Python Project

Introduction

The data I have used for my Python visualization project is a public data set from Kaggle.com called the "New York City Airbnb Open Data. Guests and hosts have used Airbnb to expand on traveling possibilities. This dataset describes the listing activity and metrics in NYC, NY for 2019.While this data set has a good number of attributes related to Airbnb listings, I decided to use this data set to understand how the reviews, category of the room, neighbourhood plays in to the price and how each of these items are related.

https://www.kaggle.com/dgomonov/new-york-city-airbnb-open-data

Dataset

We have the Airbnb listing details of 530611 listings across 5 major neighbourhood groups and 3 different room types in NY. Some of the columns that we have primarily used for our analysis are:

-Host Name -Host Id -Neighbourhood group -Neighbourhood -Room Type -Number of reviews -Avergae price per night -Latitude -Longitude

import os
os.environ['QT_QPA_PLATFORM_PLUGIN_PATH'] = 'C:/ProgramData/Anaconda3/Library/plugins/platforms'

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import warnings
import wget
import folium
import seaborn

path = "U:/"
filename = "AB_NYC_2019.csv"
df = pd.read_csv(path + filename, nrows = 5, skiprows = 0)
df

##      id  ... availability_365
## 0  2539  ...              365
## 1  2595  ...              355
## 2  3647  ...              365
## 3  3831  ...              194
## 4  5022  ...                0
## 
## [5 rows x 16 columns]

df.dtypes

## id                                  int64
## name                               object
## host_id                             int64
## host_name                          object
## neighbourhood_group                object
## neighbourhood                      object
## latitude                          float64
## longitude                         float64
## room_type                          object
## price                               int64
## minimum_nights                      int64
## number_of_reviews                   int64
## last_review                        object
## reviews_per_month                 float64
## calculated_host_listings_count      int64
## availability_365                    int64
## dtype: object

df.isna().sum()

## id                                0
## name                              0
## host_id                           0
## host_name                         0
## neighbourhood_group               0
## neighbourhood                     0
## latitude                          0
## longitude                         0
## room_type                         0
## price                             0
## minimum_nights                    0
## number_of_reviews                 0
## last_review                       1
## reviews_per_month                 1
## calculated_host_listings_count    0
## availability_365                  0
## dtype: int64

df.host_name.value_counts()

## John           1
## Elisabeth      1
## Jennifer       1
## LisaRoxanne    1
## Laura          1
## Name: host_name, dtype: int64

df = df[ df['host_name'].notna()]
df.isna().sum()

## id                                0
## name                              0
## host_id                           0
## host_name                         0
## neighbourhood_group               0
## neighbourhood                     0
## latitude                          0
## longitude                         0
## room_type                         0
## price                             0
## minimum_nights                    0
## number_of_reviews                 0
## last_review                       1
## reviews_per_month                 1
## calculated_host_listings_count    0
## availability_365                  0
## dtype: int64

Findings

We will use different visualizations to answer multiple questions on this data set.

Room types

This visualization helps us get a general understanding of the most expensive room types and the neighbourhoods they are listed. As one would expect entire house listings are expensive compared to separate rooms or share rooms. It is very obvious from the visualization that Manhattan has the expensive listings across room types.

As you can see from the visualization in Manhattan the average price per night an entir home is $249.24.

import os
os.environ['QT_QPA_PLATFORM_PLUGIN_PATH'] = 'C:/ProgramData/Anaconda3/Library/plugins/platforms'

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import warnings
import wget

x = df.groupby(['neighbourhood_group', 'room_type']). agg({ 'price':['sum','mean'] }).reset_index()
x.columns = ['Neighbourhood_Area','Room_Type','Total_Price','AvgPrice_per_night']

plt.figure(figsize=(16,5))
plt.scatter(x['Room_Type'], x['Neighbourhood_Area'],marker='8', cmap='viridis',
            c=x['AvgPrice_per_night'], s=x['AvgPrice_per_night']*6, edgecolors='black')
plt.title('Average price per night for Airbnb in New York by room type', fontsize = 18)
plt.ylabel('Neighbourhood area in NY', fontsize = 14)
plt.xlabel('Room Type', fontsize = 14)

cbar = plt.colorbar()
cbar.set_label('Average price per nigh in $', rotation = 270, fontsize=14, color='black', labelpad = 20)

my_colorbar_ticks = [*range(0, int(x['AvgPrice_per_night'].max()), 25)]
cbar.set_ticks(my_colorbar_ticks)

plt.tight_layout()
plt.show()

Average Reviews

This visualization should help us understand the average reviews of top hosts in NY neighbourhood. The top 250 hosts have an average of 578 reviews, while the average review among the top 10 hosts is at 1733 reviews. It is clear that there is a tough competition among the top hosts with more reviews. While majority have below average reviews in the top 250, majority have above average reviews when it comes to the top 10.

