risk_factor_similarity_and_diffing-tf-idf.ipynb

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    "# 10-K/Q Text Change Detection\n",
    "### [The Code](https://github.com/calcbench/notebooks/blob/master/risk_factor_similarity_and_diffing-tf-idf.ipynb)"
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    "## Goal\n",
    "Reduce the amount of time analysts spend reading 10-K/Qs by highlighting the sections which change the most between periods.\n",
    "\n",
    "## Hypothesis\n",
    "The [cosine distance](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.spatial.distance.cosine.html) between [Term Frequency - Inverse Document Frequencey (TF-IDF)](http://scikit-learn.org/stable/modules/feature_extraction.html#tfidf-term-weighting) vectors of 10-K sections is a useful proxy for semantic change in 10-K sections across time.\n",
    "\n",
    "\n",
    "## Procedure\n",
    "1. Use the [Calcbench Python API Client](https://github.com/calcbench/python_api_client) to download the [Risk Factors](https://www.sec.gov/fast-answers/answersreada10khtm.html) section of the 10-K from Calcbench\n",
    "2. Tokenize the sections\n",
    "3. Build TF-IDF matrices\n",
    "4. Compute the cosine distance between each section and the same section from the previous filing/period\n",
    "5. Render the matrix of distances with largest distances highlighted.\n",
    "6. Review large changes by \"diffing\" documents with distance above a certain threshold.\n",
    "\n",
    "## Credits\n",
    "[http://blog.christianperone.com/2011/09/machine-learning-text-feature-extraction-tf-idf-part-i/](http://blog.christianperone.com/2011/09/machine-learning-text-feature-extraction-tf-idf-part-i/)\n"
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      "c:\\users\\andrew kittredge\\appdata\\local\\programs\\python\\python35\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "c:\\users\\andrew kittredge\\appdata\\local\\programs\\python\\python35\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
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   "source": [
    "import calcbench as cb\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from bs4 import BeautifulSoup\n",
    "from scipy.spatial.distance import cosine\n",
    "from IPython.core.display import display, HTML\n",
    "import sklearn\n",
    "import itertools\n",
    "from tqdm import tqdm_notebook\n",
    "from matplotlib import colors\n",
    "import matplotlib.pyplot as plt"
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    "class NumberNormalizingVectorizer(sklearn.feature_extraction.text.TfidfVectorizer):\n",
    "    def build_tokenizer(self):\n",
    "        tokenize = super(NumberNormalizingVectorizer, self).build_tokenizer()\n",
    "        return lambda doc: list(number_normalizer(tokenize(doc)))"
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    "def number_normalizer(tokens):\n",
    "    \"\"\" Map all numeric tokens to a placeholder.\n",
    "\n",
    "    For many applications, tokens that begin with a number are not directly\n",
    "    useful, but the fact that such a token exists can be relevant.  By applying\n",
    "    this form of dimensionality reduction, some methods may perform better.\n",
    "    \"\"\"\n",
    "\n",
    "    return (\"#NUMBER\" if token[0].isdigit() else token for token in tokens)"
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    "def pairwise(iterable):\n",
    "    \"s -> (s0,s1), (s1,s2), (s2, s3), ...\"\n",
    "    a, b = itertools.tee(iterable)\n",
    "    next(b, None)\n",
    "    return zip(a, b)"
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      "c:\\users\\andrew kittredge\\appdata\\local\\programs\\python\\python35\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:1059: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if hasattr(X, 'dtype') and np.issubdtype(X.dtype, np.float):\n"
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    "document_section = 'Risk Factors'\n",
    "tickers = cb.tickers(index='DJIA')\n",
    "first_year = 2008\n",
    "end_year = 2018\n",
    "diffs = pd.DataFrame(index=tickers, columns=range(end_year, first_year, -1))\n",
    "for ticker in tqdm_notebook(tickers):\n",
    "    ten_K_sections = (d for d in cb.document_search(company_identifiers=[ticker], \n",
    "                                                document_name=document_section, \n",
    "                                                all_history=True) if d['fiscal_period'] == 'Y')\n",
    "    sorted_disclosures = sorted(ten_K_sections, key=lambda d: d['fiscal_year'])\n",
    "    year_pairs = pairwise(sorted_disclosures)\n",
    "    for last_year, this_year in year_pairs:\n",
    "        text_last_year = BeautifulSoup(last_year.get_contents(), 'html.parser').text\n",
    "        text_this_year = BeautifulSoup(this_year.get_contents(), 'html.parser').text\n",
    "        vectorizer = NumberNormalizingVectorizer(stop_words='english')\n",
    "        X = vectorizer.fit_transform([text_this_year, text_last_year])\n",
    "        distance = cosine(X[0].todense(), X[1].todense())\n",
    "        diffs[this_year['fiscal_year']][ticker] = distance"
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    "def background_gradient(s, m, M, cmap='PuBu', low=0, high=0):\n",
    "    # from https://stackoverflow.com/questions/38931566/pandas-style-background-gradient-both-rows-and-columns\n",
    "    rng = M - m\n",
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    "    return ['background-color: %s' % color for color in c]\n",
    "\n",
    "def highlight_largest_diffs(diffs):\n",
    "    filled_df = diffs.loc[diffs.sum(axis=1).sort_values(ascending=False).index].fillna(0).round(3)\n",
    "    return filled_df.style.apply(background_gradient, cmap='Reds', m=filled_df.min().min(), M=filled_df.max().max(), low=0, high=2.5)"
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   "source": [
    "## Hightlight Risk Factors with Greatest Change\n",
    "### Brightest cells are those documents which changed the most vis-a-vis the previous period."
