diff --git "a/notebooks/BioCLIP_data_viz.ipynb" "b/notebooks/BioCLIP_data_viz.ipynb"
new file mode 100644--- /dev/null
+++ "b/notebooks/BioCLIP_data_viz.ipynb"
@@ -0,0 +1,3250 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import plotly.express as px\n",
+    "\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "sns.set(rc = {'figure.figsize': (10,10)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_222484/3694103411.py:1: DtypeWarning: Columns (4,5,6) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df = pd.read_csv(\"../data/v1-dev-names.csv\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"../data/v1-dev-names.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>treeoflife_id</th>\n",
+       "      <th>eol_content_id</th>\n",
+       "      <th>eol_page_id</th>\n",
+       "      <th>bioscan_part</th>\n",
+       "      <th>bioscan_filename</th>\n",
+       "      <th>inat21_filename</th>\n",
+       "      <th>inat21_cls_name</th>\n",
+       "      <th>inat21_cls_num</th>\n",
+       "      <th>kingdom</th>\n",
+       "      <th>phylum</th>\n",
+       "      <th>class</th>\n",
+       "      <th>order</th>\n",
+       "      <th>family</th>\n",
+       "      <th>genus</th>\n",
+       "      <th>species</th>\n",
+       "      <th>common</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0824741f-cc1c-4881-b292-15fd3f7964cd</td>\n",
+       "      <td>29538374.0</td>\n",
+       "      <td>65414274.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Manfreda</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>tuberose</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5ca08f6b-9396-4cb9-9283-8dee158aac18</td>\n",
+       "      <td>27793900.0</td>\n",
+       "      <td>888015.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Metazoa</td>\n",
+       "      <td>Arthropoda</td>\n",
+       "      <td>Pancrustacea</td>\n",
+       "      <td>Lepidoptera</td>\n",
+       "      <td>Oenosandridae</td>\n",
+       "      <td>Discophlebia</td>\n",
+       "      <td>lipauges</td>\n",
+       "      <td>Discophlebia lipauges</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>f8c0f271-d8e5-4299-92d3-920508f74bf0</td>\n",
+       "      <td>29121641.0</td>\n",
+       "      <td>5618956.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Archaeplastida</td>\n",
+       "      <td>Tracheophyta</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Sapindales</td>\n",
+       "      <td>Rutaceae</td>\n",
+       "      <td>Melicope</td>\n",
+       "      <td>denhamii</td>\n",
+       "      <td>Melicope denhamii</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1f53e9d1-527f-42fd-b813-9f62fa2c2372</td>\n",
+       "      <td>27596176.0</td>\n",
+       "      <td>607817.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Metazoa</td>\n",
+       "      <td>Arthropoda</td>\n",
+       "      <td>Pancrustacea</td>\n",
+       "      <td>Trichoptera</td>\n",
+       "      <td>Limnephilidae</td>\n",
+       "      <td>Limnephilus</td>\n",
+       "      <td>lithus</td>\n",
+       "      <td>Limnephilus lithus</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>a05bc2a8-5453-4683-903e-ed44f0fe7245</td>\n",
+       "      <td>20300703.0</td>\n",
+       "      <td>267922.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Anatolian Black-eyed Blue</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          treeoflife_id  eol_content_id  eol_page_id  \\\n",
+       "0  0824741f-cc1c-4881-b292-15fd3f7964cd      29538374.0   65414274.0   \n",
+       "1  5ca08f6b-9396-4cb9-9283-8dee158aac18      27793900.0     888015.0   \n",
+       "2  f8c0f271-d8e5-4299-92d3-920508f74bf0      29121641.0    5618956.0   \n",
+       "3  1f53e9d1-527f-42fd-b813-9f62fa2c2372      27596176.0     607817.0   \n",
+       "4  a05bc2a8-5453-4683-903e-ed44f0fe7245      20300703.0     267922.0   \n",
+       "\n",
+       "   bioscan_part bioscan_filename inat21_filename inat21_cls_name  \\\n",
+       "0           NaN              NaN             NaN             NaN   \n",
+       "1           NaN              NaN             NaN             NaN   \n",
+       "2           NaN              NaN             NaN             NaN   \n",
+       "3           NaN              NaN             NaN             NaN   \n",
+       "4           NaN              NaN             NaN             NaN   \n",
+       "\n",
+       "   inat21_cls_num         kingdom        phylum         class        order  \\\n",
+       "0             NaN             NaN           NaN           NaN          NaN   \n",
+       "1             NaN         Metazoa    Arthropoda  Pancrustacea  Lepidoptera   \n",
+       "2             NaN  Archaeplastida  Tracheophyta           NaN   Sapindales   \n",
+       "3             NaN         Metazoa    Arthropoda  Pancrustacea  Trichoptera   \n",
+       "4             NaN             NaN           NaN           NaN          NaN   \n",
+       "\n",
+       "          family         genus   species                     common  \n",
+       "0            NaN      Manfreda       NaN                   tuberose  \n",
+       "1  Oenosandridae  Discophlebia  lipauges      Discophlebia lipauges  \n",
+       "2       Rutaceae      Melicope  denhamii          Melicope denhamii  \n",
+       "3  Limnephilidae   Limnephilus    lithus         Limnephilus lithus  \n",
+       "4            NaN           NaN       NaN  Anatolian Black-eyed Blue  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 10436521 entries, 0 to 10436520\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column            Non-Null Count     Dtype  \n",
+      "---  ------            --------------     -----  \n",
+      " 0   treeoflife_id     10436521 non-null  object \n",
+      " 1   eol_content_id    6621365 non-null   float64\n",
+      " 2   eol_page_id       6621365 non-null   float64\n",
+      " 3   bioscan_part      1128313 non-null   float64\n",
+      " 4   bioscan_filename  1128313 non-null   object \n",
+      " 5   inat21_filename   2686843 non-null   object \n",
+      " 6   inat21_cls_name   2686843 non-null   object \n",
+      " 7   inat21_cls_num    2686843 non-null   float64\n",
+      " 8   kingdom           7734559 non-null   object \n",
+      " 9   phylum            7732689 non-null   object \n",
+      " 10  class             6657484 non-null   object \n",
+      " 11  order             7690349 non-null   object \n",
+      " 12  family            7706759 non-null   object \n",
+      " 13  genus             8060829 non-null   object \n",
+      " 14  species           7179863 non-null   object \n",
+      " 15  common            10436521 non-null  object \n",
+      "dtypes: float64(4), object(12)\n",
+      "memory usage: 1.2+ GB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Do we truly have common name labeled for all images?\n",
+    "\n",
+    "Sometimes it is the scientific name."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "treeoflife_id       10436521\n",
+       "eol_content_id       6621365\n",
+       "eol_page_id           570515\n",
+       "bioscan_part             113\n",
+       "bioscan_filename     1128313\n",
+       "inat21_filename      2686843\n",
+       "inat21_cls_name        10000\n",
+       "inat21_cls_num         10000\n",
+       "kingdom                    5\n",
+       "phylum                    49\n",
+       "class                    136\n",
+       "order                    766\n",
+       "family                  5665\n",
+       "genus                  89914\n",
+       "species               189846\n",
+       "common                527316\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['kingdom', 'phylum', 'class', 'order', 'family', 'genus', 'species']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa = list(df.columns[8:15])\n",
+    "taxa"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Check the number of images with all 7 taxonomic labels."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 6657484 entries, 1 to 10436518\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column   Non-Null Count    Dtype \n",
+      "---  ------   --------------    ----- \n",
+      " 0   kingdom  6657484 non-null  object\n",
+      " 1   phylum   6657484 non-null  object\n",
+      " 2   class    6657484 non-null  object\n",
+      " 3   order    6615972 non-null  object\n",
+      " 4   family   6630424 non-null  object\n",
+      " 5   genus    5691848 non-null  object\n",
+      " 6   species  5267629 non-null  object\n",
+      "dtypes: object(7)\n",
+      "memory usage: 406.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Class has least non-null entries, so we'll start by filtering it out\n",
+    "df_all_taxa = df.loc[df['class'].notna()]\n",
+    "df_all_taxa[taxa].info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5267629 entries, 1 to 10436518\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column   Non-Null Count    Dtype \n",
