{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6e0e8418",
   "metadata": {},
   "source": [
    "# Class 18: Mid Semester Checkin, Git, & How GNB makes decisions\n",
    "\n",
    "- Share your favorite thing about fall (or just say hi) in the zoom chat for attendance\n",
    "- log onto Prismia\n",
    "- accept Assignment 6\n",
    "- install git or GitBash if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "335be4ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "sns.set_theme(font_scale = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98e44d56",
   "metadata": {},
   "source": [
    "## Feedback Review\n",
    "\n",
    "Thank you for the feedback. You can add more on Friday's notes if you did not give any yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5192ad8a",
   "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>How much do you think you've learned so far this semester?</th>\n",
       "      <th>How much of the material that's been taught do you feel you understand?</th>\n",
       "      <th>How do you think the achievements you've earned so far align with your understanding?</th>\n",
       "      <th>Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [How well I follow instructions]</th>\n",
       "      <th>Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [What I understand about the material]</th>\n",
       "      <th>Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [How much effort I put into assignments]</th>\n",
       "      <th>How fair do you think the amount each of the following is reflected in the grading [How well I follow instructions]</th>\n",
       "      <th>How fair do you think the amount each of the following is reflected in the grading [What I understand about the material]</th>\n",
       "      <th>How fair do you think the amount each of the following is reflected in the grading [How much effort I put into assignments]</th>\n",
       "      <th>Which of the following have you done to support your learning outside of class?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>I think they reflect my understanding well</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected strongly in the grading</td>\n",
       "      <td>Reflected perfectly in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Should be reflected more in the grading</td>\n",
       "      <td>Should be reflected more in the grading</td>\n",
       "      <td>read the notes online, download and run the notes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>I think the achievements underestimate what I ...</td>\n",
       "      <td>Reflected strongly in the grading</td>\n",
       "      <td>Reflected strongly in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Should be reflected more in the grading</td>\n",
       "      <td>read the notes online, download and run the no...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>I think they reflect my understanding well</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>read the notes online, experimenting with the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>I think they reflect my understanding well</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>read the notes online, download and run the no...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>I think they reflect my understanding well</td>\n",
       "      <td>Reflected strongly in the grading</td>\n",
       "      <td>Reflected moderately in the grading</td>\n",
       "      <td>Reflected strongly in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>Is fairly reflected in the grading</td>\n",
       "      <td>read the notes online, experimenting with the ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   How much do you think you've learned so far this semester?  \\\n",
       "0                                                  4            \n",
       "1                                                  4            \n",
       "2                                                  3            \n",
       "3                                                  4            \n",
       "4                                                  3            \n",
       "\n",
       "   How much of the material that's been taught do you feel you understand?  \\\n",
       "0                                                  3                         \n",
       "1                                                  4                         \n",
       "2                                                  3                         \n",
       "3                                                  3                         \n",
       "4                                                  3                         \n",
       "\n",
       "  How do you think the achievements you've earned so far align with your understanding?  \\\n",
       "0         I think they reflect my understanding well                                      \n",
       "1  I think the achievements underestimate what I ...                                      \n",
       "2         I think they reflect my understanding well                                      \n",
       "3         I think they reflect my understanding well                                      \n",
       "4         I think they reflect my understanding well                                      \n",
       "\n",
       "  Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [How well I follow instructions]  \\\n",
       "0                Reflected moderately in the grading                                                                                                                                  \n",
