airbnb_paris.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# listings = pd.read_csv('Listings.csv')\n",
    "# this only returns UnicodeDecodeError, hence we have to specify encoding:\n",
    "listings = pd.read_csv('Listings.csv', encoding='ISO-8859-1', low_memory=False)\n",
    "# low_memory=False solves DtypeWarning of mixed tipes in columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>listing_id</th>\n",
       "      <th>name</th>\n",
       "      <th>host_id</th>\n",
       "      <th>host_since</th>\n",
       "      <th>host_location</th>\n",
       "      <th>host_response_time</th>\n",
       "      <th>host_response_rate</th>\n",
       "      <th>host_acceptance_rate</th>\n",
       "      <th>host_is_superhost</th>\n",
       "      <th>host_total_listings_count</th>\n",
       "      <th>...</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>maximum_nights</th>\n",
       "      <th>review_scores_rating</th>\n",
       "      <th>review_scores_accuracy</th>\n",
       "      <th>review_scores_cleanliness</th>\n",
       "      <th>review_scores_checkin</th>\n",
       "      <th>review_scores_communication</th>\n",
       "      <th>review_scores_location</th>\n",
       "      <th>review_scores_value</th>\n",
       "      <th>instant_bookable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>281420</td>\n",
       "      <td>Beautiful Flat in le Village Montmartre, Paris</td>\n",
       "      <td>1466919</td>\n",
       "      <td>2011-12-03</td>\n",
       "      <td>Paris, Ile-de-France, France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3705183</td>\n",
       "      <td>39 mÃÂ² Paris (Sacre CÃâur)</td>\n",
       "      <td>10328771</td>\n",
       "      <td>2013-11-29</td>\n",
       "      <td>Paris, Ile-de-France, France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4082273</td>\n",
       "      <td>Lovely apartment with Terrace, 60m2</td>\n",
       "      <td>19252768</td>\n",
       "      <td>2014-07-31</td>\n",
       "      <td>Paris, Ile-de-France, France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4797344</td>\n",
       "      <td>Cosy studio (close to Eiffel tower)</td>\n",
       "      <td>10668311</td>\n",
       "      <td>2013-12-17</td>\n",
       "      <td>Paris, Ile-de-France, France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4823489</td>\n",
       "      <td>Close to Eiffel Tower - Beautiful flat : 2 rooms</td>\n",
       "      <td>24837558</td>\n",
       "      <td>2014-12-14</td>\n",
       "      <td>Paris, Ile-de-France, France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   listing_id                                              name   host_id  \\\n",
       "0      281420    Beautiful Flat in le Village Montmartre, Paris   1466919   \n",
       "1     3705183                   39 mÃÂ² Paris (Sacre CÃ\n",
       "âur)  10328771   \n",
       "2     4082273               Lovely apartment with Terrace, 60m2  19252768   \n",
       "3     4797344               Cosy studio (close to Eiffel tower)  10668311   \n",
       "4     4823489  Close to Eiffel Tower - Beautiful flat : 2 rooms  24837558   \n",
       "\n",
       "   host_since                 host_location host_response_time  \\\n",
       "0  2011-12-03  Paris, Ile-de-France, France                NaN   \n",
       "1  2013-11-29  Paris, Ile-de-France, France                NaN   \n",
       "2  2014-07-31  Paris, Ile-de-France, France                NaN   \n",
       "3  2013-12-17  Paris, Ile-de-France, France                NaN   \n",
       "4  2014-12-14  Paris, Ile-de-France, France                NaN   \n",
       "\n",
       "   host_response_rate  host_acceptance_rate host_is_superhost  \\\n",
       "0                 NaN                   NaN                 f   \n",
       "1                 NaN                   NaN                 f   \n",
       "2                 NaN                   NaN                 f   \n",
       "3                 NaN                   NaN                 f   \n",
       "4                 NaN                   NaN                 f   \n",
       "\n",
       "   host_total_listings_count  ... minimum_nights maximum_nights  \\\n",
       "0                        1.0  ...              2           1125   \n",
       "1                        1.0  ...              2           1125   \n",
       "2                        1.0  ...              2           1125   \n",
       "3                        1.0  ...              2           1125   \n",
       "4                        1.0  ...              2           1125   \n",
       "\n",
       "  review_scores_rating review_scores_accuracy review_scores_cleanliness  \\\n",
       "0                100.0                   10.0                      10.0   \n",
       "1                100.0                   10.0                      10.0   \n",
       "2                100.0                   10.0                      10.0   \n",
       "3                100.0                   10.0                      10.0   \n",
       "4                100.0                   10.0                      10.0   \n",
       "\n",
       "   review_scores_checkin  review_scores_communication review_scores_location  \\\n",
       "0                   10.0                         10.0                   10.0   \n",
       "1                   10.0                         10.0                   10.0   \n",
       "2                   10.0                         10.0                   10.0   \n",
       "3                   10.0                         10.0                   10.0   \n",
       "4                   10.0                         10.0                   10.0   \n",
       "\n",
       "  review_scores_value  instant_bookable  \n",
       "0                10.0                 f  \n",
       "1                10.0                 f  \n",
