In each step, you will process your data for common text data issues. Be sure to complete each one in R and Python separately - creating a clean text version in each language for comparison at the end. Update the saved clean text at each step, do not simply just print it out.
library(rvest)## Loading required package: xml2library(stringr)
library(stringi)
library(textclean)
library(hunspell)
library(tokenizers)
library(textstem)## Loading required package: koRpus.lang.en## Loading required package: koRpus## Loading required package: sylly## For information on available language packages for 'koRpus', run
##
## available.koRpus.lang()
##
## and see ?install.koRpus.lang()library(tm)## Loading required package: NLPlibrary(reticulate)
py_config()## python: C:/Users/anly520/AppData/Local/r-miniconda/envs/r-reticulate/python.exe
## libpython: C:/Users/anly520/AppData/Local/r-miniconda/envs/r-reticulate/python36.dll
## pythonhome: C:/Users/anly520/AppData/Local/r-miniconda/envs/r-reticulate
## version: 3.6.10 |Anaconda, Inc.| (default, Jan 7 2020, 15:18:16) [MSC v.1916 64 bit (AMD64)]
## Architecture: 64bit
## numpy: C:/Users/anly520/AppData/Local/r-miniconda/envs/r-reticulate/Lib/site-packages/numpy
## numpy_version: 1.18.1rvest to import a webpage and process that text for html codes (i.e. take them out)!library(rvest)
blog_url = 'https://harvest.org/resources/gregs-blog/post/kobe-bryants-death-reminds-us-life-is-not-fair/'
blog_post = read_html(blog_url)
clean_text = html_text(blog_post)
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d.createElement(s);\n\t\t\tjs.id = id;\n\t\t\tjs.src = \"https://connect.facebook.net/en_US/sdk.js\";\n\t\t\tfjs.parentNode.insertBefore(js, fjs);\n\t\t}(document, 'script', 'facebook-jssdk')); MenuKnow GodResourcesBoise HarvestChurchStoreAboutDonateBecome a Harvest PartnerGive a One-Time Gift Search Search for: Resources Menu TodayDevotionWebcastsTVRadioGreg’s BlogVirtueEbooksCoursesPodcastsNews Greg's BlogKobe Bryant’s Death Reminds Us Life Is Not Fair by Greg Laurie on Jan 27, 2020 I could hardly believe the news this weekend: Kobe Bryant, the LA Lakers basketball superstar, had died in a helicopter accident near Los Angeles. Eight other people, including his 13-year-old daughter Gianna, also perished in the crash.How could a champion like Kobe, so vibrant and full of life, suddenly leave us?Kobe Bryant was among the very best to play in the NBA. He played 20 seasons with the LA Lakers, won 5 championship rings and finished with 33,643 career points. At 41 years old, he was a living and breathing legend that even other NBA stars were star-struck by.He even picked his own nickname, “Black Mamba,” after the fastest lethal snake in the world—and passed it on to his daughter Gianna, a budding basketball star, whom he called “Mambacita.”The truth is, the vast majority of us didn’t know Kobe personally. Maybe we went to one of his games, but that was the extent of our relationship with him. Yet his death somehow has touched millions of Americans deeply. I believe it’s because it suddenly jolted us to the reality that life is not fair.Why are people like Kobe and his daughter and the other passengers aboard that fateful flight taken while others will wake up tomorrow to face a new day?There are no easy explanations, but here are three things we should keep in mind as we reflect on Kobe’s passing:1. Life Is PreciousI have a smartwatch. Periodically, I will get a message on it that simply says, “Breathe.” Funny thing is, I was breathing already, but it’s reminding me of something that I should never take for granted.Every day is a gift. Every single heartbeat and every breath you take is a blessing. Don’t take it for granted. And don’t take your health or your family for granted either.The Bible reminds us, “Teach us to realize the brevity of life, so that we may grow in wisdom” (Psalm 90:12 NLT).Kobe was a very successful man with many beautiful things, but I am certain he would have traded it all for one more precious day of life. He was not given that choice.2. Don’t Ask ‘Why?’ — Ask ‘Who?’I remember the day 11 years ago when my wife and I heard the devastating news that our son Christopher had died in an automobile accident on his way to work. It was as if all the air was sucked out of the room and time stood still. I felt as though if words could kill you, I could have died on the spot that day.In my time of pain and darkness, I called out to God, and He was there for me. The Bible says He is “the God of all comfort” (2 Corinthians 1:3).Sometimes things happen in life that are unfair, and we will never get a satisfying answer for why they happened. At times such as these, I have learned that the right question to ask is not “Why?” but “Who?” Who do you turn to at a time like this?You turn to God and ask Him for the strength you need to go on another day. And you cry and mourn.The Bible says, “Be happy with those who are happy, and weep with those who weep” (Romans 12:15 NLT). Many people wept with us when our son Christopher died. Right now, Kobe’s family needs support and love.We need to remember to pray for Kobe’s wife, Vanessa, and his children, Natalia, Bianka, and Capri. Kobe is also survived by his father Joe and his mother Pam. I cannot imagine the devastation they are all feeling over the loss of both Kobe and Gianna. We must also remember to pray for the families of the seven others who died as well. Their names are:<U+25AA>John Altobelli, 56, Orange Coast College head baseball coach <U+25AA>Kerri Altobelli, John’s wife <U+25AA>Alyssa Altobelli, John and Kerri’s daughter, who was Gianna’s basketball teammate <U+25AA>Sarah Chester <U+25AA>Payton Chester, Sarah’s daughter and another basketball teammate <U+25AA>Christina Mauser, girls basketball coach at Mamba Sports Academy <U+25AA>Ara Zobayan, pilot3. We Must PrepareDeath isn’t a respecter of people. It doesn’t care if you are rich or poor; religious or not; famous, infamous or unknown; or even the great Kobe Bryant, who had vast resources and money at his disposal. It knocks at every door, and sadly one day it will knock at your door and mine.But death is not the end. The Bible talks about an afterlife—a concept even many people who are nonreligious believe in. Jesus spoke about it.He said, “I am the resurrection and the life. The one who believes in me will live, even though they die; and whoever lives by believing in me will never die” (John 11:25-26).It’s because of this hope of eternity that followers of Jesus do not “grieve like people who have no hope” (1 Thessalonians 4:13). If we believe in and follow Jesus, we can rest assured that death will not get the final word but we will be in Heaven with Him. We would like to offer you a free ebook on the subject of pain and suffering titled, Getting Through the Storms of Life. Click the link below for your free ebook.https://harvest.org/resources/ebook/getting-through-the-storms-of-life/ TopicsKobe Bryantlosssuffering Did you pray with Pastor Greg?To help you get started, we would love to send you a free Bible and other resources to help you grow in your faith. Get Resources Breakthrough - DVDThe inspiring film Breakthrough – DVD will touch your heart and bolster your faith. Get a copy when you donate to God’s work at Harvest Ministries today. Support today!More For You Webcast Webcast10, Part One 10, Book of ExodusSunday morningGreg LaurieFeb 2, 2020 Devotion DevotionOn the Potter’s Wheel God has a plan. Don’t sabotage it.Greg LaurieFeb 1, 2020 Radio RadioHow to Never Stumble or Fall - I John 18, Luke 22Greg LaurieFeb 1, 2020 var audioPlayer = document.getElementById(\"audioPlayer\"); \n\tfunction