Int.Days.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup as bs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from selenium import webdriver as wd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium.webdriver.chrome.options import Options "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "r=requests.get('https://en.wikipedia.org/wiki/List_of_minor_secular_observances')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup=bs(r.text,'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "s1=soup.findAll('tbody')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "text=''\n",
    "for i in s1:\n",
    "    text+=(i.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "text=text.replace('Date','')\n",
    "text=text.replace('Name','')\n",
    "text=text.replace('Established/recognized by','')\n",
    "text=re.sub(r'\\[.*\\]','',text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "list1=text.split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "l=[]\n",
    "for i in list1[1:]:\n",
    "    if i=='':\n",
    "        continue\n",
    "    else:\n",
    "        l.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "day=[]\n",
    "date=[]\n",
    "for i in range(len(l)):\n",
    "    if i in day:\n",
    "        continue\n",
    "    if ('International' in l[i] or 'World' in l[i]) and 'Day' in l[i]:\n",
    "        day.append(l[i])\n",
    "        date.append(l[i-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['International Public Domain Day',\n",
       " 'World Braille Day (birthday of Louis Braille)',\n",
       " 'International Parity at Work Day',\n",
       " 'International Customs Day',\n",
       " 'International Holocaust Remembrance Day',\n",
       " 'World Religion Day',\n",
       " 'World Hijab Day',\n",
       " 'World Aspergillosis Day',\n",
       " 'World Wetlands Day',\n",
       " 'World Cancer Day',\n",
       " 'World Nutella Day',\n",
       " 'International Day of Zero Tolerance to Female Genital Mutilation',\n",
       " 'International Safer Internet Day',\n",
       " 'World Day of the Sick',\n",
       " 'International Day of Women and Girls in Science',\n",
       " \"International Day of Women's Health\",\n",
       " 'World Radio Day',\n",
       " 'World Valentine Day',\n",
       " 'International Childhood Cancer Day',\n",
       " 'World Day of Social Justice',\n",
       " 'International Mother Language Day',\n",
       " 'World Thinking Day',\n",
       " 'World NGO Day',\n",
       " 'World Civil Defence Day',\n",
       " 'World Wildlife Day',\n",
       " \"International Women's Day\",\n",
       " 'World Glaucoma Day',\n",
       " 'World Consumer Rights Day, World Sleep Day',\n",
       " 'World Contact Day',\n",
       " 'World Oral Health Day',\n",
       " 'International Day of Francophonie',\n",
       " 'International Day of Happiness',\n",
       " 'World Sparrow Day',\n",
       " 'World Rights to Water Day',\n",
       " 'International Colour Day',\n",
       " 'International Day for the Elimination of Racial Discrimination',\n",
       " 'World Poetry Day',\n",
       " 'International Day of Nowruz',\n",
       " 'World Down Syndrome Day',\n",
       " 'World Puppetry Day',\n",
       " 'International Day of Forests',\n",
       " 'World Water Day',\n",
       " 'World Meteorological Day',\n",
       " 'World Tuberculosis Day',\n",
       " 'International Day of Remembrance of the Victims of Slavery and the Transatlantic Slave Trade',\n",
       " 'International Day of the Unborn Child',\n",
       " 'World Theatre Day',\n",
       " 'International Laser Tag Day',\n",
       " 'World Bipolar Day',\n",
       " 'International Drug Checking Day',\n",
       " 'World Backup Day',\n",
       " 'World Kidney Day',\n",
       " 'World Autism Awareness Day',\n",
       " \"International Children's Book Day\",\n",
       " 'International Day of Sport for Development and Peace',\n",
       " 'World Bohring-Opitz Syndrome Awareness Day',\n",
       " 'World Health Day',\n",
       " 'International Romani Day',\n",
       " 'World Homeopathy Day',\n",
       " 'International Louie Louie Day',\n",
       " 'World Bleeding Disorders Awareness Day',\n",
       " 'World Voice Day',\n",
       " 'World Haemophilia Day',\n",
       " 'International Day For Monuments and Sites',\n",
       " 'International Mother Earth Day',\n",
       " 'World Book and Copyright Day',\n",
       " 'World Meningitis Day',\n",
       " 'International Sculpture Day',\n",
       " 'World Day for Laboratory Animals',\n",
       " 'World Malaria Day',\n",
       " 'World Intellectual Property Day',\n",
       " 'World Day for Safety and Health at Work',\n",
       " 'International Dance Day',\n",
       " 'International Jazz Day',\n",
       " \"International Workers' Day\",\n",
       " 'World Press Freedom Day',\n",
       " \"International Firefighters' Day, Star Wars Day\",\n",
       " 'International Midwives Day',\n",
