day3-live.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "52e90f88-7649-413d-aef6-8bda99376d5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:26:18.515611Z",
     "iopub.status.busy": "2023-07-28T17:26:18.515262Z",
     "iopub.status.idle": "2023-07-28T17:26:18.518686Z",
     "shell.execute_reply": "2023-07-28T17:26:18.518088Z",
     "shell.execute_reply.started": "2023-07-28T17:26:18.515585Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pathlib\n",
    "import time\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5e9525e0-25c7-4b4a-858b-1d5ae01419e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:20:07.454713Z",
     "iopub.status.busy": "2023-07-28T17:20:07.454357Z",
     "iopub.status.idle": "2023-07-28T17:20:07.459477Z",
     "shell.execute_reply": "2023-07-28T17:20:07.459004Z",
     "shell.execute_reply.started": "2023-07-28T17:20:07.454685Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('sci-pages/sci-W.html')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target = pathlib.Path('sci-pages')\n",
    "\n",
    "# list(target.glob(\"*.html\")) this will just show you all of them\n",
    "# but let's just get the first one\n",
    "first_file = next(target.glob(\"*.html\"))\n",
    "\n",
    "first_file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c4efd27e-1b77-46d7-96dd-14248b46916b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:21:18.432435Z",
     "iopub.status.busy": "2023-07-28T17:21:18.432087Z",
     "iopub.status.idle": "2023-07-28T17:21:18.447648Z",
     "shell.execute_reply": "2023-07-28T17:21:18.447127Z",
     "shell.execute_reply.started": "2023-07-28T17:21:18.432408Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(first_file.read_text(), 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1e5994a2-5f1b-42e1-a5b7-e46b99a6496c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:21:31.800229Z",
     "iopub.status.busy": "2023-07-28T17:21:31.799894Z",
     "iopub.status.idle": "2023-07-28T17:21:31.804602Z",
     "shell.execute_reply": "2023-07-28T17:21:31.804080Z",
     "shell.execute_reply.started": "2023-07-28T17:21:31.800204Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a href=\"/\">CalPhotos</a>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2044b7b8-2066-4b58-9604-e008796c6581",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2023-07-28T17:26:26.267694Z",
     "iopub.status.busy": "2023-07-28T17:26:26.267347Z",
     "iopub.status.idle": "2023-07-28T17:26:26.277311Z",
     "shell.execute_reply": "2023-07-28T17:26:26.276608Z",
     "shell.execute_reply.started": "2023-07-28T17:26:26.267673Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wachendorfia+paniculata&amp;title_tag=Wachendorfia+paniculata\">Wachendorfia paniculata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wachendorfia+thyrsiflora&amp;title_tag=Wachendorfia+thyrsiflora\">Wachendorfia thyrsiflora</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+annularis&amp;title_tag=Wahlenbergia+annularis\">Wahlenbergia annularis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+berteroi&amp;title_tag=Wahlenbergia+berteroi\">Wahlenbergia berteroi</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+capensis&amp;title_tag=Wahlenbergia+capensis\">Wahlenbergia capensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+communis&amp;title_tag=Wahlenbergia+communis\">Wahlenbergia communis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+cuspidata&amp;title_tag=Wahlenbergia+cuspidata\">Wahlenbergia cuspidata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+fasciculata&amp;title_tag=Wahlenbergia+fasciculata\">Wahlenbergia fasciculata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+fernadeziana&amp;title_tag=Wahlenbergia+fernadeziana\">Wahlenbergia fernadeziana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+gracilis&amp;title_tag=Wahlenbergia+gracilis\">Wahlenbergia gracilis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+grandiflora&amp;title_tag=Wahlenbergia+grandiflora\">Wahlenbergia grandiflora</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+marginata&amp;title_tag=Wahlenbergia+marginata\">Wahlenbergia marginata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+oxyphylla&amp;title_tag=Wahlenbergia+oxyphylla\">Wahlenbergia oxyphylla</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+sp.&amp;title_tag=Wahlenbergia+sp.\">Wahlenbergia sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+undulata&amp;title_tag=Wahlenbergia+undulata\">Wahlenbergia undulata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waldsteinia+fragarioides&amp;title_tag=Waldsteinia+fragarioides\">Waldsteinia fragarioides</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waldsteinia+idahoensis&amp;title_tag=Waldsteinia+idahoensis\">Waldsteinia idahoensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wallichia+disticha&amp;title_tag=Wallichia+disticha\">Wallichia disticha</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltheria+indica&amp;title_tag=Waltheria+indica\">Waltheria indica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltheria+ovata&amp;title_tag=Waltheria+ovata\">Waltheria ovata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltzia+suaveolens&amp;title_tag=Waltzia+suaveolens\">Waltzia suaveolens</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warburgia+salutaris&amp;title_tag=Warburgia+salutaris\">Warburgia salutaris</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warnstorfia+exannulata&amp;title_tag=Warnstorfia+exannulata\">Warnstorfia exannulata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warscewiczia+coccinea&amp;title_tag=Warscewiczia+coccinea\">Warscewiczia coccinea</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+filifera&amp;title_tag=Washingtonia+filifera\">Washingtonia filifera</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+filifolia&amp;title_tag=Washingtonia+filifolia\">Washingtonia filifolia</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+robusta&amp;title_tag=Washingtonia+robusta\">Washingtonia robusta</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+sp.&amp;title_tag=Washingtonia+sp.\">Washingtonia sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+borbonica&amp;title_tag=Watsonia+borbonica\">Watsonia borbonica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+meriana&amp;title_tag=Watsonia+meriana\">Watsonia meriana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+meriana+var.+bulbillifera&amp;title_tag=Watsonia+meriana+var.+bulbillifera\">Watsonia meriana var. bulbillifera</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+sp.&amp;title_tag=Watsonia+sp.\">Watsonia sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+acapulcensis+var.+hispida&amp;title_tag=Wedelia+acapulcensis+var.+hispida\">Wedelia acapulcensis var. hispida</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+chihuahuana&amp;title_tag=Wedelia+chihuahuana\">Wedelia chihuahuana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+hispida&amp;title_tag=Wedelia+hispida\">Wedelia hispida</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+texana&amp;title_tag=Wedelia+texana\">Wedelia texana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+trilobata&amp;title_tag=Wedelia+trilobata\">Wedelia trilobata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+coraeensis&amp;title_tag=Weigela+coraeensis\">Weigela coraeensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+florida&amp;title_tag=Weigela+florida\">Weigela florida</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+praecox&amp;title_tag=Weigela+praecox\">Weigela praecox</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+sp.&amp;title_tag=Weigela+sp.\">Weigela sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+X+briant+rubidor&amp;title_tag=Weigela+X+briant+rubidor\">Weigela X briant rubidor</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weingartia+hediniana&amp;title_tag=Weingartia+hediniana\">Weingartia hediniana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weingartia+neocumingii&amp;title_tag=Weingartia+neocumingii\">Weingartia neocumingii</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+parviflora&amp;title_tag=Weinmannia+parviflora\">Weinmannia parviflora</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+pinnata&amp;title_tag=Weinmannia+pinnata\">Weinmannia pinnata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+racemosa&amp;title_tag=Weinmannia+racemosa\">Weinmannia racemosa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+trichosperma&amp;title_tag=Weinmannia+trichosperma\">Weinmannia trichosperma</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weissia+controversa&amp;title_tag=Weissia+controversa\">Weissia controversa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weldenia+candida&amp;title_tag=Weldenia+candida\">Weldenia candida</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Welwitschia+mirabilis&amp;title_tag=Welwitschia+mirabilis\">Welwitschia mirabilis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wercklea+ferox&amp;title_tag=Wercklea+ferox\">Wercklea ferox</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Werneria+nubigena&amp;title_tag=Werneria+nubigena\">Werneria nubigena</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringa+fruticosa&amp;title_tag=Westringa+fruticosa\">Westringa fruticosa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+brevifolia&amp;title_tag=Westringia+brevifolia\">Westringia brevifolia</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+dampieri&amp;title_tag=Westringia+dampieri\">Westringia dampieri</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+fruticosa&amp;title_tag=Westringia+fruticosa\">Westringia fruticosa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whipplea+modesta&amp;title_tag=Whipplea+modesta\">Whipplea modesta</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whitesloanea+crassa&amp;title_tag=Whitesloanea+crassa\">Whitesloanea crassa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whitfieldia+elongata&amp;title_tag=Whitfieldia+elongata\">Whitfieldia elongata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wibelia+denticulata&amp;title_tag=Wibelia+denticulata\">Wibelia denticulata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Widdringtonia+nodiflora&amp;title_tag=Widdringtonia+nodiflora\">Widdringtonia nodiflora</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigandia+caracasana&amp;title_tag=Wigandia+caracasana\">Wigandia caracasana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigandia+urens&amp;title_tag=Wigandia+urens\">Wigandia urens</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigginsia+paucioreolatus&amp;title_tag=Wigginsia+paucioreolatus\">Wigginsia paucioreolatus</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wikstroemia+phillyreifolia&amp;title_tag=Wikstroemia+phillyreifolia\">Wikstroemia phillyreifolia</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wilkesia+gymnoxiphium&amp;title_tag=Wilkesia+gymnoxiphium\">Wilkesia gymnoxiphium</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wilkesia+hobdyi&amp;title_tag=Wilkesia+hobdyi\">Wilkesia hobdyi</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta&amp;title_tag=Wislizenia+refracta\">Wislizenia refracta</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+californica&amp;title_tag=Wislizenia+refracta+ssp.+californica\">Wislizenia refracta ssp. californica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+palmeri&amp;title_tag=Wislizenia+refracta+ssp.+palmeri\">Wislizenia refracta ssp. palmeri</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+refracta&amp;title_tag=Wislizenia+refracta+ssp.+refracta\">Wislizenia refracta ssp. refracta</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+floribunda&amp;title_tag=Wisteria+floribunda\">Wisteria floribunda</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+japonica&amp;title_tag=Wisteria+japonica\">Wisteria japonica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+sinensis&amp;title_tag=Wisteria+sinensis\">Wisteria sinensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+sp.&amp;title_tag=Wisteria+sp.\">Wisteria sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wodyetia+bifurcata&amp;title_tag=Wodyetia+bifurcata\">Wodyetia bifurcata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+borealis&amp;title_tag=Wolffia+borealis\">Wolffia borealis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+brasiliensis&amp;title_tag=Wolffia+brasiliensis\">Wolffia brasiliensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+columbiana&amp;title_tag=Wolffia+columbiana\">Wolffia columbiana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+globosa&amp;title_tag=Wolffia+globosa\">Wolffia globosa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+sp.&amp;title_tag=Wolffia+sp.\">Wolffia sp.</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wollemia+nobilis&amp;title_tag=Wollemia+nobilis\">Wollemia nobilis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+ilvensis+&amp;title_tag=Woodsia+ilvensis+\">Woodsia ilvensis </a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+mexiae&amp;title_tag=Woodsia+mexiae\">Woodsia mexiae</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+montevidensis&amp;title_tag=Woodsia+montevidensis\">Woodsia montevidensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+obtusa&amp;title_tag=Woodsia+obtusa\">Woodsia obtusa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+oregana&amp;title_tag=Woodsia+oregana\">Woodsia oregana</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+plummerae&amp;title_tag=Woodsia+plummerae\">Woodsia plummerae</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+scopulina&amp;title_tag=Woodsia+scopulina\">Woodsia scopulina</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+fimbriata&amp;title_tag=Woodwardia+fimbriata\">Woodwardia fimbriata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+semicordata&amp;title_tag=Woodwardia+semicordata\">Woodwardia semicordata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+unigemmata&amp;title_tag=Woodwardia+unigemmata\">Woodwardia unigemmata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+virginica&amp;title_tag=Woodwardia+virginica\">Woodwardia virginica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woollsia+pungens&amp;title_tag=Woollsia+pungens\">Woollsia pungens</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrangelia+argus&amp;title_tag=Wrangelia+argus\">Wrangelia argus</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+antidysenterica&amp;title_tag=Wrightia+antidysenterica\">Wrightia antidysenterica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+natalensis&amp;title_tag=Wrightia+natalensis\">Wrightia natalensis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+religiosa&amp;title_tag=Wrightia+religiosa\">Wrightia religiosa</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+amplexicaulis&amp;title_tag=Wyethia+amplexicaulis\">Wyethia amplexicaulis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+angustifloria&amp;title_tag=Wyethia+angustifloria\">Wyethia angustifloria</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+angustifolia&amp;title_tag=Wyethia+angustifolia\">Wyethia angustifolia</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+arizonica&amp;title_tag=Wyethia+arizonica\">Wyethia arizonica</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+bolanderi&amp;title_tag=Wyethia+bolanderi\">Wyethia bolanderi</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+elata&amp;title_tag=Wyethia+elata\">Wyethia elata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+glabra&amp;title_tag=Wyethia+glabra\">Wyethia glabra</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+helenioides&amp;title_tag=Wyethia+helenioides\">Wyethia helenioides</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+helianthoides&amp;title_tag=Wyethia+helianthoides\">Wyethia helianthoides</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+invenusta&amp;title_tag=Wyethia+invenusta\">Wyethia invenusta</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+longicaulis&amp;title_tag=Wyethia+longicaulis\">Wyethia longicaulis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+mollis&amp;title_tag=Wyethia+mollis\">Wyethia mollis</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+ovata&amp;title_tag=Wyethia+ovata\">Wyethia ovata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+reticulata&amp;title_tag=Wyethia+reticulata\">Wyethia reticulata</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+scabra&amp;title_tag=Wyethia+scabra\">Wyethia scabra</a>,\n",