       "2                10.0                 f  \n",
       "3                10.0                 f  \n",
       "4                10.0                 f  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cast any date columns as datetime format:\n",
    "# most efficient way is to do it straight away when opening the csv:\n",
    "listings = pd.read_csv(\n",
    "    'Listings.csv',\n",
    "    encoding='ISO-8859-1',\n",
    "    low_memory=False,\n",
    "    parse_dates=['host_since']\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 279712 entries, 0 to 279711\n",
      "Data columns (total 33 columns):\n",
      " #   Column                       Non-Null Count   Dtype         \n",
      "---  ------                       --------------   -----         \n",
      " 0   listing_id                   279712 non-null  int64         \n",
      " 1   name                         279537 non-null  object        \n",
      " 2   host_id                      279712 non-null  int64         \n",
      " 3   host_since                   279547 non-null  datetime64[ns]\n",
      " 4   host_location                278872 non-null  object        \n",
      " 5   host_response_time           150930 non-null  object        \n",
      " 6   host_response_rate           150930 non-null  float64       \n",
      " 7   host_acceptance_rate         166625 non-null  float64       \n",
      " 8   host_is_superhost            279547 non-null  object        \n",
      " 9   host_total_listings_count    279547 non-null  float64       \n",
      " 10  host_has_profile_pic         279547 non-null  object        \n",
      " 11  host_identity_verified       279547 non-null  object        \n",
      " 12  neighbourhood                279712 non-null  object        \n",
      " 13  district                     37012 non-null   object        \n",
      " 14  city                         279712 non-null  object        \n",
      " 15  latitude                     279712 non-null  float64       \n",
      " 16  longitude                    279712 non-null  float64       \n",
      " 17  property_type                279712 non-null  object        \n",
      " 18  room_type                    279712 non-null  object        \n",
      " 19  accommodates                 279712 non-null  int64         \n",
      " 20  bedrooms                     250277 non-null  float64       \n",
      " 21  amenities                    279712 non-null  object        \n",
      " 22  price                        279712 non-null  int64         \n",
      " 23  minimum_nights               279712 non-null  int64         \n",
      " 24  maximum_nights               279712 non-null  int64         \n",
      " 25  review_scores_rating         188307 non-null  float64       \n",
      " 26  review_scores_accuracy       187999 non-null  float64       \n",
      " 27  review_scores_cleanliness    188047 non-null  float64       \n",
      " 28  review_scores_checkin        187941 non-null  float64       \n",
      " 29  review_scores_communication  188025 non-null  float64       \n",
      " 30  review_scores_location       187937 non-null  float64       \n",
      " 31  review_scores_value          187927 non-null  float64       \n",
      " 32  instant_bookable             279712 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(13), int64(6), object(13)\n",
      "memory usage: 70.4+ MB\n"
     ]
    }
   ],
   "source": [
    "listings.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 64690 entries, 0 to 279711\n",
      "Data columns (total 5 columns):\n",
      " #   Column         Non-Null Count  Dtype         \n",
      "---  ------         --------------  -----         \n",
      " 0   host_since     64657 non-null  datetime64[ns]\n",
      " 1   neighbourhood  64690 non-null  object        \n",
      " 2   city           64690 non-null  object        \n",
      " 3   accommodates   64690 non-null  int64         \n",
      " 4   price          64690 non-null  int64         \n",
      "dtypes: datetime64[ns](1), int64(2), object(2)\n",
      "memory usage: 3.0+ MB\n"
     ]
    }
   ],
   "source": [
    "# Filter the relevant rows and columns:\n",
    "paris_listings = (\n",
    "    listings\n",
    "    .query(\"city == 'Paris'\")\n",
    "    .loc[:, ['host_since', 'neighbourhood', 'city', 'accommodates', 'price']]\n",
    ")\n",
    "\n",
    "\n",
    "paris_listings.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "host_since       62\n",
       "neighbourhood    62\n",
       "city             62\n",
       "accommodates     62\n",
       "price            62\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for missing data, calculate the maximum, mininmum and average for each numeric column:\n",
    "paris_listings.isna().sum()\n",
    "# 33 rows are missing values - such a small number wont impact the analysis, so we can leave as they are\n",
    "paris_listings.describe()\n",
    "# there are rows with min value of 0 in price and accomodates, which is concerning\n",
    "paris_listings.query('price == 0').count()\n",
    "# 54 listings has accommodates = 0 and 62 listings has price = 0. All rows, where accommmodates is 0 has also price of 0.\n",
    "# again it's just a small fragment of the data set so we leave it in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# let's prepare data for visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>neighbourhood</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Luxembourg</th>\n",
       "      <td>155.638639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Palais-Bourbon</th>\n",
       "      <td>156.856578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Passy</th>\n",
       "      <td>161.144635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louvre</th>\n",
       "      <td>175.379972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Elysee</th>\n",
