Text_Summarization_gensim.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LCzCAelCEyI8"
   },
   "source": [
    "# Text Summarization\n",
    "\n",
    "Text summarization refers to the technique of shortening long pieces of text. The intention is to create a coherent and fluent summary having only the main points outlined in the document.\n",
    "Automatic text summarization is a common problem in machine learning and natural language processing (NLP)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GDffqoZTNa77"
   },
   "source": [
    "There are broadly two different approaches that are used for text summarization:\n",
    "\n",
    "* Extractive Summarization\n",
    "* Abstractive Summarization\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extractive Summarization\n",
    "The name gives away what this approach does. We identify the important sentences or phrases from the original text and extract only those from the text. Those extracted sentences would be our summary. The below diagram illustrates extractive summarization:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Extractive_Summarization.png](images/Extractive_Summarization.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_TttZz-jNdY5"
   },
   "source": [
    "In this notebook, we will use gensim for text summarization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NoplrNNgV7cY"
   },
   "outputs": [],
   "source": [
    "# ! pip install wikipedia\n",
    "# ! pip install gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the Libraries\n",
    "from gensim.summarization.summarizer import summarize \n",
    "from gensim.summarization import keywords \n",
    "import wikipedia "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rP8XJiS6Ifq_"
   },
   "outputs": [],
   "source": [
    "# Get wiki content. \n",
    "wikisearch = wikipedia.page(\"Amitabh Bachchan\") \n",
    "wikicontent = wikisearch.content  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent summary\n",
      "Amitabh Bachchan (pronounced [əmɪˈtaːbʱ ˈbətʃːən]; born Inquilaab Srivastava; 11 October 1942) is an Indian film actor, film producer, television host, occasional playback singer and former politician.\n",
      "He first gained popularity in the early 1970s for films such as Zanjeer, Deewaar and Sholay, and was dubbed India's \"angry young man\" for his on-screen roles in Bollywood.\n",
      "Referred to as the Shahenshah of Bollywood, Sadi ka Mahanayak (Hindi for, \"Greatest actor of the century\"), Star of the Millennium, or Big B, he has since appeared in over 190 Indian films in a career spanning almost five decades.\n",
      "Beyond the Indian subcontinent, he also has a large overseas following in markets including Africa (such as South Africa), the Middle East (especially Egypt), United Kingdom, Russia and parts of the United States.Bachchan has won numerous accolades in his career, including four National Film Awards as Best Actor, Dadasaheb Phalke Award as lifetime achievement award and many awards at international film festivals and award ceremonies.\n",
      "His first acting role was as one of the seven protagonists in the film Saat Hindustani, directed by Khwaja Ahmad Abbas and featuring Utpal Dutt, Anwar Ali (brother of comedian Mehmood), Madhu and Jalal Agha.Anand (1971) followed, in which Bachchan starred alongside Rajesh Khanna.\n",
      "Salim Khan introduced Bachchan to Prakash Mehra, and Salim-Javed insisted that Bachchan be cast for the role.Zanjeer was a crime film with violent action, in sharp contrast to the romantically themed films that had generally preceded it, and it established Amitabh in a new persona—the \"angry young man\" of Bollywood cinema.\n",
      "The film was a huge success and one of the highest-grossing films of that year, breaking Bachchan's dry spell at the box office and making him a star.\n",
      "It was the first of many collaborations between Salim-Javed and Amitabh Bachchan; Salim-Javed wrote many of their subsequent scripts with Bachchan in mind for the lead role, and insisted on him being cast for their later films, including blockbusters such as Deewaar (1975) and Sholay (1975).\n",
