2. Bayesian Statistics.ipynb

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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "    <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Networks/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=150px> </div>\n",
    "    <div style=\"float: left; margin-left: 10px;\"> \n",
    "        <h1>Applied Probability Theory From Scratch</h1>\n",
    "        <h1>Bayesian Statistics</h1>\n",
    "        <p>Bruno Gonçalves<br/>\n",
    "        <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n",
    "        @bgoncalves, @data4sci</p></div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import string\n",
    "import gzip\n",
    "import math\n",
    "\n",
    "import watermark\n",
    "\n",
    "%load_ext watermark\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.8.5\n",
      "IPython version      : 7.19.0\n",
      "\n",
      "Compiler    : Clang 10.0.0 \n",
      "OS          : Darwin\n",
      "Release     : 21.4.0\n",
      "Machine     : x86_64\n",
      "Processor   : i386\n",
      "CPU cores   : 16\n",
      "Architecture: 64bit\n",
      "\n",
      "Git hash: 967e6d5ea0aa8fdb11b3a19bce642a60fcedbb9a\n",
      "\n",
      "watermark : 2.1.0\n",
      "pandas    : 1.1.3\n",
      "json      : 2.0.9\n",
      "matplotlib: 3.3.2\n",
      "numpy     : 1.19.2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%watermark -n -v -m -g -iv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the default style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('./d4sci.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayesian Coin Flips"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bayes theorem provides us with a way to update our beliefs based on new information. Let's consider a practical example: Is a given coin biased or not? And what is the correct probability of heads? \n",
    "\n",
    "At first we know nothing about the coin, so any value of the probability p is equally likely. This is known as an uninformative prior. At each observed flip of the coin, we use this new information to update our distribution over values of p."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def flip_coins(flips = 1_000_000, bins=100, dry_run=False):\n",
    "    # Uninformative prior\n",
    "    # We discretize the probability p in 100 bins\n",
    "    prior = np.ones(bins, dtype='float')/bins\n",
    "    \n",
    "    # The likelihood of heads and tails (the update at each observation) is constant\n",
    "    likelihood_heads = np.arange(bins)/float(bins)\n",
    "    likelihood_tails = 1-likelihood_heads\n",
    "    \n",
    "    if dry_run:\n",
    "        print(\"heads:\", likelihood_heads)\n",
    "        print(\"tails:\", likelihood_tails)\n",
    "        print(\"prior:\", prior)\n",
    "        \n",
    "    # Generate the biased coin flips\n",
    "    flips = np.random.choice(a=[True, False], size=flips, p=[0.75, 0.25])\n",
    "    \n",
    "    # Update our beliefs\n",
    "    for i, coin in enumerate(flips):\n",
    "        if coin:  # Heads\n",
    "            posterior = prior * likelihood_heads\n",
    "        else:  # Tails\n",
    "            posterior = prior * likelihood_tails\n",
    "\n",
    "        # Normalize (Total Probability)\n",
    "        posterior /= np.sum(posterior)\n",
    "\n",
    "        # The posterior is now the new prior\n",
    "        prior = posterior\n",
    "\n",
    "        if dry_run:\n",
    "            print(i, coin, posterior)\n",
    "\n",
    "    return posterior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heads: [0.  0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9]\n",
      "tails: [1.  0.9 0.8 0.7 0.6 0.5 0.4 0.3 0.2 0.1]\n",
      "prior: [0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n",
      "0 False [0.18181818 0.16363636 0.14545455 0.12727273 0.10909091 0.09090909\n",
      " 0.07272727 0.05454545 0.03636364 0.01818182]\n",
      "1 True [0.         0.05454545 0.0969697  0.12727273 0.14545455 0.15151515\n",
      " 0.14545455 0.12727273 0.0969697  0.05454545]\n",
      "2 True [0.         0.01090909 0.03878788 0.07636364 0.11636364 0.15151515\n",
      " 0.17454545 0.17818182 0.15515152 0.09818182]\n",
      "3 False [0.         0.02430243 0.07680768 0.13231323 0.17281728 0.18751875\n",
      " 0.17281728 0.13231323 0.07680768 0.02430243]\n",
      "4 True [0.         0.00486049 0.03072307 0.07938794 0.13825383 0.18751875\n",
