data_gen.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (1.0.3)\n",
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      "Requirement already satisfied: en_core_web_sm==2.2.5 from https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz#egg=en_core_web_sm==2.2.5 in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (2.2.5)\n",
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      "Requirement already satisfied: idna<3,>=2.5 in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2.9)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2020.4.5.1)\n",
      "Requirement already satisfied: importlib-metadata>=0.20; python_version < \"3.8\" in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (1.6.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from importlib-metadata>=0.20; python_version < \"3.8\"->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (2.2.0)\n",
      "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
      "You can now load the model via spacy.load('en_core_web_sm')\n",
      "Requirement already satisfied: vaderSentiment in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (3.3.1)\n",
      "Collecting matplotlib\n",
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      "\u001b[K     |████████████████████████████████| 12.4 MB 11.7 MB/s eta 0:00:01\n",
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      "Collecting kiwisolver>=1.0.1\n",
      "  Downloading kiwisolver-1.2.0-cp37-cp37m-manylinux1_x86_64.whl (88 kB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[K     |████████████████████████████████| 88 kB 4.0 MB/s  eta 0:00:01\n",
      "\u001b[?25hCollecting cycler>=0.10\n",
      "  Downloading cycler-0.10.0-py2.py3-none-any.whl (6.5 kB)\n",
      "Collecting pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1\n",
      "  Downloading pyparsing-2.4.7-py2.py3-none-any.whl (67 kB)\n",
      "\u001b[K     |████████████████████████████████| 67 kB 4.3 MB/s  eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: python-dateutil>=2.1 in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from matplotlib) (2.8.1)\n",
      "Requirement already satisfied: six in /home/marc/.conda/envs/vibe-of-boston/lib/python3.7/site-packages (from cycler>=0.10->matplotlib) (1.14.0)\n",
      "Installing collected packages: kiwisolver, cycler, pyparsing, matplotlib\n",
      "Successfully installed cycler-0.10.0 kiwisolver-1.2.0 matplotlib-3.2.1 pyparsing-2.4.7\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas\n",
    "!pip install spacy\n",
    "!python -m spacy download en_core_web_sm\n",
    "!pip install vaderSentiment\n",
    "!pip install matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "21RGJj1IZ-4g"
   },
   "source": [
    "# Listings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 190
    },
    "colab_type": "code",
    "id": "h6kf1rCRR2xK",
    "outputId": "9e55e8d0-603c-469d-d251-68224db07ec1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Len total = 12480\n",
      "9684\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0        99.0\n",
       "1        95.0\n",
       "2        96.0\n",
       "3        93.0\n",
       "4        95.0\n",
       "        ...  \n",
       "2552     96.0\n",
       "2554     99.0\n",
       "2555     99.0\n",
       "2556    100.0\n",
       "2557     87.0\n",
       "Name: review_scores_rating, Length: 9684, dtype: float64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df_2020_03 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2020-03-16/data/listings.csv.gz', compression='gzip')\n",
    "df_2019_18 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2019-10-18/data/listings.csv.gz', compression='gzip')\n",
    "df_2018_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2018-10-11/data/listings.csv.gz', compression='gzip')\n",
    "df_2017_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2017-10-06/data/listings.csv.gz', compression='gzip')\n",
    "df_2016_09 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2016-09-07/data/listings.csv.gz', compression='gzip')\n",
    "df_2015_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2015-10-03/data/listings.csv.gz', compression='gzip')\n",
    "\n",
    "df_original_listings = pd.concat([df_2020_03, df_2019_18, df_2018_10, df_2017_10, df_2016_09, df_2015_10]).drop_duplicates('id')\n",
    "# df_original_listings = pd.concat([df_2020_03, df_2019_18, df_2018_10, df_2017_10, df_2016_09]).drop_duplicates('id')\n",
    "# df_original_listings = pd.concat([df_2020_03, df_2019_18]).drop_duplicates('id')\n",
    "print('Len total =', len(df_original_listings))\n",
    "\n",
    "df_listings = df_original_listings.copy()\n",
    "df_listings = df_listings.replace('nan', '', regex=True)\n",
    "df_listings['summary'] = df_listings['summary'].astype(str)\n",
    "df_listings['space'] = df_listings['space'].astype(str)\n",
    "df_listings['description'] = df_listings['description'].astype(str)\n",
    "df_listings['neighborhood_overview'] = df_listings['neighborhood_overview'].astype(str)\n",
    "df_listings['host_neighbourhood'] = df_listings['host_neighbourhood'].astype(str)\n",