      "This led to Bachchan being dubbed as \"angry young man\", a journalistic catchphrase which became a metaphor for the dormant rage, frustration, restlessness, sense of rebellion and anti-establishment disposition of an entire generation, prevalent in 1970s India.The year 1973 was also when he married Jaya, and around this time they appeared in several films together: not only Zanjeer but also subsequent films such as Abhimaan, which was released only a month after their marriage and was also successful at the box office.\n",
      "His supporting role won him his second Filmfare Best Supporting Actor award.In 1974, Bachchan made several guest appearances in films such as Kunwara Baap and Dost, before playing a supporting role in Roti Kapda Aur Makaan.\n",
      "The other, released on 15 August 1975, was Sholay, which became the highest-grossing film ever in India at the time, in which Bachchan played the role of Jaidev.\n",
      "Bachchan was again nominated for the Filmfare Best Actor Award for his role in the film.\n",
      "In 1977, he won his first Filmfare Best Actor Award for his performance in Amar Akbar Anthony, in which he played the third lead opposite Vinod Khanna and Rishi Kapoor as Anthony Gonsalves.\n",
      "After a three-year stint in politics from 1984 to 1987, Bachchan returned to films in 1988, playing the title role in Shahenshah, which was a box office success.\n",
      "Notably, despite the lack of hits, it was during this era that Bachchan won his first National Film Award for Best Actor for his performance as a Mafia don in the 1990 cult film Agneepath.\n",
      "Bachchan was slated to play a supporting role in his first international film, Shantaram, directed by Mira Nair and starring Hollywood actor Johnny Depp in the lead.\n",
      "Apart from National Film Awards, Filmfare Awards and other competitive awards which Bachchan won for his performances throughout the years, he has been awarded several honours for his achievements in the Indian film industry.\n"
     ]
    }
   ],
   "source": [
    "# Summary (0.5% of the original content). \n",
    "summ_per = summarize(wikicontent, ratio = 0.05) \n",
    "print(\"Percent summary\") \n",
    "print(summ_per) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Word count summary\n",
      "Beyond the Indian subcontinent, he also has a large overseas following in markets including Africa (such as South Africa), the Middle East (especially Egypt), United Kingdom, Russia and parts of the United States.Bachchan has won numerous accolades in his career, including four National Film Awards as Best Actor, Dadasaheb Phalke Award as lifetime achievement award and many awards at international film festivals and award ceremonies.\n",
      "Salim Khan introduced Bachchan to Prakash Mehra, and Salim-Javed insisted that Bachchan be cast for the role.Zanjeer was a crime film with violent action, in sharp contrast to the romantically themed films that had generally preceded it, and it established Amitabh in a new persona—the \"angry young man\" of Bollywood cinema.\n",
      "This led to Bachchan being dubbed as \"angry young man\", a journalistic catchphrase which became a metaphor for the dormant rage, frustration, restlessness, sense of rebellion and anti-establishment disposition of an entire generation, prevalent in 1970s India.The year 1973 was also when he married Jaya, and around this time they appeared in several films together: not only Zanjeer but also subsequent films such as Abhimaan, which was released only a month after their marriage and was also successful at the box office.\n",
      "After a three-year stint in politics from 1984 to 1987, Bachchan returned to films in 1988, playing the title role in Shahenshah, which was a box office success.\n"
     ]
    }
   ],
   "source": [
    "# Summary (200 words) \n",
    "summ_words = summarize(wikicontent, word_count = 200) \n",
    "print(\"Word count summary\") \n",
    "print(summ_words)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "split summary\n",
