their prediction is correct. This is fine as a first evaluation, but it doesn't give us much insight in what mistakes the models make and why. We'll therefore perform a much more extensive evaluation, in three steps. Let's start by computing the precision, recall and F-score of the best SVM for the individual classes:\n",
    "\n",
    "- Precision is the number of times the classifier predicted a class correctly, divided by the total number of times it predicted this class. \n",
    "- Recall is the proportion of documents with a given class that were labelled correctly by the classifier. \n",
    "- The F1-score is the harmonic mean between precision and recall: $2*P*R/(P+R)$\n",
    "\n",
    "The classification report below shows, for example, that the sports classes were quite easy to predict, while the computer and some of the politics classes proved much more difficult. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          precision    recall  f1-score   support\n",
      "\n",
      "             alt.atheism       0.82      0.80      0.81       319\n",
      "           comp.graphics       0.76      0.80      0.78       389\n",
      " comp.os.ms-windows.misc       0.77      0.73      0.75       394\n",
      "comp.sys.ibm.pc.hardware       0.71      0.76      0.74       392\n",
      "   comp.sys.mac.hardware       0.84      0.86      0.85       385\n",
      "          comp.windows.x       0.87      0.76      0.81       395\n",
      "            misc.forsale       0.83      0.91      0.87       390\n",
      "               rec.autos       0.92      0.91      0.91       396\n",
      "         rec.motorcycles       0.95      0.95      0.95       398\n",
      "      rec.sport.baseball       0.92      0.95      0.93       397\n",
      "        rec.sport.hockey       0.96      0.98      0.97       399\n",
      "               sci.crypt       0.93      0.94      0.93       396\n",
      "         sci.electronics       0.81      0.79      0.80       393\n",
      "                 sci.med       0.90      0.87      0.88       396\n",
      "               sci.space       0.90      0.93      0.92       394\n",
      "  soc.religion.christian       0.84      0.93      0.88       398\n",
      "      talk.politics.guns       0.75      0.92      0.82       364\n",
      "   talk.politics.mideast       0.97      0.89      0.93       376\n",
      "      talk.politics.misc       0.82      0.62      0.71       310\n",
      "      talk.religion.misc       0.75      0.61      0.68       251\n",
      "\n",
      "               micro avg       0.85      0.85      0.85      7532\n",
      "               macro avg       0.85      0.85      0.85      7532\n",
      "            weighted avg       0.85      0.85      0.85      7532\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "print(classification_report(test_data.target, best_svm_predictions, target_names=test_data.target_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confusion matrix\n",
    "\n",
    "Second, we're going to visualize our results in even more detail, using a so-called confusion matrix. A confusion matrix helps us better understand the errors our classifier makes. Its rows display the actual labels, its columns show the predictions of our classifier. This means all correct predictions will lie on the diagonal, where the actual label and the predicted label are the same. The predictions elsewhere in the matrix help us understand what classes are often mixed up by our classifier. Our confusion matrix shows, for example, that 91 documents with the label `talk.politics.misc` incorrectly received the label `talk.politics.guns`. Similarly, our classifier sometimes fails to tell apart the two religion classes, and gets quite mixed up in the computer topics in the top left corner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0.5,  1.5,  2.5,  3.5,  4.5,  5.5,  6.5,  7.5,  8.5,  9.5, 10.5,\n",
       "        11.5, 12.5, 13.5, 14.5, 15.5, 16.5, 17.5, 18.5, 19.5]),\n",
       " <a list of 20 Text xticklabel objects>)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "conf_matrix = confusion_matrix(test_data.target, best_svm_predictions)\n",
    "conf_matrix_df = pd.DataFrame(conf_matrix, index=test_data.target_names, columns=test_data.target_names)\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "sn.heatmap(conf_matrix_df, annot=True, vmin=0, vmax=conf_matrix.max(), fmt='d', cmap=\"YlGnBu\")\n",
    "plt.yticks(rotation=0)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explainability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we'd like to perform a more qualitative evaluation of our model by taking a look at the features that it assigns the highest weight for each of the classes. This will help us understand if the model indeed captures the phenomena we'd like it to capture. A great Python library to do this is `eli5`, which works together seamlessly with `scikit-learn`. Its `explain_weights` function takes a trained model, a list of feature names and target names, and prints out the features that have the highest positive values for each of the targets. The results convince us that our SVM indeed models the correct information: it sees a strong link between the \"atheism\" class and words such as _atheism_ and _atheists_, between \"computer graphics\" and words such as _3d_ and _image_, and so on. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
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       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
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       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
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       "    \n",
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       "\n",
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       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.os.ms-windows.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.sys.ibm.pc.hardware\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.sys.mac.hardware\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.windows.x\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=misc.forsale\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=rec.autos\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=rec.motorcycles\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=rec.sport.baseball\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=rec.sport.hockey\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.crypt\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.electronics\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.med\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=soc.religion.christian\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.politics.guns\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.politics.mideast\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.politics.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "            </tr>\n",
       "            <tr>\n",
       "                \n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.444\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheism\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.991\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        keith\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheists\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.497\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        islamic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.474\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cobb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.460\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rushdie\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.389\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wingate\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.317\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        okcforum\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.284\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        jaeger\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mangoe\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.216\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mathew\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.188\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        enviroleague\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.170\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        charley\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.107\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.107\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        livesey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        benedikt\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.102\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        osrhe\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.099\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tammy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.097\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bsa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.28%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11075 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.33%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 34786 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.891\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.347\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3d\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.283\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        image\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.126\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3do\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.083\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pov\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.009\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        images\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.983\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tiff\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.968\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cview\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.817\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        polygon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.777\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        animation\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.556\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        format\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.542\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mpeg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.463\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        surface\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.459\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sphere\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.384\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        points\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.252\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        42\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.247\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fractals\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.247\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        quicktime\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.246\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        library\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.228\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        algorithm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.72%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11098 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 66671 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.207\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        windows\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.157\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cica\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.810\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        win3\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.697\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ax\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.565\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        file\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.481\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        driver\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.460\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ini\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.336\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nt\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.335\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        win\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        risc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.316\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        winqvt\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.243\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        drivers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.159\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        winbench\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.126\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bmp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.125\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        manager\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.120\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        access\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.084\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        characters\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.083\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        borland\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.34%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 40455 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.21%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 37956 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.112\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.182\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sale\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.125\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gateway\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.801\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ide\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.723\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.613\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        