rate_beer_webscrape_python.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "229168fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup as bs\n",
    "import pandas as pd\n",
    "import requests\n",
    "import os\n",
    "from selenium import webdriver\n",
    "import time\n",
    "import soupsieve\n",
    "#driver = webdriver.Safari()\n",
    "\n",
    "link_list = list()\n",
    "list4 = list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d2c2858",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https://www.ratebeer.com/beerstyles/altbier-sticke-alt/2/', 'https://www.ratebeer.com/beerstyles/barley-wine-wheat-wine-rye-wine/11/', 'https://www.ratebeer.com/beerstyles/bitter-ordinary-best/20/', 'https://www.ratebeer.com/beerstyles/bitter-premium-strong-extra-special-esb/101/', 'https://www.ratebeer.com/beerstyles/blonde-ale-golden-ale/54/', 'https://www.ratebeer.com/beerstyles/brown-ale/15/', 'https://www.ratebeer.com/beerstyles/brown-ale-imperial/131/', 'https://www.ratebeer.com/beerstyles/california-common-steam-beer/42/', 'https://www.ratebeer.com/beerstyles/cream-ale/35/', 'https://www.ratebeer.com/beerstyles/iipa-dipa-imperial-double-hazy-neipa/145/', 'https://www.ratebeer.com/beerstyles/iipa-dipa-imperial-double-ipa/81/', 'https://www.ratebeer.com/beerstyles/india-pale-ale/17/', 'https://www.ratebeer.com/beerstyles/ipa-belgian-saison/139/', 'https://www.ratebeer.com/beerstyles/ipa-black-brown-cascadian-dark/114/', 'https://www.ratebeer.com/beerstyles/ipa-brut/140/', 'https://www.ratebeer.com/beerstyles/ipa-english/141/', 'https://www.ratebeer.com/beerstyles/ipa-flavored/142/', 'https://www.ratebeer.com/beerstyles/ipa-hazy-new-england-neipa/126/', 'https://www.ratebeer.com/beerstyles/ipa-milkshake-smoothie/143/', 'https://www.ratebeer.com/beerstyles/ipa-red/144/', 'https://www.ratebeer.com/beerstyles/ipa-rye/146/', 'https://www.ratebeer.com/beerstyles/ipa-sour-wild/147/', 'https://www.ratebeer.com/beerstyles/ipa-white/148/', 'https://www.ratebeer.com/beerstyles/isa-session-ipa/121/', 'https://www.ratebeer.com/beerstyles/kolsch-kolsch-style/39/', 'https://www.ratebeer.com/beerstyles/mild-ale/55/', 'https://www.ratebeer.com/beerstyles/old-ale/76/', 'https://www.ratebeer.com/beerstyles/pale-ale/150/', 'https://www.ratebeer.com/beerstyles/pale-ale-american-apa/18/', 'https://www.ratebeer.com/beerstyles/pale-ale-australian-new-zealand/151/', 'https://www.ratebeer.com/beerstyles/pale-ale-belgian-farmhouse/152/', 'https://www.ratebeer.com/beerstyles/pale-ale-english/16/', 'https://www.ratebeer.com/beerstyles/pale-ale-flavored/178/', 'https://www.ratebeer.com/beerstyles/pale-ale-hazy-new-england/181/', 'https://www.ratebeer.com/beerstyles/pale-ale-rye/153/', 'https://www.ratebeer.com/beerstyles/red-ale-imperial/158/', 'https://www.ratebeer.com/beerstyles/red-ale-irish/62/', 'https://www.ratebeer.com/beerstyles/red-ale-international-amber-ale/53/', 'https://www.ratebeer.com/beerstyles/scotch-ale-wee-heavy/102/', 'https://www.ratebeer.com/beerstyles/scottish-ale/21/', 'https://www.ratebeer.com/beerstyles/strong-ale-american/64/', 'https://www.ratebeer.com/beerstyles/strong-ale-english/56/', 'https://www.ratebeer.com/beerstyles/amber-lager-czech-polotmavy/115/', 'https://www.ratebeer.com/beerstyles/amber-lager-international-vienna/36/', 'https://www.ratebeer.com/beerstyles/bock-doppelbock/26/', 'https://www.ratebeer.com/beerstyles/bock-dunkler-bock/9/', 'https://www.ratebeer.com/beerstyles/bock-eisbock/27/', 'https://www.ratebeer.com/beerstyles/bock-heller-bock-maibock/105/', 'https://www.ratebeer.com/beerstyles/dark-lager-dunkel-tmavy/28/', 'https://www.ratebeer.com/beerstyles/dark-lager-india-hoppy/132/', 'https://www.ratebeer.com/beerstyles/dark-lager-international-premium/173/', 'https://www.ratebeer.com/beerstyles/helles-dortmunder-export/60/', 'https://www.ratebeer.com/beerstyles/malt-liquor/8/', 'https://www.ratebeer.com/beerstyles/marzen-oktoberfest-bier/37/', 'https://www.ratebeer.com/beerstyles/pale-lager-american/3/', 'https://www.ratebeer.com/beerstyles/pale-lager-hoppy-india-ipl/123/', 'https://www.ratebeer.com/beerstyles/pale-lager-international-premium/103/', 'https://www.ratebeer.com/beerstyles/pale-lager-strong/154/', 'https://www.ratebeer.com/beerstyles/czech-pilsner-svetly/31/', 'https://www.ratebeer.com/beerstyles/pilsener-imperial/65/', 'https://www.ratebeer.com/beerstyles/pilsener-pils-pilsner/4/', 'https://www.ratebeer.com/beerstyles/radler-shandy/122/', 'https://www.ratebeer.com/beerstyles/schwarzbier-black-lager/29/', 'https://www.ratebeer.com/beerstyles/zwickelbier-kellerbier-landbier/74/', 'https://www.ratebeer.com/beerstyles/belgian-ale-dark-amber/128/', 'https://www.ratebeer.com/beerstyles/belgian-ale-pale-golden-single/12/', 'https://www.ratebeer.com/beerstyles/belgian-ale-strong-dark/129/', 'https://www.ratebeer.com/beerstyles/belgian-ale-strong-pale/13/', 'https://www.ratebeer.com/beerstyles/biere-de-garde-de-mars-brut/58/', 'https://www.ratebeer.com/beerstyles/dubbel/71/', 'https://www.ratebeer.com/beerstyles/quadrupel-abt/80/', 'https://www.ratebeer.com/beerstyles/saison-farmhouse-dark/159/', 'https://www.ratebeer.com/beerstyles/saison-farmhouse-flavored/170/', 'https://www.ratebeer.com/beerstyles/saison-farmhouse-grisette/45/', 'https://www.ratebeer.com/beerstyles/tripel/72/', 'https://www.ratebeer.com/beerstyles/porter/5/', 'https://www.ratebeer.com/beerstyles/porter-baltic/63/', 'https://www.ratebeer.com/beerstyles/porter-flavored/156/', 'https://www.ratebeer.com/beerstyles/porter-imperial/113/', 'https://www.ratebeer.com/beerstyles/porter-imperial-flavored/157/', 'https://www.ratebeer.com/beerstyles/porter-smoked/167/', 'https://www.ratebeer.com/beerstyles/stout/6/', 'https://www.ratebeer.com/beerstyles/stout-dry-irish/22/', 'https://www.ratebeer.com/beerstyles/stout-extra-foreign-tropical/79/', 'https://www.ratebeer.com/beerstyles/stout-flavored-pastry/161/', 'https://www.ratebeer.com/beerstyles/stout-imperial/24/', 'https://www.ratebeer.com/beerstyles/stout-imperial-flavored-pastry/162/', 'https://www.ratebeer.com/beerstyles/stout-milk-sweet/23/', 'https://www.ratebeer.com/beerstyles/stout-oatmeal/163/', 'https://www.ratebeer.com/beerstyles/weissbier-dunkelweizen/100/', 'https://www.ratebeer.com/beerstyles/weissbier-hefeweizen/7/', 'https://www.ratebeer.com/beerstyles/weissbier-kristallweizen/82/', 'https://www.ratebeer.com/beerstyles/weissbier-weizenbock/25/', 'https://www.ratebeer.com/beerstyles/wheat-ale/19/', 'https://www.ratebeer.com/beerstyles/wheat-ale-india-hopfenweisse/138/', 'https://www.ratebeer.com/beerstyles/witbier-belgian-white-ale/48/', 'https://www.ratebeer.com/beerstyles/berliner-weisse/61/', 'https://www.ratebeer.com/beerstyles/berliner-weisse-flavored-catharina-sour/130/', 'https://www.ratebeer.com/beerstyles/gose/117/', 'https://www.ratebeer.com/beerstyles/gose-flavored/135/', 'https://www.ratebeer.com/beerstyles/grodziskie-gratzer-lichtenhainer/136/', 'https://www.ratebeer.com/beerstyles/lambic-unblended-jonge-oude/78/', 'https://www.ratebeer.com/beerstyles/lambic-faro/77/', 'https://www.ratebeer.com/beerstyles/lambic-flavored/14/', 'https://www.ratebeer.com/beerstyles/lambic-gueuze/73/', 'https://www.ratebeer.com/beerstyles/sour-wild-beer/52/', 'https://www.ratebeer.com/beerstyles/sour-wild-beer-dark/177/', 'https://www.ratebeer.com/beerstyles/sour-wild-beer-flavored/160/', 'https://www.ratebeer.com/beerstyles/sour-flemish-ale-flanders-red-oud-bruin/118/', 'https://www.ratebeer.com/beerstyles/flavored-chili-peppers/133/', 'https://www.ratebeer.com/beerstyles/flavored-fruit/40/', 'https://www.ratebeer.com/beerstyles/flavored-other/57/', 'https://www.ratebeer.com/beerstyles/flavored-pumpkin-vegetables/134/', 'https://www.ratebeer.com/beerstyles/gotlandsdricka-koduolu-sahti/116/', 'https://www.ratebeer.com/beerstyles/gruit/137/', 