      "['Amitabh Bachchan (pronounced [əmɪˈtaːbʱ ˈbətʃːən]; born Inquilaab Srivastava; 11 October 1942) is an Indian film actor, film producer, television host, occasional playback singer and former politician.', 'He first gained popularity in the early 1970s for films such as Zanjeer, Deewaar and Sholay, and was dubbed India\\'s \"angry young man\" for his on-screen roles in Bollywood.', 'Referred to as the Shahenshah of Bollywood, Sadi ka Mahanayak (Hindi for, \"Greatest actor of the century\"), Star of the Millennium, or Big B, he has since appeared in over 190 Indian films in a career spanning almost five decades.', 'Beyond the Indian subcontinent, he also has a large overseas following in markets including Africa (such as South Africa), the Middle East (especially Egypt), United Kingdom, Russia and parts of the United States.Bachchan has won numerous accolades in his career, including four National Film Awards as Best Actor, Dadasaheb Phalke Award as lifetime achievement award and many awards at international film festivals and award ceremonies.', 'In addition to acting, Bachchan has worked as a playback singer, film producer and television presenter.', \"Bachchan also made an appearance in a Hollywood film, Baz Luhrmann's The Great Gatsby (2013), in which he played a non-Indian Jewish character, Meyer Wolfsheim.\", 'It is with this last name that Amitabh debuted in films and for all other practical purposes, Bachchan has become the surname for all of his immediate family.', \"Bachchan made his film debut in 1969, as a voice narrator in Mrinal Sen's National Award-winning film Bhuvan Shome.\", 'His first acting role was as one of the seven protagonists in the film Saat Hindustani, directed by Khwaja Ahmad Abbas and featuring Utpal Dutt, Anwar Ali (brother of comedian Mehmood), Madhu and Jalal Agha.Anand (1971) followed, in which Bachchan starred alongside Rajesh Khanna.', 'His role as a doctor with a cynical view of life garnered Bachchan his first Filmfare Best Supporting Actor award.', 'He was exceptional, a genius actor who was in films that weren\\'t good.\" According to Salim Khan, they \"strongly felt that Amitabh was the ideal casting for Zanjeer\".', 'Salim Khan introduced Bachchan to Prakash Mehra, and Salim-Javed insisted that Bachchan be cast for the role.Zanjeer was a crime film with violent action, in sharp contrast to the romantically themed films that had generally preceded it, and it established Amitabh in a new persona—the \"angry young man\" of Bollywood cinema.', 'He earned his first Filmfare Award nomination for Best Actor, with Filmfare later considering this one of the most iconic performances of Bollywood history.', \"The film was a huge success and one of the highest-grossing films of that year, breaking Bachchan's dry spell at the box office and making him a star.\", 'It was the first of many collaborations between Salim-Javed and Amitabh Bachchan; Salim-Javed wrote many of their subsequent scripts with Bachchan in mind for the lead role, and insisted on him being cast for their later films, including blockbusters such as Deewaar (1975) and Sholay (1975).', 'Eventually, Bachchan became one of the most successful leading men of the film industry.', \"Bachchan's portrayal of the wronged hero fighting a crooked system and circumstances of deprivation in films like Zanjeer, Deeewar, Trishul, Kaala Patthar and Shakti resonated with the masses of the time, especially the youth who harboured a simmering discontent owing to social ills such as poverty, hunger, unemployment, corruption, social inequality and the brutal excesses of The Emergency.\", 'This led to Bachchan being dubbed as \"angry young man\", a journalistic catchphrase which became a metaphor for the dormant rage, frustration, restlessness, sense of rebellion and anti-establishment disposition of an entire generation, prevalent in 1970s India.The year 1973 was also when he married Jaya, and around this time they appeared in several films together: not only Zanjeer but also subsequent films such as Abhimaan, which was released only a month after their marriage and was also successful at the box office.', 'Later, Bachchan played the role of Vikram, once again along with Rajesh Khanna, in the film Namak Haraam, a social drama directed by Hrishikesh Mukherjee and scripted by Biresh Chatterjee addressing themes of friendship.', 'His supporting role won him his second Filmfare Best Supporting Actor award.In 1974, Bachchan made several guest appearances in films such as Kunwara Baap and Dost, before playing a supporting role in Roti Kapda Aur Makaan.', 'Bachchan then played the leading role in the film Majboor.', 'This was also the year in which Bachchan starred in two films regarded as important in Hindi cinema history, both written by Salim-Javed, who again insisted on casting Bachchan.', 'The first was