{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "13ccdf55-b9f9-4cdf-b36b-b72cee374ac0",
   "metadata": {},
   "source": [
    "# Visualizing Distributions\n",
    "\n",
    "![Visualizing Distributions](../images/data_visualization/visualizing_distributions.png)\n",
    "\n",
    "## Explore the birds dataset\n",
    "\n",
    "Another way to dig into data is by looking at its distribution, or how the data is organized along an axis. Perhaps, for example, you'd like to learn about the general distribution, for this dataset, of the maximum wingspan or maximum body mass for the birds of Minnesota.\n",
    "\n",
    "Let's discover some facts about the distributions of data in this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6fb20a1b-1a19-483f-8c8c-38db4406f73e",
   "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>Name</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>Category</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>ConservationStatus</th>\n",
       "      <th>MinLength</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>MinBodyMass</th>\n",
       "      <th>MaxBodyMass</th>\n",
       "      <th>MinWingspan</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Black-bellied whistling-duck</td>\n",
       "      <td>Dendrocygna autumnalis</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>47.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulvous whistling-duck</td>\n",
       "      <td>Dendrocygna bicolor</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>45.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Snow goose</td>\n",
       "      <td>Anser caerulescens</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>4050.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ross's goose</td>\n",
       "      <td>Anser rossii</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>57.3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>1567.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>116.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Greater white-fronted goose</td>\n",
       "      <td>Anser albifrons</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Name          ScientificName  \\\n",
       "0  Black-bellied whistling-duck  Dendrocygna autumnalis   \n",
       "1        Fulvous whistling-duck     Dendrocygna bicolor   \n",
       "2                    Snow goose      Anser caerulescens   \n",
       "3                  Ross's goose            Anser rossii   \n",
       "4   Greater white-fronted goose         Anser albifrons   \n",
       "\n",
       "                Category         Order    Family        Genus  \\\n",
       "0  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "1  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "2  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "3  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "4  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "\n",
       "  ConservationStatus  MinLength  MaxLength  MinBodyMass  MaxBodyMass  \\\n",
       "0                 LC       47.0       56.0        652.0       1020.0   \n",
       "1                 LC       45.0       53.0        712.0       1050.0   \n",
       "2                 LC       64.0       79.0       2050.0       4050.0   \n",
       "3                 LC       57.3       64.0       1066.0       1567.0   \n",
       "4                 LC       64.0       81.0       1930.0       3310.0   \n",
       "\n",
       "   MinWingspan  MaxWingspan  \n",
       "0         76.0         94.0  \n",
       "1         85.0         93.0  \n",
       "2        135.0        165.0  \n",
       "3        113.0        116.0  \n",
       "4        130.0        165.0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "birds = pd.read_csv(\"../../data/birds.csv\")\n",
    "birds.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a3e59b3-06a7-4e13-9b7a-d4c184e952cf",
   "metadata": {},
   "source": [
    "In general, you can quickly look at the way data is distributed by using a scatter plot as we did in the previous lesson:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4484ced4-0fe7-4ead-b06d-df044bfb3d8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds.plot(kind=\"scatter\", x=\"MaxLength\", y=\"Order\", figsize=(12, 8))\n",
    "\n",
    "plt.title(\"Max Length per Order\")\n",
    "plt.ylabel(\"Order\")\n",
    "plt.xlabel(\"Max Length\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "757434dc-502d-47fb-8b7b-a02c084efc47",
   "metadata": {},
   "source": [
    "This gives an overview of the general distribution of body length per bird Order, but it is not the optimal way to display true distributions. That task is usually handled by creating a Histogram."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d07a99f-efbe-4b0d-91a8-6d03da865ab6",
   "metadata": {},
   "source": [
    "## Working with histograms\n",
    "\n",