   ]
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       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col2 {\n",
       "            background-color:  #fff0e8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col4 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col6 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col7 {\n",
       "            background-color:  #fff2eb;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col8 {\n",
       "            background-color:  #fff2eb;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col0 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col2 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col3 {\n",
       "            background-color:  #fff0e8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col4 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col6 {\n",
       "            background-color:  #ffede5;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col7 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col1 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col5 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col7 {\n",
       "            background-color:  #fff0e8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col8 {\n",
       "            background-color:  #fff0e8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col1 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col2 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col4 {\n",
       "            background-color:  #ffece3;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col6 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col8 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col2 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col3 {\n",
       "            background-color:  #fff2eb;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col4 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col5 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col7 {\n",
       "            background-color:  #ffefe8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col8 {\n",
       "            background-color:  #fff1ea;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col4 {\n",
       "            background-color:  #fff0e8;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col7 {\n",
       "            background-color:  #ffeee6;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col8 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col5 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col8 {\n",
       "            background-color:  #fff0e9;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col6 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col7 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col8 {\n",
       "            background-color:  #fff0e9;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col6 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col7 {\n",
       "            background-color:  #fff1ea;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col8 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col0 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col4 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col6 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col7 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col8 {\n",
       "            background-color:  #fff2eb;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col3 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col7 {\n",
       "            background-color:  #fff2eb;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col8 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col4 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col7 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col8 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col3 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col6 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col8 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col8 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col6 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col7 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col8 {\n",
       "            background-color:  #fff2ec;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col0 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col3 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col4 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col5 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col6 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col7 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col1 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col3 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col5 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col6 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col7 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col5 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col6 {\n",
       "            background-color:  #fff3ed;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col7 {\n",
       "            background-color:  #fff4ee;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col7 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col8 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col7 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col0 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col4 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col5 {\n",
       "            background-color:  #fff4ef;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col6 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col7 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col8 {\n",
       "            background-color:  #fff5f0;\n",
       "        }    #T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col9 {\n",
       "            background-color:  #fff5f0;\n",
       "        }</style>  \n",
       "<table id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3c\" > \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >2018</th> \n",
       "        <th class=\"col_heading level0 col1\" >2017</th> \n",
       "        <th class=\"col_heading level0 col2\" >2016</th> \n",
       "        <th class=\"col_heading level0 col3\" >2015</th> \n",
       "        <th class=\"col_heading level0 col4\" >2014</th> \n",
       "        <th class=\"col_heading level0 col5\" >2013</th> \n",
       "        <th class=\"col_heading level0 col6\" >2012</th> \n",
       "        <th class=\"col_heading level0 col7\" >2011</th> \n",
       "        <th class=\"col_heading level0 col8\" >2010</th> \n",
       "        <th class=\"col_heading level0 col9\" >2009</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row0\" class=\"row_heading level0 row0\" >JNJ</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col0\" class=\"data row0 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col1\" class=\"data row0 col1\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col2\" class=\"data row0 col2\" >0.607</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col3\" class=\"data row0 col3\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col4\" class=\"data row0 col4\" >0.57</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col5\" class=\"data row0 col5\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col6\" class=\"data row0 col6\" >0.042</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col7\" class=\"data row0 col7\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col8\" class=\"data row0 col8\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow0_col9\" class=\"data row0 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row1\" class=\"row_heading level0 row1\" >JPM</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col0\" class=\"data row1 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col1\" class=\"data row1 col1\" >0.55</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col2\" class=\"data row1 col2\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col3\" class=\"data row1 col3\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col4\" class=\"data row1 col4\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col5\" class=\"data row1 col5\" >0.023</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col6\" class=\"data row1 col6\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col7\" class=\"data row1 col7\" >0.028</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col8\" class=\"data row1 col8\" >0.427</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow1_col9\" class=\"data row1 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row2\" class=\"row_heading level0 row2\" >WBA</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col0\" class=\"data row2 col0\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col1\" class=\"data row2 col1\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col2\" class=\"data row2 col2\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col3\" class=\"data row2 col3\" >0.187</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col4\" class=\"data row2 col4\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col5\" class=\"data row2 col5\" >0.063</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col6\" class=\"data row2 col6\" >0.244</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col7\" class=\"data row2 col7\" >0.099</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col8\" class=\"data row2 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow2_col9\" class=\"data row2 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row3\" class=\"row_heading level0 row3\" >DWDP</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col0\" class=\"data