DEV Community: Edoka Chisom

GREATEST MOVIES OF ALL TIME

Edoka Chisom — Mon, 29 Aug 2022 12:44:37 +0000

Ever closed from a busy day at work and wonder what movie to watch, or on a weekend at home how do you decide what to watch? Not as easy as you thought right, but here comes data to the rescue.
In this write up, I will show you how to scrape data from Rotten Tomatoes which is a popular movie rating website and we will be creating word clouds for about a 100 movies.
Rotten tomatoes has a list of top 100 movies of all time whose ranking is based on critic score and number of critic reviews. But this metric is a little bit flawed as only critics are allowed to rate a movie, ordinary viewers like you and I weren't acknowledged in this. Wouldn't it be awesome to be able to compare the critic score and audience score?

Import the necessary libraries

# import all the necessary libaries
from bs4 import BeautifulSoup
import os
import requests
import glob
import unicodedata
import pandas as pd

Next, we download the top 100 greatest movies of all time dataset by clicking here

Web scrape the rotten tomatoes site

Here, we will web scrape the rotten tomatoes site in order to get the audience score since it was not included in the original dataset.
Due, to the brittleness of webscrapping, I've downloaded the movies web pages and compiled them in this zipped folder., so you can now reproduce this without issues. The folder contains the webpages for the top 100 greatest movies of all time which you can view in your local system browser or code editor.

# Webscraping
# Webscrape rotten tomatoes site to get the movie title,
# audience score and number of audience ratings

# List of dictionaries to build file by file and later convert to a DataFrame
df2_list = []

# folder where the movie webpages are saved
folder = 'C:\\Users\\user\\Desktop\\UDACITY\\Greatest_Movies\\rt_html'
for movie_html in os.listdir(folder):
    with open(os.path.join(folder, movie_html)) as file:
        soup = BeautifulSoup(file,"lxml")
        title = soup.find('title').text
        title = unicodedata.normalize("NFKD",title)
        audience_score = soup.find(name='div',class_='meter-value').find(name='span',class_='superPageFontColor').text[:-1]
        num_audience_ratings = soup.find('div', class_='audience-info hidden-xs superPageFontColor')

        num_audience_ratings = num_audience_ratings.find_all('div')[1].contents[2].strip().replace(',', '')

        # Append to list of dictionaries
        df2_list.append({'title': title,
                        'audience_score': int(audience_score),
                        'number_of_audience_ratings': int(num_audience_ratings)})

# convert list of dictionaries to dataframe       
df2 = pd.DataFrame(df2_list, columns = ['title', 'audience_score', 'number_of_audience_ratings'])

Merge both dataframes together

Now we perform a inner join of both dataframes but to do this, both dataframes have to have a common column(title column in this case). Thus, a little bit of cleaning has to be done on our title columns. Reformat the title column of df2 to have the same format as that of df1 and then remove any trailing spaces.

Visualization using Tableau

We now have all we need to create our visualization. For this we would be using tableau.

Link to Tableau visualization

Create a WordCloud for movie reviews

In order to create a word cloud, we need reviews for each movie. We would download Robert Ebert's review(A popular American movie critic) as a text file then loop through each review to get the movie title and its review and finally join his reviews to our dataframe.

folder_name = 'ebert_reviews'
if not os.path.exists(folder_name):
    os.makedirs(folder_name) # creates the directory ebert_reviews if it doesn't exist