Deewaar, directed by Yash Chopra, where he worked with Shashi Kapoor, Nirupa Roy, Parveen Babi, and Neetu Singh, and earned another Filmfare nomination for Best Actor.', 'The other, released on 15 August 1975, was Sholay, which became the highest-grossing film ever in India at the time, in which Bachchan played the role of Jaidev.', 'Deewaar and Sholay are often credited with exalting Bachchan to the heights of superstardom, two years after he became a star with Zanjeer, and consolidating his domination of the industry throughout the 1970s and 1980s.', 'The film was notable for portraying Bachchan as a romantic hero, a far cry from his \"angry young man\" roles like Zanjeer and Deewar.', 'Bachchan was again nominated for the Filmfare Best Actor Award for his role in the film.', 'In 1977, he won his first Filmfare Best Actor Award for his performance in Amar Akbar Anthony, in which he played the third lead opposite Vinod Khanna and Rishi Kapoor as Anthony Gonsalves.', 'His other successes that year include Parvarish and Khoon Pasina.He once again resumed double roles in films such as Kasme Vaade (1978) as Amit and Shankar and Don (1978) playing the characters of Don, a leader of an underworld gang and his look-alike Vijay.', 'His performance won him his second Filmfare Best Actor Award.', '1978 is arguably considered his most successful year at the box office since all of his six releases the same year, namely Muqaddar Ka Sikandar, Trishul, Don, Kasme Vaade, Ganga Ki Saugandh and Besharam were massive successes, the former three being the consecutive highest-grossing films of the year, remarkably releasing within a couple of months of each other, a rare feat in Indian cinema.In 1979, Bachchan starred in Suhaag which was the highest earning film of that year.', 'In the same year he also enjoyed critical acclaim and commercial success with films like Mr. Natwarlal, Kaala Patthar, The Great Gambler and Manzil.', 'Amitabh was required to use his singing voice for the first time in a song from the film Mr. Natwarlal in which he starred with Rekha.', \"Bachchan's performance in the film saw him nominated for both the Filmfare Best Actor Award and the Filmfare Award for Best Male Playback Singer.\", 'He also received Best Actor nomination for Kaala Patthar and then went on to be nominated again in 1980 for the Raj Khosla directed film Dostana, in which he starred opposite Shatrughan Sinha and Zeenat Aman.', 'In 1982, he played double roles in the musical Satte Pe Satta and action drama Desh Premee which succeeded at the box office along with mega hits like action comedy Namak Halaal, action drama Khud-Daar and the critically acclaimed drama Bemisal.', \"The film was released in 1983, and partly due to the huge publicity of Bachchan's accident, the film was a box office success and the top-grossing film of that year.The director, Manmohan Desai, altered the ending of Coolie after Bachchan's accident.\", \"Also, in the released film the footage of the fight scene is frozen at the critical moment, and a caption appears onscreen marking this as the instant of the actor's injury and the ensuing publicity of the accident.Later, he was diagnosed with Myasthenia gravis.\", 'After a three-year stint in politics from 1984 to 1987, Bachchan returned to films in 1988, playing the title role in Shahenshah, which was a box office success.', 'After the success of his comeback film however, his star power began to wane as all of his subsequent films like Jaadugar, Toofan and Main Azaad Hoon (all released in 1989) failed at the box office.', 'Successes during this period like the crime drama Aaj Ka Arjun (1990) and action crime drama Hum (1991), for which he won his third Filmfare Best Actor Award, looked like they might reverse the trend, but this momentum was short-lived and his string of box office failures continued.', 'Notably, despite the lack of hits, it was during this era that Bachchan won his first National Film Award for Best Actor for his performance as a Mafia don in the 1990 cult film Agneepath.', 'With the exception of the delayed release of Insaniyat (1994), which was also a box office failure, Bachchan did not appear in any new releases for five years.', 'Soon after the company was launched in 1996, the first film it produced was Tere Mere Sapne, which was a moderate success and launched the careers of actors like Arshad Warsi and southern film star Simran.In 1997, Bachchan attempted to make his acting comeback with the film Mrityudata, produced by ABCL.', \"Though Mrityudaata attempted to reprise Bachchan's earlier success as an action hero, the film was a failure both financially and critically.