       " <a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+sp.&amp;title_tag=Wyethia+sp.\">Wyethia sp.</a>,\n",
       " <a href=\"/cgi/dlpmail?step=form&amp;subject=CalPhotos\">Questions and Comments</a>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('a', href=re.compile(\"/cgi\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4fdf5fa7-fdf3-4b8e-8ea7-36c45fc445b2",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2023-07-28T17:37:26.233850Z",
     "iopub.status.busy": "2023-07-28T17:37:26.233508Z",
     "iopub.status.idle": "2023-07-28T17:37:26.240614Z",
     "shell.execute_reply": "2023-07-28T17:37:26.239927Z",
     "shell.execute_reply.started": "2023-07-28T17:37:26.233829Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wachendorfia paniculata\n",
      "Wachendorfia thyrsiflora\n",
      "Wahlenbergia annularis\n",
      "Wahlenbergia berteroi\n",
      "Wahlenbergia capensis\n",
      "Wahlenbergia communis\n",
      "Wahlenbergia cuspidata\n",
      "Wahlenbergia fasciculata\n",
      "Wahlenbergia fernadeziana\n",
      "Wahlenbergia gracilis\n",
      "Wahlenbergia grandiflora\n",
      "Wahlenbergia marginata\n",
      "Wahlenbergia oxyphylla\n",
      "Wahlenbergia sp.\n",
      "Wahlenbergia undulata\n",
      "Waldsteinia fragarioides\n",
      "Waldsteinia idahoensis\n",
      "Wallichia disticha\n",
      "Waltheria indica\n",
      "Waltheria ovata\n",
      "Waltzia suaveolens\n",
      "Warburgia salutaris\n",
      "Warnstorfia exannulata\n",
      "Warscewiczia coccinea\n",
      "Washingtonia filifera\n",
      "Washingtonia filifolia\n",
      "Washingtonia robusta\n",
      "Washingtonia sp.\n",
      "Watsonia borbonica\n",
      "Watsonia meriana\n",
      "Watsonia meriana var. bulbillifera\n",
      "Watsonia sp.\n",
      "Wedelia acapulcensis var. hispida\n",
      "Wedelia chihuahuana\n",
      "Wedelia hispida\n",
      "Wedelia texana\n",
      "Wedelia trilobata\n",
      "Weigela coraeensis\n",
      "Weigela florida\n",
      "Weigela praecox\n",
      "Weigela sp.\n",
      "Weigela X briant rubidor\n",
      "Weingartia hediniana\n",
      "Weingartia neocumingii\n",
      "Weinmannia parviflora\n",
      "Weinmannia pinnata\n",
      "Weinmannia racemosa\n",
      "Weinmannia trichosperma\n",
      "Weissia controversa\n",
      "Weldenia candida\n",
      "Welwitschia mirabilis\n",
      "Wercklea ferox\n",
      "Werneria nubigena\n",
      "Westringa fruticosa\n",
      "Westringia brevifolia\n",
      "Westringia dampieri\n",
      "Westringia fruticosa\n",
      "Whipplea modesta\n",
      "Whitesloanea crassa\n",
      "Whitfieldia elongata\n",
      "Wibelia denticulata\n",
      "Widdringtonia nodiflora\n",
      "Wigandia caracasana\n",
      "Wigandia urens\n",
      "Wigginsia paucioreolatus\n",
      "Wikstroemia phillyreifolia\n",
      "Wilkesia gymnoxiphium\n",
      "Wilkesia hobdyi\n",
      "Wislizenia refracta\n",
      "Wislizenia refracta ssp. californica\n",
      "Wislizenia refracta ssp. palmeri\n",
      "Wislizenia refracta ssp. refracta\n",
      "Wisteria floribunda\n",
      "Wisteria japonica\n",
      "Wisteria sinensis\n",
      "Wisteria sp.\n",
      "Wodyetia bifurcata\n",
      "Wolffia borealis\n",
      "Wolffia brasiliensis\n",
      "Wolffia columbiana\n",
      "Wolffia globosa\n",
      "Wolffia sp.\n",
      "Wollemia nobilis\n",
      "Woodsia ilvensis \n",
      "Woodsia mexiae\n",
      "Woodsia montevidensis\n",
      "Woodsia obtusa\n",
      "Woodsia oregana\n",
      "Woodsia plummerae\n",
      "Woodsia scopulina\n",
      "Woodwardia fimbriata\n",
      "Woodwardia semicordata\n",
      "Woodwardia unigemmata\n",
      "Woodwardia virginica\n",
      "Woollsia pungens\n",
      "Wrangelia argus\n",
      "Wrightia antidysenterica\n",
      "Wrightia natalensis\n",
      "Wrightia religiosa\n",
      "Wyethia amplexicaulis\n",
      "Wyethia angustifloria\n",
      "Wyethia angustifolia\n",
      "Wyethia arizonica\n",
      "Wyethia bolanderi\n",
      "Wyethia elata\n",
      "Wyethia glabra\n",
      "Wyethia helenioides\n",
      "Wyethia helianthoides\n",
      "Wyethia invenusta\n",
      "Wyethia longicaulis\n",
      "Wyethia mollis\n",
      "Wyethia ovata\n",
      "Wyethia reticulata\n",
      "Wyethia scabra\n",
      "Wyethia sp.\n"
     ]
    }
   ],
   "source": [
    "# soup.select(\"td > p > a\")\n",
    "\n",
    "for a in soup.select(\"td > p > a\"):\n",
    "    print(a.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c081ee59-cc4f-4502-88f3-b649f10f45be",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2023-07-28T17:39:08.630266Z",
     "iopub.status.busy": "2023-07-28T17:39:08.629599Z",
     "iopub.status.idle": "2023-07-28T17:39:08.637758Z",
     "shell.execute_reply": "2023-07-28T17:39:08.637187Z",
     "shell.execute_reply.started": "2023-07-28T17:39:08.630242Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<p>\n",
      "<font face=\"Helvetica,Arial,Verdana\">\n",
      "<p>\n",
      "<small>\n",
      "</small>\n",
      "</p></font>\n",
      "</p>\n",
      "<p>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wachendorfia+paniculata&amp;title_tag=Wachendorfia+paniculata\">Wachendorfia paniculata</a> (6)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wachendorfia+thyrsiflora&amp;title_tag=Wachendorfia+thyrsiflora\">Wachendorfia thyrsiflora</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+annularis&amp;title_tag=Wahlenbergia+annularis\">Wahlenbergia annularis</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+berteroi&amp;title_tag=Wahlenbergia+berteroi\">Wahlenbergia berteroi</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+capensis&amp;title_tag=Wahlenbergia+capensis\">Wahlenbergia capensis</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+communis&amp;title_tag=Wahlenbergia+communis\">Wahlenbergia communis</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+cuspidata&amp;title_tag=Wahlenbergia+cuspidata\">Wahlenbergia cuspidata</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+fasciculata&amp;title_tag=Wahlenbergia+fasciculata\">Wahlenbergia fasciculata</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+fernadeziana&amp;title_tag=Wahlenbergia+fernadeziana\">Wahlenbergia fernadeziana</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+gracilis&amp;title_tag=Wahlenbergia+gracilis\">Wahlenbergia gracilis</a> (8)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+grandiflora&amp;title_tag=Wahlenbergia+grandiflora\">Wahlenbergia grandiflora</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+marginata&amp;title_tag=Wahlenbergia+marginata\">Wahlenbergia marginata</a> (58)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+oxyphylla&amp;title_tag=Wahlenbergia+oxyphylla\">Wahlenbergia oxyphylla</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+sp.&amp;title_tag=Wahlenbergia+sp.\">Wahlenbergia sp.</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wahlenbergia+undulata&amp;title_tag=Wahlenbergia+undulata\">Wahlenbergia undulata</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waldsteinia+fragarioides&amp;title_tag=Waldsteinia+fragarioides\">Waldsteinia fragarioides</a> (11)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waldsteinia+idahoensis&amp;title_tag=Waldsteinia+idahoensis\">Waldsteinia idahoensis</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wallichia+disticha&amp;title_tag=Wallichia+disticha\">Wallichia disticha</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltheria+indica&amp;title_tag=Waltheria+indica\">Waltheria indica</a> (13)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltheria+ovata&amp;title_tag=Waltheria+ovata\">Waltheria ovata</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Waltzia+suaveolens&amp;title_tag=Waltzia+suaveolens\">Waltzia suaveolens</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warburgia+salutaris&amp;title_tag=Warburgia+salutaris\">Warburgia salutaris</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warnstorfia+exannulata&amp;title_tag=Warnstorfia+exannulata\">Warnstorfia exannulata</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Warscewiczia+coccinea&amp;title_tag=Warscewiczia+coccinea\">Warscewiczia coccinea</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+filifera&amp;title_tag=Washingtonia+filifera\">Washingtonia filifera</a> (124)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+filifolia&amp;title_tag=Washingtonia+filifolia\">Washingtonia filifolia</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+robusta&amp;title_tag=Washingtonia+robusta\">Washingtonia robusta</a> (34)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Washingtonia+sp.&amp;title_tag=Washingtonia+sp.\">Washingtonia sp.</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+borbonica&amp;title_tag=Watsonia+borbonica\">Watsonia borbonica</a> (6)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+meriana&amp;title_tag=Watsonia+meriana\">Watsonia meriana</a> (11)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+meriana+var.+bulbillifera&amp;title_tag=Watsonia+meriana+var.+bulbillifera\">Watsonia meriana var. bulbillifera</a> (5)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Watsonia+sp.&amp;title_tag=Watsonia+sp.\">Watsonia sp.</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+acapulcensis+var.+hispida&amp;title_tag=Wedelia+acapulcensis+var.+hispida\">Wedelia acapulcensis var. hispida</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+chihuahuana&amp;title_tag=Wedelia+chihuahuana\">Wedelia chihuahuana</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+hispida&amp;title_tag=Wedelia+hispida\">Wedelia hispida</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+texana&amp;title_tag=Wedelia+texana\">Wedelia texana</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wedelia+trilobata&amp;title_tag=Wedelia+trilobata\">Wedelia trilobata</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+coraeensis&amp;title_tag=Weigela+coraeensis\">Weigela coraeensis</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+florida&amp;title_tag=Weigela+florida\">Weigela florida</a> (9)<br/>\n",
      "</p>\n",
      "<p>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+praecox&amp;title_tag=Weigela+praecox\">Weigela praecox</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+sp.&amp;title_tag=Weigela+sp.\">Weigela sp.</a> (5)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weigela+X+briant+rubidor&amp;title_tag=Weigela+X+briant+rubidor\">Weigela X briant rubidor</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weingartia+hediniana&amp;title_tag=Weingartia+hediniana\">Weingartia hediniana</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weingartia+neocumingii&amp;title_tag=Weingartia+neocumingii\">Weingartia neocumingii</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+parviflora&amp;title_tag=Weinmannia+parviflora\">Weinmannia parviflora</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+pinnata&amp;title_tag=Weinmannia+pinnata\">Weinmannia pinnata</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+racemosa&amp;title_tag=Weinmannia+racemosa\">Weinmannia racemosa</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weinmannia+trichosperma&amp;title_tag=Weinmannia+trichosperma\">Weinmannia trichosperma</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weissia+controversa&amp;title_tag=Weissia+controversa\">Weissia controversa</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Weldenia+candida&amp;title_tag=Weldenia+candida\">Weldenia candida</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Welwitschia+mirabilis&amp;title_tag=Welwitschia+mirabilis\">Welwitschia mirabilis</a> (38)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wercklea+ferox&amp;title_tag=Wercklea+ferox\">Wercklea ferox</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Werneria+nubigena&amp;title_tag=Werneria+nubigena\">Werneria nubigena</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringa+fruticosa&amp;title_tag=Westringa+fruticosa\">Westringa fruticosa</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+brevifolia&amp;title_tag=Westringia+brevifolia\">Westringia brevifolia</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+dampieri&amp;title_tag=Westringia+dampieri\">Westringia dampieri</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Westringia+fruticosa&amp;title_tag=Westringia+fruticosa\">Westringia fruticosa</a> (7)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whipplea+modesta&amp;title_tag=Whipplea+modesta\">Whipplea modesta</a> (72)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whitesloanea+crassa&amp;title_tag=Whitesloanea+crassa\">Whitesloanea crassa</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Whitfieldia+elongata&amp;title_tag=Whitfieldia+elongata\">Whitfieldia elongata</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wibelia+denticulata&amp;title_tag=Wibelia+denticulata\">Wibelia denticulata</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Widdringtonia+nodiflora&amp;title_tag=Widdringtonia+nodiflora\">Widdringtonia nodiflora</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigandia+caracasana&amp;title_tag=Wigandia+caracasana\">Wigandia caracasana</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigandia+urens&amp;title_tag=Wigandia+urens\">Wigandia urens</a> (21)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wigginsia+paucioreolatus&amp;title_tag=Wigginsia+paucioreolatus\">Wigginsia paucioreolatus</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wikstroemia+phillyreifolia&amp;title_tag=Wikstroemia+phillyreifolia\">Wikstroemia phillyreifolia</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wilkesia+gymnoxiphium&amp;title_tag=Wilkesia+gymnoxiphium\">Wilkesia gymnoxiphium</a> (9)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wilkesia+hobdyi&amp;title_tag=Wilkesia+hobdyi\">Wilkesia hobdyi</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta&amp;title_tag=Wislizenia+refracta\">Wislizenia refracta</a> (14)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+californica&amp;title_tag=Wislizenia+refracta+ssp.+californica\">Wislizenia refracta ssp. californica</a> (21)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+palmeri&amp;title_tag=Wislizenia+refracta+ssp.+palmeri\">Wislizenia refracta ssp. palmeri</a> (10)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wislizenia+refracta+ssp.+refracta&amp;title_tag=Wislizenia+refracta+ssp.+refracta\">Wislizenia refracta ssp. refracta</a> (11)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+floribunda&amp;title_tag=Wisteria+floribunda\">Wisteria floribunda</a> (3)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+japonica&amp;title_tag=Wisteria+japonica\">Wisteria japonica</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+sinensis&amp;title_tag=Wisteria+sinensis\">Wisteria sinensis</a> (18)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wisteria+sp.&amp;title_tag=Wisteria+sp.\">Wisteria sp.</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wodyetia+bifurcata&amp;title_tag=Wodyetia+bifurcata\">Wodyetia bifurcata</a> (5)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+borealis&amp;title_tag=Wolffia+borealis\">Wolffia borealis</a> (5)<br/>\n",
      "</p>\n",