       " 'International No Diet Day',\n",
       " 'World Password Day',\n",
       " 'World Red Cross and Red Crescent Day',\n",
       " 'International Migratory Bird Day',\n",
       " 'International Nurses Day',\n",
       " 'International Day of Families',\n",
       " 'International Day of Light',\n",
       " 'International Day Against Homophobia, Transphobia and Biphobia',\n",
       " 'World Telecommunication and Information Society Day',\n",
       " 'World AIDS Vaccine Day',\n",
       " 'International Museum Day',\n",
       " 'World Metrology Day',\n",
       " 'World Bee Day',\n",
       " 'Blue Cone Monochromacy International Awareness Day',\n",
       " 'World Day for Cultural Diversity for Dialogue and Development',\n",
       " 'International Day for Biological Diversity',\n",
       " 'World Turtle Day',\n",
       " 'World Schizophrenia Day 2018',\n",
       " 'International Day of UN Peacekeepers',\n",
       " 'World No-Tobacco Day',\n",
       " 'World Asthma Day',\n",
       " 'World Laughter Day',\n",
       " 'World Fair Trade Day',\n",
       " 'World Migratory Bird Day',\n",
       " 'International Heritage Breeds Day (USA)',\n",
       " \"International Children's Day\",\n",
       " 'World Milk Day',\n",
       " 'World Bicycle Day',\n",
       " 'International Day of Innocent Children Victims of Aggression',\n",
       " 'World Environment Day',\n",
       " 'International Russian Language Day',\n",
       " 'International Day of Beauty',\n",
       " 'World Pest Day',\n",
       " 'World Oceans Day',\n",
       " 'International Shia Day',\n",
       " 'World Day Against Child Labour',\n",
       " 'International Albinism Awareness Day',\n",
       " 'World Blood Donor Day',\n",
       " 'International Day of the African Child',\n",
       " 'World Day to Combat Desertification and Drought',\n",
       " 'World Sickle Cell Day',\n",
       " 'World Refugee Day',\n",
       " 'International Surfing Day',\n",
       " 'World Humanist Day',\n",
       " 'International Yoga Day',\n",
       " 'World Music Day, International Day of Yoga, International Day of Purpose, National Indigenous Day (Canada)',\n",
       " 'World Kidney Cancer Q&A Day',\n",
       " \"International Widow's Day\",\n",
       " 'World Vitiligo Day',\n",
       " 'International Day against Drug Abuse and Illicit Trafficking',\n",
       " 'United Nations International Day in Support of Victims of Torture',\n",
       " 'United Nations International Asteroid Day raises public awareness of the asteroid impact hazard',\n",
       " 'International Free Hugs Day',\n",
       " 'International Day of Cooperatives',\n",
       " 'World UFO Day',\n",
       " 'World Chocolate Day',\n",
       " 'World Population Day',\n",
       " 'World Youth Skills Day',\n",
       " 'World Day for International Justice',\n",
       " 'World Emoji Day (World)',\n",
       " 'Nelson Mandela International Day',\n",
       " 'International Safe Places To Work Day',\n",
       " 'International Day for the Conservation of the Mangrove Ecosystem',\n",
       " 'World Hepatitis Day',\n",
       " 'International Tiger Day',\n",
       " 'International Day of Friendship',\n",
       " 'World Day Against Trafficking in Persons',\n",
       " 'International Beer Day',\n",
       " \"International Day of the World's Indigenous People\",\n",
       " \"International Whores' Day\",\n",
       " 'International Youth Day',\n",
       " 'International Lefthanders Day',\n",
       " 'World Humanitarian Day',\n",
       " 'World Mosquito Day',\n",
       " 'World Senior Citizens Day',\n",
       " 'International Day for the Remembrance of the Slave Trade and its Abolition',\n",
       " 'International Day against Nuclear Tests',\n",
       " 'International Day of the Disappeared',\n",
       " 'International Friendship Day',\n",
       " 'International Beer Day',\n",
       " 'International Day of Charity',\n",
       " 'International Literacy Day',\n",
       " 'International Fetal Alcohol Spectrum Disorder (FASD) Awareness Day',\n",
       " 'World Suicide Prevention Day',\n",
       " 'International Chocolate Day, Birthday of Milton S. Hershey.',\n",
       " 'International Day of Democracy',\n",
       " 'International Day for the Preservation of the Ozone Layer',\n",
       " 'World Water Monitoring Day',\n",
       " 'International Talk Like a Pirate Day',\n",
       " 'International Day of Peace',\n",
       " 'World Rhino Day',\n",
       " 'International Day of Sign Languages',\n",
       " 'World Contraception Day',\n",
       " 'World Tourism Day',\n",
       " 'World Rabies Day',\n",
       " 'International Right to Know Day',\n",
       " 'International Safe Abortion Day',\n",
       " 'World Heart Day',\n",
       " 'International Coffee Day',\n",
       " 'International Translation Day',\n",
       " 'International Day of Older Persons',\n",
       " 'World Vegetarian Day',\n",
       " 'International Day of Non-Violence',\n",