playAudio() { \n\t\taudioPlayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadeIn(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addClass('hidden');\n\t\t\t});\n\t\t});\n\t}(jQuery); Breakthrough - DVDOne mother’s fervent prayers lead to an amazing miracle for a young boy in dire circumstances. Watch this inspiring story on DVD, our gift of thanks for your donation today. Give Here Knowing God and making Him known.facebooktwitterinstagramyoutubeWebcastsTV BroadcastsDevotionGreg’s BlogVirtueRadioPodcastsCoursesEbooksNewsroomContact Us Get exclusive updates from Greg Laurie hbspt.forms.create({\n portalId: \"2898837\",\n formId: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });Privacy PolicyTerms and Conditions All Rights Reserved Harvest Ministries 2020 window.onload = function($) {\n\t\t\t$(document).ready(() => {\n\t\t\t\tsimplyCountdown('.countdown-container', {\n\t\t\t\t\tyear: '2020',\n\t\t\t\t\tmonth: '1',\n\t\t\t\t\tday: '01',\n\t\t\t\t\thours: '8',\n\t\t\t\t\tminutes: '00',\n\t\t\t\t\tplural: true,\n\t\t\t\t\tzeroPad: true,\n\t\t\t\t\tenableUtc: false,\n\t\t\t\t\twords: {\n\t\t\t\t\t\tminutes: 'Min',\n\t\t\t\t\t\tseconds: 'Sec'\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t// set timeout onDomReady\n\t\t\t$(function() {\n\t\t\t\t\tsetTimeout(delayedFragmentTargetOffset, 500);\n\t\t\t});\n\n\t\t\t// add scroll offset to fragment target (if there is one)\n\t\t\tfunction delayedFragmentTargetOffset(){\n\t\t\t\t\tvar offset = $(':target').offset();\n\t\t\t\t\tif(offset){\n\t\t\t\t\t\t\tvar scrollto = offset.top - 110; // minus fixed header height\n\t\t\t\t\t\t\t$('html, body').animate({scrollTop:scrollto}, 0);\n\t\t\t\t\t}\n\t\t\t}\n\t\t});\n\t}(jQuery);var gmapstyles = 'default';.lazyload{display:none;}window.lazySizesConfig=window.lazySizesConfig||{};window.lazySizesConfig.loadMode=1; var c = document.body.className;\n\t\tc = c.replace(/woocommerce-no-js/, 'woocommerce-js');\n\t\tdocument.body.className = c; Xvar wpcf7 = {\"apiSettings\":{\"root\":\"https:\\/\\/harvest.org\\/wp-json\\/contact-form-7\\/v1\",\"namespace\":\"contact-form-7\\/v1\"},\"cached\":\"1\"};var insgalajax = {\"ajax_url\":\"https:\\/\\/harvest.org\\/wp-admin\\/admin-ajax.php\"};var pvcArgsFrontend = {\"mode\":\"ajax\",\"requestURL\":\"https:\\/\\/harvest.org\\/wp-content\\/plugins\\/post-views-counter\\/includes\\/ajax.php\",\"postID\":\"467860\",\"nonce\":\"95bb7717b8\"};var wc_add_to_cart_params = {\"ajax_url\":\"\\/wp-admin\\/admin-ajax.php\",\"wc_ajax_url\":\"\\/?wc-ajax=%%endpoint%%\",\"i18n_view_cart\":\"View cart\",\"cart_url\":\"https:\\/\\/harvest.org\\/cart\\/\",\"is_cart\":\"\",\"cart_redirect_after_add\":\"no\"};var woocommerce_params = {\"ajax_url\":\"\\/wp-admin\\/admin-ajax.php\",\"wc_ajax_url\":\"\\/?wc-ajax=%%endpoint%%\"};function optimocha_getCookie(name) {\n\t\t\t\t\tvar v = document.cookie.match(\"(^|;) ?\" + name + \"=([^;]*)(;|$)\");\n\t\t\t\t\treturn v ? 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# import requests
# blog_post = requests.get("https://harvest.org/resources/gregs-blog/post/kobe-bryants-death-reminds-us-life-is-not-fair/")
# content = blog_post.content
# clean_text_py = clean_content.get_text()
#
# This chunk is not working so USing the exercise blog link
import requests
blog_post = requests.get("https://www.aggieerin.com/post/getting-translations-with-rvest-and-selenium/")
content = blog_post.content
# clean_content = BeautifulSoup(content)
# clean_text_py = clean_content.get_text()
from bs4 import BeautifulSoup
clean_content = BeautifulSoup(content)
clean_text_py = clean_content.get_text()
print(clean_text_py[1000:2000])## s with rvest and Selenium",
## "description" : "In this guide, I’ll go over how you can use web scraping rvest and Selenium to get translations from Google Translate. Note: I encourage responsible scraping - I always try to do it with some space between requests. You can only do 5000 characters at a time with the free Google translate. I will say that I tried to do this with just rvest and the predictability of the links for Google translate - but I could not get rvest to pull the right data off the page, so here’s a slightly more difficult approach that appears to work.",
## "inLanguage" : "en",
## "wordCount": 729 ,
## "datePublished" : "2019-10-07T00:00:00",
## "dateModified" : "2019-10-07T00:00:00",
## "image" : "https:\/\/doomlab.github.io\/img\/header.jpg",
## "keywords" : [ "text processing, rstudio, how-to, github, guides" ],
## "mainEntityOfPage" : "https:\/\/doomlab.github.io\/post\/getting-translations-with-rvest-and-selenium\/",
## "publisher" : {
## "@type": "Organization",
## "clean_text_py[1000:2000]
## 's with rvest and Selenium",\n "description" : "In this guide, I’ll go over how you can use web scraping rvest and Selenium to get translations from Google Translate. Note: I encourage responsible scraping - I always try to do it with some space between requests. You can only do 5000 characters at a time with the free Google translate. I will say that I tried to do this with just rvest and the predictability of the links for Google translate - but I could not get rvest to pull the right data off the page, so here’s a slightly more difficult approach that appears to work.",\n "inLanguage" : "en",\n "wordCount": 729 ,\n "datePublished" : "2019-10-07T00:00:00",\n "dateModified" : "2019-10-07T00:00:00",\n "image" : "https:\\/\\/doomlab.github.io\\/img\\/header.jpg",\n "keywords" : [ "text processing, rstudio, how-to, github, guides" ],\n "mainEntityOfPage" : "https:\\/\\/doomlab.github.io\\/post\\/getting-translations-with-rvest-and-selenium\\/",\n "publisher" : {\n "@type": "Organization",\n "'
from bs4 import BeautifulSoup
clean_content = BeautifulSoup(content)
clean_text_py = clean_content.get_text()
print(clean_text_py[1000:2000])## s with rvest and Selenium",
## "description" : "In this guide, I’ll go over how you can use web scraping rvest and Selenium to get translations from Google Translate. Note: I encourage responsible scraping - I always try to do it with some space between requests. You can only do 5000 characters at a time with the free Google translate. I will say that I tried to do this with just rvest and the predictability of the links for Google translate - but I could not get rvest to pull the right data off the page, so here’s a slightly more difficult approach that appears to work.",
## "inLanguage" : "en",
## "wordCount": 729 ,
## "datePublished" : "2019-10-07T00:00:00",
## "dateModified" : "2019-10-07T00:00:00",
## "image" : "https:\/\/doomlab.github.io\/img\/header.jpg",
## "keywords" : [ "text processing, rstudio, how-to, github, guides" ],
## "mainEntityOfPage" : "https:\/\/doomlab.github.io\/post\/getting-translations-with-rvest-and-selenium\/",
## "publisher" : {
## "@type": "Organization",
## "clean_text_r <- tolower(clean_text)
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d.createelement(s);\n\t\t\tjs.id = id;\n\t\t\tjs.src = \"https://connect.facebook.net/en_us/sdk.js\";\n\t\t\tfjs.parentnode.insertbefore(js, fjs);\n\t\t}(document, 'script', 'facebook-jssdk')); menuknow godresourcesboise harvestchurchstoreaboutdonatebecome a harvest partnergive a one-time gift search search for: resources menu todaydevotionwebcaststvradiogreg’s blogvirtueebookscoursespodcastsnews greg's blogkobe bryant’s death reminds us life is not fair by greg laurie on jan 27, 2020 i could hardly believe the news this weekend: kobe bryant, the la lakers basketball superstar, had died in a helicopter accident near los angeles. eight other people, including his 13-year-old daughter gianna, also perished in the crash.how could a champion like kobe, so vibrant and full of life, suddenly leave us?kobe bryant was among the very best to play in the nba. he played 20 seasons with the la lakers, won 5 championship