row3 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col1\" class=\"data row3 col1\" >0.24</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col2\" class=\"data row3 col2\" >0.135</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col3\" class=\"data row3 col3\" >0.045</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col4\" class=\"data row3 col4\" >0.033</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col5\" class=\"data row3 col5\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col6\" class=\"data row3 col6\" >0.033</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col7\" class=\"data row3 col7\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col8\" class=\"data row3 col8\" >0.068</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow3_col9\" class=\"data row3 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row4\" class=\"row_heading level0 row4\" >V</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col0\" class=\"data row4 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col1\" class=\"data row4 col1\" >0.034</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col2\" class=\"data row4 col2\" >0.153</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col3\" class=\"data row4 col3\" >0.066</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col4\" class=\"data row4 col4\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col5\" class=\"data row4 col5\" >0.027</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col6\" class=\"data row4 col6\" >0.021</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col7\" class=\"data row4 col7\" >0.016</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col8\" class=\"data row4 col8\" >0.097</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow4_col9\" class=\"data row4 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row5\" class=\"row_heading level0 row5\" >MCD</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col0\" class=\"data row5 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col1\" class=\"data row5 col1\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col2\" class=\"data row5 col2\" >0.019</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col3\" class=\"data row5 col3\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col4\" class=\"data row5 col4\" >0.178</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col5\" class=\"data row5 col5\" >0.045</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col6\" class=\"data row5 col6\" >0.038</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col7\" class=\"data row5 col7\" >0.04</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col8\" class=\"data row5 col8\" >0.051</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow5_col9\" class=\"data row5 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row6\" class=\"row_heading level0 row6\" >VZ</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col0\" class=\"data row6 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col1\" class=\"data row6 col1\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col2\" class=\"data row6 col2\" >0.061</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col3\" class=\"data row6 col3\" >0.053</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col4\" class=\"data row6 col4\" >0.049</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col5\" class=\"data row6 col5\" >0.097</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col6\" class=\"data row6 col6\" >0.035</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col7\" class=\"data row6 col7\" >0.029</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col8\" class=\"data row6 col8\" >0.063</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow6_col9\" class=\"data row6 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row7\" class=\"row_heading level0 row7\" >WMT</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col0\" class=\"data row7 col0\" >0.061</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col1\" class=\"data row7 col1\" >0.056</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col2\" class=\"data row7 col2\" >0.025</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col3\" class=\"data row7 col3\" >0.084</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col4\" class=\"data row7 col4\" >0.03</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col5\" class=\"data row7 col5\" >0.076</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col6\" class=\"data row7 col6\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col7\" class=\"data row7 col7\" >0.024</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col8\" class=\"data row7 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow7_col9\" class=\"data row7 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row8\" class=\"row_heading level0 row8\" >PFE</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col0\" class=\"data row8 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col1\" class=\"data row8 col1\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col2\" class=\"data row8 col2\" >0.074</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col3\" class=\"data row8 col3\" >0.063</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col4\" class=\"data row8 col4\" >0.034</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col5\" class=\"data row8 col5\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col6\" class=\"data row8 col6\" >0.039</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col7\" class=\"data row8 col7\" >0.047</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col8\" class=\"data row8 col8\" >0.044</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow8_col9\" class=\"data row8 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row9\" class=\"row_heading level0 row9\" >PG</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col0\" class=\"data row9 col0\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col1\" class=\"data row9 col1\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col2\" class=\"data row9 col2\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col3\" class=\"data row9 col3\" >0.069</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col4\" class=\"data row9 col4\" >0.022</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col5\" class=\"data row9 col5\" >0.018</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col6\" class=\"data row9 col6\" >0.102</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col7\" class=\"data row9 col7\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col8\" class=\"data row9 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow9_col9\" class=\"data row9 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row10\" class=\"row_heading level0 row10\" >UTX</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col0\" class=\"data row10 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col1\" class=\"data row10 col1\" >0.022</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col2\" class=\"data row10 col2\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col3\" class=\"data row10 col3\" >0.031</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col4\" class=\"data row10 col4\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col5\" class=\"data row10 col5\" >0.04</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col6\" class=\"data row10 col6\" >0.033</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col7\" class=\"data row10 col7\" >0.072</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col8\" class=\"data row10 col8\" >0.069</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow10_col9\" class=\"data row10 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row11\" class=\"row_heading level0 row11\" >HD</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col0\" class=\"data row11 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col1\" class=\"data row11 col1\" >0.037</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col2\" class=\"data row11 col2\" >0.018</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col3\" class=\"data row11 col3\" >0.03</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col4\" class=\"data row11 col4\" >0.12</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col5\" class=\"data row11 col5\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col6\" class=\"data row11 col6\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col7\" class=\"data row11 col7\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col8\" class=\"data row11 col8\" >0.025</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow11_col9\" class=\"data row11 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row12\" class=\"row_heading level0 row12\" >CVX</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col0\" class=\"data row12 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col1\" class=\"data row12 col1\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col2\" class=\"data row12 col2\" >0.028</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col3\" class=\"data row12 col3\" >0.045</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col4\" class=\"data row12 col4\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col5\" class=\"data row12 col5\" >0.001</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col6\" class=\"data row12 col6\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col7\" class=\"data row12 col7\" >0.075</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col8\" class=\"data row12 col8\" >0.057</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow12_col9\" class=\"data row12 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row13\" class=\"row_heading level0 