486\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.599\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bios\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.559\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        vlb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.450\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        controller\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.445\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        scsi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.427\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        irq\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.370\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fastmicro\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.338\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pentium\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.336\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        adaptec\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.321\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cmos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.318\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        orchid\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.300\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        monitor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.270\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        monitors\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        os\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 14504 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.12%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 67008 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.378\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        windows\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.388\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        apple\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.935\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mac\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.993\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mac\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.773\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        apple\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.549\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        powerbook\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.479\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        quadra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.358\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        duo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.242\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        centris\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.978\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        iisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.820\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        se\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.815\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lciii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.810\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        adb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.510\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        floptical\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.454\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        macs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.434\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bmug\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.347\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        c650\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.339\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        68040\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.320\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        610\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.274\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        macintosh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.274\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        simm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.54%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 9999 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.82%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 64019 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.711\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        windows\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.230\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motif\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.639\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        widget\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.448\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        x11r5\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.426\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        server\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.359\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        window\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.232\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xterm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.995\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lcs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.719\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xlib\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.680\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpert\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.632\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        expo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.507\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        x11\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.392\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        imake\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.358\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        widgets\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.354\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        r5\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.329\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        display\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.287\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        application\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.256\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        clients\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.198\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xdm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.139\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        enterpoop\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.10%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 10330 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 73962 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.742\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sale\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.251\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        forsale\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.167\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        shipping\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.902\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wanted\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.894\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sell\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.842\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        offer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.562\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.389\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        asking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.350\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interested\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.341\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        condition\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.300\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        call\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.190\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        summer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.131\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trade\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        camera\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.082\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        distribution\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.072\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        price\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        offers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.39%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11774 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.91%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 67227 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        anyone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.265\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        re\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.512\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.347\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        car\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.987\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.765\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        automotive\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.657\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        toyota\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.642\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dealer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.592\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        engine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.447\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        auto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.343\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        warning\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.340\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ford\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        chevrolet\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.262\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        callison\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.259\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mazda\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.224\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        integra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        autos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dumbest\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.211\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        vw\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.211\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        jeep\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.209\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        oil\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.181\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        eliot\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 12762 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.37%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 58040 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.834\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bike\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.588\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dod\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bike\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.656\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bikes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.500\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motorcycle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.119\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        riding\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.964\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motorcycles\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ride\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.907\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bmw\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.700\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        helmet\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.486\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rider\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.485\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dog\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.403\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        kawasaki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.372\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        harley\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.306\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ranck\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.284\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        moa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.266\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ducati\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.221\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        infante\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.032\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        yamaha\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.020\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        honda\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.61%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 10856 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 70233 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.310\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        baseball\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.278\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        phillies\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.770\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sox\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.740\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cubs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.586\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pitching\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.577\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        