Skip to content

Instantly share code, notes, and snippets.

@acmh

acmh/data_stats.ipynb

Created August 24, 2019 15:25
Show Gist options
  • Save acmh/3b66f1c65483bec539fd066c3c765b31 to your computer and use it in GitHub Desktop.
Save acmh/3b66f1c65483bec539fd066c3c765b31 to your computer and use it in GitHub Desktop.
Download ZIP
Data Stats
Display the source blob
Display the rendered blob
Raw
data_stats.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Acknowledgements\n",
"\n",
"The data was scraped from Booking.com. All data in the file is publicly available to everyone already. Data is originally owned by Booking.com. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Context\n",
"\n",
"This dataset contains 515,000 customer reviews and scoring of 1493 luxury hotels across Europe. Meanwhile, the geographical location of hotels are also provided for further analysis."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Data Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## About the Dataset\n",
"\n",
"The csv file contains 17 fields. The description of each field is as below:\n",
"\n",
"* Hotel_Address: Address of hotel.\n",
"* Review_Date: Date when reviewer posted the corresponding review.\n",
"* Average_Score: Average Score of the hotel, calculated based on the latest comment in the last year.\n",
"* Hotel_Name: Name of Hotel\n",
"* Reviewer_Nationality: Nationality of Reviewer\n",
"* Negative_Review: Negative Review the reviewer gave to the hotel. If the reviewer does not give the negative review, then it should be: 'No Negative'\n",
"* Review_Total_Negative_Word_Counts: Total number of words in the negative review.\n",
"* Positive_Review: Positive Review the reviewer gave to the hotel. If the reviewer does not give the negative review, then it should be: 'No Positive'\n",
"* Review_Total_Positive_Word_Counts: Total number of words in the positive review.\n",
"* Reviewer_Score: Score the reviewer has given to the hotel, based on his/her experience\n",
"* Total_Number_of_Reviews_Reviewer_Has_Given: Number of Reviews the reviewers has given in the past.\n",
"* Total_Number_of_Reviews: Total number of valid reviews the hotel has.\n",
"* Tags: Tags reviewer gave the hotel.\n",
"* Days_since_review: Duration between the review date and scrape date.\n",
"* Additional_Number_of_Scoring: There are also some guests who just made a scoring on the service rather than a review. This number indicates how many valid scores without review in there.\n",
"* lat: Latitude of the hotel\n",
"* lng: longtitude of the hotel\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import folium\n",
"import missingno as msno"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Loading the dataset from the Hotel_reviews dataset\n",
"df = pd.read_csv(\"../files/Hotel_Reviews.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(515738, 17)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Printing the shape of the dataset\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of data points : 515738 \n",
"Number of features: 17\n"
]
},
{
"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>Hotel_Address</th>\n",
" <th>Additional_Number_of_Scoring</th>\n",
" <th>Review_Date</th>\n",
" <th>Average_Score</th>\n",
" <th>Hotel_Name</th>\n",
" <th>Reviewer_Nationality</th>\n",
" <th>Negative_Review</th>\n",
" <th>Review_Total_Negative_Word_Counts</th>\n",
" <th>Total_Number_of_Reviews</th>\n",
" <th>Positive_Review</th>\n",
" <th>Review_Total_Positive_Word_Counts</th>\n",
" <th>Total_Number_of_Reviews_Reviewer_Has_Given</th>\n",
" <th>Reviewer_Score</th>\n",
" <th>Tags</th>\n",
" <th>days_since_review</th>\n",
" <th>lat</th>\n",
" <th>lng</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>s Gravesandestraat 55 Oost 1092 AA Amsterdam ...</td>\n",
" <td>194</td>\n",
" <td>8/3/2017</td>\n",
" <td>7.7</td>\n",
" <td>Hotel Arena</td>\n",
" <td>Russia</td>\n",
" <td>I am so angry that i made this post available...</td>\n",
" <td>397</td>\n",
" <td>1403</td>\n",
" <td>Only the park outside of the hotel was beauti...</td>\n",
" <td>11</td>\n",
" <td>7</td>\n",
" <td>2.9</td>\n",
" <td>[' Leisure trip ', ' Couple ', ' Duplex Double...</td>\n",
" <td>0 days</td>\n",
" <td>52.360576</td>\n",