rings and finished with 33,643 career points. at 41 years old, he was a living and breathing legend that even other nba stars were star-struck by.he even picked his own nickname, “black mamba,” after the fastest lethal snake in the world—and passed it on to his daughter gianna, a budding basketball star, whom he called “mambacita.”the truth is, the vast majority of us didn’t know kobe personally. maybe we went to one of his games, but that was the extent of our relationship with him. yet his death somehow has touched millions of americans deeply. i believe it’s because it suddenly jolted us to the reality that life is not fair.why are people like kobe and his daughter and the other passengers aboard that fateful flight taken while others will wake up tomorrow to face a new day?there are no easy explanations, but here are three things we should keep in mind as we reflect on kobe’s passing:1. life is preciousi have a smartwatch. periodically, i will get a message on it that simply says, “breathe.” funny thing is, i was breathing already, but it’s reminding me of something that i should never take for granted.every day is a gift. every single heartbeat and every breath you take is a blessing. don’t take it for granted. and don’t take your health or your family for granted either.the bible reminds us, “teach us to realize the brevity of life, so that we may grow in wisdom” (psalm 90:12 nlt).kobe was a very successful man with many beautiful things, but i am certain he would have traded it all for one more precious day of life. he was not given that choice.2. don’t ask ‘why?’ — ask ‘who?’i remember the day 11 years ago when my wife and i heard the devastating news that our son christopher had died in an automobile accident on his way to work. it was as if all the air was sucked out of the room and time stood still. i felt as though if words could kill you, i could have died on the spot that day.in my time of pain and darkness, i called out to god, and he was there for me. the bible says he is “the god of all comfort” (2 corinthians 1:3).sometimes things happen in life that are unfair, and we will never get a satisfying answer for why they happened. at times such as these, i have learned that the right question to ask is not “why?” but “who?” who do you turn to at a time like this?you turn to god and ask him for the strength you need to go on another day. and you cry and mourn.the bible says, “be happy with those who are happy, and weep with those who weep” (romans 12:15 nlt). many people wept with us when our son christopher died. right now, kobe’s family needs support and love.we need to remember to pray for kobe’s wife, vanessa, and his children, natalia, bianka, and capri. kobe is also survived by his father joe and his mother pam. i cannot imagine the devastation they are all feeling over the loss of both kobe and gianna. we must also remember to pray for the families of the seven others who died as well. their names are:<U+25AA>john altobelli, 56, orange coast college head baseball coach <U+25AA>kerri altobelli, john’s wife <U+25AA>alyssa altobelli, john and kerri’s daughter, who was gianna’s basketball teammate <U+25AA>sarah chester <U+25AA>payton chester, sarah’s daughter and another basketball teammate <U+25AA>christina mauser, girls basketball coach at mamba sports academy <U+25AA>ara zobayan, pilot3. we must preparedeath isn’t a respecter of people. it doesn’t care if you are rich or poor; religious or not; famous, infamous or unknown; or even the great kobe bryant, who had vast resources and money at his disposal. it knocks at every door, and sadly one day it will knock at your door and mine.but death is not the end. the bible talks about an afterlife—a concept even many people who are nonreligious believe in. jesus spoke about it.he said, “i am the resurrection and the life. the one who believes in me will live, even though they die; and whoever lives by believing in me will never die” (john 11:25-26).it’s because of this hope of eternity that followers of jesus do not “grieve like people who have no hope” (1 thessalonians 4:13). if we believe in and follow jesus, we can rest assured that death will not get the final word but we will be in heaven with him. we would like to offer you a free ebook on the subject of pain and suffering titled, getting through the storms of life. click the link below for your free ebook.https://harvest.org/resources/ebook/getting-through-the-storms-of-life/ topicskobe bryantlosssuffering did you pray with pastor greg?to help you get started, we would love to send you a free bible and other resources to help you grow in your faith. get resources breakthrough - dvdthe inspiring film breakthrough – dvd will touch your heart and bolster your faith. get a copy when you donate to god’s work at harvest ministries today. support today!more for you webcast webcast10, part one 10, book of exodussunday morninggreg lauriefeb 2, 2020 devotion devotionon the potter’s wheel god has a plan. don’t sabotage it.greg lauriefeb 1, 2020 radio radiohow to never stumble or fall - i john 18, luke 22greg lauriefeb 1, 2020 var audioplayer = document.getelementbyid(\"audioplayer\"); \n\tfunction playaudio() { \n\t\taudioplayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadein(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addclass('hidden');\n\t\t\t});\n\t\t});\n\t}(jquery); breakthrough - dvdone mother’s fervent prayers lead to an amazing miracle for a young boy in dire circumstances. watch this inspiring story on dvd, our gift of thanks for your donation today. give here knowing god and making him known.facebooktwitterinstagramyoutubewebcaststv broadcastsdevotiongreg’s blogvirtueradiopodcastscoursesebooksnewsroomcontact us get exclusive updates from greg laurie hbspt.forms.create({\n portalid: \"2898837\",\n formid: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });privacy policyterms and conditions all rights 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d.createelement(s);\n\t\t\tjs.id = id;\n\t\t\tjs.src = \"https://connect.facebook.net/en_us/sdk.js\";\n\t\t\tfjs.parentnode.insertbefore(js, fjs);\n\t\t}(document, 'script', 'facebook-jssdk')); menuknow godresourcesboise harvestchurchstoreaboutdonatebecome a harvest partnergive a one-time gift search search for: resources menu todaydevotionwebcaststvradiogreg's blogvirtueebookscoursespodcastsnews greg's blogkobe bryant's death reminds us life is not fair by greg laurie on jan 27, 2020 i could hardly believe the news this weekend: kobe bryant, the la lakers basketball superstar, had died in a helicopter accident near los angeles. eight other people, including his 13-year-old daughter gianna, also perished in the crash.how could a champion like kobe, so vibrant and full of life, suddenly leave us?kobe bryant was among the very best to play in the nba. he played 20 seasons with the la lakers, won 5 championship rings and finished with 33,643 career points. at 41 years old, he was a living and breathing legend that even other nba stars were star-struck by.he even picked his own nickname, \"black mamba,\" after the fastest lethal snake in the world-and passed it on to his daughter gianna, a budding basketball star, whom he called \"mambacita.\"the truth is, the vast majority of us didn't know kobe personally. maybe we went to one of his games, but that was the extent of our relationship with him. yet his death somehow has touched millions of americans deeply. i believe it's because it suddenly jolted us to the reality that life is not fair.why are people like kobe and his daughter and the other passengers aboard that fateful flight taken while others will wake up tomorrow to face a new day?there are no easy explanations, but here are three things we should keep in mind as we reflect on kobe's passing:1. life is preciousi have a smartwatch. periodically, i will get a message on it that simply says, \"breathe.