    "df_listings['neighbourhood_cleansed'] = df_listings['neighbourhood_cleansed'].astype(str)\n",
    "df_listings['notes'] = df_listings['notes'].astype(str)\n",
    "df_listings['review_scores_rating'] = df_listings['review_scores_rating'].astype(float)\n",
    "df_listings = df_listings[df_listings['review_scores_rating'].notna()]\n",
    "print(len(df_listings))\n",
    "df_listings['review_scores_rating']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "id": "H5ZijdxcR_fL",
    "outputId": "0f520d45-efa7-40b8-df7b-bee64d1776cf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Listings in north end: 347\n",
      "North end is: Counter({'italian': 182, 'historic': 121, 'good': 88, 'old': 75, 'entire': 45, 'narrow': 34, 'fine': 31, 'famous': 29, 'amazing': 27, 'residential': 26, 'american': 26, 'close': 25, 'european': 19, 'rich': 16, 'fresh': 16, 'accessible': 16, 'authentic': 15, 'beautiful': 15, 'safe': 14, 'colonial': 14, 'yummy': 14, 'friendly': 13, 'perfect': 13, 'favorite': 13, 'notable': 13, 'delicious': 12, 'vibrant': 12, 'homemade': 9, 'incredible': 9, 'convenient': 9, 'countless': 9, 'little': 8, 'square': 8, 'baked': 8, 'historical': 8, 'young': 8, 'wonderful': 7, 'quiet': 7, 'seasoned': 7, 'lively': 7, 'unbeatable': 7, 'charming': 7, 'unique': 6, 'cozy': 6, 'new': 6, 'sure': 6, 'popular': 6, 'small': 6, 'brief': 6, 'bountiful': 6, 'central': 5, 'colorful': 5, 'green': 5, 'walkable': 5, 'endless': 4, 'ideal': 4, 'modern': 4, 'key': 4, 'beloved': 4, 'nice': 4, 'right': 4, 'open': 4, 'early': 4, 'busy': 3, 'renowned': 3, 'cute': 3, 'outdoor': 3, 'prime': 3, 'personalized': 3, 'detailed': 3, 'overall': 3, 'quick': 3, 'sized': 3, 'culinary': 3, 'a.k.a': 3, 'hungry': 3, 'tiny': 3, 'entertaining': 3, 'large': 3, 'hot': 3, 'plush': 2, 'multiple': 2, 'distinct': 2, 'big': 2, 'well': 2, 'quirky': 2, 'able': 2, 'significant': 2, 'direct': 2, 'orange': 2, 'alive': 2, 'energetic': 2, 'unmatched': 2, 'humble': 2, 'red': 2, 'delectable': 2, 'high': 2, 'free': 2, 'picturesque': 2, 'long': 2, 'personal': 2, 'flat': 2, 'cherished': 2, 'british': 2, '19th': 2, 'fantastic': 2, 'gorgeous': 2, 'romantic': 2, 'special': 2, 'warm': 2, '17th': 1, '18th': 1, 'late': 1, 'homely': 1, 'international': 1, 'southern': 1, 'lite': 1, 'available': 1, 'menus': 1, 'great': 1, 'live': 1, 'pink': 1, 'medical': 1, 'indelible': 1, 'particular': 1, 'private': 1, 'cheery': 1, 'plentiful': 1, 'straight': 1, 'happy': 1, 'numerous': 1, 'recent': 1, 'trendy': 1, 'intimate': 1, 'ficial': 1, 'reasonable': 1, 'exposed': 1, 'wooden': 1, 'comfortable': 1, 'monthly': 1, 'ample': 1, 'contemporary': 1, 'electric': 1, 'cafe': 1, 'comparable': 1, 'abundant': 1, 'swanky': 1, 'tasty': 1, 'permanent': 1, 'different': 1, 'jewish': 1, 'furnished': 1, 'distinguished': 1, 'whale': 1, 'infamous': 1, 'touristy': 1, 'known': 1, 'organic': 1, 'urban': 1, 'cobblestone': 1, 'touristic': 1, 'typical': 1, 'bustling': 1, 'effortless': 1, 'mexican': 1, 'food-': 1, 'cobble': 1, 'canoli': 1, 'hard': 1, 'complete': 1, 'welcoming': 1, 'memorable': 1, 'eccentric': 1, 'boisterous': 1, 'functional': 1, 'mercantile': 1, 'oversized': 1, 'excellent': 1, 'loud': 1, 'fun': 1, 'iconic': 1, 'tall': 1, 'mere': 1, 'prestigious': 1, 'chic': 1, 'interested': 1, 'interesting': 1, 'prepared': 1})\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "from itertools import chain\n",
    "import itertools\n",
    "import string\n",
    "import re\n",
    "import spacy\n",
    "\n",
    "# Download the natural language dataset for english, if this is the first run\n",
    "# !python -m spacy download en_core_web_sm\n",
    "\n",
    "# Load spacy\n",
    "import en_core_web_sm\n",
    "nlp = en_core_web_sm.load()\n",
    "\n",
    "# Add in common words that occurr in all listings, that really don't mean anything useful here\n",
    "nlp.Defaults.stop_words |= {'many', 'great', 'nearby', 'short', 'major', 'north', 'south', 'east', 'west', 'easy', 'true', 'local', 'public', 'mi', 'several', 'such', 'main', 'other'}\n",
    "\n",
    "# Creates a Counter of adjectives used in the \"neighborhood overview\" field of all listings\n",
    "# within the neighborhood name provided. \n",
    "def get_neighborhood_adjectives(name):\n",
    "  \n",
    "  # List of the \"neighborhood_overview\" field for all listings for this neighborhood\n",
    "  overviews = df_listings.loc[df_listings['neighbourhood_cleansed'] == name]['neighborhood_overview']\n",
    "  \n",
    "  list_overviews = '  '.join([overview for overview in overviews])\n",
    "    \n",
    "  # Combine all overviews into one, and load it into spacy\n",
    "  text = nlp(list_overviews)\n",
    "  \n",
    "  # Get the adjectives\n",
    "  adjectives = [token.lemma_ for token in text if token.pos_ == \"ADJ\" and not token.is_stop]\n",
    "  \n",
    "  # Count the adjectives\n",
    "  counter = Counter(adjectives)\n",
    "  \n",
    "  # Remove pronoun forms\n",
    "  counter.pop('-PRON-', None)\n",
    "  \n",
    "  return (len(overviews), counter)\n",
    "\n",
    "  \n",