       " 'World Cerebral Palsy Day',\n",
       " 'International Day of No Prostitution',\n",
       " \"World Teachers' Day\",\n",
       " 'World Post Day',\n",
       " 'World Mental Health Day',\n",
       " 'International Day of the Girl Child',\n",
       " 'World Obesity Day',\n",
       " 'World Sight Day',\n",
       " 'World Thrombosis Day',\n",
       " 'International Society on Thrombosis and Haemostasis World Thrombosis Day',\n",
       " 'International Day for Disaster Reduction',\n",
       " 'World Standards Day',\n",
       " \"National Boss Day (Boss's Day), World Food Day\",\n",
       " 'World Anaesthesia Day',\n",
       " 'World Food Day',\n",
       " 'International Day for the Eradication of Poverty',\n",
       " 'World Vasectomy Day',\n",
       " 'World Osteoporosis Day',\n",
       " 'World Statistics Day',\n",
       " 'International Day of the Nacho',\n",
       " 'International Stuttering Awareness Day',\n",
       " 'International Cyrus The Great Memorial Day',\n",
       " 'World Development Information Day',\n",
       " 'World Day for Audiovisual Heritage',\n",
       " 'International Animation Day',\n",
       " 'World Stroke Day',\n",
       " 'World Habitat Day',\n",
       " 'World Ballet Day',\n",
       " 'World Sight Day',\n",
       " 'World Smile Day',\n",
       " 'International Migratory Bird Day',\n",
       " 'World Smile Day',\n",
       " 'World Ballet Day',\n",
       " 'World Vegan Day',\n",
       " 'International Day to End Impunity for Crimes Against Journalists',\n",
       " 'International Day for Preventing the Exploitation of the Environment in War and Armed Conflict',\n",
       " \"International African Writers' Day\",\n",
       " 'International Day of Radiology',\n",
       " 'World NET Cancer Awareness Day',\n",
       " 'World Science Day for Peace and Development',\n",
       " 'World Pneumonia Day',\n",
       " 'World Kindness Day',\n",
       " 'World Diabetes Day',\n",
       " 'International Day for Tolerance',\n",
       " 'International Students Day',\n",
       " 'World Prematurity Day',\n",
       " \"International Journalist's Remembrance Day\",\n",
       " 'World Toilet Day',\n",
       " \"International Men's Day\",\n",
       " 'World Television Day',\n",
       " 'World Hello Day',\n",
       " 'International Day for the Elimination of Violence against Women',\n",
       " 'International Day of Solidarity with the Palestinian People',\n",
       " 'World Philosophy Day',\n",
       " 'World Day of Remembrance for Road Traffic Victims',\n",
       " 'International Lennox-Gastaut Syndrome Awareness Day',\n",
       " 'World Freedom Day',\n",
       " 'World KC Day',\n",
       " 'World Kindness Day',\n",
       " 'World Diabetes Day',\n",
       " 'World Prematurity Day',\n",
       " 'World Toilet Day',\n",
       " \"International Men's Day\",\n",
       " 'World Television Day',\n",
       " 'International Day for the Elimination of Violence against Women',\n",
       " 'International Day of Solidarity with the Palestinian People',\n",
       " 'World Kindness Day',\n",
       " \"International Students' Day\",\n",
       " 'World AIDS Day',\n",
       " 'International Day for the Abolition of Slavery',\n",
       " 'International Day of Persons with Disabilities',\n",
       " 'World Soil Day',\n",
       " 'International Volunteer Day for Economic and Social Development',\n",
       " 'International Civil Aviation Day',\n",
       " 'International Anti-Corruption Day',\n",
       " 'International Mountain Day',\n",
       " 'International Migrants Day',\n",
       " 'International Human Solidarity Day',\n",
       " 'World AIDS Day',\n",
       " \"International Men's Day\"]"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['January 1',\n",
       " 'January 4',\n",
       " 'January 11',\n",
       " 'January 26',\n",
       " 'January 27',\n",
       " 'Third Sunday in January',\n",
       " 'February 1',\n",
       " 'February 1',\n",
       " 'February 2',\n",
       " 'February 4',\n",
       " 'February 5',\n",
       " 'February 6',\n",
       " 'February 7',\n",
       " 'February 11',\n",
       " 'February 11',\n",
       " 'February 12',\n",
       " 'February 13',\n",
       " 'February 14',\n",
       " 'February 15',\n",
       " 'February 20',\n",
       " 'February 21',\n",
       " 'February 22',\n",
       " 'February 27',\n",
       " 'March 1',\n",
       " 'March 3',\n",
       " 'March 8',\n",
       " 'March 12',\n",
       " 'March 15',\n",
       " 'March 15',\n",
       " 'March 20',\n",
       " 'March 20',\n",
       " 'March 20',\n",
       " 'March 20',\n",
       " 'March 20',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 21',\n",
       " 'March 22',\n",
       " 'March 23',\n",
       " 'March 24',\n",
       " 'March 25',\n",
       " 'March 25',\n",
       " 'March 27',\n",
       " 'March 28',\n",
       " 'March 30',\n",
       " 'March 31',\n",
       " 'March 31',\n",