+      "---  ------   --------------    ----- \n",
+      " 0   kingdom  5267629 non-null  object\n",
+      " 1   phylum   5267629 non-null  object\n",
+      " 2   class    5267629 non-null  object\n",
+      " 3   order    5233623 non-null  object\n",
+      " 4   family   5261785 non-null  object\n",
+      " 5   genus    5267456 non-null  object\n",
+      " 6   species  5267629 non-null  object\n",
+      "dtypes: object(7)\n",
+      "memory usage: 321.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Now species has least non-null values\n",
+    "df_all_taxa = df_all_taxa.loc[df_all_taxa['species'].notna()]\n",
+    "df_all_taxa[taxa].info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5233623 entries, 1 to 10436518\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column   Non-Null Count    Dtype \n",
+      "---  ------   --------------    ----- \n",
+      " 0   kingdom  5233623 non-null  object\n",
+      " 1   phylum   5233623 non-null  object\n",
+      " 2   class    5233623 non-null  object\n",
+      " 3   order    5233623 non-null  object\n",
+      " 4   family   5228644 non-null  object\n",
+      " 5   genus    5233450 non-null  object\n",
+      " 6   species  5233623 non-null  object\n",
+      "dtypes: object(7)\n",
+      "memory usage: 319.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Now order has least non-null values \n",
+    "df_all_taxa = df_all_taxa.loc[df_all_taxa['order'].notna()]\n",
+    "df_all_taxa[taxa].info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5228644 entries, 1 to 10436518\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column   Non-Null Count    Dtype \n",
+      "---  ------   --------------    ----- \n",
+      " 0   kingdom  5228644 non-null  object\n",
+      " 1   phylum   5228644 non-null  object\n",
+      " 2   class    5228644 non-null  object\n",
+      " 3   order    5228644 non-null  object\n",
+      " 4   family   5228644 non-null  object\n",
+      " 5   genus    5228471 non-null  object\n",
+      " 6   species  5228644 non-null  object\n",
+      "dtypes: object(7)\n",
+      "memory usage: 319.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Now family has least non-null values\n",
+    "df_all_taxa = df_all_taxa.loc[df_all_taxa['family'].notna()]\n",
+    "df_all_taxa[taxa].info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5228471 entries, 1 to 10436518\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column   Non-Null Count    Dtype \n",
+      "---  ------   --------------    ----- \n",
+      " 0   kingdom  5228471 non-null  object\n",
+      " 1   phylum   5228471 non-null  object\n",
+      " 2   class    5228471 non-null  object\n",
+      " 3   order    5228471 non-null  object\n",
+      " 4   family   5228471 non-null  object\n",
+      " 5   genus    5228471 non-null  object\n",
+      " 6   species  5228471 non-null  object\n",
+      "dtypes: object(7)\n",
+      "memory usage: 319.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Finally, genus is the only one with null values\n",
+    "df_all_taxa = df_all_taxa.loc[df_all_taxa['genus'].notna()]\n",
+    "df_all_taxa[taxa].info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We have 5,228,471 images with full taxonomic labels."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Distributions\n",
+    "\n",
+    "Work through larger number of unique taxa here, on server. Also, make `df_taxa` with just taxa columns so it's smaller to process faster.\n",
+    "\n",
+    "All in format `num_lowerTaxon_higherTaxon`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_taxa = df[taxa]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Species per higher order taxa will take longest."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's start with the taxa that have more unique values under kingdom to see where the server's at on speed too."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_families_kingdom = {}\n",
+    "num_genera_kingdom = {}\n",
+    "num_species_kingdom = {}\n",
+    "for kingdom in df_taxa.kingdom.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.kingdom == kingdom]\n",
+    "    num_families_kingdom[kingdom] = temp.family.nunique()\n",
+    "    num_genera_kingdom[kingdom] = temp['genus'].nunique()\n",
+    "    num_species_kingdom[kingdom] = temp['species'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{nan: 0,\n",
+       " 'Metazoa': 4272,\n",
+       " 'Archaeplastida': 719,\n",
+       " 'Fungi': 468,\n",
+       " 'Animalia': 1077,\n",
+       " 'Plantae': 286}"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_families_kingdom"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Seems reasonable, let's get the larger of the higher class ones going, so check genus and species counts within families."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_genera_family = {}\n",
+    "num_species_family = {}\n",
+    "for family in df_taxa.family.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.family == family]\n",
+    "    num_genera_family[family] = temp['genus'].nunique()\n",
+    "    num_species_family[family] = temp['species'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Get counts for everything below order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_families_order = {}\n",
+    "num_genera_order = {}\n",
+    "num_species_order = {}\n",
+    "for order in df_taxa.order.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.order == order]\n",
+    "    num_families_order[order] = temp['family'].nunique()\n",
+    "    num_genera_order[order] = temp['genus'].nunique()\n",
+    "    num_species_order[order] = temp['species'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{nan: 0,\n",
+       " 'Lepidoptera': 128,\n",
+       " 'Sapindales': 9,\n",
+       " 'Trichoptera': 38,\n",
+       " 'Hemiptera': 135,\n",
+       " 'Coleoptera': 150,\n",
+       " 'Squamata': 54,\n",
+       " 'Tetraodontiformes': 10,\n",
+       " 'Mantodea': 31,\n",
+       " 'Heterobranchia': 43,\n",
+       " 'Lamiales': 24,\n",
+       " 'Fabales': 4,\n",
+       " 'Asterales': 10,\n",
+       " 'Carangiformes': 5,\n",
+       " 'Piperales': 3,\n",
+       " 'Caryophyllales': 39,\n",
+       " 'Boletales': 18,\n",
+       " 'Characiformes': 23,\n",
+       " 'Poales': 14,\n",
+       " 'Arecales': 2,\n",
+       " 'Malpighiales': 32,\n",
+       " 'Anura': 61,\n",
+       " 'Agaricales': 33,\n",
+       " 'Magnoliales': 5,\n",
+       " 'Hymenoptera': 101,\n",
+       " 'Littorinimorpha': 64,\n",
+       " 'Sessilia': 11,\n",
+       " 'Labriformes': 1,\n",
+       " 'Ricinulei': 1,\n",
+       " 'Helotiales': 18,\n",
+       " 'Asparagales': 13,\n",
+       " 'Proteales': 4,\n",
+       " 'Araneae': 111,\n",
+       " 'Polypodiales': 25,\n",
+       " 'Saurischia': 265,\n",
+       " 'Ulotrichales': 1,\n",
+       " 'Solanales': 5,\n",
+       " 'Diptera': 141,\n",
+       " 'Caudata': 9,\n",
+       " 'Saxifragales': 14,\n",
+       " 'Therapsida': 178,\n",
+       " 'Polyporales': 13,\n",
+       " 'Myrtales': 7,\n",
+       " 'Rosales': 8,\n",
+       " 'Decapoda': 78,\n",
+       " 'Phasmida': 13,\n",
+       " 'Imparidentia': 17,\n",
+       " 'Gobiiformes': 9,\n",
+       " 'Neogastropoda': 46,\n",
+       " 'Brassicales': 17,\n",
+       " 'Rhabdocoela': 32,\n",
+       " 'Cypriniformes': 275,\n",
+       " 'Orectolobiformes': 7,\n",
+       " 'Spariformes': 3,\n",
+       " 'Gentianales': 5,\n",
+       " 'Alismatales': 13,\n",
+       " 'Malvales': 11,\n",
+       " 'Pinales': 8,\n",
+       " 'Bryales': 13,\n",
+       " 'Nudipleura': 8,\n",
+       " 'Clupeiformes': 5,\n",
+       " 'Ericales': 21,\n",
+       " 'Chitonida': 12,\n",
+       " 'Apiales': 7,\n",
+       " 'Sebacinales': 1,\n",
+       " 'Lecanorales': 16,\n",
+       " 'Pertusariales': 4,\n",
+       " 'Commelinales': 5,\n",
+       " 'Orthoptera': 36,\n",
+       " 'Fagales': 7,\n",
+       " 'Dipsacales': 3,\n",
+       " 'Comatulida': 21,\n",
+       " 'Liliales': 11,\n",
+       " 'Monostilifera': 10,\n",
+       " 'Perciformes': 88,\n",
+       " 'Erysiphales': 1,\n",
+       " 'Ephippiformes': 2,\n",
+       " 'Carybdeida': 5,\n",
+       " 'Eurotiales': 3,\n",
+       " 'Odonata': 37,\n",
+       " 'Teloschistales': 3,\n",
+       " 'Russulales': 11,\n",
+       " 'Heteroscleromorpha': 17,\n",
+       " 'Polyzoniida': 3,\n",
+       " 'Stolidobranchia': 3,\n",
+       " 'Geraniales': 2,\n",
+       " 'Cyprinodontiformes': 10,\n",
+       " 'Chromadorea': 12,\n",
+       " 'Lophiiformes': 15,\n",
+       " 'Aquifoliales': 5,\n",
+       " 'Valvatacea': 3,\n",
+       " 'Gloeophyllales': 1,\n",
+       " 'Pezizales': 14,\n",
+       " 'Rhodymeniales': 6,\n",
+       " 'Neuroptera': 14,\n",
+       " 'Pteriomorphia': 12,\n",
+       " 'Trochida': 13,\n",
+       " 'Lutjanidae': 21,\n",
+       " 'Ranunculales': 7,\n",