'https://www.ratebeer.com/beerstyles/kvass/149/', 'https://www.ratebeer.com/beerstyles/low-no-alcohol-beer-dark/179/', 'https://www.ratebeer.com/beerstyles/low-no-alcohol-beer-pale/75/', 'https://www.ratebeer.com/beerstyles/low-no-alcohol-beer-wheat/166/', 'https://www.ratebeer.com/beerstyles/smoked-other/168/', 'https://www.ratebeer.com/beerstyles/smoked-rauchbier/41/', 'https://www.ratebeer.com/beerstyles/specialty-grain-other/106/', 'https://www.ratebeer.com/beerstyles/specialty-grain-rye-roggenbier/169/', 'https://www.ratebeer.com/beerstyles/traditional-ale-other/59/', 'https://www.ratebeer.com/beerstyles/unknown-will-be-reclassified/164/', 'https://www.ratebeer.com/beerstyles/apple-cider/10/', 'https://www.ratebeer.com/beerstyles/apple-cider-flavored/171/', 'https://www.ratebeer.com/beerstyles/apple-cider-hopped-malted-graf/172/', 'https://www.ratebeer.com/beerstyles/apple-cider-ice-fire-fortified/112/', 'https://www.ratebeer.com/beerstyles/mead/44/', 'https://www.ratebeer.com/beerstyles/mead-braggot-hopped/174/', 'https://www.ratebeer.com/beerstyles/mead-melomel-fruited/175/', 'https://www.ratebeer.com/beerstyles/mead-metheglin-spiced-herbs/176/', 'https://www.ratebeer.com/beerstyles/perry/107/', 'https://www.ratebeer.com/beerstyles/perry-ice-fortified/180/', 'https://www.ratebeer.com/beerstyles/sake-daiginjo/87/', 'https://www.ratebeer.com/beerstyles/sake-futsu-shu/89/', 'https://www.ratebeer.com/beerstyles/sake-genshu/91/', 'https://www.ratebeer.com/beerstyles/sake-ginjo/86/', 'https://www.ratebeer.com/beerstyles/sake-honjozo/85/', 'https://www.ratebeer.com/beerstyles/sake-infused/94/', 'https://www.ratebeer.com/beerstyles/sake-junmai/84/', 'https://www.ratebeer.com/beerstyles/sake-koshu/92/', 'https://www.ratebeer.com/beerstyles/sake-namasake/90/', 'https://www.ratebeer.com/beerstyles/sake-nigori/93/', 'https://www.ratebeer.com/beerstyles/sake-taru/95/', 'https://www.ratebeer.com/beerstyles/sake-tokubetsu/88/']\n"
     ]
    }
   ],
   "source": [
    "baseurl = 'https://www.ratebeer.com/beerstyles/'\n",
    "response = requests.get(baseurl)\n",
    "page_html = response.text\n",
    "\n",
    "soup = bs(page_html)\n",
    "\n",
    "#link_list = list()\n",
    "\n",
    "#for link in soup.find(class_='col-lg-4 col-xl-4 col-md-6').find_all('a'):\n",
    "for listl in soup.find_all(class_='col-lg-4 col-xl-4 col-md-6'):\n",
    "    for link in listl.find_all('a'):    \n",
    "        link_list.append(\"https://www.ratebeer.com\" + link['href'])\n",
    "        \n",
    "print (link_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "98171863",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https://www.ratebeer.com/beer/uerige-doppel-sticke/46158/', 'https://www.ratebeer.com/beer/schumacher-1838er/211568/', 'https://www.ratebeer.com/beer/godspeed-oberkassel/598169/', 'https://www.ratebeer.com/beer/vrooden-doppelsticke-altbier/487247/', 'https://www.ratebeer.com/beer/holy-mountain-e9-donnyllama-doppelsticke/535130/', 'https://www.ratebeer.com/beer/kemker-aoltbeer/638564/', 'https://www.ratebeer.com/beer/uerige-sticke/21386/', 'https://www.ratebeer.com/beer/schlussel-stike/53106/', 'https://www.ratebeer.com/beer/widmer-brothers-winternacht/5590/', 'https://www.ratebeer.com/beer/schlussel-alt/7842/', 'https://www.ratebeer.com/beer/tuckerman-altitude/164723/', 'https://www.ratebeer.com/beer/les-trois-mousquetaires-sticke-alt/75012/', 'https://www.ratebeer.com/beer/uerige-kehrwieder-jron-grunhopfen-sticke/391163/', 'https://www.ratebeer.com/beer/tired-hands-trendler-alt/242963/', 'https://www.ratebeer.com/beer/oec-altbier/878935/', 'https://www.ratebeer.com/beer/victory-ten-years-alt/56044/', 'https://www.ratebeer.com/beer/freigeist-hoppeditz/140216/', 'https://www.ratebeer.com/beer/schumacher-latzenbier/39011/', 'https://www.ratebeer.com/beer/fuchschen-alt/7835/', 'https://www.ratebeer.com/beer/dieu-du-ciel-rescousse/136487/', 'https://www.ratebeer.com/beer/uerige-alt/7836/', 'https://www.ratebeer.com/beer/long-trail-double-bag/3046/', 'https://www.ratebeer.com/beer/hutton-smith-on-sight-alt/378555/', 'https://www.ratebeer.com/beer/golden-prairie-doppel-alt/590172/', 'https://www.ratebeer.com/beer/ratinger-alt/53105/', 'https://www.ratebeer.com/beer/heater-allen-nw-alt-formerly-sticke-alt/233654/', 'https://www.ratebeer.com/beer/jopen-meesterstuk-2019/679030/', 'https://www.ratebeer.com/beer/birra-elvo-mastino-alterelvo/665759/', 'https://www.ratebeer.com/beer/fuchschen-weihnachtsbier/7875/', 'https://www.ratebeer.com/beer/union-craft-balt-the-more/313747/', 'https://www.ratebeer.com/beer/schell-schmaltzs-alt/788/', 'https://www.ratebeer.com/beer/north-coast-alt-nouveau/507010/', 'https://www.ratebeer.com/beer/uiltje-commissaris-rex/363801/', 'https://www.ratebeer.com/beer/senja-klauva/603660/', 'https://www.ratebeer.com/beer/victory-altbier/631/', 'https://www.ratebeer.com/beer/beaus-three-knocks/549876/', 'https://www.ratebeer.com/beer/schumacher-alt/7843/', 'https://www.ratebeer.com/beer/varvar-doppelsticke-altbier/493663/', 'https://www.ratebeer.com/beer/occidental-alt/154978/', 'https://www.ratebeer.com/beer/stone-liberty-station-space-bar-friends/319023/', 'https://www.ratebeer.com/beer/right-proper-no-depression/264045/', 'https://www.ratebeer.com/beer/altstadt-alt/644365/', 'https://www.ratebeer.com/beer/samuel-adams-longshot-derfs-secret-alt/155874/', 'https://www.ratebeer.com/beer/uerige-mikkeller-gnavne-gamle-men/752556/', 'https://www.ratebeer.com/beer/grimm-brothers-big-bad-wolf/130360/', 'https://www.ratebeer.com/beer/summit-high-sticke-alt/566688/', 'https://www.ratebeer.com/beer/utepils-alt-1848/484276/', 'https://www.ratebeer.com/beer/jester-king-simple-means/390807/', 'https://www.ratebeer.com/beer/narragansett-lovecraft-the-temple/513472/', 'https://www.ratebeer.com/beer/ninkasi-sleighr-winter-ale/95655/', 'https://www.ratebeer.com/beer/side-project-anabasis/324487/', 'https://www.ratebeer.com/beer/hill-farmstead-aaron/284884/', 'https://www.ratebeer.com/beer/side-project-double-barrel-anabasis/856042/', 'https://www.ratebeer.com/beer/baladin-xyauyu-kentucky/289149/', 'https://www.ratebeer.com/beer/baladin-xyauyu-barrel/172363/', 'https://www.ratebeer.com/beer/lost-abbey-the-angels-share-bourbon-barrel/72798/', 'https://www.ratebeer.com/beer/anchorage-wendigo/849193/', 'https://www.ratebeer.com/beer/alesmith-old-numbskull-bourbon-barrel-aged/42090/', 'https://www.ratebeer.com/beer/anchorage-a-deal-with-the-devil-double-oaked-vanilla-bean/900408/', 'https://www.ratebeer.com/beer/baladin-xyauyu-fume-islay-whisky/188066/', 'https://www.ratebeer.com/beer/fremont-brew-2000/540186/', 'https://www.ratebeer.com/beer/flossmoor-station-wooden-hell/58573/', 'https://www.ratebeer.com/beer/revolution-vsoj/483983/', 'https://www.ratebeer.com/beer/firestone-walker-sucaba/65786/', 'https://www.ratebeer.com/beer/fremont-brew-5000/915504/', 'https://www.ratebeer.com/beer/fremont-brew-4000/835803/', 'https://www.ratebeer.com/beer/lost-abbey-the-angels-share-grand-cru/118152/', 'https://www.ratebeer.com/beer/side-project-evil-twin-maltvin/727496/', 'https://www.ratebeer.com/beer/hair-of-the-dog-fred-from-the-wood/37102/', 'https://www.ratebeer.com/beer/three-floyds-behemoth/6055/', 'https://www.ratebeer.com/beer/anchorage-a-deal-with-the-devil/198143/', 'https://www.ratebeer.com/beer/baladin-xyauyu-birra-da-divano-riserva-teo-musso/107789/', 'https://www.ratebeer.com/beer/fremont-brew-1000/270858/', 'https://www.ratebeer.com/beer/lervig-brewers-reserve-barley-wine-aged-in-bourbon-barrels-13/200422/', 'https://www.ratebeer.com/beer/bottle-logic-ritual-arcane-rituals/774022/', 'https://www.ratebeer.com/beer/nogne-o-charley-noble/916033/', 'https://www.ratebeer.com/beer/angry-chair-daves-barleywine-bourbon/339932/', 'https://www.ratebeer.com/beer/alesmith-old-numbskull/2490/', 'https://www.ratebeer.com/beer/pelican-mother-of-all-storms/126766/', 