       " 'March (Second Thursday)',\n",
       " 'April 2',\n",
       " 'April 2',\n",
       " 'April 6',\n",
       " 'April 6',\n",
       " 'April 7',\n",
       " 'April 8',\n",
       " 'April 10',\n",
       " 'April 11',\n",
       " 'April 15',\n",
       " 'April 16',\n",
       " 'April 17',\n",
       " 'April 18',\n",
       " 'April 22',\n",
       " 'April 23',\n",
       " 'April 24',\n",
       " 'April 24',\n",
       " 'April 24',\n",
       " 'April 25',\n",
       " 'April 26',\n",
       " 'April 28',\n",
       " 'April 29',\n",
       " 'April 30',\n",
       " 'May 1',\n",
       " 'May 3',\n",
       " 'May 4',\n",
       " 'May 5',\n",
       " 'May 6',\n",
       " 'May 7',\n",
       " 'May 8',\n",
       " 'May 10',\n",
       " 'May 12',\n",
       " 'May 15',\n",
       " 'May 16',\n",
       " 'May 17',\n",
       " 'May 17',\n",
       " 'May 18',\n",
       " 'May 18',\n",
       " 'May 20',\n",
       " 'May 20',\n",
       " 'May 20',\n",
       " 'May 21',\n",
       " 'May 22',\n",
       " 'May 23',\n",
       " 'May 24',\n",
       " 'May 29',\n",
       " 'May 31',\n",
       " '1st Tuesday of May',\n",
       " '1st Sunday in May',\n",
       " '2nd Saturday in May',\n",
       " 'A weekend in May',\n",
       " 'May (Saturday of third full week)',\n",
       " 'June 1',\n",
       " 'June 1',\n",
       " 'June 3',\n",
       " 'June 4',\n",
       " 'June 5',\n",
       " 'June 6',\n",
       " 'June 6',\n",
       " 'June 6',\n",
       " 'June 8',\n",
       " 'June 12',\n",
       " 'June 12',\n",
       " 'June 13',\n",
       " 'June 14',\n",
       " 'June 16',\n",
       " 'June 17',\n",
       " 'June 19',\n",
       " 'June 20',\n",
       " 'June 20–21 (Solstice)',\n",
       " 'June 21',\n",
       " 'June 21',\n",
       " 'June 21',\n",
       " 'June 22',\n",
       " 'June 23',\n",
       " 'June 25',\n",
       " 'June 26',\n",
       " 'June 26',\n",
       " 'June 30',\n",
       " 'July (First Saturday)',\n",
       " 'July (First Saturday)',\n",
       " 'July 2',\n",
       " 'July 7',\n",
       " 'July 11',\n",
       " 'July 15',\n",
       " 'July 17',\n",
       " 'July 17',\n",
       " 'July 18',\n",
       " 'July 24',\n",
       " 'July 26',\n",
       " 'July 28',\n",
       " 'July 29',\n",
       " 'July 30',\n",
       " 'July 30',\n",
       " '1st Friday in August',\n",
       " 'August 9',\n",
       " 'August 9',\n",
       " 'August 12',\n",
       " 'August 13',\n",
       " 'August 19',\n",
       " 'August 20',\n",
       " 'August 21',\n",
       " 'August 23',\n",
       " 'August 29',\n",
       " 'August 30',\n",
       " 'August (First Sunday)',\n",
       " 'August (First Friday)',\n",
       " 'September 5',\n",
       " 'September 8',\n",
       " 'September 9',\n",
       " 'September 10',\n",
       " 'September 13',\n",
       " 'September 15',\n",
       " 'September 16',\n",
       " 'September 18',\n",
       " 'September 19',\n",
       " 'September 21',\n",
       " 'September 22',\n",
       " 'September 23',\n",
       " 'September 26',\n",
       " 'September 27',\n",
       " 'September 28',\n",
       " 'September 28',\n",
       " 'September 28',\n",
       " 'September 29',\n",
       " 'September 29',\n",
       " 'September 30',\n",
       " 'October 1',\n",
       " 'October 1',\n",
       " 'October 2',\n",
       " 'October 2',\n",
       " 'October 5',\n",
       " 'October 5',\n",
       " 'October 9',\n",
       " 'October 10',\n",
       " 'October 11',\n",
       " 'October 11',\n",
       " 'October 12',\n",
       " 'October 13',\n",
       " 'World Thrombosis Day',\n",
       " 'October 13',\n",
       " 'October 14',\n",
       " 'October 16',\n",
       " 'October 16',\n",
       " 'October 16',\n",
       " 'October 17',\n",
       " 'October 18',\n",
       " 'October 20',\n",
       " 'October 20',\n",
       " 'October 21',\n",
       " 'October 22',\n",
       " 'October 23',\n",
       " 'October 24',\n",
       " 'October 27',\n",
       " 'October 28',\n",
       " 'October 29',\n",
       " '1st Mon in Oct',\n",
       " 'day in 1st week in Oct',\n",
       " '2nd Thu in Oct',\n",
       " '1st Fri in Oct',\n",
       " '2nd Sat in Oct',\n",
       " 'October (First Friday)',\n",
       " 'October (day in 1st week)',\n",
       " 'November 1',\n",
       " 'November 2',\n",
       " 'November 6',\n",
       " 'November 7',\n",
       " 'November 8',\n",
       " 'November 10',\n",
       " 'November 10',\n",
       " 'November 12',\n",
       " 'November 13',\n",
       " 'November 14',\n",
       " 'November 16',\n",
       " 'November 17',\n",
       " 'November 17',\n",
       " 'November 19',\n",
       " 'November 19',\n",
       " 'November 19',\n",
       " 'November 21',\n",
       " 'November 21',\n",
       " 'November 25',\n",
       " 'November 29',\n",
       " '3rd Thu in Nov',\n",
       " '3rd Sun in Nov',\n",
       " '1 November',\n",