+       " 'Salmoniformes': 1,\n",
+       " 'Megaloptera': 2,\n",
+       " 'Desmidiales': 4,\n",
+       " 'Octocorallia': 6,\n",
+       " 'Aulopiformes': 19,\n",
+       " 'Semaeostomeae': 5,\n",
+       " 'Ophiurida': 3,\n",
+       " 'Ixodida': 2,\n",
+       " 'Carcharhiniformes': 8,\n",
+       " 'Blattodea': 16,\n",
+       " 'Pandanales': 5,\n",
+       " 'Xylariales': 16,\n",
+       " 'Synallactida': 3,\n",
+       " 'Opiliones': 52,\n",
+       " 'Blenniiformes': 6,\n",
+       " 'Corticiales': 1,\n",
+       " 'Forcipulatacea': 2,\n",
+       " 'Kurtiformes': 2,\n",
+       " 'Syngnathiformes': 10,\n",
+       " 'Ephemeroptera': 25,\n",
+       " 'Bdelloidea': 4,\n",
+       " 'Orthotrichales': 2,\n",
+       " 'Hydroidolina': 9,\n",
+       " 'Santalales': 8,\n",
+       " 'Boraginales': 1,\n",
+       " 'Lycopodiales': 1,\n",
+       " 'Scleractinia': 26,\n",
+       " 'Siluriformes': 36,\n",
+       " 'Lepisosteiformes': 1,\n",
+       " 'Atheriniformes': 38,\n",
+       " 'Scombriformes': 16,\n",
+       " 'Gomphales': 3,\n",
+       " 'Testudines': 12,\n",
+       " 'Acanthuriformes': 3,\n",
+       " 'Carinacea': 4,\n",
+       " 'Gobiesociformes': 1,\n",
+       " 'Zingiberales': 8,\n",
+       " 'Pleuronectiformes': 13,\n",
+       " 'Microbotryales': 1,\n",
+       " 'Dermaptera': 8,\n",
+       " 'Capnodiales': 6,\n",
+       " 'Trentepohliales': 1,\n",
+       " 'Dicranales': 8,\n",
+       " 'Ulvales': 3,\n",
+       " 'Cycloneritida': 6,\n",
+       " 'Dilleniales': 1,\n",
+       " 'Hymenophyllales': 1,\n",
+       " 'Zygentoma': 2,\n",
+       " 'Nymphaeales': 3,\n",
+       " 'Phlebobranchia': 6,\n",
+       " 'Anguilliformes': 17,\n",
+       " 'Entomophaga': 0,\n",
+       " 'Pucciniales': 14,\n",
+       " 'Ceramiales': 7,\n",
+       " 'Isopoda': 49,\n",
+       " 'Holothuriida': 2,\n",
+       " 'Lichinales': 3,\n",
+       " 'Lepadiformes': 4,\n",
+       " 'Hypnales': 19,\n",
+       " 'Verongimorpha': 3,\n",
+       " 'Scorpiones': 15,\n",
+       " 'Actiniaria': 9,\n",
+       " 'Cichliformes': 2,\n",
+       " 'Marchantiidae': 3,\n",
+       " 'Laurales': 7,\n",
+       " 'Carditida': 4,\n",
+       " 'Cantharellales': 7,\n",
+       " 'Funariales': 6,\n",
+       " 'Tetraphidales': 2,\n",
+       " 'Raphidioptera': 2,\n",
+       " 'Palaeoheterodonta': 3,\n",
+       " 'Ploima': 20,\n",
+       " 'Plecoptera': 12,\n",
+       " 'Amphipoda': 51,\n",
+       " 'Marattiales': 1,\n",
+       " 'Cucurbitales': 8,\n",
+       " 'Haemulidae': 16,\n",
+       " 'Rhizostomeae': 3,\n",
+       " 'Embioptera': 8,\n",
+       " 'Harpacticoida': 32,\n",
+       " 'Rhynchobdellida': 2,\n",
+       " 'Chaetodontiformes': 2,\n",
+       " 'Oxalidales': 7,\n",
+       " 'Collothecacea': 2,\n",
+       " 'Salviniales': 2,\n",
+       " 'Tubeufiales': 1,\n",
+       " 'Seguenziida': 6,\n",
+       " 'Psilotales': 1,\n",
+       " 'Stauromedusae': 4,\n",
+       " 'Polydesmida': 16,\n",
+       " 'Halymeniales': 1,\n",
+       " 'Mecoptera': 7,\n",
+       " 'Laboulbeniales': 1,\n",
+       " 'Anabantiformes': 7,\n",
+       " 'Escalloniales': 1,\n",
+       " 'Rhizopodaceae': 1,\n",
+       " 'Hypocreales': 9,\n",
+       " 'Ophioglossales': 1,\n",
+       " 'Siphonaptera': 8,\n",
+       " 'Metzgeriidae': 2,\n",
+       " 'Beryciformes': 16,\n",
+       " 'Centrarchiformes': 24,\n",
+       " 'Selaginellales': 1,\n",
+       " 'Zygophyllales': 2,\n",
+       " 'Notostraca': 1,\n",
+       " 'Acoela': 16,\n",
+       " 'Squaliformes': 7,\n",
+       " 'Amphilepidida': 7,\n",
+       " 'Exobasidiales': 4,\n",
+       " 'Gigartinales': 26,\n",
+       " 'Celastrales': 2,\n",
+       " 'Acipenseriformes': 2,\n",
+       " 'Dasycladales': 2,\n",
+       " 'Gymnotiformes': 5,\n",
+       " 'Rajiformes': 3,\n",
+       " 'Diaporthales': 7,\n",
+       " 'Myliobatiformes': 9,\n",
+       " 'Geastrales': 1,\n",
+       " 'Phallales': 2,\n",
+       " 'Psocodea': 42,\n",
+       " 'Ephedrales': 1,\n",
+       " 'Gymnophiona': 9,\n",
+       " 'Spinulosacea': 1,\n",
+       " 'Jungermanniidae': 1,\n",
+       " 'Cheilostomatida': 60,\n",
+       " 'Lepetellida': 9,\n",
+       " 'Dioscoreales': 3,\n",
+       " 'Bruniales': 2,\n",
+       " 'Protobranchia': 5,\n",
+       " 'Rhytismatales': 4,\n",
+       " 'Candelariales': 1,\n",
+       " 'Cornales': 7,\n",
+       " 'Platydesmida': 1,\n",
+       " 'Peltigerales': 9,\n",
+       " 'Squatiniformes': 1,\n",
+       " 'Hymenochaetales': 4,\n",
+       " 'Cyatheales': 7,\n",
+       " 'Dictyoceratida': 4,\n",
+       " 'Irregularia': 4,\n",
+       " 'Seligeriaceae': 3,\n",
+       " 'Phyllodocida': 19,\n",
+       " 'Lamniformes': 6,\n",
+       " 'Auriculariales': 2,\n",
+       " 'Atelostomata': 7,\n",
+       " 'Calcinea': 1,\n",
+       " 'Calcaronea': 2,\n",
+       " 'Glomerellales': 2,\n",
+       " 'Leucodontaceae': 6,\n",
+       " 'Platyctenida': 2,\n",
+       " 'Crocodylia': 2,\n",
+       " 'Priacanthidae': 4,\n",
+       " 'Apodida': 3,\n",
+       " 'Architaenioglossa': 9,\n",
+       " 'Trombidiformes': 16,\n",
+       " 'Sordariales': 4,\n",
+       " 'Zoantharia': 7,\n",
+       " 'Icacinales': 1,\n",
+       " 'Cyclopoida': 35,\n",
+       " 'Gadiformes': 16,\n",
+       " 'Trachylinae': 3,\n",
+       " 'Tremellales': 6,\n",
+       " 'Enoplea': 6,\n",
+       " 'Cycadales': 2,\n",
+       " 'Myxiniformes': 1,\n",
+       " 'Stomatopoda': 3,\n",
+       " 'Charales': 1,\n",
+       " 'Furia': 0,\n",
+       " 'Beloniformes': 5,\n",
+       " 'Symphypleona': 6,\n",
+       " 'Uranoscopiformes': 4,\n",
+       " 'Octopoda': 13,\n",
+       " 'Amblypygi': 3,\n",
+       " 'Mycosphaerellaceae': 20,\n",
+       " 'Verrucariales': 1,\n",
+       " 'Sphaeropleales': 7,\n",
+       " 'Cidaroida': 4,\n",
+       " 'Arthoniales': 4,\n",
+       " 'Sphagnales': 1,\n",
+       " 'Entomobryomorpha': 4,\n",
+       " 'Petrosaviales': 1,\n",
+       " 'Osmundales': 1,\n",
+       " 'Thelephorales': 2,\n",
+       " 'Pleosporales': 24,\n",
+       " 'Bryopsidales': 6,\n",
+       " 'Plocamiales': 1,\n",
+       " 'Synbranchiformes': 4,\n",
+       " 'Mesostigmata': 6,\n",
+       " 'Julida': 6,\n",
+       " 'Chaetophorales': 2,\n",
+       " 'Pelliidae': 3,\n",
+       " 'Schizomida': 1,\n",
+       " 'Umbilicariales': 1,\n",
+       " 'Petromyzontiformes': 3,\n",
+       " 'Mycocaliciales': 2,\n",
+       " 'Dendrochirotida': 6,\n",
+       " 'Vitales': 1,\n",
+       " 'Monogenea': 5,\n",
+       " 'Gracilariales': 1,\n",
+       " 'Isoetales': 1,\n",
+       " 'Neolectales': 1,\n",
+       " 'Polypteriformes': 1,\n",
+       " 'Mugiliformes': 1,\n",
+       " 'Taphrinales': 1,\n",
+       " 'Equisetales': 1,\n",
+       " 'Patellariales': 1,\n",
+       " 'Tricladida': 9,\n",
+       " 'Botryosphaeriales': 3,\n",
+       " 'Pleurostigmophora': 4,\n",
+       " 'Ptilidiales': 2,\n",
+       " 'Austrobaileyales': 3,\n",
+       " 'Euryalida': 3,\n",
+       " 'Polycladida': 30,\n",
+       " 'Brachypoda': 1,\n",
+       " 'Grimmiales': 2,\n",
+       " 'Calanoida': 29,\n",
+       " 'Dolichomicrostomida': 2,\n",
+       " 'Ophiostomatales': 1,\n",
+       " 'Dacrymycetales': 1,\n",
+       " 'Holocentriformes': 1,\n",
+       " 'Xiphosurida': 1,\n",
+       " 'Gunnerales': 2,\n",
+       " 'Amphinomida': 2,\n",
+       " 'Pottiales': 3,\n",
+       " 'Phyllachorales': 2,\n",
+       " 'Gerreidae': 8,\n",
+       " 'Pantopoda': 10,\n",
+       " 'Argentiniformes': 4,\n",
+       " 'Prolecithophora': 5,\n",
+       " 'Pempheriformes': 16,\n",
+       " 'Polytrichales': 1,\n",
+       " 'Geoglossales': 1,\n",
+       " 'Mysida': 2,\n",
+       " 'Orbiliales': 1,\n",
+       " 'Trechisporales': 1,\n",
+       " 'Compsopogonales': 1,\n",
+       " 'Flosculariaceae': 5,\n",
+       " 'Chimaeriformes': 3,\n",
+       " 'Proseriata': 11,\n",
+       " 'Bangiophyceae': 3,\n",
+       " 'Onygenales': 4,\n",
+       " 'Amiiformes': 1,\n",
+       " 'Ustilaginales': 5,\n",
+       " 'Aplousobranchia': 10,\n",
+       " 'Porellales': 4,\n",
+       " 'Erythropeltidales': 2,\n",
+       " 'Hapalidiales': 1,\n",
+       " 'Tanaidacea': 4,\n",
+       " 'Salpida': 1,\n",
+       " 'Cestida': 1,\n",
+       " 'Climaciaceae': 1,\n",
+       " 'Alepocephaliformes': 2,\n",
+       " 'Gelidiales': 3,\n",
+       " 'Acarosporales': 1,\n",
+       " 'Hildenbrandiales': 1,\n",
+       " 'Ginkgoales': 1,\n",
+       " 'Ophiacanthida': 7,\n",
+       " 'Crassiclitellata': 10,\n",
+       " 'Phycomycetaceae': 2,\n",
+       " 'Ophioscolecida': 1,\n",
+       " 'Grylloblattodea': 1,\n",
+       " 'Pristiophoriformes': 1,\n",
+       " 'Crossosomatales': 4,\n",
+       " 'Heterodontiformes': 1,\n",
+       " 'Gigantorhynchida': 1,\n",
+       " 'Chlorellales': 2,\n",
+       " 'Baeomycetales': 3,\n",
+       " 'Phymatocerotales': 1,\n",
+       " 'Hedwigiaceae': 4,\n",
+       " 'Buxales': 1,\n",
+       " 'Trematoda': 9,\n",
+       " 'Sphaerotheriida': 4,\n",