We also have a visualization of the top 25 hosts who have an average of 1317 reviews.

x2 = df.groupby(['host_id','host_name']). agg({ 'number_of_reviews':['sum'] }).reset_index()
x2.columns = ['Host_Id','Host_Name','Total_Reviews']
x2 = x2.sort_values('Total_Reviews', ascending= False)
x2.reset_index(inplace= True, drop = True)

def pick_colors_according_to_review_count(this_data):
    colors = []
    avg = this_data.Total_Reviews.mean()
    for each in this_data.Total_Reviews:
        if each > avg*1.01:
            colors.append('lightblue')
        elif each < avg*0.99:
            colors.append('green')
        else:
            colors.append('orange')
    return colors
  

import matplotlib.patches as mpatches


bottom1 = 0
top1 = 249
d1 = x2.loc[bottom1:top1]
my_colors1 = pick_colors_according_to_review_count(d1)

bottom2 = 0
top2 = 9
d2 = x2.loc[bottom2:top2]
my_colors2 = pick_colors_according_to_review_count(d2)

Above = mpatches.Patch(color='lightblue', label = 'Above Average')
At = mpatches.Patch(color='orange', label = 'Within 1% of the Average')
Below = mpatches.Patch(color='green', label = 'Below Average')

fig = plt.figure(figsize=(18,16))
fig.suptitle('Number of reviews by Host:\n Top ' + str(top1+1) + ' and Top '+  str(top2+1),
             fontsize=18, fontweight='bold')


ax1 = fig.add_subplot(2,1,1)
ax1.bar(d1.Host_Name, d1.Total_Reviews, label = 'Total Reviews', color = my_colors1)
#ax1.legend(fontsize=14)

## <BarContainer object of 5 artists>

ax1.legend(handles=[Above, At, Below], fontsize=14)
plt.axhline(d1.Total_Reviews.mean(), color='black', linestyle = 'dashed')
ax1.spines['right'].set_visible(False)
ax1.spines['top'].set_visible(False)
ax1.axes.xaxis.set_visible(False)
ax1.set_title('Top '+ str(top1+1)+ ' Reviews', size = 20)
ax1.text(top1-60, d1.Total_Reviews.mean()+25, 'Avg Reviews = '+ str(round(d1.Total_Reviews.mean(),0)), rotation = 0, fontsize =14)

ax2 = fig.add_subplot(2,1,2)
ax2.bar(d2.Host_Name, d2.Total_Reviews, label = 'Total Reviews', color = my_colors2)
#ax1.legend(fontsize=14)

## <BarContainer object of 5 artists>

ax2.legend(handles=[Above, At, Below], fontsize=14)
plt.axhline(d2.Total_Reviews.mean(), color='black', linestyle = 'dashed')
ax2.spines['right'].set_visible(False)
ax2.spines['top'].set_visible(False)
ax2.axes.xaxis.set_visible(False)
ax2.set_title('Top '+ str(top2+1)+ ' Reviews', size = 20)
ax2.text(top2-1, d2.Total_Reviews.mean()+25, 'Avg Reviews = '+ str(round(d2.Total_Reviews.mean(),0)), rotation = 0, fontsize =14)

fig.subplots_adjust(hspace = 0.50)
plt.show()

bottom3 = 0
top3 = 24
d3 = x2.loc[bottom3:top3]

d3 = d3.sort_values('Total_Reviews', ascending = True)
#d3.reset_index(inplace= True, drop= True)

my_colors3 = pick_colors_according_to_review_count(d3)