       " '9 November',\n",
       " '10 November',\n",
       " '13 November',\n",
       " '14 November',\n",
       " '17 November',\n",
       " '19 November',\n",
       " '19 November',\n",
       " '21 November',\n",
       " '25 November',\n",
       " '29 November',\n",
       " 'November 13',\n",
       " 'November 17',\n",
       " 'December 1',\n",
       " 'December 2',\n",
       " 'December 3',\n",
       " 'December 5',\n",
       " 'December 5',\n",
       " 'December 7',\n",
       " 'December 9',\n",
       " 'December 11',\n",
       " 'December 18',\n",
       " 'December 20',\n",
       " '1 December',\n",
       " '1999']"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [],
   "source": [
    "d1={'DATE':date[:-1],'DAYS':day[:-1]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.DataFrame(d1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>DAYS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>January 1</td>\n",
       "      <td>International Public Domain Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>January 4</td>\n",
       "      <td>World Braille Day (birthday of Louis Braille)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>January 11</td>\n",
       "      <td>International Parity at Work Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>January 26</td>\n",
       "      <td>International Customs Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>January 27</td>\n",
       "      <td>International Holocaust Remembrance Day</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE                                           DAYS\n",
       "0   January 1                International Public Domain Day\n",
       "1   January 4  World Braille Day (birthday of Louis Braille)\n",
       "2  January 11               International Parity at Work Day\n",
       "3  January 26                      International Customs Day\n",
       "4  January 27        International Holocaust Remembrance Day"
      ]
     },
     "execution_count": 386,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Days2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=pd.read_csv('days2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [],
   "source": [
    "l1=[]\n",
    "dd=df2['DAYS'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_posts_insta(tag):\n",
    "    r=requests.get('https://www.instagram.com/explore/tags/'+tag+'/')\n",
    "    soup=bs(r.text,'html.parser')\n",
    "    try:\n",
    "        \n",
    "        h=soup.find('meta', {'name':\"description\"})['content']\n",
    "    except TypeError:\n",
    "        return 0\n",
    "    \n",
    "    x=re.findall(r'\\S+',h)\n",
    "    \n",
    "    a=''\n",
    "    for i in x[0]:\n",
    "        if i==',':\n",
    "            continue\n",
    "        a+=i\n",
    "    if 'k' in a:\n",
    "        b=a[:-1]\n",
    "        return int(float(b)*1000)\n",
    "    elif 'm' in a:\n",
    "        b=a[:-1]\n",
    "        return int(float(b)*1000000)\n",
    "    else:\n",
    "        return int(a)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [],
   "source": [
    "l1=[]\n",
    "for i in dd:\n",
    "    x1=re.sub(r' ','',i)\n",
    "    \n",
    "    x1=re.sub(r\"\\(.*\\)\",'',x1)\n",
    "    x1=re.sub(r\"\\'\",'',x1)\n",
    "    y1=get_posts_insta(x1)\n",
    "    l1.append(y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "245"
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_posts_insta('WorldPestDay')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=pd.read_csv('days2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['posts']=l1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=df2.sort_values('posts',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=df2[['DATE','DAYS','posts']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>DAYS</th>\n",
       "      <th>posts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>March 8</td>\n",
       "      <td>International Women's Day</td>\n",
       "      <td>6000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>February 4</td>\n",
       "      <td>World Cancer Day</td>\n",
       "      <td>218600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>March 20</td>\n",
       "      <td>International Day of Happiness</td>\n",
       "      <td>203900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>March 21</td>\n",
       "      <td>World Down Syndrome Day</td>\n",
       "      <td>187300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>March 22</td>\n",
       "      <td>World Water Day</td>\n",
       "      <td>173200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>October (day in 1st week)</td>\n",
       "      <td>World Ballet Day</td>\n",
       "      <td>156400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>September 29</td>\n",
       "      <td>International Coffee Day</td>\n",
       "      <td>132500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>October (First Friday)</td>\n",