    "north_end = get_neighborhood_adjectives('North End')\n",
    "print('Listings in north end:', north_end[0])\n",
    "print('North end is:', north_end[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "X5pEcpPaSA73"
   },
   "outputs": [],
   "source": [
    "# for neighborhood in df_listings['neighbourhood_cleansed'].unique():\n",
    "#     ads = get_neighborhood_adjectives(neighborhood)\n",
    "#     print(neighborhood, ':', ads[0])\n",
    "#     print(neighborhood, 'is:', ads[1].most_common(5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KPsaep7TZ6-J"
   },
   "source": [
    "# Reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "oYM0cRdEZ9kv",
    "outputId": "8df86a07-27e3-481c-b7c4-8d5249739483"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Len total = 154464\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "reviews_2020_03 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2020-03-16/data/reviews.csv.gz', compression='gzip')\n",
    "# reviews_2019_18 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2019-10-18/data/reviews.csv.gz', compression='gzip')\n",
    "# reviews_2018_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2018-10-11/data/reviews.csv.gz', compression='gzip')\n",
    "# reviews_2017_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2017-10-06/data/reviews.csv.gz', compression='gzip')\n",
    "# reviews_2016_09 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2016-09-07/data/reviews.csv.gz', compression='gzip')\n",
    "# reviews_2015_10 = pd.read_csv('http://data.insideairbnb.com/united-states/ma/boston/2015-10-03/data/reviews.csv.gz', compression='gzip')\n",
    "\n",
    "df_reviews = pd.concat([reviews_2020_03])\n",
    "# df_reviews = pd.concat([reviews_2020_03, reviews_2019_18, reviews_2018_10, reviews_2017_10, reviews_2016_09, reviews_2015_10])\n",
    "df_reviews['comments'] = df_reviews['comments'].astype(str)\n",
    "print('Len total =', len(df_reviews))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gvZp5O32cjrS"
   },
   "source": [
    "# Vibe Factor Calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load spacy\n",
    "import spacy\n",
    "import en_core_web_sm\n",
    "nlp = en_core_web_sm.load()\n",
    "\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "analyser = SentimentIntensityAnalyzer()\n",
    "\n",
    "# Calculates the neighborhood accuracy statistic for a listing\n",
    "# Neighborhood accuracy is the dot product between the neighborhood description\n",
    "# and the reviews left for the place. This metric is greatest when the experience\n",
    "# of the visitors most matched the vibe that was portrayed by the listing.\n",
    "\n",
    "# Neighborhood accuracy is calculated as the sum of the number of adjectives that appear \n",
    "# in both the neighborhood description and in the reviews for a listing,\n",
    "# weighted by the frequency by which those adjectives occur in all \n",
    "# neighborhood descriptions within that neighborhood.\n",
    "\n",
    "# calc_neighborhood_accuracy(comments_list) takes in a list of strings as the comments\n",
    "# for that listing. It returns a scalar neighborhood accuracy score.\n",
    "def calc_neighborhood_accuracy(neighborhood_adjectives, neighborhood_frequencies, comments_list):\n",
    "  neighborhood_accuracy = 0\n",
    "\n",
    "  # Comments, excluding punctuation and special characters\n",
    "  listing_comments = re.sub('[^\\w\\s]+', '', ' '.join(comments_list)).split()\n",
    "  \n",
    "  # Count up the frequencies of these words\n",
    "  comment_freq = Counter(listing_comments)\n",
    "  comment_words = list(comment_freq.keys())\n",
    "\n",
    "  # Dot product time doo doo doo doo doo\n",
    "  for i in range(len(neighborhood_adjectives)):\n",
    "    if (neighborhood_adjectives[i] in comment_words):\n",
    "      neighborhood_accuracy += neighborhood_frequencies[i] * comment_freq[neighborhood_adjectives[i]]\n",
    "\n",
    "  neighborhood_accuracy /= len(comments_list)\n",
    "\n",
    "  return neighborhood_accuracy\n",
    "\n",
    "WALKABILITY_WORDS = [\"transit\", \"train\", \"subway\", \"T\", \"bus\", \"ride\", \"walk\", \"walking\", \"walkable\"]\n",
    "TRANQUILITY_WORDS = [\"quiet\", \"peace\", \"peaceful\", \"pleasant\", \"nice\"]\n",
    "\n",
    "# Calculates the mean sentiment of all reviews for a listing.\n",
    "def calc_happiness(comments_list):  \n",
    "  all_comments = '  '.join(comments_list)\n",
    "  \n",
    "  happiness = analyser.polarity_scores(all_comments)['compound']\n",
    "  return happiness\n",
    "  \n",
    "# Calculates the frequency of words within word list appearing in a comments list\n",
    "def calc_word_freq(comments_list, word_list):\n",
    "  total_count = 0\n",
    "  len_total = 0\n",
    "  \n",
    "  # Comments, excluding punctuation and special characters\n",
    "  listing_comments = re.sub('[^\\w\\s]+', '', ' '.join(comments_list)).split()\n",
    "\n",
    "  comment_freq = Counter(listing_comments)\n",
    "  comment_words = list(comment_freq.keys())\n",
    "\n",
    "  for word in comment_words:\n",