       "1                  Reflected strongly in the grading                                                                                                                                  \n",
       "2                Reflected moderately in the grading                                                                                                                                  \n",
       "3                Reflected moderately in the grading                                                                                                                                  \n",
       "4                  Reflected strongly in the grading                                                                                                                                  \n",
       "\n",
       "  Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [What I understand about the material]  \\\n",
       "0                  Reflected strongly in the grading                                                                                                                                        \n",
       "1                  Reflected strongly in the grading                                                                                                                                        \n",
       "2                Reflected moderately in the grading                                                                                                                                        \n",
       "3                Reflected moderately in the grading                                                                                                                                        \n",
       "4                Reflected moderately in the grading                                                                                                                                        \n",
       "\n",
       "  Rank the following as what you feel the grading (when you do/not earn achievements) so far actually reflects about your performance in the class [How much effort I put into assignments]  \\\n",
       "0                 Reflected perfectly in the grading                                                                                                                                          \n",
       "1                Reflected moderately in the grading                                                                                                                                          \n",
       "2                Reflected moderately in the grading                                                                                                                                          \n",
       "3                Reflected moderately in the grading                                                                                                                                          \n",
       "4                  Reflected strongly in the grading                                                                                                                                          \n",
       "\n",
       "  How fair do you think the amount each of the following is reflected in the grading [How well I follow instructions]  \\\n",
       "0                 Is fairly reflected in the grading                                                                    \n",
       "1                 Is fairly reflected in the grading                                                                    \n",
       "2                 Is fairly reflected in the grading                                                                    \n",
       "3                 Is fairly reflected in the grading                                                                    \n",
       "4                 Is fairly reflected in the grading                                                                    \n",
       "\n",
       "  How fair do you think the amount each of the following is reflected in the grading [What I understand about the material]  \\\n",
       "0            Should be reflected more in the grading                                                                          \n",
       "1                 Is fairly reflected in the grading                                                                          \n",
       "2                 Is fairly reflected in the grading                                                                          \n",
       "3                 Is fairly reflected in the grading                                                                          \n",
       "4                 Is fairly reflected in the grading                                                                          \n",
       "\n",
       "  How fair do you think the amount each of the following is reflected in the grading [How much effort I put into assignments]  \\\n",
       "0            Should be reflected more in the grading                                                                            \n",
       "1            Should be reflected more in the grading                                                                            \n",
       "2                 Is fairly reflected in the grading                                                                            \n",
       "3                 Is fairly reflected in the grading                                                                            \n",
       "4                 Is fairly reflected in the grading                                                                            \n",