'https://www.ratebeer.com/beer/mikkeller-40-smaragd/287979/', 'https://www.ratebeer.com/beer/kuhnhenn-bourbon-barrel-barley-wine/22339/', 'https://www.ratebeer.com/beer/holy-mountain-hand-of-glory/493711/', 'https://www.ratebeer.com/beer/midnight-sun-arctic-devil/21244/', 'https://www.ratebeer.com/beer/barley-johns-rosies-ale/32028/', 'https://www.ratebeer.com/beer/de-molen-bommen-granaten-rioja-barrel-aged-w-brett/583342/', 'https://www.ratebeer.com/beer/the-bruery-poterie/172506/', 'https://www.ratebeer.com/beer/victory-old-horizontal/624/', 'https://www.ratebeer.com/beer/perennial-blue-ridge/701891/', 'https://www.ratebeer.com/beer/sierra-nevada-trip-in-the-woods-vintage-bigfoot/716831/', 'https://www.ratebeer.com/beer/pohjala-cellar-series-odravein-bourbon-ba/366264/', 'https://www.ratebeer.com/beer/troegs-flying-mouflan-bourbon-barrel/308653/', 'https://www.ratebeer.com/beer/fortuna-fortunatus-i-wild-barley-wine-ba/716003/', 'https://www.ratebeer.com/beer/iron-hill-oak-aged-old-tom/94554/', 'https://www.ratebeer.com/beer/hair-of-the-dog-doggie-claws-2003-/38244/', 'https://www.ratebeer.com/beer/omnipollo-omnipolloscope-2/722113/', 'https://www.ratebeer.com/beer/de-molen-bommen-granaten-rioja-ba/363400/', 'https://www.ratebeer.com/beer/marin-old-dipsea-bourbon-barrel-aged-barleywine/81684/', 'https://www.ratebeer.com/beer/to-ol-cph-my-honningkage-is-bigger-than-yours-ba-bourbon/783041/', 'https://www.ratebeer.com/beer/alesmith-old-numbskull-rye-barrel-aged/231956/', 'https://www.ratebeer.com/beer/pohjala-cellar-series-triple-barrel/954904/', 'https://www.ratebeer.com/beer/albion-bitter/135483/', 'https://www.ratebeer.com/beer/deya-st-mars-of-the-desert-golden-boy/957386/', 'https://www.ratebeer.com/beer/cloudwater-self-optimisation-in-the-adjunct-age/740771/', 'https://www.ratebeer.com/beer/timothy-taylors-landlord-cask/44523/', 'https://www.ratebeer.com/beer/hogshead-denver-pride/200736/', 'https://www.ratebeer.com/beer/dieu-du-ciel-lanterne-rouge/254256/', 'https://www.ratebeer.com/beer/dunham-beretta/720054/', 'https://www.ratebeer.com/beer/salopian-darwins-origin/94270/', 'https://www.ratebeer.com/beer/cross-borders-heavy/431568/', 'https://www.ratebeer.com/beer/skebo-golden-age-bitter/397904/', 'https://www.ratebeer.com/beer/toccalmatto-stray-dog-no-rules-bitter/131102/', 'https://www.ratebeer.com/beer/hogshead-boys-bitter/179465/', 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'https://www.ratebeer.com/beer/kizakura-tsu-no-honjozo-sake/112813/', 'https://www.ratebeer.com/beer/kikusakari-tokubetsu-honjozou/142442/', 'https://www.ratebeer.com/beer/sawanotsuru-josen-honjozo-sake/163821/', 'https://www.ratebeer.com/beer/gekkeikan-yuzu-nigori-sake/282353/', 'https://www.ratebeer.com/beer/yuzu-omoi-sake/120865/', 'https://www.ratebeer.com/beer/hana-kohaku-plum-sake/105057/', 'https://www.ratebeer.com/beer/sansachun-yak-ju-sake/28933/', 'https://www.ratebeer.com/beer/gekkeikan-utakata-sake/367715/', 'https://www.ratebeer.com/beer/marumoto-hana-hou-hou-shu/86077/', 'https://www.ratebeer.com/beer/hana-fuji-apple-sake/88921/', 'https://www.ratebeer.com/beer/ume-no-yado-tsukiusagi-moon-rabbit-sparkling-sake/76602/', 'https://www.ratebeer.com/beer/hana-lychee-sake/71551/', 'https://www.ratebeer.com/beer/ozeki-japan-hana-fuga-sparkling-empress-sake/213221/', 'https://www.ratebeer.com/beer/choya-junmai-ume-sake/103215/', 'https://www.ratebeer.com/beer/moonstone-asian-pear-sake/28685/', 'https://www.ratebeer.com/beer/moonstone-plum-sake/48202/', 'https://www.ratebeer.com/beer/sake2me-asian-pear/87256/', 'https://www.ratebeer.com/beer/moonstone-coconut-lemongrass-sake/79574/', 'https://www.ratebeer.com/beer/moonstone-raspberry-sake/28686/', 'https://www.ratebeer.com/beer/gekkeikan-kirei-umeshu-sake/236498/', 'https://www.ratebeer.com/beer/sake2me-green-tea/87255/', 'https://www.ratebeer.com/beer/gekkeikan-kirei-momoshu-sake/236493/', 'https://www.ratebeer.com/beer/sake2me-yuzu-citrus/87254/', 'https://www.ratebeer.com/beer/sake2me-ginger-mango/87252/', 'https://www.ratebeer.com/beer/otokoyama-mans-mountain-junmai-sake/31437/', 'https://www.ratebeer.com/beer/osake-junmai-sparkling-sake/106607/', 'https://www.ratebeer.com/beer/osake-junmai-nama-sake/68556/', 'https://www.ratebeer.com/beer/nogne-o-sake-yamahai-motoshibori/130826/', 'https://www.ratebeer.com/beer/marumoto-hou-hou-shu-sake/66478/', 'https://www.ratebeer.com/beer/hakutsuru-white-crane-superior-junmai-ginjo-sake/28754/', 'https://www.ratebeer.com/beer/hatsumago-kimoto-junmai-sake/115151/', 'https://www.ratebeer.com/beer/tozai-living-jewel-junmai-sake/75227/', 'https://www.ratebeer.com/beer/kobe-shu-shin-kan-fukuju-junmai-mikagego-sake/138875/', 'https://www.ratebeer.com/beer/tentaka-kuni-hawk-in-the-heavens-junmai-sake/29896/', 'https://www.ratebeer.com/beer/kizakura-pure-junmai-sake/63567/', 'https://www.ratebeer.com/beer/nogne-o-sake-sparkling-sake/321391/', 'https://www.ratebeer.com/beer/harushika-spring-deer-extra-dry-junmai-sake/29770/', 'https://www.ratebeer.com/beer/masumi-okuden-kanzukuri-mirror-of-truth-junmai-sake/42442/', 'https://www.ratebeer.com/beer/ty-ku-cucumber-sake/374032/', 'https://www.ratebeer.com/beer/kuromatsu-hakushika-white-deer-yamadanishiki-junmai-sake/46610/', 'https://www.ratebeer.com/beer/hakutsuru-white-crane-tokusen-junmai-sake/78818/', 'https://www.ratebeer.com/beer/nogne-o-sake-house-yeast/129156/', 'https://www.ratebeer.com/beer/ozeki-champion-hana-awaka-sparkling-flower-sake/77864/', 'https://www.ratebeer.com/beer/nogne-o-sake-yk-70/157367/', 'https://www.ratebeer.com/beer/kurosawa-black-river-junmai-kimoto-sake/32070/', 'https://www.ratebeer.com/beer/ty-ku-junmai-sake-silver/164715/', 'https://www.ratebeer.com/beer/kuromatsu-hakushika-white-deer-tokusen-chokara-sake/28787/', 'https://www.ratebeer.com/beer/sho-chiku-bai-shirakabegura-mio-sparkling-sake/281660/', 'https://www.ratebeer.com/beer/kizakura-tsu-no-junmai-reishu/226948/', 'https://www.ratebeer.com/beer/yaegaki-black-bottle-junmai-kuro-bin-sake/33635/', 'https://www.ratebeer.com/beer/nogne-o-sake-junmai-shu/123302/', 'https://www.ratebeer.com/beer/kizakura-hoshi-no-nagare-sparkling-sake/202668/', 'https://www.ratebeer.com/beer/ozeki-usa-premium-junmai-sake/200368/', 'https://www.ratebeer.com/beer/gekkeikan-gensen-sozai-junmai-sake/313813/', 'https://www.ratebeer.com/beer/uonuma-karakuchi-junmai-sake/323078/', 'https://www.ratebeer.com/beer/gekkeikan-laurel-crown-zipang-sparkling-sake/220962/', 'https://www.ratebeer.com/beer/hakurei-junmai-hakurei-sake/339326/', 'https://www.ratebeer.com/beer/kiku-masamune-finest-chrysanthemum-junmai-sake/28782/', 'https://www.ratebeer.com/beer/akita-matsukura-junmaishu/113075/', 'https://www.ratebeer.com/beer/ozeki-usa-pure-junmai-sake/172154/', 'https://www.ratebeer.com/beer/echigo-shuzojo-koshino-happou-junmai-sake/176049/', 'https://www.ratebeer.com/beer/gekkeikan-zipang-sake/53500/', 'https://www.ratebeer.com/beer/hitejinro-chamisul-classic/484730/', 'https://www.ratebeer.com/beer/ozeki-champion-dry-sake/28704/', 'https://www.ratebeer.com/beer/hakutsuru-white-crane-tanrei-junmai-sake/48470/', 'https://www.ratebeer.com/beer/sho-chiku-bai-pine-bamboo-plum-classic-sake/28672/', 'https://www.ratebeer.com/beer/kozaemon-3yo-junmai-shu/163307/', 'https://www.ratebeer.com/beer/hitorimusume-only-daughter-sayaka-junmai-sake/2190/', 'https://www.ratebeer.com/beer/gekkeikan-laurel-crown-traditional-sake/28656/', 'https://www.ratebeer.com/beer/choya-sake-pure-rice-wine/69008/', 'https://www.ratebeer.com/beer/daruma-masamune-vinters-choice-koshu-sake/70381/', 'https://www.ratebeer.com/beer/hanahato-flowers-and-birds-kijoshu-dessert-sake/30247/', 'https://www.ratebeer.com/beer/tenranzan-koten-old-heaven-junmai-koshu-sake/54097/', 'https://www.ratebeer.com/beer/chikumanishiki-kizan-sanban-junmai-ginjo-koshu-sake/87525/', 