ebert_review_urls = ['https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9900_1-the-wizard-of-oz-1939-film/1-the-wizard-of-oz-1939-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9901_2-citizen-kane/2-citizen-kane.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9901_3-the-third-man/3-the-third-man.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9902_4-get-out-film/4-get-out-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9902_5-mad-max-fury-road/5-mad-max-fury-road.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9902_6-the-cabinet-of-dr.-caligari/6-the-cabinet-of-dr.-caligari.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9903_7-all-about-eve/7-all-about-eve.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9903_8-inside-out-2015-film/8-inside-out-2015-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9903_9-the-godfather/9-the-godfather.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9904_10-metropolis-1927-film/10-metropolis-1927-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9904_11-e.t.-the-extra-terrestrial/11-e.t.-the-extra-terrestrial.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9904_12-modern-times-film/12-modern-times-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9904_14-singin-in-the-rain/14-singin-in-the-rain.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9905_15-boyhood-film/15-boyhood-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9905_16-casablanca-film/16-casablanca-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9905_17-moonlight-2016-film/17-moonlight-2016-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9906_18-psycho-1960-film/18-psycho-1960-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9906_19-laura-1944-film/19-laura-1944-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9906_20-nosferatu/20-nosferatu.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9907_21-snow-white-and-the-seven-dwarfs-1937-film/21-snow-white-and-the-seven-dwarfs-1937-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9907_22-a-hard-day27s-night-film/22-a-hard-day27s-night-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9907_23-la-grande-illusion/23-la-grande-illusion.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9908_25-the-battle-of-algiers/25-the-battle-of-algiers.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9908_26-dunkirk-2017-film/26-dunkirk-2017-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9908_27-the-maltese-falcon-1941-film/27-the-maltese-falcon-1941-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9909_29-12-years-a-slave-film/29-12-years-a-slave-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9909_30-gravity-2013-film/30-gravity-2013-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9909_31-sunset-boulevard-film/31-sunset-boulevard-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990a_32-king-kong-1933-film/32-king-kong-1933-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990a_33-spotlight-film/33-spotlight-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990a_34-the-adventures-of-robin-hood/34-the-adventures-of-robin-hood.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990b_35-rashomon/35-rashomon.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990b_36-rear-window/36-rear-window.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990b_37-selma-film/37-selma-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990c_38-taxi-driver/38-taxi-driver.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990c_39-toy-story-3/39-toy-story-3.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990c_40-argo-2012-film/40-argo-2012-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990d_41-toy-story-2/41-toy-story-2.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990d_42-the-big-sick/42-the-big-sick.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990d_43-bride-of-frankenstein/43-bride-of-frankenstein.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990d_44-zootopia/44-zootopia.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990e_45-m-1931-film/45-m-1931-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990e_46-wonder-woman-2017-film/46-wonder-woman-2017-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990e_48-alien-film/48-alien-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990f_49-bicycle-thieves/49-bicycle-thieves.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990f_50-seven-samurai/50-seven-samurai.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad990f_51-the-treasure-of-the-sierra-madre-film/51-the-treasure-of-the-sierra-madre-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9910_52-up-2009-film/52-up-2009-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9910_53-12-angry-men-1957-film/53-12-angry-men-1957-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9910_54-the-400-blows/54-the-400-blows.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9911_55-logan-film/55-logan-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9911_57-army-of-shadows/57-army-of-shadows.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9912_58-arrival-film/58-arrival-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9912_59-baby-driver/59-baby-driver.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9913_60-a-streetcar-named-desire-1951-film/60-a-streetcar-named-desire-1951-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9913_61-the-night-of-the-hunter-film/61-the-night-of-the-hunter-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9913_62-star-wars-the-force-awakens/62-star-wars-the-force-awakens.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9913_63-manchester-by-the-sea-film/63-manchester-by-the-sea-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9914_64-dr.-strangelove/64-dr.-strangelove.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9914_66-vertigo-film/66-vertigo-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9914_67-the-dark-knight-film/67-the-dark-knight-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9915_68-touch-of-evil/68-touch-of-evil.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9915_69-the-babadook/69-the-babadook.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9915_72-rosemary27s-baby-film/72-rosemary27s-baby-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9916_73-finding-nemo/73-finding-nemo.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9916_74-brooklyn-film/74-brooklyn-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9917_75-the-wrestler-2008-film/75-the-wrestler-2008-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9917_77-l.a.-confidential-film/77-l.a.-confidential-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9918_78-gone-with-the-wind-film/78-gone-with-the-wind-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9918_79-the-good-the-bad-and-the-ugly/79-the-good-the-bad-and-the-ugly.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9918_80-skyfall/80-skyfall.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9919_82-tokyo-story/82-tokyo-story.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9919_83-hell-or-high-water-film/83-hell-or-high-water-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9919_84-pinocchio-1940-film/84-pinocchio-1940-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad9919_85-the-jungle-book-2016-film/85-the-jungle-book-2016-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991a_86-la-la-land-film/86-la-la-land-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991b_87-star-trek-film/87-star-trek-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991b_89-apocalypse-now/89-apocalypse-now.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991c_90-on-the-waterfront/90-on-the-waterfront.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991c_91-the-wages-of-fear/91-the-wages-of-fear.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991c_92-the-last-picture-show/92-the-last-picture-show.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991d_93-harry-potter-and-the-deathly-hallows-part-2/93-harry-potter-and-the-deathly-hallows-part-2.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991d_94-the-grapes-of-wrath-film/94-the-grapes-of-wrath-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991d_96-man-on-wire/96-man-on-wire.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991e_97-jaws-film/97-jaws-film.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991e_98-toy-story/98-toy-story.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991e_99-the-godfather-part-ii/99-the-godfather-part-ii.txt',
                     'https://d17h27t6h515a5.cloudfront.net/topher/2017/September/59ad991e_100-battleship-potemkin/100-battleship-potemkin.txt']

Left Join with Robert Ebert's Review

df = new_df.merge(df3,how='left',on='title')

Some movies haven't been reviewed yet by Robert.