      "<p>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+brasiliensis&amp;title_tag=Wolffia+brasiliensis\">Wolffia brasiliensis</a> (25)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+columbiana&amp;title_tag=Wolffia+columbiana\">Wolffia columbiana</a> (12)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+globosa&amp;title_tag=Wolffia+globosa\">Wolffia globosa</a> (5)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wolffia+sp.&amp;title_tag=Wolffia+sp.\">Wolffia sp.</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wollemia+nobilis&amp;title_tag=Wollemia+nobilis\">Wollemia nobilis</a> (10)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+ilvensis+&amp;title_tag=Woodsia+ilvensis+\">Woodsia ilvensis </a> (13)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+mexiae&amp;title_tag=Woodsia+mexiae\">Woodsia mexiae</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+montevidensis&amp;title_tag=Woodsia+montevidensis\">Woodsia montevidensis</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+obtusa&amp;title_tag=Woodsia+obtusa\">Woodsia obtusa</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+oregana&amp;title_tag=Woodsia+oregana\">Woodsia oregana</a> (41)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+plummerae&amp;title_tag=Woodsia+plummerae\">Woodsia plummerae</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodsia+scopulina&amp;title_tag=Woodsia+scopulina\">Woodsia scopulina</a> (16)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+fimbriata&amp;title_tag=Woodwardia+fimbriata\">Woodwardia fimbriata</a> (69)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+semicordata&amp;title_tag=Woodwardia+semicordata\">Woodwardia semicordata</a> (4)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+unigemmata&amp;title_tag=Woodwardia+unigemmata\">Woodwardia unigemmata</a> (10)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woodwardia+virginica&amp;title_tag=Woodwardia+virginica\">Woodwardia virginica</a> (10)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Woollsia+pungens&amp;title_tag=Woollsia+pungens\">Woollsia pungens</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrangelia+argus&amp;title_tag=Wrangelia+argus\">Wrangelia argus</a> (32)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+antidysenterica&amp;title_tag=Wrightia+antidysenterica\">Wrightia antidysenterica</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+natalensis&amp;title_tag=Wrightia+natalensis\">Wrightia natalensis</a> (12)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wrightia+religiosa&amp;title_tag=Wrightia+religiosa\">Wrightia religiosa</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+amplexicaulis&amp;title_tag=Wyethia+amplexicaulis\">Wyethia amplexicaulis</a> (30)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+angustifloria&amp;title_tag=Wyethia+angustifloria\">Wyethia angustifloria</a> (9)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+angustifolia&amp;title_tag=Wyethia+angustifolia\">Wyethia angustifolia</a> (171)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+arizonica&amp;title_tag=Wyethia+arizonica\">Wyethia arizonica</a> (2)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+bolanderi&amp;title_tag=Wyethia+bolanderi\">Wyethia bolanderi</a> (24)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+elata&amp;title_tag=Wyethia+elata\">Wyethia elata</a> (70)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+glabra&amp;title_tag=Wyethia+glabra\">Wyethia glabra</a> (65)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+helenioides&amp;title_tag=Wyethia+helenioides\">Wyethia helenioides</a> (93)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+helianthoides&amp;title_tag=Wyethia+helianthoides\">Wyethia helianthoides</a> (23)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+invenusta&amp;title_tag=Wyethia+invenusta\">Wyethia invenusta</a> (19)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+longicaulis&amp;title_tag=Wyethia+longicaulis\">Wyethia longicaulis</a> (13)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+mollis&amp;title_tag=Wyethia+mollis\">Wyethia mollis</a> (127)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+ovata&amp;title_tag=Wyethia+ovata\">Wyethia ovata</a> (22)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+reticulata&amp;title_tag=Wyethia+reticulata\">Wyethia reticulata</a> (38)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+scabra&amp;title_tag=Wyethia+scabra\">Wyethia scabra</a> (1)<br/>\n",
      "<a href=\"/cgi/img_query?stat=BROWSE&amp;where-genre=Plant&amp;where-taxon=Wyethia+sp.&amp;title_tag=Wyethia+sp.\">Wyethia sp.</a> (6)<br/>\n",
      "</p>\n"
     ]
    }
   ],
   "source": [
    "for p in soup.select(\"td > p\"):\n",
    "    print(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "828dab07-1ef3-48da-8126-02179d7d5720",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:39:38.349949Z",
     "iopub.status.busy": "2023-07-28T17:39:38.349340Z",
     "iopub.status.idle": "2023-07-28T17:39:38.354106Z",
     "shell.execute_reply": "2023-07-28T17:39:38.353487Z",
     "shell.execute_reply.started": "2023-07-28T17:39:38.349926Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "p_results = soup.select(\"td > p\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ff72714a-6371-471d-b96a-8a5dd81289cf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:39:58.097462Z",
     "iopub.status.busy": "2023-07-28T17:39:58.097110Z",
     "iopub.status.idle": "2023-07-28T17:39:58.101661Z",
     "shell.execute_reply": "2023-07-28T17:39:58.101003Z",
     "shell.execute_reply.started": "2023-07-28T17:39:58.097438Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(p_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7500eaeb-1040-408b-bcc2-27aa57a06d71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:45:29.842512Z",
     "iopub.status.busy": "2023-07-28T17:45:29.841900Z",
     "iopub.status.idle": "2023-07-28T17:45:29.846854Z",
     "shell.execute_reply": "2023-07-28T17:45:29.846210Z",
     "shell.execute_reply.started": "2023-07-28T17:45:29.842489Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'Wachendorfia paniculata (6)',\n",
       " 'Wachendorfia thyrsiflora (3)',\n",
       " 'Wahlenbergia annularis (1)',\n",
       " 'Wahlenbergia berteroi (1)',\n",
       " 'Wahlenbergia capensis (1)',\n",
       " 'Wahlenbergia communis (1)',\n",
       " 'Wahlenbergia cuspidata (2)',\n",
       " 'Wahlenbergia fasciculata (1)',\n",
       " 'Wahlenbergia fernadeziana (2)',\n",
       " 'Wahlenbergia gracilis (8)',\n",
       " 'Wahlenbergia grandiflora (1)',\n",
       " 'Wahlenbergia marginata (58)',\n",
       " 'Wahlenbergia oxyphylla (1)',\n",
       " 'Wahlenbergia sp. (3)',\n",
       " 'Wahlenbergia undulata (1)',\n",
       " 'Waldsteinia fragarioides (11)',\n",
       " 'Waldsteinia idahoensis (3)',\n",
       " 'Wallichia disticha (2)',\n",
       " 'Waltheria indica (13)',\n",
       " 'Waltheria ovata (2)',\n",
       " 'Waltzia suaveolens (2)',\n",
       " 'Warburgia salutaris (1)',\n",
       " 'Warnstorfia exannulata (3)',\n",
       " 'Warscewiczia coccinea (3)',\n",
       " 'Washingtonia filifera (124)',\n",
       " 'Washingtonia filifolia (2)',\n",
       " 'Washingtonia robusta (34)',\n",
       " 'Washingtonia sp. (4)',\n",
       " 'Watsonia borbonica (6)',\n",
       " 'Watsonia meriana (11)',\n",
       " 'Watsonia meriana var. bulbillifera (5)',\n",
       " 'Watsonia sp. (2)',\n",
       " 'Wedelia acapulcensis var. hispida (4)',\n",
       " 'Wedelia chihuahuana (4)',\n",
       " 'Wedelia hispida (1)',\n",
       " 'Wedelia texana (4)',\n",
       " 'Wedelia trilobata (4)',\n",
       " 'Weigela coraeensis (2)',\n",
       " 'Weigela florida (9)',\n",
       " '']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_results[1].text.split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3becec2-e48e-4cc9-8775-1a9ed375b5d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "733b66df-3810-4fff-8404-ba20939dc4b6",
   "metadata": {},
   "source": [
    "regex!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6c157a31-730c-421c-a543-bc1d1cf97bc9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:51:36.800155Z",
     "iopub.status.busy": "2023-07-28T17:51:36.799370Z",
     "iopub.status.idle": "2023-07-28T17:51:36.808698Z",
     "shell.execute_reply": "2023-07-28T17:51:36.808142Z",
     "shell.execute_reply.started": "2023-07-28T17:51:36.800117Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "with open('all_species.txt', 'r', encoding = 'utf-8') as infile:\n",
    "    names = infile.read().splitlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "33b7d66d-eaac-4974-8bd7-b9d4e9e5db45",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T17:52:48.207937Z",
     "iopub.status.busy": "2023-07-28T17:52:48.207589Z",
     "iopub.status.idle": "2023-07-28T17:52:48.211769Z",
     "shell.execute_reply": "2023-07-28T17:52:48.211252Z",
     "shell.execute_reply.started": "2023-07-28T17:52:48.207915Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29814"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(names) # should be 29814"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "1a4d8a33-b256-48ad-86be-636a0ae16c0e",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2023-07-28T18:11:01.425194Z",
     "iopub.status.busy": "2023-07-28T18:11:01.424825Z",
     "iopub.status.idle": "2023-07-28T18:11:01.436675Z",
     "shell.execute_reply": "2023-07-28T18:11:01.436143Z",
     "shell.execute_reply.started": "2023-07-28T18:11:01.425167Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Fabaceae sp. (3)',\n",
       " 'Fabiana imbricata (5)',\n",
       " 'Fabronia pusilla (7)',\n",
       " 'Facelis retusa (3)',\n",
       " 'Facheiroa ulei (2)',\n",
       " 'Fagonia chilensis (2)',\n",
       " 'Fagonia laevis (105)',\n",
       " 'Fagonia pachyacantha (48)',\n",
       " 'Fagopyrum esculentum (24)',\n",
       " 'Fagopyrum tataricum (1)',\n",
       " 'Fagraea berteriana (10)',\n",
       " 'Fagus grandifolia (19)',\n",
       " 'Fagus orientalis (1)',\n",
       " 'Fagus sylvatica (46)',\n",
       " 'Faidherbia albida (60)',\n",
       " 'Faisherbia albida (2)',\n",
       " 'Falcataria moluccana (10)',\n",
       " 'Falkia repens (6)',\n",
       " 'Fallopia convolvulus (6)',\n",
       " 'Fallopia dumetorum (5)',\n",
       " 'Fallopia japonica (25)',\n",
       " 'Fallopia japonica var. japonica (1)',\n",
       " 'Fallopia sachalinensis (5)',\n",
       " 'Fallopia scandens  (4)',\n",
       " 'Falluga paradoxa (1)',\n",
       " 'Fallugia paradoxa (102)',\n",
       " 'Famatina cisandina (4)',\n",
       " 'Faradaya splendida (1)',\n",
       " 'Farfugium japonicum (8)',\n",
       " 'Farfugium japonicum var. giganteum (4)',\n",
       " 'Fascicularia bicolor (2)',\n",
       " 'Fascicularia pitcairnifolia (1)',\n",
       " 'Fatsia japonica (20)',\n",
       " 'Faucaria britteniae (1)',\n",
       " 'Faucaria tigrina (5)',\n",
       " 'Faucaria tuberculosa (2)',\n",
       " 'Fauchea laciniata (1)',\n",
       " 'Faurea galpinii (7)',\n",
       " 'Faurea rochetiana (4)',\n",
       " 'Faurea saligna (19)',\n",
       " 'Fauria crista-galli (3)',\n",
       " 'Faxonia pusilla (1)',\n",
       " 'Feijoa sellowiana (18)',\n",
       " 'Felicia amelloides (4)',\n",
       " 'Felicia echinata (5)',\n",
       " 'Felicia fruticosa (5)',\n",
       " 'Felicia muricata (1)',\n",
       " 'Fendlera rupicola (14)',\n",
       " 'Fendlerella utahensis (11)',\n",
       " 'Fenestraria aurantiaca (3)',\n",
       " 'Fenestraria rhopalophylla (1)',\n",
       " 'Fenestraria rhopalophylla ssp. aurantiaca (5)',\n",
       " 'Fenestraria rhopalophylla ssp. rhopalophylla (4)',\n",
       " 'Ferocactus acanthodes (1)',\n",
       " 'Ferocactus alamosanus (2)',\n",
       " 'Ferocactus cylindraceae (5)',\n",
       " 'Ferocactus cylindraceus (349)',\n",
       " 'Ferocactus cylindraceus ssp. cylindraceus (11)',\n",
       " 'Ferocactus cylindraceus ssp. tortulispinus (19)',\n",
       " 'Ferocactus cylindraceus var. lecontei (6)',\n",
       " 'Ferocactus diguetii (17)',\n",
       " 'Ferocactus echidnae var. echidnae (1)',\n",
       " 'Ferocactus emeryi (3)',\n",
       " 'Ferocactus emoryi (8)',\n",
       " 'Ferocactus emoryi ssp. rectispinus (4)',\n",
       " 'Ferocactus fordii (1)',\n",
       " 'Ferocactus fordii var. fordii (1)',\n",
       " 'Ferocactus glaucescens (3)',\n",
       " 'Ferocactus gracilis (21)',\n",
       " 'Ferocactus gracilis var. coloratus (3)',\n",
       " 'Ferocactus gracilis var. gracilis (9)',\n",
       " 'Ferocactus hamatacanthus (14)',\n",
       " 'Ferocactus hamatacanthus var. hamatacanthus (10)',\n",
       " 'Ferocactus herrerae (4)',\n",
       " 'Ferocactus histrix (3)',\n",
       " 'Ferocactus latispinus (1)',\n",
       " 'Ferocactus macrodiscus (2)',\n",
       " 'Ferocactus macrodiscus var. macrodiscus (2)',\n",
       " 'Ferocactus peninsulae (5)',\n",
       " 'Ferocactus peninsulae ssp. townsendianus (4)',\n",
       " 'Ferocactus pilosus (11)',\n",
       " 'Ferocactus pottsii (1)',\n",
       " 'Ferocactus pottsii var. alamosanus (3)',\n",
       " 'Ferocactus recurvus (2)',\n",
       " 'Ferocactus robustus (5)',\n",
       " 'Ferocactus sinuatus (1)',\n",
       " 'Ferocactus stainesii (1)',\n",
       " 'Ferocactus townsendianus var. townsendianus (6)',\n",
       " 'Ferocactus viridescens (71)',\n",
       " 'Ferocactus wislizeni (29)',\n",
       " 'Ferocactus wislizenii (3)',\n",
       " 'Ferraria antherosa (1)',\n",
       " 'Ferraria crispa (13)',\n",
       " 'Ferraria crispa ssp. nortieri (1)',\n",
       " 'Ferraria divaricata (3)',\n",
       " 'Ferraria ferrariola (3)',\n",
       " 'Ferula communis (16)',\n",
       " 'Festcue pallescens (2)',\n",
       " 'Festuca arundinacea (24)',\n",
       " 'Festuca brachyphylla (8)',\n",
       " 'Festuca brachyphylla ssp. breviculmis (2)',\n",
       " 'Festuca brachyphylla ssp. coloradoensis (1)',\n",
       " 'Festuca bromoides (10)',\n",
       " 'Festuca californica (36)',\n",
       " 'Festuca californica ssp. californica (1)',\n",
       " 'Festuca calva (4)',\n",
       " 'Festuca drymeja (1)',\n",
       " 'Festuca elmeri (6)',\n",
       " 'Festuca glauca (6)',\n",
       " 'Festuca idahoensis (33)',\n",
       " 'Festuca kingii (14)',\n",
       " 'Festuca microstachys (34)',\n",
       " 'Festuca minutiflora (7)',\n",
       " 'Festuca myuros (25)',\n",
       " 'Festuca occidentalis (20)',\n",
       " 'Festuca octoflora (12)',\n",
       " 'Festuca perennis (85)',\n",
       " 'Festuca pratensis (10)',\n",
       " 'Festuca roemeri (1)',\n",
       " 'Festuca rubra (14)',\n",
       " 'Festuca rubra ssp. rubra (2)',\n",
       " 'Festuca saximontana (5)',\n",
       " 'Festuca saximontana var. purpusiana (3)',\n",
       " 'Festuca sp. (4)',\n",
       " 'Festuca subulata (6)',\n",
       " 'Festuca subuliflora (7)',\n",
       " 'Festuca temulenta (2)',\n",
       " 'Festuca trachyphylla (2)',\n",
       " 'Festuca viridula (8)',\n",
       " 'Fibigia clypeata (1)',\n",
       " 'Fibigia eriocarpa (1)',\n",
       " 'Ficaria verna (9)',\n",
       " 'Ficinia nodosa (3)',\n",
       " 'Ficinia spiralis (5)',\n",
       " 'Ficinia truncata (1)',\n",
       " 'Ficus abutilifolia (21)',\n",
       " 'Ficus alii (2)',\n",
       " 'Ficus altissima (1)',\n",
       " 'Ficus audrey (1)',\n",
       " 'Ficus auriculata (13)',\n",
       " 'Ficus bahiensis (13)',\n",
       " 'Ficus benghalensis (44)',\n",
       " 'Ficus benjamina (29)',\n",
       " 'Ficus benjamina var. Benjamina (4)',\n",
       " 'Ficus burkei (25)',\n",
       " 'Ficus carica (49)',\n",
       " 'Ficus citrifolia (1)',\n",
       " 'Ficus craterostoma (16)',\n",
       " 'Ficus dammaropsis (2)',\n",
       " 'Ficus deltiodea (2)',\n",
       " 'Ficus deltoidea (2)',\n",
       " 'Ficus elastica (13)',\n",
       " 'Ficus glumosa (7)',\n",
       " 'Ficus ingens (23)',\n",
       " 'Ficus insipida subsp. insipida (2)',\n",
       " 'Ficus lutea (5)',\n",
       " 'Ficus lyrata (11)',\n",
       " 'Ficus macrophylla (18)',\n",
       " 'Ficus microcarpa (9)',\n",
       " 'Ficus microcarpa var. nitida (16)',\n",
       " 'Ficus mysorensis (6)',\n",
       " 'Ficus natalensis (5)',\n",
       " 'Ficus palmeri (5)',\n",
       " 'Ficus petiolaris (42)',\n",
       " 'Ficus prolixa (2)',\n",
       " 'Ficus pumila (28)',\n",
       " 'Ficus pumila var. pumila (3)',\n",