       "\n",
       "  Which of the following have you done to support your learning outside of class?   \n",
       "0  read the notes online, download and run the notes                                \n",
       "1  read the notes online, download and run the no...                                \n",
       "2  read the notes online, experimenting with the ...                                \n",
       "3  read the notes online, download and run the no...                                \n",
       "4  read the notes online, experimenting with the ...                                "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feedback_df = pd.read_csv('data/feedback_structured.csv')\n",
    "feedback_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "016d4428",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_4_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "el_meaning = {1: 'much less',\n",
    " 2: 'a little less',\n",
    " 3: 'about right',\n",
    " 4: 'a little more ',\n",
    " 5: 'much more'}\n",
    "\n",
    "expected_learning = feedback_df[feedback_df.columns[0]]\n",
    "el_counts,_ = np.histogram(expected_learning,bins = [i+.5 for i in range(6)])\n",
    "el_df = pd.DataFrame(data = el_counts,index = el_meaning.values(),columns= [expected_learning._name],)\n",
    "# el_df.reset_index(inplace=True)\n",
    "# el_df = el_df.rename(columns= {'index':'amount'}).set_index('amount')\n",
    "el_df.rename_axis(index='amount relative to expectations',inplace=True)\n",
    "el_df.plot.bar(legend=False,title=expected_learning._name,);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "20a62fdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_5_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "u_meaning = {0:'None', 1:'A little',3:'Half', 4:'Almost all',5:'All'}\n",
    "u_col = feedback_df[feedback_df.columns[1]]\n",
    "u_counts,_ = np.histogram(u_col,bins = [i+.5 for i in range(6)])\n",
    "understanding_df = pd.DataFrame(data = u_counts,index = u_meaning.values(),columns= [u_col._name],)\n",
    "\n",
    "understanding_df.rename_axis(index='amount of material',inplace=True)\n",
    "understanding_df.plot.bar(legend=False,title=u_col._name,);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3108851",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_6_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "align = [c_name for c_name in feedback_df.columns if 'align' in c_name][0]\n",
    "align_df = feedback_df[align].copy()\n",
    "align_counts = align_df.value_counts()\n",
    "align_kw = {'well':'well aligned','more':'I know more','less':'I know less'}\n",
    "# # kw_replace =\n",
    "align_counts.rename(index={s: [align_kw[kw] for kw in align_kw.keys() if kw in s][0] for s in align_counts.index},inplace=True)\n",
    "align_counts.plot.bar(title=align_counts._name);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27178caa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1310.48x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_7_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reflect_cols = [c_name for c_name in feedback_df.columns if 'reflects' in c_name]\n",
    "reflect_df = feedback_df[reflect_cols].copy()\n",
    "reflect_df.rename(columns = lambda c: c.split('[')[1].replace(']',''),inplace=True)\n",
    "reflect_df = reflect_df.melt(var_name='factor',value_name='grading reflection')\n",
    "reflect_df['grading reflection'] = reflect_df['grading reflection'].str.replace(' in the grading','')\n",
    "reflect_df['grading reflection'] = reflect_df['grading reflection'].str.replace('Reflected','')\n",
    "\n",
    "factor_kw = ['follow instructions','understand','effort']\n",
    "# kw_replace =\n",
    "reflect_df.replace({s: [kw for kw in factor_kw if kw in s][0] for s in reflect_df['factor']},inplace=True)\n",
    "g = sns.displot(data = reflect_df, x='grading reflection',col='factor', hue = 'grading reflection',)\n",
    "g.set(xticklabels=[]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "123c149f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1310.48x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_8_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fair_cols = [c_name for c_name in feedback_df.columns if 'fair' in c_name]\n",
    "fair_df = feedback_df[fair_cols].copy()\n",
    "fair_df.rename(columns = lambda c: c.split('[')[1].replace(']',''),inplace=True)\n",
    "fair_df = fair_df.melt(var_name='factor',value_name='fairness')\n",
    "fair_df['fairness'] = fair_df['fairness'].str.replace(' in the grading','')\n",
    "# reflect_df['grading reflection'] = reflect_df['grading reflection'].str.replace('Reflected','')\n",
    "\n",
    "factor_kw = ['follow instructions','understand','effort']\n",
    "# # kw_replace =\n",
    "fair_df.replace({s: [kw for kw in factor_kw if kw in s][0] for s in fair_df['factor']},inplace=True)\n",
    "g = sns.displot(data = reflect_df, x='grading reflection',col='factor', hue = 'grading reflection',)\n",
    "g.set(xticklabels=[]);\n",
    "# fair_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d354b301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_9_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "activity_col = [cname for cname in feedback_df.columns if 'outside' in cname][0]\n",
    "activity_counts = pd.get_dummies(feedback_df[activity_col].str.split(',').apply(pd.Series).stack()).sum()\n",
    "activity_counts = activity_counts.rename_axis(index='activites outside of class')\n",
    "# activity_counts.plot.bar()\n",