      " 0.20738074 0.18523852 0.12289229 0.04374437]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.00486049, 0.03072307, 0.07938794, 0.13825383,\n",
       "       0.18751875, 0.20738074, 0.18523852, 0.12289229, 0.04374437])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flip_coins(5, bins=10, dry_run=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To illustrate the convergence to the correct value, we plot the posterior after varying numbers of steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'P(p)')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(100)/float(100), flip_coins(10))\n",
    "plt.plot(np.arange(100)/float(100), flip_coins(100))\n",
    "plt.plot(np.arange(100)/float(100), flip_coins(1_000))\n",
    "plt.plot(np.arange(100)/float(100), flip_coins(10_000))\n",
    "plt.plot(np.arange(100)/float(100), flip_coins(100_000))\n",
    "plt.legend([10, 100, 1000, 10000, 100000])\n",
    "plt.xlabel('p')\n",
    "plt.ylabel('P(p)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Expectation Maximization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspired by http://stats.stackexchange.com/questions/72774/numerical-example-to-understand-expectation-maximization. We start by defining a function to measure the binomial log-likelihood. The logarithm is used to avoid numerical issues with small numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## E-M Coin Toss Example  ##\n",
    "def get_binomial_log_likelihood(obs, probs):\n",
    "    \"\"\" Return the (log)likelihood of obs, given the probs\"\"\"\n",
    "    # Binomial Distribution Log PDF\n",
    "    # ln (pdf)      = Binomial Coeff * product of probabilities\n",
    "    # ln[f(x|n, p)] =   comb(N,k)    * num_heads*ln(pH) + (N-num_heads) * ln(1-pH)\n",
    "\n",
    "    N = sum(obs);#number of trials  \n",
    "    k = obs[0] # number of heads\n",
    "    binomial_coeff = math.factorial(N) / (math.factorial(N-k) * math.factorial(k))\n",
    "    prod_probs = obs[0]*math.log(probs[0]) + obs[1]*math.log(1-probs[0])\n",
    "    log_lik = binomial_coeff + prod_probs\n",
    "\n",
    "    return log_lik"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the 'experiment' we'll be simulating, as given in the EM tutorial paper by Do and Batzoglou\n",
    "- 1st:  Coin B, {HTTTHHTHTH}, 5H,5T\n",
    "- 2nd:  Coin A, {HHHHTHHHHH}, 9H,1T\n",
    "- 3rd:  Coin A, {HTHHHHHTHH}, 8H,2T\n",
    "- 4th:  Coin B, {HTHTTTHHTT}, 4H,6T\n",
    "- 5th:  Coin A, {THHHTHHHTH}, 7H,3T\n",
    "\n",
    "so, from MLE: $p_A(heads) = 0.80$ and $p_B(heads)=0.45$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "head_counts = np.array([5,9,8,4,7])\n",
    "tail_counts = 10-head_counts\n",
    "experiments = list(zip(head_counts,tail_counts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the arrays where we'll keep track of the intermediate results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pA_heads = np.zeros(100)\n",
    "pA_heads[0] = 0.60\n",
    "\n",
    "pB_heads = np.zeros(100)\n",
    "pB_heads[0] = 0.50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ans we're now ready to run the EM algorithm. The flow is exactly what was described in the slides with one pass over all the *experiments* at each step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "delta = 0.001  \n",
    "j = 0 # iteration counter\n",
    "improvement = float('inf')\n",
    "\n",
    "while (improvement > delta):\n",
    "    expectation_A = np.zeros((len(experiments), 2), dtype=float) \n",
    "    expectation_B = np.zeros((len(experiments), 2), dtype=float)\n",
    "\n",
    "    wA = []\n",
    "    wB = []\n",
    "\n",
    "    for i in range(0, len(experiments)):\n",
    "        e = experiments[i] # i'th experiment\n",
    "        \n",
    "        # loglikelihood of e given coin A:\n",
    "        ll_A = get_binomial_log_likelihood(e, np.array([pA_heads[j], 1-pA_heads[j]])) \n",
    "        \n",
    "        # loglikelihood of e given coin B\n",
    "        ll_B = get_binomial_log_likelihood(e, np.array([pB_heads[j],1-pB_heads[j]])) \n",
    "\n",
    "        # corresponding weight of A proportional to likelihood of A \n",
    "        weightA = math.exp(ll_A) / ( math.exp(ll_A) + math.exp(ll_B) ) \n",
    "\n",
    "        # corresponding weight of B proportional to likelihood of B\n",
    "        weightB = math.exp(ll_B) / ( math.exp(ll_A) + math.exp(ll_B) ) \n",
    "\n",
    "        expectation_A[i] = np.dot(weightA, e) \n",
    "        expectation_B[i] = np.dot(weightB, e)\n",
    "\n",