Above = mpatches.Patch(color='lightblue', label = 'Above Average')
At = mpatches.Patch(color='orange', label = 'Within 1% of the Average')
Below = mpatches.Patch(color='green', label = 'Below Average')

fig = plt.figure(figsize=(18,12))
ax1 = fig.add_subplot(1,1,1)
ax1.barh(d3.Host_Name, d3.Total_Reviews, color = my_colors3)

## <BarContainer object of 5 artists>

for row_counter, value_at_row_counter in enumerate(d3.Total_Reviews):
    if value_at_row_counter > d3.Total_Reviews.mean()*1.01:
        color = 'lightblue'
    elif value_at_row_counter < d3.Total_Reviews.mean()*0.99:
        color = 'green'
    else:
        color ='orange'
    ax1.text(value_at_row_counter+2, row_counter, str(value_at_row_counter), color =color, fontsize=12, fontweight = 'bold',
            ha='left', va='center', backgroundcolor='white')

#to extend the x axis so that we can accommodate the bar and the label
plt.xlim(0,d3.Total_Reviews.max()+200)

## (0.0, 470.0)

ax1.set_title('Top '+ str(top3+1)+ ' Reviews', size = 20)
ax1.set_xlabel('Review Count', fontsize =16)
ax1.set_ylabel('Host Names', fontsize =16)
plt.xticks(fontsize=14)

## (array([  0., 100., 200., 300., 400., 500.]), [Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, '')])

plt.yticks(fontsize=14)

## ([0, 1, 2, 3, 4], [Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, '')])

ax1.legend(loc='lower right', handles=[Above, At, Below], fontsize=14)
plt.axvline(d3.Total_Reviews.mean(), color='black', linestyle = 'dashed')
ax1.text(d3.Total_Reviews.mean()+2, 0, 'Avg Reviews = '+ str(d3.Total_Reviews.mean()), rotation = 0, fontsize =14)


plt.show()

$ Vs Supply

It is natural to think that people are like more likely to list in expensive areas compared to less expensive neighbourhoods. But, not everyone can afford expensive rooms / houses. So, how does the supply of listings in less expensive neighbourhoods contrast with the other?

In this visualization, we are comparing the total number of listings in every neighbourhood across all room types. Surprisingly, expensive the neighbourhood, more the number of listings. The number of listings available closely follows the average price per night trends from highest to lowest. One possible explanation could be economically weaker neighbourhoods have smaller houses and lesser the chances of a spare room or house for a listing.

x3 = df.groupby(['room_type', 'neighbourhood_group']). agg({'room_type':['count'] ,'price':['sum','mean'] }).reset_index()
x3.columns = ['Room_Type','Neighbourhood_Area','Number_of_listings','Total_Price','AvgPrice_per_night']

stacked_df = x3
stacked_df = stacked_df.pivot(index='Neighbourhood_Area', columns='Room_Type', values= 'Number_of_listings')
stacked_df

## Room_Type           Entire home/apt  Private room
## Neighbourhood_Area                               
## Brooklyn                          1             1
## Manhattan                         2             1

room_type_order = ['Shared room','Private room','Entire home/apt']
stacked_df = stacked_df.reindex(columns=(room_type_order))

fig = plt.figure(figsize=(14,10))
ax = fig.add_subplot(1,1,1)

stacked_df.plot(kind='bar',stacked=True, ax=ax)
plt.ylabel('Total number of listing', fontsize =18, labelpad =10)
plt.title('Airbnb listings in NY during 2019 by neighbourhood \n Stacked Bar Plot', fontsize =18)
plt.xticks(rotation = 0, horizontalalignment= 'center', fontsize = 14)

## (array([0, 1]), [Text(0, 0, 'Brooklyn'), Text(1, 0, 'Manhattan')])

plt.yticks(fontsize=14)

## (array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5]), [Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, ''), Text(0, 0, '')])

ax.set_xlabel('NY Neighbourhood areas', fontsize=18)

handles, labels = ax.get_legend_handles_labels()
handles = [handles[2],handles[1],handles[0]]
labels = [labels[2],labels[1],labels[0]]
plt.legend(handles, labels, loc='best', fontsize=14)

plt.show()

Majority listing category

With majority of business travelers still preferring regular hotels over Airbnb options, what is the most common type of room category listing in NY? Single or shared rooms are mostly preferred by short haul business travellers.