+       " 'Ophidiiformes': 13,\n",
+       " 'Schizaeales': 3,\n",
+       " 'Antipatharia': 6,\n",
+       " 'Stomiiformes': 4,\n",
+       " 'Acroechinoidea': 3,\n",
+       " 'Molpadida': 3,\n",
+       " 'Sarcoptiformes': 43,\n",
+       " 'Gnetales': 1,\n",
+       " 'Pterobryaceae': 5,\n",
+       " 'Caproidae': 2,\n",
+       " 'Lampriformes': 6,\n",
+       " 'Scalpelliformes': 4,\n",
+       " 'Notostigmophora': 1,\n",
+       " 'Corallinales': 1,\n",
+       " 'Fissidentaceae': 1,\n",
+       " 'Halocyprida': 3,\n",
+       " 'Meteoriaceae': 5,\n",
+       " 'Osmeriformes': 4,\n",
+       " 'Galaxiiformes': 1,\n",
+       " 'Lingulata': 2,\n",
+       " 'Cestoda': 9,\n",
+       " 'Anostraca': 7,\n",
+       " 'Gleicheniales': 3,\n",
+       " 'Diplostraca': 14,\n",
+       " 'Cladophorales': 5,\n",
+       " 'Corallimorpharia': 3,\n",
+       " 'Trochodendrales': 1,\n",
+       " 'Poduromorpha': 5,\n",
+       " 'Ctenostomatida': 5,\n",
+       " 'Lobata': 4,\n",
+       " 'Acorales': 1,\n",
+       " 'Chordeumatida': 14,\n",
+       " 'Syzygites': 0,\n",
+       " 'Asterinales': 2,\n",
+       " 'Albuliformes': 1,\n",
+       " 'Hysteriales': 1,\n",
+       " 'Lophogastrida': 1,\n",
+       " 'Arhynchobdellida': 11,\n",
+       " 'Rhinopristiformes': 5,\n",
+       " 'Venturiales': 1,\n",
+       " 'Pleurotomariida': 1,\n",
+       " 'Torpediniformes': 5,\n",
+       " 'Amphisphaeriales': 5,\n",
+       " 'Canellales': 2,\n",
+       " 'Andreaeales': 1,\n",
+       " 'Palmariales': 4,\n",
+       " 'Chlamydomonadales': 8,\n",
+       " 'Entomophthora': 0,\n",
+       " 'Cyttariales': 1,\n",
+       " 'Elopiformes': 2,\n",
+       " 'Neckeraceae': 7,\n",
+       " 'Paracryphiales': 1,\n",
+       " 'Pseudoscorpiones': 14,\n",
+       " 'Urocystidales': 4,\n",
+       " 'Nanaloricida': 1,\n",
+       " 'Spirobolida': 10,\n",
+       " 'Coronatae': 6,\n",
+       " 'Myodocopida': 3,\n",
+       " 'Percopsiformes': 3,\n",
+       " 'Uropygi': 1,\n",
+       " 'Solifugae': 9,\n",
+       " 'Thysanoptera': 5,\n",
+       " 'Doassansiales': 2,\n",
+       " 'Garryales': 2,\n",
+       " 'Blasiidae': 1,\n",
+       " 'Eunicida': 5,\n",
+       " 'Hiodontiformes': 1,\n",
+       " 'Hysterangiales': 5,\n",
+       " 'Hookeriales': 2,\n",
+       " 'Beroida': 1,\n",
+       " 'Lyssacinosida': 3,\n",
+       " 'Notacanthiformes': 2,\n",
+       " 'Huerteales': 3,\n",
+       " 'Chaetosphaeriales': 1,\n",
+       " 'Cryphaeaceae': 1,\n",
+       " 'Lepidopleurida': 1,\n",
+       " 'Microascales': 3,\n",
+       " 'Fecampiida': 5,\n",
+       " 'Hyocrinida': 1,\n",
+       " 'Osteoglossiformes': 5,\n",
+       " 'Chaetothyriales': 2,\n",
+       " 'Ostropales': 7,\n",
+       " 'Helicobasidiales': 1,\n",
+       " 'Cepolidae': 3,\n",
+       " 'Entylomatales': 1,\n",
+       " 'Siphonostomatoida': 14,\n",
+       " 'Coniochaetales': 1,\n",
+       " 'Cystofilobasidiales': 1,\n",
+       " 'Istiophoriformes': 2,\n",
+       " 'Nautilida': 1,\n",
+       " 'Kickxellaceae': 3,\n",
+       " 'Neelipleona': 1,\n",
+       " 'Batrachoidiformes': 1,\n",
+       " 'Bonnemaisoniales': 2,\n",
+       " 'Dendroceratida': 2,\n",
+       " 'Ceriantharia': 2,\n",
+       " 'Cyclorhagida': 2,\n",
+       " 'Esociformes': 2,\n",
+       " 'Atractiellales': 1,\n",
+       " 'Myctophiformes': 2,\n",
+       " 'Pyrenulales': 2,\n",
+       " 'Atheliales': 1,\n",
+       " 'Mytilinidiales': 2,\n",
+       " 'Elasipodida': 4,\n",
+       " 'Notothyladales': 1,\n",
+       " 'Polymorphida': 1,\n",
+       " 'Nemastomatales': 2,\n",
+       " 'Palmophyllales': 1,\n",
+       " 'Velatida': 3,\n",
+       " 'Mucoraceae': 7,\n",
+       " 'Coronophorales': 3,\n",
+       " 'Nemaliales': 3,\n",
+       " 'Spirostreptida': 6,\n",
+       " 'Euphausiacea': 2,\n",
+       " 'Phomatospora': 0,\n",
+       " 'Rhynchonellata': 4,\n",
+       " 'Zeiformes': 14,\n",
+       " 'Copelata': 2,\n",
+       " 'Trachichthyiformes': 5,\n",
+       " 'Strigulales': 1,\n",
+       " 'Podocopida': 5,\n",
+       " 'Boliniales': 1,\n",
+       " 'Zygnematales': 2,\n",
+       " 'Archaeognatha': 2,\n",
+       " 'Saccharomycetales': 5,\n",
+       " 'Phragmophora': 1,\n",
+       " 'Ornithischia': 9,\n",
+       " 'Tremellodendropsidaceae': 1,\n",
+       " 'Hexanchiformes': 2,\n",
+       " 'Massospora': 0,\n",
+       " 'Cyclostomatida': 6,\n",
+       " 'Triblidiales': 1,\n",
+       " 'Callipodida': 4,\n",
+       " 'Strepsiptera': 4,\n",
+       " 'Chytridiales': 1,\n",
+       " 'Gonorynchiformes': 3,\n",
+       " 'Chloranthales': 1,\n",
+       " 'Ceratodontiformes': 3,\n",
+       " 'Tetrasporales': 2,\n",
+       " 'Pilobolaceae': 1,\n",
+       " 'Anthocerotales': 1,\n",
+       " 'Porocephalida': 2,\n",
+       " 'Macrodasyida': 7,\n",
+       " 'Lobotiformes': 3,\n",
+       " 'Gadilida': 2,\n",
+       " 'Buxbaumiales': 1,\n",
+       " 'Isocrinida': 3,\n",
+       " 'Isobryales': 4,\n",
+       " 'Persiculida': 2,\n",
+       " 'Dentaliida': 7,\n",
+       " 'Ceratophyllales': 1,\n",
+       " 'Myriangiales': 2,\n",
+       " 'Pyrosomatida': 1,\n",
+       " 'Sceptrulophora': 4,\n",
+       " 'Euechinoidea': 1,\n",
+       " 'Gordioidea': 2,\n",
+       " 'Parachela': 4,\n",
+       " 'Priapulomorpha': 2,\n",
+       " 'Aphragmophora': 1,\n",
+       " 'Leotiales': 2,\n",
+       " 'Branchiobdellida': 2,\n",
+       " 'Amborellales': 1,\n",
+       " 'Thelebolales': 1,\n",
+       " 'Cydippida': 6,\n",
+       " 'Chaetonotida': 2,\n",
+       " 'Oligacanthorhynchida': 1,\n",
+       " 'Homosclerophorida': 2,\n",
+       " 'Abrothallus': 0,\n",
+       " 'Stereopsis': 0,\n",
+       " 'Amylocorticiales': 1,\n",
+       " 'Picramniales': 1,\n",
+       " 'Enchytraeida': 1,\n",
+       " 'Polymixiiformes': 1,\n",
+       " 'Nemertodermatida': 2,\n",
+       " 'Coryneliales': 1,\n",
+       " 'Rhizophydiales': 1,\n",
+       " 'Erynia': 0,\n",
+       " 'Schistostegaceae': 1,\n",
+       " 'Cumacea': 6,\n",
+       " 'Berberidopsidales': 2,\n",
+       " 'Dendrocerotales': 1,\n",
+       " 'Dothideales': 3,\n",
+       " 'Geminibasidiaceae': 2,\n",
+       " 'Leptodontaceae': 1,\n",
+       " 'Echinorhynchida': 3,\n",
+       " 'Batrachospermales': 2,\n",
+       " 'Glomerida': 2,\n",
+       " 'Amphioxiformes': 1,\n",
+       " 'Septobasidiales': 1,\n",
+       " 'Monstrilloida': 1,\n",
+       " 'Thalassocalycida': 1,\n",
+       " 'Bivalvulida': 2,\n",
+       " 'Ateleopodiformes': 1,\n",
+       " 'Mantophasmatodea': 1,\n",
+       " 'Stylonematales': 1,\n",
+       " 'Mormonilloida': 1,\n",
+       " 'Chirodropida': 2,\n",
+       " 'Vampyromorpha': 1,\n",
+       " 'Prasiolales': 1,\n",
+       " 'Platygloeales': 2,\n",
+       " 'Moniliformida': 1,\n",
+       " 'Canuelloida': 2,\n",
+       " 'Amphidiscosida': 2,\n",
+       " 'Asaphida': 1,\n",
+       " 'Glaucocystales': 1,\n",
+       " 'Blastocladiales': 2,\n",
+       " 'Lichenoconiales': 1,\n",
+       " 'Normandina': 0,\n",
+       " 'Zoophthora': 0,\n",
+       " 'Polyxenida': 1,\n",
+       " 'Trypetheliales': 2,\n",
+       " 'Syncephalastraceae': 1,\n",
+       " 'Acrochaetiales': 1,\n",
+       " 'Treubiidae': 1,\n",
+       " 'Microthamniales': 0,\n",
+       " 'Palpigradi': 1,\n",
+       " 'Acrospermales': 1,\n",
+       " 'Magnaporthales': 2,\n",
+       " 'Bothrioplanida': 1,\n",
+       " 'Ahnfeltiales': 1,\n",
+       " 'Limnognathida': 1,\n",
+       " 'Endogonaceae': 1,\n",
+       " 'Archidiales': 1,\n",
+       " 'Tetramerocerata': 2,\n",
+       " 'Opilioacarida': 1,\n",
+       " 'Mortierellaceae': 1,\n",
+       " 'Wallemiales': 1,\n",
+       " 'Arguloida': 1,\n",
+       " 'Seisonacea': 1,\n",
+       " 'Echiniscoidea': 1,\n",
+       " 'Melanosporales': 1,\n",
+       " 'Microthyriales': 1,\n",
+       " 'Siphonophorida': 2,\n",
+       " 'Eryniopsis': 0,\n",
+       " 'Malasseziales': 1,\n",
+       " 'Schizosaccharomycetales': 1,\n",
+       " 'Microstromatales': 0,\n",
+       " 'Pyramimonadophyceae': 0,\n",
+       " 'Glomus': 0,\n",
+       " 'Doliolida': 1,\n",
+       " 'Acrosymphytales': 2,\n",
+       " 'Xanthopyreniaceae': 1,\n",
+       " 'Halicryptomorpha': 1,\n",
+       " 'Agyriales': 1,\n",
+       " 'Jobellisiaceae': 1,\n",
+       " 'Heterogastridiales': 1,\n",
+       " 'Rhodogorgonales': 1,\n",
+       " 'Platycopina': 1,\n",
+       " 'Coelacanthiformes': 1,\n",
+       " 'Polystilifera': 3,\n",
+       " 'Ophioleucida': 1,\n",
+       " 'Nectiopoda': 2,\n",
+       " 'Dendrogastrida': 2,\n",
+       " 'Leptostraca': 1,\n",
+       " 'Cunninghamellaceae': 3,\n",
+       " 'Lichida': 1,\n",
+       " 'Balliales': 1,\n",
+       " 'Trichosphaeriales': 1,\n",
+       " 'Entwisleiales': 1,\n",
+       " 'Meliolales': 1,\n",
+       " 'Prasinococcales': 1,\n",
+       " 'Klebsormidiales': 1,\n",
+       " 'Pandora': 0,\n",
+       " 'Myzostomida': 1,\n",
+       " 'Glaucosphaerales': 1,\n",
+       " 'Diversispora': 0,\n",