\" funny thing is, i was breathing already, but it's reminding me of something that i should never take for granted.every day is a gift. every single heartbeat and every breath you take is a blessing. don't take it for granted. and don't take your health or your family for granted either.the bible reminds us, \"teach us to realize the brevity of life, so that we may grow in wisdom\" (psalm 90:12 nlt).kobe was a very successful man with many beautiful things, but i am certain he would have traded it all for one more precious day of life. he was not given that choice.2. don't ask 'why?' - ask 'who?'i remember the day 11 years ago when my wife and i heard the devastating news that our son christopher had died in an automobile accident on his way to work. it was as if all the air was sucked out of the room and time stood still. i felt as though if words could kill you, i could have died on the spot that day.in my time of pain and darkness, i called out to god, and he was there for me. the bible says he is \"the god of all comfort\" (2 corinthians 1:3).sometimes things happen in life that are unfair, and we will never get a satisfying answer for why they happened. at times such as these, i have learned that the right question to ask is not \"why?\" but \"who?\" who do you turn to at a time like this?you turn to god and ask him for the strength you need to go on another day. and you cry and mourn.the bible says, \"be happy with those who are happy, and weep with those who weep\" (romans 12:15 nlt). many people wept with us when our son christopher died. right now, kobe's family needs support and love.we need to remember to pray for kobe's wife, vanessa, and his children, natalia, bianka, and capri. kobe is also survived by his father joe and his mother pam. i cannot imagine the devastation they are all feeling over the loss of both kobe and gianna. we must also remember to pray for the families of the seven others who died as well. their names are:<U+25AA>john altobelli, 56, orange coast college head baseball coach <U+25AA>kerri altobelli, john's wife <U+25AA>alyssa altobelli, john and kerri's daughter, who was gianna's basketball teammate <U+25AA>sarah chester <U+25AA>payton chester, sarah's daughter and another basketball teammate <U+25AA>christina mauser, girls basketball coach at mamba sports academy <U+25AA>ara zobayan, pilot3. we must preparedeath isn't a respecter of people. it doesn't care if you are rich or poor; religious or not; famous, infamous or unknown; or even the great kobe bryant, who had vast resources and money at his disposal. it knocks at every door, and sadly one day it will knock at your door and mine.but death is not the end. the bible talks about an afterlife-a concept even many people who are nonreligious believe in. jesus spoke about it.he said, \"i am the resurrection and the life. the one who believes in me will live, even though they die; and whoever lives by believing in me will never die\" (john 11:25-26).it's because of this hope of eternity that followers of jesus do not \"grieve like people who have no hope\" (1 thessalonians 4:13). if we believe in and follow jesus, we can rest assured that death will not get the final word but we will be in heaven with him. we would like to offer you a free ebook on the subject of pain and suffering titled, getting through the storms of life. click the link below for your free ebook.https://harvest.org/resources/ebook/getting-through-the-storms-of-life/ topicskobe bryantlosssuffering did you pray with pastor greg?to help you get started, we would love to send you a free bible and other resources to help you grow in your faith. get resources breakthrough - dvdthe inspiring film breakthrough - dvd will touch your heart and bolster your faith. get a copy when you donate to god's work at harvest ministries today. support today!more for you webcast webcast10, part one 10, book of exodussunday morninggreg lauriefeb 2, 2020 devotion devotionon the potter's wheel god has a plan. don't sabotage it.greg lauriefeb 1, 2020 radio radiohow to never stumble or fall - i john 18, luke 22greg lauriefeb 1, 2020 var audioplayer = document.getelementbyid(\"audioplayer\"); \n\tfunction playaudio() { \n\t\taudioplayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadein(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addclass('hidden');\n\t\t\t});\n\t\t});\n\t}(jquery); breakthrough - dvdone mother's fervent prayers lead to an amazing miracle for a young boy in dire circumstances. watch this inspiring story on dvd, our gift of thanks for your donation today. give here knowing god and making him known.facebooktwitterinstagramyoutubewebcaststv broadcastsdevotiongreg's blogvirtueradiopodcastscoursesebooksnewsroomcontact us get exclusive updates from greg laurie hbspt.forms.create({\n portalid: \"2898837\",\n formid: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });privacy policyterms and conditions all rights reserved harvest ministries 2020 window.onload = function($) {\n\t\t\t$(document).ready(() => {\n\t\t\t\tsimplycountdown('.countdown-container', {\n\t\t\t\t\tyear: '2020',\n\t\t\t\t\tmonth: '1',\n\t\t\t\t\tday: '01',\n\t\t\t\t\thours: '8',\n\t\t\t\t\tminutes: '00',\n\t\t\t\t\tplural: true,\n\t\t\t\t\tzeropad: true,\n\t\t\t\t\tenableutc: false,\n\t\t\t\t\twords: {\n\t\t\t\t\t\tminutes: 'min',\n\t\t\t\t\t\tseconds: 'sec'\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t// set timeout ondomready\n\t\t\t$(function() {\n\t\t\t\t\tsettimeout(delayedfragmenttargetoffset, 500);\n\t\t\t});\n\n\t\t\t// add scroll offset to fragment target (if there is one)\n\t\t\tfunction delayedfragmenttargetoffset(){\n\t\t\t\t\tvar offset = $(':target').offset();\n\t\t\t\t\tif(offset){\n\t\t\t\t\t\t\tvar scrollto = offset.top - 110; // minus fixed header height\n\t\t\t\t\t\t\t$('html, body').animate({scrolltop:scrollto}, 0);\n\t\t\t\t\t}\n\t\t\t}\n\t\t});\n\t}(jquery);var gmapstyles = 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'function') {\n return;\n }\n\n if (typeof mutation.addednodes[i].getelementsbyclassname !== 'function') {\n return;\n }\n\n imgs = mutation.addednodes[i].getelementsbytagname('img');\n iframes = mutation.addednodes[i].getelementsbytagname('iframe');\n rocket_lazy = mutation.addednodes[i].getelementsbyclassname('rocket-lazyload');\n\n if ( 0 === imgs.length && 0 === iframes.length && 0 === rocket_lazy.length ) {\n return;\n }\n\n lazyloadinstance.update();\n }\n } );\n } );\n \n var b = document.getelementsbytagname(\"body\")[0];\n var config = { childlist: true, subtree: true };\n \n observer.observe(b, config);\n }\n }, false);"unicodedata in python to remove any symbols from your text.##python chunk
import unicodedata
def remove_accented_chars(text):
text = unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode('utf-8', 'ignore')
return text
clean_text_py = remove_accented_chars(clean_text_py)
clean_text_py[100:200]## 'chema.org",\n "@type": "website",\n "name": "dr. erin buchanan",\n \n "url": "https:\\/\\/doom'##r chunk
library(textclean)
words = unlist(tokenize_words(clean_text_1_lower_rv))
words = str_replace_all(words, pattern = "'",
replacement = "")
words[11]## [1] "bryants"replace_contraction(words,
contraction.key = lexicon::key_contractions,
ignore.case = T)[11] ## [1] "bryants"words## [1] "function"