row13\" >INTC</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col0\" class=\"data row13 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col1\" class=\"data row13 col1\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col2\" class=\"data row13 col2\" >0.011</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col3\" class=\"data row13 col3\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col4\" class=\"data row13 col4\" >0.068</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col5\" class=\"data row13 col5\" >0.018</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col6\" class=\"data row13 col6\" >0.032</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col7\" class=\"data row13 col7\" >0.094</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col8\" class=\"data row13 col8\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow13_col9\" class=\"data row13 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row14\" class=\"row_heading level0 row14\" >AXP</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col0\" class=\"data row14 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col1\" class=\"data row14 col1\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col2\" class=\"data row14 col2\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col3\" class=\"data row14 col3\" >0.032</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col4\" class=\"data row14 col4\" >0.016</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col5\" class=\"data row14 col5\" >0.031</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col6\" class=\"data row14 col6\" >0.025</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col7\" class=\"data row14 col7\" >0.022</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col8\" class=\"data row14 col8\" >0.059</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow14_col9\" class=\"data row14 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row15\" class=\"row_heading level0 row15\" >KO</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col0\" class=\"data row15 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col1\" class=\"data row15 col1\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col2\" class=\"data row15 col2\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col3\" class=\"data row15 col3\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col4\" class=\"data row15 col4\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col5\" class=\"data row15 col5\" >0.011</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col6\" class=\"data row15 col6\" >0.037</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col7\" class=\"data row15 col7\" >0.035</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col8\" class=\"data row15 col8\" >0.065</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow15_col9\" class=\"data row15 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row16\" class=\"row_heading level0 row16\" >UNH</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col0\" class=\"data row16 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col1\" class=\"data row16 col1\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col2\" class=\"data row16 col2\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col3\" class=\"data row16 col3\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col4\" class=\"data row16 col4\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col5\" class=\"data row16 col5\" >0.023</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col6\" class=\"data row16 col6\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col7\" class=\"data row16 col7\" >0.052</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col8\" class=\"data row16 col8\" >0.038</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow16_col9\" class=\"data row16 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row17\" class=\"row_heading level0 row17\" >MSFT</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col0\" class=\"data row17 col0\" >0.024</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col1\" class=\"data row17 col1\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col2\" class=\"data row17 col2\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col3\" class=\"data row17 col3\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col4\" class=\"data row17 col4\" >0.031</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col5\" class=\"data row17 col5\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col6\" class=\"data row17 col6\" >0.035</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col7\" class=\"data row17 col7\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col8\" class=\"data row17 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow17_col9\" class=\"data row17 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row18\" class=\"row_heading level0 row18\" >BA</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col0\" class=\"data row18 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col1\" class=\"data row18 col1\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col2\" class=\"data row18 col2\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col3\" class=\"data row18 col3\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col4\" class=\"data row18 col4\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col5\" class=\"data row18 col5\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col6\" class=\"data row18 col6\" >0.032</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col7\" class=\"data row18 col7\" >0.036</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col8\" class=\"data row18 col8\" >0.046</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow18_col9\" class=\"data row18 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row19\" class=\"row_heading level0 row19\" >MMM</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col0\" class=\"data row19 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col1\" class=\"data row19 col1\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col2\" class=\"data row19 col2\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col3\" class=\"data row19 col3\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col4\" class=\"data row19 col4\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col5\" class=\"data row19 col5\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col6\" class=\"data row19 col6\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col7\" class=\"data row19 col7\" >0.044</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col8\" class=\"data row19 col8\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow19_col9\" class=\"data row19 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row20\" class=\"row_heading level0 row20\" >DIS</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col0\" class=\"data row20 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col1\" class=\"data row20 col1\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col2\" class=\"data row20 col2\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col3\" class=\"data row20 col3\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col4\" class=\"data row20 col4\" >0.026</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col5\" class=\"data row20 col5\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col6\" class=\"data row20 col6\" >0.025</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col7\" class=\"data row20 col7\" >0.035</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col8\" class=\"data row20 col8\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow20_col9\" class=\"data row20 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row21\" class=\"row_heading level0 row21\" >MRK</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col0\" class=\"data row21 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col1\" class=\"data row21 col1\" >0.014</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col2\" class=\"data row21 col2\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col3\" class=\"data row21 col3\" >0.019</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col4\" class=\"data row21 col4\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col5\" class=\"data row21 col5\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col6\" class=\"data row21 col6\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col7\" class=\"data row21 col7\" >0.022</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col8\" class=\"data row21 col8\" >0.023</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow21_col9\" class=\"data row21 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row22\" class=\"row_heading level0 row22\" >GS</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col0\" class=\"data row22 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col1\" class=\"data row22 col1\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col2\" class=\"data row22 col2\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col3\" class=\"data row22 col3\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col4\" class=\"data row22 col4\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col5\" class=\"data row22 col5\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col6\" class=\"data row22 col6\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col7\" class=\"data row22 col7\" >0.024</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col8\" class=\"data row22 col8\" >0.02</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow22_col9\" class=\"data row22 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row23\" class=\"row_heading level0 row23\" >CAT</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col0\" class=\"data