{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "118104be",
   "metadata": {},
   "source": [
    "# More EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b8c5125b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_theme(palette='colorblind')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "16a7bc84",
   "metadata": {},
   "outputs": [],
   "source": [
    "arabica_data_url = 'https://raw.githubusercontent.com/jldbc/coffee-quality-database/master/data/arabica_data_cleaned.csv'\n",
    "robusta_data_url = 'https://raw.githubusercontent.com/jldbc/coffee-quality-database/master/data/robusta_data_cleaned.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f329f7d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "coffee_df = pd.read_csv(arabica_data_url,index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae0edb69",
   "metadata": {},
   "source": [
    "## Which of the following is distributed most similarly to Sweetness?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f1e96c00",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_of_interest = ['Flavor','Balance','Aroma','Body',\n",
    "                      'Uniformity','Aftertaste','Sweetness']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2b98adf",
   "metadata": {},
   "source": [
    "We can answer this statistically, technically, but it will be easiest to do this\n",
    "looking ad a plot.\n",
    "\n",
    "First step is to subset the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acfebd9b",
   "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>Flavor</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Aroma</th>\n",
       "      <th>Body</th>\n",
       "      <th>Uniformity</th>\n",
       "      <th>Aftertaste</th>\n",
       "      <th>Sweetness</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.83</td>\n",
       "      <td>8.42</td>\n",
       "      <td>8.67</td>\n",
       "      <td>8.50</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.67</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8.67</td>\n",
       "      <td>8.42</td>\n",
       "      <td>8.75</td>\n",
       "      <td>8.42</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.50</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Flavor  Balance  Aroma  Body  Uniformity  Aftertaste  Sweetness\n",
       "1    8.83     8.42   8.67  8.50        10.0        8.67       10.0\n",
       "2    8.67     8.42   8.75  8.42        10.0        8.50       10.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coffee_df[scores_of_interest].head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7036b0c",
   "metadata": {},
   "source": [
    "Then we produce a kde plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4cf9019a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: ylabel='Density'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_9_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coffee_df[scores_of_interest].plot(kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4839f3a",
   "metadata": {},
   "source": [
    "We could also do it with seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3deecb60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192e391370>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 637.375x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_11_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=coffee_df[scores_of_interest])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "150cc33a",
   "metadata": {},
   "source": [
    "the default is not as helpful as using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c129a103",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f193276d1c0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 637.375x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_13_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=coffee_df[scores_of_interest],kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dbff972",
   "metadata": {},
   "source": [
    "If we forget the parameter `kind`, we get its default value.\n",
    "````{margin}\n",
    "```{note}\n",
    "If you show this excerpt, you'll see how I was able to select only a subset of the docstring to display in the notebook, programmatically. You're not required to know how to do it, but if you're curious, you can see.\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e507549a",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "``kind`` parameter selects the approach to use:\n",
      "\n",
      "- :func:`histplot` (with ``kind=\"hist\"``; the default)\n",
      "- :func:`kdeplot` (with ``kind=\"kde\"``)\n",
      "- :func:`ecdfplot` (with ``kind=\"ecdf\"``; univariate-only)\n"
     ]
    }
   ],
   "source": [
    "print('\\n'.join(sns.displot.__doc__.split('\\n')[5:10]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00eea87b",
   "metadata": {},
   "source": [
    "## Summarizing with multiple variables\n",
    "\n",
    "So, we can summarize data now, but the summaries we have done so far have treated each variable one at a time.  The most interesting patterns are in often in how multiple variables interact. We'll do some modeling that looks at multivariate functions of data in a few weeks, but for now, we do a little more with summary statistics.\n",
    "\n",
    "On Monday, we saw how to see how many reviews there were per country, using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fdfb03df",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_per_country = coffee_df.groupby('Country.of.Origin')['Number.of.Bags'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0bb2e7b",
   "metadata": {},
   "source": [
    "What just happened?\n",
    "![split-apply-combine image showing one data table, it split into 3 part, the sum applied to each part, and the sums combined back into one table](https://jakevdp.github.io/PythonDataScienceHandbook/figures/03.08-split-apply-combine.png)\n",
    "\n",