We can move forward with creating the word cloud now, first we write the code for a single movie to see if it works perfectly before scaling it to a 100 movies.

Below is the code to reproduce it for all 100 movies.

# Generate wordcloud for all movies
col = 0
for review in df["review_text"]:
    wc = WordCloud( background_color = "white",
               width = 3000, height = 2000).generate(df["review_text"][col])  # create word cloud for each movie
    wc.to_file(wordcloud_folder+"/"+str(df.ranking[col])+'_'+df.title[col]+'.png') # save the word cloud
    col+=1 
    if col > 100:
        break

Conclusion

Now, we have a better sense of what movies to watch based on their quadrant in our Tableau visualization and their review in our word cloud. Enjoy your weekend!!!. Link to my Github repo for the source code.

Build a Tic-Tac-Toe Game with Python

Edoka Chisom — Mon, 21 Mar 2022 02:37:05 +0000

As kids, the majority of us loved playing games like tic-tac-toe, sudoku, snake xenzia and the likes. So what better way to solidify your python knowledge than building one of these games.

In this article, I will walk you through how to build a Tic-Tac-Toe game from scratch with just the basics of python.

About the Game

We are going to build a tic-tac-toe game that can be played between yourself and the computer. It can be played on any python IDLE or Jupyter notebook.

Here is how the game works - Initially, we’ll make an empty game board and then the program randomly decides who plays first ( you or the computer). Then we take inputs from the players (x or o) in turns and the program checks for a win, lose or tie. Whatever the outcome of the game, the program asks the player if they would like to go another round.

To learn more about the rules of playing the tic-tac-toe game, refer to Rules of the Game.

Now, let’s get started.

Tools

Ensure you have Jupyter notebook, Pycharm or any other good python IDE installed on your system.

Steps

1. Create a function that displays the board.

from IPython.display import clear_output
board = ['#',' ',' ',' ',' ',' ',' ',' ',' ',' '] #To create an empty board

def display(board):  #here comes the function
    clear_output()
    print('  |   | ')
    print(board[1]+' | '+board[2]+' | '+board[3])
    print('  |   | ')
    print("----------")
    print('  |   | ')
    print(board[4]+' | '+board[5]+' | '+board[6])
    print('  |   | ')
    print("----------")
    print('  |   | ')
    print(board[7]+' | '+board[8]+' | '+board[9])
    print('  |   | ')

The purpose of this function is to act like a screen that displays each time a input is entered either by you or the computer.
You can use IPython.display clear_output() syntax to clear the output of a cell. This will make the console look neat but clear_output() only works in a Jupyter notebook. For other IDLE use print( ‘\n’ * 100 ) instead.

2. Write a function that asks a player for his input either ‘X’ or ‘O’ and returns a tuple.

def player_input():
    marker = ''
    player1 = ''
    computer = ''
    while not (marker == 'X' or marker == 'O'):
        marker = input("Please select a marker 'x' or 'o': ").upper()
        if (marker != 'X') or (marker != 'O'):
            clear_output()
        if marker == 'X':
            print(f"You are '{marker}' '")
            print("Computer is 'O'")
            player1,computer = 'X','O'
        elif marker == 'O':
            print(f"You are '{marker}' '")
            print("Computer is 'X'")
            player1,computer = 'O','X'
    return player1,computer

In this function we first created empty variables marker,player1 and computer. Next, the program asks for an input and stores this input in a marker as long as the player enters 'x' or 'o' hence, the essence of the while loop. The '.upper()' method just returns capitalized version of the input as this would make the game look nicer. The function of the next lines of codes is to print what you entered as your marker('x' or 'o') and make the computer the other. Then at the end of this function we return 'X' and 'O' as a tuple and save them in player1,computer.

3. A function to show the player where to place his marker(‘X’ or ‘O’).

def display_position_board(): #to show user where to place a marker
    print("Please select a position to place your marker")
    print('  |   | ')
    print(f"{1} | {2} | {3}")
    print('  |   | ')
    print("----------")
    print('  |   | ')
    print(f"{4} | {5} | {6}")
    print('  |   | ')
    print("----------")
    print('  |   | ')
    print(f"{7} | {8} | {9}")
    print('  |   | ')

The purpose of this function is to clearly define what value each position represents, in order to avoid confusion. It looks just like this

With this, the player is well aware of what position each number represents.

4. Create a function that collects the position of where the player has chosen to place the marker,As shown earlier the position should be between 1 to 9.

def position_chioce(): #a function that collects the users position
    chioce = ''
    while chioce not in range(1,10):
        chioce = int(input("Select a position to place your marker(1-9): "))
        if chioce not in range(1,10):
            clear_output()
    return chioce

Here, we want to get the user select a position to place his earlier chosen marker. Since the only possible positions are between 1 to 9 we would use a while loop to keep asking for a position until the user enters something valid.