    "ac_clean = activity_counts.reset_index().rename(columns={0:'students'})\n",
    "sns.barplot(data=ac_clean,y='activites outside of class',x='students',);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eee01a87",
   "metadata": {},
   "source": [
    "## Changes based on your feedback for the rest of the semester\n",
    "\n",
    "\n",
    "- Assignments posted by Wed, due Tuesday (after this one, but I'm giving class time for it)\n",
    "- Assignments will have a bit more detail or advice (this one is very structured because of the short time, but not all will be this closed).\n",
    "- Office hours will stay the same, but deadlines moved\n",
    "- Will collect descriptions of any [issued with Prismia.chat](https://forms.gle/L1n6iSTtUZe6mMeBA) to pass on to the developers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b53fd4e",
   "metadata": {},
   "source": [
    "## Assignment\n",
    "\n",
    "- Accept\n",
    "- Git demo\n",
    "- Read & make notes of a plan (what do you need to do? what methods will you use?)\n",
    "- Discuss your plan in a breakout room\n",
    "\n",
    "\n",
    "Questions:\n",
    "1. Errors means misclassifications, samples where the classifier's prediction is not correct."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f3fe1df",
   "metadata": {},
   "source": [
    "## More on Naive Bayes\n",
    "\n",
    "From last week:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8f020ce6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load http://drsmb.co/310\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "164c9620",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(iris.values[:,:4],\n",
    "                                                    iris.values[:,-1],\n",
    "                                                    test_size=0.5, random_state=5)\n",
    "\n",
    "\n",
    "gnb = GaussianNB()\n",
    "y_pred = gnb.fit(X_train, y_train).predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "819d8a95",
   "metadata": {},
   "source": [
    "Remember we can check accuracy with the score method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "21ec84cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9466666666666667"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gnb.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2acc4dec",
   "metadata": {},
   "source": [
    "We can inspect the trained classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f627bcbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'priors': None,\n",
       " 'var_smoothing': 1e-09,\n",
       " 'n_features_in_': 4,\n",
       " 'epsilon_': 3.3870506666666674e-09,\n",
       " 'classes_': array(['setosa', 'versicolor', 'virginica'], dtype='<U10'),\n",
       " 'theta_': array([[4.98571429, 3.40714286, 1.47142857, 0.23214286],\n",
       "        [5.96190476, 2.76666667, 4.34285714, 1.31904762],\n",
       "        [6.61923077, 2.95384615, 5.59230769, 2.01153846]]),\n",
       " 'sigma_': array([[0.15551021, 0.17709184, 0.03275511, 0.00718113],\n",
       "        [0.23188209, 0.0984127 , 0.15482994, 0.03392291],\n",
       "        [0.48232249, 0.1071006 , 0.34686391, 0.06948225]]),\n",
       " 'class_count_': array([28., 21., 26.]),\n",
       " 'class_prior_': array([0.37333333, 0.28      , 0.34666667])}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gnb.__dict__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e4aa1e8",
   "metadata": {},
   "source": [
    "Gaussian Niave Bayes learns the mean and variance for each feature in each class.  We can use that to generate synthetic data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "72fc6739",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fbb4c0d68d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 907.075x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_20_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.concatenate([np.random.multivariate_normal(mu, sig*np.eye(4),20)\n",
    "                                  for mu, sig in zip(gnb.theta_,gnb.sigma_)]))\n",
    "df['species'] = [ci for cl in [[c]*20 for c in gnb.classes_] for ci in cl]\n",
    "sns.pairplot(data =df, hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72b37fba",
   "metadata": {},
   "source": [
    "It decides for it's predictions by computing probabilities and predicting the highest probability one.  We can have it return these probabilities directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "41c176e4",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-14-e6a42f6fa178>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-14-e6a42f6fa178>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    gnb.predict_proba(X_test)`\u001b[0m\n\u001b[0m                             ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "gnb.predict_proba(X_test)`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b13ca63e",
   "metadata": {},
   "source": [
    "We can use these to see how confident it is on each point.  First, we'll get the probability of the predicted class (the max in each row of the matrix)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "70504627",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.9999498 , 0.70485761, 0.99999988, 1.        , 1.        ,\n",
       "       0.99999528, 1.        , 0.88532403, 1.        , 0.98995685,\n",
       "       0.98928212, 0.69406879, 0.99999999, 0.99999997, 1.        ,\n",
       "       1.        , 0.90927501, 0.99999997, 1.        , 1.        ,\n",
       "       0.99972898, 0.99999839, 1.        , 0.92449508, 0.99970908,\n",
       "       0.99999997, 0.99857943, 0.99965594, 0.98844145, 0.99999983,\n",