## [2] "html"
## [3] "html.classname"
## [4] "html.classname.replace"
## [5] "bno"
## [6] "js"
## [7] "b"
## [8] "js"
## [9] "document.documentelement"
## [10] "kobe"
## [11] "bryants"
## [12] "death"
## [13] "reminds"
## [14] "us"
## [15] "life"
## [16] "is"
## [17] "not"
## [18] "fair"
## [19] "var"
## [20] "gtm4wp_datalayer_name"
## [21] "datalayer"
## [22] "var"
## [23] "datalayer"
## [24] "datalayer"
## [25] "var"
## [26] "gtm4wp_use_sku_instead"
## [27] "1"
## [28] "var"
## [29] "gtm4wp_id_prefix"
## [30] "var"
## [31] "gtm4wp_remarketing"
## [32] "1"
## [33] "var"
## [34] "gtm4wp_eec"
## [35] "1"
## [36] "var"
## [37] "gtm4wp_classicec"
## [38] "1"
## [39] "var"
## [40] "gtm4wp_currency"
## [41] "usd"
## [42] "var"
## [43] "gtm4wp_product_per_impression"
## [44] "0"
## [45] "context"
## [46] "https"
## [47] "schema.org"
## [48] "graph"
## [49] "type"
## [50] "website"
## [51] "id"
## [52] "https"
## [53] "harvest.org"
## [54] "website"
## [55] "url"
## [56] "https"
## [57] "harvest.org"
## [58] "name"
## [59] "harvest"
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## [61] "type"
## [62] "searchaction"
## [63] "target"
## [64] "https"
## [65] "harvest.org"
## [66] "s"
## [67] "search_term_string"
## [68] "query"
## [69] "input"
## [70] "required"
## [71] "name"
## [72] "search_term_string"
## [73] "type"
## [74] "imageobject"
## [75] "id"
## [76] "https"
## [77] "harvest.org"
## [78] "resources"
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## [80] "blog"
## [81] "post"
## [82] "kobe"
## [83] "bryants"
## [84] "death"
## [85] "reminds"
## [86] "us"
## [87] "life"
## [88] "is"
## [89] "not"
## [90] "fair"
## [91] "primaryimage"
## [92] "url"
## [93] "https"
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## [95] "harvestsite"
## [96] "2020"
## [97] "01"
## [98] "58cc03bb"
## [99] "gettyimages"
## [100] "1196594255"
## [101] "jpg"
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## [103] "1024"
## [104] "height"
## [105] "683"
## [106] "type"
## [107] "webpage"
## [108] "id"
## [109] "https"
## [110] "harvest.org"
## [111] "resources"
## [112] "gregs"
## [113] "blog"
## [114] "post"
## [115] "kobe"
## [116] "bryants"
## [117] "death"
## [118] "reminds"
## [119] "us"
## [120] "life"
## [121] "is"
## [122] "not"
## [123] "fair"
## [124] "webpage"
## [125] "url"
## [126] "https"
## [127] "harvest.org"
## [128] "resources"
## [129] "gregs"
## [130] "blog"
## [131] "post"
## [132] "kobe"
## [133] "bryants"
## [134] "death"
## [135] "reminds"
## [136] "us"
## [137] "life"
## [138] "is"
## [139] "not"
## [140] "fair"
## [141] "inlanguage"
## [142] "en"
## [143] "us"
## [144] "name"
## [145] "kobe"
## [146] "bryant"
## [147] "039"
## [148] "s"
## [149] "death"
## [150] "reminds"
## [151] "us"
## [152] "life"
## [153] "is"
## [154] "not"
## [155] "fair"
## [156] "ispartof"
## [157] "id"
## [158] "https"
## [159] "harvest.org"
## [160] "website"
## [161] "primaryimageofpage"
## [162] "id"
## [163] "https"
## [164] "harvest.org"
## [165] "resources"
## [166] "gregs"
## [167] "blog"
## [168] "post"
## [169] "kobe"
## [170] "bryants"
## [171] "death"
## [172] "reminds"
## [173] "us"
## [174] "life"
## [175] "is"
## [176] "not"
## [177] "fair"
## [178] "primaryimage"
## [179] "datepublished"
## [180] "2020"
## [181] "01"
## [182] "27t17"
## [183] "15"
## [184] "32"
## [185] "08"
## [186] "00"
## [187] "datemodified"
## [188] "2020"
## [189] "01"
## [190] "28t09"
## [191] "00"
## [192] "28"
## [193] "08"
## [194] "00"
## [195] "var"
## [196] "datalayer_content"
## [197] "pageposttype"
## [198] "gregsblog"
## [199] "pageposttype2"
## [200] "single"
## [201] "gregsblog"
## [202] "pageattributes"
## [203] "kobe"
## [204] "bryant"
## [205] "loss"
## [206] "suffering"
## [207] "pagepostauthor"
## [208] "josh"
## [209] "morris"
## [210] "customertotalorders"
## [211] "0"
## [212] "customertotalordervalue"
## [213] "0.00"
## [214] "customerfirstname"
## [215] "customerlastname"
## [216] "customerbillingfirstname"
## [217] "customerbillinglastname"
## [218] "customerbillingcompany"
## [219] "customerbillingaddress1"
## [220] "customerbillingaddress2"
## [221] "customerbillingcity"
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## [2455] "config"
## [2456] "false"##python chunk
# for contraction, expansion in contractions_dict.items():
# clean_text_py = clean_text_py.replace(contraction, expansion)
#
# clean_text_py[1000:2000]
hunspell package in R - it’s ok to use the first, most probable option, like we did in class.##r chunk
spelling.errors <- hunspell(clean_text_1_lower_rv)
spelling.sugg <- hunspell_suggest(unlist(spelling.errors), dict = dictionary("en_US"))
# Pick the first suggestion
spelling.sugg <- unlist(lapply(spelling.sugg, function(x) x[1]))
spelling.dict <- as.data.frame(cbind(spelling.errors,spelling.sugg))
spelling.dict$spelling.pattern <- paste0("\\b", spelling.dict$spelling.errors, "\\b")
#Replace the words
words_replc <-stri_replace_all_regex(str = clean_text_1_lower_rv,
pattern = spelling.dict$spelling.pattern,
replacement = spelling.dict$spelling.sugg,
vectorize_all = FALSE)
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and breathing legend that even other nba stars were star-struck by.he even picked his own nickname, \"black mamba,\" after the fastest lethal snake in the world-and passed it on to his daughter gianna, a budding basketball star, whom he called \"mambacita.\"the truth is, the vast majority of us didn't know kobe personally. maybe we went to one of his games, but that was the extent of our relationship with him. yet his death somehow has touched millions of americans deeply. i believe it's because it suddenly jolted us to the reality that life is not fair.why are people like kobe and his daughter and the other passengers aboard that fateful flight taken while others will wake up tomorrow to face a new day?there are no easy explanations, but here are three things we should keep in mind as we reflect on kobe's passing:1. life is preciousi have a smartwatch. periodically, i will get a message on it that simply says, \"breathe.\" funny thing is, i was breathing already, but it's reminding me of something that i should never take for granted.every day is a gift. every single heartbeat and every breath you take is a blessing. don't take it for granted. and don't take your health or your family for granted either.the bible reminds us, \"teach us to realize the brevity of life, so that we may grow in wisdom\" (psalm 90:12 nlt).kobe was a very successful man with many beautiful things, but i am certain he would have traded it all for one more precious day of life. he was not given that choice.2. don't ask 'why?' - ask 'who?'i remember the day 11 years ago when my wife and i heard the devastating news that our son christopher had died in an automobile accident on his way to work. it was as if all the air was sucked out of the room and time stood still. i felt as though if words could kill you, i could have died on the spot that day.in my time of pain and darkness, i called out to god, and he was there for me. the bible says he is \"the god of all comfort\" (2 corinthians 1:3).sometimes things happen in life that are unfair, and we will never get a satisfying answer for why they happened. at times such as these, i have learned that the right question to ask is not \"why?\" but \"who?