    "Groupby splits the whole dataframe into parts where each part has the same value for `Country.of.Origin` and then after that, we extracted the `Number.of.Bags` column, took the sum (within each separate group) and then put it all back together in one table (in this case, a `Series` becuase we picked one variable out)\n",
    "\n",
    "(groupby-detail)=\n",
    "### How does Groupby Work?\n",
    "```{important}\n",
    "This is more details with code examples on how the groupby works.  If you want\n",
    "to run this code for yourself, use the download icon at the top right to download\n",
    "these notes as a notebook.\n",
    "```\n",
    "\n",
    "We can view this by saving the groupby object as a variable and exploring it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1fb2c046",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f1932661910>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_grouped = coffee_df.groupby('Country.of.Origin')\n",
    "\n",
    "country_grouped"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce4abbf4",
   "metadata": {},
   "source": [
    "Trying to look at it without applying additional functions, just tells us the type.  But, it's iterable, so we can loop over."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8046bc75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n",
      "<class 'str'> <class 'pandas.core.frame.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "for country,df in country_grouped:\n",
    "    print(type(country), type(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "750a6088",
   "metadata": {},
   "source": [
    "````{margin}\n",
    "```{note}\n",
    "I used this feature to build the separate view of the communication channels on this website.  You can view that source using the github icon on that page.\n",
    "```\n",
    "````\n",
    "\n",
    "We could manually compute things using the data structure, if needed, though using pandas functionality will usually do what we want. For example:\n",
    "\n",
    "````{margin}\n",
    "```{note}\n",
    "I tried putting this dictionary into the dataframe for display purposes using the regular constructor and got an error, so I googled about making one from a dictionary to get the docs, which is how I learned about the [`from_dict`](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.from_dict.html) method and its `orient` parameter which solved my problems.\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7d3e18e6",
   "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>Number.of.Bags.Sum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>30534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colombia</th>\n",
       "      <td>41204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Costa Rica</th>\n",
       "      <td>10354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cote d?Ivoire</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecuador</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>El Salvador</th>\n",
       "      <td>4449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethiopia</th>\n",
       "      <td>11761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guatemala</th>\n",
       "      <td>36868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haiti</th>\n",
       "      <td>390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honduras</th>\n",
       "      <td>13167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indonesia</th>\n",
       "      <td>1658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kenya</th>\n",
       "      <td>3971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laos</th>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malawi</th>\n",
       "      <td>557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mauritius</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mexico</th>\n",
       "      <td>24140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Myanmar</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nicaragua</th>\n",
       "      <td>6406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Panama</th>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Papua New Guinea</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peru</th>\n",
       "      <td>2336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philippines</th>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rwanda</th>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taiwan</th>\n",
       "      <td>1914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tanzania, United Republic Of</th>\n",
       "      <td>3760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>1310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uganda</th>\n",
       "      <td>3868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States (Hawaii)</th>\n",
       "      <td>833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States (Puerto Rico)</th>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Number.of.Bags.Sum\n",
       "Brazil                                     30534\n",
       "Burundi                                      520\n",
       "China                                         55\n",
       "Colombia                                   41204\n",
       "Costa Rica                                 10354\n",
       "Cote d?Ivoire                                  2\n",
       "Ecuador                                        1\n",
       "El Salvador                                 4449\n",
       "Ethiopia                                   11761\n",
       "Guatemala                                  36868\n",
       "Haiti                                        390\n",
       "Honduras                                   13167\n",
       "India                                         20\n",
       "Indonesia                                   1658\n",
       "Japan                                         20\n",
       "Kenya                                       3971\n",
       "Laos                                          81\n",
       "Malawi                                       557\n",
       "Mauritius                                      1\n",
       "Mexico                                     24140\n",