" <td>4.915968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>s Gravesandestraat 55 Oost 1092 AA Amsterdam ...</td>\n",
" <td>194</td>\n",
" <td>8/3/2017</td>\n",
" <td>7.7</td>\n",
" <td>Hotel Arena</td>\n",
" <td>Ireland</td>\n",
" <td>No Negative</td>\n",
" <td>0</td>\n",
" <td>1403</td>\n",
" <td>No real complaints the hotel was great great ...</td>\n",
" <td>105</td>\n",
" <td>7</td>\n",
" <td>7.5</td>\n",
" <td>[' Leisure trip ', ' Couple ', ' Duplex Double...</td>\n",
" <td>0 days</td>\n",
" <td>52.360576</td>\n",
" <td>4.915968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>s Gravesandestraat 55 Oost 1092 AA Amsterdam ...</td>\n",
" <td>194</td>\n",
" <td>7/31/2017</td>\n",
" <td>7.7</td>\n",
" <td>Hotel Arena</td>\n",
" <td>Australia</td>\n",
" <td>Rooms are nice but for elderly a bit difficul...</td>\n",
" <td>42</td>\n",
" <td>1403</td>\n",
" <td>Location was good and staff were ok It is cut...</td>\n",
" <td>21</td>\n",
" <td>9</td>\n",
" <td>7.1</td>\n",
" <td>[' Leisure trip ', ' Family with young childre...</td>\n",
" <td>3 days</td>\n",
" <td>52.360576</td>\n",
" <td>4.915968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>s Gravesandestraat 55 Oost 1092 AA Amsterdam ...</td>\n",
" <td>194</td>\n",
" <td>7/31/2017</td>\n",
" <td>7.7</td>\n",
" <td>Hotel Arena</td>\n",
" <td>United Kingdom</td>\n",
" <td>My room was dirty and I was afraid to walk ba...</td>\n",
" <td>210</td>\n",
" <td>1403</td>\n",
" <td>Great location in nice surroundings the bar a...</td>\n",
" <td>26</td>\n",
" <td>1</td>\n",
" <td>3.8</td>\n",
" <td>[' Leisure trip ', ' Solo traveler ', ' Duplex...</td>\n",
" <td>3 days</td>\n",
" <td>52.360576</td>\n",
" <td>4.915968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>s Gravesandestraat 55 Oost 1092 AA Amsterdam ...</td>\n",
" <td>194</td>\n",
" <td>7/24/2017</td>\n",
" <td>7.7</td>\n",
" <td>Hotel Arena</td>\n",
" <td>New Zealand</td>\n",
" <td>You When I booked with your company on line y...</td>\n",
" <td>140</td>\n",
" <td>1403</td>\n",
" <td>Amazing location and building Romantic setting</td>\n",
" <td>8</td>\n",
" <td>3</td>\n",
" <td>6.7</td>\n",
" <td>[' Leisure trip ', ' Couple ', ' Suite ', ' St...</td>\n",
" <td>10 days</td>\n",
" <td>52.360576</td>\n",
" <td>4.915968</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Hotel_Address \\\n",
"0 s Gravesandestraat 55 Oost 1092 AA Amsterdam ... \n",
"1 s Gravesandestraat 55 Oost 1092 AA Amsterdam ... \n",
"2 s Gravesandestraat 55 Oost 1092 AA Amsterdam ... \n",
"3 s Gravesandestraat 55 Oost 1092 AA Amsterdam ... \n",
"4 s Gravesandestraat 55 Oost 1092 AA Amsterdam ... \n",
"\n",
" Additional_Number_of_Scoring Review_Date Average_Score Hotel_Name \\\n",
"0 194 8/3/2017 7.7 Hotel Arena \n",
"1 194 8/3/2017 7.7 Hotel Arena \n",
"2 194 7/31/2017 7.7 Hotel Arena \n",
"3 194 7/31/2017 7.7 Hotel Arena \n",
"4 194 7/24/2017 7.7 Hotel Arena \n",
"\n",
" Reviewer_Nationality Negative_Review \\\n",
"0 Russia I am so angry that i made this post available... \n",
"1 Ireland No Negative \n",
"2 Australia Rooms are nice but for elderly a bit difficul... \n",
"3 United Kingdom My room was dirty and I was afraid to walk ba... \n",
"4 New Zealand You When I booked with your company on line y... \n",
"\n",
" Review_Total_Negative_Word_Counts Total_Number_of_Reviews \\\n",
"0 397 1403 \n",
"1 0 1403 \n",
"2 42 1403 \n",
"3 210 1403 \n",
"4 140 1403 \n",
"\n",
" Positive_Review \\\n",
"0 Only the park outside of the hotel was beauti... \n",
"1 No real complaints the hotel was great great ... \n",
"2 Location was good and staff were ok It is cut... \n",
"3 Great location in nice surroundings the bar a... \n",
"4 Amazing location and building Romantic setting \n",
"\n",
" Review_Total_Positive_Word_Counts \\\n",
"0 11 \n",
"1 105 \n",
"2 21 \n",
"3 26 \n",
"4 8 \n",
"\n",
" Total_Number_of_Reviews_Reviewer_Has_Given Reviewer_Score \\\n",
"0 7 2.9 \n",
"1 7 7.5 \n",
"2 9 7.1 \n",
"3 1 3.8 \n",
"4 3 6.7 \n",
"\n",
" Tags days_since_review \\\n",
"0 [' Leisure trip ', ' Couple ', ' Duplex Double... 0 days \n",
"1 [' Leisure trip ', ' Couple ', ' Duplex Double... 0 days \n",
"2 [' Leisure trip ', ' Family with young childre... 3 days \n",
"3 [' Leisure trip ', ' Solo traveler ', ' Duplex... 3 days \n",