+       " 'Ibliformes': 1,\n",
+       " 'Platycopioida': 1,\n",
+       " 'Rhodochaetales': 1,\n",
+       " 'Redlichiida': 2,\n",
+       " 'Phacopida': 3,\n",
+       " 'Rhizophagus': 0,\n",
+       " 'Tritirachiales': 1,\n",
+       " 'Sebdeniales': 1,\n",
+       " 'Multivalvulida': 1,\n",
+       " 'Stylephoriformes': 1,\n",
+       " 'Zoraptera': 1,\n",
+       " 'Symbiida': 1,\n",
+       " 'Coleochaetales': 1,\n",
+       " 'Arthrotardigrada': 1,\n",
+       " 'Sporidiobolales': 0,\n",
+       " 'Tilletiales': 1,\n",
+       " 'Bursovaginoidea': 1,\n",
+       " 'Chaetodermatida': 2,\n",
+       " 'Mycotyphaceae': 1,\n",
+       " 'Tryblidiida': 1,\n",
+       " 'Cryptophialida': 1,\n",
+       " 'Chlorodendrales': 1,\n",
+       " 'Mesostigmatales': 1,\n",
+       " 'Geosiphon': 0,\n",
+       " 'Misophrioida': 1,\n",
+       " 'Scutellospora': 0,\n",
+       " 'Sporodiniella': 0,\n",
+       " 'Gnosonesimidae': 1,\n",
+       " 'Corynexochida': 1,\n",
+       " 'Hypnobryales': 1,\n",
+       " 'Redeckera': 0,\n",
+       " 'Oedogoniales': 0,\n",
+       " 'Lepidogalaxiiformes': 1,\n",
+       " 'Peripodida': 1,\n",
+       " 'Thoreales': 1,\n",
+       " 'Passeriformes': 72,\n",
+       " 'Columbiformes': 1,\n",
+       " 'Anseriformes': 3,\n",
+       " 'Accipitriformes': 3,\n",
+       " 'Nudibranchia': 16,\n",
+       " 'Adapedonta': 1,\n",
+       " 'Charadriiformes': 11,\n",
+       " 'Pelecaniformes': 4,\n",
+       " 'Piciformes': 4,\n",
+       " 'Sphenisciformes': 1,\n",
+       " 'Mytilida': 1,\n",
+       " 'Suliformes': 4,\n",
+       " 'Gruiformes': 3,\n",
+       " 'Scolopendromorpha': 1,\n",
+       " 'Rhodellales': 1,\n",
+       " 'Carnivora': 10,\n",
+       " 'Primates': 3,\n",
+       " 'Phoenicopteriformes': 1,\n",
+       " 'Strigiformes': 2,\n",
+       " 'Chiroptera': 4,\n",
+       " 'Artiodactyla': 12,\n",
+       " 'Ciconiiformes': 1,\n",
+       " 'Galliformes': 5,\n",
+       " 'Lagomorpha': 2,\n",
+       " 'Cuculiformes': 1,\n",
+       " 'Coraciiformes': 4,\n",
+       " 'Stylommatophora': 20,\n",
+       " 'Colaconematales': 1,\n",
+       " 'Venerida': 3,\n",
+       " 'Pectinida': 2,\n",
+       " 'Psittaciformes': 4,\n",
+       " 'Rodentia': 11,\n",
+       " 'Camarodonta': 2,\n",
+       " 'Procellariiformes': 2,\n",
+       " 'Forcipulatida': 1,\n",
+       " 'Caprimulgiformes': 5,\n",
+       " 'Marchantiales': 3,\n",
+       " 'Galbuliformes': 1,\n",
+       " 'Eulipotyphla': 3,\n",
+       " 'Myida': 3,\n",
+       " 'Falconiformes': 1,\n",
+       " 'Perissodactyla': 3,\n",
+       " 'Pilosa': 3,\n",
+       " 'Lecideales': 1,\n",
+       " 'Podicipediformes': 1,\n",
+       " 'Phaeotrichales': 1,\n",
+       " 'Scorpaeniformes': 3,\n",
+       " 'Ostreida': 1,\n",
+       " 'Sepiida': 1,\n",
+       " 'Caliciales': 1,\n",
+       " 'Trogoniformes': 1,\n",
+       " 'Cyrtocrinida': 1,\n",
+       " 'Dimargaritaceae': 1,\n",
+       " 'Cingulata': 1,\n",
+       " 'Casuariiformes': 1,\n",
+       " 'Diprotodontia': 5,\n",
+       " 'Rhynchocephalia': 1,\n",
+       " 'Endeostigmata': 1,\n",
+       " 'Jahnulales': 1,\n",
+       " 'Filospermoidea': 1,\n",
+       " 'Otidiformes': 1,\n",
+       " 'Cathartiformes': 1,\n",
+       " 'Spirulida': 1,\n",
+       " 'Bucerotiformes': 4,\n",
+       " 'Opisthocomiformes': 1,\n",
+       " 'Gaviiformes': 1,\n",
+       " 'Agaricostilbales': 0,\n",
+       " 'Monotremata': 2,\n",
+       " 'Gasterosteiformes': 1,\n",
+       " 'Sabellida': 2,\n",
+       " 'Coliiformes': 1,\n",
+       " 'Phacidiales': 1,\n",
+       " 'Jungermanniales': 1,\n",
+       " 'Sirenia': 1,\n",
+       " 'Aplysiida': 1,\n",
+       " 'Spinulosida': 1,\n",
+       " 'Musophagiformes': 1,\n",
+       " 'Cardiida': 2,\n",
+       " 'Didelphimorphia': 1,\n",
+       " 'Systellommatophora': 1,\n",
+       " 'Unionida': 1,\n",
+       " 'Scutigeromorpha': 1,\n",
+       " 'Clypeasteroida': 2,\n",
+       " 'Anthoathecata': 1,\n",
+       " 'Siphonophorae': 1,\n",
+       " 'Cephalaspidea': 1,\n",
+       " 'Haplotaxida': 1,\n",
+       " 'Lunulariales': 1,\n",
+       " 'Valvatida': 3,\n",
+       " 'Hyracoidea': 1,\n",
+       " 'Proboscidea': 1,\n",
+       " 'Dermoptera': 1,\n",
+       " 'Struthioniformes': 1,\n",
+       " 'Craniata': 1,\n",
+       " 'Rhizocarpales': 1,\n",
+       " 'Hedwigiales': 1}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_families_order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_orders_class = {}\n",
+    "num_families_class = {}\n",
+    "num_genera_class = {}\n",
+    "num_species_class = {}\n",
+    "for clss in df_taxa['class'].unique():\n",
+    "    temp = df_taxa.loc[df_taxa['class'] == clss]\n",
+    "    num_orders_class[clss] = temp['order'].nunique()\n",
+    "    num_families_class[clss] = temp['family'].nunique()\n",
+    "    num_genera_class[clss] = temp['genus'].nunique()\n",
+    "    num_species_class[clss] = temp['species'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_classes_phylum = {}\n",
+    "num_orders_phylum = {}\n",
+    "num_families_phylum = {}\n",
+    "num_genera_phylum = {}\n",
+    "num_species_phylum = {}\n",
+    "for phylum in df_taxa.phylum.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.phylum == phylum]\n",
+    "    num_classes_phylum[phylum] = temp['class'].nunique()\n",
+    "    num_orders_phylum[phylum] = temp['order'].nunique()\n",
+    "    num_families_phylum[phylum] = temp['family'].nunique()\n",
+    "    num_genera_phylum[phylum] = temp['genus'].nunique()\n",
+    "    num_species_phylum[phylum] = temp['species'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_phyla_kingdom = {}\n",
+    "num_classes_kingdom = {}\n",
+    "num_orders_kingdom = {}\n",
+    "for kingdom in df_taxa.kingdom.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.kingdom == kingdom]\n",
+    "    num_phyla_kingdom[kingdom] = temp.phylum.nunique()\n",
+    "    num_classes_kingdom[kingdom] = temp['class'].nunique()\n",
+    "    num_orders_kingdom[kingdom] = temp['order'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_species_genus = {}\n",
+    "for genus in df_taxa.genus.unique():\n",
+    "    temp = df_taxa.loc[df_taxa.genus == genus]\n",
+    "    num_species_genus[genus] = temp.species.nunique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Quick pause to save all progress to csv before starting final long calculation, then we can just add the number of species in each genus at the end."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Compile list of dictionaries to make DataFrame with all data\n",
+    "\n",
+    "Format:\n",
+    "| top_taxon | rank | num_phyla | num_classes | num_orders | num_families | num_genera | num_species |\n",
+    "| ------ |  ------ | ---- | ---- | ---- | ---- | ---- | ---- |\n",
+    "| Animalia | Kingdom | # phyla | # classes | # orders | # families | # genera | # species |\n",
+    "..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "kingdom_counts = [num_phyla_kingdom, num_classes_kingdom, num_orders_kingdom, num_families_kingdom, \n",
+    "                    num_genera_kingdom, num_species_kingdom]\n",
+    "phylum_counts = [num_classes_phylum, num_orders_phylum, num_families_phylum, num_genera_phylum, num_species_phylum]\n",
+    "class_counts = [num_orders_class, num_families_class, num_genera_class, num_species_class]\n",
+    "order_counts = [num_families_order, num_genera_order, num_species_order]\n",
+    "family_counts = [num_genera_family, num_species_family]\n",
+    "genus_counts = [num_species_genus]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_list = [{\"kingdom\": kingdom_counts},\n",
+    "             {\"phylum\": phylum_counts},\n",
+    "             {\"class\": class_counts},\n",
+    "             {\"order\": order_counts},\n",
+    "             {\"family\": family_counts},\n",
+    "             {\"genus\": genus_counts}]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Generate the first two columns of our desired DataFrame. Note that all taxa but `genus` start with `nan` so we will ignore that value --not in first iteration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_taxon = []\n",
+    "ranks = []\n",
+    "#i = 1\n",
+    "for taxon in taxa[:6]:\n",
+    "    vals = list(df_taxa[taxon].unique())\n",
+    "    #if taxon == 'genus':  # since genus is last in list\n",
+    "    #    i = 0\n",
+    "    for val in vals: #[i:]:\n",
+    "        top_taxon.append(val)\n",
+    "        ranks.append(taxon)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "taxa_cols = ['num_phyla', 'num_classes', 'num_orders', 'num_families', 'num_genera', 'num_species']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "taxa_counts_df = pd.DataFrame({\"top_taxon\": top_taxon, \"rank\": ranks})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Metazoa</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Archaeplastida</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Fungi</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Animalia</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96536</th>\n",