    "    len_total += comment_freq[word]\n",
    "    if word in word_list:\n",
    "      total_count += comment_freq[word]\n",
    "\n",
    "  # Normalized by total number of words\n",
    "  return total_count / len_total\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3164"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calc_happiness(['The movie sucked. That cake is the shit!'])\n",
    "# %timeit calc_word_freq(['I really enjoyed walking', 'Walkability is insane', 'Can walk anywhere you want'], [\"transit\", \"train\", \"subway\", \"T\", \"bus\", \"ride\", \"walk\", \"walking\", \"walkable\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "lgh4KTu3cmO2"
   },
   "outputs": [],
   "source": [
    "def gen_data():\n",
    "  vibedict = []\n",
    "  for neighborhood in df_listings['neighbourhood_cleansed'].unique():\n",
    "    \n",
    "    # Primary adjectives and their frequencies, used by all listings within to describe this neighborhood\n",
    "    neighborhood_adjectives = get_neighborhood_adjectives(neighborhood)[1]\n",
    "    adjectives = list(neighborhood_adjectives)\n",
    "    frequencies = [neighborhood_adjectives[adjective] for adjective in adjectives]\n",
    "\n",
    "    count = 1\n",
    "    listings = df_listings.loc[df_listings['neighbourhood_cleansed'] == neighborhood]['id']\n",
    "    total_num = len(listings)\n",
    "\n",
    "    print('Calculating vibes for', len(listings), 'listings in', neighborhood)\n",
    "\n",
    "    # for each listing within this neighborhood\n",
    "    for listing_id in listings:\n",
    "      \n",
    "      description = df_listings.loc[df_listings['id'] == listing_id]['description'].values[0]\n",
    "      n_overview = df_listings.loc[df_listings['id'] == listing_id]['neighborhood_overview'].values[0]\n",
    "            \n",
    "      # List of comments for that listing\n",
    "      comments_list = df_reviews.loc[df_reviews['listing_id'] == listing_id]['comments'].tolist()\n",
    "      num_comments = len(comments_list)\n",
    "      if num_comments == 0:\n",
    "        continue\n",
    "\n",
    "      print('Vibe calculation for listing', listing_id, 'with', num_comments, 'comments')\n",
    "        \n",
    "      # Neighborhood accuracy metric (\"Honesty\")\n",
    "      honesty = calc_neighborhood_accuracy(adjectives, frequencies, comments_list)\n",
    "\n",
    "      # Average sentiment of reviews + Average rating (\"Happiness\")\n",
    "      happiness = df_listings.loc[df_listings['id'] == listing_id]['review_scores_rating'].values[0] + calc_happiness(comments_list)\n",
    "      \n",
    "      # Number of ratings (\"Liveliness\")\n",
    "      liveliness = len(comments_list)\n",
    "      \n",
    "      # Walkability + Transit, combined into one factor (\"Walkability\")\n",
    "      walkability = calc_word_freq(comments_list + [description, n_overview], WALKABILITY_WORDS)\n",
    "      \n",
    "      # Tranquility + Peacefulness, combined into one factor (\"Peacefulness\")\n",
    "      peacefulness = calc_word_freq(comments_list + [description, n_overview], TRANQUILITY_WORDS)\n",
    "      \n",
    "      # Add this listing and its metrics to the dictionary\n",
    "      vibedict.append({'listing_id': listing_id,\n",
    "                       'lat': df_listings.loc[df_listings['id'] == listing_id]['latitude'].values[0],\n",
    "                       'lon': df_listings.loc[df_listings['id'] == listing_id]['longitude'].values[0],\n",
    "                       'honesty': honesty,\n",
    "                       'happiness': happiness,\n",
    "                       'liveliness': liveliness,\n",
    "                       'walkability': walkability,\n",
    "                       'peacefulness': peacefulness})\n",
    "\n",
    "      count = count + 1\n",
    "\n",
    "  vibetable = pd.DataFrame(columns=['listing_id', 'lat', 'lon', 'honesty',  'happiness', 'liveliness', 'walkability', 'peacefulness'])\n",
    "  vibetable = vibetable.append(vibedict, ignore_index=True)\n",
    "  return vibetable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating vibes for 567 listings in East Boston\n",
      "Vibe calculation for listing 3781 with 16 comments\n",
      "Vibe calculation for listing 1042420 with 87 comments\n",
      "Vibe calculation for listing 3965313 with 91 comments\n",
      "Vibe calculation for listing 4315428 with 1 comments\n",
      "Vibe calculation for listing 4315439 with 5 comments\n",
      "Vibe calculation for listing 4614037 with 171 comments\n",
      "Vibe calculation for listing 4810824 with 8 comments\n",
      "Vibe calculation for listing 5364137 with 81 comments\n",
      "Vibe calculation for listing 5478135 with 27 comments\n",
      "Vibe calculation for listing 5806428 with 31 comments\n",
      "Vibe calculation for listing 5940866 with 354 comments\n",
      "Vibe calculation for listing 7179321 with 17 comments\n",
      "Vibe calculation for listing 7880828 with 358 comments\n",
      "Vibe calculation for listing 8065282 with 357 comments\n",