    "        wA.append(weightA)\n",
    "        wB.append(weightB)\n",
    "\n",
    "    pA_heads[j+1] = sum(expectation_A)[0] / sum(sum(expectation_A)); \n",
    "    pB_heads[j+1] = sum(expectation_B)[0] / sum(sum(expectation_B)); \n",
    "\n",
    "    improvement = ( max( abs(np.array([pA_heads[j+1], pB_heads[j+1]]) - \n",
    "                    np.array([pA_heads[j], pB_heads[j]]) )) )\n",
    "    j = j+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we visualize the results showing both the convergence and the final values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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AAAAAAAAAAAAAACT5/wCMcOqnA03XPAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 4800x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(16, 8));\n",
    "axs[0].plot(range(0,j), pA_heads[0:j], '-')\n",
    "axs[0].plot(range(0,j), pB_heads[0:j], '-')\n",
    "axs[0].set_xlabel('iteration')\n",
    "axs[0].set_ylabel('value')\n",
    "axs[0].legend([r'$\\theta_A$', r'$\\theta_B$'])\n",
    "\n",
    "axs[1].plot(range(len(wA)), wA, '-')\n",
    "axs[1].plot(range(len(wB)), wB, '-')\n",
    "axs[1].legend([r'$p_A$', r'$p_B$'])\n",
    "axs[1].set_xlabel('experiment')\n",
    "axs[1].set_ylabel('probability');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Language Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now consider a more practical and uselful application, that of language detection from a piece of text. For this, we will use a dataset published by Google Books that lists how many times each word was used in each year for a large corpus of books Google scanned.\n",
    "\n",
    "We start by building a vector of character distributions for each language. Due to the total size of the google books dataset, we include only a partial file in the data directory. The interested student is encouraged to download all teh files and use the code below to build hers or his own language detector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/googlebooks-eng-all-1gram-20120701-a.gz 100000\n",
      "a 0.28373493701257363\n",
      "b 0.001087943998322763\n",
      "c 0.019432018645918737\n",
      "d 0.002248125464286325\n",
      "e 0.024034285610183632\n",
      "f 0.0017618837696721584\n",
      "g 0.003034393192545418\n",
      "h 0.008572819698087103\n",
      "i 0.038752026329494094\n",
      "j 2.9965309886103013e-05\n",
      "k 0.0005496779013550016\n",
      "l 0.025656663800569617\n",
      "m 0.006491675783290543\n",
      "n 0.025316248929828675\n",
      "o 0.02943861409080565\n",
      "p 0.000783256279879127\n",
      "q 0.001046790644919758\n",
      "r 0.2529855970069149\n",
      "s 0.010861035651642327\n",
      "t 0.24907055561567576\n",
      "u 0.002351195315185786\n",
      "v 0.011610737124340345\n",
      "w 0.0003748367512946128\n",
      "x 4.5740451244935094e-05\n",
      "y 0.0006793846191942876\n",
      "z 4.9591002888668925e-05\n"
     ]
    }
   ],
   "source": [
    "characters = sorted(set(string.ascii_letters.lower()))\n",
    "\n",
    "dict_char = dict(zip(characters, range(len(characters))))\n",
    "counts = np.zeros(len(characters), dtype='uint64')\n",
    "\n",
    "line_count = 0\n",
    "\n",
    "filename = \"data/googlebooks-eng-all-1gram-20120701-a.gz\"\n",
    "\n",
    "for line in gzip.open(filename, \"rt\"):\n",
    "    fields = line.lower().strip().split()\n",
    "\n",
    "    line_count += 1\n",
    "\n",
    "    if line_count % 100000 == 0:\n",
    "        print(filename, line_count)\n",
    "        break\n",
    "\n",
    "    count = int(fields[2])\n",
    "    word = fields[0]\n",
    "\n",
    "    if \"_\" in word:\n",
    "        continue\n",
    "\n",
    "    letters = [char for char in word if char in characters]\n",
    "\n",
    "    if len(letters) != len(word):\n",
    "        continue\n",
    "\n",
    "    for letter in letters:\n",
    "        if letter not in dict_char:\n",
    "            continue\n",
    "\n",
    "        counts[dict_char[letter]] += count\n",
    "\n",
    "total = np.sum(counts)\n",
    "list_char = list(dict_char.items())\n",
    "list_char.sort(key=lambda x: x[1])\n",
    "\n",
    "for key, value in enumerate(list_char):\n",