       "      <td>World Smile Day</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1st Fri in Oct</td>\n",
       "      <td>World Smile Day</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>November 17</td>\n",
       "      <td>World Prematurity Day</td>\n",
       "      <td>120900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>November 1</td>\n",
       "      <td>World Vegan Day</td>\n",
       "      <td>104800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>November 13</td>\n",
       "      <td>World Kindness Day</td>\n",
       "      <td>95000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>September 10</td>\n",
       "      <td>World Suicide Prevention Day</td>\n",
       "      <td>89500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>March 21</td>\n",
       "      <td>World Poetry Day</td>\n",
       "      <td>80600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>March 3</td>\n",
       "      <td>World Wildlife Day</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>November 14</td>\n",
       "      <td>World Diabetes Day</td>\n",
       "      <td>68200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>May 23</td>\n",
       "      <td>World Turtle Day</td>\n",
       "      <td>59400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>February 1</td>\n",
       "      <td>World Hijab Day</td>\n",
       "      <td>52600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>August (First Friday)</td>\n",
       "      <td>International Beer Day</td>\n",
       "      <td>49400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>September 21</td>\n",
       "      <td>International Day of Peace</td>\n",
       "      <td>49100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>September 27</td>\n",
       "      <td>World Tourism Day</td>\n",
       "      <td>43500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>February 5</td>\n",
       "      <td>World Nutella Day</td>\n",
       "      <td>43400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>May 12</td>\n",
       "      <td>International Nurses Day</td>\n",
       "      <td>34900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>September 29</td>\n",
       "      <td>World Heart Day</td>\n",
       "      <td>33500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>September 22</td>\n",
       "      <td>World Rhino Day</td>\n",
       "      <td>32600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>August (First Sunday)</td>\n",
       "      <td>International Friendship Day</td>\n",
       "      <td>30100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>May 20</td>\n",
       "      <td>World Bee Day</td>\n",
       "      <td>21500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>February 13</td>\n",
       "      <td>World Radio Day</td>\n",
       "      <td>20200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>May 18</td>\n",
       "      <td>International Museum Day</td>\n",
       "      <td>18800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>September 8</td>\n",
       "      <td>International Literacy Day</td>\n",
       "      <td>12500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>August 12</td>\n",
       "      <td>International Youth Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>August 13</td>\n",
       "      <td>International Lefthanders Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>August 19</td>\n",
       "      <td>World Humanitarian Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>August 20</td>\n",
       "      <td>World Mosquito Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>August 21</td>\n",
       "      <td>World Senior Citizens Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>July 2</td>\n",
       "      <td>World UFO Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>June 30</td>\n",
       "      <td>United Nations International Asteroid Day rais...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>June 5</td>\n",
       "      <td>World Environment Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>June 17</td>\n",
       "      <td>World Day to Combat Desertification and Drought</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>June 6</td>\n",
       "      <td>International Russian Language Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>June 6</td>\n",
       "      <td>International Day of Beauty</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>June 6</td>\n",
       "      <td>World Pest Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>June 8</td>\n",
       "      <td>World Oceans Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>June 12</td>\n",
       "      <td>International Shia Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>June 12</td>\n",
       "      <td>World Day Against Child Labour</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>June 13</td>\n",