       "Myanmar                                       10\n",
       "Nicaragua                                   6406\n",
       "Panama                                       537\n",
       "Papua New Guinea                               7\n",
       "Peru                                        2336\n",
       "Philippines                                  259\n",
       "Rwanda                                       150\n",
       "Taiwan                                      1914\n",
       "Tanzania, United Republic Of                3760\n",
       "Thailand                                    1310\n",
       "Uganda                                      3868\n",
       "United States                                361\n",
       "United States (Hawaii)                       833\n",
       "United States (Puerto Rico)                   71\n",
       "Vietnam                                       10\n",
       "Zambia                                        13"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_total_dict = {}\n",
    "\n",
    "for country,df in country_grouped:\n",
    "    tot_bags =  df['Number.of.Bags'].sum()\n",
    "    bag_total_dict[country] = tot_bags\n",
    "\n",
    "pd.DataFrame.from_dict(bag_total_dict, orient='index',\n",
    "                           columns = ['Number.of.Bags.Sum'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4c33bf7",
   "metadata": {},
   "source": [
    "is the same as what we did before\n",
    "\n",
    "## Sorting DataFrames\n",
    "\n",
    "We saved the totals, so we can check what type that is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b584754f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(total_per_country)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91ab959c",
   "metadata": {},
   "source": [
    "It's a pandas series, so we can use the `sort_values` method.\n",
    "\n",
    "````{margin}\n",
    "```{admonition} Try it yourself\n",
    "There is another sort method, `sort_index` what would that one do?\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "de416755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country.of.Origin\n",
       "Colombia                        41204\n",
       "Guatemala                       36868\n",
       "Brazil                          30534\n",
       "Mexico                          24140\n",
       "Honduras                        13167\n",
       "Ethiopia                        11761\n",
       "Costa Rica                      10354\n",
       "Nicaragua                        6406\n",
       "El Salvador                      4449\n",
       "Kenya                            3971\n",
       "Uganda                           3868\n",
       "Tanzania, United Republic Of     3760\n",
       "Peru                             2336\n",
       "Taiwan                           1914\n",
       "Indonesia                        1658\n",
       "Thailand                         1310\n",
       "United States (Hawaii)            833\n",
       "Malawi                            557\n",
       "Panama                            537\n",
       "Burundi                           520\n",
       "Haiti                             390\n",
       "United States                     361\n",
       "Philippines                       259\n",
       "Rwanda                            150\n",
       "Laos                               81\n",
       "United States (Puerto Rico)        71\n",
       "China                              55\n",
       "India                              20\n",
       "Japan                              20\n",
       "Zambia                             13\n",
       "Myanmar                            10\n",
       "Vietnam                            10\n",
       "Papua New Guinea                    7\n",
       "Cote d?Ivoire                       2\n",
       "Ecuador                             1\n",
       "Mauritius                           1\n",
       "Name: Number.of.Bags, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_per_country.sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60e2763e",
   "metadata": {},
   "source": [
    "## More plot types\n",
    "\n",
    "We can also look at the distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "74bcb55a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192e37b7f0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_29_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=coffee_df,x='Country.of.Origin',y='Number.of.Bags')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c4b5879c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192e389130>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_30_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='violin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7ce52cd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192ddef520>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_31_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e19dcc1",
   "metadata": {},
   "source": [
    "````{margin}\n",
    "```{note}\n",
    "We can use `head(10)` here too.\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c0b4747",
   "metadata": {},
   "source": [
    "## How can we pick the top 10 countries out?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a34cc4ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country.of.Origin\n",
       "Colombia       41204\n",
       "Guatemala      36868\n",
       "Brazil         30534\n",
       "Mexico         24140\n",
       "Honduras       13167\n",
       "Ethiopia       11761\n",
       "Costa Rica     10354\n",
       "Nicaragua       6406\n",
       "El Salvador     4449\n",
       "Kenya           3971\n",
       "Name: Number.of.Bags, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_per_country.sort_values(ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9bf0ce46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(total_per_country.sort_values(ascending=False)[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1d797a5",
   "metadata": {},
   "source": [