    "    print(value[0], counts[key]/total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not surprisingly, the most common character is the letter *a*. This is an artifact of the fact that we are using the datafile containing only words that start with the letter *a*. If you were to run it on the entire dataset, the resutls shown in the slides would be found. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For simplicity, I've also included the complete table for all 5 languages in the repository. This is the datset that we will used to build our language detector."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by making a quick visualization of the probabiltity distributions for each language. The first step is to load up the language character frequency from the file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>eng</th>\n",
       "      <th>fre</th>\n",
       "      <th>ger</th>\n",
       "      <th>ita</th>\n",
       "      <th>spa</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>letter</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>0.080878</td>\n",
       "      <td>0.079273</td>\n",
       "      <td>0.056858</td>\n",
       "      <td>0.106003</td>\n",
       "      <td>0.118567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>0.014995</td>\n",
       "      <td>0.009248</td>\n",
       "      <td>0.019252</td>\n",
       "      <td>0.009195</td>\n",
       "      <td>0.012695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>0.033603</td>\n",
       "      <td>0.034258</td>\n",
       "      <td>0.029708</td>\n",
       "      <td>0.043358</td>\n",
       "      <td>0.041908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>0.037993</td>\n",
       "      <td>0.042269</td>\n",
       "      <td>0.055100</td>\n",
       "      <td>0.039737</td>\n",
       "      <td>0.056807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e</th>\n",
       "      <td>0.124356</td>\n",
       "      <td>0.159318</td>\n",
       "      <td>0.171683</td>\n",
       "      <td>0.120918</td>\n",
       "      <td>0.141615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f</th>\n",
       "      <td>0.023742</td>\n",
       "      <td>0.011307</td>\n",
       "      <td>0.014223</td>\n",
       "      <td>0.011287</td>\n",
       "      <td>0.007753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g</th>\n",
       "      <td>0.018841</td>\n",
       "      <td>0.009354</td>\n",
       "      <td>0.029163</td>\n",
       "      <td>0.017394</td>\n",
       "      <td>0.010725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>h</th>\n",
       "      <td>0.050015</td>\n",
       "      <td>0.007948</td>\n",
       "      <td>0.043346</td>\n",
       "      <td>0.009352</td>\n",
       "      <td>0.007654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i</th>\n",
       "      <td>0.075937</td>\n",
       "      <td>0.074125</td>\n",
       "      <td>0.086132</td>\n",
       "      <td>0.115072</td>\n",
       "      <td>0.063506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>j</th>\n",
       "      <td>0.001650</td>\n",
       "      <td>0.003263</td>\n",
       "      <td>0.002163</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>0.004116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>k</th>\n",
       "      <td>0.005679</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.012425</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>l</th>\n",
       "      <td>0.041031</td>\n",
       "      <td>0.057359</td>\n",
       "      <td>0.036729</td>\n",
       "      <td>0.061688</td>\n",
       "      <td>0.060717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td>0.025321</td>\n",
       "      <td>0.025810</td>\n",
       "      <td>0.024589</td>\n",
       "      <td>0.026861</td>\n",
       "      <td>0.025482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n</th>\n",
       "      <td>0.072305</td>\n",
       "      <td>0.076494</td>\n",
       "      <td>0.103787</td>\n",
       "      <td>0.072887</td>\n",
       "      <td>0.069182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>o</th>\n",
       "      <td>0.076147</td>\n",
       "      <td>0.059524</td>\n",
       "      <td>0.029064</td>\n",
       "      <td>0.090604</td>\n",
       "      <td>0.088332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <td>0.021470</td>\n",
       "      <td>0.029462</td>\n",
       "      <td>0.008764</td>\n",
       "      <td>0.027640</td>\n",
       "      <td>0.025800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>0.001229</td>\n",
       "      <td>0.010544</td>\n",
       "      <td>0.000378</td>\n",
       "      <td>0.004873</td>\n",
       "      <td>0.009051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.063010</td>\n",