       "      <td>International Albinism Awareness Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>June 14</td>\n",
       "      <td>World Blood Donor Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>June 16</td>\n",
       "      <td>International Day of the African Child</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>June 19</td>\n",
       "      <td>World Sickle Cell Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>June 26</td>\n",
       "      <td>United Nations International Day in Support of...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>June 20</td>\n",
       "      <td>World Refugee Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>June 20–21 (Solstice)</td>\n",
       "      <td>International Surfing Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>June 21</td>\n",
       "      <td>World Humanist Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>June 21</td>\n",
       "      <td>International Yoga Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>June 21</td>\n",
       "      <td>World Music Day, International Day of Yoga, In...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>June 22</td>\n",
       "      <td>World Kidney Cancer Q&amp;A Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>June 23</td>\n",
       "      <td>International Widow's Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>June 25</td>\n",
       "      <td>World Vitiligo Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>June 26</td>\n",
       "      <td>International Day against Drug Abuse and Illic...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1 December</td>\n",
       "      <td>World AIDS Day</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>260 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          DATE  \\\n",
       "0                      March 8   \n",
       "1                   February 4   \n",
       "2                     March 20   \n",
       "3                     March 21   \n",
       "4                     March 22   \n",
       "5    October (day in 1st week)   \n",
       "6                 September 29   \n",
       "7       October (First Friday)   \n",
       "8               1st Fri in Oct   \n",
       "9                  November 17   \n",
       "10                  November 1   \n",
       "11                 November 13   \n",
       "12                September 10   \n",
       "13                    March 21   \n",
       "14                     March 3   \n",
       "15                 November 14   \n",
       "16                      May 23   \n",
       "17                  February 1   \n",
       "18       August (First Friday)   \n",
       "19                September 21   \n",
       "20                September 27   \n",
       "21                  February 5   \n",
       "22                      May 12   \n",
       "23                September 29   \n",
       "24                September 22   \n",
       "25       August (First Sunday)   \n",
       "26                      May 20   \n",
       "27                 February 13   \n",
       "28                      May 18   \n",
       "29                 September 8   \n",
       "..                         ...   \n",
       "230                  August 12   \n",
       "231                  August 13   \n",
       "232                  August 19   \n",
       "233                  August 20   \n",
       "234                  August 21   \n",
       "235                     July 2   \n",
       "236                    June 30   \n",
       "237                     June 5   \n",
       "238                    June 17   \n",
       "239                     June 6   \n",
       "240                     June 6   \n",
       "241                     June 6   \n",
       "242                     June 8   \n",
       "243                    June 12   \n",
       "244                    June 12   \n",
       "245                    June 13   \n",
       "246                    June 14   \n",
       "247                    June 16   \n",
       "248                    June 19   \n",
       "249                    June 26   \n",
       "250                    June 20   \n",
       "251      June 20–21 (Solstice)   \n",
       "252                    June 21   \n",
       "253                    June 21   \n",
       "254                    June 21   \n",
       "255                    June 22   \n",
       "256                    June 23   \n",
       "257                    June 25   \n",
       "258                    June 26   \n",
       "259                 1 December   \n",
       "\n",
       "                                                  DAYS    posts  \n",
       "0                            International Women's Day  6000000  \n",
       "1                                     World Cancer Day   218600  \n",
       "2                       International Day of Happiness   203900  \n",
       "3                              World Down Syndrome Day   187300  \n",