       " 'Ficus racemosa (4)',\n",
       " 'Ficus religiosa (9)',\n",
       " 'Ficus repens (1)',\n",
       " 'Ficus rubiginosa (3)',\n",
       " 'Ficus rumphii (7)',\n",
       " 'Ficus sansibarica (4)',\n",
       " 'Ficus socotrana (5)',\n",
       " 'Ficus sp. (5)',\n",
       " 'Ficus sur (21)',\n",
       " 'Ficus sycomorus (17)',\n",
       " 'Ficus tettensis (17)',\n",
       " 'Ficus thonningii (1)',\n",
       " 'Ficus tinctoria subsp. tinctoria (1)',\n",
       " 'Ficus triangularis (5)',\n",
       " 'Ficus trigonata (1)',\n",
       " 'Ficus umbellata (2)',\n",
       " 'Ficus variegata (2)',\n",
       " 'Ficus villosa (3)',\n",
       " 'Ficus virens (2)',\n",
       " 'Ficus waikinsiana (2)',\n",
       " 'Ficus watkinsiana (5)',\n",
       " 'Filago californica (12)',\n",
       " 'Filago gallica (4)',\n",
       " 'Filago pyramidata (2)',\n",
       " 'Filago pyramidata var. pyramidata (21)',\n",
       " 'Filago vulgaris (1)',\n",
       " 'Filicium decipiens (1)',\n",
       " 'Filipendula hexapetala (3)',\n",
       " 'Filipendula kamtschatica (1)',\n",
       " 'Filipendula purpurea (4)',\n",
       " 'Filipendula rubra (4)',\n",
       " 'Filipendula ulmaria (13)',\n",
       " 'Fimbristylis autumnalis (2)',\n",
       " 'Fimbristylis cymosa umbello-capitata (2)',\n",
       " 'Fimbristylis miliacea (7)',\n",
       " 'Fimbristylis puberula var. interior (1)',\n",
       " 'Fimbristylis thermalis (33)',\n",
       " 'Fimbristylis vahlii (6)',\n",
       " 'Firmiania simplex (1)',\n",
       " 'Fissidens bryoides (3)',\n",
       " 'Fissidens crispus (3)',\n",
       " 'Fissidens grandifrons (13)',\n",
       " 'Fissidens pauperculus (7)',\n",
       " 'Fissidens sublimbatus (6)',\n",
       " 'Fissidens ventricosus (2)',\n",
       " 'Fittonia albivenis (3)',\n",
       " 'Fitzroya cupressoides (11)',\n",
       " 'Flacourtia rukam (2)',\n",
       " 'Flaveria anomala (3)',\n",
       " 'Flaveria brownii (3)',\n",
       " 'Flaveria chlorifolia (5)',\n",
       " 'Flaveria linearis (8)',\n",
       " 'Flaveria oppositifolia (6)',\n",
       " 'Flaveria trinervia (2)',\n",
       " 'Fleischmannia incarnata (7)',\n",
       " 'Fleischmannia sonorae (4)',\n",
       " 'Flemingia strobilifera (2)',\n",
       " 'Flexitrichum gracile (14)',\n",
       " 'Floerkea proserpinacoides (17)',\n",
       " 'Florestina tripteris (4)',\n",
       " 'Flourensia cernua (12)',\n",
       " 'Flourensia laurifolia (2)',\n",
       " 'Flourensia oolepis (1)',\n",
       " 'Flueggea neowawraea (4)',\n",
       " 'Flyriella parryi (4)',\n",
       " 'Fockea crispa (2)',\n",
       " 'Fockea edulis (1)',\n",
       " 'Foeniculum vulgare (110)',\n",
       " 'Fontinalis antipyretica (5)',\n",
       " 'Fontinalis howellii (2)',\n",
       " 'Fontinalis hypnoides (2)',\n",
       " 'Fontinalis neomexicana (1)',\n",
       " 'Forestiera (1)',\n",
       " 'Forestiera angustifolia (13)',\n",
       " 'Forestiera arizonica (1)',\n",
       " 'Forestiera neomexicana (1)',\n",
       " 'Forestiera pubescens (56)',\n",
       " 'Forestiera reticulata (1)',\n",
       " 'Forquieria splendens (2)',\n",
       " 'Forsythia sp. (7)',\n",
       " 'Forsythia X intermedia (4)',\n",
       " 'Fortunella margarita (6)',\n",
       " 'Fossombronia (17)',\n",
       " 'Fosterella rubsyi (1)',\n",
       " 'Fothergilla gardenii (7)',\n",
       " 'Fothergilla monticola (10)',\n",
       " 'Fouquiera splendens (1)',\n",
       " 'Fouquieria columnaris (60)',\n",
       " 'Fouquieria diguetii (52)',\n",
       " 'Fouquieria fasciculata (1)',\n",
       " 'Fouquieria macdougalii (8)',\n",
       " 'Fouquieria sp. (5)',\n",
       " 'Fouquieria splendens (206)',\n",
       " 'Fouquieria splendens ssp. splendens (114)',\n",
       " 'Fragaria ananassa (2)',\n",
       " 'Fragaria chiloensis (104)',\n",
       " 'Fragaria gracilis (1)',\n",
       " 'Fragaria moschata (6)',\n",
       " 'Fragaria moupinensis (3)',\n",
       " 'Fragaria sp. (7)',\n",
       " 'Fragaria vesca (92)',\n",
       " 'Fragaria vesca var. bracteata (5)',\n",
       " 'Fragaria virginiana (93)',\n",
       " 'Fragaria virginiana ssp. glauca (1)',\n",
       " 'Fragaria virginiana ssp. platypetala (5)',\n",
       " 'Fragaria viridis (6)',\n",
       " 'Fragaria x ananassa (10)',\n",
       " 'Frailea castanea (3)',\n",
       " 'Frailea mammifera ssp. angelesiae (2)',\n",
       " 'Frailea pumila (2)',\n",
       " 'Frailea pygmaea ssp. pygmaea (2)',\n",
       " 'Francoa appendiculata (8)',\n",
       " 'Francoa ramosa (3)',\n",
       " 'Francoa sonchifolia (4)',\n",
       " 'Frangula alnus  (15)',\n",
       " 'Frangula californica (86)',\n",
       " 'Frangula californica ssp. californica (68)',\n",
       " 'Frangula californica ssp. crassifolia (4)',\n",
       " 'Frangula californica ssp. cuspidata (47)',\n",
       " 'Frangula californica ssp. occidentalis (13)',\n",
       " 'Frangula californica ssp. tomentella (59)',\n",
       " 'Frangula californica ssp. ursina (2)',\n",
       " 'Frangula purshiana (32)',\n",
       " 'Frangula purshiana ssp. purshiana (25)',\n",
       " 'Frangula purshiana ssp. ultramafica (10)',\n",
       " 'Frangula rubra (24)',\n",
       " 'Frangula rubra ssp. modocensis (2)',\n",
       " 'Frangula rubra ssp. obtusissima (7)',\n",
       " 'Frangula rubra ssp. rubra (6)',\n",
       " 'Frangula rupestris (4)',\n",
       " 'Frankenia gypsophila (6)',\n",
       " 'Frankenia hirsuta (6)',\n",
       " 'Frankenia jamesii (2)',\n",
       " 'Frankenia laevis (6)',\n",
       " 'Frankenia palmeri (16)',\n",
       " 'Frankenia pulverulenta (15)',\n",
       " 'Frankenia saligna (8)',\n",
       " 'Frankenia salina (88)',\n",
       " 'Franklinia alatamaha (8)',\n",
       " 'Frasera albicaulis (55)',\n",
       " 'Frasera albicaulis var. modocensis (62)',\n",
       " 'Frasera albicaulis var. nitida (46)',\n",
       " 'Frasera albomarginata (40)',\n",
       " 'Frasera albomarginata var. albomarginata (10)',\n",
       " 'Frasera albomarginata var. induta (5)',\n",
       " 'Frasera fastigiata (3)',\n",
       " 'Frasera gypsicola (7)',\n",
       " 'Frasera neglecta (59)',\n",
       " 'Frasera parryi (60)',\n",
       " 'Frasera puberulenta (28)',\n",
       " 'Frasera speciosa (192)',\n",
       " 'Frasera tubulosa (61)',\n",
       " 'Frasera umpquaensis (24)',\n",
       " 'Fraxinus americana (16)',\n",
       " 'Fraxinus angustifolia (18)',\n",
       " 'Fraxinus angustifolia ssp. oxycarpa (4)',\n",
       " 'Fraxinus anomala (30)',\n",
       " 'Fraxinus anomala var. anomala  (3)',\n",
       " 'Fraxinus chinensis (1)',\n",
       " 'Fraxinus cuspidata (5)',\n",
       " 'Fraxinus cuspidata var. cuspidata (9)',\n",
       " 'Fraxinus dipetala (73)',\n",
       " 'Fraxinus excelsior (16)',\n",
       " 'Fraxinus gooddingii (1)',\n",
       " 'Fraxinus greggii (13)',\n",
       " 'Fraxinus hopeinsis (1)',\n",
       " 'Fraxinus latifolia (60)',\n",
       " 'Fraxinus nigra (13)',\n",
       " 'Fraxinus ornus (13)',\n",
       " 'Fraxinus parryi (2)',\n",
       " 'Fraxinus pennsylvanica (17)',\n",
       " 'Fraxinus quadrangulata (3)',\n",
       " 'Fraxinus sp. (1)',\n",
       " 'Fraxinus uhdei (9)',\n",
       " 'Fraxinus velutina (55)',\n",
       " 'Fredolia aretioides (3)',\n",
       " 'Freesia (6)',\n",
       " 'Freesia alba x leichtlinii (10)',\n",
       " 'Freesia laxa (2)',\n",
       " 'Freesia refracta (9)',\n",
       " 'Freesia viridis (7)',\n",
       " 'Fremontia californica (4)',\n",
       " 'Fremontodendron -californicum (9)',\n",
       " 'Fremontodendron californicum (198)',\n",
       " 'Fremontodendron californicum ssp. californicum (4)',\n",
       " 'Fremontodendron californicum ssp. decumbens (2)',\n",
       " 'Fremontodendron decumbens (39)',\n",
       " 'Fremontodendron mexicanum (34)',\n",
       " 'Freycinetia banksii (1)',\n",
       " 'Freycinetia cumingiana (2)',\n",
       " 'Freycinetia impavida (3)',\n",
       " 'Fritillaria acmopetala (2)',\n",
       " 'Fritillaria affinis (393)',\n",
       " 'Fritillaria affinis var. affinis (18)',\n",
       " 'Fritillaria affinis var. tristulis (28)',\n",
       " 'Fritillaria agrestis (130)',\n",
       " 'Fritillaria atropurpurea (136)',\n",
       " 'Fritillaria bicolor var. bicolor (12)',\n",
       " 'Fritillaria biflora (87)',\n",
       " 'Fritillaria biflora var. biflora (54)',\n",
       " 'Fritillaria biflora var. ineziana (16)',\n",
       " 'Fritillaria bithynica (4)',\n",
       " 'Fritillaria brandegeei (47)',\n",
       " 'Fritillaria camschatcensis (28)',\n",
       " 'Fritillaria carica (2)',\n",
       " 'Fritillaria conica (2)',\n",
       " 'Fritillaria davisii (5)',\n",
       " 'Fritillaria eastwoodiae (117)',\n",
       " 'Fritillaria eastwoodiae vel aff. (1)',\n",
       " 'Fritillaria falcata (58)',\n",
       " 'Fritillaria gentneri (65)',\n",
       " 'Fritillaria gibbosa (1)',\n",
       " 'Fritillaria glauca (68)',\n",
       " 'Fritillaria gracilis (8)',\n",
       " 'Fritillaria graeca ssp. thessala var. meteora (1)',\n",
       " 'Fritillaria grayana ssp. martha roderick (2)',\n",
       " 'Fritillaria imperialis (1)',\n",
       " 'Fritillaria involucrata (4)',\n",
       " 'Fritillaria kurdica ssp. turkish glow (2)',\n",
       " 'Fritillaria lanceolata (13)',\n",
       " 'Fritillaria lanceolata var. tristulis (14)',\n",
       " 'Fritillaria latifolia (2)',\n",
       " 'Fritillaria liliacea (182)',\n",
       " 'Fritillaria meleagris (20)',\n",
       " 'Fritillaria meleagris ssp. saturnus (1)',\n",
       " 'Fritillaria messanensis (2)',\n",
       " 'Fritillaria michailovskyi ssp. yellow form (1)',\n",
       " 'Fritillaria micrantha (103)',\n",
       " 'Fritillaria montana (2)',\n",
       " 'Fritillaria ojaiensis (56)',\n",
       " 'Fritillaria orientalis (4)',\n",
       " 'Fritillaria pallidiflora (2)',\n",
       " 'Fritillaria pelinaea (3)',\n",
       " 'Fritillaria pinetorum (46)',\n",
       " 'Fritillaria pluriflora (129)',\n",
       " 'Fritillaria pontica (3)',\n",
       " 'Fritillaria pudica (57)',\n",
       " 'Fritillaria purdyi (118)',\n",
       " 'Fritillaria pyrenaica (4)',\n",
       " 'Fritillaria pyrenaica ssp. lutea (1)',\n",
       " 'Fritillaria recurva (142)',\n",
       " 'Fritillaria sp. (8)',\n",
       " 'Fritillaria striata (97)',\n",
       " 'Fritillaria tubiformis ssp. moggridgei (5)',\n",
       " 'Fritillaria ussuriensis (13)',\n",
       " 'Fritillaria viridea (25)',\n",
       " 'Froelichia arizonica (23)',\n",
       " 'Froelichia floridana (11)',\n",
       " 'Froelichia gracilis  (8)',\n",
       " 'Froelichia interrupta (5)',\n",
       " 'Froelichia xantusii (13)',\n",
       " 'Fruiticose lichen (2)',\n",
       " 'Frullania bolanderi (1)',\n",
       " 'Frullania tamarisci (12)',\n",
       " 'Fryeella gardneri (2)',\n",
       " 'Fuchsia boliviana (6)',\n",
       " 'Fuchsia bracelineae (1)',\n",
       " 'Fuchsia cordifolia (1)',\n",
       " 'Fuchsia dependens (2)',\n",
       " 'Fuchsia encliandra (1)',\n",
       " 'Fuchsia excorticata (3)',\n",
       " 'Fuchsia magellanica (7)',\n",
       " 'Fuchsia paniculata (4)',\n",
       " 'Fuchsia procumbens (3)',\n",
       " 'Fuchsia sanctae-rosae (2)',\n",
       " 'Fuchsia sp. (3)',\n",
       " 'Fuchsia thymifolia var. variegata (1)',\n",
       " 'Fuchsia triphylla (2)',\n",
       " 'Fucus distichus (14)',\n",
       " 'Fucus gardneri (16)',\n",
       " 'Fucus gardneri (=f. distichus) (1)',\n",
       " 'Fucus sp. (1)',\n",
       " 'Fucus vesiculosus (8)',\n",
       " 'Fumana thymifolia (1)',\n",
       " 'Fumaria capreolata (38)',\n",
       " 'Fumaria densiflora (1)',\n",
       " 'Fumaria muralis (38)',\n",
       " 'Fumaria officinalis (23)',\n",
       " 'Fumaria parviflora (8)',\n",
       " 'Fumaria vaillantii (2)',\n",
       " 'Funaria hygrometrica (11)',\n",
       " 'Funaria muhlenbergii  (5)',\n",
       " 'Funaria sp. (1)',\n",
       " 'Funastrum crispum (34)',\n",
       " 'Funastrum cyanchoides var. hartwegii (1)',\n",
       " 'Funastrum cynanchoides (14)',\n",
       " 'Funastrum cynanchoides ssp. hartwegii (5)',\n",
       " 'Funastrum cynanchoides var. hartwegii (82)',\n",
       " 'Funastrum hartwegii (17)',\n",
       " 'Funastrum hirtellum (102)',\n",
       " 'Funastrum utahense (28)',\n",
       " 'Furcraea foetida (2)',\n",
       " 'Furcraea guatemalensis (1)',\n",
       " 'Furcraea macdougalii (2)',\n",
       " 'Furcraea sp. (3)',\n",
       " 'Sabal bermudana (3)',\n",
       " 'Sabal blackburniana (2)',\n",
       " 'Sabal causiarum (1)',\n",
       " 'Sabal etonia (1)',\n",
       " 'Sabal mexicana (2)',\n",
       " 'Sabal palmetto (4)',\n",
       " 'Sabal uresana (2)',\n",
       " 'Sabal yapa (3)',\n",
       " 'Sabatia angularis (1)',\n",
       " 'Sabatia arenicola (3)',\n",
       " 'Sabatia campanulata (5)',\n",
       " 'Sabatia campestris (1)',\n",
       " 'Sabatia difformis (1)',\n",
       " 'Sabatia sp. (1)',\n",
       " 'Sabatia stellaris (2)',\n",
       " 'Sabulina californica (4)',\n",
       " 'Sabulina decumbens (3)',\n",
       " 'Sabulina nuttallii var. gracilis (5)',\n",
       " 'Sabulina stricta (4)',\n",
       " 'Saccharum officinarum (1)',\n",
       " 'Saccharum ravennae (7)',\n",
       " 'Saccharum sp. (2)',\n",
       " 'Sacciolepis indica (2)',\n",
       " 'Sachsia polycephala (4)',\n",
       " 'Sacoila lanceolata (2)',\n",
       " 'Sadleria cyantheoides (2)',\n",
       " 'Sadleria cyatheoides (20)',\n",
       " 'Sadleria pallida (9)',\n",
       " 'Sadleria souleyetiana (10)',\n",
       " 'Sadleria squarrosa (8)',\n",
       " 'Sadleria unisora (9)',\n",
       " 'Sageretia filiformis (1)',\n",
       " 'Sageretia wrightii (1)',\n",
       " 'Sagina apetala (35)',\n",
       " 'Sagina decumbens (5)',\n",
       " 'Sagina decumbens ssp. occidentalis (5)',\n",
       " 'Sagina decurrens ssp. occidentalis (5)',\n",
       " 'Sagina maritima (2)',\n",
       " 'Sagina maxima ssp. crassicaulis (23)',\n",
       " 'Sagina nodosa (8)',\n",
       " 'Sagina nodosa ssp. borealis  (2)',\n",
       " 'Sagina procumbens (19)',\n",
       " 'Sagina saginoides (40)',\n",
       " 'Sagina subulata (4)',\n",
       " 'Sagittaria brevirostra (4)',\n",
       " 'Sagittaria cuneata (27)',\n",
       " 'Sagittaria graminea (6)',\n",
       " 'Sagittaria graminea ssp. graminea (4)',\n",
       " 'Sagittaria lancifolia (2)',\n",
       " 'Sagittaria latifolia (45)',\n",
       " 'Sagittaria longiloba (5)',\n",
       " 'Sagittaria montevidensis (4)',\n",
       " 'Sagittaria montevidensis ssp. calycina (51)',\n",
       " 'Sagittaria rigida (31)',\n",
       " 'Sagittaria sanfordii (25)',\n",
       " 'Sagittaria trifolia (3)',\n",
       " 'Saintpaulia ionantha (3)',\n",
       " 'Saintpaulia shumensis (1)',\n",
       " 'Saintpaulia teitensis (1)',\n",
       " 'Salazaria mexicana (27)',\n",
       " 'Salicornia bigelovii (5)',\n",
       " 'Salicornia brachiata (1)',\n",
       " 'Salicornia depressa (7)',\n",
       " 'Salicornia pacifica (74)',\n",
       " 'Salicornia perennis (1)',\n",
       " 'Salicornia rubra (11)',\n",
       " 'Salicornia sp. (2)',\n",
       " 'Salicornia subterminalis (2)',\n",
       " 'Salicornia virginica (5)',\n",
       " 'Saline hookeri (1)',\n",
       " 'Salix alba (2)',\n",
       " 'Salix alpina (12)',\n",
       " 'Salix amygdaloides  (13)',\n",
       " 'Salix arctica (20)',\n",
       " 'Salix arctica var. petraea (3)',\n",
       " 'Salix arctophila (1)',\n",
       " 'Salix atrocinerea (2)',\n",
       " 'Salix babylonica (16)',\n",
       " 'Salix barclayi (1)',\n",
       " 'Salix bebbiana  (14)',\n",
       " 'Salix bonplandiana (7)',\n",
       " 'Salix boothii (11)',\n",
       " 'Salix brachycarpa ssp. brachycarpa (2)',\n",
       " 'Salix brachycarpa var. brachycarpa (5)',\n",
       " 'Salix breweri (7)',\n",
       " 'Salix calcicola (4)',\n",
       " 'Salix candida (4)',\n",
       " 'Salix caprea (14)',\n",
       " 'Salix cinerea (5)',\n",
       " 'Salix commutata (3)',\n",
       " 'Salix delnortensis (15)',\n",
       " 'Salix discolor  (31)',\n",