       "      <td>0.064323</td>\n",
       "      <td>0.070459</td>\n",
       "      <td>0.064631</td>\n",
       "      <td>0.067271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>s</th>\n",
       "      <td>0.065217</td>\n",
       "      <td>0.085915</td>\n",
       "      <td>0.066088</td>\n",
       "      <td>0.053271</td>\n",
       "      <td>0.076481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.091916</td>\n",
       "      <td>0.070375</td>\n",
       "      <td>0.060010</td>\n",
       "      <td>0.066293</td>\n",
       "      <td>0.046103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>u</th>\n",
       "      <td>0.027529</td>\n",
       "      <td>0.064601</td>\n",
       "      <td>0.040799</td>\n",
       "      <td>0.030368</td>\n",
       "      <td>0.040218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>0.010567</td>\n",
       "      <td>0.014485</td>\n",
       "      <td>0.009904</td>\n",
       "      <td>0.015979</td>\n",
       "      <td>0.009965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>w</th>\n",
       "      <td>0.016534</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>0.014954</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.002369</td>\n",
       "      <td>0.005192</td>\n",
       "      <td>0.000763</td>\n",
       "      <td>0.000545</td>\n",
       "      <td>0.001909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>y</th>\n",
       "      <td>0.016623</td>\n",
       "      <td>0.003229</td>\n",
       "      <td>0.001509</td>\n",
       "      <td>0.000533</td>\n",
       "      <td>0.010156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>z</th>\n",
       "      <td>0.001043</td>\n",
       "      <td>0.001142</td>\n",
       "      <td>0.012149</td>\n",
       "      <td>0.010423</td>\n",
       "      <td>0.003361</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             eng       fre       ger       ita       spa\n",
       "letter                                                  \n",
       "a       0.080878  0.079273  0.056858  0.106003  0.118567\n",
       "b       0.014995  0.009248  0.019252  0.009195  0.012695\n",
       "c       0.033603  0.034258  0.029708  0.043358  0.041908\n",
       "d       0.037993  0.042269  0.055100  0.039737  0.056807\n",
       "e       0.124356  0.159318  0.171683  0.120918  0.141615\n",
       "f       0.023742  0.011307  0.014223  0.011287  0.007753\n",
       "g       0.018841  0.009354  0.029163  0.017394  0.010725\n",
       "h       0.050015  0.007948  0.043346  0.009352  0.007654\n",
       "i       0.075937  0.074125  0.086132  0.115072  0.063506\n",
       "j       0.001650  0.003263  0.002163  0.000282  0.004116\n",
       "k       0.005679  0.000660  0.012425  0.000400  0.000329\n",
       "l       0.041031  0.057359  0.036729  0.061688  0.060717\n",
       "m       0.025321  0.025810  0.024589  0.026861  0.025482\n",
       "n       0.072305  0.076494  0.103787  0.072887  0.069182\n",
       "o       0.076147  0.059524  0.029064  0.090604  0.088332\n",
       "p       0.021470  0.029462  0.008764  0.027640  0.025800\n",
       "q       0.001229  0.010544  0.000378  0.004873  0.009051\n",
       "r       0.063010  0.064323  0.070459  0.064631  0.067271\n",
       "s       0.065217  0.085915  0.066088  0.053271  0.076481\n",
       "t       0.091916  0.070375  0.060010  0.066293  0.046103\n",
       "u       0.027529  0.064601  0.040799  0.030368  0.040218\n",
       "v       0.010567  0.014485  0.009904  0.015979  0.009965\n",
       "w       0.016534  0.000524  0.014954  0.000405  0.000297\n",
       "x       0.002369  0.005192  0.000763  0.000545  0.001909\n",
       "y       0.016623  0.003229  0.001509  0.000533  0.010156\n",
       "z       0.001043  0.001142  0.012149  0.010423  0.003361"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P_letter_lang = pd.read_csv('data/table_langs.dat', sep=' ', header=0, index_col = 0)\n",
    "P_letter_lang"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The frequency of each letter in the English language"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(26), P_letter_lang[\"eng\"])\n",
    "plt.xticks(list(range(26)), P_letter_lang.index);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the comparison across all five languages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'P(letter | language)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(26), P_letter_lang[\"eng\"], '-')\n",
    "plt.plot(range(26), P_letter_lang[\"fre\"], '-')\n",