    "this is a series, but we can change it to a DataFrame with `reset_index()` this will also add a new index column but a side effect is that it becomes a DataFrame again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1f42b6d6",
   "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>Country.of.Origin</th>\n",
       "      <th>Number.of.Bags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Colombia</td>\n",
       "      <td>41204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Guatemala</td>\n",
       "      <td>36868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>30534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>24140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Honduras</td>\n",
       "      <td>13167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>11761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>10354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>6406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>El Salvador</td>\n",
       "      <td>4449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>3971</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country.of.Origin  Number.of.Bags\n",
       "0          Colombia           41204\n",
       "1         Guatemala           36868\n",
       "2            Brazil           30534\n",
       "3            Mexico           24140\n",
       "4          Honduras           13167\n",
       "5          Ethiopia           11761\n",
       "6        Costa Rica           10354\n",
       "7         Nicaragua            6406\n",
       "8       El Salvador            4449\n",
       "9             Kenya            3971"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_total_df = total_per_country.sort_values(ascending=False)[:10].reset_index()\n",
    "top_total_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1925d9d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192dcf8670>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_38_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=top_total_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12158a26",
   "metadata": {},
   "source": [
    "this got the number of countries fewer, bu they were still hard to read because they were small and still overlapping, so I added `aspect=2` to make it 2x as wide as tall and give it more space. We can also use a similar strategy to pull out just these country names and get all the data for those."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1aecc0eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "top_countries = total_per_country.sort_values(ascending=False)[:10].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2da075b7",
   "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>Species</th>\n",
       "      <th>Owner</th>\n",
       "      <th>Country.of.Origin</th>\n",
       "      <th>Farm.Name</th>\n",
       "      <th>Lot.Number</th>\n",
       "      <th>Mill</th>\n",
       "      <th>ICO.Number</th>\n",
       "      <th>Company</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>Region</th>\n",
       "      <th>...</th>\n",
       "      <th>Color</th>\n",
       "      <th>Category.Two.Defects</th>\n",
       "      <th>Expiration</th>\n",
       "      <th>Certification.Body</th>\n",
       "      <th>Certification.Address</th>\n",
       "      <th>Certification.Contact</th>\n",
       "      <th>unit_of_measurement</th>\n",
       "      <th>altitude_low_meters</th>\n",
       "      <th>altitude_high_meters</th>\n",
       "      <th>altitude_mean_meters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arabica</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>2014/2015</td>\n",
       "      <td>metad agricultural developmet plc</td>\n",
       "      <td>1950-2200</td>\n",
       "      <td>guji-hambela</td>\n",
       "      <td>...</td>\n",
       "      <td>Green</td>\n",
       "      <td>0</td>\n",
       "      <td>April 3rd, 2016</td>\n",
       "      <td>METAD Agricultural Development plc</td>\n",
       "      <td>309fcf77415a3661ae83e027f7e5f05dad786e44</td>\n",
       "      <td>19fef5a731de2db57d16da10287413f5f99bc2dd</td>\n",
       "      <td>m</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>2075.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arabica</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>metad plc</td>\n",
       "      <td>2014/2015</td>\n",
       "      <td>metad agricultural developmet plc</td>\n",
       "      <td>1950-2200</td>\n",
       "      <td>guji-hambela</td>\n",
       "      <td>...</td>\n",
       "      <td>Green</td>\n",
       "      <td>1</td>\n",
       "      <td>April 3rd, 2016</td>\n",
       "      <td>METAD Agricultural Development plc</td>\n",
       "      <td>309fcf77415a3661ae83e027f7e5f05dad786e44</td>\n",
       "      <td>19fef5a731de2db57d16da10287413f5f99bc2dd</td>\n",
       "      <td>m</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>2075.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Species      Owner Country.of.Origin  Farm.Name Lot.Number       Mill  \\\n",
       "1  Arabica  metad plc          Ethiopia  metad plc        NaN  metad plc   \n",
       "2  Arabica  metad plc          Ethiopia  metad plc        NaN  metad plc   \n",
       "\n",
       "  ICO.Number                            Company   Altitude        Region  ...  \\\n",
       "1  2014/2015  metad agricultural developmet plc  1950-2200  guji-hambela  ...   \n",
       "2  2014/2015  metad agricultural developmet plc  1950-2200  guji-hambela  ...   \n",
       "\n",
       "   Color  Category.Two.Defects       Expiration  \\\n",
       "1  Green                     0  April 3rd, 2016   \n",
       "2  Green                     1  April 3rd, 2016   \n",
       "\n",
       "                   Certification.Body  \\\n",
       "1  METAD Agricultural Development plc   \n",
       "2  METAD Agricultural Development plc   \n",
       "\n",
       "                      Certification.Address  \\\n",
       "1  309fcf77415a3661ae83e027f7e5f05dad786e44   \n",
       "2  309fcf77415a3661ae83e027f7e5f05dad786e44   \n",