row23 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col1\" class=\"data row23 col1\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col2\" class=\"data row23 col2\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col3\" class=\"data row23 col3\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col4\" class=\"data row23 col4\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col5\" class=\"data row23 col5\" >0.011</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col6\" class=\"data row23 col6\" >0.018</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col7\" class=\"data row23 col7\" >0.013</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col8\" class=\"data row23 col8\" >0.04</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow23_col9\" class=\"data row23 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row24\" class=\"row_heading level0 row24\" >NKE</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col0\" class=\"data row24 col0\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col1\" class=\"data row24 col1\" >0.009</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col2\" class=\"data row24 col2\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col3\" class=\"data row24 col3\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col4\" class=\"data row24 col4\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col5\" class=\"data row24 col5\" >0.023</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col6\" class=\"data row24 col6\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col7\" class=\"data row24 col7\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col8\" class=\"data row24 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow24_col9\" class=\"data row24 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row25\" class=\"row_heading level0 row25\" >XOM</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col0\" class=\"data row25 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col1\" class=\"data row25 col1\" >0.031</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col2\" class=\"data row25 col2\" >0.008</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col3\" class=\"data row25 col3\" >0.018</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col4\" class=\"data row25 col4\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col5\" class=\"data row25 col5\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col6\" class=\"data row25 col6\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col7\" class=\"data row25 col7\" >0.015</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col8\" class=\"data row25 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow25_col9\" class=\"data row25 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row26\" class=\"row_heading level0 row26\" >AAPL</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col0\" class=\"data row26 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col1\" class=\"data row26 col1\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col2\" class=\"data row26 col2\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col3\" class=\"data row26 col3\" >0.001</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col4\" class=\"data row26 col4\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col5\" class=\"data row26 col5\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col6\" class=\"data row26 col6\" >0.027</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col7\" class=\"data row26 col7\" >0.017</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col8\" class=\"data row26 col8\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow26_col9\" class=\"data row26 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row27\" class=\"row_heading level0 row27\" >TRV</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col0\" class=\"data row27 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col1\" class=\"data row27 col1\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col2\" class=\"data row27 col2\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col3\" class=\"data row27 col3\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col4\" class=\"data row27 col4\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col5\" class=\"data row27 col5\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col6\" class=\"data row27 col6\" >0.007</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col7\" class=\"data row27 col7\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col8\" class=\"data row27 col8\" >0.016</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow27_col9\" class=\"data row27 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row28\" class=\"row_heading level0 row28\" >CSCO</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col0\" class=\"data row28 col0\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col1\" class=\"data row28 col1\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col2\" class=\"data row28 col2\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col3\" class=\"data row28 col3\" >0.002</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col4\" class=\"data row28 col4\" >0.006</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col5\" class=\"data row28 col5\" >0.012</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col6\" class=\"data row28 col6\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col7\" class=\"data row28 col7\" >0.01</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col8\" class=\"data row28 col8\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow28_col9\" class=\"data row28 col9\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3clevel0_row29\" class=\"row_heading level0 row29\" >IBM</th> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col0\" class=\"data row29 col0\" >0</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col1\" class=\"data row29 col1\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col2\" class=\"data row29 col2\" >0.004</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col3\" class=\"data row29 col3\" >0.003</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col4\" class=\"data row29 col4\" >0.001</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col5\" class=\"data row29 col5\" >0.011</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col6\" class=\"data row29 col6\" >0.001</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col7\" class=\"data row29 col7\" >0.001</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col8\" class=\"data row29 col8\" >0.005</td> \n",
       "        <td id=\"T_d50200b6_dc78_11e8_9e38_0c54a51d1a3crow29_col9\" class=\"data row29 col9\" >0</td> \n",
       "    </tr></tbody> \n",
       "</table> "
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       "<span>Item 1A.<br> RISK FACTORS <br>The Company faces a number of uncertainties and risks that are difficult to predict and many of which are outside of the Company's control. In addition to the other information in this </span><del style=\"background:#ffe6e6;\">R</del><ins style=\"background:#e6ffe6;\">r</ins><span>eport and the Company's other filings with the SEC, investors should consider carefully the factors set forth </span><ins style=\"background:#e6ffe6;\">below. Investors should be aware that </ins><span>i</span><ins style=\"background:#e6ffe6;\">t is </ins><span>n</span><ins style=\"background:#e6ffe6;\">ot</ins><span> </span><ins style=\"background:#e6ffe6;\">possible to predict or identify all such factors and that the following is not meant to be a complete discussion of all potential risks or uncertainties. If known or unknown risks or uncertainties materialize, the Company's business, results of operations or financial condition could be adversely affected, potentially in a material way.<br><br> <br> <br> 4 <br> <br><br>One of the Company's key products, R</ins><span>E</span><ins style=\"background:#e6ffe6;\">MICADE (infli</ins><span>x</span><ins style=\"background:#e6ffe6;\">imab), is experiencing biosimilar competition, w</ins><span>hi</span><ins style=\"background:#e6ffe6;\">ch will result in a reduction in U.S. sales of REMICADE. <br><br>The Company has experienced significant challenges to patents covering its largest product, REMICADE (inflixima</ins><span>b</span><ins style=\"background:#e6ffe6;\">) (account</ins><span>i</span><ins style=\"background:#e6ffe6;\">ng for approxima</ins><span>t</span><ins style=\"background:#e6ffe6;\">ely</ins><span> 9</span><del style=\"background:#ffe6e6;\">9</del><ins style=\"background:#e6ffe6;\">.7% of the Company's total revenues for fiscal 2016), and continues to assert certain patents related</ins><span> to th</span><ins style=\"background:#e6ffe6;\">e product. In Apr</ins><span>i</span><ins style=\"background:#e6ffe6;\">l 2016, the FDA approved for </ins><span>s</span><ins style=\"background:#e6ffe6;\">ale in the United States an infliximab biosimilar to be marketed by a subsidiary of Pfizer Inc. In October 2016, the notice of launch period under the U.S. Biologics Price Competition and Innovation Act (the BPCIA) passed and in November 2016 Pfizer began shipment of an infliximab biosimilar to wholesalers in the United States. Sales of an infliximab biosimilar in the U.S. market will result in a reduction in U.S. sales of</ins><span> R</span><ins style=\"background:#e6ffe6;\">EMICADE. <br><br>Global sal</ins><span>e</span><ins style=\"background:#e6ffe6;\">s in the Com</ins><span>p</span><ins style=\"background:#e6ffe6;\">any's pharmaceutical and medical devices segments may be negatively impacted by healthcare ref</ins><span>or</span><ins style=\"background:#e6ffe6;\">ms and increasing pricing pressures.