notebooks/01_tabular_data_exploration_ex_01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a8079fec",
   "metadata": {},
   "source": [
    "# 📝 Exercise M1.01"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b013cb8",
   "metadata": {},
   "source": [
    "Imagine we are interested in predicting penguins species based on two of\n",
    "their body measurements: culmen length and culmen depth. First we want to do\n",
    "some data exploration to get a feel for the data.\n",
    "\n",
    "What are the features? What is the target?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee0affdb",
   "metadata": {},
   "source": [
    "The data is located in `../datasets/penguins_classification.csv`, load it\n",
    "with `pandas` into a `DataFrame`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f8bdba45",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:45:18.520573Z",
     "start_time": "2021-05-21T09:45:18.314709Z"
    }
   },
   "outputs": [],
   "source": [
    "# Write your code here.\n",
    "import pandas as pd\n",
    "\n",
    "penguins = pd.read_csv('../datasets/penguins_classification.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64176584",
   "metadata": {},
   "source": [
    "Show a few samples of the data\n",
    "\n",
    "How many features are numerical? How many features are categorical?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9018b4d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:45:48.764619Z",
     "start_time": "2021-05-21T09:45:48.758856Z"
    }
   },
   "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>Culmen Length (mm)</th>\n",
       "      <th>Culmen Depth (mm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>Adelie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>Adelie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Adelie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>Adelie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>Adelie</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Culmen Length (mm)  Culmen Depth (mm) Species\n",
       "0                39.1               18.7  Adelie\n",
       "1                39.5               17.4  Adelie\n",
       "2                40.3               18.0  Adelie\n",
       "3                36.7               19.3  Adelie\n",
       "4                39.3               20.6  Adelie"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code here.\n",
    "penguins.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7c8d0d9e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:46:25.912859Z",
     "start_time": "2021-05-21T09:46:25.902390Z"
    }
   },
   "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>Culmen Length (mm)</th>\n",
       "      <th>Culmen Depth (mm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>342.000000</td>\n",
       "      <td>342.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>43.921930</td>\n",
       "      <td>17.151170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.459584</td>\n",
       "      <td>1.974793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>32.100000</td>\n",
       "      <td>13.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>39.225000</td>\n",
       "      <td>15.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>44.450000</td>\n",
       "      <td>17.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>48.500000</td>\n",
       "      <td>18.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>59.600000</td>\n",
       "      <td>21.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Culmen Length (mm)  Culmen Depth (mm)\n",
       "count          342.000000         342.000000\n",
       "mean            43.921930          17.151170\n",
       "std              5.459584           1.974793\n",
       "min             32.100000          13.100000\n",
       "25%             39.225000          15.600000\n",
       "50%             44.450000          17.300000\n",
       "75%             48.500000          18.700000\n",
       "max             59.600000          21.500000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b42feff1",
   "metadata": {},
   "source": [
    "What are the different penguins species available in the dataset and how many\n",
    "samples of each species are there? Hint: select the right column and use\n",
    "the [`value_counts`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.value_counts.html) method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2d375872",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:46:12.526070Z",
     "start_time": "2021-05-21T09:46:12.519140Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Adelie       151\n",
       "Gentoo       123\n",
       "Chinstrap     68\n",
       "Name: Species, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins.Species.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81e4d4b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write your code here."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7dfe86b",
   "metadata": {},
   "source": [
    "Plot histograms for the numerical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "19e605e6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:47:11.195486Z",
     "start_time": "2021-05-21T09:47:10.866844Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Write your code here.\n",
    "_ = penguins.hist(figsize=(20, 14))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79f0a62b",
   "metadata": {},
   "source": [
    "Show features distribution for each class. Hint: use\n",
    "[`seaborn.pairplot`](https://seaborn.pydata.org/generated/seaborn.pairplot.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "00708336",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-21T09:48:58.487387Z",
     "start_time": "2021-05-21T09:48:57.473765Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 571.025x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Write your code here.\n",
    "import seaborn as sns\n",
    "\n",
    "columns = ['Culmen Length (mm)', 'Culmen Depth (mm)']\n",
    "_ = sns.pairplot(data=penguins, vars=columns,\n",
    "                 hue='Species', plot_kws={'alpha': 0.2},\n",
    "                 height=3, diag_kind='hist', diag_kws={'bins': 30})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "545bbaf6",
   "metadata": {},
   "source": [
    "Looking at these distributions, how hard do you think it will be to classify\n",
    "the penguins only using \"culmen depth\" and \"culmen length\"?"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
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    "version": 3
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   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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  "toc": {
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   "title_cell": "Table of Contents",
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