+       "      <td>Kribia</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96537</th>\n",
+       "      <td>Chilodonta</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96538</th>\n",
+       "      <td>Epihippus</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96539</th>\n",
+       "      <td>Ancistria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96540</th>\n",
+       "      <td>Exneria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>96541 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            top_taxon     rank  num_phyla  num_classes  num_orders  \\\n",
+       "0                 NaN  kingdom          1            1           1   \n",
+       "1             Metazoa  kingdom          1            1           1   \n",
+       "2      Archaeplastida  kingdom          1            1           1   \n",
+       "3               Fungi  kingdom          1            1           1   \n",
+       "4            Animalia  kingdom          1            1           1   \n",
+       "...               ...      ...        ...          ...         ...   \n",
+       "96536          Kribia    genus          1            1           1   \n",
+       "96537      Chilodonta    genus          1            1           1   \n",
+       "96538       Epihippus    genus          1            1           1   \n",
+       "96539       Ancistria    genus          1            1           1   \n",
+       "96540         Exneria    genus          1            1           1   \n",
+       "\n",
+       "       num_families  num_genera  num_species  \n",
+       "0                 1           1            1  \n",
+       "1                 1           1            1  \n",
+       "2                 1           1            1  \n",
+       "3                 1           1            1  \n",
+       "4                 1           1            1  \n",
+       "...             ...         ...          ...  \n",
+       "96536             1           1            1  \n",
+       "96537             1           1            1  \n",
+       "96538             1           1            1  \n",
+       "96539             1           1            1  \n",
+       "96540             1           1            1  \n",
+       "\n",
+       "[96541 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Set all other columns to default value of 1 since lower level taxa will only belong to the one higher level taxon\n",
+    "taxa_counts_df[taxa_cols] = 1\n",
+    "taxa_counts_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "nan 0\n",
+      "0\n",
+      "Metazoa 31\n",
+      "0\n",
+      "Archaeplastida 7\n",
+      "0\n",
+      "Fungi 11\n",
+      "0\n",
+      "Animalia 6\n",
+      "0\n",
+      "Plantae 5\n",
+      "0\n",
+      "nan 0\n",
+      "1\n",
+      "Metazoa 61\n",
+      "1\n",
+      "Archaeplastida 22\n",
+      "1\n",
+      "Fungi 36\n",
+      "1\n",
+      "Animalia 27\n",
+      "1\n",
+      "Plantae 14\n",
+      "1\n",
+      "nan 0\n",
+      "2\n",
+      "Metazoa 355\n",
+      "2\n",
+      "Archaeplastida 176\n",
+      "2\n",
+      "Fungi 152\n",
+      "2\n",
+      "Animalia 160\n",
+      "2\n",
+      "Plantae 85\n",
+      "2\n",
+      "nan 0\n",
+      "3\n",
+      "Metazoa 4272\n",
+      "3\n",
+      "Archaeplastida 719\n",
+      "3\n",
+      "Fungi 468\n",
+      "3\n",
+      "Animalia 1077\n",
+      "3\n",
+      "Plantae 286\n",
+      "3\n",
+      "nan 0\n",
+      "4\n",
+      "Metazoa 39686\n",
+      "4\n",
+      "Archaeplastida 10182\n",
+      "4\n",
+      "Fungi 2019\n",
+      "4\n",
+      "Animalia 6225\n",
+      "4\n",
+      "Plantae 1702\n",
+      "4\n",
+      "nan 0\n",
+      "5\n",
+      "Metazoa 74323\n",
+      "5\n",
+      "Archaeplastida 33054\n",
+      "5\n",
+      "Fungi 7713\n",
+      "5\n",
+      "Animalia 12476\n",
+      "5\n",
+      "Plantae 2499\n",
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "marker = 0\n",
+    "for king_dict in kingdom_counts:\n",
+    "    for key, value in king_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        print(key, value)\n",
+    "        print(marker)\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'kingdom'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Metazoa</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>31</td>\n",
+       "      <td>61</td>\n",
+       "      <td>355</td>\n",
+       "      <td>4272</td>\n",
+       "      <td>39686</td>\n",
+       "      <td>74323</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Archaeplastida</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>176</td>\n",
+       "      <td>719</td>\n",
+       "      <td>10182</td>\n",
+       "      <td>33054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Fungi</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>11</td>\n",
+       "      <td>36</td>\n",
+       "      <td>152</td>\n",
+       "      <td>468</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>7713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Animalia</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>6</td>\n",
+       "      <td>27</td>\n",
+       "      <td>160</td>\n",
+       "      <td>1077</td>\n",
+       "      <td>6225</td>\n",
+       "      <td>12476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96536</th>\n",
+       "      <td>Kribia</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96537</th>\n",
+       "      <td>Chilodonta</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96538</th>\n",
+       "      <td>Epihippus</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96539</th>\n",
+       "      <td>Ancistria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96540</th>\n",
+       "      <td>Exneria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>96541 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            top_taxon     rank  num_phyla  num_classes  num_orders  \\\n",
+       "0                 NaN  kingdom          1            1           1   \n",
+       "1             Metazoa  kingdom         31           61         355   \n",
+       "2      Archaeplastida  kingdom          7           22         176   \n",
+       "3               Fungi  kingdom         11           36         152   \n",
+       "4            Animalia  kingdom          6           27         160   \n",
+       "...               ...      ...        ...          ...         ...   \n",
+       "96536          Kribia    genus          1            1           1   \n",
+       "96537      Chilodonta    genus          1            1           1   \n",
+       "96538       Epihippus    genus          1            1           1   \n",
+       "96539       Ancistria    genus          1            1           1   \n",
+       "96540         Exneria    genus          1            1           1   \n",
+       "\n",
+       "       num_families  num_genera  num_species  \n",
+       "0                 1           1            1  \n",
+       "1              4272       39686        74323  \n",
+       "2               719       10182        33054  \n",
+       "3               468        2019         7713  \n",
+       "4              1077        6225        12476  \n",
+       "...             ...         ...          ...  \n",
+       "96536             1           1            1  \n",
+       "96537             1           1            1  \n",
+       "96538             1           1            1  \n",
+       "96539             1           1            1  \n",
+       "96540             1           1            1  \n",
+       "\n",
+       "[96541 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marker = 1\n",
+    "for phylum_dict in phylum_counts:\n",
+    "    for key, value in phylum_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'phylum'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Metazoa</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>31</td>\n",
+       "      <td>61</td>\n",
+       "      <td>355</td>\n",
+       "      <td>4272</td>\n",
+       "      <td>39686</td>\n",
+       "      <td>74323</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Archaeplastida</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>7</td>\n",
+       "      <td>22</td>\n",
+       "      <td>176</td>\n",
+       "      <td>719</td>\n",
+       "      <td>10182</td>\n",
+       "      <td>33054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Fungi</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>11</td>\n",
+       "      <td>36</td>\n",
+       "      <td>152</td>\n",
+       "      <td>468</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>7713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Animalia</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>6</td>\n",