<br><br>Sales of </ins><span>t</span><ins style=\"background:#e6ffe6;\">he Company's pharmaceutical and medical device products are significantly affected by reimbursements by third-party payers such as government healthcare programs, private insurance plans and managed care organizations. As part of various efforts to contain healthcare costs, these payers are putting downward pressure on prices at which products will be reimbursed</ins><span>. In</span><ins style=\"background:#e6ffe6;\"> the United States, increased purchasing power of entities that negotiate on behalf of Medicare, Medicaid, and pri</ins><span>v</span><ins style=\"background:#e6ffe6;\">at</ins><span>e</span><ins style=\"background:#e6ffe6;\"> </ins><span>s</span><ins style=\"background:#e6ffe6;\">ec</ins><span>tor</span><ins style=\"background:#e6ffe6;\"> beneficiarie</ins><span>s</span><ins style=\"background:#e6ffe6;\">,</ins><span> </span><ins style=\"background:#e6ffe6;\">in part due to continued con</ins><span>s</span><ins style=\"background:#e6ffe6;\">olidation among </ins><span>h</span><ins style=\"background:#e6ffe6;\">ealth care providers, c</ins><span>ould re</span><ins style=\"background:#e6ffe6;\">sult in further pricing pressures. Outside the United St</ins><span>a</span><ins style=\"background:#e6ffe6;\">tes, numerous major markets, inc</ins><span>l</span><ins style=\"background:#e6ffe6;\">ud</ins><span>i</span><ins style=\"background:#e6ffe6;\">ng the EU and Japan, have pervasive government involvement in funding healthcare and, in that regard, directly or indirectly impose price controls, limit access to, or reimbursement for, the Company's products, or reduce the value of its intellectual property protection.<br><br>The Company is subject to significant legal proceedings that can result in significant expenses, fines and reputational damage.<br><br>In the ordinary course of business, Johnson &amp; Johnson and its subsidiaries are subject to numerous claims and lawsuits involving various issues such as patent disputes, product liability and claims that their product sales, marketing and pricing practices violate various antitrust, unfair trade practices and/or consumer protection laws. The most significant of these proceedings are described in Note 21, \"Legal Proceedings\" under Notes to the Consolidated Financial Statements included in Item 8 of this Report. While the Company believes it has substantial defenses in these matters, it is not feasible to predict the ultimate outcome of litigation. The Company could in the future be required to pay significant amounts as a result of settlements or judgments in these matters, potentially in excess of accruals. The resolution of, or increase in accruals for, one or more of these matters in any reporting period could have a material adverse effect on the Company's results of operations and cash flows for that period. Furthermore, as a result of cost and availability factors, effective November 1, 2005, the Company ceased purchasing third-party product liability insurance.<br><br>Product reliability, safety and effectiveness concerns can have significant negative impacts on sales and results of operations, lead to litigation and cause reputational damage.<br><br>Concerns about product safety, whether raised internally or by regulators or consumer advocates, and whether or not based on scientific evidence, can result in safety alerts, product recalls, governmental investigations, regulatory action on the part of the FDA (or its counterpart in other countries), private claims and lawsuits, payment of fines and settlements, declining sales and reputational damage. These circumstances can also result in damage to brand image, brand equity and consumer trust in the Company's products. Product recalls have in the past, and could in the future, prompt government investigations and inspections, the shutdown of manufacturing facilities, continued product shortages and related sales declines, significant remediation costs, reputational damage, possible civil penalties and criminal prosecution. <br><br>Changes in tax laws or exposures to additional tax liabilities could negatively impact the Company's operating results.<br><br>Changes in tax laws or regulations, including tax reform proposals in the U.S., Belgium and Swit</ins><span>ze</span><ins style=\"background:#e6ffe6;\">rland, could negatively impact</ins><span> th</span><ins style=\"background:#e6ffe6;\">e Comp</ins><span>a</span><ins style=\"background:#e6ffe6;\">ny's effec</ins><span>t</span><ins style=\"background:#e6ffe6;\">ive</ins><span> </span><ins style=\"background:#e6ffe6;\">tax rate and results of operat</ins><span>i</span><ins style=\"background:#e6ffe6;\">ons. A change in statutory tax rate may result in the revaluation o</ins><span>f </span><ins style=\"background:#e6ffe6;\">the Company's deferred tax assets and liabilities related to the relevant jurisdiction in the period in which the new tax law is enacted, potentially resulting in a material expense or benefit recorded to the Company's Consolidated Statement of Earnings for that period. For a discussion of ris</ins><span>k</span><ins style=\"background:#e6ffe6;\">s of cha</ins><span>n</span><ins style=\"background:#e6ffe6;\">ges in tax rates in </ins><span>o</span><ins style=\"background:#e6ffe6;\">ther countries, including Belgium, please see \"Management's Discussion and Analysis of Results of Operations and Financial Condition—Other Information—Economic and Market Factors\" in Item 7 of this Report.<br><br>The Company conducts business and files tax returns in numerous countries and currently has tax audits in progress </ins><span>w</span><ins style=\"background:#e6ffe6;\">ith ma</ins><span>n</span><ins style=\"background:#e6ffe6;\">y</ins><span> </span><ins style=\"background:#e6ffe6;\">tax auth</ins><span>or</span><ins style=\"background:#e6ffe6;\">ities.</ins><span> </span><ins style=\"background:#e6ffe6;\">In connection with the Organization for Economic Cooperation and Development Base Erosion and Profit Shifting (BEPS) project, starting in 2017, companies are req</ins><span>u</span><ins style=\"background:#e6ffe6;\">ired to disclose more i</ins><span>n</span><ins style=\"background:#e6ffe6;\">formation to tax authorities on operations around the world, which may lead to greater audit scrutiny of profits earned in other countries. The Company regularly assesses the li</ins><span>k</span><ins style=\"background:#e6ffe6;\">ely outcomes of its tax audits to determi</ins><span>n</span><ins style=\"background:#e6ffe6;\">e the appropriateness of its tax reserves. H</ins><span>ow</span><ins style=\"background:#e6ffe6;\">ever, a</ins><span>n</span><ins style=\"background:#e6ffe6;\">y</ins><span> </span><ins style=\"background:#e6ffe6;\">tax autho</ins><span>ri</span><ins style=\"background:#e6ffe6;\">ty <br><br> <br> <br> 5 <br> <br><br>could take a position on tax treatment that is contrary to the Company's expectations, which could result in tax liabilities in excess of reserves. <br><br>The Company may not be able to successfully secure and defend intellectual property rights e</ins><span>s</span><ins style=\"background:#e6ffe6;\">sential to the Company's businesses.<br><br>The Company owns or licenses a significant number of patents and other proprietary rights, determined by patent offices, courts and lawma</ins><span>k</span><ins style=\"background:#e6ffe6;\">er</ins><span>s </span><ins style=\"background:#e6ffe6;\">in vari</ins><span>o</span><ins style=\"background:#e6ffe6;\">us count</ins><span>r</span><ins style=\"background:#e6ffe6;\">ies,</ins><span> </span><ins style=\"background:#e6ffe6;\">relating to its prod</ins><span>u</span><ins style=\"background:#e6ffe6;\">cts a</ins><span>n</span><ins style=\"background:#e6ffe6;\">d manufacturing pro</ins><span>ce</span><ins style=\"background:#e6ffe6;\">sses. These </ins><span>r</span><ins style=\"background:#e6ffe6;\">igh</ins><span>t</span><ins style=\"background:#e6ffe6;\">s </ins><span>a</span><ins style=\"background:#e6ffe6;\">re essent</ins><span>i</span><ins style=\"background:#e6ffe6;\">al to the Compa</ins><span>n</span><ins style=\"background:#e6ffe6;\">y's businesses and ma</ins><span>t</span><ins style=\"background:#e6ffe6;\">er</ins><span>i</span><ins style=\"background:#e6ffe6;\">ally important to th</ins><span>e</span><ins style=\"background:#e6ffe6;\"> Company'</ins><span>s </span><ins style=\"background:#e6ffe6;\">results of operations. Public policy, both within and outside the U.S., has beco</ins><span>m</span><ins style=\"background:#e6ffe6;\">e incre</ins><span>a</span><ins style=\"background:#e6ffe6;\">singly unfavorable toward in</ins><span>te</span><ins style=\"background:#e6ffe6;\">llectual property </ins><span>ri</span><ins style=\"background:#e6ffe6;\">ghts. The Comp</ins><span>a</span><ins style=\"background:#e6ffe6;\">ny cannot be certain that it wi</ins><span>l</span><ins style=\"background:#e6ffe6;\">l obtain adequate patent protection for new products and technologies in the U.S. and other important markets or that such protections, once granted, will last as long as originally anticipated. <br><br>Competitors routinely challenge the validity or extent of the Company's owned or licensed patents and proprietary rights through litigation, interferences, oppositions and other proceedings. These proceedings absorb resources and can be protracted as well as unpredictable. In addition, challenges that the Company's products infringe the patents of third parties could result in the need to pay past damages and future royalties and adversely affect the competitive position and sales of the products in question. <br><br>The Company has faced increasing patent challenges from third parties seeking to manufacture and