\", 'Bachchan had, however, pleaded that he had mortgaged his bungalow to raise funds for his company.Bachchan attempted to revive his acting career, and eventually had commercial success with Bade Miyan Chote Miyan (1998) and Major Saab (1998), and received positive reviews for Sooryavansham (1999), but other films such as Lal Baadshah (1999) and Hindustan Ki Kasam (1999) were box office failures.', \"In 2000, Amitabh Bachchan appeared in Yash Chopra's box-office hit, Mohabbatein, directed by Aditya Chopra.\", 'His role won him his third Filmfare Best Supporting Actor Award.', 'His performance in Aks won him his first Filmfare Critics Award for Best Actor.', 'The film starred Bachchan as an ageing teacher of a deaf-blind girl and followed their relationship.', 'His later releases in 2006 and early 2007 were Baabul (2006), Ekalavya and Nishabd (2007), which failed to do well at the box office but his performances in each of them were praised by critics.In May 2007, two of his films: the romantic comedy Cheeni Kum and the multi-starrer action drama Shootout at Lokhandwala were released.', \"The year also marked Bachchan's first appearance in an English-language film, Rituparno Ghosh's The Last Lear, co-starring Arjun Rampal and Preity Zinta.\", 'Bachchan was slated to play a supporting role in his first international film, Shantaram, directed by Mira Nair and starring Hollywood actor Johnny Depp in the lead.', 'Sarkar Raj, the sequel of the 2005 film Sarkar, released in June 2008 and received a positive response at the box office.', \"Paa, which released at the end of 2009 was a highly anticipated project as it saw him playing his own son Abhishek's Progeria-affected 13-year-old son, and it opened to favourable reviews, particularly towards Bachchan's performance and was one of the top-grossing films of 2009.\", 'The next year, he played the role of a grumpy father suffering from chronic constipation in the critically acclaimed Piku which was also one of the biggest hits of 2015.', 'His performance in Piku, without doubt, finds a place among the top 10 in his illustrious career.\" Rachel Saltz wrote for The New York Times, \"Piku,\" an offbeat Hindi comedy, would have you contemplate the intestines and mortality of one Bhashkor Banerji and the actor who plays him, Amitabh Bachchan.', 'Bhashkor\\'s life and conversation may revolve around his constipation and fussy hypochondria, but there\\'s no mistaking the scene-stealing energy that Mr. Bachchan, India\\'s erstwhile Angry Young Man, musters for his new role of Cranky Old Man.\" Well known Indian critic Rajeev Masand wrote on his website, \"Bachchan is pretty terrific as Bhashkor, who reminds you of that oddball uncle that you nevertheless have a soft spot for.', 'The Guardian summed up, \"Bachchan seizes upon his cranky character part, making Bashkor as garrulously funny in his theories on caste and marriage as his system is backed-up.\" The performance won Bachchan his fourth National Film Award for Best Actor and his third Filmfare Critics Award for Best Actor.', 'In 2016, he appeared in the women-centric courtroom drama film Pink which was highly praised by critics and with an increasingly good word of mouth, was a resounding success at the domestic and overseas box office.', \"Bachchan's performance in the film received acclaim.\", 'Bachchan towers through Pink – the way he bellows \"et cetera\" is alone worth having the heavy-hitter at play—but there are softer moments like one where he appears to have dozed off in court, or where he lays his head by his convalescent wife\\'s bedside and needs his hair ruffled and his conviction validated.\" Writing for Hindustan Times, noted film critic and author Anupama Chopra said of Bachchan\\'s performance, \"A special salute to Amitabh Bachchan, who imbues his character with a tragic majesty.', 'Meena Iyer of The Times of India wrote, \"The performances are pitch-perfect with Bachchan leading the way.', \"Writing for NDTV, Troy Ribeiro of Indo-Asian News Service (IANS) stated, 'Amitabh Bachchan as Deepak Sehgall, the aged defence lawyer, shines as always, in a restrained, but powerful performance.