"4 [' Leisure trip ', ' Couple ', ' Suite ', ' St... 10 days \n",
"\n",
" lat lng \n",
"0 52.360576 4.915968 \n",
"1 52.360576 4.915968 \n",
"2 52.360576 4.915968 \n",
"3 52.360576 4.915968 \n",
"4 52.360576 4.915968 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print ('Number of data points : ', df.shape[0], \\\n",
" '\\nNumber of features:', df.shape[1])\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data cleaning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deduplication"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"526\n",
"After removing Duplicates: (515212, 17)\n"
]
}
],
"source": [
"#Removing duplicates from the dataset\n",
"print(sum(df.duplicated()))\n",
"df = df.drop_duplicates()\n",
"print('After removing Duplicates: {}'.format(df.shape))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We observe that 526 reviews are duplicate and we removed them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Checking for missing values"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe1896acdd8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1800x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"msno.matrix(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- From the above plot we can see that there are some missing values in lat(Latitude) and lng(Longitude) features in the dataset.\n",
"- Lets look at the missing values in the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of missing values in the dataset: 3268\n"
]
}
],
"source": [
"nans = lambda df: df[df.isnull().any(axis=1)]\n",
"nans_df = nans(df)\n",
"nans_df = nans_df[['Hotel_Name','lat','lng']]\n",
"print('Number of missing values in the dataset: {}'.format(len(nans_df)))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 3268\n",
"unique 17\n",
"top Fleming s Selection Hotel Wien City\n",
"freq 658\n",
"Name: Hotel_Name, dtype: object"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nans_df.Hotel_Name.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We see that there are about 3268 Nan (missing values) from 17 Hotels lat,lng information is not available in the dataset.\n",
"- i.e., 1.13% of Hotels lat,lng information is missing.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Fleming s Selection Hotel Wien City 658\n",
"Hotel City Central 563\n",
"Hotel Atlanta 389\n",
"Maison Albar Hotel Paris Op ra Diamond 290\n",
"Hotel Daniel Vienna 245\n",
"Hotel Pension Baron am Schottentor 223\n",
"Austria Trend Hotel Schloss Wilhelminenberg Wien 194\n",
"Derag Livinghotel Kaiser Franz Joseph Vienna 147\n",
"NH Collection Barcelona Podium 146\n",
"City Hotel Deutschmeister 93\n",
"Hotel Park Villa 61\n",
"Cordial Theaterhotel Wien 57\n",
"Holiday Inn Paris Montmartre 55\n",
"Roomz Vienna 49\n",
"Mercure Paris Gare Montparnasse 37\n",
"Renaissance Barcelona Hotel 33\n",
"Hotel Advance 28\n",
"Name: Hotel_Name, dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's look at the reviews frequency of the missing Hotels.\n",
"nans_df.Hotel_Name.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Instead of removing the Nan values from the dataset, Try to fill the Nan values with the similar Hotel_Addresses lat, lng values in the dataset. If the Hotel_Address is matched with the other rows(i.e Nan valued rows) in the dataset, Fill the Nan values in the dataset with the matched values(i.e., lat,lng).\n",
"- Let's look into the datset to find the similar Hotel information is availble: "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of reviews in the dataset to that Hotel:\n",
"Fleming s Selection Hotel Wien City: 658\n",
"Hotel City Central: 563\n",
"Hotel Atlanta: 389\n",
"Maison Albar Hotel Paris Op ra Diamond: 290\n",
"Hotel Daniel Vienna: 245\n",
"Hotel Pension Baron am Schottentor: 223\n",
"Austria Trend Hotel Schloss Wilhelminenberg Wien: 194\n",
"Derag Livinghotel Kaiser Franz Joseph Vienna: 147\n",
"NH Collection Barcelona Podium: 146\n",
"City Hotel Deutschmeister: 93\n",
"Hotel Park Villa: 61\n",
"Cordial Theaterhotel Wien: 57\n",
"Holiday Inn Paris Montmartre: 55\n",
"Roomz Vienna: 49\n",
"Mercure Paris Gare Montparnasse: 37\n",
"Renaissance Barcelona Hotel: 33\n",
"Hotel Advance: 28\n"
]
}
],
"source": [
"print('Number of reviews in the dataset to that Hotel:')\n",