'https://www.ratebeer.com/beer/nogne-o-sake-yamahai-shikomi-kijoshu-2013/440666/', 'https://www.ratebeer.com/beer/arimitsu-shuzo-akitora-so-junmai-ginjo-sake/163282/', 'https://www.ratebeer.com/beer/izumi-of-the-north-genshu-nama/143825/', 'https://www.ratebeer.com/beer/shirayuki-white-snow-nama-sake-draft/40662/', 'https://www.ratebeer.com/beer/moto-i-junmai-namasake/94857/', 'https://www.ratebeer.com/beer/moto-i-futsuu-namasake/100485/', 'https://www.ratebeer.com/beer/ozeki-champion-nama-chozo-sake/69249/', 'https://www.ratebeer.com/beer/kuromatsu-hakushika-white-deer-fresh-and-light-junmai-namachozo-sake/28786/', 'https://www.ratebeer.com/beer/sho-chiku-bai-pine-bamboo-plum-nama-sake/28677/', 'https://www.ratebeer.com/beer/sawanotsuru-honjozo-namazake/90348/', 'https://www.ratebeer.com/beer/kuromatsu-hakushika-white-deer-ginjo-namachozoshu-sake/104961/', 'https://www.ratebeer.com/beer/gekkeikan-namasake/44726/', 'https://www.ratebeer.com/beer/miwatari-honjozo-namachozo-hyoko-no-shizuku-sake/125999/', 'https://www.ratebeer.com/beer/hakutsuru-white-crane-draft-sake/28750/', 'https://www.ratebeer.com/beer/sho-chiku-bai-pine-bamboo-plum-organic-nama-sake/28678/', 'https://www.ratebeer.com/beer/gekkeikan-laurel-crown-draft-sake/28654/', 'https://www.ratebeer.com/beer/dassai-happo-nigorizake-50-sparkling-sake/150064/', 'https://www.ratebeer.com/beer/osake-junmai-nama-nigori-sake/68557/', 'https://www.ratebeer.com/beer/hakutsuru-white-crane-sayuri-nigori-sake/65256/', 'https://www.ratebeer.com/beer/moto-i-junmai-nigori-namasake/94858/', 'https://www.ratebeer.com/beer/momokawa-japan-nigori-genshu-sake/62904/', 'https://www.ratebeer.com/beer/tozai-snow-maiden-junmai-nigori-sake/75228/', 'https://www.ratebeer.com/beer/momokawa-organic-nigori-sake/94185/', 'https://www.ratebeer.com/beer/rihaku-dreamy-clouds-junmai-tokubetsu-nigori-sake/30157/', 'https://www.ratebeer.com/beer/poochi-poochi-nigori-sake/45175/', 'https://www.ratebeer.com/beer/shirakawago-junmai-nigori-sake/114306/', 'https://www.ratebeer.com/beer/momokawa-pearl-junmai-nigori-genshu-sake/28662/', 'https://www.ratebeer.com/beer/sho-chiku-bai-pine-bamboo-plum-creme-de-sake/67240/', 'https://www.ratebeer.com/beer/kikusui-nigorizake-gorohachi-sake/40355/', 'https://www.ratebeer.com/beer/fudo-myoo-nigori-sake/72249/', 'https://www.ratebeer.com/beer/ty-ku-coconut-nigori-beige/200366/', 'https://www.ratebeer.com/beer/sho-chiku-bai-pine-bamboo-plum-nigori-sake/28679/', 'https://www.ratebeer.com/beer/kuromatsu-hakushika-white-deer-snow-beauty/65918/', 'https://www.ratebeer.com/beer/yaegaki-nigori-sake/82570/', 'https://www.ratebeer.com/beer/ozeki-champion-nigori-sake/28703/', 'https://www.ratebeer.com/beer/kikusakari-kurashizuku-junmai-ginjo-nigori-sake/30320/', 'https://www.ratebeer.com/beer/tozai-voices-in-the-mist-nigori-sake/46679/', 'https://www.ratebeer.com/beer/nogne-o-sake-nigori/123307/', 'https://www.ratebeer.com/beer/gekkeikan-nigori-sake/50225/', 'https://www.ratebeer.com/beer/akita-fuji-nigori-sake/369199/', 'https://www.ratebeer.com/beer/shirakawago-sasanigori-sake/28930/', 'https://www.ratebeer.com/beer/ozeki-champion-shirosasa-nigori-sake/80116/', 'https://www.ratebeer.com/beer/choryo-yoshinosugi-no-taru-sake/102332/', 'https://www.ratebeer.com/beer/ichinokura-taru-sake/32319/', 'https://www.ratebeer.com/beer/ozeki-japan-taruzake/122636/', 'https://www.ratebeer.com/beer/kiku-masamune-junmai-taru-sake/294754/', 'https://www.ratebeer.com/beer/kikusakari-tarusake/30322/', 'https://www.ratebeer.com/beer/kiku-masamune-finest-chrysanthemum-taru-sake/28783/', 'https://www.ratebeer.com/beer/kozaemon-miyama-nishiki-tokubetsu-junmai-sake/159587/', 'https://www.ratebeer.com/beer/suigei-drunken-whale-tokubetsu-junmai-sake/28777/', 'https://www.ratebeer.com/beer/tengumai-junmai-sake-yamahai/28758/', 'https://www.ratebeer.com/beer/kubota-senju-sake/28652/', 'https://www.ratebeer.com/beer/ozeki-japan-yamadanishiki-tokusen-tokubetsu-junmai-sake/245215/', 'https://www.ratebeer.com/beer/nanbu-bijin-junmai-tokubetsu-sake/51974/', 'https://www.ratebeer.com/beer/sho-chiku-bai-shirakabegura-tokubetsu-junmai-sake/52077/', 'https://www.ratebeer.com/beer/ama-no-to-heavens-door-tokubetsu-junmai-sake/19960/', 'https://www.ratebeer.com/beer/kinshihai-yuki-kage-snow-shadow-junmai-tokubetsu-sake/65506/', 'https://www.ratebeer.com/beer/hokkan-kura-no-machi-tokubetsu-junmai-sake/128667/']\n"
     ]
    }
   ],
   "source": [
    "#list4 = list()\n",
    "#driver = webdriver.Safari()\n",
    "for baseurl2 in link_list:\n",
    "    driver = webdriver.Safari()\n",
    "    response2 = driver.get(baseurl2)\n",
    "    time.sleep(30)\n",
    "    soup = bs(driver.page_source, 'html')\n",
    "    for a in soup.find_all('a', href=True):\n",
    "        if a['href'][0:6] == '/beer/':\n",
    "            list4.append(\"https://www.ratebeer.com\" + a['href'])    \n",
    "    driver.quit()\n",
    "    \n",
    "print(list4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "3c34f482",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6848\n"
     ]
    }
   ],
   "source": [
    "print(len(list4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "b1d13338",
   "metadata": {},
   "outputs": [],
   "source": [
    "def beer_scrape (url_in):\n",
    "    info = list()\n",
    "    tags = list()\n",
    "    #driver = webdriver.Safari()    \n",
    "    response2 = driver.get(url)\n",
    "    time.sleep(2)\n",
    "    name = url\n",
    "    soup = bs(driver.page_source, 'html')\n",
    "    try:\n",
    "        score = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn pzIrn colorized__WrappedComponent-hrwcZr iMppQo MuiTypography-body2').text    \n",
    "    except:\n",
    "        score = ''\n",
    "    try:\n",
    "        rating = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn pzIrn text-500 colorized__WrappedComponent-hrwcZr hwjOn mr-2 MuiTypography-body2').text\n",
    "    except:    \n",
    "        rating = ''        \n",
    "    try:\n",
    "        abv = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn kbrPIo colorized__WrappedComponent-hrwcZr bRPQdN MuiTypography-caption').text\n",
    "    except:    \n",
    "        abv = ''\n",
    "    try:\n",
    "        style = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn kbrPIo colorized__WrappedComponent-hrwcZr liJcHu Anchor___StyledText-uWnSM eseQug MuiTypography-caption').text\n",
    "    except:    \n",
    "        style = ''\n",
    "    try:\n",
    "        location = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn pzIrn colorized__WrappedComponent-hrwcZr hwjOn MuiTypography-body2').text\n",
    "    except:    \n",
    "        location = ''\n",
    "    try:\n",
    "        count_rate_rev = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn kbrPIo colorized__WrappedComponent-hrwcZr gRvDpm mr-3 MuiTypography-caption').text\n",
    "    except:    \n",
    "        count_rate_rev = ''\n",
    "    try:\n",
    "        calories = soup.find(class_='MuiTypography-root Text___StyledTypographyTypeless-bukSfn pzIrn colorized__WrappedComponent-hrwcZr hwjOn LabelInfo___StyledText-eCbuRi hJPZRX fa-c MuiTypography-body2').text\n",
    "    except:    \n",
    "        calories = ''\n",
    "    for a in soup.find_all(class_= 'MuiTypography-root Text___StyledTypographyTypeless-bukSfn kbrPIo colorized__WrappedComponent-hrwcZr hwjOn Tag___StyledText-kDDuQR kZyKXJ mr-3 my-2 fa-c line-height-1 MuiTypography-caption'):\n",
    "        info.append(a.text)\n",
    "    for b in soup.find_all(class_= 'MuiTypography-root Text___StyledTypographyTypeless-bukSfn kbrPIo colorized__WrappedComponent-hrwcZr hwjOn Tag___StyledText-kDDuQR kZyKXJ LabelInfo___StyledSquareTag-bylgdV dWeHfU mr-3 my-2 MuiTypography-caption'):\n",
    "        tags.append(b.text)   \n",