       "\n",
       "                      Certification.Contact unit_of_measurement  \\\n",
       "1  19fef5a731de2db57d16da10287413f5f99bc2dd                   m   \n",
       "2  19fef5a731de2db57d16da10287413f5f99bc2dd                   m   \n",
       "\n",
       "  altitude_low_meters altitude_high_meters  altitude_mean_meters  \n",
       "1              1950.0               2200.0                2075.0  \n",
       "2              1950.0               2200.0                2075.0  \n",
       "\n",
       "[2 rows x 43 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coffee_df[coffee_df['Country.of.Origin'].isin(top_countries)].head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec60ee94",
   "metadata": {},
   "source": [
    "I forgot the `isin` method in class and had to look that up, I more often need to filter by numerical columns or selecting a single value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a82a84ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "top_coffee_df = coffee_df[coffee_df['Country.of.Origin'].isin(top_countries)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a68c410d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192db6ebb0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_44_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "399e72f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 952 entries, 1 to 1312\n",
      "Data columns (total 43 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   Species                952 non-null    object \n",
      " 1   Owner                  945 non-null    object \n",
      " 2   Country.of.Origin      952 non-null    object \n",
      " 3   Farm.Name              694 non-null    object \n",
      " 4   Lot.Number             205 non-null    object \n",
      " 5   Mill                   760 non-null    object \n",
      " 6   ICO.Number             908 non-null    object \n",
      " 7   Company                789 non-null    object \n",
      " 8   Altitude               833 non-null    object \n",
      " 9   Region                 919 non-null    object \n",
      " 10  Producer               812 non-null    object \n",
      " 11  Number.of.Bags         952 non-null    int64  \n",
      " 12  Bag.Weight             952 non-null    object \n",
      " 13  In.Country.Partner     952 non-null    object \n",
      " 14  Harvest.Year           932 non-null    object \n",
      " 15  Grading.Date           952 non-null    object \n",
      " 16  Owner.1                945 non-null    object \n",
      " 17  Variety                824 non-null    object \n",
      " 18  Processing.Method      850 non-null    object \n",
      " 19  Aroma                  952 non-null    float64\n",
      " 20  Flavor                 952 non-null    float64\n",
      " 21  Aftertaste             952 non-null    float64\n",
      " 22  Acidity                952 non-null    float64\n",
      " 23  Body                   952 non-null    float64\n",
      " 24  Balance                952 non-null    float64\n",
      " 25  Uniformity             952 non-null    float64\n",
      " 26  Clean.Cup              952 non-null    float64\n",
      " 27  Sweetness              952 non-null    float64\n",
      " 28  Cupper.Points          952 non-null    float64\n",
      " 29  Total.Cup.Points       952 non-null    float64\n",
      " 30  Moisture               952 non-null    float64\n",
      " 31  Category.One.Defects   952 non-null    int64  \n",
      " 32  Quakers                951 non-null    float64\n",
      " 33  Color                  808 non-null    object \n",
      " 34  Category.Two.Defects   952 non-null    int64  \n",
      " 35  Expiration             952 non-null    object \n",
      " 36  Certification.Body     952 non-null    object \n",
      " 37  Certification.Address  952 non-null    object \n",
      " 38  Certification.Contact  952 non-null    object \n",
      " 39  unit_of_measurement    952 non-null    object \n",
      " 40  altitude_low_meters    830 non-null    float64\n",
      " 41  altitude_high_meters   830 non-null    float64\n",
      " 42  altitude_mean_meters   830 non-null    float64\n",
      "dtypes: float64(16), int64(3), object(24)\n",
      "memory usage: 327.2+ KB\n"
     ]
    }
   ],
   "source": [
    "top_coffee_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5f1e1908",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192dfa65b0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x2000 with 10 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_46_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(top_coffee_df, x='Sweetness', kind='kde', col='Country.of.Origin',col_wrap=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa766290",
   "metadata": {},
   "source": [
    "We'll see next week how to manipulate the dataset so that we can plot multiple scores this way."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8af8c5f1",
   "metadata": {},
   "source": [
    "Variable types and data types\n",
    "Related but not the same."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b4a5740",
   "metadata": {},
   "source": [
    "## General Plotting Ideas\n",
    "\n",
    "There are lots of type of plots, we saw the basic patterns of how to use them and we've used a few types, but we cannot (and do not need to) go through every single type.  There are general patterns that you can use that will help you think about what type of plot you might want and help you understand them to be able to customize plots.  \n",
    "\n",
    "[Seaborn's main goal is opinionated defaults and flexible customization](https://seaborn.pydata.org/tutorial/introduction.html#opinionated-defaults-and-flexible-customization\n",
    "\n",
    "\n",
    "### Anatomy of a figure\n",
    "\n",
    "First is the [matplotlib](https://matplotlib.org) structure of a figure.  BOth pandas and seaborn and other plotting libraries use matplotlib. Matplotlib was used [in visualizing the first Black hole](https://numfocus.org/case-studies/first-photograph-black-hole).\n",
    "\n",