    "Matplotlib offers very good ways to visualize data distribution using Histograms. This type of chart is like a bar chart where the distribution can be seen via a rise and fall of the bars. To build a histogram, you need numeric data. To build a Histogram, you can plot a chart defining the kind as 'hist' for Histogram. This chart shows the distribution of MaxBodyMass for the entire dataset's range of numeric data. By dividing the array of data it is given into smaller bins, it can display the distribution of the data's values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5fdf51f8-12f1-453b-b71e-985484e3f345",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds[\"MaxBodyMass\"].plot(kind=\"hist\", bins=10, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2816a064-2c90-4d43-b844-53bab7af3a6b",
   "metadata": {},
   "source": [
    "As you can see, most of the 400+ birds in this dataset fall in the range of under 2000 for their Max Body Mass. Gain more insight into the data by changing the `bins` parameter to a higher number, something like 30:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ceb2a6e2-1c5f-4865-89eb-205650408ef4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds[\"MaxBodyMass\"].plot(kind=\"hist\", bins=30, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec660da6-fffa-4bb9-b257-baeb9c490714",
   "metadata": {},
   "source": [
    "This chart shows the distribution in a bit more granular fashion. A chart less skewed to the left could be created by ensuring that you only select data within a given range:\n",
    "\n",
    "Filter your data to get only those birds whose body mass is under 60, and show 40 `bins`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2a39112c-2951-42a3-bcbd-591964950fe0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filteredBirds = birds[(birds[\"MaxBodyMass\"] > 1) & (birds[\"MaxBodyMass\"] < 60)]\n",
    "filteredBirds[\"MaxBodyMass\"].plot(kind=\"hist\", bins=40, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3bde561-b1d2-4d4a-a2c3-329db318f28f",
   "metadata": {},
   "source": [
    "✅ Try some other filters and data points. To see the full distribution of the data, remove the `['MaxBodyMass']` filter to show labeled distributions.\n",
    "\n",
    "The histogram offers some nice color and labeling enhancements to try as well:\n",
    "\n",
    "Create a 2D histogram to compare the relationship between two distributions. Let's compare `MaxBodyMass` vs. `MaxLength`. Matplotlib offers a built-in way to show convergence using brighter colors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae486551-366e-452a-b15f-80006bebd323",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = filteredBirds[\"MaxBodyMass\"]\n",
    "y = filteredBirds[\"MaxLength\"]\n",
    "\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "hist = ax.hist2d(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0ca3a38-7d05-4201-baf3-9008b1604880",
   "metadata": {},
   "source": [
    "There appears to be an expected correlation between these two elements along an expected axis, with one particularly strong point of convergence. Histograms work well by default for numeric data. What if you need to see distributions according to text data?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c372cdec-13f8-4857-a17d-4ffd98397aaa",
   "metadata": {},
   "source": [
    "## Explore the dataset for distributions using text data\n",
    "\n",
    "This dataset also includes good information about the bird category and its genus, species, and family as well as its conservation status. Let's dig into this conservation information. What is the distribution of the birds according to their conservation status?\n",
    "\n",
    "✅ In the dataset, several acronyms are used to describe conservation status. These acronyms come from the IUCN Red List Categories, an organization that catalogs species' status.\n",
    "\n",
    "* CR: Critically Endangered\n",
    "* EN: Endangered\n",
    "* EX: Extinct\n",
    "* LC: Least Concern\n",
    "* NT: Near Threatened\n",
    "* VU: Vulnerable\n",
    "\n",
    "These are text-based values so you will need to do a transform to create a histogram. Using the filteredBirds dataframe, display its conservation status alongside its Minimum Wingspan. What do you see?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1bc1c425-0919-45aa-bdc7-d4efa3062594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = filteredBirds.loc[filteredBirds.ConservationStatus == \"EX\", \"MinWingspan\"]\n",
    "x2 = filteredBirds.loc[filteredBirds.ConservationStatus == \"CR\", \"MinWingspan\"]\n",
    "x3 = filteredBirds.loc[filteredBirds.ConservationStatus == \"EN\", \"MinWingspan\"]\n",
    "x4 = filteredBirds.loc[filteredBirds.ConservationStatus == \"NT\", \"MinWingspan\"]\n",
    "x5 = filteredBirds.loc[filteredBirds.ConservationStatus == \"VU\", \"MinWingspan\"]\n",
    "x6 = filteredBirds.loc[filteredBirds.ConservationStatus == \"LC\", \"MinWingspan\"]\n",
    "\n",
    "kwargs = dict(alpha=0.5, bins=20)\n",
    "\n",
    "plt.hist(x1, **kwargs, color=\"red\", label=\"Extinct\")\n",
    "plt.hist(x2, **kwargs, color=\"orange\", label=\"Critically Endangered\")\n",
    "plt.hist(x3, **kwargs, color=\"yellow\", label=\"Endangered\")\n",