market generic and biosimilar versions of the Company's key pharmaceutical products prior to expiration of the applicable patents covering those products. In the United States, manufacturers of generic versions of innovative human pharmaceutical products may challenge the validity, or claim non-infringement, of innovator products through the Abbreviated New Drug Application, or ANDA, process with the FDA. The BPCIA, enacted in 2010, which created a new regulatory pathway for the approval by the FDA of biosimilar alternatives to innovator-developed biological products, also created mechanisms for biosimilar applicants to challenge the patents on the innovator biologics. The inter partes review (IPR) process with the USPTO, created under the 2011 America Invents Act, is also being used by competitors to challenge patents held by the Company's subsidiaries. For example, a key patent for ZYTIGA is currently subject to patent litigation and several IPR proceedings brought by generic companies seeking to invalidate the patent. <br><br>In the event the Company is not successful in defending its patents against such challenges, or upon the \"at-risk\" launch (despite pending patent infringement litigation) by the generic or biosimilar firm of its product, the Company can lose a major portion of revenues for the referenced product in a very short period of time. Current legal proceedings involving the Company's patents and other intellectual property rights are described in Note 21, \"Legal Proceedings—Intellectual Property\" of the Notes to the Consolidated Financial Statements included in Item 8 of this Report.<br><br>The Company's businesses operate in highly competitive product markets and competitive pressures could adversely affect the Company's earnings.<br><br>The Company faces substantial competition in all three operating segments and in all geographic markets. The Company's businesses compete with companies of all s</ins><span>ize</span><ins style=\"background:#e6ffe6;\">s on the basis of cost-effectiveness</ins><span>, t</span><ins style=\"background:#e6ffe6;\">echnological innovations, intellectual property rights, product performance, real or perceived product advantages, pricing and availability and rate of reimbursement. T</ins><span>he Company</span><ins style=\"background:#e6ffe6;\"> also competes with other market participants in securing rights to acquisitions, collaborations and licensing agreements with third parties. Competition for rights to product candidates and technologies may result in significant investment and acquisition costs and onerous agreement terms for the Company. Competitors</ins><span>'</span><ins style=\"background:#e6ffe6;\"> development of more effective or les</ins><span>s </span><ins style=\"background:#e6ffe6;\">costly products, and/or their a</ins><span>b</span><ins style=\"background:#e6ffe6;\">ility to sec</ins><span>u</span><ins style=\"background:#e6ffe6;\">re patent and other intellectual property right</ins><span>s</span><ins style=\"background:#e6ffe6;\"> and successfully market products ahead of us, could negat</ins><span>i</span><ins style=\"background:#e6ffe6;\">vely impact sales of the Compa</ins><span>n</span><ins style=\"background:#e6ffe6;\">y's </ins><span>e</span><ins style=\"background:#e6ffe6;\">xi</ins><span>s</span><ins style=\"background:#e6ffe6;\">ting products as well as its ability to bring new products to market despite significant prior investment in the related product development. <br><br>For the Company's pharmaceutical businesse</ins><span>s, </span><ins style=\"background:#e6ffe6;\">loss of patent exclusivity fo</ins><span>r</span><ins style=\"background:#e6ffe6;\"> a product oft</ins><span>e</span><ins style=\"background:#e6ffe6;\">n is followed by a </ins><span>su</span><ins style=\"background:#e6ffe6;\">bstantia</ins><span>l</span><ins style=\"background:#e6ffe6;\"> reduc</ins><span>t</span><ins style=\"background:#e6ffe6;\">ion in sale</ins><span>s </span><ins style=\"background:#e6ffe6;\">as competit</ins><span>o</span><ins style=\"background:#e6ffe6;\">rs gain regulatory approval </ins><span>f</span><ins style=\"background:#e6ffe6;\">or generic and</ins><span> o</span><ins style=\"background:#e6ffe6;\">ther com</ins><span>pe</span><ins style=\"background:#e6ffe6;\">ting p</ins><span>r</span><ins style=\"background:#e6ffe6;\">oducts </ins><span>a</span><ins style=\"background:#e6ffe6;\">nd enter the market. Similar competi</ins><span>tion</span><ins style=\"background:#e6ffe6;\"> can be triggered by the los</ins><span>s o</span><ins style=\"background:#e6ffe6;\">f exclusivity fo</ins><span>r </span><ins style=\"background:#e6ffe6;\">a biological product. For the Company's medical device businesses, technological innovation, product quality, reputation and customer service are especially important to competitiveness. Development by other companies o</ins><span>f</span><ins style=\"background:#e6ffe6;\"> new or </ins><span>i</span><ins style=\"background:#e6ffe6;\">mproved products, processes a</ins><span>n</span><ins style=\"background:#e6ffe6;\">d technologies could thre</ins><span>a</span><ins style=\"background:#e6ffe6;\">te</ins><span>n</span><ins style=\"background:#e6ffe6;\"> to make the Company's produ</ins><span>c</span><ins style=\"background:#e6ffe6;\">ts or technolog</ins><span>i</span><ins style=\"background:#e6ffe6;\">es less desir</ins><span>a</span><ins style=\"background:#e6ffe6;\">b</ins><span>l</span><ins style=\"background:#e6ffe6;\">e, less economical or obsolete. The Company's</ins><span> con</span><ins style=\"background:#e6ffe6;\">sumer businesses face intense competition from other bran</ins><span>d</span><ins style=\"background:#e6ffe6;\">ed products and reta</ins><span>i</span><ins style=\"background:#e6ffe6;\">lers' priva</ins><span>t</span><ins style=\"background:#e6ffe6;\">e-label brands. If the Company fa</ins><span>i</span><ins style=\"background:#e6ffe6;\">ls t</ins><span>o</span><ins style=\"background:#e6ffe6;\"> sufficie</ins><span>n</span><ins style=\"background:#e6ffe6;\">tly differentiate and market its brand name consumer products, this</ins><span> could </span><ins style=\"background:#e6ffe6;\">adversely affect revenues and profita</ins><span>b</span><ins style=\"background:#e6ffe6;\">ility of thos</ins><span>e </span><ins style=\"background:#e6ffe6;\">products.<br><br> <br> <br> 6 <br> <br><br>Significant ch</ins><span>a</span><ins style=\"background:#e6ffe6;\">llenges or </ins><span>d</span><ins style=\"background:#e6ffe6;\">elays in the Company's innovation and de</ins><span>ve</span><ins style=\"background:#e6ffe6;\">lopment of new p</ins><span>r</span><ins style=\"background:#e6ffe6;\">oduct</ins><span>s</span><ins style=\"background:#e6ffe6;\">, t</ins><span>e</span><ins style=\"background:#e6ffe6;\">chno</ins><span>l</span><ins style=\"background:#e6ffe6;\">ogies and indications could have an adverse impact on the Compan</ins><span>y</span><ins style=\"background:#e6ffe6;\">'s</ins><span> </span><ins style=\"background:#e6ffe6;\">long-term success.<br><br>The Comp</ins><span>a</span><ins style=\"background:#e6ffe6;\">ny's continued growth and success depends on its ability to innovate and develop new and di</ins><span>ffe</span><ins style=\"background:#e6ffe6;\">rentiated produ</ins><span>ct</span><ins style=\"background:#e6ffe6;\">s and s</ins><span>e</span><ins style=\"background:#e6ffe6;\">rvices that a</ins><span>d</span><ins style=\"background:#e6ffe6;\">dress the evolving health care needs of patients, providers and consumers</ins><span>.</span><ins style=\"background:#e6ffe6;\"> Development of successful products and technologies is also necessary to offset revenue losses when the Company's existing products lose market share due to various factors such as competition and loss of patent exclusivity. New products introduced within the past five years accounted for approximately 22% of 2016 sales. The Company cannot be certain when or whether it will be able to develop, license or otherwise acquire companies, products and technologies, whether particular product candidates will be granted regulatory approval, and, if approved, whether the products will be commercially successful. <br><br>The Company pursues product development through internal research and development as well as through collaborations, acquisitions, joint ventures and licensing or other arrangements with third parties. In all of these contexts, developing new products, particularly pharmaceutical and biotechnology products and medical devices, requires significant investment of resources over many years. Only a very few biopharmaceutical research and development programs result in commercially viable products. The process depends on many factors including the ability to discern patients' and health care providers' future needs; develop promising new compounds, strategies and technologies; achieve successful clinical trial results; secure effective intellectual property protection; obtain regulatory approvals on a timely basis; and, if and when they reach the market, successfully differentiate the Company's products from competing products and approaches to treatment. New products or enhancements to existing products may not be accepted quickly or significantly in the marketplace due to product and price competition, changes in customer preferences or healthcare purchasing patterns, resistance by healthcare providers or uncertainty over third-party reimbursement. Even following initial regulatory approval, the success of a product can be adversely impacted by safety and efficacy findings in larger real world patient populations, as well as market entry of competitive products.