\" who do you turn to at a time like this?you turn to god and ask him for the strength you need to go on another day. and you cry and mourn.the bible says, \"be happy with those who are happy, and weep with those who weep\" (romans 12:15 nlt). many people wept with us when our son christopher died. right now, kobe's family needs support and love.we need to remember to pray for kobe's wife, vanessa, and his children, natalia, bianka, and capri. kobe is also survived by his father joe and his mother pam. i cannot imagine the devastation they are all feeling over the loss of both kobe and gianna. we must also remember to pray for the families of the seven others who died as well. their names are:<U+25AA>john altobelli, 56, orange coast college head baseball coach <U+25AA>kerri altobelli, john's wife <U+25AA>alyssa altobelli, john and kerri's daughter, who was gianna's basketball teammate <U+25AA>sarah chester <U+25AA>payton chester, sarah's daughter and another basketball teammate <U+25AA>christina mauser, girls basketball coach at mamba sports academy <U+25AA>ara zobayan, pilot3. we must preparedeath isn't a respecter of people. it doesn't care if you are rich or poor; religious or not; famous, infamous or unknown; or even the great kobe bryant, who had vast resources and money at his disposal. it knocks at every door, and sadly one day it will knock at your door and mine.but death is not the end. the bible talks about an afterlife-a concept even many people who are nonreligious believe in. jesus spoke about it.he said, \"i am the resurrection and the life. the one who believes in me will live, even though they die; and whoever lives by believing in me will never die\" (john 11:25-26).it's because of this hope of eternity that followers of jesus do not \"grieve like people who have no hope\" (1 thessalonians 4:13). if we believe in and follow jesus, we can rest assured that death will not get the final word but we will be in heaven with him. we would like to offer you a free ebook on the subject of pain and suffering titled, getting through the storms of life. click the link below for your free ebook.https://harvest.org/resources/ebook/getting-through-the-storms-of-life/ topicskobe bryantlosssuffering did you pray with pastor greg?to help you get started, we would love to send you a free bible and other resources to help you grow in your faith. get resources breakthrough - dvdthe inspiring film breakthrough - dvd will touch your heart and bolster your faith. get a copy when you donate to god's work at harvest ministries today. support today!more for you webcast webcast10, part one 10, book of exodussunday morninggreg lauriefeb 2, 2020 devotion devotionon the potter's wheel god has a plan. don't sabotage it.greg lauriefeb 1, 2020 radio radiohow to never stumble or fall - i john 18, luke 22greg lauriefeb 1, 2020 var audioplayer = document.getelementbyid(\"audioplayer\"); \n\tfunction playaudio() { \n\t\taudioplayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadein(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addclass('hidden');\n\t\t\t});\n\t\t});\n\t}(jquery); breakthrough - dvdone mother's fervent prayers lead to an amazing miracle for a young boy in dire circumstances. watch this inspiring story on dvd, our gift of thanks for your donation today. give here knowing god and making him known.facebooktwitterinstagramyoutubewebcaststv broadcastsdevotiongreg's blogvirtueradiopodcastscoursesebooksnewsroomcontact us get exclusive updates from greg laurie hbspt.forms.create({\n portalid: \"2898837\",\n formid: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });privacy policyterms and 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return text
clean_text_py = remove_accented_chars(clean_text_py)
clean_text_py[100:200]## 'chema.org",\n "@type": "website",\n "name": "dr. erin buchanan",\n \n "url": "https:\\/\\/doom'textstem.##r chunk
lemmatize_words_replaced <- lemmatize_words(words_replc)
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d.createelement(s);\n\t\t\tjs.id = id;\n\t\t\tjs.src = \"https://connect.facebook.net/en_us/sdk.js\";\n\t\t\tfjs.parentnode.insertbefore(js, fjs);\n\t\t}(document, 'script', 'facebook-jssdk')); menuknow godresourcesboise harvestchurchstoreaboutdonatebecome a harvest partnergive a one-time gift search search for: resources menu todaydevotionwebcaststvradiogreg's blogvirtueebookscoursespodcastsnews greg's blogkobe bryant's death reminds us life is not fair by greg laurie on jan 27, 2020 i could hardly believe the news this weekend: kobe bryant, the la lakers basketball superstar, had died in a helicopter accident near los angeles. eight other people, including his 13-year-old daughter gianna, also perished in the crash.how could a champion like kobe, so vibrant and full of life, suddenly leave us?kobe bryant was among the very best to play in the nba. he played 20 seasons with the la lakers, won 5 championship rings and finished with 33,643 career points. at 41 years old, he was a living and breathing legend that even other nba stars were star-struck by.he even picked his own nickname, \"black mamba,\" after the fastest lethal snake in the world-and passed it on to his daughter gianna, a budding basketball star, whom he called \"mambacita.\"the truth is, the vast majority of us didn't know kobe personally. maybe we went to one of his games, but that was the extent of our relationship with him. yet his death somehow has touched millions of americans deeply. i believe it's because it suddenly jolted us to the reality that life is not fair.why are people like kobe and his daughter and the other passengers aboard that fateful flight taken while others will wake up tomorrow to face a new day?there are no easy explanations, but here are three things we should keep in mind as we reflect on kobe's passing:1. life is preciousi have a smartwatch. periodically, i will get a message on it that simply says, \"breathe.\" funny thing is, i was breathing already, but it's reminding me of something that i should never take for granted.every day is a gift. every single heartbeat and every breath you take is a blessing. don't take it for granted. and don't take your health or your family for granted either.the bible reminds us, \"teach us to realize the brevity of life, so that we may grow in wisdom\" (psalm 90:12 nlt).kobe was a very successful man with many beautiful things, but i am certain he would have traded it all for one more precious day of life. he was not given that choice.2. don't ask 'why?' - ask 'who?'i remember the day 11 years ago when my wife and i heard the devastating news that our son christopher had died in an automobile accident on his way to work. it was as if all the air was sucked out of the room and time stood still. i felt as though if words could kill you, i could have died on the spot that day.in my time of pain and darkness, i called out to god, and he was there for me. the bible says he is \"the god of all comfort\" (2 corinthians 1:3).sometimes things happen in life that are unfair, and we will never get a satisfying answer for why they happened. at times such as these, i have learned that the right question to ask is not \"why?\" but \"who?\" who do you turn to at a time like this?you turn to god and ask him for the strength you need to go on another day. and you cry and mourn.the bible says, \"be happy with those who are happy, and weep with those who weep\" (romans 12:15 nlt). many people wept with us when our son christopher died. right now, kobe's family needs support and love.we need to remember to pray for kobe's wife, vanessa, and his children, natalia, bianka, and capri. kobe is also survived by his father joe and his mother pam. i cannot imagine the devastation they are all feeling over the loss of both kobe and gianna. we must also remember to pray for the families of the seven others who died as well. their names are:<U+25AA>john altobelli, 56, orange coast college head baseball coach <U+25AA>kerri altobelli, john's wife <U+25AA>alyssa altobelli, john and kerri's daughter, who was gianna's basketball teammate <U+25AA>sarah chester <U+25AA>payton chester, sarah's daughter and another basketball teammate <U+25AA>christina mauser, girls basketball coach at mamba sports academy <U+25AA>ara zobayan, pilot3. we must preparedeath isn't a respecter of people. it doesn't care if you are rich or poor; religious