    "plt.hist(x4, **kwargs, color=\"green\", label=\"Near Threatened\")\n",
    "plt.hist(x5, **kwargs, color=\"blue\", label=\"Vulnerable\")\n",
    "plt.hist(x6, **kwargs, color=\"gray\", label=\"Least Concern\")\n",
    "\n",
    "plt.gca().set(title=\"Conservation Status\", ylabel=\"Min Wingspan\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ee763f7-20b5-4f34-8f45-56ebf867ed4b",
   "metadata": {},
   "source": [
    "There doesn't seem to be a good correlation between minimum wingspan and conservation status. Test other elements of the dataset using this method. You can try different filters as well. Do you find any correlation?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45667af7-1c7a-4812-816e-69ec3c6b2a00",
   "metadata": {},
   "source": [
    "## Density plots\n",
    "\n",
    "You may have noticed that the histograms we have looked at so far are 'stepped' and do not flow smoothly in an arc. To show a smoother density chart, you can try a density plot.\n",
    "\n",
    "To work with density plots, familiarize yourself with a new plotting library, [Seaborn](https://seaborn.pydata.org/generated/seaborn.kdeplot.html).\n",
    "\n",
    "Loading Seaborn, try a basic density plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1dd05b5f-f7f5-487a-b213-d2d1b1852129",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# reset seaborn theme\n",
    "sns.set_theme()\n",
    "\n",
    "sns.kdeplot(filteredBirds[\"MinWingspan\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10870159-a5cc-43b9-ac03-cd770b3c9cda",
   "metadata": {},
   "source": [
    "You can see how the plot echoes the previous one for Minimum Wingspan data; it's just a bit smoother. According to Seaborn's documentation, \"Relative to a histogram, KDE can produce a plot that is less cluttered and more interpretable, especially when drawing multiple distributions. But it has the potential to introduce distortions if the underlying distribution is bounded or not smooth. Like a histogram, the quality of the representation also depends on the selection of good smoothing parameters.\" source In other words, outliers as always will make your charts behave badly.\n",
    "\n",
    "If you wanted to revisit that jagged MaxBodyMass line in the second chart you built, you could smooth it out very well by recreating it using this method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6b171dc9-108a-4628-ad81-e298c6df3607",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(filteredBirds[\"MaxBodyMass\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4ed3aed-4937-4838-a336-336cdd2d949d",
   "metadata": {},
   "source": [
    "If you wanted a smooth, but not too smooth line, edit the bw_adjust parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "899b2a32-5c4e-4332-98b6-f5cb2910c16e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(filteredBirds[\"MaxBodyMass\"], bw_adjust=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cb2e720-1f41-427e-989d-102b5c1275a0",
   "metadata": {},
   "source": [
    "✅ Read about the parameters available for this type of plot and experiment!\n",
    "\n",
    "This type of chart offers beautifully explanatory visualizations. With a few lines of code, for example, you can show the max body mass density per bird Order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "21b187af-0b5b-4f73-9a89-98f6db82cefb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/7w/fv5n0x414253d7dv5g2wwmb40000gn/T/ipykernel_95923/3569857211.py:1: UserWarning: Dataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='MaxBodyMass', ylabel='Density'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=filteredBirds,\n",
    "    x=\"MaxBodyMass\",\n",
    "    hue=\"Order\",\n",
    "    fill=True,\n",
    "    common_norm=False,\n",
    "    palette=\"crest\",\n",
    "    alpha=0.5,\n",
    "    linewidth=0,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cf15da2-1d23-42d1-ae9d-8d2ae1039ad3",
   "metadata": {},
   "source": [
    "You can also map the density of several variables in one chart. Text the MaxLength and MinLength of a bird compared to their conservation status:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ccd8a8ba-ff83-4e41-84fe-387e3d3e0a28",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/7w/fv5n0x414253d7dv5g2wwmb40000gn/T/ipykernel_95923/49960699.py:1: UserWarning: KDE cannot be estimated (0 variance or perfect covariance). Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(data=filteredBirds, x=\"MinLength\", y=\"MaxLength\", hue=\"ConservationStatus\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='MinLength', ylabel='MaxLength'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=filteredBirds, x=\"MinLength\", y=\"MaxLength\", hue=\"ConservationStatus\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1ed9fac-d7e5-4c31-bd21-13e7a37e5910",
   "metadata": {},
   "source": [
    "Perhaps it's worth researching whether the cluster of 'Vulnerable' birds according to their lengths is meaningful or not."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}