       "4                                      World Water Day   173200  \n",
       "5                                     World Ballet Day   156400  \n",
       "6                             International Coffee Day   132500  \n",
       "7                                      World Smile Day   123000  \n",
       "8                                      World Smile Day   123000  \n",
       "9                                World Prematurity Day   120900  \n",
       "10                                     World Vegan Day   104800  \n",
       "11                                  World Kindness Day    95000  \n",
       "12                        World Suicide Prevention Day    89500  \n",
       "13                                    World Poetry Day    80600  \n",
       "14                                  World Wildlife Day    72000  \n",
       "15                                  World Diabetes Day    68200  \n",
       "16                                    World Turtle Day    59400  \n",
       "17                                     World Hijab Day    52600  \n",
       "18                              International Beer Day    49400  \n",
       "19                          International Day of Peace    49100  \n",
       "20                                   World Tourism Day    43500  \n",
       "21                                   World Nutella Day    43400  \n",
       "22                            International Nurses Day    34900  \n",
       "23                                     World Heart Day    33500  \n",
       "24                                     World Rhino Day    32600  \n",
       "25                        International Friendship Day    30100  \n",
       "26                                       World Bee Day    21500  \n",
       "27                                     World Radio Day    20200  \n",
       "28                            International Museum Day    18800  \n",
       "29                          International Literacy Day    12500  \n",
       "..                                                 ...      ...  \n",
       "230                            International Youth Day        0  \n",
       "231                      International Lefthanders Day        0  \n",
       "232                             World Humanitarian Day        0  \n",
       "233                                 World Mosquito Day        0  \n",
       "234                          World Senior Citizens Day        0  \n",
       "235                                      World UFO Day        0  \n",
       "236  United Nations International Asteroid Day rais...        0  \n",
       "237                              World Environment Day        0  \n",
       "238    World Day to Combat Desertification and Drought        0  \n",
       "239                 International Russian Language Day        0  \n",
       "240                        International Day of Beauty        0  \n",
       "241                                     World Pest Day        0  \n",
       "242                                   World Oceans Day        0  \n",
       "243                             International Shia Day        0  \n",
       "244                     World Day Against Child Labour        0  \n",
       "245               International Albinism Awareness Day        0  \n",
       "246                              World Blood Donor Day        0  \n",
       "247             International Day of the African Child        0  \n",
       "248                              World Sickle Cell Day        0  \n",
       "249  United Nations International Day in Support of...        0  \n",
       "250                                  World Refugee Day        0  \n",
       "251                          International Surfing Day        0  \n",
       "252                                 World Humanist Day        0  \n",
       "253                             International Yoga Day        0  \n",
       "254  World Music Day, International Day of Yoga, In...        0  \n",
       "255                        World Kidney Cancer Q&A Day        0  \n",
       "256                          International Widow's Day        0  \n",
       "257                                 World Vitiligo Day        0  \n",
       "258  International Day against Drug Abuse and Illic...        0  \n",
       "259                                     World AIDS Day        0  \n",
       "\n",
       "[260 rows x 3 columns]"
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.to_csv('Int_days.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [],
   "source": [
    "d=list(df2['DAYS'].values[:50])\n",
    "p=list(df2['posts'].values[:50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,6))\n",
    "plt.plot(d,p)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1cc219056d8>"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df2['posts'][1:40],kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}