      "Vibe calculation for listing 8231382 with 152 comments\n",
      "Vibe calculation for listing 8624898 with 317 comments\n",
      "Vibe calculation for listing 8859689 with 61 comments\n",
      "Vibe calculation for listing 9145242 with 286 comments\n",
      "Vibe calculation for listing 9382898 with 268 comments\n",
      "Vibe calculation for listing 9751520 with 2 comments\n",
      "Vibe calculation for listing 10132073 with 39 comments\n",
      "Vibe calculation for listing 10411383 with 18 comments\n",
      "Vibe calculation for listing 11618815 with 151 comments\n",
      "Vibe calculation for listing 12344142 with 118 comments\n",
      "Vibe calculation for listing 13046976 with 37 comments\n",
      "Vibe calculation for listing 13393418 with 554 comments\n",
      "Vibe calculation for listing 13594886 with 533 comments\n",
      "Vibe calculation for listing 13874533 with 216 comments\n",
      "Vibe calculation for listing 13883902 with 26 comments\n",
      "Vibe calculation for listing 13908031 with 142 comments\n",
      "Vibe calculation for listing 14918032 with 48 comments\n",
      "Vibe calculation for listing 14936017 with 245 comments\n",
      "Vibe calculation for listing 15018607 with 263 comments\n",
      "Vibe calculation for listing 15071413 with 276 comments\n",
      "Vibe calculation for listing 15281436 with 56 comments\n",
      "Vibe calculation for listing 15405175 with 111 comments\n",
      "Vibe calculation for listing 17974950 with 404 comments\n",
      "Vibe calculation for listing 18290558 with 419 comments\n",
      "Vibe calculation for listing 18342681 with 366 comments\n",
      "Vibe calculation for listing 18342707 with 389 comments\n",
      "Vibe calculation for listing 18488956 with 218 comments\n",
      "Vibe calculation for listing 18613633 with 4 comments\n",
      "Vibe calculation for listing 18829493 with 235 comments\n",
      "Vibe calculation for listing 18858706 with 281 comments\n",
      "Vibe calculation for listing 18942329 with 222 comments\n",
      "Vibe calculation for listing 19071875 with 9 comments\n",
      "Vibe calculation for listing 19199379 with 184 comments\n",
      "Vibe calculation for listing 19209066 with 1 comments\n",
      "Vibe calculation for listing 19310183 with 18 comments\n",
      "Vibe calculation for listing 19315157 with 400 comments\n",
      "Vibe calculation for listing 19672185 with 226 comments\n",
      "Vibe calculation for listing 19727919 with 270 comments\n",
      "Vibe calculation for listing 20055667 with 38 comments\n",
      "Vibe calculation for listing 20137158 with 72 comments\n",
      "Vibe calculation for listing 20268369 with 16 comments\n",
      "Vibe calculation for listing 20479416 with 140 comments\n",
      "Vibe calculation for listing 20663729 with 74 comments\n",
      "Vibe calculation for listing 21134436 with 68 comments\n",
      "Vibe calculation for listing 21771037 with 174 comments\n",
      "Vibe calculation for listing 22041148 with 60 comments\n",
      "Vibe calculation for listing 22099733 with 311 comments\n",
      "Vibe calculation for listing 22291813 with 213 comments\n",
      "Vibe calculation for listing 22327139 with 292 comments\n",
      "Vibe calculation for listing 22327141 with 299 comments\n",
      "Vibe calculation for listing 22327142 with 268 comments\n",
      "Vibe calculation for listing 22940115 with 151 comments\n",
      "Vibe calculation for listing 23004674 with 63 comments\n",
      "Vibe calculation for listing 23258400 with 1 comments\n",
      "Vibe calculation for listing 23801768 with 1 comments\n",
      "Vibe calculation for listing 24809947 with 47 comments\n",
      "Vibe calculation for listing 24944930 with 228 comments\n",
      "Vibe calculation for listing 25326962 with 146 comments\n",
      "Vibe calculation for listing 25328440 with 144 comments\n",
      "Vibe calculation for listing 25933888 with 69 comments\n",
      "Vibe calculation for listing 26102579 with 7 comments\n",
      "Vibe calculation for listing 26104302 with 1 comments\n",
      "Vibe calculation for listing 26104687 with 7 comments\n",
      "Vibe calculation for listing 26105250 with 7 comments\n",
      "Vibe calculation for listing 26105589 with 2 comments\n",
      "Vibe calculation for listing 26108847 with 4 comments\n",
      "Vibe calculation for listing 26109078 with 5 comments\n",
      "Vibe calculation for listing 26109200 with 4 comments\n",
      "Vibe calculation for listing 26132566 with 1 comments\n",
      "Vibe calculation for listing 26360101 with 55 comments\n",
      "Vibe calculation for listing 26429376 with 61 comments\n",
      "Vibe calculation for listing 26828892 with 196 comments\n",
      "Vibe calculation for listing 27203329 with 93 comments\n",
      "Vibe calculation for listing 27501160 with 73 comments\n",
      "Vibe calculation for listing 28494167 with 85 comments\n",
      "Vibe calculation for listing 28808333 with 58 comments\n",
      "Vibe calculation for listing 28863227 with 116 comments\n",
      "Vibe calculation for listing 28868366 with 147 comments\n",