    "plt.plot(range(26), P_letter_lang[\"ger\"], '-')\n",
    "plt.plot(range(26), P_letter_lang[\"ita\"], '-')\n",
    "plt.plot(range(26), P_letter_lang[\"spa\"], '-')\n",
    "plt.xticks(list(range(26)), P_letter_lang.index)\n",
    "plt.legend([\"English\", \"French\", \"German\", \"Italian\", \"Spanish\"])\n",
    "plt.xlabel(\"letter\")\n",
    "plt.ylabel(\"P(letter | language)\")"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "As we can see, there definitely some common trends (the letters *q* and *j* are underrepreented across all languages), there are also some significant peaks that will help us discriminate between one language and the next."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The detector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on this table of data it is extremely simple to build a Naive Bayes classifier. To do so, one must simply use Bayes Theorem to determine the probability of the language given the characters observed. Here we calculate the likelihoods we will use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_data(P_letter_lang):\n",
    "    langs = list(P_letter_lang.columns)\n",
    "\n",
    "    P_letter = P_letter_lang.mean(axis=1)\n",
    "    P_letter /= P_letter.sum()\n",
    "\n",
    "    P_lang_letter = np.array(P_letter_lang)/(P_letter_lang.shape[1]*P_letter.T[:,None])\n",
    "\n",
    "    L_lang_letter = np.log(P_lang_letter.T)\n",
    "\n",
    "    return langs, P_letter, L_lang_letter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-16-c1b00d69412f>:7: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  P_lang_letter = np.array(P_letter_lang)/(P_letter_lang.shape[1]*P_letter.T[:,None])\n"
     ]
    }
   ],
   "source": [
    "langs, P_letter, L_lang_letter = process_data(P_letter_lang)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we have all the tools we need to write down our mini detector:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def detect_lang(langs, P_letter, L_lang_letter, text):\n",
    "    counts = np.zeros(26, dtype='int')\n",
    "    pos = dict(zip(P_letter.index, range(26)))\n",
    "\n",
    "    text_counts = Counter(text).items()\n",
    "\n",
    "    for letter, count in text_counts:\n",
    "        if letter in pos:\n",
    "            counts[pos[letter]] += count\n",
    "\n",
    "    L_text = np.dot(L_lang_letter, counts)\n",
    "    index = np.argmax(L_text)\n",
    "    lang_text = langs[index]\n",
    "    prob = np.exp(L_text[index])/np.sum(np.exp(L_text))*100\n",
    "\n",
    "    return lang_text, prob, L_text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And that's all there is to it. So now let's test our detector with a few past headlines from Google News:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eng eng 91.87493065763115 north korea’s test of nuclear bomb amplifies a global crisis\n",
      "ita ita 94.20224266512197 nucleare, onu riunisce consiglio sicurezza. e seul simula attacco alle basi di kim\n",
      "fre fre 94.90751389582378 corée du nord : les etats-unis prêts à utiliser leurs capacités nucléaires\n",
      "spa spa 58.428648006919225 estados unidos amenaza con una “respuesta militar masiva” a corea del norte\n",
      "ger ger 70.51752677149888 überraschung\n",
      "ita2 eng 97.44427974112531 wales lancia la wikipedia delle news. contro il fake in campo anche google\n"
     ]
    }
   ],
   "source": [
    "texts = {}\n",
    "texts[\"eng\"] = \"North Korea’s Test of Nuclear Bomb Amplifies a Global Crisis\".lower()\n",
    "texts[\"ita\"] = \"Nucleare, Onu riunisce consiglio sicurezza. E Seul simula attacco alle basi di Kim\".lower()\n",
    "texts[\"fre\"] = \"Corée du Nord : les Etats-Unis prêts à utiliser leurs capacités nucléaires\".lower()\n",
    "texts[\"spa\"] = \"Estados Unidos amenaza con una “respuesta militar masiva” a Corea del Norte\".lower()\n",
    "texts[\"ger\"] = \"Überraschung\".lower()\n",
    "texts[\"ita2\"] = \"Wales lancia la Wikipedia delle news. Contro il fake in campo anche Google\".lower()\n",
    "\n",
    "for lang in texts:\n",
    "    text = texts[lang]\n",
    "    lang_text, prob, L_text = detect_lang(langs, P_letter, L_lang_letter, text)\n",
    "    print(lang, lang_text, prob, text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "     <img src=\"data/D4Sci_logo_full.png\" alt=\"Data For Science, Inc\" align=\"center\" border=\"0\" width=300px> \n",
    "</div>"
   ]
  }
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