    "    dict_beer = {'name':name,'score':score,'rating':rating,'abv':abv,'style':style,'location':location,'count_rate_rev':count_rate_rev,'calories':calories,'info':info,'tags':tags} \n",
    "    #driver.quit()\n",
    "    return dict_beer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "3193f5a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    }
   ],
   "source": [
    "#list = ('https://www.ratebeer.com/beer/uerige-doppel-sticke/46158/','https://www.ratebeer.com/beer/schumacher-1838er/211568/')\n",
    "beer_list_final2 = list()\n",
    "n = 0\n",
    "\n",
    "driver = webdriver.Safari()\n",
    "\n",
    "for url in list4:\n",
    "    beer_list_final2.append(beer_scrape(url))\n",
    "    n = n + 1    \n",
    "    print(n) \n",
    "    \n",
    "driver.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "cfa17a08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3727\n"
     ]
    }
   ],
   "source": [
    "print(len(beer_list_final))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "fcf31c64",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3727\n",
      "6846\n"
     ]
    }
   ],
   "source": [
    "#if an issue arises in the middle of webscraping might need more thatn one list and need to union them\n",
    "#print(len(beer_list_final))\n",
    "#beer_list_final.extend(beer_list_final2)\n",
    "#print(len(beer_list_final))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9c5499b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export beer url list\n",
    "df_beer_url_list = pd.DataFrame(list4, columns = ['url'])\n",
    "df_beer_url_list.to_csv ('/Users/matthew.redmond@usfoods.com/Documents/beer_list.csv',encoding='utf-8')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b2be9bd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export final data from webscrape\n",
    "df_beer_list_final = pd.DataFrame(beer_list_final)\n",
    "df_beer_list_final.to_csv ('/Users/matthew.redmond@usfoods.com/Documents/beer_list_Final report_data.csv',encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "aa391bfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of                                                    name score rating    abv  \\\n",
       "0     https://www.ratebeer.com/beer/uerige-doppel-st...    97   3.78   8.5%   \n",
       "1     https://www.ratebeer.com/beer/schumacher-1838e...    96   3.76   5.0%   \n",
       "2     https://www.ratebeer.com/beer/godspeed-oberkas...    94   3.81   4.4%   \n",
       "3     https://www.ratebeer.com/beer/vrooden-doppelst...    93   3.64   8.5%   \n",
       "4     https://www.ratebeer.com/beer/holy-mountain-e9...    92   3.88   8.5%   \n",
       "...                                                 ...   ...    ...    ...   \n",
       "6841  https://www.ratebeer.com/beer/ozeki-japan-yama...    47   3.27  15.0%   \n",
       "6842  https://www.ratebeer.com/beer/nanbu-bijin-junm...    44   3.31  15.5%   \n",
       "6843  https://www.ratebeer.com/beer/sho-chiku-bai-sh...    43   3.20  15.0%   \n",
       "6844  https://www.ratebeer.com/beer/ama-no-to-heaven...    52   3.15  16.2%   \n",
       "6845  https://www.ratebeer.com/beer/kinshihai-yuki-k...    44   3.17  15.0%   \n",
       "\n",
       "                     style                                        location  \\\n",
       "0     Altbier / Sticke Alt  🇩🇪 Düsseldorf, North Rhine-Westphalia, Germany   \n",
       "1     Altbier / Sticke Alt  🇩🇪 Düsseldorf, North Rhine-Westphalia, Germany   \n",
       "2     Altbier / Sticke Alt                     🇨🇦 Toronto, Ontario, Canada   \n",
       "3     Altbier / Sticke Alt                       🇨🇦 Granby, Quebec, Canada   \n",
       "4     Altbier / Sticke Alt           🇺🇸 Seattle, Washington, United States   \n",
       "...                    ...                                             ...   \n",
       "6841      Saké - Tokubetsu                🇯🇵 Nishinomiya-shi, Hyogo, Japan   \n",
       "6842      Saké - Tokubetsu                     🇯🇵 Ninohe-shi, Iwate, Japan   \n",
       "6843      Saké - Tokubetsu                          🇯🇵 Kyoto, Kyoto, Japan   \n",
       "6844      Saké - Tokubetsu                     🇯🇵 Yokote-shi, Akita, Japan   \n",
       "6845      Saké - Tokubetsu                   🇯🇵 Iizumi-shi, Niigata, Japan   \n",
       "\n",
       "                 count_rate_rev           calories  \\\n",
       "0     1,069 Ratings 946 Reviews  255 cal per 355ml   \n",
       "1       147 Ratings 122 Reviews  150 cal per 355ml   \n",
       "2         20 Ratings 19 Reviews  132 cal per 355ml   \n",
       "3         22 Ratings 16 Reviews  255 cal per 355ml   \n",
       "4         10 Ratings 10 Reviews  255 cal per 355ml   \n",
       "...                         ...                ...   \n",
       "6841      15 Ratings 13 Reviews  450 cal per 355ml   \n",
       "6842      14 Ratings 13 Reviews  465 cal per 355ml   \n",
       "6843      71 Ratings 65 Reviews  450 cal per 355ml   \n",
       "6844      35 Ratings 33 Reviews  486 cal per 355ml   \n",
       "6845      16 Ratings 16 Reviews  450 cal per 355ml   \n",
       "\n",
       "                                                   info  \\\n",
       "0     [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "1     [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "2     [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "3     [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "4     [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "...                                                 ...   \n",
       "6841  [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "6842  [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "6843  [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "6844  [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "6845  [Icon / BottleUnknown Bottled, Icon / Tap_Fill...   \n",
       "\n",
       "                                                   tags  \n",
       "0     [#1001-beers-you-must-taste-before-you-die, #d...  \n",
       "1     [#altbier, #cascade, #dry-hopped, #dusseldorf-...  \n",
       "2                                                    []  \n",
       "3                             [#altbier, #doppelsticke]  \n",
       "4     [#barrel-aged, #bourbon-ba, #collaboration, #t...  \n",
       "...                                                 ...  \n",
       "6841                                                 []  \n",
       "6842                                                 []  \n",
       "6843                                                 []  \n",
       "6844                                                 []  \n",
       "6845                                                 []  \n",
       "\n",
       "[6846 rows x 10 columns]>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_beer_list_final.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "00fa0cd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initial Analysis for MVP\n",
    "import statsmodels.api as sm\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "17586c5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name               object\n",
       "score               int64\n",
       "rating            float64\n",
       "abv                object\n",
       "style              object\n",
       "location           object\n",
       "count_rate_rev     object\n",
       "calories           object\n",
       "info               object\n",
       "tags               object\n",
       "dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_beer_list.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c4849aa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_beer_list['score'] = pd.to_numeric(df_beer_list['score'])\n",