\", 'These activities have recently got him into trouble in the Indian courts for false claims after a previous incident of submission of legal papers by him, stating that he is a farmer.A 15-year press ban against Bachchan was imposed during his peak acting years by Stardust and some of the other film magazines.', 'CNN IBN awarded Indian of the Year- Entertainment to Team KBC and Bachchan.', 'Apart from National Film Awards, Filmfare Awards and other competitive awards which Bachchan won for his performances throughout the years, he has been awarded several honours for his achievements in the Indian film industry.', '[but it] is a reflection of the huge popularity of Indian films.\" In 2001, he was honoured with the Actor of the Century award at the Alexandria International Film Festival in Egypt in recognition of his contribution to the world of cinema.', 'List of awards and nominations received by Amitabh Bachchan', 'List of Indian film actors', 'Bachchanalia: The Films and Memorabilia of Amitabh Bachchan.']\n"
     ]
    }
   ],
   "source": [
    "# Use the \"split\" option if you want a list of strings instead of a single string.\n",
    "splits = summarize(wikicontent, split=True) \n",
    "print(\"split summary\") \n",
    "print(splits)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Vd4HFWQtVuVk"
   },
   "source": [
    " this module also supports keyword extraction. Keyword extraction works in the same way as summary generation (i.e. sentence extraction), in that the algorithm tries to find words that are important or seem representative of the entire text. They keywords are not always single words; in the case of multi-word keywords, they are typically all nouns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "EeXc1McjVupK"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keywords:\n",
      "bachchan\n",
      "films\n",
      "filming\n",
      "indian film\n",
      "awards\n",
      "award\n",
      "awarded\n",
      "drama\n",
      "amitabh\n",
      "actor\n",
      "actors\n",
      "critics\n",
      "critic\n",
      "including\n",
      "include\n",
      "included\n",
      "india\n",
      "issn\n",
      "bollywood\n",
      "bollywoodization\n",
      "roles\n",
      "role\n",
      "like\n",
      "likeness\n",
      "star\n",
      "starring\n",
      "year\n",
      "years\n",
      "hits\n",
      "hit\n",
      "career\n",
      "careers\n",
      "critical acclaim\n",
      "critically acclaimed\n",
      "doi\n",
      "successful\n",
      "success\n",
      "successes\n",
      "directed\n",
      "time\n",
      "times\n",
      "timing\n",
      "new\n",
      "news\n",
      "appeared\n",
      "appearance\n",
      "appearances\n",
      "appears\n",
      "appear\n",
      "appearing\n",
      "starred alongside\n",
      "family\n",
      "action comedy\n",
      "filmfare\n",
      "released\n",
      "releases\n",
      "releasing\n",
      "release\n",
      "hindi\n",
      "named\n",
      "cinema\n",
      "later\n",
      "movies\n",
      "university\n",
      "kabhie\n",
      "kabhi\n",
      "aur\n",
      "office\n",
      "major acting\n",
      "salim\n",
      "voice\n",
      "kapoor\n",
      "highest\n",
      "called\n",
      "calling\n",
      "followed\n",
      "jaya\n",
      "character\n",
      "characters\n",
      "javed\n",
      "producer television\n",
      "politics\n",
      "political\n",
      "girl\n",
      "girls\n",
      "social\n",
      "chopra\n",
      "culture\n",
      "khan\n",
      "cultural nationalism\n",
      "brother\n",
      "industry\n",
      "industries\n",
      "national\n",
      "movie scene\n",
      "college\n",
      "opposite\n",
      "honoured\n",
      "honour\n",
      "honours\n",
      "old\n",
      "police\n",
      "received\n",
      "receiving\n",
      "receive\n",
      "period\n",
      "padma\n",
      "baritone\n",
      "life\n",
      "sikh\n",
      "papers\n",
      "lead\n",
      "leading\n",
      "man\n",
      "popularity\n",
      "popular\n",
      "overseas following\n",
      "legal battles\n",
      "asian\n",
      "british\n",
      "seasons\n",
      "season\n",
      "ram\n",
      "company\n",
      "isbn\n",
      "french director\n",
      "nominations\n",
      "nomination\n",