stadium\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.515\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tigers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.498\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        runs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.462\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        braves\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.427\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        giants\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.365\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ball\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.344\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        uniforms\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        erickson\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.247\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        alomar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.232\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rockies\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.204\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mets\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.201\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        royals\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.187\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        year\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.90%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 9357 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.33%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 70758 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hockey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.337\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nhl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.876\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hockey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.872\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nhl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.954\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        playoff\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.467\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pens\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.429\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        team\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        penguins\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.334\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        flyers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.333\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wings\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.332\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        espn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.329\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cup\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.325\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        leafs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.319\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        playoffs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.292\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ice\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bruins\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.226\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        devils\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.213\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        coach\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.212\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        play\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.205\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        game\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.180\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        season\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.152\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pittsburgh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.04%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 9790 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 63798 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.479\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        clipper\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.507\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        encryption\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.359\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        key\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.846\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tapped\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.754\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pgp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.752\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        security\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.698\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        crypto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.665\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nsa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.552\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cryptography\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.502\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gtoal\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.362\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        chip\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.317\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        crypt\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        des\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.230\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        encrypted\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.224\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        privacy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.223\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wiretap\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.215\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        keys\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.214\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        secret\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.176\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rsa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        qualcomm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.05%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 14760 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 70932 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.541\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        circuit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.390\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        electronics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.575\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        8051\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.566\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        voltage\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.533\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tv\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.403\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        power\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.373\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cooling\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.365\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        exploding\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.363\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ee\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.360\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rf\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.360\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        design\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.354\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        circuits\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.313\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        adcom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.266\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        radar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.247\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        scope\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.238\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motorola\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pcb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.176\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        2600\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.168\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        kolstad\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.166\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        low\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11772 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 71550 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.448\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        doctor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.190\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        msg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.127\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        disease\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.724\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        photography\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.708\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        treatment\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.680\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cancer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.660\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        medical\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.456\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pitt\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.356\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        health\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.327\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pain\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.314\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dyer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.309\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        krillean\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.288\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        syndrome\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.228\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        geb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.195\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        homeopathy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.192\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        zisfein\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.177\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        needles\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        med\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.163\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        foods\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.158\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        banks\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 14897 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 68364 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.561\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.368\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        orbit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        moon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.980\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        launch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.478\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        shuttle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.460\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rockets\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.404\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.373\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        prb\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.351\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dietz\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        funding\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.310\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lunar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.303\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sci\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.297\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        spacecraft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.252\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        planets\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.241\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        solar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.212\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sky\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nasa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nicho\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.167\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.164\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        aurora\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11722 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 69828 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.534\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        clh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.381\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        athos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.023\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        church\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.972\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rutgers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.796\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.740\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christians\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.462\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        easter\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.449\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        