or not; famous, infamous or unknown; or even the great kobe bryant, who had vast resources and money at his disposal. it knocks at every door, and sadly one day it will knock at your door and mine.but death is not the end. the bible talks about an afterlife-a concept even many people who are nonreligious believe in. jesus spoke about it.he said, \"i am the resurrection and the life. the one who believes in me will live, even though they die; and whoever lives by believing in me will never die\" (john 11:25-26).it's because of this hope of eternity that followers of jesus do not \"grieve like people who have no hope\" (1 thessalonians 4:13). if we believe in and follow jesus, we can rest assured that death will not get the final word but we will be in heaven with him. we would like to offer you a free ebook on the subject of pain and suffering titled, getting through the storms of life. click the link below for your free ebook.https://harvest.org/resources/ebook/getting-through-the-storms-of-life/ topicskobe bryantlosssuffering did you pray with pastor greg?to help you get started, we would love to send you a free bible and other resources to help you grow in your faith. get resources breakthrough - dvdthe inspiring film breakthrough - dvd will touch your heart and bolster your faith. get a copy when you donate to god's work at harvest ministries today. support today!more for you webcast webcast10, part one 10, book of exodussunday morninggreg lauriefeb 2, 2020 devotion devotionon the potter's wheel god has a plan. don't sabotage it.greg lauriefeb 1, 2020 radio radiohow to never stumble or fall - i john 18, luke 22greg lauriefeb 1, 2020 var audioplayer = document.getelementbyid(\"audioplayer\"); \n\tfunction playaudio() { \n\t\taudioplayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadein(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addclass('hidden');\n\t\t\t});\n\t\t});\n\t}(jquery); breakthrough - dvdone mother's fervent prayers lead to an amazing miracle for a young boy in dire circumstances. watch this inspiring story on dvd, our gift of thanks for your donation today. give here knowing god and making him known.facebooktwitterinstagramyoutubewebcaststv broadcastsdevotiongreg's blogvirtueradiopodcastscoursesebooksnewsroomcontact us get exclusive updates from greg laurie hbspt.forms.create({\n portalid: \"2898837\",\n formid: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });privacy policyterms and 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'function') {\n return;\n }\n\n if (typeof mutation.addednodes[i].getelementsbyclassname !== 'function') {\n return;\n }\n\n imgs = mutation.addednodes[i].getelementsbytagname('img');\n iframes = mutation.addednodes[i].getelementsbytagname('iframe');\n rocket_lazy = mutation.addednodes[i].getelementsbyclassname('rocket-lazyload');\n\n if ( 0 === imgs.length && 0 === iframes.length && 0 === rocket_lazy.length ) {\n return;\n }\n\n lazyloadinstance.update();\n }\n } );\n } );\n \n var b = document.getelementsbytagname(\"body\")[0];\n var config = { childlist: true, subtree: true };\n \n observer.observe(b, config);\n }\n }, false);"spacy.##python chunk##r chunk
head(stopwords(kind = "SMART"))## [1] "a" "a's" "able" "about" "above" "according"words_removed1 <-removeWords(lemmatize_words_replaced, stopwords(kind = "SMART"))
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godresourcesboise harvestchurchstoreaboutdonatebecome harvest partnergive -time gift search search : resources menu todaydevotionwebcaststvradiogreg' blogvirtueebookscoursespodcastsnews greg' blogkobe bryant' death reminds life fair greg laurie jan 27, 2020 news weekend: kobe bryant, la lakers basketball superstar, died helicopter accident los angeles. people, including 13-year- daughter gianna, perished crash. champion kobe, vibrant full life, suddenly leave ?kobe bryant play nba. played 20 seasons la lakers, won 5 championship rings finished 33,643 career points. 41 years , living breathing legend nba stars star-struck . picked nickname, \"black mamba,\" fastest lethal snake world- passed daughter gianna, budding basketball star, called \"mambacita.\" truth , vast majority kobe personally. games, extent relationship . death touched millions americans deeply. suddenly jolted reality life fair. people kobe daughter passengers aboard fateful flight wake tomorrow face day? easy explanations, things mind reflect kobe' passing:1. life preciousi smartwatch. periodically, message simply , \"breathe.\" funny thing , breathing , reminding granted. day gift. single heartbeat breath blessing. granted. health family granted . bible reminds , \"teach realize brevity life, grow wisdom\" (psalm 90:12 nlt).kobe successful man beautiful things, traded precious day life. choice.2. '?' - '?' remember day 11 years ago wife heard devastating news son christopher died automobile accident work. air sucked room time stood . felt words kill , died spot day. time pain darkness, called god, . bible \" god comfort\" (2 corinthians 1:3). things happen life unfair, satisfying answer happened. times , learned question \"?\" \"?\" turn time ? turn god strength day. cry mourn. bible , \" happy happy, weep weep\" (romans 12:15 nlt). people wept son christopher died. , kobe' family support love. remember pray kobe' wife, vanessa, children, natalia, bianka, capri. kobe survived father joe mother pam. imagine devastation feeling loss kobe gianna. remember pray families died . names :<U+25AA>john altobelli, 56, orange coast college head baseball coach <U+25AA>kerri altobelli, john' wife <U+25AA>alyssa altobelli, john kerri' daughter, gianna' basketball teammate <U+25AA>sarah chester <U+25AA>payton chester, sarah' daughter basketball teammate <U+25AA>christina mauser, girls basketball coach mamba sports academy <U+25AA>ara zobayan, pilot3. preparedeath respecter people. care rich poor; religious ; famous, infamous unknown; great kobe bryant, vast resources money disposal. knocks door, sadly day knock door mine. death end. bible talks afterlife- concept people nonreligious . jesus spoke . , \" resurrection life. believes live, die; lives believing die\" (john 11:25-26). hope eternity followers jesus \"grieve people hope\" (1 thessalonians 4:13). follow jesus, rest assured death final word heaven . offer free ebook subject pain suffering titled, storms life. click link free ebook.https://harvest.org/resources/ebook/---storms--life/ topicskobe bryantlosssuffering pray pastor greg? started, love send free bible resources grow faith. resources breakthrough - dvdthe inspiring film breakthrough - dvd touch heart bolster faith. copy donate god' work harvest ministries today. support today! webcast webcast10, part 10, book exodussunday morninggreg lauriefeb 2, 2020 devotion devotionon potter' wheel god plan. sabotage .greg lauriefeb 1, 2020 radio radiohow stumble fall - john 18, luke 22greg lauriefeb 1, 2020 var audioplayer = document.getelementbyid(\"audioplayer\"); \n\tfunction playaudio() { \n\t\taudioplayer.play(); \n\t} \n\twindow.onload = function($) {\n\t\t$(document).ready(() => {\n\t\t\t$('#audio-play-button').click(function() {\n\t\t\t\t$('#audio-player').fadein(300);\n\t\t\t\tconsole.log('play')\n\t\t\t\t$('#audio-play-button').addclass('hidden');\n\t\t\t});\n\t\t});\n\t}(jquery); breakthrough - dvdone mother' fervent prayers lead amazing miracle young boy dire circumstances. watch inspiring story dvd, gift donation today. give knowing god making .facebooktwitterinstagramyoutubewebcaststv broadcastsdevotiongreg' blogvirtueradiopodcastscoursesebooksnewsroomcontact exclusive updates greg laurie hbspt.forms.create({\n portalid: \"2898837\",\n formid: \"5aa79fad-d846-4930-8edd-e4eb723048d9\"\n });privacy policyterms