      "Vibe calculation for listing 28888004 with 162 comments\n",
      "Vibe calculation for listing 28915006 with 14 comments\n",
      "Vibe calculation for listing 28964603 with 105 comments\n",
      "Vibe calculation for listing 28965215 with 7 comments\n",
      "Vibe calculation for listing 28965363 with 11 comments\n",
      "Vibe calculation for listing 29134558 with 171 comments\n",
      "Vibe calculation for listing 29161033 with 173 comments\n",
      "Vibe calculation for listing 29261726 with 92 comments\n",
      "Vibe calculation for listing 29414748 with 91 comments\n",
      "Vibe calculation for listing 29728508 with 23 comments\n",
      "Vibe calculation for listing 30349609 with 85 comments\n",
      "Vibe calculation for listing 30772045 with 51 comments\n",
      "Vibe calculation for listing 31012973 with 42 comments\n",
      "Vibe calculation for listing 31013793 with 33 comments\n",
      "Vibe calculation for listing 31037655 with 33 comments\n",
      "Vibe calculation for listing 31654015 with 55 comments\n",
      "Vibe calculation for listing 31676605 with 50 comments\n",
      "Vibe calculation for listing 31676758 with 72 comments\n",
      "Vibe calculation for listing 31759863 with 41 comments\n",
      "Vibe calculation for listing 31761449 with 52 comments\n",
      "Vibe calculation for listing 32012250 with 1 comments\n",
      "Vibe calculation for listing 32342686 with 55 comments\n",
      "Vibe calculation for listing 33446838 with 1 comments\n",
      "Vibe calculation for listing 34125814 with 33 comments\n",
      "Vibe calculation for listing 34155448 with 73 comments\n",
      "Vibe calculation for listing 34227954 with 62 comments\n",
      "Vibe calculation for listing 34228492 with 38 comments\n",
      "Vibe calculation for listing 34228708 with 76 comments\n",
      "Vibe calculation for listing 34229078 with 37 comments\n",
      "Vibe calculation for listing 34283601 with 35 comments\n",
      "Vibe calculation for listing 34742835 with 43 comments\n",
      "Vibe calculation for listing 35027638 with 42 comments\n",
      "Vibe calculation for listing 35124890 with 51 comments\n",
      "Vibe calculation for listing 35236258 with 14 comments\n",
      "Vibe calculation for listing 35420961 with 30 comments\n",
      "Vibe calculation for listing 35579707 with 3 comments\n",
      "Vibe calculation for listing 35617006 with 30 comments\n",
      "Vibe calculation for listing 35689708 with 5 comments\n",
      "Vibe calculation for listing 35693019 with 2 comments\n",
      "Vibe calculation for listing 35836205 with 28 comments\n",
      "Vibe calculation for listing 35932377 with 66 comments\n",
      "Vibe calculation for listing 36143286 with 20 comments\n",
      "Vibe calculation for listing 36233245 with 31 comments\n",
      "Vibe calculation for listing 36269383 with 30 comments\n",
      "Vibe calculation for listing 36630748 with 10 comments\n",
      "Vibe calculation for listing 36733785 with 1 comments\n",
      "Vibe calculation for listing 36766327 with 37 comments\n",
      "Vibe calculation for listing 37589402 with 10 comments\n",
      "Vibe calculation for listing 38022947 with 9 comments\n",
      "Vibe calculation for listing 38100230 with 18 comments\n",
      "Vibe calculation for listing 38207179 with 21 comments\n",
      "Vibe calculation for listing 38217054 with 15 comments\n",
      "Vibe calculation for listing 38647730 with 23 comments\n",
      "Vibe calculation for listing 38689783 with 32 comments\n",
      "Vibe calculation for listing 38919697 with 6 comments\n",
      "Vibe calculation for listing 38947321 with 1 comments\n",
      "Vibe calculation for listing 39788966 with 7 comments\n",
      "Vibe calculation for listing 39885632 with 3 comments\n",
      "Vibe calculation for listing 39901056 with 5 comments\n",
      "Vibe calculation for listing 39901097 with 29 comments\n",
      "Vibe calculation for listing 40406713 with 12 comments\n",
      "Vibe calculation for listing 40469593 with 10 comments\n",
      "Vibe calculation for listing 40474148 with 12 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 40502847 with 8 comments\n",
      "Vibe calculation for listing 40898922 with 1 comments\n",
      "Vibe calculation for listing 40944781 with 1 comments\n",
      "Vibe calculation for listing 40991291 with 2 comments\n",
      "Vibe calculation for listing 41360953 with 4 comments\n",
      "Vibe calculation for listing 41375631 with 1 comments\n",
      "Calculating vibes for 534 listings in Roxbury\n",
      "Vibe calculation for listing 5506 with 106 comments\n",
      "Vibe calculation for listing 6695 with 115 comments\n",
      "Vibe calculation for listing 60029 with 141 comments\n",
      "Vibe calculation for listing 69369 with 120 comments\n",
      "Vibe calculation for listing 163941 with 228 comments\n",
      "Vibe calculation for listing 169430 with 149 comments\n",
      "Vibe calculation for listing 801680 with 56 comments\n",
      "Vibe calculation for listing 801722 with 54 comments\n",