"print('Fleming s Selection Hotel Wien City: {}'.format(len(df.loc[df.Hotel_Name == 'Fleming s Selection Hotel Wien City'])))\n",
"print('Hotel City Central: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel City Central'])))\n",
"print('Hotel Atlanta: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel Atlanta'])))\n",
"print('Maison Albar Hotel Paris Op ra Diamond: {}'.format(len(df.loc[df.Hotel_Name == 'Maison Albar Hotel Paris Op ra Diamond'])))\n",
"print('Hotel Daniel Vienna: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel Daniel Vienna'])))\n",
"print('Hotel Pension Baron am Schottentor: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel Pension Baron am Schottentor'])))\n",
"print('Austria Trend Hotel Schloss Wilhelminenberg Wien: {}'.format(len(df.loc[df.Hotel_Name == 'Austria Trend Hotel Schloss Wilhelminenberg Wien'])))\n",
"print('Derag Livinghotel Kaiser Franz Joseph Vienna: {}'.format(len(df.loc[df.Hotel_Name == 'Derag Livinghotel Kaiser Franz Joseph Vienna'])))\n",
"print('NH Collection Barcelona Podium: {}'.format(len(df.loc[df.Hotel_Name == 'NH Collection Barcelona Podium'])))\n",
"print('City Hotel Deutschmeister: {}'.format(len(df.loc[df.Hotel_Name == 'City Hotel Deutschmeister'])))\n",
"print('Hotel Park Villa: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel Park Villa'])))\n",
"print('Cordial Theaterhotel Wien: {}'.format(len(df.loc[df.Hotel_Name == 'Cordial Theaterhotel Wien'])))\n",
"print('Holiday Inn Paris Montmartre: {}'.format(len(df.loc[df.Hotel_Name == 'Holiday Inn Paris Montmartre'])))\n",
"print('Roomz Vienna: {}'.format(len(df.loc[df.Hotel_Name == 'Roomz Vienna'])))\n",
"print('Mercure Paris Gare Montparnasse: {}'.format(len(df.loc[df.Hotel_Name == 'Mercure Paris Gare Montparnasse'])))\n",
"print('Renaissance Barcelona Hotel: {}'.format(len(df.loc[df.Hotel_Name == 'Renaissance Barcelona Hotel'])))\n",
"print('Hotel Advance: {}'.format(len(df.loc[df.Hotel_Name == 'Hotel Advance'])))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- From the above figures we see that the missing values and available values in the dataset are same.(i.e the inflat,lng values are not available in the entire dataset).\n",
"- So, Now we can fill the NaN values in the dataset manually. (Simply we can ignore those rows in the dataset by removing them. But i decided not to delete the information and fill the lat,lng values manually just because when it comes to Business problem if i try to remove the data i am losing information of 17 Hotel's. It seems like losing our 17 clients.)\n",
"- For filling the lat,lng information of Hotel's by using this site [http://latlong.org/]."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Latitude information of Hotels\n",
"loc_lat = {'Fleming s Selection Hotel Wien City':48.209270,\n",
" 'Hotel City Central':48.2136,\n",
" 'Hotel Atlanta':48.210033,\n",
" 'Maison Albar Hotel Paris Op ra Diamond':48.875343,\n",
" 'Hotel Daniel Vienna':48.1888,\n",
" 'Hotel Pension Baron am Schottentor':48.216701,\n",
" 'Austria Trend Hotel Schloss Wilhelminenberg Wien':48.2195,\n",
" 'Derag Livinghotel Kaiser Franz Joseph Vienna':48.245998,\n",
" 'NH Collection Barcelona Podium':41.3916,\n",
" 'City Hotel Deutschmeister':48.22088,\n",
" 'Hotel Park Villa':48.233577,\n",
" 'Cordial Theaterhotel Wien':48.209488,\n",
" 'Holiday Inn Paris Montmartre':48.888920,\n",
" 'Roomz Vienna':48.186605,\n",
" 'Mercure Paris Gare Montparnasse':48.840012,\n",
" 'Renaissance Barcelona Hotel':41.392673,\n",
" 'Hotel Advance':41.383308}"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Longitude information of Hotels\n",
"loc_lng ={'Fleming s Selection Hotel Wien City':16.353479,\n",
" 'Hotel City Central':16.3799,\n",
" 'Hotel Atlanta':16.363449,\n",
" 'Maison Albar Hotel Paris Op ra Diamond':2.323358,\n",
" 'Hotel Daniel Vienna':16.3840,\n",
" 'Hotel Pension Baron am Schottentor':16.359819,\n",
" 'Austria Trend Hotel Schloss Wilhelminenberg Wien':16.2856,\n",
" 'Derag Livinghotel Kaiser Franz Joseph Vienna':16.341080,\n",
" 'NH Collection Barcelona Podium':2.1779,\n",
" 'City Hotel Deutschmeister':16.36663,\n",
" 'Hotel Park Villa':16.345682,\n",
" 'Cordial Theaterhotel Wien':16.351585,\n",