5. Write a function that takes in the board,a marker ('X' or 'O'), and a desired position (number 1-9) as arguments and assigns the marker to the board.

def placing_input(board,position,marker): #to place a marker on the selected position
    board[position] = marker

The board is passed in as an argument so we can easily access the empty board we created earlier at the beginning. The next argument is the position we want to place our input then the last argument is the input itself. It looks just like this

6. Creates a function that takes in the board and checks if we have a winner.

There are 8 possible ways for a winner to emerge which is clearly explained her Rules of the Game. This function checks if any of these ways is True.

def win_check(board,mark):

    return ((board[7] == mark and board[8] == mark and board[9] == mark) or # across the bottom
    (board[4] == mark and board[5] == mark and board[6] == mark) or # across the middle
    (board[1] == mark and board[2] == mark and board[3] == mark) or # across the top
    (board[7] == mark and board[4] == mark and board[1] == mark) or # down the left side
    (board[8] == mark and board[5] == mark and board[2] == mark) or # down the middle
    (board[9] == mark and board[6] == mark and board[3] == mark) or # down the right side
    (board[7] == mark and board[5] == mark and board[3] == mark) or # diagonal
    (board[9] == mark and board[5] == mark and board[1] == mark)) # diagonal

7. Write a function that uses the random module to randomly decide who goes first.

First off we need to import the module ('import random'), next is to define the function whose_turn(). This function should return either 1 or 2 at random each time it is ran where 1 means player1 plays first and 2 means computer makes the first move. See code below:

import random   #imports the random library

def whose_turn():
    r = random.randint(1,2) #randomly selects who goes first
    if r == 1:
        return "player1"  #player1 goes first
    else:
        return "computer" #computer goes first

8. Write a function to check if we have an empty space or not.

def empty_space(position,board):
    return board[position] == ' '

The function returns True if we have an empty space and Fals otherwise.

9. Write a function that checks if the board is full and returns a boolean value. True if full, and False otherwise.

def full_board_check(board): #this checks if the board is full
    for i in range(1,10):
        if board[i] == ' ':
            return False
    return True

10. Create a function that randomly selects positions for the computer to place its marker

import random   #imports the random library


def computer():  #this function randomly generates numbers between 1 to 9
    return random.randint(1,9)

11. Bringing it all together

The last piece of the puzzle is putting all these together using if, elif, else statements, while and for loops in order to combine these functions together. This is where the bulk of the work is as it tests your thinking process as a programmer. Time to show you my entire code.

print("Welcome to my Tic Tac Toe Game")

play = True

while play:
    answer = ' '

    board = ['#', ' ', ' ', ' ', ' ', ' ', ' ', ' ', ' ', ' ']

    player1_marker, computer_marker = player_input()

    display_position_board()

    turn = whose_turn()

    game_on = True

    while game_on:

        if turn == "player1":
            position = position_chioce()
            if empty_space(position, board) == True:
                placing_input(board, position, player1_marker)
                display(board)
                turn = "computer"

                if win_check(board, player1_marker):
                    display(board)
                    print("Congratulations you have won")
                    answer = input("Do you want to go another round(y/n):")
                    if answer == 'n':
                        game_on = False
                        play = False
                    else:
                        game_on = False
                        play = True


                else:
                    if full_board_check(board):
                        display(board)
                        print("The game is a draw")
                        answer = input("Do you want to go another round(y/n):")
                        if answer == 'n':
                            game_on = False
                            play = False
                        else:
                            game_on = False
                            play = True
                    else:
                        turn = "computer"

            elif empty_space(position, board) == False:
                clear_output()
                display(board)
                print('Please select a valid position')
                turn = "player1"
                continue


        else:
            if turn == "computer":
                position = computer()
                if empty_space(position, board) == True:
                    placing_input(board, position, computer_marker)
                    display(board)
                    turn = "player1"

                    if win_check(board, computer_marker):
                        display(board)
                        print("Sorry you loose")
                        answer = input("Do you want to go another round(y/n):")
                        if answer == 'n':
                            game_on = False
                            play = False
                        else:
                            game_on = False
                            play = True

                    elif full_board_check(board):
                        display(board)
                        print("We have a draw")
                        answer = input("Do you want to go another round(y/n):")
                        if answer == 'n':
                            game_on = False
                            play = False
                        else:
                            game_on = False
                            play = True
                    turn = "player1"

print("Thanks for playing")

Conclusion.

We were able to build a powerful python project using the basics of python programming. After building this project we now have a clear understanding of how python scripting works, control flow statements looping and functions.
You can find my Jupyter notebook or .py file for the source code on GitHub