       " 'Salix discolor cf. (1)',\n",
       " 'Salix eastwoodiae (24)',\n",
       " 'Salix eleagnos (9)',\n",
       " 'Salix eriocephala (2)',\n",
       " 'Salix eriocephala var. ligulifolia (2)',\n",
       " 'Salix eriocephala var. watsonii (6)',\n",
       " 'Salix exigua (52)',\n",
       " 'Salix exigua var. exigua (15)',\n",
       " 'Salix exigua var. hindsiana (18)',\n",
       " 'Salix fragilis (5)',\n",
       " 'Salix geyeriana (8)',\n",
       " 'Salix glabra (7)',\n",
       " 'Salix gooddingii (46)',\n",
       " 'Salix helvetica (1)',\n",
       " 'Salix herbacea (4)',\n",
       " 'Salix hookeriana (30)',\n",
       " 'Salix humboldtiana (6)',\n",
       " 'Salix humilis var. humilis  (13)',\n",
       " 'Salix interior  (12)',\n",
       " 'Salix jepsonii (4)',\n",
       " 'Salix laevigata (77)',\n",
       " 'Salix lanata (3)',\n",
       " 'Salix lasiandra (3)',\n",
       " 'Salix lasiandra var. caudata (6)',\n",
       " 'Salix lasiandra var. lasiandra (45)',\n",
       " 'Salix lasiolepis (117)',\n",
       " 'Salix lemmonii (34)',\n",
       " 'Salix ligulifolia (4)',\n",
       " 'Salix lucida (1)',\n",
       " 'Salix lucida caudata cf. (1)',\n",
       " 'Salix lucida ssp. lasiandra (4)',\n",
       " 'Salix lucida var. caudata (6)',\n",
       " 'Salix lutea (10)',\n",
       " 'Salix matsudana (1)',\n",
       " 'Salix melanopis (2)',\n",
       " 'Salix melanopsis (9)',\n",
       " 'Salix nigra (2)',\n",
       " 'Salix nivalis (28)',\n",
       " 'Salix orestera (25)',\n",
       " 'Salix paradoxa (5)',\n",
       " 'Salix petiolaris  (12)',\n",
       " 'Salix petrophila (61)',\n",
       " 'Salix planifolia (9)',\n",
       " 'Salix polaris (6)',\n",
       " 'Salix prolixa (14)',\n",
       " 'Salix purpurea (11)',\n",
       " 'Salix reticulata (15)',\n",
       " 'Salix reticulata ssp. nivalis (2)',\n",
       " 'Salix retusa (12)',\n",
       " 'Salix rigida var. watsonii (1)',\n",
       " 'Salix rosmarinifolia (5)',\n",
       " 'Salix scouleriana (51)',\n",
       " 'Salix sessilifolia (2)',\n",
       " 'Salix sitchensis (61)',\n",
       " 'Salix sp. (32)',\n",
       " 'Salix viminalis (2)',\n",
       " 'Salix waldsteiniana (3)',\n",
       " 'Salix X sepulcralis (5)',\n",
       " 'Salix Xrubens (4)',\n",
       " 'Salpichroa origanifolia (10)',\n",
       " 'Salpiglossis sinuata (8)',\n",
       " 'Salpinctium natalense (1)',\n",
       " 'Salsoa paulsenii (3)',\n",
       " 'Salsola australis (20)',\n",
       " 'Salsola kali (17)',\n",
       " 'Salsola paulsenii (40)',\n",
       " 'Salsola soda (60)',\n",
       " 'Salsola sp. (2)',\n",
       " 'Salsola tragus (114)',\n",
       " 'Saltera sarcocolla (2)',\n",
       " 'Saltugilia australis (19)',\n",
       " 'Saltugilia caruifolia (36)',\n",
       " 'Saltugilia latimeri (13)',\n",
       " 'Saltugilia splendens (12)',\n",
       " 'Saltugilia splendens ssp. grantii (11)',\n",
       " 'Saltugilia splendens ssp. splendens (18)',\n",
       " 'Salvia aethiopis (34)',\n",
       " 'Salvia africana (4)',\n",
       " 'Salvia africana-caerulea (6)',\n",
       " 'Salvia africana-lutea (3)',\n",
       " 'Salvia alamosana (8)',\n",
       " 'Salvia alata (1)',\n",
       " 'Salvia alborosea (1)',\n",
       " 'Salvia anguicoma (1)',\n",
       " 'Salvia apiana (108)',\n",
       " 'Salvia apiana x salvia chionopeplica (1)',\n",
       " 'Salvia areolata (1)',\n",
       " 'Salvia argentea (23)',\n",
       " 'Salvia atrocalyx (1)',\n",
       " 'Salvia atrocyanea (3)',\n",
       " 'Salvia aurea (8)',\n",
       " 'Salvia azurea (1)',\n",
       " 'Salvia azurea var. grandiflora (7)',\n",
       " 'Salvia ballotiflora (7)',\n",
       " 'Salvia barrelieri (7)',\n",
       " 'Salvia benthamiana (1)',\n",
       " 'Salvia betulifolia (20)',\n",
       " 'Salvia betulifolia var. betulifolia (3)',\n",
       " 'Salvia blepharophylla (3)',\n",
       " 'Salvia brandegeei (11)',\n",
       " 'Salvia buchananii (3)',\n",
       " 'Salvia bullulata (7)',\n",
       " 'Salvia cacaliifolia (12)',\n",
       " 'Salvia canariensis (8)',\n",
       " 'Salvia canariensis var. candidissima (2)',\n",
       " 'Salvia canriensis (1)',\n",
       " 'Salvia carduacea (138)',\n",
       " 'Salvia cedrosensis (9)',\n",
       " 'Salvia chamaedryoides (9)',\n",
       " 'Salvia chamelaegnea (4)',\n",
       " 'Salvia chiapensis (4)',\n",
       " 'Salvia chionopeplica (4)',\n",
       " 'Salvia chrysophylla (1)',\n",
       " 'Salvia cinnabarina (2)',\n",
       " 'Salvia clevelandii (67)',\n",
       " 'Salvia clevelandii X leucophylla (1)',\n",
       " 'Salvia coahuilensis (1)',\n",
       " 'Salvia coccinea (6)',\n",
       " 'Salvia columbariae (169)',\n",
       " 'Salvia columbariae var. columbariae (4)',\n",
       " 'Salvia columbiana (2)',\n",
       " 'Salvia concolor (9)',\n",
       " 'Salvia confertiflora (7)',\n",
       " 'Salvia consobrina (1)',\n",
       " 'Salvia corrugata (13)',\n",
       " 'Salvia cyanea (1)',\n",
       " 'Salvia cylindriflora (1)',\n",
       " 'Salvia d (1)',\n",
       " 'Salvia darcyi (8)',\n",
       " 'Salvia desoleana (3)',\n",
       " 'Salvia discolor (10)',\n",
       " 'Salvia divinorum (9)',\n",
       " 'Salvia dolomitica (5)',\n",
       " 'Salvia dominica (1)',\n",
       " 'Salvia dorisiana (7)',\n",
       " 'Salvia dorrii (69)',\n",
       " 'Salvia dorrii ssp. dorrii var. dorrii (2)',\n",
       " 'Salvia dorrii ssp. mearnsii (5)',\n",
       " 'Salvia dorrii var. clokeyi (10)',\n",
       " 'Salvia dorrii var. dorrii (16)',\n",
       " 'Salvia dorrii var. incana (26)',\n",
       " 'Salvia dorrii var. pilosa (45)',\n",
       " 'Salvia elegans (13)',\n",
       " 'Salvia elegans var. sonorensis (9)',\n",
       " 'Salvia emaciata (7)',\n",
       " 'Salvia eremostachya (13)',\n",
       " 'Salvia excelsa (1)',\n",
       " 'Salvia fallax (2)',\n",
       " 'Salvia farinacea (7)',\n",
       " 'Salvia farinaceae (3)',\n",
       " 'Salvia flava (3)',\n",
       " 'Salvia flocculosa (4)',\n",
       " 'Salvia forskohlei (3)',\n",
       " 'Salvia forsskaolei (6)',\n",
       " 'Salvia fruticosa (2)',\n",
       " 'Salvia funerea (58)',\n",
       " 'Salvia gesneriiflora (7)',\n",
       " 'Salvia gesneriifolia (3)',\n",
       " 'Salvia gillesii (1)',\n",
       " 'Salvia glabrescens (7)',\n",
       " 'Salvia glutinosa (8)',\n",
       " 'Salvia goldmanii (10)',\n",
       " 'Salvia greatae (30)',\n",
       " 'Salvia greggii (32)',\n",
       " 'Salvia guaranitica (6)',\n",
       " 'Salvia hapalophylla (1)',\n",
       " 'Salvia henryi (12)',\n",
       " 'Salvia herrerae (2)',\n",
       " 'Salvia hierosolymitana (3)',\n",
       " 'Salvia hispanica (12)',\n",
       " 'Salvia holwayi (2)',\n",
       " 'Salvia indica (4)',\n",
       " 'Salvia involucrata (5)',\n",
       " 'Salvia iodantha (1)',\n",
       " 'Salvia jamensis (2)',\n",
       " 'Salvia karwinskiana (1)',\n",
       " 'Salvia karwinskii (1)',\n",
       " 'Salvia koyamae (4)',\n",
       " 'Salvia lanceolata (2)',\n",
       " 'Salvia lanicaulis (1)',\n",
       " 'Salvia lasiocephala (6)',\n",
       " 'Salvia lemmonii (29)',\n",
       " 'Salvia leucantha (21)',\n",
       " 'Salvia leucophylla (91)',\n",
       " 'Salvia libanensis (4)',\n",
       " 'Salvia littae (5)',\n",
       " 'Salvia longispicata (10)',\n",
       " 'Salvia lyrata (1)',\n",
       " 'Salvia macrophylla (4)',\n",
       " 'Salvia madrensis (3)',\n",
       " 'Salvia marci (1)',\n",
       " 'Salvia matudae (1)',\n",
       " 'Salvia medusa (1)',\n",
       " 'Salvia melissaeflora (1)',\n",
       " 'Salvia melissodora (20)',\n",
       " 'Salvia mellifera (156)',\n",
       " 'Salvia mexicana (25)',\n",
       " 'Salvia microphylla (18)',\n",
       " 'Salvia miltiorrhiza (9)',\n",
       " 'Salvia misella (2)',\n",
       " 'Salvia mocinoi (5)',\n",
       " 'Salvia mohavensis (34)',\n",
       " 'Salvia muelleri (4)',\n",
       " 'Salvia muirii (7)',\n",
       " 'Salvia multifida (7)',\n",
       " 'Salvia munzii (33)',\n",
       " 'Salvia muscarioides (9)',\n",
       " 'Salvia nana (2)',\n",
       " 'Salvia nellifera (1)',\n",
       " 'Salvia nemorosa (8)',\n",
       " 'Salvia nervata (8)',\n",
       " 'Salvia nubilorum (1)',\n",
       " 'Salvia nutans (1)',\n",
       " 'Salvia occidentalis (1)',\n",
       " 'Salvia occlusa (1)',\n",
       " 'Salvia officinalis (26)',\n",
       " 'Salvia oxyphora (11)',\n",
       " 'Salvia pachyphylla (107)',\n",
       " 'Salvia palealis (1)',\n",
       " 'Salvia palestina (1)',\n",
       " 'Salvia pallida (1)',\n",
       " 'Salvia patens (6)',\n",
       " 'Salvia peninsularis (1)',\n",
       " 'Salvia pennellii (1)',\n",
       " 'Salvia peregrina (1)',\n",
       " 'Salvia pinguifolia (5)',\n",
       " 'Salvia polystachya (4)',\n",
       " 'Salvia pomifera ssp. pomifera (5)',\n",
       " 'Salvia praestans (3)',\n",
       " 'Salvia pratensis (15)',\n",
       " 'Salvia psilantha (1)',\n",
       " 'Salvia psilostachya (1)',\n",
       " 'Salvia puberula (9)',\n",
       " 'Salvia pulchella (1)',\n",
       " 'Salvia purpurea (7)',\n",
       " 'Salvia radula (3)',\n",
       " 'Salvia regla (12)',\n",
       " 'Salvia reptans (3)',\n",
       " 'Salvia rhinosina (5)',\n",
       " 'Salvia rhodostephana (1)',\n",
       " 'Salvia roscida (2)',\n",
       " 'Salvia rosmarinus (1)',\n",
       " 'Salvia rubescens (2)',\n",
       " 'Salvia rubrifaux (1)',\n",
       " 'Salvia sagittata (12)',\n",
       " 'Salvia sclarea (35)',\n",
       " 'Salvia scutellarioides (6)',\n",
       " 'Salvia secundiflora (1)',\n",
       " 'Salvia sellowiana (1)',\n",
       " 'Salvia semiatrata (8)',\n",
       " 'Salvia sharpii (1)',\n",
       " 'Salvia silvarum (1)',\n",
       " 'Salvia sinaloensis (7)',\n",
       " 'Salvia somalensis (1)',\n",
       " 'Salvia sonomensis (103)',\n",
       " 'Salvia sp. (42)',\n",
       " 'Salvia spathacea (99)',\n",
       " 'Salvia spellenbergii (4)',\n",
       " 'Salvia splendens (8)',\n",
       " 'Salvia stepposa (3)',\n",
       " 'Salvia subincisa (11)',\n",
       " 'Salvia subrubens (1)',\n",
       " 'Salvia subscandens (1)',\n",
       " 'Salvia texana (3)',\n",
       " 'Salvia tiliaefolia (12)',\n",
       " 'Salvia townsendii (22)',\n",
       " 'Salvia transylvanica (2)',\n",
       " 'Salvia trichostephana (1)',\n",
       " 'Salvia uliginosa (11)',\n",
       " 'Salvia univerticillata (1)',\n",
       " 'Salvia urica (1)',\n",
       " 'Salvia vaseyi (27)',\n",
       " 'Salvia vazquezii (2)',\n",
       " 'Salvia verbenaca (11)',\n",
       " 'Salvia verticillata (10)',\n",
       " 'Salvia verticillata ssp. verticillata (6)',\n",
       " 'Salvia viridis (5)',\n",
       " 'Salvia wagneriana (7)',\n",
       " 'Salvia whitehousei (10)',\n",
       " 'Salvia x guaranitica (7)',\n",
       " 'Salvia x hybrida (10)',\n",
       " 'Salvia x jamensis (5)',\n",
       " 'Salvia x superba (salvia sylvestris Ã\\x97 villicaulis) (3)',\n",
       " 'Salvia x sylvestris (2)',\n",
       " 'Salvia Xbernardina (18)',\n",
       " 'Salvia xpalmeri (3)',\n",
       " 'Salvia yunnanensis (3)',\n",
       " 'Salvinia auriculata (3)',\n",
       " 'Salvinia minima (5)',\n",
       " 'Salvinia molesta (16)',\n",
       " 'Salvinia molesta (left) and salvinia minima (right) (1)',\n",
       " 'Samanea saman (19)',\n",
       " 'Sambucus caerulea (1)',\n",
       " 'Sambucus canadensis (2)',\n",
       " 'Sambucus canadensis var. canadensis (2)',\n",
       " 'Sambucus cerulea (7)',\n",
       " 'Sambucus ebulus (9)',\n",
       " 'Sambucus melanocarpa (2)',\n",
       " 'Sambucus mexicana (5)',\n",
       " 'Sambucus microbotorys (1)',\n",
       " 'Sambucus nigra (21)',\n",
       " 'Sambucus nigra ssp. caerulea (146)',\n",
       " 'Sambucus nigra ssp. canadensis (61)',\n",
       " 'Sambucus nigra ssp. cerulea (33)',\n",
       " 'Sambucus nigra subsp. caerulea (1)',\n",
       " 'Sambucus pubens (2)',\n",
       " 'Sambucus racemosa (85)',\n",
       " 'Sambucus racemosa var. melanocarpa (5)',\n",
       " 'Sambucus racemosa var. racemosa (82)',\n",
       " 'Sambucus sp. (6)',\n",
       " 'Samolus ebracteatus (7)',\n",
       " 'Samolus ebracteatus ssp. cuneatus (4)',\n",
       " 'Samolus parviflorus (21)',\n",
       " 'Samolus repens (2)',\n",
       " 'Samolus valerandi (5)',\n",
       " 'Sanchezia speciosa (1)',\n",
       " 'Sanguinaria canadensis (58)',\n",
       " 'Sanguinaria canadensis ssp. flore plena (7)',\n",
       " 'Sanguinaria canadensis ssp. multiplex (2)',\n",
       " 'Sanguisorba canadensis (6)',\n",
       " 'Sanguisorba minor (13)',\n",
       " 'Sanguisorba minor ssp. muricata (8)',\n",
       " 'Sanguisorba officinalis (20)',\n",
       " 'Sanguisorba sitchensis (2)',\n",
       " 'Sanguisorba sp. (1)',\n",
       " 'Sanicula arctopoides (125)',\n",
       " 'Sanicula arguta (48)',\n",
       " 'Sanicula bipinnata (53)',\n",
       " 'Sanicula bipinnatifida (118)',\n",
       " 'Sanicula bipinnatifida var. flava (2)',\n",
       " 'Sanicula chinensis (1)',\n",
       " 'Sanicula crassicaulis (121)',\n",
       " 'Sanicula crassicaulis var. nudicaulis (7)',\n",
       " 'Sanicula graveolens (58)',\n",
       " 'Sanicula hoffmannii (22)',\n",
       " 'Sanicula laciniata (39)',\n",
       " 'Sanicula marilandica (7)',\n",
       " 'Sanicula maritima (24)',\n",
       " 'Sanicula odorata  (3)',\n",
       " 'Sanicula peckiana (19)',\n",
       " 'Sanicula saxatilis (11)',\n",
       " 'Sanicula tracyi (9)',\n",
       " 'Sanicula tuberosa (81)',\n",
       " 'Sanicula tuberosas (1)',\n",
       " 'Saniculata bipinnata (1)',\n",
       " 'Sanionia uncinata (3)',\n",
       " 'Sannantha sp. (1)',\n",
       " 'Sansevieria aethiopica (4)',\n",
       " 'Sansevieria cylindrica (6)',\n",
       " 'Sansevieria ehrenbergii (1)',\n",
       " 'Sansevieria sp. (9)',\n",
       " 'Sansevieria suffruticosa (1)',\n",
       " \"Sansevieria trifasciata 'Hahnii' (2)\",\n",
       " 'Sansevieria trifasciata var. trifasciata (1)',\n",
       " 'Sanseviieria pearsonii (1)',\n",
       " 'Santalum album (2)',\n",
       " 'Santalum ellipticum (5)',\n",
       " 'Santalum haleakalae (6)',\n",
       " 'Santalum insulare var. raiateense (7)',\n",
       " 'Santalum paniculatum (10)',\n",
       " 'Santalum paniculatum var. paniculatum (2)',\n",
       " 'Santolina chamaecyparissus (13)',\n",
       " 'Santolina impressa (2)',\n",
       " 'Santolina pinnata (3)',\n",
       " 'Santolina rosmarinifolia (2)',\n",
       " 'Sanvitalia abertii (43)',\n",
       " 'Sanvitalia procumbens (5)',\n",
       " 'Sapindus drummondii (1)',\n",
       " 'Sapindus saponaria (20)',\n",
       " 'Sapium (1)',\n",
       " 'Sapium sebiferum (1)',\n",
       " 'Saponaria lutea (4)',\n",
       " 'Saponaria ocymoides (27)',\n",
       " 'Saponaria officinalis (60)',\n",
       " 'Saponaria pumila (1)',\n",
       " 'Saraca declinata (1)',\n",
       " 'Saraca indica (1)',\n",
       " 'Sarcobatus baileyi (14)',\n",
       " 'Sarcobatus vermiculatus (55)',\n",
       " 'Sarcocaulon crassicaule (2)',\n",
       " 'Sarcocaulon inerme (1)',\n",
       " 'Sarcocaulon vaderietiae (2)',\n",
       " 'Sarcochilus hartmannii (1)',\n",
       " 'Sarcococca hookeriana (2)',\n",
       " 'Sarcococca hookeriana var. humilis (7)',\n",
       " 'Sarcococca ruscifolia (1)',\n",
       " 'Sarcococca saligna (4)',\n",
       " 'Sarcocornia utahensis (11)',\n",
       " 'Sarcocoronia pacifica (1)',\n",
       " 'Sarcodes sanguinea (227)',\n",
       " 'Sarcodia antarctica (2)',\n",
       " 'Sarcodiotheca divaricata (2)',\n",
       " 'Sarcodiotheca ecuadoreana (1)',\n",
       " 'Sarcodiotheca gaudichaudii (5)',\n",
       " 'Sarcoglottis sceptrodes (1)',\n",
       " 'Sarcoglottis speciosa (2)',\n",
       " 'Sarcopoterium spinosum (2)',\n",
       " 'Sarcostemma angustissimum (1)',\n",
       " 'Sarcostemma crispum (8)',\n",
       " 'Sarcostemma cynanchioides (3)',\n",
       " 'Sarcostemma cynanchoides (2)',\n",
       " 'Sarcostemma cynanchoides ssp. hartwegii (1)',\n",