      "Vibe calculation for listing 1374434 with 40 comments\n",
      "Vibe calculation for listing 1374466 with 38 comments\n",
      "Vibe calculation for listing 1403408 with 18 comments\n",
      "Vibe calculation for listing 1596664 with 19 comments\n",
      "Vibe calculation for listing 1682936 with 218 comments\n",
      "Vibe calculation for listing 2892825 with 14 comments\n",
      "Vibe calculation for listing 3343428 with 233 comments\n",
      "Vibe calculation for listing 3441982 with 111 comments\n",
      "Vibe calculation for listing 3602379 with 254 comments\n",
      "Vibe calculation for listing 3656168 with 6 comments\n",
      "Vibe calculation for listing 4263736 with 312 comments\n",
      "Vibe calculation for listing 4460532 with 227 comments\n",
      "Vibe calculation for listing 4555637 with 258 comments\n",
      "Vibe calculation for listing 4560053 with 88 comments\n",
      "Vibe calculation for listing 4568116 with 460 comments\n",
      "Vibe calculation for listing 4593974 with 7 comments\n",
      "Vibe calculation for listing 4593985 with 1 comments\n",
      "Vibe calculation for listing 4624582 with 4 comments\n",
      "Vibe calculation for listing 5088560 with 89 comments\n",
      "Vibe calculation for listing 5358934 with 6 comments\n",
      "Vibe calculation for listing 5495267 with 2 comments\n",
      "Vibe calculation for listing 5526514 with 122 comments\n",
      "Vibe calculation for listing 5726867 with 8 comments\n",
      "Vibe calculation for listing 6080461 with 94 comments\n",
      "Vibe calculation for listing 6576530 with 15 comments\n",
      "Vibe calculation for listing 6800522 with 11 comments\n",
      "Vibe calculation for listing 6819620 with 5 comments\n",
      "Vibe calculation for listing 7093184 with 7 comments\n",
      "Vibe calculation for listing 7161203 with 6 comments\n",
      "Vibe calculation for listing 7281884 with 110 comments\n",
      "Vibe calculation for listing 8014642 with 2 comments\n",
      "Vibe calculation for listing 8081699 with 16 comments\n",
      "Vibe calculation for listing 8402408 with 419 comments\n",
      "Vibe calculation for listing 8734707 with 123 comments\n",
      "Vibe calculation for listing 8735827 with 97 comments\n",
      "Vibe calculation for listing 9166393 with 1 comments\n",
      "Vibe calculation for listing 10190260 with 3 comments\n",
      "Vibe calculation for listing 10787333 with 53 comments\n",
      "Vibe calculation for listing 11639480 with 13 comments\n",
      "Vibe calculation for listing 11656698 with 221 comments\n",
      "Vibe calculation for listing 12351909 with 192 comments\n",
      "Vibe calculation for listing 12368082 with 16 comments\n",
      "Vibe calculation for listing 13258244 with 12 comments\n",
      "Vibe calculation for listing 13298137 with 2 comments\n",
      "Vibe calculation for listing 13422887 with 1 comments\n",
      "Vibe calculation for listing 13796564 with 4 comments\n",
      "Vibe calculation for listing 13959444 with 52 comments\n",
      "Vibe calculation for listing 13978700 with 9 comments\n",
      "Vibe calculation for listing 14196181 with 133 comments\n",
      "Vibe calculation for listing 14414473 with 88 comments\n",
      "Vibe calculation for listing 14426987 with 101 comments\n",
      "Vibe calculation for listing 15085512 with 41 comments\n",
      "Vibe calculation for listing 15122796 with 53 comments\n",
      "Vibe calculation for listing 15177273 with 2 comments\n",
      "Vibe calculation for listing 15232309 with 14 comments\n",
      "Vibe calculation for listing 15344876 with 6 comments\n",
      "Vibe calculation for listing 15453527 with 5 comments\n",
      "Vibe calculation for listing 15956789 with 154 comments\n",
      "Vibe calculation for listing 16413314 with 41 comments\n",
      "Vibe calculation for listing 16545081 with 3 comments\n",
      "Vibe calculation for listing 16678094 with 54 comments\n",
      "Vibe calculation for listing 16971718 with 105 comments\n",
      "Vibe calculation for listing 17210305 with 3 comments\n",
      "Vibe calculation for listing 17430142 with 2 comments\n",
      "Vibe calculation for listing 17892769 with 142 comments\n",
      "Vibe calculation for listing 17942707 with 98 comments\n",
      "Vibe calculation for listing 17956766 with 119 comments\n",
      "Vibe calculation for listing 18220200 with 1 comments\n",
      "Vibe calculation for listing 18756360 with 186 comments\n",
      "Vibe calculation for listing 18777049 with 185 comments\n",
      "Vibe calculation for listing 18789766 with 137 comments\n",
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      "Vibe calculation for listing 19969497 with 106 comments\n",
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      "Vibe calculation for listing 20818827 with 58 comments\n",
      "Vibe calculation for listing 20819487 with 104 comments\n",
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      "Vibe calculation for listing 20960666 with 99 comments\n",