+       "      <td>27</td>\n",
+       "      <td>160</td>\n",
+       "      <td>1077</td>\n",
+       "      <td>6225</td>\n",
+       "      <td>12476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Plantae</td>\n",
+       "      <td>kingdom</td>\n",
+       "      <td>5</td>\n",
+       "      <td>14</td>\n",
+       "      <td>85</td>\n",
+       "      <td>286</td>\n",
+       "      <td>1702</td>\n",
+       "      <td>2499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>phylum</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Arthropoda</td>\n",
+       "      <td>phylum</td>\n",
+       "      <td>1</td>\n",
+       "      <td>13</td>\n",
+       "      <td>108</td>\n",
+       "      <td>1747</td>\n",
+       "      <td>28515</td>\n",
+       "      <td>60992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Tracheophyta</td>\n",
+       "      <td>phylum</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>81</td>\n",
+       "      <td>463</td>\n",
+       "      <td>9418</td>\n",
+       "      <td>32622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Chordata</td>\n",
+       "      <td>phylum</td>\n",
+       "      <td>1</td>\n",
+       "      <td>13</td>\n",
+       "      <td>158</td>\n",
+       "      <td>1551</td>\n",
+       "      <td>7762</td>\n",
+       "      <td>20969</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        top_taxon     rank  num_phyla  num_classes  num_orders  num_families  \\\n",
+       "0             NaN  kingdom          1            1           1             1   \n",
+       "1         Metazoa  kingdom         31           61         355          4272   \n",
+       "2  Archaeplastida  kingdom          7           22         176           719   \n",
+       "3           Fungi  kingdom         11           36         152           468   \n",
+       "4        Animalia  kingdom          6           27         160          1077   \n",
+       "5         Plantae  kingdom          5           14          85           286   \n",
+       "6             NaN   phylum          1            1           1             1   \n",
+       "7      Arthropoda   phylum          1           13         108          1747   \n",
+       "8    Tracheophyta   phylum          1            9          81           463   \n",
+       "9        Chordata   phylum          1           13         158          1551   \n",
+       "\n",
+       "   num_genera  num_species  \n",
+       "0           1            1  \n",
+       "1       39686        74323  \n",
+       "2       10182        33054  \n",
+       "3        2019         7713  \n",
+       "4        6225        12476  \n",
+       "5        1702         2499  \n",
+       "6           1            1  \n",
+       "7       28515        60992  \n",
+       "8        9418        32622  \n",
+       "9        7762        20969  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marker = 2\n",
+    "for class_dict in class_counts:\n",
+    "    for key, value in class_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'class'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>Pancrustacea</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>24878</td>\n",
+       "      <td>49513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>Gnathostomata</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>96</td>\n",
+       "      <td>1504</td>\n",
+       "      <td>7521</td>\n",
+       "      <td>20133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>Gastropoda</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>15</td>\n",
+       "      <td>301</td>\n",
+       "      <td>2214</td>\n",
+       "      <td>7699</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Agaricomycetes</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>108</td>\n",
+       "      <td>776</td>\n",
+       "      <td>4900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>Gnetopsida</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>Polychaeta</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>Cycadopsida</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>Clitellata</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>Craniiformea</td>\n",
+       "      <td>class</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>137 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          top_taxon   rank  num_phyla  num_classes  num_orders  num_families  \\\n",
+       "56              NaN  class          1            1           1             1   \n",
+       "57     Pancrustacea  class          1            1          68          1276   \n",
+       "58    Gnathostomata  class          1            1          96          1504   \n",
+       "59       Gastropoda  class          1            1          15           301   \n",
+       "60   Agaricomycetes  class          1            1          20           108   \n",
+       "..              ...    ...        ...          ...         ...           ...   \n",
+       "188      Gnetopsida  class          1            1           1             1   \n",
+       "189      Polychaeta  class          1            1           1             2   \n",
+       "190     Cycadopsida  class          1            1           1             1   \n",
+       "191      Clitellata  class          1            1           1             1   \n",
+       "192    Craniiformea  class          1            1           1             1   \n",
+       "\n",
+       "     num_genera  num_species  \n",
+       "56            1            1  \n",
+       "57        24878        49513  \n",
+       "58         7521        20133  \n",
+       "59         2214         7699  \n",
+       "60          776         4900  \n",
+       "..          ...          ...  \n",
+       "188           1            2  \n",
+       "189           3            3  \n",
+       "190           1            1  \n",
+       "191           1            1  \n",
+       "192           1            0  \n",
+       "\n",
+       "[137 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df.loc[taxa_counts_df['rank'] == 'class']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marker = 3\n",
+    "for order_dict in order_counts:\n",
+    "    for key, value in order_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'order'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>Lepidoptera</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7599</td>\n",
+       "      <td>25071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>Sapindales</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>310</td>\n",
+       "      <td>1362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>Trichoptera</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>38</td>\n",
+       "      <td>253</td>\n",
+       "      <td>1056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>Hemiptera</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>135</td>\n",
+       "      <td>3290</td>\n",
+       "      <td>6144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>955</th>\n",
+       "      <td>Dermoptera</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>956</th>\n",
+       "      <td>Struthioniformes</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>957</th>\n",
+       "      <td>Craniata</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>958</th>\n",
+       "      <td>Rhizocarpales</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>959</th>\n",
+       "      <td>Hedwigiales</td>\n",
+       "      <td>order</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>767 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            top_taxon   rank  num_phyla  num_classes  num_orders  \\\n",
+       "193               NaN  order          1            1           1   \n",
+       "194       Lepidoptera  order          1            1           1   \n",
+       "195        Sapindales  order          1            1           1   \n",
+       "196       Trichoptera  order          1            1           1   \n",
+       "197         Hemiptera  order          1            1           1   \n",
+       "..                ...    ...        ...          ...         ...   \n",
+       "955        Dermoptera  order          1            1           1   \n",
+       "956  Struthioniformes  order          1            1           1   \n",
+       "957          Craniata  order          1            1           1   \n",
+       "958     Rhizocarpales  order          1            1           1   \n",
+       "959       Hedwigiales  order          1            1           1   \n",
+       "\n",
+       "     num_families  num_genera  num_species  \n",
+       "193             1           1            1  \n",
+       "194           128        7599        25071  \n",
+       "195             9         310         1362  \n",
+       "196            38         253         1056  \n",