This visualization clearly indicates that 52% of the listings in NY is for the entire home or apartment followed by 46% for private room and less than 3% for shared room. With Airbnb being a preferred option for families and couples compared to business travellers, entire home or apartment being the majority listing confirms the model that Airbnb is thriving on(or at least used to before the pandemic!)

number_outside_colors = len(x3.Room_Type.unique())
number_outside_colors

## 2

outside_colour_ref_number = np.arange(number_outside_colors)*6
outside_colour_ref_number

## array([0, 6])

number_inside_colors = len(x3.Neighbourhood_Area)
number_inside_colors

## 4

all_colour_ref_number = np.arange(number_outside_colors + number_inside_colors )

inside_color_ref_number =[]
for each in all_colour_ref_number:
    if each not in outside_colour_ref_number:
        inside_color_ref_number.append(each)

print(outside_colour_ref_number)

## [0 6]

print(inside_color_ref_number)

## [1, 2, 3, 4, 5]

fig = plt.figure(figsize=(20,20))
ax= fig.add_subplot(1,1,1)

colormap =plt.get_cmap("tab20c")
outer_colors= colormap(outside_colour_ref_number)

total_no_of_listings = x3.Number_of_listings.sum()

x3.groupby(['Room_Type'])['Number_of_listings'].sum().plot(
    kind='pie', radius=1, colors = outer_colors, pctdistance = 0.85, labeldistance = 1.05,
    wedgeprops = dict(edgecolor='w'), 
    textprops={'fontsize':20},
    autopct = lambda p: '{:.2f}%\n({:.0f})'.format(p,(p/100)*total_no_of_listings),
    startangle=90)



def my_autopct(pct):
    return ('%.2f'%pct) if pct > 8 else ''

inner_colors = colormap(inside_color_ref_number)
x3.Number_of_listings.plot(
    kind='pie', radius=0.7, colors = inner_colors, pctdistance = 0.55, labeldistance = 0.7,
    wedgeprops = dict(edgecolor='w'), 
    textprops={'fontsize':18},
    labels= x3.Neighbourhood_Area,
    autopct = my_autopct,
    startangle=90)

## <AxesSubplot:ylabel='Number_of_listings'>

subgroup_names=[     'Enitire Home/Apt - across neighbourhoods', 'Private Room - across neighbourhoods',
                     'Shared Room - across neighbourhoods',
                     'Enitire Home/Apt - Bronx', 'Enitire Home/Apt - Brooklyn', 'Enitire Home/Apt - Manhattan', 
                     'Enitire Home/Apt - Queens', 'Enitire Home/Apt - Staten Island',
                     'Private Room - Bronx', 'Private Room - Brooklyn', 'Private Room - Manhattan', 
                     'Private Room - Queens', 'Private Room - Staten Island',
                     'Shared Room - Bronx', 'Shared Room - Brooklyn', 'Shared Room - Manhattan', 
                     'Shared Room - Queens', 'Shared Room - Staten Island']
plt.legend(subgroup_names,bbox_to_anchor=(1.04,1), loc='upper left', fontsize=12)


hole = plt.Circle((0,0), 0.3, fc='white')
fig1 = plt.gcf()
fig1.gca().add_artist(hole)

ax.yaxis.set_visible(False)
plt.title('Total NY Airbnb Listings in 2019 by Room category and Neighbourhood Area', fontsize=22)

ax.text(0,0,'Total Airbnb Listings\n' + str(total_no_of_listings), size=18, ha='center', va='center')

ax.axis('equal')

## (-1.1138080494567117, 1.1177383011956805, -1.1129928325123302, 1.1006187477307658)

plt.tight_layout()

plt.show()

Proximity to business & attractions

Plotting a portion of the data set on the map using lattitude and longitude information, it is clear that majority of the entire home listings are well within the commercial part of the city and tourist attractions making it a preferred option for tourists. This could be one of the reasons for the elevated prices pr night in Brooklyn and Manhattan. Also, most of the less expensive options like the shared rooms are far from the main city making it less attractive for tourists.

map_df = pd.read_csv(path + filename, usecols = ['room_type', 'price','number_of_reviews', 'neighbourhood', 'latitude', 'longitude' ], nrows= 5000)