" 'Holiday Inn Paris Montmartre':2.333087,\n",
" 'Roomz Vienna':16.420643,\n",
" 'Mercure Paris Gare Montparnasse':2.323595,\n",
" 'Renaissance Barcelona Hotel':2.167494,\n",
" 'Hotel Advance':2.162828}"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"#filling the latitude information\n",
"df['lat'] = df['lat'].fillna(df['Hotel_Name'].apply(lambda x: loc_lat.get(x)))\n",
"#filling longitude information\n",
"df['lng'] = df['lng'].fillna(df['Hotel_Name'].apply(lambda x: loc_lng.get(x)))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe17e6dbdd8>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1800x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#looking whether information is correctly filled or not.\n",
"msno.matrix(df)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Saving the data to pickle files\n",
"df.to_pickle('../files/hotel_reviews_cleaned')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Loading the data from the pickle file\n",
"df = pd.read_pickle('../files/hotel_reviews_cleaned')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic stats for features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hotel Name"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 515212\n",
"unique 1492\n",
"top Britannia International Hotel Canary Wharf\n",
"freq 4789\n",
"Name: Hotel_Name, dtype: object"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Hotel_Name.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- There are 1492 Hotel Names and the most reviewed Hotel is Britannia International Hotel Canary Wharf with 4789 reviews."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe16bc38908>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Let's look at the top 10 reviewed Hotels\n",
"Hotel_Name_count = df.Hotel_Name.value_counts()\n",
"Hotel_Name_count[:10].plot(kind='bar',figsize=(10,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Average_Score"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"from matplotlib.pylab import rcParams\n",
"rcParams['figure.figsize'] = 50, 18\n",
"rcParams[\"axes.labelsize\"] = 16\n",
"from matplotlib import pyplot\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe18a5dca20>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 2160x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_plot = df[[\"Hotel_Name\",\"Average_Score\"]].drop_duplicates()\n",
"sns.set(font_scale = 2.5)\n",
"a4_dims = (30, 12)\n",
"fig, ax = pyplot.subplots(figsize=a4_dims)\n",
"sns.countplot(ax = ax,x = \"Average_Score\",data=data_plot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We see that most of the Hotels average_score lie in the range of 8.0 and 9.1 range"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reviewer Nationality"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 3600x1296 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from wordcloud import WordCloud\n",
"Reviewer_Nat_Count = df.Reviewer_Nationality.value_counts()\n",
"wordcloud = WordCloud(background_color='black', width = 600,\\\n",
" height=200, max_font_size=50, max_words=40).generate_from_frequencies(Reviewer_Nat_Count)\n",
"wordcloud.recolor(random_state=312)\n",
"plt.imshow(wordcloud)\n",
"plt.title(\"Wordcloud for countries \")\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 515212\n",
"unique 227\n",
"top United Kingdom \n",
"freq 245110\n",
"Name: Reviewer_Nationality, dtype: object"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Reviewer_Nationality.describe()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" United Kingdom 245110\n",
" United States of America 35349\n",
" Australia 21648\n",
" Ireland 14814\n",
" United Arab Emirates 10229\n",
" Saudi Arabia 8940\n",
" Netherlands 8757\n",
" Switzerland 8669\n",
" Germany 7929\n",
" Canada 7883\n",
"Name: Reviewer_Nationality, dtype: int64\n"
]
}
],
"source": [
"# Let's look at the Top 10 Reviewer's Nationalities\n",
"print(Reviewer_Nat_Count[:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- From this we can conclude: the Reviewers belongs to 227 different countries and almost 47.57%(245110/515212) of Reviewers are from United Kingdom"
]
},
{
"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": "3.6.8"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment