{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Install datascience package if needed\n",
    "try:\n",
    "    import datascience\n",
    "except ImportError:\n",
    "    import micropip\n",
    "    await micropip.install('datascience')\n",
    "import matplotlib\n",
    "#matplotlib.use('Agg')\n",
    "path_data = '../../../assets/data/'\n",
    "from datascience import *\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import numpy as np\n",
    "import math\n",
    "import scipy.stats as stats\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training and Testing\n",
    "How good is our nearest neighbor classifier? To answer this we'll need to find out how frequently our classifications are correct. If a patient has chronic kidney disease, how likely is our classifier to pick that up?\n",
    "\n",
    "If the patient is in our training set, we can find out immediately. We already know what class the patient is in. So we can just compare our prediction and the patient's true class.\n",
    "\n",
    "But the point of the classifier is to make predictions for *new* patients not in our training set. We don't know what class these patients are in but we can make a prediction based on our classifier. How to find out whether the prediction is correct?\n",
    "\n",
    "One way is to wait for further medical tests on the patient and then check whether or not our prediction agrees with the test results. With that approach, by the time we can say how likely our prediction is to be accurate, it is no longer useful for helping the patient.\n",
    "\n",
    "Instead, we will try our classifier on some patients whose true classes are known.  Then, we will compute the proportion of the time our classifier was correct.  This proportion will serve as an estimate of the proportion of all new patients whose class our classifier will accurately predict.  This is called *testing*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "def standard_units(x):\n",
    "    return (x - np.mean(x))/np.std(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "def distance(pt1, pt2):\n",
    "    return np.sqrt(np.sum((pt1 - pt2)**2))\n",
    "\n",
    "def all_dists(training, p):\n",
    "    attributes = training.drop('Class')\n",
    "    def dist_point_row(row):\n",
    "        return distance(np.array(row), p)\n",
    "    return attributes.apply(dist_point_row)\n",
    "\n",
    "def table_with_distances(training, p):\n",
    "    return training.with_column('Distance', all_dists(training, p))\n",
    "\n",
    "def closest(training, p, k):\n",
    "    with_dists = table_with_distances(training, p)\n",
    "    sorted_by_dist = with_dists.sort('Distance')\n",
    "    topk = sorted_by_dist.take(np.arange(k))\n",
    "    return topk\n",
    "\n",
    "def majority(topkclasses):\n",
    "    ones = topkclasses.where('Class', are.equal_to(1)).num_rows\n",
    "    zeros = topkclasses.where('Class', are.equal_to(0)).num_rows\n",
    "    if ones > zeros:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "def classify(training, p, k):\n",
    "    closestk = closest(training, p, k)\n",
    "    topkclasses = closestk.select('Class')\n",
    "    return majority(topkclasses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "def classify_grid(training, test, k):\n",
    "    c = make_array()\n",
    "    for i in range(test.num_rows):\n",
    "        # Run the classifier on the ith patient in the test set\n",
    "        c = np.append(c, classify(training, make_array(test.row(i)), k))   \n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "ckd = Table.read_table(path_data + 'ckd.csv').relabeled('Blood Glucose Random', 'Glucose')\n",
    "ckd = Table().with_columns(\n",
    "    'Hemoglobin', standard_units(ckd.column('Hemoglobin')),\n",
    "    'Glucose', standard_units(ckd.column('Glucose')),\n",
    "    'White Blood Cell Count', standard_units(ckd.column('White Blood Cell Count')),\n",
    "    'Class', ckd.column('Class')\n",
    ")\n",
    "color_table = Table().with_columns(\n",
    "    'Class', make_array(1, 0),\n",
    "    'Color', make_array('darkblue', 'gold')\n",
    ")\n",
    "ckd = ckd.join('Class', color_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overly Optimistic \"Testing\"\n",
    "The training set offers a very tempting set of patients on whom to test out our classifier, because we know the class of each patient in the training set.\n",
    "\n",
    "But let's be careful ... there will be pitfalls ahead if we take this path. An example will show us why.\n",
    "\n",
    "Suppose we use a 1-nearest neighbor classifier to predict whether a patient has chronic kidney disease, based on glucose and white blood cell count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ckd.scatter('White Blood Cell Count', 'Glucose', group='Color')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Earlier, we said that we expect to get some classifications wrong, because there's some intermingling of blue and gold points in the lower-left.\n",
    "\n",
    "But what about the points in the training set, that is, the points already on the scatter? Will we ever mis-classify them?\n",
    "\n",