conditions rights reserved harvest ministries 2020 window.onload = function($) {\n\t\t\t$(document).ready(() => {\n\t\t\t\tsimplycountdown('.countdown-container', {\n\t\t\t\t\tyear: '2020',\n\t\t\t\t\tmonth: '1',\n\t\t\t\t\tday: '01',\n\t\t\t\t\thours: '8',\n\t\t\t\t\tminutes: '00',\n\t\t\t\t\tplural: true,\n\t\t\t\t\tzeropad: true,\n\t\t\t\t\tenableutc: false,\n\t\t\t\t\twords: {\n\t\t\t\t\t\tminutes: 'min',\n\t\t\t\t\t\tseconds: 'sec'\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t// set timeout ondomready\n\t\t\t$(function() {\n\t\t\t\t\tsettimeout(delayedfragmenttargetoffset, 500);\n\t\t\t});\n\n\t\t\t// add scroll offset fragment target ( )\n\t\t\tfunction delayedfragmenttargetoffset(){\n\t\t\t\t\tvar offset = $(':target').offset();\n\t\t\t\t\t(offset){\n\t\t\t\t\t\t\tvar scrollto = offset.top - 110; // minus fixed header height\n\t\t\t\t\t\t\t$('html, body').animate({scrolltop:scrollto}, 0);\n\t\t\t\t\t}\n\t\t\t}\n\t\t});\n\t}(jquery);var gmapstyles = 'default';.lazyload{display:;}window.lazysizesconfig=window.lazysizesconfig||{};window.lazysizesconfig.loadmode=1; var = document.body.classname;\n\t\t = .replace(/woocommerce--js/, 'woocommerce-js');\n\t\tdocument.body.classname = ; xvar wpcf7 = {\"apisettings\":{\"root\":\"https:\\/\\/harvest.org\\/wp-json\\/contact-form-7\\/v1\",\"namespace\":\"contact-form-7\\/v1\"},\"cached\":\"1\"};var insgalajax = {\"ajax_url\":\"https:\\/\\/harvest.org\\/wp-admin\\/admin-ajax.php\"};var pvcargsfrontend = {\"mode\":\"ajax\",\"requesturl\":\"https:\\/\\/harvest.org\\/wp-content\\/plugins\\/post-views-counter\\/includes\\/ajax.php\",\"postid\":\"467860\",\"nonce\":\"95bb7717b8\"};var wc_add_to_cart_params = {\"ajax_url\":\"\\/wp-admin\\/admin-ajax.php\",\"wc_ajax_url\":\"\\/?wc-ajax=%%endpoint%%\",\"i18n_view_cart\":\"view cart\",\"cart_url\":\"https:\\/\\/harvest.org\\/cart\\/\",\"is_cart\":\"\",\"cart_redirect_after_add\":\"\"};var woocommerce_params = {\"ajax_url\":\"\\/wp-admin\\/admin-ajax.php\",\"wc_ajax_url\":\"\\/?wc-ajax=%%endpoint%%\"};function optimocha_getcookie() {\n\t\t\t\t\tvar = document.cookie.match(\"(^|;) ?\" + + \"=([^;]*)(;|$)\");\n\t\t\t\t\treturn ? 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##python chunk
from nltk.corpus import stopwords
set(stopwords.words('english'))
## {'haven', 'own', 'into', 'how', 'where', 'shouldn', 'further', 'theirs', 'too', 'couldn', 'whom', 'some', 'not', 'during', "you're", 'having', "haven't", 'with', 'these', 'she', 'myself', 'that', "don't", 'through', 'don', 'most', 'isn', 'of', "you'd", "wasn't", 'ma', 'very', "didn't", 'mustn', 'should', 'my', "should've", 'off', 'any', 'he', 'had', "shouldn't", 've', "isn't", "hadn't", 'this', 'in', 'as', 'itself', "you'll", "won't", 'until', 'd', 'himself', 'it', 'been', 'them', 'each', 'their', "mightn't", "doesn't", 'under', "aren't", 're', 'why', 'his', 'no', 'doesn', 'me', 'between', 'both', 'over', 'now', 'ours', 'at', 'we', 'if', 'by', 'again', 'an', 'herself', 'out', 'be', 'here', 'there', 'did', 'when', 'your', 'other', 'am', 'about', "she's", 'before', 'wouldn', 'than', 'hadn', 'doing', 'do', 'shan', 'yours', 'a', 'such', "needn't", 'wasn', 'on', 'being', 't', "weren't", 'hers', 'after', "it's", 'does', 'needn', 'is', 'against', 'her', 'can', 'to', 'few', "mustn't", 'yourself', 'hasn', 'm', 'y', 'him', 'didn', 'won', 'for', 'ourselves', 'they', 'or', 'you', 'while', 'will', 'the', "that'll", 'll', 'once', 'below', 'o', "wouldn't", 'its', 'nor', 'up', 'mightn', 'aren', 'only', 'because', 'more', 'what', 'were', 'but', 'so', 'above', 'our', 'has', 'down', 'which', 'all', 's', 'ain', 'then', "you've", "hasn't", "couldn't", 'just', 'was', 'yourselves', 'i', 'those', 'same', "shan't", 'weren', 'are', 'from', 'themselves', 'who', 'and', 'have'}tokenize_words function to create a set of words for your R clean text.##r chunk
library(tokenizers)
words_removed_tokenize <-tokenize_words(words_removed1,
lowercase = T,
stopwords = NULL, #more on this later
strip_punct = T,
strip_numeric = F,
simplify = F) #list formatnltk or spacy to tokenize the words from your python clean text.##python chunk
import nltk
sentences = nltk.sent_tokenize(clean_text_py)
print(sentences[1:3])## ['note: i encourage responsible scraping - i always try to do it with some space between requests.', 'you can only do 5000 characters at a time with the free google translate.']words = nltk.word_tokenize(clean_text_py)
print(words[30:50])
## [',', '``', 'name', "''", ':', '``', 'dr.', 'erin', 'buchanan', "''", ',', '``', 'url', "''", ':', '``', 'https', ':', '\\/\\/doomlab.github.io', "''"]# import spacy
#
# #this is very common naming to get spacy langauge models started
# nlp = spacy.load('en_core_web_sm')
#
# spacy_processed = nlp(clean_text_py)
#
# list(spacy_processed.sents)[30:50]##r chunk
words_removed_tokenize[[1]][1:100]## [1] "function" "html"
## [3] "html.classname" "html.classname.replace"
## [5] "bno" "js"
## [7] "js" "document.documentelement"
## [9] "kobe" "bryant"
## [11] "death" "reminds"
## [13] "life" "fair"
## [15] "var" "gtm4wp_datalayer_name"
## [17] "datalayer" "var"
## [19] "datalayer" "datalayer"
## [21] "var" "gtm4wp_use_sku_instead"
## [23] "1" "var"
## [25] "gtm4wp_id_prefix" "var"
## [27] "gtm4wp_remarketing" "1"
## [29] "var" "gtm4wp_eec"
## [31] "1" "var"
## [33] "gtm4wp_classicec" "1"
## [35] "var" "gtm4wp_currency"
## [37] "usd" "var"
## [39] "gtm4wp_product_per_impression" "0"
## [41] "context" "https"
## [43] "schema.org" "graph"
## [45] "type" "website"
## [47] "id" "https"
## [49] "harvest.org" "website"
## [51] "url" "https"
## [53] "harvest.org" "harvest"
## [55] "potentialaction" "type"
## [57] "searchaction" "target"
## [59] "https" "harvest.org"
## [61] "search_term_string" "query"
## [63] "input" "required"
## [65] "search_term_string" "type"
## [67] "imageobject" "id"
## [69] "https" "harvest.org"
## [71] "resources" "gregs"
## [73] "blog" "post"
## [75] "kobe" "bryants"
## [77] "death" "reminds"
## [79] "life" "fair"
## [81] "primaryimage" "url"
## [83] "https" "harvest.org"
## [85] "harvestsite" "2020"
## [87] "01" "58cc03bb"
## [89] "gettyimages" "1196594255"
## [91] "jpg" "width"
## [93] "1024" "height"
## [95] "683" "type"
## [97] "webpage" "id"
## [99] "https" "harvest.org"##python chunk
# print(words[1:100])Note: here you can print out, summarize, or otherwise view your text in anyway you want.
This assignment might be a stepping step in NLP, however, it took a great amount of time to complete this. Best part, faced quite a few issues and resolved few of them.
Text is very messy, and we have to clean it up.Slicing and calling parts of variables in each language.Tokenization, Regular expressions,Removing symbols,Contractions,Spelling and chat type issues (yaaaayyyy versus yay),,temming,Lemmatization
For this assignment, my results are mostly for R chunk. I got better results in R: Better results recieved, for removing words(symbols), Tokenization rsults are quite good, and getting data read from a link.
Which text appears to be “cleaner”?
R processed seemed to have more sense and words without special characters, such as _ , . etc.
What differences can you spot? Python worked well for removing special characters. Although it was not fr same task.
Which processing approach appears to be easier? For this assignment, It was R for me. Faced lot of issues while dealing with Python in R environment. Hope so, more practice will give accumen to resolve the issues in further exercises.
##Key Learning: Overall, I got an idea how to import the data which library and packages are important and related to task associated with both envirnemtns. Also, various isues and how to resolve same. Removing speacial characters, tokenization of words, Contractions, and Temming.