+       "197           135        3290         6144  \n",
+       "..            ...         ...          ...  \n",
+       "955             1           1            1  \n",
+       "956             1           1            1  \n",
+       "957             1           1            0  \n",
+       "958             1           1            1  \n",
+       "959             1           1            1  \n",
+       "\n",
+       "[767 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df.loc[taxa_counts_df['rank'] == 'order']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marker = 4\n",
+    "for family_dict in family_counts:\n",
+    "    for key, value in family_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'family'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>960</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>961</th>\n",
+       "      <td>Oenosandridae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>962</th>\n",
+       "      <td>Rutaceae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>104</td>\n",
+       "      <td>618</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>963</th>\n",
+       "      <td>Limnephilidae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58</td>\n",
+       "      <td>223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>964</th>\n",
+       "      <td>Reduviidae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>34</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6621</th>\n",
+       "      <td>Hedwigiaceae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6622</th>\n",
+       "      <td>Jasmineiricolidae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6623</th>\n",
+       "      <td>Cunninghamella</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6624</th>\n",
+       "      <td>Eremobelbidae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6625</th>\n",
+       "      <td>Rhopalomeniidae</td>\n",
+       "      <td>family</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5666 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              top_taxon    rank  num_phyla  num_classes  num_orders  \\\n",
+       "960                 NaN  family          1            1           1   \n",
+       "961       Oenosandridae  family          1            1           1   \n",
+       "962            Rutaceae  family          1            1           1   \n",
+       "963       Limnephilidae  family          1            1           1   \n",
+       "964          Reduviidae  family          1            1           1   \n",
+       "...                 ...     ...        ...          ...         ...   \n",
+       "6621       Hedwigiaceae  family          1            1           1   \n",
+       "6622  Jasmineiricolidae  family          1            1           1   \n",
+       "6623     Cunninghamella  family          1            1           1   \n",
+       "6624      Eremobelbidae  family          1            1           1   \n",
+       "6625    Rhopalomeniidae  family          1            1           1   \n",
+       "\n",
+       "      num_families  num_genera  num_species  \n",
+       "960              1           1            1  \n",
+       "961              1           1            4  \n",
+       "962              1         104          618  \n",
+       "963              1          58          223  \n",
+       "964              1          34           73  \n",
+       "...            ...         ...          ...  \n",
+       "6621             1           1            1  \n",
+       "6622             1           1            1  \n",
+       "6623             1           0            0  \n",
+       "6624             1           1            1  \n",
+       "6625             1           1            1  \n",
+       "\n",
+       "[5666 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df.loc[taxa_counts_df['rank'] == 'family']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marker = 5\n",
+    "for genus_dict in genus_counts:\n",
+    "    for key, value in genus_dict.items():\n",
+    "        # key = higher taxon, value = num of lower taxa in it\n",
+    "        taxa_counts_df.loc[(taxa_counts_df['top_taxon'] == key) & (taxa_counts_df['rank'] == 'genus'), taxa_cols[marker]] = value\n",
+    "    marker += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "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>top_taxon</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>num_phyla</th>\n",
+       "      <th>num_classes</th>\n",
+       "      <th>num_orders</th>\n",
+       "      <th>num_families</th>\n",
+       "      <th>num_genera</th>\n",
+       "      <th>num_species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6626</th>\n",
+       "      <td>Manfreda</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6627</th>\n",
+       "      <td>Discophlebia</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6628</th>\n",
+       "      <td>Melicope</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6629</th>\n",
+       "      <td>Limnephilus</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6630</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96536</th>\n",
+       "      <td>Kribia</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96537</th>\n",
+       "      <td>Chilodonta</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96538</th>\n",
+       "      <td>Epihippus</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96539</th>\n",
+       "      <td>Ancistria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96540</th>\n",
+       "      <td>Exneria</td>\n",
+       "      <td>genus</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>89915 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          top_taxon   rank  num_phyla  num_classes  num_orders  num_families  \\\n",
+       "6626       Manfreda  genus          1            1           1             1   \n",
+       "6627   Discophlebia  genus          1            1           1             1   \n",
+       "6628       Melicope  genus          1            1           1             1   \n",
+       "6629    Limnephilus  genus          1            1           1             1   \n",
+       "6630            NaN  genus          1            1           1             1   \n",
+       "...             ...    ...        ...          ...         ...           ...   \n",
+       "96536        Kribia  genus          1            1           1             1   \n",
+       "96537    Chilodonta  genus          1            1           1             1   \n",
+       "96538     Epihippus  genus          1            1           1             1   \n",
+       "96539     Ancistria  genus          1            1           1             1   \n",
+       "96540       Exneria  genus          1            1           1             1   \n",
+       "\n",
+       "       num_genera  num_species  \n",
+       "6626            1            3  \n",
+       "6627            1            5  \n",
+       "6628            1           39  \n",
+       "6629            1           81  \n",
+       "6630            1            1  \n",
+       "...           ...          ...  \n",
+       "96536           1            1  \n",
+       "96537           1            1  \n",
+       "96538           1            1  \n",
+       "96539           1            1  \n",
+       "96540           1            1  \n",
+       "\n",
+       "[89915 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "taxa_counts_df.loc[taxa_counts_df['rank'] == 'genus']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Save resulting DataFrame to CSV. Note that the number of species per genus did not finish."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "taxa_counts_df.to_csv(\"../data/taxa_counts.csv\", index = False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Returning to our original DataFrame, we want to get some counts by source dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add data_source column for easier slicing\n",
+    "df.loc[df['inat21_filename'].notna(), 'data_source'] = 'iNat21'\n",
+    "df.loc[df['bioscan_filename'].notna(), 'data_source'] = 'BIOSCAN'\n",
+    "df.loc[df['eol_content_id'].notna(), 'data_source'] = 'EOL'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "518118"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[df['data_source'] == 'EOL', 'common'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9941"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[df['data_source'] == 'iNat21', 'common'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10635"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[df['data_source'] == 'BIOSCAN', 'common'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "viz",
+   "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": "3.8.10"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}