geneva\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.447\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hell\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.442\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christianity\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.406\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fisher\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.323\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        petch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.283\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        scripture\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.232\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        arrogance\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.221\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        married\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.181\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        god\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 14129 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.18%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 57981 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.362\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        posting\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.384\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nntp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.393\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        host\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.140\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.863\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        guns\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.909\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        firearms\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.892\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        waco\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.868\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atf\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.766\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        weapons\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.559\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fbi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.483\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        handgun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.479\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        batf\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.443\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cathy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.378\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        feustel\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.360\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        militia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.292\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hunting\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.291\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ranch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.234\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        firearm\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.232\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        weapon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gritz\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        reno\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.083\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dividian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.34%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 16426 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 68239 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.045\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        israeli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.944\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        israel\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.766\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        turkish\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.688\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        armenians\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.678\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        armenian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.521\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        jews\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.408\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        serdar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.402\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        armenia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.330\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        argic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.318\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        adl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.305\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        holocaust\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.283\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        turkey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.273\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        arab\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.263\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        soldiers\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.220\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cpr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.192\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        zionism\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.154\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fourd\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.151\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gt1091a\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cosmo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.116\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        iran\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.20%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 12820 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 65141 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.181\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        kaldis\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.630\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        clinton\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.625\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cramer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.571\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tax\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.566\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        drugs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        gay\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.497\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        optilink\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.354\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        president\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.316\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        jobs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.308\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        drieux\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.220\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sexual\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.201\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hallam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.195\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        teel\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.190\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ipser\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.166\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        br\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.142\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        deane\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.135\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        f36si\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.072\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        income\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.993\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wetware\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.73%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 15298 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.58%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 47170 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.658\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.647\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        beast\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.568\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morality\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.558\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        koresh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.556\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hudson\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.521\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        weiss\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.395\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        biblical\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.341\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sandvik\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.291\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        666\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.280\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        order\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.277\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thyagi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.277\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        brian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.240\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        psyrobtw\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.231\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lds\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        abortion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.204\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        rosicrucian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.200\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tyre\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.199\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        promise\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.155\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        convenient\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.140\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        2000\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.09%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 12164 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 45717 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "Explanation(estimator=\"LinearSVC(C=1, class_weight=None, dual=True, fit_intercept=True,\\n     intercept_scaling=1, loss='squared_hinge', max_iter=1000,\\n     multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\\n     verbose=0)\", description=\"\\nFeatures with largest coefficients per class.\\nCaveats:\\n1. Be careful with features which are not\\n   independent - weights don't show their importance.\\n2. If scale of input features is different then scale of coefficients\\n   will also be different, making direct comparison between coefficient values\\n   incorrect.\\n3. Depending on regularization, rare features sometimes may have high\\n   coefficients; this doesn't mean they contribute much to the\\n   classification result for most examples.\\n\", error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='atheism', weight=2.4444159759649957, std=None, value=None), FeatureWeight(feature='keith', weight=1.9907391219669197, std=None, value=None), FeatureWeight(feature='atheists', weight=1.8064322400408426, std=None, value=None), FeatureWeight(feature='islamic', weight=1.4966352778918133, std=None, value=None), FeatureWeight(feature='cobb', weight=1.4737984632719978, std=None, value=None), FeatureWeight(feature='rushdie', weight=1.4602519853715488, std=None, value=None), FeatureWeight(feature='wingate', weight=1.388626827624341, std=None, value=None), FeatureWeight(feature='okcforum', weight=1.3172091133888668, std=None, value=None), 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pos_remaining=11075, neg_remaining=34786), proba=None, score=None, weighted_spans=None), TargetExplanation(target='comp.graphics', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='graphics', weight=3.8911384842391135, std=None, value=None), FeatureWeight(feature='3d', weight=2.3465637897699008, std=None, value=None), FeatureWeight(feature='image', weight=2.282640822628398, std=None, value=None), FeatureWeight(feature='3do', weight=2.1256002478139817, std=None, value=None), FeatureWeight(feature='pov', weight=2.0833400727608637, std=None, value=None), FeatureWeight(feature='images', weight=2.0091476726068267, std=None, value=None), FeatureWeight(feature='tiff', weight=1.983226612397804, std=None, value=None), FeatureWeight(feature='cview', weight=1.9681178225687574, std=None, value=None), FeatureWeight(feature='polygon', weight=1.8168388830871687, std=None, value=None), FeatureWeight(feature='animation', weight=1.777209873973674, std=None, value=None), 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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import eli5\n",
    "\n",
    "eli5.explain_weights(svm_best.best_estimator_, \n",
    "                     feature_names = preprocessing.named_steps[\"vect\"].get_feature_names(),\n",
    "                     target_names = train_data.target_names\n",
    "                    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook has demonstrated how you can quickly train a text classifier. Although the types of models we've looked at predate the deep learning revolution in NLP, they're often a quick and effective way of training a first classifier for your text classification problem. Not only can they provide a good baseline and help you understand your data and problem better. In some cases, you may find they are quite hard to beat even with state-of-the-art deep learning models."
   ]
  }
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