<br><br>The Company faces increasing regulatory scrutiny which imposes significant compliance costs and exposes the Company to government investigations, legal actions and penalties.<br><br>Like other companies in the healthcare industry, the Company is subject to extensive regulation, investigations and legal action, by national, state and local government agencies in the United States and other countries in which they operate. Regulatory issues regarding compliance with Good Manufacturing Practices (cGMP) (and comparable quality regulations in foreign countries) by manufacturers of drugs, devices and consumer products can lead to fines and penalties, product recalls, product shortages, interruptions in production, delays in new product approvals and litigation. In addition, the marketing, pricing and sale of the Company's products are subject to regulation, investigations and legal actions including under the Federal Food, Drug, and Cosmetic Act, the Medicaid Rebate Program, federal and state false claims acts, state unfair trade practices acts and consumer protection laws. Increased scrutiny of health care industry business practices in recent years by government agencies and state attorneys general in the U.S., and any resulting investigations and prosecutions, carry risk of significant civil and criminal penalties including, but not limited to, debarment from participation in government healthcare programs. Any such debarment could have a material adverse effect on the Company's business and results of operations. The most significant current investigations and litigation brought by government agencies are described in Note 21, \"Legal Proceedings-Government Proceedings\" under Notes to the Consolidated Financial Statements included in Item 8 of this Report. <br><br>The Company faces a variety of risks associated with conducting business internationally.<br><br>The Company's extensive operations and business activity outside the U.S. are accompanied by certain financial, economic and political risks, including those listed below. <br><br>Foreign Currency Exchange: In fiscal 2016, approximately 47% of the Company's sales occurred outside of the U.S., with approximately 22% in Europe, 8% in the Western Hemisphere, excluding the U.S., and 17% in the Asia-Pacific and Africa region. Changes in non-U.S. currencies relative to the U.S. dollar impact the Company's revenues and expenses. While the Company uses financial instruments to mitigate the impact of fluctuations in currency exchange rates on its cash flows, unhedged exposures continue to be subject to currency fluctuations. In addition, the weakening or strengthening of the U.S. dollar may result in significant favorable or unfavorable translation effects when the operating results of the Company's non-U.S. business activity are translated into U.S. dollars.<br><br>Inflation and Currency Devaluation Risks: The Company faces challenges in maintaining profitability of operations in economies experiencing high inflation rates. The Company has accounted for operations in Venezuela as highly inflationary, as the prior three-year cumulative inflation rate surpassed 100%. While the Company strives to maintain profit margins in these areas through cost reduction programs, productivity improvements and periodic price increases, it might experience operating losses as a result of continued inflation. In addition, the impact of currency devaluations in countries experiencing high inflation rates or significant currency exchange fluctuations could negatively impact the Company's operating results. <br><br> <br> <br> 7 <br> <br><br>Illegal Importation of Pharmaceutical Products: The illegal importation of pharmaceutical products from countries where government price controls or other market dynamics result in lower prices may adversely affect the Company's sales and profitability in the U.S. and other countries in which the Company operates. With the exception of limited quantities of prescription drugs for personal use, foreign imports of pharmaceutical products are illegal under current U.S. law. However, the volume of illegal imports continues to rise as the ability of patients and other customers to obtain the lower-priced imports has grown significantly.<br><br>Anti-Bribery and Other Regulations: The Company is subject to various federal and foreign laws that govern its international business practices with respect to payments to government officials. Those laws include the U.S. Foreign Corrupt Practices Act (FCPA), which prohibits U.S. publicly traded companies, from promising, offering, or giving anything of value to foreign officials with the corrupt intent of influencing the foreign official for the purpose of helping the Company obtain or retain business or gain any improper advantage. The Company's business is heavily regulated and therefore involves significant interaction with foreign officials. Also, in many countries outside the U.S., the health care providers who prescribe human pharmaceuticals are employed by the government and the purchasers of human pharmaceuticals are government entities; therefore, the Company's interactions with these prescribers and purchasers are subject to regulation under the FCPA. In addition to the U.S. application and enforcement of the FCPA, various jurisdictions in which the Company operates have laws and regulations, including the U.K Bribery Act 2010, aimed at preventing and penalizing corrupt and anticompetitive behavior. Enforcement activities under these laws could subject the Company to additional administrative and legal proceedings and actions, which could include claims for civil penalties, criminal sanctions, and administrative remedies, including exclusion from health care programs.<br> <br>Other Legal, Social and Political Risks. Other risks inherent in conducting business globally include:<br><br> <br> • protective economic policies taken by governments such as trade protection measures and import/export licensing requirements; <br><br> <br> • compliance with local regulations and laws including, in some countries, regulatory requirements restricting the Company's ability to manufacture or sell its products in the relevant market; <br><br> <br> • diminished protection of intellectual property and contractual rights in certain jurisdictions; <br><br> <br> • potential nationalization or expropriation of the Company's foreign assets; and <br><br> <br> • disruptions to markets due to war, armed conflict, terrorism, social upheavals or pandemics. <br><br>Interruptions and delays in manufacturing operations could adversely affect the Company's business, sales and reputation.<br><br>The Company's manufacture of products requires the timely delivery of sufficient amounts of complex, high-quality components and materials. These subsidiaries operate 119 manufacturing facilities as well as sourcing from hundreds of suppliers around the world. The Company has in the past, and may in the future, face unanticipated interruptions and delays in manufacturing through its internal or external supply chain. Manufacturing disruptions can occur for many reasons including regulatory action, production quality deviations or safety issues, labor disputes, site-specific incidents (such as fires), natural disasters, raw material shortages, political unrest and terrorist attacks. Such delays and difficulties in manufacturing can result in product shortages, declines in sales and reputational impact as well as significant remediation and related costs associated with addressing the shortage. <br><br>An information security incident, including a cybersecurity breach, could have a negative impact to the Company's business or reputation<br><br>To meet business objectives, the Company relies on both internal information technology (IT) systems and networks, and those of third parties and their vendors, to process and store sensitive data, including confidential research, business plans, financial information, intellectual property, and personal data. The extensive information security and cybersecurity threats, which affect companies globally, pose a risk to the security and availability of these IT systems and networks, and the confidentiality, integrity, and availability of the Company's sensitive data. The Company continually assesses these threats and makes investments to increase internal protection, detection, and response capabilities, as well as ensure the Company's third party providers have required capabilities and controls, to address this risk. To date, the Company has not experienced any material impact to our business or operations resulting from information or cybersecurity attacks; however, because of the frequently changing attack techniques, along with the increased volume and sophistication of the attacks, there is the potential for the Company to be adversely impacted. This impact could result in reputational, competitive, operational or other business harm as well as financial costs and regulatory action.<br> <br> <br> <br> 8 <br> </ins><span><br></span>"
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   "source": [
    "## Review Changes\n",
    "#### The .607 distance between JNJ's 2015 and 2016 risk factors indicates a substantial change.  We verify the change on Calcbench's [disclosure page](https://www.calcbench.com/query/footnotes?pg_classificationMethod=tickers&pg_tickers=JNJ&doc_searchingBy=footnoteType&doc_footnoteType=1110&doc_selectedDisclosure=b-648365_section111&pc_year=2016&pc_periodType=Annual&pc_useFiscalPeriod=false&pc_rangeOption=Single%20Period&pc_dateRange=%5Bobject%20Object%5D).\n",
    "![Diff](https://dl.dropboxusercontent.com/s/vjd382gr4vvhvuh/diff.png?raw=1)"
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