    "![annotated graph](https://matplotlib.org/stable/_images/sphx_glr_anatomy_001.png)\n",
    "\n",
    "This is a lot of information, but these are good to know things.  THe most important is the figure and the axes.\n",
    "\n",
    "```{admonition} Try it Yourself\n",
    "Make sure you can explain what is a figure and what are axes in your own words and why that distinction matters. Discuss in office hours if you are unsure.\n",
    "```\n",
    "\n",
    "*that image was [drawn with code](https://matplotlib.org/stable/gallery/showcase/anatomy.html#anatomy-of-a-figure)* and that page explains more.\n",
    "\n",
    "\n",
    "### Plotting Function types in Seaborn\n",
    "\n",
    "Seaborn has two *levels* or groups of plotting functions. Figure and axes.  Figure level fucntions can plot with subplots.\n",
    "\n",
    "![summary of plot types](https://seaborn.pydata.org/_images/function_overview_8_0.png)\n",
    "\n",
    "\n",
    "This is from thie [overivew]() section of the official seaborn tutorial. It also includes a comparison of\n",
    "[figure vs axes](https://seaborn.pydata.org/tutorial/function_overview.html#relative-merits-of-figure-level-functions) plotting.\n",
    "\n",
    "The [official introduction](https://seaborn.pydata.org/tutorial/introduction.html) is also a good read.\n",
    "\n",
    "### More\n",
    "\n",
    "The [seaborn gallery](https://seaborn.pydata.org/examples/index.html) and [matplotlib gallery](https://matplotlib.org/2.0.2/gallery.html) are nice to look at too."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acb9802e",
   "metadata": {},
   "source": [
    "## Styling Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "13b3875a",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6502d177",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192dac67f0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_52_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfebe658",
   "metadata": {},
   "source": [
    "This by default styles the plots to be more visually appealing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e881d681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f192bb16400>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_54_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(palette='colorblind')\n",
    "sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9762a510",
   "metadata": {},
   "source": [
    "the colorblind palette is more distinguishable under a variety fo colorblindness types. [for more](https://gist.github.com/mwaskom/b35f6ebc2d4b340b4f64a4e28e778486)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "007b9a2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f1928adfee0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_56_1.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(palette='bright')\n",
    "sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "427cf72e",
   "metadata": {},
   "source": [
    "Colorblind is a good default, but you can choose others that yo like more too.\n",
    "\n",
    "[more on colors](https://seaborn.pydata.org/tutorial/color_palettes.html#general-principles-for-using-color-in-plots)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9d03360",
   "metadata": {},
   "source": [
    "to prepare plots for posters vs printing, etc you can use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "86d39ef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_59_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context('paper'):\n",
    "    sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect =2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6b700de1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_60_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context('poster'):\n",
    "    sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect =2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "008ac4f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_61_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context('talk'):\n",
    "    sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect =2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "36ee99fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "filenames": {
       "image/png": "/home/runner/work/BrownFall22/BrownFall22/_build/jupyter_execute/notes/2022-09-23_62_0.png"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context('notebook'):\n",
    "    sns.catplot(data=top_coffee_df,x='Country.of.Origin',y='Number.of.Bags',\n",
    "           kind='bar',aspect =2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d460f4fd",
   "metadata": {},
   "source": [
    "It's not perfect, but it gives you a good starting point."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0b915f",
   "metadata": {},
   "source": [
    "## More Practice\n",
    "\n",
    "- Make a table thats total number of bags and mean and count of scored for each of the variables in the `scores_of_interest` list.\n",
    "- Make a bar chart of the mean score for each variable `scores_of_interest` grouped by country.\n",
    "\n",
    "## Questions\n",
    "\n",
    "```{note}\n",
    "\n",
    "Submit questions as Issues\n",
    "\n",
    "```\n",
    "\n",
    "\n",
    "## Questions After Class"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "text_representation": {
    "extension": ".md",
    "format_name": "myst",
    "format_version": 0.13,
    "jupytext_version": "1.10.3"
   }
  },
  "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": "3.9.16"
  },
  "source_map": [
   12,
   16,
   22,
   27,
   29,
   33,
   36,
   43,
   45,
   49,
   51,
   55,
   57,
   61,
   63,
   72,
   76,
   84,
   86,
   103,
   107,
   111,
   114,
   130,
   139,
   147,
   149,
   159,
   161,
   167,
   171,
   176,
   179,
   187,
   191,
   195,
   197,
   201,
   206,
   209,
   213,
   217,
   219,
   223,
   227,
   232,
   236,
   238,
   242,
   247,
   288,
   293,
   297,
   300,
   304,
   308,
   312,
   316,
   322,
   326,
   332,
   338,
   344,
   348,
   352
  ]
 },
 "nbformat": 4,
 "nbformat_minor": 5
}