    "df_beer_list['rating'] = pd.to_numeric(df_beer_list['rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "aa69a758",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 OLS Regression Results                                \n",
      "=======================================================================================\n",
      "Dep. Variable:                  score   R-squared (uncentered):                   0.995\n",
      "Model:                            OLS   Adj. R-squared (uncentered):              0.995\n",
      "Method:                 Least Squares   F-statistic:                          1.991e+05\n",
      "Date:                Sun, 03 Jul 2022   Prob (F-statistic):                        0.00\n",
      "Time:                        19:57:35   Log-Likelihood:                         -3655.4\n",
      "No. Observations:                1097   AIC:                                      7313.\n",
      "Df Residuals:                    1096   BIC:                                      7318.\n",
      "Df Model:                           1                                                  \n",
      "Covariance Type:            nonrobust                                                  \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "rating        24.0201      0.054    446.221      0.000      23.915      24.126\n",
      "==============================================================================\n",
      "Omnibus:                      452.430   Durbin-Watson:                   0.301\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             1625.164\n",
      "Skew:                          -2.039   Prob(JB):                         0.00\n",
      "Kurtosis:                       7.350   Cond. No.                         1.00\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n",
      "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "y = df_beer_list['score']\n",
    "X = df_beer_list['rating']\n",
    "mod = sm.OLS(y, X) \n",
    "res = mod.fit()\n",
    "print(res.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "6dfc5260",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eval_env: 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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qLa+ieOLPE5Y9GvF8rh07dvDAAw9w7733UlpaysiRIykqKqJ///4pkS1TMeVgGFlA5E4hUjGEaIwDN9ZuJHyCLWjto6y8qq4gGsD28irGPb+cqhp32aJ1WEuVf8HrLmvnzp08/PDD3H333Wzbto1zzjmHoqIiBg4cmBK5Mh1TDoaRBXhpdg+Nm2BjhZOGT7Dbyxs6jyFgHsp12NWEZHPrsCaQMv9CrB4Qu3fvZtq0adx111189913nHnmmRQVFTF4cIPQ/30KUw6GkQV42RFEc+DOLS5h8sur6ib1Ar+Ps47qylurt9btBNwm/C2lFZ6VEwR2NX5frmN00/WzljneowQm8etnLWtg9mms493tu9u8dTv33nsvf/7zn/n2228ZNmwYkydPZsiQIZ7Hbs6YcjCMLMAtTDRXhFrVqJPm3OKSBuae0ooqnlm8se69m2IIPTsec1VhUBanCX3q/DWOn0Og7ni42Qdg3HPL66KYSkorGPfccsC74z3yu9Pqvexc9jq7PnyeG3du49RTT2Xy5MkMHTrU82fcF7DyGYaRBSRaXmJucQk3zl7u6qPwQofWPlRxzEOIxJcrTD33qKhO7MjP4eaDKCzws3tPteNzC/w+lk3y5rwOPbO8opJdn7xB2fuzqdn1Pf0GHce0e//MT37yE0/jNFcysp+DYRjeSKSAXGhSbIxigMCuwikPwYnRx3SPKlPk5/D7ciivqnW8dkuwe5sTXhRViDP6dWb+88t54vF72Vv2Le0OPII/3D2NW674FV771e+LmHIwjCwhcmINOYrdJuN4/ASxqKpRwufRHAnkL0Ty1uqtrmNE+g5O6N2RRf9xb/AYLeMaAgUBoynKqqoqnnrqKW677TY2bNjAkCFDuO22ZzjttNNMKXjAlINhZDCR4aO7Kqvr2d+jJb4luy5R+AbEbQPh9kyncNJoE3/IgR3uRI/EyUcxYmAh1dXVTJ8+nVtvvZW1a9cyePBgHnnkEU4//XRTCnFgVVkNI0MJTaglQfPK9vKqBmadaJVLo4W1Fvh9DO3dkdzgZJkj4PflIFB3LBHcnhnvLibkS5l0dj98ubHlqaiq4a7XPmX69OkcfvjhXHLJJeTn5zNv3jw+/PBDfvGLX5hiiBPbORhGhuJ1QnVarc8tLqF8b3WD4yEnNlDPHxHQOcJ9owfUnYvXJBUtlDaeXUyuSN1OyMnXErnjUK2lfPVCliycwYXbNnPkkUfy4osvMnz4cFMIjcCUg2FkKF4nVCVgfw/Z3d2a7gg/FMAbOmWBY2LY2FnLKCzwM2pQIc9+sCkuZ3Z4cb1IYvkPwhkzpH4vhMi6TqHmQ6q1lH/+PmULp1P13Ub8XQ5kxnPPMXLkSHJyzCjSWCyU1TBSRGOTt9w6sEWjQ2sf4J63ENo5XD9rmWskUKJEC62N1SUuxNDeHZl++fFRr3nx481cO+Uxvn3nGaq+XUdexwPo8tMLePCP1zBqcI9GfYZ9EQtlNYwkEmviT0bVVKcS2KGQUrfwz2jJbBDYHaRCMYTGvnG2c4Ja6H2snIv13/+gDCO/4z/8/BB8W5Zx+6RJlHz8Ma32KyT/rBvpc/ww/t8vDs/4dqLZhikHw4gTLxN/rHo+XnCyt598aGfmLC1plPyptBXUqLoqwREDC13LZ4QImdLCv2NV5cuPF3L+Q1dTueVzevXqxZNPPskFF1xAXp5NYakird+siDwBnAV8q6pHBI91BGYBPYH1wHmquj1dMhpGJF4m/mS1vXSytycrdyFVRFOCsXwP+f6AWWzq/DWU762mcv0yyhZOZ8+W1eS270LvkTfy2cw78fl8KZPfCJBur82TwOkRx8YDb6pqH+DN4HvDyBi8TPxuIZ2NLUudiT2VnXCTc9ywvvh9ua737d5bzdziEv6z/AO+mXET386+heqd39Fx2O8ovOJRavqcbIqhiUjrzkFV3xWRnhGHhwMnBV//A3gbuKnppDKM6LitfsMnfq99l6Ph5NeIJ+qnZV4Oe6qdfROpxk0JhpvKnD7HzvUrGDNiPJUbV5DbtiMdf3YVbY8chuT5oo5rJJ907xyc+JGqfgUQ/LdLmuUxjHo4rX4jJ/4RAwu5c2R/Cgv8CIEicrGK5IUTmQAX8mucfGjnqCvvcFKtGPy+XC48roejPLv3BHYATowYWMii8acQnoFQufkzvpk5gW9mjGfv95voeOrlHHj147Q7+qw6xZApPaX3FdIeyhrcObwS5nMoVdWCsPPbVbWDy71XAFcA9OjRY9CGDRtSL7Bh0Pgw1VgMvPUNx8ijyHLY+X4f5Xur2evSfS0ZFPh9tGmZR0lpRV0jn8KwzxzZKyJErKqxQ6csYO2nyyhdOIPKdUvJaZ1P/pBzaTvwF+T4WuH35dCxTcu677jnfn4Wr91OjQYaCo0Z0p3bR+xbrTtTgVsoayYqhzXASar6lYh0Bd5W1ZjLBctzMLKNkIIJn3TduqiFEGDdlDMBmDB3BdMXb0xp9BHAhcf14PYR/Zkwd0VdYlzk5Dxg8huOlVILC/wsGn9Kg+NLly7lyrE3sXThm+T429N+yEjaDTyLnBat6l23PuyzhvefCDG0d0fWf1/RQEmnWnk3J7Ipz2EecDEwJfjvS+kVxzCSj1tP6FgZySGb+9zikiZRDACzPtzEuq276lVQrVGtm6wHH9jRtYR2pGN62bJlFBUV8dJLL9GhQwcu+N1NvOsbRE7L1lFlePaDTY7Hw2UKmd6WbNjGnKUl9UKNr5+1rC77O52KIlGllQ5ll+5Q1mcJOJ87ichmYBIBpTBbRH4LbAR+lT4JDSM+vP4RJ1pOO2TLd+vFHIkvB7q09zfIk3B6tlvTnapadS2t/ewHm3j1k69cnx9SZitXrqSoqIg5c+aQn5/PrbfeynXXXUd+fr6rCS2U7Q2xlWaIiqoax7IfoXfhCiTUIrWpJttEEyOTkVCZCOmOVhrjcurUJhXEMJKA0x/x9bOWsWTDtga28URDUksrquq1zYxFdS2OZp3ICbQwjiiocGpUo2Zlr//yczoddRvbVrxDq9ZtOOCU3yD9z+R1X2f6r93FiIH5TDq7X4M2pr5cYdLZ/erei9QvGR5LpmhUVNXU23U11WSbaGJkMhIqEyETzUqGkZU4/RErMH3xRgYf2LHeH3I8IamReFUM8ENSWbh/I3KH4KV3QtwybiuhbNGz7P70HcTXknbH/Yr2x/ySXH87IDAhj521jBtmL6NW67cizRWhqkbrNTPy57l3jIsklt8GGu6QmmKyTTQxMlkJlfFiysEwkoTbH6tCg4nHKQ8iFYg03NE4TYyTX17leWUejartWyh7bya7V72N5PloP2Qk7Y8dSW7rfMfrQ3ouXCmFJvaQApn88irPikGC97uZyKIR+ftLtp3fS35MMu9rLKYcDCNJFLT2Re1a1nP8qxT4fRSd069BMlgik5kXtpdXxSx2F7quMVSVfk3Ze7PYvfJNJDePdoPPIX/IKHLbOEahx0U02UQCobaha0KfMvzTev1uQ7ssSI6dP1K5OPl7vORuJCOhMhFMORhGDLyuICs97AJCPgP4oW6S13LWiRBaSaeK6h3fUvbebHat+BdIDu2OPov8484lt23HlD0zHFWojLKr6NDax6Sz+9X7/W3fvcdxJxLeF6ixdn4n5TJnaQmjBhXG7Qh3KsDY7KOVDCPTiWcFWeHR9FFVq/UmmUQjl2KRqt0IQPWO7yhb/By7ls8HgXYDTqf9cb8ir12nFD3RmVyRqN+d064jWrnzoVMWsCWYle6EVzu/m3J5a/VWxwCBWEQWYGwKTDkYRhRSFSkSPskk6piORocoJq7GUL1rGzsWP8fOZa+D1tL2yJ+Rf/x55LVPT5UbL7uiSOXupjSF2L8Lr3b+dDmRk4kpB8OIQjx/5PFMyN0K/MwtLqFo3qpGyedGshVDze7tlC1+nl3LXkNrqmnb/zTyTxhNXv6PkvqceAgv6+GGCI4RZE4KIpaaicfOny4ncjIx5WAYUYjnj/zMI7s6lnhwoud+/pR1ZEsmNeVl7PhgDjs/fhWtqaJNv1PIP2E0vg5d0y0aRecE8iDGRmkg5LaxUH7I7YhlfhOI286fLidyMjHlYBhRiOeP/K3VWz2P65ZxnCnUVOxgx4cvsnPpy2jVHtr0O4n8E36Nr2Nm1CfKkR98Pm75GdF2FqGaT7H6dLvVhopFupzIycSUg2FEIfTHXDRvVV39oFY+50r32WRPdqOmchc7P3yRHUvnoXsraX3Yjyk4YQy+Tt3TLVo9zh/So+71pLP7OSrw0M4imnKP9jtr7Eo/HU7kZGLKwTA8EN4bYXt5lWPEUmOyntNN7Z7d7PjoJXYseQnds5vWfYeSP3QMLTr3TLdo9XAq1e1lle52zu13lisSV/+N5kjaS3YnCyvZbaQKN9NDrgi1qnUJTq8s/8q1OmmmUrunnJ1LX2bHhy9Qu2c3/j7HUXDi+bTo0ivdotUjUfNOLJxyTGL1oWhuZFPJbsPIKNxMD+FlHrw6ojOF2r0V7Pz4VXZ8MIfayp34Dz6W/KHn03L/g9MtmiOharSRE3ZjS1w0B99AqjDlYBgxyGZzUSS1VZXs/Pif7PhwDrXlZbTqNYiCoefTslv6omj8vlyO7pHP+2u34VZTsLTiB1MeOJcdSbS6arb7BlKFmZUMIwapLG/RVNRW7WHXstcp++A5aneX0qrnQApOPJ+WhYelWzTuHz2gbnIOrx7rhpfMb6d2pm447T5g39lNZGyb0GRhysFIFRPmrmDGBxtdV7WZjFbvZefy+exY/Bw1u7bR6sAjyT/xAlod0C/2zU1EqBVoOAeNfzVpOSC+XKFNizzKKqoaTPROit+XK6D1S6M3Zz+E+RwMIwHcehdnOlpTxa5P/kXZ+7Op2fkdLQ/oR6ez/0CrHkemW7R6+HKoq2cUPnEn05RXVaN1gQKRpien8ijhTYdCNEW/h0zDlINhRMGtd3GmojXV7Fr5JmXvzaRmx1ZadjuU/c4YS6sDj0LCy45mCFW1P9QzCp+4xw3rm7IM8vCJPp7clOaQxxIPphyMZkGqGrCnstx1MtHaGnavXEDZezOpLvuGFl0PYb9hv6fVQUdnpFJwIzRxLxp/StSyGI0lNNHHs0PJprpIycA51dMwsoiQ3bgkWGo5tAKdW1zS6LFzM3xi1doadq1cwJbHr+L71x4gx9+OzudOYv/f3IO/16CsUgwhQhN3ocfJuENrH/ePHoDfl+v5GaGJftywvg3u8+UKvpz631u21UVKBrZzMLKeZJTVdtt5jBnSPSN9DlpbQ/nqhZQuepbqbZvxdTmIziNvwX/wsVmpEMIJn7hjRYn5fblMOrthZ71QtFKH1j52VVY3cC6HJnq3PAenY/uSvwEsWsloBrhFtgiwziESJpK5xSWMe255vQkkU1GtpXzNe5QtnEHV9xvxdTqQghMvwH/IcYhkniEg9DuYW1zCuOeX13P25uYIOUSPCnJqtRlvJ7VUmRybC42KVpLA/7qjgG5ABbBKVb9JroiGkRheympHmyCK5q3KeMWgWkvF54spXTSDqq3r8e3XnU7n3ETrQ4dmpFIIEfodJLpCT0aCmiW5JUbUnYOI9AZuAk4DvgC2Aq2AQ4By4FHgH6rqrT9iCrGdw75LrPo4brHsodj3TFYLqkrFlx9SunA6Vd+uJa9jIQVDx9D60B8jOd5t7OmgOecGNCcS3TncDjwCXKkRWkREugDnA78B/pEsQcPGPx14AMgFHlfVKcl+htE8iLYqdSuaFx77nomoKpVrl1C6cDp7v/6SvIKu7HfmDbQ5/KcZrxQAT5nJzYnmaLrKSJ+DiOQCnwM/AzYDHwFjVPVTt3ts52CEk60lL1SVynUfU7pwBnu/WkNu/o8oOOHXtDnilIxUCqGGOs1pUoyXbK/smtDOQURuBO5X1ZqI4/sBd6nqb5MrZh3HAl+q6trg82YCwwFX5WAYIeYWl3DD7GVZVe5CVancsJyyhdPZU/IZue0703HY72nb/1Qk15du8QDw5UgD53HROf2yYgJMJcmIlstEYpmV+gJLReR3qroIQESuAcYRMPmkikIgPDV1MzAkhc8zMpDwImyh0MRYBdVCUTHZpBgqN66gdOF09mxaSW7b/ej482to2/9nSF5mKAUI7BCKzunX7EwnycAtczrbM6qjKgdVvUJETgAeFpFVwKEEHNMnqOpXKZTLKVC7wZ+7iFwBXAHQo0ePBjcY2UvkVj2UqRzeQyG8Ro6Xap6ZRuXmTylb+AyVGz4ht21HOpx2Je2OGobktUi3aPUI3yGYMmiIl2i5bMRLKOtKAjb/0wlM2jemWDFAYKcQ3rT2AGBL5EWq+hjwGAR8DimWyWhCnLbqkVRU1TB21jJumL0MFNIeMueRPSWrKV04ncr1xeS0LqDDKZfTdsDp5Phapls0ChPMJdiXcUrWaw4Z1bF8DhcCtxIIWe1NINfhf0Xkc+APqvptiuT6COgjIgcBJcCvCURGGfsI8WzJs8WEtOerzwNKYe1ScvztKTjpUtoNPIOcFq3SLRqQulaczZ3m2k0u1s7hV8DJqroh+H6piBwPXAUsBlLSaFZVq0Xk98B8AqGsT6jqqlQ8y2ha3EL+Io+3bpHL7r3ZFWnkxt5v/kPpwulUfPkhOa3aUfDTi2l39FnktEiP2aG1LwdFmt1KN500R5NbwqGsItJZVbcmWZ6EsVDWzMct5G/UoELmLC3JurDTWOz9dh2li2ZQ8fn75LRsQ/tjR9Ju0NnktGydVrkEuG/0gGa30jUSI+nNfjJJMRjZgVvI3/TFGzM6Szle9m7dQNmiZylfsxBp0Zr8oefTfvA55LRqG/dYfl8ORKzyAdq0yGVvda1j2Q8BTujdkcVrtzuWHO9W4G+WK10juVhVVgNomgxPNz9Cc1EMVd9vonTRTMo/exdp0Yr840fT7thfkpuAUghRWVXrusqfW1zCjbOXN1AACqz/voJ7zjuqWTpKjabBlIPRwNwTGSaaLJLZ+jGTqNpWQtl7M9n96TtIXgvaHzeK9sf8ktzW+Y0eO7TKhx8cnlPnrwECv5vrXRribCmt8OQobY5lH4zkYMrBaLIMTy/1+bOJqtKvKVs0k92rFiC5PtofM4L2x44kt01BUsb35QjjhvWNqrxjxdhHMx811aLAyE5ihbKuI/quX4Ln71fVB5MpmNF0NFWGp9NKdvvuPZRXZUuGQoDqsm8oe28Wu1a+ieTk0m7Q2eQPOZfcth2S9gy/L4c7Rx7JiIGFDJ2ywFV5NybGPpFFge009h1iZUgf1FSCGOmjKTI8IyeV+0YPYMTAQgbe+kZGKYcccc+bqN6xlbL3Z7Prk3+BQLuBZ9B+yLnktdsvqTLcH/xuQrgp6ZKgiWnUoMKEktbiXRTYTmPfwsxKRsozPKNNKtvLM6tsdq0Gej2Edyyr3vkdOxY/x87l80Gh7VE/J/+488hr3ynpzy8M8zGEiOarKSmtYM7SkoQqgMa7KGiuBeYMZzK3hZTRZIwYWMidI/tTWOBHCExQySw37DapTH55lWMRrXRTVaOIQM2u7Wz792OUPHo5O5e9TtsjTqXwisfY7+fXpEQxuCnkccP64ve5l+sOTdDx4jRutEVBcy0wZzhjOwcDSG2Gp9vkkWm7hhA1u0vZ8cEcdhb/E62pos0Rp5J/wmh8Bfun7Jkt83JomZfD9bOW1fkSQr+PcF+N2w4ikQk63rIPzbXAnOGMZ+UgIn6gh6rGv0Qx9mmyJYS1pryMHR++yM6PX0arqzjpzJF80+sMyv1dUvbMHIHje3Xk441ldZ3pnGz5IeXt1tku0Qk6nkVBcy0wZzjjyawkImcDy4DXg+8HiMi8FMplpIm5xSUMnbKAg8a/ytApC5hbXNLoMd3MFwX+xvcryJXGG6ZqKnay/d2nKHn0MnZ8MIc2fY7nqodeZO/Qq6nwd6GwwE+H1qnprZDv97F47XZXW34kJx/auYEprqkm6FSbH43MwuvOoYhAd7a3AVR1mYj0TI1IRrpIVTRKtB7Pjcl7CLViHOuSCBaL2spd7PjoJXYseQndW07rQ39M/tAxtOjUg9c2AQRW6Knc9UQzrUWaiuYWlzBnaUm92HIBRg1qulIYVnZj38GrQ7paVctSKomRdqJFozSWEQMLGTesL90K/PWyfCNXol5X6OGr1nhX9bV7yild9Cyb//Jbyt57Fn/PAXS99GE6D7+JFp0yp2lUpKnI6fejwFurEy9zloqdotE88LpzWCki5wO5ItIHuA54L3ViGekgldEobruSO0f2r9dDwKlyawi3pu2Tzu7Hjc8tpyZGY4faPeXs/PgVdnz4IrWVO/H3OY6CoefT4kcpqTzfKJxMRcn+/VjeghENr8rhWuBPwB5gBoE+C7enSigjPaQyGsVtV1I0b1UDc9OdI/s36B3t1jM6RA7gZpyq3VvJzuJX2PHBC9RW7MDf+xjyh55Py659Gv254iVUUqCwwM/uPdV1TuhwckUclWCyfz+Wt2BEI6ZyEJFcYJ6qnkZAQRjNlFRGo7itbksrqupF6Vw/axkXHNcjro5kU+evcSxdXVtVya7i1yj7YA615aW0OuhoCk68gJbdGv95QkorFgK08uVQWVXbIFTUrb+Fm5M32b8fy1swohFTOahqjYiUi0i++R2aN6lsd+g1nFWB6Ys3MvjAjp6fGzmuVu9l57LX2bH4OWp2b6fVgQPIP/ECWh1wWCKiN8CXI4w+tnvMBkUCrJtypuv5eL/vZP9+LG/BiIZXs1IlsEJE/gXsDh1U1etSIpWRNlIVjRJPRVYFR9OGW9G30Cpeq6vY9ckblL0/i5pd22jZ/Qg6Db+JVt2P8Czn0N4dWf99RVRF1rZVHreP6M/gAzsy+eVVrhFHXibZeL/vZP5+LG/BiIanNqEicrHTcVX9R9IlShBrE5r5RE7u5XurXSfW0Ko7dE+0yVprqti14t+UvTebmp1baVl4OAU/vpBWBx4Zl3xtWuSy6tbTmVtcQtG8VY7+gHDZQkyYu6JBN7uQeQi8rfTTVe3Uqqwabm1CPfeQFpEWwCHBt2tUNaNqH5hyyD7mFpdw/axljjXhQw7oaLsNralm18oFlL03k5od39KiW18KTryQVj0HIAkmx90/ekDMHU5hgb9BhFW4MhEBVSjw+9i9t7peET8nn0K8vgfDSCaN6iEtIicB/wDWE1g4dReRi1X13STKaOyD+H05DUp2h0wbTtE0AFpbw+5Vb1P23rNUl35Ni6592O/n19Cq16AGSqFDa19cNZzcnhlCoJ7ZxWliD623nHYeTtFAFjVkZCJefQ73AD8P1VUSkUOAZ4FBqRLMyHy8miTCryto7UM1MHGGwjrDCTS56e/YAlNra9j92buULXqW6u1baPGj3nQeNRF/72McdwqhFX6Dlb3Dc0PHYznNQ/cNnbKALaUV5HiMWgonMhooVtRQpPwdWvuYdHY/UxxGSvGqHHzhBfdU9XMRSU2xGSMr8JpAFWmPD1/FO02plWG7iFA0jWot5asXUrpwBtXbNuPr3JPOv/wT/j7HuZqPQi02Q+yp/mFct6ncyxRf4PfV+9zxKgZo6KiOFjU0t7iEcc8trxequ728inHPLwcsWc1IHV7LZywRkb+JyEnBn78CS1MpmJHZeCm1Mbe4pIGjNhYKFM1bxdApC9i8fTflqxfy1RO/57t5dyGSQ6fh4+n6Xw/S+pDjo/oV2rbKqxf66WQqyhVB8F68z+/LRYRG9cB2igaK1lfBLYejqkaTUtbEMNzwqhyuBlYRKJvx38CnwFWNebCI/EpEVolIrYgMjjh3s4h8KSJrRGRYY55jpAYvCVRT56+JSzGE2F6+ly8+XMBXf7+OrS9NQWtr6XT2OLpe+hBtDj0Rkdj/bcN3KG6y1qpy3+gBUVf/OUG9EarlVBpnDwpfjtChtS9qFdNo1U6jJaRZspqRSryalfKAB1T1XqjLmm7ZyGevBEYCj4YfFJHDgV8D/YBuwL9F5BBVTXy5ZiQdN1OIErDHjxvWN+7JS1Wp+M9HlC2czt5v/kNeh27sd9aNtDnsJ0hOrquvwAkhsHMZMbAwqqyRfo1IckW497yjPDXciSRWyY9w3PIXoiUPWrKakUq87hzeBML/J/qBfzfmwar6mUvjoOHATFXdo6rrgC8JlAs3MohorStD/ocCj9VSA0phCV8/fQNb59xK7Z7d7HfG9XS77BHa9jsZyQk8J17zVMjsEk3WWGNW1SpF81bVvfeSIOb35XL/6AEsGn9Ko30C44b1xZfT0OzlyxVLVjNSitedQytV3RV6o6q7RKR1imQqBBaHvd8cPGZkECMGFrJkwzae/WCTo1mmoqqGShfbvC8HqmoDSqFy/TJKFz7D3i1ryG3fhY6nX0fbI05BchvfwTa0cwlN0DfN+aSeY9or4SGpIwYWRk2QS3YkUWgci1Yymhqvf4G7ReRoVf0YQEQGEeqEEgUR+Tfg1Hj3T6r6ktttDsccF3gicgVwBUCPHplTh39fINR4Jpq9PvJMaFKbOn8N/1n+AaULn2HP5k/JbdeJjsN+R9v+pyG5yQuCizS7JKIYnCg6p59rolxlVXKeEY412DHSgVflMBZ4TkS2BN93BUbHuilYyTVeNgPdw94fAGxxulBVHwMeg0CGdALPMhIkVrKYE61b5LHfrrV8/MhYKjeuILdtRzr+7CraHjkMyUtuZLTfl8vJh3aul4/QGHrf/M96pcPvHNmfG2cvb6AcLXnNaC54Ug6q+pGIHAr0JbCyX53C8hnzgBkici8Bh3Qf4MMUPctIkHidzZWbP+PjmdP5yc3L8LXtQIdTr6DdgNORvBaNliVUJfWt1VvrEvJOPrRzvaqpieQjhBO6P7xJUa3LmBZFZDQHvJbP+BXwuqquFJEJwGQRuT1kZkoEEfkl8BDQGXhVRJap6jBVXSUiswmEy1YDv7NIpczDawnuPVvWULpwOpXrPiandT733HMPhcedQ9FrXzYqXyC0D3DqkTB1/hqeWbwx4bFjEdodJKvktRW/MzIRr2alW1T1ORE5ERgG3A08AgxJ9MGq+iLwosu5O4A7Eh3bSD2xiuLt+fpLyhZOp+I/H5Hjb0/BSZfQbuBZ3HDDKABa+v0Nur15baATIrJXQrQWo8lmS2kF9zkU6Yu35LW16jQyFa/KIfS//0zgEVV9SUSKUiOSkQ04NZ7ZtnsPZZu/pHTRDCq+WExOq7YU/OQi2h19FjktW1MYtqJ2crIeNP5Vz893Wp0n4gdJlG4F/qQ037Gie0am4lU5lIjIo8BpwJ9FpCXecySMZkr4BL9y5UpOHH01ZZ8uRFq2If/EC2g/+BxyWrYBvK2ovZqqIiujhkiGrd+XK6A4lqwIEf5ZGhtJZK06jUzFq3I4DzgduFtVS0WkKzAudWIZmUqkffzXfXJY9NxfmD17NvhakX/CGNofM5ycVm3r3TdqUCFT56/h+lnLXFfYXrvFhSe4hY/hVbm4kSvC1HOPAnA1ecWT9ewFa9VpZCpRm/2ISNvw5LdEr2kKrNlP6gm3j1d9v5nS956l/NN3aeX3c8P1Y/lX7jF8u7dhSGqH1j4qq2o9NbPx0vnNbYxozYNiIcB9owfEPenPLS6p1yq0wO+j6BzvCWrW6MdINwl1ghORN4FlwEvAUlXdHTzeCziZwI7ir6r6fCqEjgdTDqln6JQFrF/3H8rem8nuVW8jeT7aHX0WfX92AR/e9kvXia5lXo5jRnGH1j6KJ/7c9XleHMyRXdmcWnZ6ZX2EgzsWc4tLGPf88nqd3iAQWjv1V0fFpSAsWslIFwm3CRWRM4ALgKFAR6AKWAO8CvxNVb9OvrjxY8ohtaxbt44jh1/JrpVvIrl5tB14BvlDRpHbpkO9nspOE1201fz9MVbrXnYSQv2Q1rnFJY4JatGIVDJeGDplQVS5km2CMoxUkHCbUFX9J/DPlEhlZDwbN27kjjvu4IknnqAGod3RZ9H+uHPJa9ux7ppuMaKQok3uoagcJ6USOr8lzPbvhOIcAjo2RsXVEJGNgbwSy2lsYalGNuMp4kgCXCgitwTf9xARq5TajNm8eTPXXHMNBx98ME8++SRXXnklf33lPQp/cXU9xeAlCina+S2lFXXmo5LSirqJftzzyxn33PK6Y152AeHNhkYMLKSDx6qwCCzZsI2hUxZw0PhXGTplAXOLS2Le5sVpHNkAyTCyBa/hqNOA44Hzg+93Av+bEomMlDO3uMR1Ivzqq6+47rrr6N27N48//jiXXnopX3zxBQ8//DC/HTbYtSlNNEYMLKTA7zxRdyvwO8b6V9WoYzhpqHubGyVBZQMw6ex+DUp1O91bVaNMX7yxnnK6+YUVMRXEuGF9A6GvMbCwVCMb8RrKOkRVjxaRYgBV3S4ijS+KYzQ5bhm5pd9v5ZN/PsUjjzxCVVUV//Vf/8Wf/vQnevbsWe9+t7j+WE5Vp0qmoV1HrIY74dSo1rX2dNtNRJpywuVyM29FjuQlES10LjxayQkLSzWyEa/KoSrY/U0BRKQzkPzaxEbKiVyl15SXseWDOfz2z69CTRUXXXQREyZMoHfv3p7H9FICIlo2cTzd1YCYZqaKqhpufuGTOqd0rggXHNeD20f0j+lEDsfLij9cWbpFa1lTHiMb8aocHiRQB6mLiNwBnAtMSJlURsoITXg1FTvY8eEL7Fz6Clq9lzaH/5SPX/gLhxxySNxjei0B4bbrGDesr2fnsVcqwvoq1KjWFeJzSrRzaz8a74o/GeU0DCNT8Fqye7qILAVOJfC3NEJVP0upZEZK6NKymjX/epYdS+eheytpfdiPKThhDD0PPiQhxQCNLwERrbtargi1qgnlLUTy7AebuH1Ef6D+BB5Z3hsSX/FbYx6jueC5F6OqrgZWp1AWI4WUlZVx//33s/LeeyjftZPWfU8kf+gYWnQ+sNGmj2SUgHDzSYQc3m7moAK/jz3VtZ4K7oVMUW4TeKjlaa4IowYld5K3RDcj27Diec2cnTt3cscdd9CzZ0+KiooY9rPTuG/mGwy4ZDItOx/oOeIoGuOG9W0QFRSvwhkxsDBqJJTbM4rO6dfgvhyXAKJcl25wkS1Pa1SZs7TEUzirF5xCdb1EQxlGOml8F3cjI9m1axcPP/wwU6dOZdu2bZx99tkUFRVx9NFHA4G+r8kiWbb2aCYZp2f03M/v6HSeMHeFY7OfMUO6NzgWGjOVZbOtLLeRjZhyaGaUl5czbdo0brvjTnaUbsPfaxD9f30bl142nKNTOBE1ha09XEGUlFbUMzOFnM7rtu5i+uXHA/XNRGOGdK/zN0SS6rLZVpbbyEZMOTQTKioqePTRR5kyZQrffPMNbXodzf5n/ZGWhYeyAxj33HImv7yK0vKqrLV5uxW6C2fRf7Yxt7iE20f0d1UGkaS6bLaV5TayEfM5ZDmVlZU8/PDD9O7dm+uvv55+/fpxxJX30+lXt9Ky8NC666pqle3lVVlt85788qqoiiFEvOUqkuEzSef4hpEKTDlkKXv27OGRRx6hT58+XHvttRx88MG89dZbvPnmm+wqODjm/U1d8ydayQ6vRMtCDifehj+xnOGNJdXjG0YqMLNSlvH8h+sZP+Uh1r/5NDU7tnLoUYP595NPcsoppyDBaByvHdGayubtJYM6mUjwmfGMnWqfieU/GNmGKYcsobq6mutvf5BHH5hKVenXtOh6CPsN+z16yDHs7HhonWIA7+02U2XzjozpL99b7RitUzRvVVwRTgV+n2OiXCShNqKZOhlbzoORDZhZKcOprq7m6aefpkevPjw8+UakVVs6nzuJ/X9zD/5eg6isrm1gHoo0YxT4fQ2qh6bK5u0U0+9mDiqtqIor9r/onH743JIYIsjUSCDLeTCyBds5ZCg1NTXMnj2byZMns2bNGlr+qBedR96C/+Bj6+0SwHkijDRjNNVq1Smm3yuxYv8jQ1ndaiJB/V1RYz57sr83y3kwsgVTDhlGbW0tzz//PEVFRXz22WccccQR9L2giIrCoxFx3ugpgZaV0SauprJ5N3bFHuv+yCqoTuWyw3dFjfF3ON17/axlLNmwzXOYbCSW82BkC2kzK4nIVBFZLSKfiMiLIlIQdu5mEflSRNaIyLB0ydiU1NbW8sILL3DUUUcxevRoAGbNmsXy5cvZc8BgV8UQIlPME36fs5ytfTkUevBxhBSdl88xYmAhxRN/zv2jB7hGAkVbqcfC6V4Fpi/emPD37ObnsZwHI9NIp8/hX8ARqnok8DlwM4CIHA78GugHnA5MC/aSaJaoKvPmzWPQoEGMGjWKvXv3MmPGDFasWMF5551HTk6O54kj3S0p5xaXUF7l3OajRV4ui8af4klBxKvoRgwsZNH4U1g35UwWjT+l3o6gMSt1t2tCDu9EsJwHI1tIm3JQ1TdUtTr4djFwQPD1cGCmqu5R1XXAl0Cz61etqrz66qscc8wxDB8+nJ07d/LUU0+xatUqxowZQ27uDxOI04TiRjrNE9EmzLJglJHXz+Kk6BLJlWjMSj3aNYl+z5bzYGQLmeJzuBSYFXxdSEBZhNgcPNYAEbkCuAKgR48eqZQvaagqb7zxBhMnTuTDDz+kZ8+ePPHEE/zmN78hL8/51+FUdG73nmrHsM5uBf60OWCjTZihiTae1p3h4yXqO3AK6/W6Ug+1ME1GI6BwLOfByAZSqhxE5N/A/g6n/qSqLwWv+RNQDUwP3eZwvWNQiqo+BjwGMHjw4GT0g0kZqsqCBQuYOHEi7733Hj169OCxxx7jkksuwefzxbzfKfrIadI7+dDOSXXAxpOsFm2i372nmoPGv1qncBaNP6XumV4m4ESjfLxWjHVTiks2bGP64o315EuFGchyH4xMI6XKQVVPi3ZeRC4GzgJOVa1rCrwZCK+tfACwJTUSNg3vvPMOEydO5N1336WwsJBp06Zx6aWX0rJly4THdJv0GhMq2dgwS7fkuxyo2+VEKpyp89c4KgYJjheiMb6DWCv1aErx9hH9GXxgx5RO3E2dQW4YXkibWUlETgduAn6qquVhp+YBM0TkXqAb0Af4MA0iNpqFCxcyadIkFixYQNeuXXnooYe47LLLaNWqVVLGd5r0rnfpxew0iUauVqOZd7ysbL2av8IVTjSnb/j4qaxsGkspptoMZLkPRiaSTp/Dw0BL4F/BpK7FqnqVqq4SkdnApwTMTb9T1cSyqtLE4sWLmTRpEm+88QZdunThvvvu48orr8TvT324otdJ1Gm16pZUVtDa53llGzmRHjT+VUc5Q0rBTd7CCN9JQWsfvhyhqvYHCd3MO/GaaNKde5Du5xuGE+mMVjpYVbur6oDgz1Vh5+5Q1d6q2ldVX0uXjPHy0UcfccYZZ3D88cfz8ccfM3XqVNauXcvYsWObRDGA91BJtxj+SIeP35dLZVVNwrkCsaKFxg3r26Akhi9H6nwnoTIT28urQAKlQKJF+SRSniLduQfpfr5hOGG1lZJAcXEx55xzDsceeywffPABU6ZMYd26dfzhD3+gTZs2TSqL11DJaOac8HtHDSqkwiV3wcvK1pOyitRIAq9+8lUDhVRVo7RpmeeYzxAikaS3dOcepPv5huFEpoSyZiWffPIJRUVFvPjiixQUFHD77bdz7bXX0r59+7TK5cVGHs2cE4okgkC2shtey3aAe7TQ1PlrGjTwqapR12J9sRRSIiYaNxkh8PlSHUGUrB7chpFMTDkkwKpVq5g8eTLPPfcc7du3p6ioiLFjx5Kfn59u0TzjNf4/1mTsJbImmrKK164ey9TipvRyROqF0sbylTR1BJHlPhiZhpmV4mD16tWMGTOG/v3789prrzFhwgTWr1/PpEmTskoxgHfzkxe7d2PKdhS0ds7xKPD7EjK1uGVg16jGVSK7MTWZDKM5YDsHD3zxxRfceuutzJgxA7/fz0033cQf/vAH9ttvv3SL5gm36B0vq9Vxw/oy1iU8NpxEImvmFpewq7K6wXFfrlB0Tj+gvqnl5EM7M3X+Gq6ftcxzOG2OCDVa32zlJUzUIoiMfR1TDlFYu3Ytt912G08//TQtWrTghhtuYNy4cXTp0iXdonmmseaREQMLHctiR5JIZM3U+WvqhaaGaNMir0628PLciXyOSMUQItYkn8q8CsPIBsys5MD69eu5/PLLOeSQQ5g5cybXXXcda9euZerUqVmlGCA55pFJZ/eLWiwv0cgatwm6zKFmlNfPERnK6ka+P3rJEosgMvZ1bOcQxqZNm7jjjjt44oknEBGuueYaxo8fT7du3dItWsIkwzwSaaopaO1DNTCJNyayJp7VudfP4bUTncToNmoRRMa+jikHoKSkhDvvvJO//vWvqCqXXXYZf/zjHznggANi35zhJMs8kopomngqpnr9HF6VXmkMMxlYBJGxb7NPm5W+/vprxo4dS+/evXn00Ue55JJL+OKLL5g2bVqzUAyQ2eaRaBFTkb0bTj60s6Npq3xvdb3II69Kz3wHhhEdUReHXbYxePBgXbJkiadrv/32W+666y6mTZvG3r17ufjii5kwYQIHHXRQiqVMD4mUg05nCWm3cuSjBhXyyvKvGhTy8/ty6ykVp8qwkXRo7WPS2f1sZ2Ds84jIUlUd3OD4vqQcvvvuO+6++24eeughKisrufDCC7nllls4+OCDm0jK7MBtcm6qjmVDpyxwzd4GYmZ2Ryq2kw/tHFOpGMa+ipty2Cd8Dtu2beOee+7hwQcfZPfu3YwZM4aJEyfSt2/6TSuZQORkWr63Om0lpOcWl3jqDBftnJOv4K3VW6OWDjcMoz7NWjmUlpZy3333cd9997Fz505Gjx7NxIkTOfzww9MtWsbglD/gRqoTwEKyuNEtys4hlg/BktoMIz6apXLYsWMHDzzwAPfccw9lZWWMGjWKSZMm0b9//3SLlnF4Df2E1Dtxo8kS7kRPpCe0JbUZRnw0K+Wwc+dOHn74YaZOncr27dsZPnw4RUVFDBgwIN2iZSxeV85NEeEUTZZRg+qbiuJ1lscTNhsP1vvZaK40G+Xw9ddf06tXL7777jvOPPNMJk+ezKBBg9ItVsbjtqIu8Pto0zKvSSe9aK1K5ywtYfCBHRNu25mKpDbr/Ww0Z5pNtJKI6LBhw5g8eTJDhgxJtzhZQ7ojk2LJEk5kr4l0Ey2qKpPkNIxoNPtopb59+/L666+nW4y0kah5I5PKRISe6VYFNtOcx+bkNpozzUY5tG3bNt0ipI1EzRuRCuW+0QPSbg4ZMbCQqfPXxHQeZ4Kt35zcRnNmny6f0VxIpPJqZPVSr01wmoJYJT8yRfZMLk1iGI3FlEMzIBHzRiZ3OovVpS5TZPfaTc8wspFm45COp7ZSthNpUtm9p7pB9i9Argi1qo5ml57jX3UcW4B1U86MW4amNOscNP5V114NAhZSahhx0Owd0vsKTv4FX67gy5EGXdVCXdAifRBzi0sQcJxgvdjL0x3CGS3kNdzM1FTyGEZzJG1mJRG5TUQ+EZFlIvKGiHQLO3eziHwpImtEZFi6ZMxEnEwqVTVK21Z5deaNXIdONuFml6nz1zgqBgFXe3l4Ce0bZy9Pq1nHydYfSaaYyAwjW0mnz2Gqqh6pqgOAV4CJACJyOPBroB9wOjBNRKLPBPsQbn6E0vIqFo0/hXVTzqQ2Rt9ktzEU55V2pAM40b7MySLS1u+GhZQaRuKkTTmo6o6wt234wcoxHJipqntUdR3wJXBsU8uXqbiZfcKPx7rG7Xyhy3Gv9ZeaMoRzxMDCOmXoJreFlBpG4qQ1WklE7hCRTcAFBHcOQCGwKeyyzcFjTvdfISJLRGTJ1q1b435+ZLexTAjjjIWX8MlY18QbgullBZ7OEE4LKTWM5JNS5SAi/xaRlQ4/wwFU9U+q2h2YDvw+dJvDUI52DFV9TFUHq+rgzp07xyVbpsTKx4uX8MlY18Qbgum2As8VyYgQTgspNYzkkxGhrCJyIPCqqh4hIjcDqOqdwXPzgSJVfT/aGPGGslpdHO9kUv0lwzCSi1soazqjlfqEvT0HWB18PQ/4tYi0FJGDgD7Ah8l+vtXF8Y6tzA1j3yOdeQ5TRKQvUAtsAK4CUNVVIjIb+BSoBn6nqt660cSB1cWJj0TKZBuGkb2kM1pplKoeEQxnPVtVS8LO3aGqvVW1r6q+lornmxPTMAzDnX02QzqTSlUbhmFkGvuscgAzlRiGYbixTysHI3VkQr8FwzASx5SDkXTSXZjPMIzGY/0cjKSTKf0WDMNIHNs5ZBjNwRxjOSSGkf3YziGDyNaSHpF4KQ5oGEZmY8ohg2gu5hjLITGM7MfMShlEczHHWA6JYWQ/phwyiOZU0sNySAwjuzGzUgZh5hjDMDIF2zlkEGaOMQwjUzDlkGFkozmmOYTfGoZRH1MORqOwbGjDaJ6Yz8FoFM0l/NYwjPqYcjAaRXMJvzUMoz6mHIxGYdnQhtE8MeVgNAoLvzWM5ok5pI1GYeG3htE8MeVgNJpsDL81DCM6ZlYyDMMwGmDKwTAMw2iAKQfDMAyjAaYcDMMwjAaYcjAMwzAaIKqabhmSgohsBTakW44IOgHfpVuIBMlW2bNVbjDZ00W2yp4suQ9U1c6RB5uNcshERGSJqg5OtxyJkK2yZ6vcYLKni2yVPdVym1nJMAzDaIApB8MwDKMBphxSy2PpFqARZKvs2So3mOzpIltlT6nc5nMwDMMwGmA7B8MwDKMBphwMwzCMBphySCIi0lFE/iUiXwT/7eByXYGIPC8iq0XkMxE5vqlldZDJk+zBa3NFpFhEXmlKGV1kiSm3iHQXkbeC3/UqEfnvdMgaJs/pIrJGRL4UkfEO50VEHgye/0REjk6HnJF4kPuCoLyfiMh7InJUOuR0IpbsYdcdIyI1InJuU8oXDS+yi8hJIrIs+P/7naQ8WFXtJ0k/wF3A+ODr8cCfXa77B3BZ8HULoCBbZA+evwGYAbySDXIDXYGjg6/bAZ8Dh6dJ3lzgP0Cv4O9+eaQswBnAa4AAxwEfZMD37EXuE4AOwde/yAS5vcoedt0C4J/AuemWO47vvQD4FOgRfN8lGc+2nUNyGU5g4if474jIC0SkPfAT4G8AqrpXVUubSL5oxJQdQEQOAM4EHm8asWISU25V/UpVPw6+3gl8BqSrAcWxwJequlZV9wIzCXyGcIYDT2mAxUCBiHRtakEjiCm3qr6nqtuDbxcDBzSxjG54+c4BrgXmAN82pXAx8CL7+cALqroRQFWTIr8ph+TyI1X9CgITEtDF4ZpewFbg70HTzOMi0qYphXTBi+wA9wP/D6htIrli4VVuAESkJzAQ+CD1ojlSCGwKe7+ZhorKyzVNTbwy/ZbA7icTiCm7iBQCvwT+0oRyecHL934I0EFE3haRpSJyUTIebJ3g4kRE/g3s73DqTx6HyAOOBq5V1Q9E5AEC5pBbkiSiK42VXUTOAr5V1aUiclISRYv13MZ+56Fx2hJYGY5V1R3JkC0BxOFYZDy5l2uaGs8yicjJBJTDiSmVyDteZL8fuElVa0ScLk8bXmTPAwYBpwJ+4H0RWayqnzfmwaYc4kRVT3M7JyLfiEhXVf0qaAZw2t5tBjaramjl+jwB5ZBykiD7UOAcETkDaAW0F5FnVPXCFIkMJEVuRMRHQDFMV9UXUiSqFzYD3cPeHwBsSeCapsaTTCJyJAGT4y9U9fsmki0WXmQfDMwMKoZOwBkiUq2qc5tEQne8/n/5TlV3A7tF5F3gKAK+tYQxs1JymQdcHHx9MfBS5AWq+jWwSUT6Bg+dSsCZlG68yH6zqh6gqj2BXwMLUq0YPBBTbgn8xf8N+ExV721C2Zz4COgjIgeJSAsC3+O8iGvmARcFo5aOA8pCprM0ElNuEekBvAD8prGr1iQTU3ZVPUhVewb/bz8PXJMBigG8/X95CfixiOSJSGtgCAG/WuNItze+Of0A+wFvAl8E/+0YPN4N+GfYdQOAJcAnwFyCER7ZIHvY9SeRGdFKMeUmYN7Q4Pe9LPhzRhplPoPAqu4/wJ+Cx64Crgq+FuB/g+dXAIPT/T17lPtxYHvYd7wk3TJ7lT3i2ifJkGglr7ID4wgsMlcSMJs2+rlWPsMwDMNogJmVDMMwjAaYcjAMwzAaYMrBMAzDaIApB8MwDKMBphwMwzCMBphyMAzqKqEuCNa+iue+scHY8tD7f4pIQZJkWu9yfJ6I/Cbs/V9FZFzw9UwR6ZOM5xv7NqYcDCPAGcByjSirEVQa0f5OxgJ1ykFVz9DUF1K8DrhVAqXfTyCQ9HR/8NwjBGpfGUajMOVg7FOIyIUi8mGw9v2jIpIbPHUBwexqEekpgd4P04CPge4i8oiILAnWy58cvO46Asl2b4nIW8Fj60WkU9gYfw3e84aI+IPXHBPsefC+iEwVkZXxfAZVXU+gf/BdwDTg96paFTz9f8BpImKlcYxGYcrB2GcQkcOA0cBQVR0A1BBQChCoG7U07PK+BMpmD1TVDQQyUwcDRwI/FZEjVfVBAnVuTlbVkx0e2Qf4X1XtB5QCo4LH/04gu/X4oAyJcDdwOrBKVd8NHVTVWuBLArV1DCNhTDkY+xKnEqhe+ZGILAu+7xU811EDvR5CbNBAL4UQ54nIx0Ax0A843MPz1qnqsuDrpUDPoD+inaq+Fzw+I5EPQkBJCXCog9nrWwI7GsNIGFMOxr6EAP9Q1QHBn76qWhQ8Vx0xye6uu0nkIOAPwKmqeiTwKoGqtLHYE/a6hkAV5EbXgw7KOQ34DYGaUldHXNIKqGjsc4x9G1MOxr7Em8C5ItIF6vpPHxg8t4YfdhGRtCegLMpE5EcEWmCG2Emg9agnNNApbWew2ioEqmzGy5XAF6r6NoGWrf9PRDqHnT8EWJXAuIZRhykHY59BVT8FJgBviMgnwL8I9JeGwG7gJJf7lhMwJ60CngAWhZ1+DHgt5JD2yG+Bx0TkfQI7iTKvNwYV200EdjKo6hbgAQLOaYLKq0LTX+LbyHKsKqthAMFGQU+p6s+a4FltVXVX8PV4oKuq/rfDdes10F8gnrGvB3ao6t+SIqyxz2LhboZBoP90MOy0fWSuQwo4U0RuJvD3twG4JIljlwJPJ3E8Yx/Fdg6GkaGIyFhVvT/dchj7JqYcDMMwjAaYQ9owDMNogCkHwzAMowGmHAzDMIwGmHIwDMMwGmDKwTAMw2jA/wccWLYi6MSrSQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm.graphics.plot_partregress('score', 'rating',['abv'], data=df_beer_list, obs_labels=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e413a41",
   "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",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}