       "      <td>210.536765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     price\n",
       "neighbourhood             \n",
       "Luxembourg      155.638639\n",
       "Palais-Bourbon  156.856578\n",
       "Passy           161.144635\n",
       "Louvre          175.379972\n",
       "Elysee          210.536765"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group by neighbourhoods\n",
    "paris_listings_neighbourhood = (\n",
    "    paris_listings\n",
    "    .groupby('neighbourhood')\n",
    "    .agg({'price':'mean'})\n",
    "    .sort_values('price')\n",
    ")\n",
    "\n",
    "paris_listings_neighbourhood.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accommodates</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79.522222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>152.828767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>155.103352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>212.096070</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   price\n",
       "accommodates            \n",
       "0               0.000000\n",
       "1              79.522222\n",
       "3             152.828767\n",
       "2             155.103352\n",
       "4             212.096070"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most expensive neighbourhood in paris, group by accomodates and calculate average price\n",
    "paris_listings_accommodations = (\n",
    "    paris_listings\n",
    "    .query(\"neighbourhood == 'Elysee'\")\n",
    "    .groupby('accommodates')\n",
    "    .agg({'price':'mean'})\n",
    "    .sort_values('price')\n",
    ")\n",
    "\n",
    "paris_listings_accommodations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\paula\\AppData\\Local\\Temp\\ipykernel_11868\\166981267.py:5: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
      "  .resample('Y')\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>neighbourhood</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>host_since</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-12-31</th>\n",
       "      <td>4</td>\n",
       "      <td>77.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-31</th>\n",
       "      <td>106</td>\n",
       "      <td>159.641509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-31</th>\n",
       "      <td>416</td>\n",
       "      <td>125.031250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-31</th>\n",
       "      <td>1339</td>\n",
       "      <td>124.828230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>4592</td>\n",
       "      <td>111.578615</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            neighbourhood       price\n",
       "host_since                           \n",
       "2008-12-31              4   77.750000\n",
       "2009-12-31            106  159.641509\n",
       "2010-12-31            416  125.031250\n",
       "2011-12-31           1339  124.828230\n",
       "2012-12-31           4592  111.578615"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group listings by year (host since column), get number of new hosts and average price for each year\n",
    "paris_listings_over_time = (\n",
    "    paris_listings\n",
    "    .set_index('host_since')\n",
    "    .resample('Y')\n",
    "    .agg({\n",
    "        'neighbourhood':'count',\n",
    "        'price': 'mean'\n",
    "    })\n",
    ")\n",
    "\n",
    "paris_listings_over_time.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualisations:\n",
    "# horizontal bar chart of the average price by neighbourhood in Paris\n",
    "(paris_listings_neighbourhood\n",
    " .plot\n",
    " .barh(\n",
    "     title='Average Listing Price by Paris Neighbourhood',\n",
    "     xlabel='Price per Night (Euros)',\n",
    "     ylabel='Neighbourhood',\n",
    "     legend=None\n",
    "\n",
    " )\n",
    ")\n",
    "# to get rid of the border\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# horizontal bar chart of the average price by accommodates in most expensive Paris neighbourhood\n",
    "(paris_listings_accommodations\n",
    " .plot\n",
    " .barh(\n",
    "     title='Average Listing Price by Accommodation Number',\n",
    "     xlabel='Price per Night (Euros)',\n",
    "     ylabel='Accommodation Capacity',\n",
    "     legend=None\n",
    "\n",
    " )\n",
    ")\n",
    "\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# two line charts, one of the count of new hosts over time and one for average price\n",
    "paris_listings_over_time['neighbourhood'].plot(\n",
    "    ylabel = 'New Hosts',\n",
    "    xlabel = 'Year',\n",
    "    title='New AirBnB Hosts in Paris over Time'\n",
    ")\n",
    "\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "paris_listings_over_time['price'].plot(\n",
    "    ylabel = 'Average Price (Euros)',\n",
    "    xlabel='Year',\n",
    "    title='Average Price in Paris over Time'\n",
    ")\n",
    "\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '2015 Regulations Lead to Fewer New Hosts, Higher Prices')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get those two lines into one graph:\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(\n",
    "    paris_listings_over_time.index,\n",
    "    paris_listings_over_time['neighbourhood'],\n",
    "    label = 'New Hosts',\n",
    "    c='pink'\n",
    ")\n",
    "ax.set_ylabel('New Hosts')\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(\n",
    "    paris_listings_over_time.index,\n",
    "    paris_listings_over_time['price'],\n",
    "    label = 'Average Price'\n",
    ")\n",
    "ax2.set_ylabel('Average Price')\n",
    "ax2.set_ylim(0)\n",
    "\n",
    "ax.set_title('2015 Regulations Lead to Fewer New Hosts, Higher Prices')\n",
    "\n"
   ]
  }
 ],
 "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}