       " 'Sargassum albemarlense (3)',\n",
       " 'Sargassum kjellmanianum (1)',\n",
       " 'Sargassum muticum (10)',\n",
       " 'Sargassum pacificum (1)',\n",
       " 'Sargassum skottsbergii (1)',\n",
       " 'Sargassum templetonii (1)',\n",
       " 'Sargassum zacae (1)',\n",
       " 'Saribus rotundifolius (4)',\n",
       " 'Saritaea magnifica (1)',\n",
       " 'Sarmienta repens (1)',\n",
       " 'Sarracena minor var. okefenokeensis (1)',\n",
       " 'Sarracenia (24)',\n",
       " 'Sarracenia alabamensis ssp. alabamensis (16)',\n",
       " 'Sarracenia alabamensis ssp. wherryi (8)',\n",
       " 'Sarracenia alata (49)',\n",
       " 'Sarracenia flava (19)',\n",
       " 'Sarracenia flava var. atropurpurea (1)',\n",
       " 'Sarracenia flava var. cuprea (11)',\n",
       " 'Sarracenia flava var. flava (5)',\n",
       " 'Sarracenia flava var. maxima (11)',\n",
       " 'Sarracenia flava var. ornata (21)',\n",
       " 'Sarracenia flava var. rubricorpora (11)',\n",
       " 'Sarracenia flava var. rugelii (18)',\n",
       " 'Sarracenia jonesii (29)',\n",
       " 'Sarracenia leucophylla (68)',\n",
       " 'Sarracenia minor (1)',\n",
       " 'Sarracenia minor var. minor (21)',\n",
       " 'Sarracenia minor var. okefenokeensis (10)',\n",
       " 'Sarracenia oreophila (53)',\n",
       " 'Sarracenia psittacina (30)',\n",
       " 'Sarracenia purpurea (35)',\n",
       " 'Sarracenia purpurea ssp. purpurea (58)',\n",
       " 'Sarracenia purpurea ssp. purpurea f. heterophylla (6)',\n",
       " 'Sarracenia purpurea ssp. venosa (22)',\n",
       " 'Sarracenia purpurea ssp. venosa var. montana (44)',\n",
       " 'Sarracenia rosea (24)',\n",
       " 'Sarracenia rubra ssp. alabamensis (2)',\n",
       " 'Sarracenia rubra ssp. gulfensis (11)',\n",
       " 'Sarracenia rubra ssp. rubra (4)',\n",
       " 'Sarracenia rubra ssp. viatorum (7)',\n",
       " 'Sarracenia sp. (4)',\n",
       " 'Sarracenia x catesbaei (1)',\n",
       " 'Sarracenia x umlauftiana (3)',\n",
       " 'Sarracenia Xformosa (2)',\n",
       " ...]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6ee548e0-1c36-4eaf-bf48-ee855076437a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:11:23.435480Z",
     "iopub.status.busy": "2023-07-28T18:11:23.435130Z",
     "iopub.status.idle": "2023-07-28T18:11:23.438526Z",
     "shell.execute_reply": "2023-07-28T18:11:23.437882Z",
     "shell.execute_reply.started": "2023-07-28T18:11:23.435458Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "63111848-34b5-4a82-a402-d9149e854acb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:20:34.570475Z",
     "iopub.status.busy": "2023-07-28T18:20:34.570122Z",
     "iopub.status.idle": "2023-07-28T18:20:34.611137Z",
     "shell.execute_reply": "2023-07-28T18:20:34.610526Z",
     "shell.execute_reply.started": "2023-07-28T18:20:34.570452Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "match = re.compile(\"(.+)\\(([0-9]+)\\)\")\n",
    "\n",
    "results = []\n",
    "\n",
    "for n in names:\n",
    "    one_match = re.findall(match, n)\n",
    "    results.append(one_match[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "6064c9b9-4129-4066-976c-6eed50547241",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:20:34.802181Z",
     "iopub.status.busy": "2023-07-28T18:20:34.801529Z",
     "iopub.status.idle": "2023-07-28T18:20:34.812333Z",
     "shell.execute_reply": "2023-07-28T18:20:34.811733Z",
     "shell.execute_reply.started": "2023-07-28T18:20:34.802157Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "species_pics = {name: int(count) for name, count in results }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d8d1bcdb-cf34-489a-95b0-e7dc79dbbd85",
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2023-07-28T18:20:37.341233Z",
     "iopub.status.busy": "2023-07-28T18:20:37.340565Z",
     "iopub.status.idle": "2023-07-28T18:20:37.358374Z",
     "shell.execute_reply": "2023-07-28T18:20:37.357812Z",
     "shell.execute_reply.started": "2023-07-28T18:20:37.341209Z"
    },
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Fabaceae sp. ': 3,\n",
       " 'Fabiana imbricata ': 5,\n",
       " 'Fabronia pusilla ': 7,\n",
       " 'Facelis retusa ': 3,\n",
       " 'Facheiroa ulei ': 2,\n",
       " 'Fagonia chilensis ': 2,\n",
       " 'Fagonia laevis ': 105,\n",
       " 'Fagonia pachyacantha ': 48,\n",
       " 'Fagopyrum esculentum ': 24,\n",
       " 'Fagopyrum tataricum ': 1,\n",
       " 'Fagraea berteriana ': 10,\n",
       " 'Fagus grandifolia ': 19,\n",
       " 'Fagus orientalis ': 1,\n",
       " 'Fagus sylvatica ': 46,\n",
       " 'Faidherbia albida ': 60,\n",
       " 'Faisherbia albida ': 2,\n",
       " 'Falcataria moluccana ': 10,\n",
       " 'Falkia repens ': 6,\n",
       " 'Fallopia convolvulus ': 6,\n",
       " 'Fallopia dumetorum ': 5,\n",
       " 'Fallopia japonica ': 25,\n",
       " 'Fallopia japonica var. japonica ': 1,\n",
       " 'Fallopia sachalinensis ': 5,\n",
       " 'Fallopia scandens  ': 4,\n",
       " 'Falluga paradoxa ': 1,\n",
       " 'Fallugia paradoxa ': 102,\n",
       " 'Famatina cisandina ': 4,\n",
       " 'Faradaya splendida ': 1,\n",
       " 'Farfugium japonicum ': 8,\n",
       " 'Farfugium japonicum var. giganteum ': 4,\n",
       " 'Fascicularia bicolor ': 2,\n",
       " 'Fascicularia pitcairnifolia ': 1,\n",
       " 'Fatsia japonica ': 20,\n",
       " 'Faucaria britteniae ': 1,\n",
       " 'Faucaria tigrina ': 5,\n",
       " 'Faucaria tuberculosa ': 2,\n",
       " 'Fauchea laciniata ': 1,\n",
       " 'Faurea galpinii ': 7,\n",
       " 'Faurea rochetiana ': 4,\n",
       " 'Faurea saligna ': 19,\n",
       " 'Fauria crista-galli ': 3,\n",
       " 'Faxonia pusilla ': 1,\n",
       " 'Feijoa sellowiana ': 18,\n",
       " 'Felicia amelloides ': 4,\n",
       " 'Felicia echinata ': 5,\n",
       " 'Felicia fruticosa ': 5,\n",
       " 'Felicia muricata ': 1,\n",
       " 'Fendlera rupicola ': 14,\n",
       " 'Fendlerella utahensis ': 11,\n",
       " 'Fenestraria aurantiaca ': 3,\n",
       " 'Fenestraria rhopalophylla ': 1,\n",
       " 'Fenestraria rhopalophylla ssp. aurantiaca ': 5,\n",
       " 'Fenestraria rhopalophylla ssp. rhopalophylla ': 4,\n",
       " 'Ferocactus acanthodes ': 1,\n",
       " 'Ferocactus alamosanus ': 2,\n",
       " 'Ferocactus cylindraceae ': 5,\n",
       " 'Ferocactus cylindraceus ': 349,\n",
       " 'Ferocactus cylindraceus ssp. cylindraceus ': 11,\n",
       " 'Ferocactus cylindraceus ssp. tortulispinus ': 19,\n",
       " 'Ferocactus cylindraceus var. lecontei ': 6,\n",
       " 'Ferocactus diguetii ': 17,\n",
       " 'Ferocactus echidnae var. echidnae ': 1,\n",
       " 'Ferocactus emeryi ': 3,\n",
       " 'Ferocactus emoryi ': 8,\n",
       " 'Ferocactus emoryi ssp. rectispinus ': 4,\n",
       " 'Ferocactus fordii ': 1,\n",
       " 'Ferocactus fordii var. fordii ': 1,\n",
       " 'Ferocactus glaucescens ': 3,\n",
       " 'Ferocactus gracilis ': 21,\n",
       " 'Ferocactus gracilis var. coloratus ': 3,\n",
       " 'Ferocactus gracilis var. gracilis ': 9,\n",
       " 'Ferocactus hamatacanthus ': 14,\n",
       " 'Ferocactus hamatacanthus var. hamatacanthus ': 10,\n",
       " 'Ferocactus herrerae ': 4,\n",
       " 'Ferocactus histrix ': 3,\n",
       " 'Ferocactus latispinus ': 1,\n",
       " 'Ferocactus macrodiscus ': 2,\n",
       " 'Ferocactus macrodiscus var. macrodiscus ': 2,\n",
       " 'Ferocactus peninsulae ': 5,\n",
       " 'Ferocactus peninsulae ssp. townsendianus ': 4,\n",
       " 'Ferocactus pilosus ': 11,\n",
       " 'Ferocactus pottsii ': 1,\n",
       " 'Ferocactus pottsii var. alamosanus ': 3,\n",
       " 'Ferocactus recurvus ': 2,\n",
       " 'Ferocactus robustus ': 5,\n",
       " 'Ferocactus sinuatus ': 1,\n",
       " 'Ferocactus stainesii ': 1,\n",
       " 'Ferocactus townsendianus var. townsendianus ': 6,\n",
       " 'Ferocactus viridescens ': 71,\n",
       " 'Ferocactus wislizeni ': 29,\n",
       " 'Ferocactus wislizenii ': 3,\n",
       " 'Ferraria antherosa ': 1,\n",
       " 'Ferraria crispa ': 13,\n",
       " 'Ferraria crispa ssp. nortieri ': 1,\n",
       " 'Ferraria divaricata ': 3,\n",
       " 'Ferraria ferrariola ': 3,\n",
       " 'Ferula communis ': 16,\n",
       " 'Festcue pallescens ': 2,\n",
       " 'Festuca arundinacea ': 24,\n",
       " 'Festuca brachyphylla ': 8,\n",
       " 'Festuca brachyphylla ssp. breviculmis ': 2,\n",
       " 'Festuca brachyphylla ssp. coloradoensis ': 1,\n",
       " 'Festuca bromoides ': 10,\n",
       " 'Festuca californica ': 36,\n",
       " 'Festuca californica ssp. californica ': 1,\n",
       " 'Festuca calva ': 4,\n",
       " 'Festuca drymeja ': 1,\n",
       " 'Festuca elmeri ': 6,\n",
       " 'Festuca glauca ': 6,\n",
       " 'Festuca idahoensis ': 33,\n",
       " 'Festuca kingii ': 14,\n",
       " 'Festuca microstachys ': 34,\n",
       " 'Festuca minutiflora ': 7,\n",
       " 'Festuca myuros ': 25,\n",
       " 'Festuca occidentalis ': 20,\n",
       " 'Festuca octoflora ': 12,\n",
       " 'Festuca perennis ': 85,\n",
       " 'Festuca pratensis ': 10,\n",
       " 'Festuca roemeri ': 1,\n",
       " 'Festuca rubra ': 14,\n",
       " 'Festuca rubra ssp. rubra ': 2,\n",
       " 'Festuca saximontana ': 5,\n",
       " 'Festuca saximontana var. purpusiana ': 3,\n",
       " 'Festuca sp. ': 4,\n",
       " 'Festuca subulata ': 6,\n",
       " 'Festuca subuliflora ': 7,\n",
       " 'Festuca temulenta ': 2,\n",
       " 'Festuca trachyphylla ': 2,\n",
       " 'Festuca viridula ': 8,\n",
       " 'Fibigia clypeata ': 1,\n",
       " 'Fibigia eriocarpa ': 1,\n",
       " 'Ficaria verna ': 9,\n",
       " 'Ficinia nodosa ': 3,\n",
       " 'Ficinia spiralis ': 5,\n",
       " 'Ficinia truncata ': 1,\n",
       " 'Ficus abutilifolia ': 21,\n",
       " 'Ficus alii ': 2,\n",
       " 'Ficus altissima ': 1,\n",
       " 'Ficus audrey ': 1,\n",
       " 'Ficus auriculata ': 13,\n",
       " 'Ficus bahiensis ': 13,\n",
       " 'Ficus benghalensis ': 44,\n",
       " 'Ficus benjamina ': 29,\n",
       " 'Ficus benjamina var. Benjamina ': 4,\n",
       " 'Ficus burkei ': 25,\n",
       " 'Ficus carica ': 49,\n",
       " 'Ficus citrifolia ': 1,\n",
       " 'Ficus craterostoma ': 16,\n",
       " 'Ficus dammaropsis ': 2,\n",
       " 'Ficus deltiodea ': 2,\n",
       " 'Ficus deltoidea ': 2,\n",
       " 'Ficus elastica ': 13,\n",
       " 'Ficus glumosa ': 7,\n",
       " 'Ficus ingens ': 23,\n",
       " 'Ficus insipida subsp. insipida ': 2,\n",
       " 'Ficus lutea ': 5,\n",
       " 'Ficus lyrata ': 11,\n",
       " 'Ficus macrophylla ': 18,\n",
       " 'Ficus microcarpa ': 9,\n",
       " 'Ficus microcarpa var. nitida ': 16,\n",
       " 'Ficus mysorensis ': 6,\n",
       " 'Ficus natalensis ': 5,\n",
       " 'Ficus palmeri ': 5,\n",
       " 'Ficus petiolaris ': 42,\n",
       " 'Ficus prolixa ': 2,\n",
       " 'Ficus pumila ': 28,\n",
       " 'Ficus pumila var. pumila ': 3,\n",
       " 'Ficus racemosa ': 4,\n",
       " 'Ficus religiosa ': 9,\n",
       " 'Ficus repens ': 1,\n",
       " 'Ficus rubiginosa ': 3,\n",
       " 'Ficus rumphii ': 7,\n",
       " 'Ficus sansibarica ': 4,\n",
       " 'Ficus socotrana ': 5,\n",
       " 'Ficus sp. ': 5,\n",
       " 'Ficus sur ': 21,\n",
       " 'Ficus sycomorus ': 17,\n",
       " 'Ficus tettensis ': 17,\n",
       " 'Ficus thonningii ': 1,\n",
       " 'Ficus tinctoria subsp. tinctoria ': 1,\n",
       " 'Ficus triangularis ': 5,\n",
       " 'Ficus trigonata ': 1,\n",
       " 'Ficus umbellata ': 2,\n",
       " 'Ficus variegata ': 2,\n",
       " 'Ficus villosa ': 3,\n",
       " 'Ficus virens ': 2,\n",
       " 'Ficus waikinsiana ': 2,\n",
       " 'Ficus watkinsiana ': 5,\n",
       " 'Filago californica ': 12,\n",
       " 'Filago gallica ': 4,\n",
       " 'Filago pyramidata ': 2,\n",
       " 'Filago pyramidata var. pyramidata ': 21,\n",
       " 'Filago vulgaris ': 1,\n",
       " 'Filicium decipiens ': 1,\n",
       " 'Filipendula hexapetala ': 3,\n",
       " 'Filipendula kamtschatica ': 1,\n",
       " 'Filipendula purpurea ': 4,\n",
       " 'Filipendula rubra ': 4,\n",
       " 'Filipendula ulmaria ': 13,\n",
       " 'Fimbristylis autumnalis ': 2,\n",
       " 'Fimbristylis cymosa umbello-capitata ': 2,\n",
       " 'Fimbristylis miliacea ': 7,\n",
       " 'Fimbristylis puberula var. interior ': 1,\n",
       " 'Fimbristylis thermalis ': 33,\n",
       " 'Fimbristylis vahlii ': 6,\n",
       " 'Firmiania simplex ': 1,\n",
       " 'Fissidens bryoides ': 3,\n",
       " 'Fissidens crispus ': 3,\n",
       " 'Fissidens grandifrons ': 13,\n",
       " 'Fissidens pauperculus ': 7,\n",
       " 'Fissidens sublimbatus ': 6,\n",
       " 'Fissidens ventricosus ': 2,\n",
       " 'Fittonia albivenis ': 3,\n",
       " 'Fitzroya cupressoides ': 11,\n",
       " 'Flacourtia rukam ': 2,\n",
       " 'Flaveria anomala ': 3,\n",
       " 'Flaveria brownii ': 3,\n",
       " 'Flaveria chlorifolia ': 5,\n",
       " 'Flaveria linearis ': 8,\n",
       " 'Flaveria oppositifolia ': 6,\n",
       " 'Flaveria trinervia ': 2,\n",
       " 'Fleischmannia incarnata ': 7,\n",
       " 'Fleischmannia sonorae ': 4,\n",
       " 'Flemingia strobilifera ': 2,\n",
       " 'Flexitrichum gracile ': 14,\n",
       " 'Floerkea proserpinacoides ': 17,\n",
       " 'Florestina tripteris ': 4,\n",
       " 'Flourensia cernua ': 12,\n",
       " 'Flourensia laurifolia ': 2,\n",
       " 'Flourensia oolepis ': 1,\n",
       " 'Flueggea neowawraea ': 4,\n",
       " 'Flyriella parryi ': 4,\n",
       " 'Fockea crispa ': 2,\n",
       " 'Fockea edulis ': 1,\n",
       " 'Foeniculum vulgare ': 110,\n",
       " 'Fontinalis antipyretica ': 5,\n",
       " 'Fontinalis howellii ': 2,\n",
       " 'Fontinalis hypnoides ': 2,\n",
       " 'Fontinalis neomexicana ': 1,\n",
       " 'Forestiera ': 1,\n",
       " 'Forestiera angustifolia ': 13,\n",
       " 'Forestiera arizonica ': 1,\n",
       " 'Forestiera neomexicana ': 1,\n",
       " 'Forestiera pubescens ': 56,\n",
       " 'Forestiera reticulata ': 1,\n",
       " 'Forquieria splendens ': 2,\n",
       " 'Forsythia sp. ': 7,\n",
       " 'Forsythia X intermedia ': 4,\n",
       " 'Fortunella margarita ': 6,\n",
       " 'Fossombronia ': 17,\n",
       " 'Fosterella rubsyi ': 1,\n",
       " 'Fothergilla gardenii ': 7,\n",
       " 'Fothergilla monticola ': 10,\n",
       " 'Fouquiera splendens ': 1,\n",
       " 'Fouquieria columnaris ': 60,\n",
       " 'Fouquieria diguetii ': 52,\n",
       " 'Fouquieria fasciculata ': 1,\n",
       " 'Fouquieria macdougalii ': 8,\n",
       " 'Fouquieria sp. ': 5,\n",
       " 'Fouquieria splendens ': 206,\n",
       " 'Fouquieria splendens ssp. splendens ': 114,\n",
       " 'Fragaria ananassa ': 2,\n",
       " 'Fragaria chiloensis ': 104,\n",
       " 'Fragaria gracilis ': 1,\n",
       " 'Fragaria moschata ': 6,\n",
       " 'Fragaria moupinensis ': 3,\n",
       " 'Fragaria sp. ': 7,\n",
       " 'Fragaria vesca ': 92,\n",
       " 'Fragaria vesca var. bracteata ': 5,\n",
       " 'Fragaria virginiana ': 93,\n",
       " 'Fragaria virginiana ssp. glauca ': 1,\n",
       " 'Fragaria virginiana ssp. platypetala ': 5,\n",
       " 'Fragaria viridis ': 6,\n",
       " 'Fragaria x ananassa ': 10,\n",
       " 'Frailea castanea ': 3,\n",
       " 'Frailea mammifera ssp. angelesiae ': 2,\n",
       " 'Frailea pumila ': 2,\n",
       " 'Frailea pygmaea ssp. pygmaea ': 2,\n",
       " 'Francoa appendiculata ': 8,\n",
       " 'Francoa ramosa ': 3,\n",
       " 'Francoa sonchifolia ': 4,\n",
       " 'Frangula alnus  ': 15,\n",
       " 'Frangula californica ': 86,\n",
       " 'Frangula californica ssp. californica ': 68,\n",
       " 'Frangula californica ssp. crassifolia ': 4,\n",
       " 'Frangula californica ssp. cuspidata ': 47,\n",
       " 'Frangula californica ssp. occidentalis ': 13,\n",
       " 'Frangula californica ssp. tomentella ': 59,\n",
       " 'Frangula californica ssp. ursina ': 2,\n",
       " 'Frangula purshiana ': 32,\n",
       " 'Frangula purshiana ssp. purshiana ': 25,\n",
       " 'Frangula purshiana ssp. ultramafica ': 10,\n",
       " 'Frangula rubra ': 24,\n",
       " 'Frangula rubra ssp. modocensis ': 2,\n",
       " 'Frangula rubra ssp. obtusissima ': 7,\n",
       " 'Frangula rubra ssp. rubra ': 6,\n",
       " 'Frangula rupestris ': 4,\n",
       " 'Frankenia gypsophila ': 6,\n",
       " 'Frankenia hirsuta ': 6,\n",
       " 'Frankenia jamesii ': 2,\n",
       " 'Frankenia laevis ': 6,\n",
       " 'Frankenia palmeri ': 16,\n",
       " 'Frankenia pulverulenta ': 15,\n",
       " 'Frankenia saligna ': 8,\n",
       " 'Frankenia salina ': 88,\n",
       " 'Franklinia alatamaha ': 8,\n",
       " 'Frasera albicaulis ': 55,\n",
       " 'Frasera albicaulis var. modocensis ': 62,\n",
       " 'Frasera albicaulis var. nitida ': 46,\n",
       " 'Frasera albomarginata ': 40,\n",
       " 'Frasera albomarginata var. albomarginata ': 10,\n",
       " 'Frasera albomarginata var. induta ': 5,\n",
       " 'Frasera fastigiata ': 3,\n",
       " 'Frasera gypsicola ': 7,\n",
       " 'Frasera neglecta ': 59,\n",
       " 'Frasera parryi ': 60,\n",
       " 'Frasera puberulenta ': 28,\n",
       " 'Frasera speciosa ': 192,\n",
       " 'Frasera tubulosa ': 61,\n",
       " 'Frasera umpquaensis ': 24,\n",
       " 'Fraxinus americana ': 16,\n",
       " 'Fraxinus angustifolia ': 18,\n",
       " 'Fraxinus angustifolia ssp. oxycarpa ': 4,\n",
       " 'Fraxinus anomala ': 30,\n",
       " 'Fraxinus anomala var. anomala  ': 3,\n",
       " 'Fraxinus chinensis ': 1,\n",
       " 'Fraxinus cuspidata ': 5,\n",
       " 'Fraxinus cuspidata var. cuspidata ': 9,\n",
       " 'Fraxinus dipetala ': 73,\n",
       " 'Fraxinus excelsior ': 16,\n",
       " 'Fraxinus gooddingii ': 1,\n",
       " 'Fraxinus greggii ': 13,\n",
       " 'Fraxinus hopeinsis ': 1,\n",
       " 'Fraxinus latifolia ': 60,\n",
       " 'Fraxinus nigra ': 13,\n",
       " 'Fraxinus ornus ': 13,\n",
       " 'Fraxinus parryi ': 2,\n",
       " 'Fraxinus pennsylvanica ': 17,\n",
       " 'Fraxinus quadrangulata ': 3,\n",
       " 'Fraxinus sp. ': 1,\n",
       " 'Fraxinus uhdei ': 9,\n",
       " 'Fraxinus velutina ': 55,\n",
       " 'Fredolia aretioides ': 3,\n",
       " 'Freesia ': 6,\n",
       " 'Freesia alba x leichtlinii ': 10,\n",
       " 'Freesia laxa ': 2,\n",
       " 'Freesia refracta ': 9,\n",
       " 'Freesia viridis ': 7,\n",
       " 'Fremontia californica ': 4,\n",
       " 'Fremontodendron -californicum ': 9,\n",
       " 'Fremontodendron californicum ': 198,\n",
       " 'Fremontodendron californicum ssp. californicum ': 4,\n",
       " 'Fremontodendron californicum ssp. decumbens ': 2,\n",
       " 'Fremontodendron decumbens ': 39,\n",
       " 'Fremontodendron mexicanum ': 34,\n",
       " 'Freycinetia banksii ': 1,\n",
       " 'Freycinetia cumingiana ': 2,\n",
       " 'Freycinetia impavida ': 3,\n",
       " 'Fritillaria acmopetala ': 2,\n",
       " 'Fritillaria affinis ': 393,\n",
       " 'Fritillaria affinis var. affinis ': 18,\n",
       " 'Fritillaria affinis var. tristulis ': 28,\n",
       " 'Fritillaria agrestis ': 130,\n",
       " 'Fritillaria atropurpurea ': 136,\n",
       " 'Fritillaria bicolor var. bicolor ': 12,\n",
       " 'Fritillaria biflora ': 87,\n",
       " 'Fritillaria biflora var. biflora ': 54,\n",
       " 'Fritillaria biflora var. ineziana ': 16,\n",
       " 'Fritillaria bithynica ': 4,\n",
       " 'Fritillaria brandegeei ': 47,\n",
       " 'Fritillaria camschatcensis ': 28,\n",
       " 'Fritillaria carica ': 2,\n",
       " 'Fritillaria conica ': 2,\n",
       " 'Fritillaria davisii ': 5,\n",
       " 'Fritillaria eastwoodiae ': 117,\n",
       " 'Fritillaria eastwoodiae vel aff. ': 1,\n",
       " 'Fritillaria falcata ': 58,\n",
       " 'Fritillaria gentneri ': 65,\n",
       " 'Fritillaria gibbosa ': 1,\n",
       " 'Fritillaria glauca ': 68,\n",
       " 'Fritillaria gracilis ': 8,\n",
       " 'Fritillaria graeca ssp. thessala var. meteora ': 1,\n",
       " 'Fritillaria grayana ssp. martha roderick ': 2,\n",
       " 'Fritillaria imperialis ': 1,\n",
       " 'Fritillaria involucrata ': 4,\n",
       " 'Fritillaria kurdica ssp. turkish glow ': 2,\n",
       " 'Fritillaria lanceolata ': 13,\n",
       " 'Fritillaria lanceolata var. tristulis ': 14,\n",
       " 'Fritillaria latifolia ': 2,\n",
       " 'Fritillaria liliacea ': 182,\n",
       " 'Fritillaria meleagris ': 20,\n",
       " 'Fritillaria meleagris ssp. saturnus ': 1,\n",
       " 'Fritillaria messanensis ': 2,\n",
       " 'Fritillaria michailovskyi ssp. yellow form ': 1,\n",
       " 'Fritillaria micrantha ': 103,\n",
       " 'Fritillaria montana ': 2,\n",
       " 'Fritillaria ojaiensis ': 56,\n",
       " 'Fritillaria orientalis ': 4,\n",
       " 'Fritillaria pallidiflora ': 2,\n",
       " 'Fritillaria pelinaea ': 3,\n",
       " 'Fritillaria pinetorum ': 46,\n",
       " 'Fritillaria pluriflora ': 129,\n",
       " 'Fritillaria pontica ': 3,\n",
       " 'Fritillaria pudica ': 57,\n",
       " 'Fritillaria purdyi ': 118,\n",
       " 'Fritillaria pyrenaica ': 4,\n",
       " 'Fritillaria pyrenaica ssp. lutea ': 1,\n",
       " 'Fritillaria recurva ': 142,\n",
       " 'Fritillaria sp. ': 8,\n",
       " 'Fritillaria striata ': 97,\n",
       " 'Fritillaria tubiformis ssp. moggridgei ': 5,\n",
       " 'Fritillaria ussuriensis ': 13,\n",
       " 'Fritillaria viridea ': 25,\n",
       " 'Froelichia arizonica ': 23,\n",
       " 'Froelichia floridana ': 11,\n",
       " 'Froelichia gracilis  ': 8,\n",
       " 'Froelichia interrupta ': 5,\n",
       " 'Froelichia xantusii ': 13,\n",
       " 'Fruiticose lichen ': 2,\n",
       " 'Frullania bolanderi ': 1,\n",
       " 'Frullania tamarisci ': 12,\n",
       " 'Fryeella gardneri ': 2,\n",
       " 'Fuchsia boliviana ': 6,\n",
       " 'Fuchsia bracelineae ': 1,\n",
       " 'Fuchsia cordifolia ': 1,\n",
       " 'Fuchsia dependens ': 2,\n",
       " 'Fuchsia encliandra ': 1,\n",
       " 'Fuchsia excorticata ': 3,\n",
       " 'Fuchsia magellanica ': 7,\n",
       " 'Fuchsia paniculata ': 4,\n",
       " 'Fuchsia procumbens ': 3,\n",
       " 'Fuchsia sanctae-rosae ': 2,\n",
       " 'Fuchsia sp. ': 3,\n",
       " 'Fuchsia thymifolia var. variegata ': 1,\n",
       " 'Fuchsia triphylla ': 2,\n",
       " 'Fucus distichus ': 14,\n",
       " 'Fucus gardneri ': 16,\n",
       " 'Fucus gardneri (=f. distichus) ': 1,\n",
       " 'Fucus sp. ': 1,\n",
       " 'Fucus vesiculosus ': 8,\n",
       " 'Fumana thymifolia ': 1,\n",
       " 'Fumaria capreolata ': 38,\n",
       " 'Fumaria densiflora ': 1,\n",
       " 'Fumaria muralis ': 38,\n",
       " 'Fumaria officinalis ': 23,\n",
       " 'Fumaria parviflora ': 8,\n",
       " 'Fumaria vaillantii ': 2,\n",
       " 'Funaria hygrometrica ': 11,\n",
       " 'Funaria muhlenbergii  ': 5,\n",
       " 'Funaria sp. ': 1,\n",
       " 'Funastrum crispum ': 34,\n",
       " 'Funastrum cyanchoides var. hartwegii ': 1,\n",
       " 'Funastrum cynanchoides ': 14,\n",
       " 'Funastrum cynanchoides ssp. hartwegii ': 5,\n",
       " 'Funastrum cynanchoides var. hartwegii ': 82,\n",
       " 'Funastrum hartwegii ': 17,\n",
       " 'Funastrum hirtellum ': 102,\n",
       " 'Funastrum utahense ': 28,\n",
       " 'Furcraea foetida ': 2,\n",
       " 'Furcraea guatemalensis ': 1,\n",
       " 'Furcraea macdougalii ': 2,\n",
       " 'Furcraea sp. ': 3,\n",
       " 'Sabal bermudana ': 3,\n",
       " 'Sabal blackburniana ': 2,\n",
       " 'Sabal causiarum ': 1,\n",
       " 'Sabal etonia ': 1,\n",
       " 'Sabal mexicana ': 2,\n",
       " 'Sabal palmetto ': 4,\n",
       " 'Sabal uresana ': 2,\n",
       " 'Sabal yapa ': 3,\n",
       " 'Sabatia angularis ': 1,\n",
       " 'Sabatia arenicola ': 3,\n",
       " 'Sabatia campanulata ': 5,\n",
       " 'Sabatia campestris ': 1,\n",
       " 'Sabatia difformis ': 1,\n",
       " 'Sabatia sp. ': 1,\n",
       " 'Sabatia stellaris ': 2,\n",
       " 'Sabulina californica ': 4,\n",
       " 'Sabulina decumbens ': 3,\n",
       " 'Sabulina nuttallii var. gracilis ': 5,\n",
       " 'Sabulina stricta ': 4,\n",
       " 'Saccharum officinarum ': 1,\n",
       " 'Saccharum ravennae ': 7,\n",
       " 'Saccharum sp. ': 2,\n",
       " 'Sacciolepis indica ': 2,\n",
       " 'Sachsia polycephala ': 4,\n",
       " 'Sacoila lanceolata ': 2,\n",
       " 'Sadleria cyantheoides ': 2,\n",
       " 'Sadleria cyatheoides ': 20,\n",
       " 'Sadleria pallida ': 9,\n",
       " 'Sadleria souleyetiana ': 10,\n",
       " 'Sadleria squarrosa ': 8,\n",
       " 'Sadleria unisora ': 9,\n",
       " 'Sageretia filiformis ': 1,\n",
       " 'Sageretia wrightii ': 1,\n",
       " 'Sagina apetala ': 35,\n",
       " 'Sagina decumbens ': 5,\n",
       " 'Sagina decumbens ssp. occidentalis ': 5,\n",
       " 'Sagina decurrens ssp. occidentalis ': 5,\n",
       " 'Sagina maritima ': 2,\n",
       " 'Sagina maxima ssp. crassicaulis ': 23,\n",
       " 'Sagina nodosa ': 8,\n",
       " 'Sagina nodosa ssp. borealis  ': 2,\n",
       " 'Sagina procumbens ': 19,\n",
       " 'Sagina saginoides ': 40,\n",
       " 'Sagina subulata ': 4,\n",
       " 'Sagittaria brevirostra ': 4,\n",
       " 'Sagittaria cuneata ': 27,\n",
       " 'Sagittaria graminea ': 6,\n",
       " 'Sagittaria graminea ssp. graminea ': 4,\n",
       " 'Sagittaria lancifolia ': 2,\n",
       " 'Sagittaria latifolia ': 45,\n",
       " 'Sagittaria longiloba ': 5,\n",
       " 'Sagittaria montevidensis ': 4,\n",
       " 'Sagittaria montevidensis ssp. calycina ': 51,\n",
       " 'Sagittaria rigida ': 31,\n",
       " 'Sagittaria sanfordii ': 25,\n",
       " 'Sagittaria trifolia ': 3,\n",
       " 'Saintpaulia ionantha ': 3,\n",
       " 'Saintpaulia shumensis ': 1,\n",
       " 'Saintpaulia teitensis ': 1,\n",
       " 'Salazaria mexicana ': 27,\n",
       " 'Salicornia bigelovii ': 5,\n",
       " 'Salicornia brachiata ': 1,\n",
       " 'Salicornia depressa ': 7,\n",
       " 'Salicornia pacifica ': 74,\n",
       " 'Salicornia perennis ': 1,\n",
       " 'Salicornia rubra ': 11,\n",
       " 'Salicornia sp. ': 2,\n",
       " 'Salicornia subterminalis ': 2,\n",
       " 'Salicornia virginica ': 5,\n",
       " 'Saline hookeri ': 1,\n",
       " 'Salix alba ': 2,\n",
       " 'Salix alpina ': 12,\n",
       " 'Salix amygdaloides  ': 13,\n",
       " 'Salix arctica ': 20,\n",
       " 'Salix arctica var. petraea ': 3,\n",
       " 'Salix arctophila ': 1,\n",
       " 'Salix atrocinerea ': 2,\n",
       " 'Salix babylonica ': 16,\n",
       " 'Salix barclayi ': 1,\n",
       " 'Salix bebbiana  ': 14,\n",
       " 'Salix bonplandiana ': 7,\n",
       " 'Salix boothii ': 11,\n",
       " 'Salix brachycarpa ssp. brachycarpa ': 2,\n",
       " 'Salix brachycarpa var. brachycarpa ': 5,\n",
       " 'Salix breweri ': 7,\n",
       " 'Salix calcicola ': 4,\n",
       " 'Salix candida ': 4,\n",
       " 'Salix caprea ': 14,\n",
       " 'Salix cinerea ': 5,\n",
       " 'Salix commutata ': 3,\n",
       " 'Salix delnortensis ': 15,\n",
       " 'Salix discolor  ': 31,\n",
       " 'Salix discolor cf. ': 1,\n",
       " 'Salix eastwoodiae ': 24,\n",
       " 'Salix eleagnos ': 9,\n",
       " 'Salix eriocephala ': 2,\n",
       " 'Salix eriocephala var. ligulifolia ': 2,\n",
       " 'Salix eriocephala var. watsonii ': 6,\n",
       " 'Salix exigua ': 52,\n",
       " 'Salix exigua var. exigua ': 15,\n",
       " 'Salix exigua var. hindsiana ': 18,\n",
       " 'Salix fragilis ': 5,\n",
       " 'Salix geyeriana ': 8,\n",
       " 'Salix glabra ': 7,\n",
       " 'Salix gooddingii ': 46,\n",
       " 'Salix helvetica ': 1,\n",
       " 'Salix herbacea ': 4,\n",
       " 'Salix hookeriana ': 30,\n",
       " 'Salix humboldtiana ': 6,\n",
       " 'Salix humilis var. humilis  ': 13,\n",
       " 'Salix interior  ': 12,\n",
       " 'Salix jepsonii ': 4,\n",
       " 'Salix laevigata ': 77,\n",
       " 'Salix lanata ': 3,\n",
       " 'Salix lasiandra ': 3,\n",
       " 'Salix lasiandra var. caudata ': 6,\n",
       " 'Salix lasiandra var. lasiandra ': 45,\n",
       " 'Salix lasiolepis ': 117,\n",
       " 'Salix lemmonii ': 34,\n",
       " 'Salix ligulifolia ': 4,\n",
       " 'Salix lucida ': 1,\n",
       " 'Salix lucida caudata cf. ': 1,\n",
       " 'Salix lucida ssp. lasiandra ': 4,\n",
       " 'Salix lucida var. caudata ': 6,\n",
       " 'Salix lutea ': 10,\n",
       " 'Salix matsudana ': 1,\n",
       " 'Salix melanopis ': 2,\n",
       " 'Salix melanopsis ': 9,\n",
       " 'Salix nigra ': 2,\n",
       " 'Salix nivalis ': 28,\n",
       " 'Salix orestera ': 25,\n",
       " 'Salix paradoxa ': 5,\n",
       " 'Salix petiolaris  ': 12,\n",
       " 'Salix petrophila ': 61,\n",
       " 'Salix planifolia ': 9,\n",
       " 'Salix polaris ': 6,\n",
       " 'Salix prolixa ': 14,\n",
       " 'Salix purpurea ': 11,\n",
       " 'Salix reticulata ': 15,\n",
       " 'Salix reticulata ssp. nivalis ': 2,\n",
       " 'Salix retusa ': 12,\n",
       " 'Salix rigida var. watsonii ': 1,\n",
       " 'Salix rosmarinifolia ': 5,\n",
       " 'Salix scouleriana ': 51,\n",
       " 'Salix sessilifolia ': 2,\n",
       " 'Salix sitchensis ': 61,\n",
       " 'Salix sp. ': 32,\n",
       " 'Salix viminalis ': 2,\n",
       " 'Salix waldsteiniana ': 3,\n",
       " 'Salix X sepulcralis ': 5,\n",
       " 'Salix Xrubens ': 4,\n",
       " 'Salpichroa origanifolia ': 10,\n",
       " 'Salpiglossis sinuata ': 8,\n",
       " 'Salpinctium natalense ': 1,\n",
       " 'Salsoa paulsenii ': 3,\n",
       " 'Salsola australis ': 20,\n",
       " 'Salsola kali ': 17,\n",
       " 'Salsola paulsenii ': 40,\n",
       " 'Salsola soda ': 60,\n",
       " 'Salsola sp. ': 2,\n",
       " 'Salsola tragus ': 114,\n",
       " 'Saltera sarcocolla ': 2,\n",
       " 'Saltugilia australis ': 19,\n",
       " 'Saltugilia caruifolia ': 36,\n",
       " 'Saltugilia latimeri ': 13,\n",
       " 'Saltugilia splendens ': 12,\n",
       " 'Saltugilia splendens ssp. grantii ': 11,\n",
       " 'Saltugilia splendens ssp. splendens ': 18,\n",
       " 'Salvia aethiopis ': 34,\n",
       " 'Salvia africana ': 4,\n",
       " 'Salvia africana-caerulea ': 6,\n",
       " 'Salvia africana-lutea ': 3,\n",
       " 'Salvia alamosana ': 8,\n",
       " 'Salvia alata ': 1,\n",
       " 'Salvia alborosea ': 1,\n",
       " 'Salvia anguicoma ': 1,\n",
       " 'Salvia apiana ': 108,\n",
       " 'Salvia apiana x salvia chionopeplica ': 1,\n",
       " 'Salvia areolata ': 1,\n",
       " 'Salvia argentea ': 23,\n",
       " 'Salvia atrocalyx ': 1,\n",
       " 'Salvia atrocyanea ': 3,\n",
       " 'Salvia aurea ': 8,\n",
       " 'Salvia azurea ': 1,\n",
       " 'Salvia azurea var. grandiflora ': 7,\n",
       " 'Salvia ballotiflora ': 7,\n",
       " 'Salvia barrelieri ': 7,\n",
       " 'Salvia benthamiana ': 1,\n",
       " 'Salvia betulifolia ': 20,\n",
       " 'Salvia betulifolia var. betulifolia ': 3,\n",
       " 'Salvia blepharophylla ': 3,\n",
       " 'Salvia brandegeei ': 11,\n",
       " 'Salvia buchananii ': 3,\n",
       " 'Salvia bullulata ': 7,\n",
       " 'Salvia cacaliifolia ': 12,\n",
       " 'Salvia canariensis ': 8,\n",
       " 'Salvia canariensis var. candidissima ': 2,\n",
       " 'Salvia canriensis ': 1,\n",
       " 'Salvia carduacea ': 138,\n",
       " 'Salvia cedrosensis ': 9,\n",
       " 'Salvia chamaedryoides ': 9,\n",
       " 'Salvia chamelaegnea ': 4,\n",
       " 'Salvia chiapensis ': 4,\n",
       " 'Salvia chionopeplica ': 4,\n",
       " 'Salvia chrysophylla ': 1,\n",
       " 'Salvia cinnabarina ': 2,\n",
       " 'Salvia clevelandii ': 67,\n",
       " 'Salvia clevelandii X leucophylla ': 1,\n",
       " 'Salvia coahuilensis ': 1,\n",
       " 'Salvia coccinea ': 6,\n",
       " 'Salvia columbariae ': 169,\n",
       " 'Salvia columbariae var. columbariae ': 4,\n",
       " 'Salvia columbiana ': 2,\n",
       " 'Salvia concolor ': 9,\n",
       " 'Salvia confertiflora ': 7,\n",
       " 'Salvia consobrina ': 1,\n",
       " 'Salvia corrugata ': 13,\n",
       " 'Salvia cyanea ': 1,\n",
       " 'Salvia cylindriflora ': 1,\n",
       " 'Salvia d ': 1,\n",
       " 'Salvia darcyi ': 8,\n",
       " 'Salvia desoleana ': 3,\n",
       " 'Salvia discolor ': 10,\n",
       " 'Salvia divinorum ': 9,\n",
       " 'Salvia dolomitica ': 5,\n",
       " 'Salvia dominica ': 1,\n",
       " 'Salvia dorisiana ': 7,\n",
       " 'Salvia dorrii ': 69,\n",
       " 'Salvia dorrii ssp. dorrii var. dorrii ': 2,\n",
       " 'Salvia dorrii ssp. mearnsii ': 5,\n",
       " 'Salvia dorrii var. clokeyi ': 10,\n",
       " 'Salvia dorrii var. dorrii ': 16,\n",
       " 'Salvia dorrii var. incana ': 26,\n",
       " 'Salvia dorrii var. pilosa ': 45,\n",
       " 'Salvia elegans ': 13,\n",
       " 'Salvia elegans var. sonorensis ': 9,\n",
       " 'Salvia emaciata ': 7,\n",
       " 'Salvia eremostachya ': 13,\n",
       " 'Salvia excelsa ': 1,\n",
       " 'Salvia fallax ': 2,\n",
       " 'Salvia farinacea ': 7,\n",
       " 'Salvia farinaceae ': 3,\n",
       " 'Salvia flava ': 3,\n",
       " 'Salvia flocculosa ': 4,\n",
       " 'Salvia forskohlei ': 3,\n",
       " 'Salvia forsskaolei ': 6,\n",
       " 'Salvia fruticosa ': 2,\n",
       " 'Salvia funerea ': 58,\n",
       " 'Salvia gesneriiflora ': 7,\n",
       " 'Salvia gesneriifolia ': 3,\n",
       " 'Salvia gillesii ': 1,\n",
       " 'Salvia glabrescens ': 7,\n",
       " 'Salvia glutinosa ': 8,\n",
       " 'Salvia goldmanii ': 10,\n",
       " 'Salvia greatae ': 30,\n",
       " 'Salvia greggii ': 32,\n",
       " 'Salvia guaranitica ': 6,\n",
       " 'Salvia hapalophylla ': 1,\n",
       " 'Salvia henryi ': 12,\n",
       " 'Salvia herrerae ': 2,\n",
       " 'Salvia hierosolymitana ': 3,\n",
       " 'Salvia hispanica ': 12,\n",
       " 'Salvia holwayi ': 2,\n",
       " 'Salvia indica ': 4,\n",
       " 'Salvia involucrata ': 5,\n",
       " 'Salvia iodantha ': 1,\n",
       " 'Salvia jamensis ': 2,\n",
       " 'Salvia karwinskiana ': 1,\n",
       " 'Salvia karwinskii ': 1,\n",
       " 'Salvia koyamae ': 4,\n",
       " 'Salvia lanceolata ': 2,\n",
       " 'Salvia lanicaulis ': 1,\n",
       " 'Salvia lasiocephala ': 6,\n",
       " 'Salvia lemmonii ': 29,\n",
       " 'Salvia leucantha ': 21,\n",
       " 'Salvia leucophylla ': 91,\n",
       " 'Salvia libanensis ': 4,\n",
       " 'Salvia littae ': 5,\n",
       " 'Salvia longispicata ': 10,\n",
       " 'Salvia lyrata ': 1,\n",
       " 'Salvia macrophylla ': 4,\n",
       " 'Salvia madrensis ': 3,\n",
       " 'Salvia marci ': 1,\n",
       " 'Salvia matudae ': 1,\n",
       " 'Salvia medusa ': 1,\n",
       " 'Salvia melissaeflora ': 1,\n",
       " 'Salvia melissodora ': 20,\n",
       " 'Salvia mellifera ': 156,\n",
       " 'Salvia mexicana ': 25,\n",
       " 'Salvia microphylla ': 18,\n",
       " 'Salvia miltiorrhiza ': 9,\n",
       " 'Salvia misella ': 2,\n",
       " 'Salvia mocinoi ': 5,\n",
       " 'Salvia mohavensis ': 34,\n",
       " 'Salvia muelleri ': 4,\n",
       " 'Salvia muirii ': 7,\n",
       " 'Salvia multifida ': 7,\n",
       " 'Salvia munzii ': 33,\n",
       " 'Salvia muscarioides ': 9,\n",
       " 'Salvia nana ': 2,\n",
       " 'Salvia nellifera ': 1,\n",
       " 'Salvia nemorosa ': 8,\n",
       " 'Salvia nervata ': 8,\n",
       " 'Salvia nubilorum ': 1,\n",
       " 'Salvia nutans ': 1,\n",
       " 'Salvia occidentalis ': 1,\n",
       " 'Salvia occlusa ': 1,\n",
       " 'Salvia officinalis ': 26,\n",
       " 'Salvia oxyphora ': 11,\n",
       " 'Salvia pachyphylla ': 107,\n",
       " 'Salvia palealis ': 1,\n",
       " 'Salvia palestina ': 1,\n",
       " 'Salvia pallida ': 1,\n",
       " 'Salvia patens ': 6,\n",
       " 'Salvia peninsularis ': 1,\n",
       " 'Salvia pennellii ': 1,\n",
       " 'Salvia peregrina ': 1,\n",
       " 'Salvia pinguifolia ': 5,\n",
       " 'Salvia polystachya ': 4,\n",
       " 'Salvia pomifera ssp. pomifera ': 5,\n",
       " 'Salvia praestans ': 3,\n",
       " 'Salvia pratensis ': 15,\n",
       " 'Salvia psilantha ': 1,\n",
       " 'Salvia psilostachya ': 1,\n",
       " 'Salvia puberula ': 9,\n",
       " 'Salvia pulchella ': 1,\n",
       " 'Salvia purpurea ': 7,\n",
       " 'Salvia radula ': 3,\n",
       " 'Salvia regla ': 12,\n",
       " 'Salvia reptans ': 3,\n",
       " 'Salvia rhinosina ': 5,\n",
       " 'Salvia rhodostephana ': 1,\n",
       " 'Salvia roscida ': 2,\n",
       " 'Salvia rosmarinus ': 1,\n",
       " 'Salvia rubescens ': 2,\n",
       " 'Salvia rubrifaux ': 1,\n",
       " 'Salvia sagittata ': 12,\n",
       " 'Salvia sclarea ': 35,\n",
       " 'Salvia scutellarioides ': 6,\n",
       " 'Salvia secundiflora ': 1,\n",
       " 'Salvia sellowiana ': 1,\n",
       " 'Salvia semiatrata ': 8,\n",
       " 'Salvia sharpii ': 1,\n",
       " 'Salvia silvarum ': 1,\n",
       " 'Salvia sinaloensis ': 7,\n",
       " 'Salvia somalensis ': 1,\n",
       " 'Salvia sonomensis ': 103,\n",
       " 'Salvia sp. ': 42,\n",
       " 'Salvia spathacea ': 99,\n",
       " 'Salvia spellenbergii ': 4,\n",
       " 'Salvia splendens ': 8,\n",
       " 'Salvia stepposa ': 3,\n",
       " 'Salvia subincisa ': 11,\n",
       " 'Salvia subrubens ': 1,\n",
       " 'Salvia subscandens ': 1,\n",
       " 'Salvia texana ': 3,\n",
       " 'Salvia tiliaefolia ': 12,\n",
       " 'Salvia townsendii ': 22,\n",
       " 'Salvia transylvanica ': 2,\n",
       " 'Salvia trichostephana ': 1,\n",
       " 'Salvia uliginosa ': 11,\n",
       " 'Salvia univerticillata ': 1,\n",
       " 'Salvia urica ': 1,\n",
       " 'Salvia vaseyi ': 27,\n",
       " 'Salvia vazquezii ': 2,\n",
       " 'Salvia verbenaca ': 11,\n",
       " 'Salvia verticillata ': 10,\n",
       " 'Salvia verticillata ssp. verticillata ': 6,\n",
       " 'Salvia viridis ': 5,\n",
       " 'Salvia wagneriana ': 7,\n",
       " 'Salvia whitehousei ': 10,\n",
       " 'Salvia x guaranitica ': 7,\n",
       " 'Salvia x hybrida ': 10,\n",
       " 'Salvia x jamensis ': 5,\n",
       " 'Salvia x superba (salvia sylvestris Ã\\x97 villicaulis) ': 3,\n",
       " 'Salvia x sylvestris ': 2,\n",
       " 'Salvia Xbernardina ': 18,\n",
       " 'Salvia xpalmeri ': 3,\n",
       " 'Salvia yunnanensis ': 3,\n",
       " 'Salvinia auriculata ': 3,\n",
       " 'Salvinia minima ': 5,\n",
       " 'Salvinia molesta ': 16,\n",
       " 'Salvinia molesta (left) and salvinia minima (right) ': 1,\n",
       " 'Samanea saman ': 19,\n",
       " 'Sambucus caerulea ': 1,\n",
       " 'Sambucus canadensis ': 2,\n",
       " 'Sambucus canadensis var. canadensis ': 2,\n",
       " 'Sambucus cerulea ': 7,\n",
       " 'Sambucus ebulus ': 9,\n",
       " 'Sambucus melanocarpa ': 2,\n",
       " 'Sambucus mexicana ': 5,\n",
       " 'Sambucus microbotorys ': 1,\n",
       " 'Sambucus nigra ': 21,\n",
       " 'Sambucus nigra ssp. caerulea ': 146,\n",
       " 'Sambucus nigra ssp. canadensis ': 61,\n",
       " 'Sambucus nigra ssp. cerulea ': 33,\n",
       " 'Sambucus nigra subsp. caerulea ': 1,\n",
       " 'Sambucus pubens ': 2,\n",
       " 'Sambucus racemosa ': 85,\n",
       " 'Sambucus racemosa var. melanocarpa ': 5,\n",
       " 'Sambucus racemosa var. racemosa ': 82,\n",
       " 'Sambucus sp. ': 6,\n",
       " 'Samolus ebracteatus ': 7,\n",
       " 'Samolus ebracteatus ssp. cuneatus ': 4,\n",
       " 'Samolus parviflorus ': 21,\n",
       " 'Samolus repens ': 2,\n",
       " 'Samolus valerandi ': 5,\n",
       " 'Sanchezia speciosa ': 1,\n",
       " 'Sanguinaria canadensis ': 58,\n",
       " 'Sanguinaria canadensis ssp. flore plena ': 7,\n",
       " 'Sanguinaria canadensis ssp. multiplex ': 2,\n",
       " 'Sanguisorba canadensis ': 6,\n",
       " 'Sanguisorba minor ': 13,\n",
       " 'Sanguisorba minor ssp. muricata ': 8,\n",
       " 'Sanguisorba officinalis ': 20,\n",
       " 'Sanguisorba sitchensis ': 2,\n",
       " 'Sanguisorba sp. ': 1,\n",
       " 'Sanicula arctopoides ': 125,\n",
       " 'Sanicula arguta ': 48,\n",
       " 'Sanicula bipinnata ': 53,\n",
       " 'Sanicula bipinnatifida ': 118,\n",
       " 'Sanicula bipinnatifida var. flava ': 2,\n",
       " 'Sanicula chinensis ': 1,\n",
       " 'Sanicula crassicaulis ': 121,\n",
       " 'Sanicula crassicaulis var. nudicaulis ': 7,\n",
       " 'Sanicula graveolens ': 58,\n",
       " 'Sanicula hoffmannii ': 22,\n",
       " 'Sanicula laciniata ': 39,\n",
       " 'Sanicula marilandica ': 7,\n",
       " 'Sanicula maritima ': 24,\n",
       " 'Sanicula odorata  ': 3,\n",
       " 'Sanicula peckiana ': 19,\n",
       " 'Sanicula saxatilis ': 11,\n",
       " 'Sanicula tracyi ': 9,\n",
       " 'Sanicula tuberosa ': 81,\n",
       " 'Sanicula tuberosas ': 1,\n",
       " 'Saniculata bipinnata ': 1,\n",
       " 'Sanionia uncinata ': 3,\n",
       " 'Sannantha sp. ': 1,\n",
       " 'Sansevieria aethiopica ': 4,\n",
       " 'Sansevieria cylindrica ': 6,\n",
       " 'Sansevieria ehrenbergii ': 1,\n",
       " 'Sansevieria sp. ': 9,\n",
       " 'Sansevieria suffruticosa ': 1,\n",
       " \"Sansevieria trifasciata 'Hahnii' \": 2,\n",
       " 'Sansevieria trifasciata var. trifasciata ': 1,\n",
       " 'Sanseviieria pearsonii ': 1,\n",
       " 'Santalum album ': 2,\n",
       " 'Santalum ellipticum ': 5,\n",
       " 'Santalum haleakalae ': 6,\n",
       " 'Santalum insulare var. raiateense ': 7,\n",
       " 'Santalum paniculatum ': 10,\n",
       " 'Santalum paniculatum var. paniculatum ': 2,\n",
       " 'Santolina chamaecyparissus ': 13,\n",
       " 'Santolina impressa ': 2,\n",
       " 'Santolina pinnata ': 3,\n",
       " 'Santolina rosmarinifolia ': 2,\n",
       " 'Sanvitalia abertii ': 43,\n",
       " 'Sanvitalia procumbens ': 5,\n",
       " 'Sapindus drummondii ': 1,\n",
       " 'Sapindus saponaria ': 20,\n",
       " 'Sapium ': 1,\n",
       " 'Sapium sebiferum ': 1,\n",
       " 'Saponaria lutea ': 4,\n",
       " 'Saponaria ocymoides ': 27,\n",
       " 'Saponaria officinalis ': 60,\n",
       " 'Saponaria pumila ': 1,\n",
       " 'Saraca declinata ': 1,\n",
       " 'Saraca indica ': 1,\n",
       " 'Sarcobatus baileyi ': 14,\n",
       " 'Sarcobatus vermiculatus ': 55,\n",
       " 'Sarcocaulon crassicaule ': 2,\n",
       " 'Sarcocaulon inerme ': 1,\n",
       " 'Sarcocaulon vaderietiae ': 2,\n",
       " 'Sarcochilus hartmannii ': 1,\n",
       " 'Sarcococca hookeriana ': 2,\n",
       " 'Sarcococca hookeriana var. humilis ': 7,\n",
       " 'Sarcococca ruscifolia ': 1,\n",
       " 'Sarcococca saligna ': 4,\n",
       " 'Sarcocornia utahensis ': 11,\n",
       " 'Sarcocoronia pacifica ': 1,\n",
       " 'Sarcodes sanguinea ': 227,\n",
       " 'Sarcodia antarctica ': 2,\n",
       " 'Sarcodiotheca divaricata ': 2,\n",
       " 'Sarcodiotheca ecuadoreana ': 1,\n",
       " 'Sarcodiotheca gaudichaudii ': 5,\n",
       " 'Sarcoglottis sceptrodes ': 1,\n",
       " 'Sarcoglottis speciosa ': 2,\n",
       " 'Sarcopoterium spinosum ': 2,\n",
       " 'Sarcostemma angustissimum ': 1,\n",
       " 'Sarcostemma crispum ': 8,\n",
       " 'Sarcostemma cynanchioides ': 3,\n",
       " 'Sarcostemma cynanchoides ': 2,\n",
       " 'Sarcostemma cynanchoides ssp. hartwegii ': 1,\n",
       " 'Sargassum albemarlense ': 3,\n",
       " 'Sargassum kjellmanianum ': 1,\n",
       " 'Sargassum muticum ': 10,\n",
       " 'Sargassum pacificum ': 1,\n",
       " 'Sargassum skottsbergii ': 1,\n",
       " 'Sargassum templetonii ': 1,\n",
       " 'Sargassum zacae ': 1,\n",
       " 'Saribus rotundifolius ': 4,\n",
       " 'Saritaea magnifica ': 1,\n",
       " 'Sarmienta repens ': 1,\n",
       " 'Sarracena minor var. okefenokeensis ': 1,\n",
       " 'Sarracenia ': 24,\n",
       " 'Sarracenia alabamensis ssp. alabamensis ': 16,\n",
       " 'Sarracenia alabamensis ssp. wherryi ': 8,\n",
       " 'Sarracenia alata ': 49,\n",
       " 'Sarracenia flava ': 19,\n",
       " 'Sarracenia flava var. atropurpurea ': 1,\n",
       " 'Sarracenia flava var. cuprea ': 11,\n",
       " 'Sarracenia flava var. flava ': 5,\n",
       " 'Sarracenia flava var. maxima ': 11,\n",
       " 'Sarracenia flava var. ornata ': 21,\n",
       " 'Sarracenia flava var. rubricorpora ': 11,\n",
       " 'Sarracenia flava var. rugelii ': 18,\n",
       " 'Sarracenia jonesii ': 29,\n",
       " 'Sarracenia leucophylla ': 68,\n",
       " 'Sarracenia minor ': 1,\n",
       " 'Sarracenia minor var. minor ': 21,\n",
       " 'Sarracenia minor var. okefenokeensis ': 10,\n",
       " 'Sarracenia oreophila ': 53,\n",
       " 'Sarracenia psittacina ': 30,\n",
       " 'Sarracenia purpurea ': 35,\n",
       " 'Sarracenia purpurea ssp. purpurea ': 58,\n",
       " 'Sarracenia purpurea ssp. purpurea f. heterophylla ': 6,\n",
       " 'Sarracenia purpurea ssp. venosa ': 22,\n",
       " 'Sarracenia purpurea ssp. venosa var. montana ': 44,\n",
       " 'Sarracenia rosea ': 24,\n",
       " 'Sarracenia rubra ssp. alabamensis ': 2,\n",
       " 'Sarracenia rubra ssp. gulfensis ': 11,\n",
       " 'Sarracenia rubra ssp. rubra ': 4,\n",
       " 'Sarracenia rubra ssp. viatorum ': 7,\n",
       " 'Sarracenia sp. ': 4,\n",
       " 'Sarracenia x catesbaei ': 1,\n",
       " 'Sarracenia x umlauftiana ': 3,\n",
       " 'Sarracenia Xformosa ': 2,\n",
       " ...}"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "species_pics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "adeb8ccb-aa8b-4a63-91bc-7b12da999365",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:17:13.274567Z",
     "iopub.status.busy": "2023-07-28T18:17:13.274211Z",
     "iopub.status.idle": "2023-07-28T18:17:13.277816Z",
     "shell.execute_reply": "2023-07-28T18:17:13.277235Z",
     "shell.execute_reply.started": "2023-07-28T18:17:13.274542Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "species_pics = {name: int(count) for name, count in results}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ecd0dd0c-2725-4351-b3c4-c9635d927e8e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:17:18.812428Z",
     "iopub.status.busy": "2023-07-28T18:17:18.811750Z",
     "iopub.status.idle": "2023-07-28T18:17:18.816108Z",
     "shell.execute_reply": "2023-07-28T18:17:18.815536Z",
     "shell.execute_reply.started": "2023-07-28T18:17:18.812403Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Pyxidanthera barbulata ': 1}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "species_pics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1ad97516-1133-45a1-ad7c-31738d7b4735",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:19:33.043284Z",
     "iopub.status.busy": "2023-07-28T18:19:33.042616Z",
     "iopub.status.idle": "2023-07-28T18:19:33.045994Z",
     "shell.execute_reply": "2023-07-28T18:19:33.045439Z",
     "shell.execute_reply.started": "2023-07-28T18:19:33.043260Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e9e9ba96-db44-459f-89f3-c077c6e86bed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:19:52.972585Z",
     "iopub.status.busy": "2023-07-28T18:19:52.972232Z",
     "iopub.status.idle": "2023-07-28T18:19:52.976222Z",
     "shell.execute_reply": "2023-07-28T18:19:52.975603Z",
     "shell.execute_reply.started": "2023-07-28T18:19:52.972562Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "counted = Counter(species_pics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "196a71c8-5952-4d00-bc8d-1ee8a177ed64",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-28T18:20:24.798714Z",
     "iopub.status.busy": "2023-07-28T18:20:24.798355Z",
     "iopub.status.idle": "2023-07-28T18:20:24.806061Z",
     "shell.execute_reply": "2023-07-28T18:20:24.805519Z",
     "shell.execute_reply.started": "2023-07-28T18:20:24.798691Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Eschscholzia californica ', 610),\n",
       " ('Unknown ', 475),\n",
       " ('Fritillaria affinis ', 393),\n",
       " ('Pinus ponderosa ', 386),\n",
       " ('Populus tremuloides ', 376),\n",
       " ('Darlingtonia californica ', 361),\n",
       " ('Ferocactus cylindraceus ', 349),\n",
       " ('Calochortus venustus ', 348),\n",
       " ('Rosa sp. ', 347),\n",
       " ('Echinocereus engelmannii ', 332)]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counted.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7059383b-54e5-4bf1-8767-defdcb9db9f5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  }
 },
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