    "The answer is no. Remember that 1-nearest neighbor classification looks for the point *in the training set* that is nearest to the point being classified. Well, if the point being classified is already in the training set, then its nearest neighbor in the training set is itself! And therefore it will be classified as its own color, which will be correct because each point in the training set is already correctly colored.\n",
    "\n",
    "In other words, **if we use our training set to \"test\" our 1-nearest neighbor classifier, the classifier will pass the test 100% of the time.**\n",
    "\n",
    "Mission accomplished. What a great classifier! \n",
    "\n",
    "No, not so much. A new point in the lower-left might easily be mis-classified, as we noted earlier. \"100% accuracy\" was a nice dream while it lasted.\n",
    "\n",
    "The lesson of this example is *not* to use the training set to test a classifier that is based on it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating a Test Set\n",
    "In earlier chapters, we saw that random sampling could be used to estimate the proportion of individuals in a population that met some criterion.  Unfortunately, we have just seen that the training set is not like a random sample from the population of all patients, in one important respect: Our classifier guesses correctly for a higher proportion of individuals in the training set than it does for individuals in the population.\n",
    "\n",
    "When we computed confidence intervals for numerical parameters, we wanted to have many new random samples from a population, but we only had access to a single sample.  We solved that problem by taking bootstrap resamples from our sample.\n",
    "\n",
    "We will use an analogous idea to test our classifier. We will *create two samples out of the original training set*, use one of the samples as our training set, and *the other one for testing*. \n",
    "\n",
    "So we will have three groups of individuals:\n",
    "- a training set on which we can do any amount of exploration to build our classifier;\n",
    "- a separate testing set on which to try out our classifier and see what fraction of times it classifies correctly;\n",
    "- the underlying population of individuals for whom we don't know the true classes; the hope is that our classifier will succeed about as well for these individuals as it did for our testing set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How to generate the training and testing sets? You've guessed it – we'll select at random.\n",
    "\n",
    "There are 158 individuals in `ckd`. Let's use a random half of them for training and the other half for testing. To do this, we'll shuffle all the rows, take the first 79 as the training set, and the remaining 79 for testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "shuffled_ckd = ckd.sample(with_replacement=False)\n",
    "training = shuffled_ckd.take(np.arange(79))\n",
    "testing = shuffled_ckd.take(np.arange(79, 158))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's construct our classifier based on the points in the training sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "training.scatter('White Blood Cell Count', 'Glucose', group='Color')\n",
    "plt.xlim(-2, 6)\n",
    "plt.ylim(-2, 6);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get the following classification regions and decision boundary:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "x_array = make_array()\n",
    "y_array = make_array()\n",
    "for x in np.arange(-2, 6.1, 0.25):\n",
    "    for y in np.arange(-2, 6.1, 0.25):\n",
    "        x_array = np.append(x_array, x)\n",
    "        y_array = np.append(y_array, y)\n",
    "        \n",
    "test_grid = Table().with_columns(\n",
    "    'Glucose', x_array,\n",
    "    'White Blood Cell Count', y_array\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "c = classify_grid(training.drop('Hemoglobin', 'Color'), test_grid, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_grid = test_grid.with_column('Class', c).join('Class', color_table)\n",
    "test_grid.scatter('White Blood Cell Count', 'Glucose', group='Color', alpha=0.4, s=30)\n",
    "\n",
    "plt.xlim(-2, 6)\n",
    "plt.ylim(-2, 6);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Place the *test* data on this graph and you can see at once that while the classifier got almost all the points right, there are some mistakes.  For example, some blue points of the test set fall in the gold region of the classifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_grid = test_grid.with_column('Class', c).join('Class', color_table)\n",
    "test_grid.scatter('White Blood Cell Count', 'Glucose', group='Color', alpha=0.4, s=30)\n",
    "\n",
    "plt.scatter(testing.column('White Blood Cell Count'), testing.column('Glucose'), c=testing.column('Color'), edgecolor='k')\n",
    "\n",
    "plt.xlim(-2, 6)\n",
    "plt.ylim(-2, 6);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some errors notwithstanding, it looks like the classifier does fairly well on the test set. Assuming that the original sample was drawn randomly from the underlying population, the hope is that the classifier will perform with similar accuracy on the overall population, since the test set was chosen randomly from the original sample."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}