#Empire State building, NY
center_of_map = [40.7488817, -73.985428] 

my_map = folium.Map(location = center_of_map,
                   zoom_start = 12,
                    width = '90%',
                    height ='100%',
                    left = '5%',
                    right = '5%',
                    top = '0%')

tiles = ['cartodbpositron', 'openstreetmap', 'stamenterrain', 'stamentoner']
for tile in tiles:
    folium.TileLayer(tile).add_to(my_map)
    

## <folium.raster_layers.TileLayer object at 0x00000000476FD520>
## <folium.raster_layers.TileLayer object at 0x00000000476FD160>
## <folium.raster_layers.TileLayer object at 0x00000000476FD670>
## <folium.raster_layers.TileLayer object at 0x00000000476FD760>

folium.LayerControl().add_to(my_map)

## <folium.map.LayerControl object at 0x00000000476FD2E0>

for i in range(0, len(map_df)):
    room = map_df.loc[i, 'room_type']
    if room == 'Entire home/apt':
        color = 'green'
    elif room == 'Private room':
        color = 'orange'
    elif room == 'Shared room':
        color = 'blue'
    else:
        color ='black'
          
    try: 
        if color != 'black':
            folium.Circle(location = [ map_df.loc[i,'latitude'], map_df.loc[i,'longitude']],
                         tooltip = map_df.loc[i, 'room_type'],
                         popup = '$: {} \n Neighbourhood: {}'.format(map_df.loc[i, 'price'], map_df.loc[i,'neighbourhood']),
                         radius = 50,
                         color = color,
                         fill = True,
                         fill_color = color,
                         fill_opacity = 0.5).add_to(my_map)                 
                 
    except:
        pass

    

## <folium.vector_layers.Circle object at 0x00000000476FDC40>
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my_map.save(path + 'NY_Airbnb_2019_Listings.html')    
    
    
my_map

## <folium.folium.Map object at 0x000000004779EBB0>

#{python, echo=TRUE, message=FALSE, warning=FALSE} #<iframe src="U:/NY_Airbnb_2019_Listings.html" #width ="850" height="650" style="border: none; seamless:seamless"></iframe> #

Investment Decision

If an investor is thinking of investment property in NY to be listed in Airbnb and is wondering what type of listing and in which neighbourhood, the answer is loud and clear from this heat mat visualization. The listing should be an entire home/ apt listing (compared to other options) and in Manhattan for it to be most profitable compared to other neighbourhoods.

hm_df = pd.pivot_table(x, index='Neighbourhood_Area', columns= 'Room_Type', values ='AvgPrice_per_night')


import seaborn as sns
from matplotlib.ticker import FuncFormatter

fig = plt.figure(figsize=(14,8))
ax = fig.add_subplot(1,1,1)

comma_fmt = FuncFormatter(lambda x, p: format(int(x),','))

ax= sns.heatmap(hm_df, linewidth = 0.2, annot = True, cmap = 'rainbow', fmt=',.0f',
                square = True, annot_kws ={'size' : 11},
                cbar_kws={'format': comma_fmt, 'orientation': 'vertical'})

plt.title('Heatmap of the Average price per night by Room type and Neighbourhood', fontsize= 19, pad = 15)
plt.xlabel('Room type of the listing', fontsize= 18, labelpad=10)
plt.ylabel('Neighbourhoods in NY', fontsize=18, labelpad=10)
plt.yticks(rotation=0, size=14)

## (array([0.5, 1.5]), [Text(0, 0.5, 'Brooklyn'), Text(0, 1.5, 'Manhattan')])

plt.xticks(size=14)

## (array([0.5, 1.5]), [Text(0.5, 0, 'Entire home/apt'), Text(1.5, 0, 'Private room')])

cbar = ax.collections[0].colorbar
cbar.set_label('Avg $ per Night', rotation =270, fontsize = 14, color='black', labelpad=20)

ax.invert_xaxis()
plt.show()

Conclusion

It is very obvious from all the visualization that there is a huge variation among the Airbnb listings in NY. While the less expensive options are not preferred for various reasons discussed before, neighbourhood, reviews and the listing category(entire house) plays a pivotal role in deciding the price per night of the listing.

While things have changed a bit with the pandemic, I am sure things will get back to normalcy sometime soon and NY will continue to march in it glory with the tourists reviving Airbnb hosts.