       "       1.        , 0.99993213, 0.9999939 , 1.        , 0.80885454,\n",
       "       1.        , 1.        , 1.        , 1.        , 0.99999993,\n",
       "       0.98915134, 0.99998516, 1.        , 1.        , 0.95513579,\n",
       "       0.85016072, 0.99525954, 0.99999988, 1.        , 1.        ,\n",
       "       0.98735446, 1.        , 1.        , 1.        , 1.        ,\n",
       "       0.99906987, 0.67288225, 0.99999514, 0.9999897 , 0.96679497,\n",
       "       0.99999729, 0.99986416, 0.99999998, 0.55849652, 1.        ,\n",
       "       0.98840745, 1.        , 0.94307153, 0.99999991, 0.99990409,\n",
       "       1.        , 0.99977424, 0.92205013, 0.99937796, 0.99994699])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pob_ypred = np.max(gnb.predict_proba(X_test),axis=1)\n",
    "pob_ypred"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192da043",
   "metadata": {},
   "source": [
    "Now, we'll put the test data into a `DataFrame` so we can use high level plotting functions from `pandas` and `seaborn`.  We could use the `numpy` data structures that scikit learn uses directly with `matplotlib` plotting and `numpy` statistics, but this is a little more compact and readable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "30bb7ae4",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "      <th>species_pred</th>\n",
       "      <th>pob_ypred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>versicolor</td>\n",
       "      <td>versicolor</td>\n",
       "      <td>0.999950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>virginica</td>\n",
       "      <td>virginica</td>\n",
       "      <td>0.704858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>virginica</td>\n",
       "      <td>virginica</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>setosa</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>virginica</td>\n",
       "      <td>virginica</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  sepal_length sepal_width petal_length petal_width     species species_pred  \\\n",
       "0          5.8         2.7          3.9         1.2  versicolor   versicolor   \n",
       "1          6.1         2.6          5.6         1.4   virginica    virginica   \n",
       "2          5.8         2.8          5.1         2.4   virginica    virginica   \n",
       "3          4.4         3.2          1.3         0.2      setosa       setosa   \n",
       "4          7.2         3.6          6.1         2.5   virginica    virginica   \n",
       "\n",
       "   pob_ypred  \n",
       "0   0.999950  \n",
       "1   0.704858  \n",
       "2   1.000000  \n",
       "3   1.000000  \n",
       "4   1.000000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_test_df = pd.DataFrame(X_test,columns = iris.columns[:4])\n",
    "iris_test_df['species'] = y_test\n",
    "iris_test_df['species_pred'] = y_pred\n",
    "iris_test_df['pob_ypred'] = pob_ypred\n",
    "iris_test_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "205da25c",
   "metadata": {},
   "source": [
    "First we'll look at the one pairwise view of the data that was the most visually separate, `'petal_width'` vs `'petal_length'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cd657525",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='petal_width', ylabel='petal_length'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall20/BrownFall20/_build/jupyter_execute/notes/2020-10-19_28_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_test_df.plot.scatter(x='petal_width', y = 'petal_length',c='pob_ypred')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b13f5f64",
   "metadata": {},
   "source": [
    "Notice that the points near the boundary are the lowest probability. We can inspect further by adding a `'correct'` column with boolean values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bbb8cff4",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_test_df['correct'] = iris_test_df['species'] == iris_test_df['species_pred']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fda2790",
   "metadata": {},
   "source": [
    "Now we can use EDA (exploratory data analysis) to further examine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c12cb070",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "         count      mean       std       min       25%       50%       75%  \\\n",
       "correct                                                                      \n",
       "False      4.0  0.770240  0.176779  0.558497  0.660176  0.789696  0.899761   \n",
       "True      71.0  0.980814  0.059866  0.672882  0.999224  1.000000  1.000000   \n",
       "\n",
       "              max  \n",
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       "False    0.943072  \n",
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      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_test_df.groupby('correct')['pob_ypred'].describe()"
   ]
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    "The incorrectly (`False`) predicted samples were much lower confidence and higher variance in confidence. This suggests that the classifier is a good fit for the data, though it's imperfect on the test set, and that we should trust how it's working.\n",
    "\n",
    "## Try it yourself\n",
    "\n",
    "1. Can any of these things help with Assignment 6?\n",
    "1. Review the datasets you've used for prior analyses, can they be used for any classification?\n",
    "1. What kinds of data would be needed to train a classifier for some ML systems that you interact with?"
   ]
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