      "bombay\n",
      "invested\n",
      "investment\n",
      "generally\n",
      "generation\n",
      "general\n",
      "poll\n",
      "young\n",
      "business investments\n",
      "nominated performer\n",
      "akbar\n",
      "best\n",
      "singh\n",
      "punjab\n",
      "poet\n",
      "international\n",
      "community\n",
      "communications\n",
      "communication\n",
      "states\n",
      "stating\n",
      "stated\n",
      "father\n",
      "performances\n",
      "performance\n",
      "performing\n",
      "perform\n",
      "inquilaab\n",
      "noted\n",
      "notes\n",
      "wrote\n",
      "entire\n",
      "management\n",
      "managers\n",
      "courtroom\n",
      "retirement\n",
      "failures\n",
      "failure\n",
      "commercial\n",
      "chief\n",
      "romantic\n",
      "romantically\n",
      "retired lawyer\n",
      "zanjeer\n",
      "kaala\n",
      "eventually\n",
      "start\n",
      "started\n",
      "press\n",
      "belong\n",
      "belonged\n",
      "belonging\n",
      "world\n",
      "public\n",
      "publicity\n",
      "gang\n",
      "present state\n",
      "trust\n",
      "turned\n",
      "inter\n",
      "based\n",
      "financial\n",
      "financially\n",
      "hero image\n",
      "words entirely\n",
      "mehmood\n",
      "meena\n",
      "miyan\n",
      "elder\n",
      "vaade\n",
      "come\n",
      "troy\n",
      "instigating\n",
      "leela\n",
      "expressing\n",
      "sana\n",
      "ahmad\n",
      "inquilab\n",
      "sen\n",
      "goodwill\n",
      "fans\n",
      "centre\n",
      "pradesh\n",
      "friend\n",
      "caused\n",
      "causes\n",
      "struggle\n",
      "struggling\n",
      "struggles\n",
      "government\n",
      "alike\n",
      "independence\n",
      "independent\n",
      "piku\n",
      "won numerous\n",
      "rai\n",
      "ray\n",
      "wife\n",
      "memorial\n",
      "memories\n",
      "trishul\n",
      "media\n",
      "played\n",
      "playing\n",
      "play\n",
      "plays\n",
      "deewaar\n",
      "journal\n",
      "presenter\n",
      "reviews\n",
      "review\n",
      "early\n",
      "long live\n",
      "lived\n",
      "living\n",
      "said\n",
      "namak\n",
      "battling\n",
      "campaigns\n",
      "campaign\n",
      "host\n",
      "hosted\n",
      "power\n",
      "powerful\n",
      "powering\n",
      "distribution\n",
      "desai\n",
      "services\n",
      "service\n",
      "sarkar\n",
      "response\n",
      "raj\n",
      "abcl\n",
      "sabha\n",
      "caste\n",
      "casting\n",
      "cast\n",
      "entertainment\n",
      "word\n",
      "validated\n",
      "azaad\n",
      "writing\n",
      "main\n",
      "worth\n",
      "mike\n",
      "shares\n",
      "lines\n",
      "wax\n",
      "beleaguered farmers\n",
      "farmer\n",
      "tussauds\n",
      "good\n",
      "teji\n",
      "produced\n",
      "somaaya\n",
      "productions\n",
      "products\n",
      "production\n",
      "dostana\n",
      "taking\n",
      "takes\n",
      "sholay\n",
      "praise\n",
      "praised\n",
      "restlessness\n",
      "rage\n",
      "shelved\n",
      "great\n",
      "making\n",
      "kumar addressed\n",
      "quarterly\n",
      "changed\n",
      "change\n",
      "changing\n",
      "addressing\n",
      "hollywood\n",
      "pmid\n",
      "kirti\n",
      "ensemble\n",
      "established\n",
      "frustration\n",
      "indefinitely\n",
      "gatsby\n",
      "delivering\n",
      "vijay\n",
      "roy\n",
      "online\n",
      "contested\n",
      "contest\n",
      "united\n",
      "especially\n",
      "kbc\n",
      "amar\n",
      "loan\n",
      "chand\n",
      "harivansh\n",
      "crorepati\n",
      "defence\n",
      "tool\n",
      "pannu\n",
      "tapsee\n",
      "lagaan\n"
     ]
    }
   ],
   "source": [
    "# Get keywords\n",
    "from gensim.summarization import keywords\n",
    "\n",
    "print('Keywords:')\n",
    "print(keywords(wikicontent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Text_Summarization_gensim.ipynb",
   "provenance": [
    {
     "file_id": "10QqztbNHr2roce3XRsRMx7SiY8lrsVhF",
     "timestamp": 1576676777555
    }
   ]
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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