      "Vibe calculation for listing 21253564 with 4 comments\n",
      "Vibe calculation for listing 21597619 with 75 comments\n",
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      "Vibe calculation for listing 21635255 with 52 comments\n",
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      "Vibe calculation for listing 23171291 with 6 comments\n",
      "Vibe calculation for listing 23251910 with 1 comments\n",
      "Vibe calculation for listing 23316169 with 48 comments\n",
      "Vibe calculation for listing 23375776 with 7 comments\n",
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      "Vibe calculation for listing 23594420 with 137 comments\n",
      "Vibe calculation for listing 23662326 with 40 comments\n",
      "Vibe calculation for listing 23842606 with 7 comments\n",
      "Vibe calculation for listing 24113222 with 96 comments\n",
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      "Vibe calculation for listing 26235532 with 31 comments\n",
      "Vibe calculation for listing 26719839 with 204 comments\n",
      "Vibe calculation for listing 26997440 with 48 comments\n",
      "Vibe calculation for listing 27152264 with 2 comments\n",
      "Vibe calculation for listing 27339519 with 113 comments\n",
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      "Vibe calculation for listing 29656147 with 26 comments\n",
      "Vibe calculation for listing 30253609 with 14 comments\n",
      "Vibe calculation for listing 30415217 with 18 comments\n",
      "Vibe calculation for listing 30533497 with 7 comments\n",
      "Vibe calculation for listing 30743423 with 39 comments\n",
      "Vibe calculation for listing 30744884 with 33 comments\n",
      "Vibe calculation for listing 30882721 with 84 comments\n",
      "Vibe calculation for listing 31722147 with 22 comments\n",
      "Vibe calculation for listing 32163985 with 46 comments\n",
      "Vibe calculation for listing 32605604 with 10 comments\n",
      "Vibe calculation for listing 32915410 with 72 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 32924105 with 28 comments\n",
      "Vibe calculation for listing 32940171 with 8 comments\n",
      "Vibe calculation for listing 33013194 with 83 comments\n",
      "Vibe calculation for listing 33016886 with 79 comments\n",
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      "Vibe calculation for listing 33999432 with 44 comments\n",
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      "Vibe calculation for listing 35194311 with 32 comments\n",
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      "Vibe calculation for listing 35347243 with 31 comments\n",
      "Vibe calculation for listing 35517947 with 24 comments\n",
      "Vibe calculation for listing 35576389 with 7 comments\n",
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      "Vibe calculation for listing 36106804 with 4 comments\n",
      "Vibe calculation for listing 36321848 with 1 comments\n",
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      "Vibe calculation for listing 36918004 with 1 comments\n",
      "Vibe calculation for listing 37092569 with 20 comments\n",
      "Vibe calculation for listing 37768013 with 24 comments\n",
      "Vibe calculation for listing 37784404 with 2 comments\n",
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      "Vibe calculation for listing 38267249 with 10 comments\n",
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      "Vibe calculation for listing 38267405 with 10 comments\n",
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      "Vibe calculation for listing 39576029 with 31 comments\n",
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      "Vibe calculation for listing 39913699 with 1 comments\n",
      "Vibe calculation for listing 40176444 with 1 comments\n",
      "Vibe calculation for listing 40593640 with 4 comments\n",
      "Vibe calculation for listing 40594409 with 7 comments\n",
      "Vibe calculation for listing 40704890 with 11 comments\n",
      "Vibe calculation for listing 40938598 with 7 comments\n",
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      "Vibe calculation for listing 41339452 with 10 comments\n",
      "Vibe calculation for listing 41708678 with 5 comments\n",
      "Vibe calculation for listing 41710612 with 3 comments\n",
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      "Vibe calculation for listing 41984661 with 1 comments\n",
      "Vibe calculation for listing 42001730 with 2 comments\n",
      "Vibe calculation for listing 42124026 with 1 comments\n",
      "Vibe calculation for listing 42355564 with 4 comments\n",
      "Calculating vibes for 631 listings in Downtown\n",
      "Vibe calculation for listing 8789 with 24 comments\n",
      "Vibe calculation for listing 10730 with 31 comments\n",
      "Vibe calculation for listing 60356 with 18 comments\n",
      "Vibe calculation for listing 820073 with 78 comments\n",
      "Vibe calculation for listing 973695 with 60 comments\n",
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      "Vibe calculation for listing 1966195 with 34 comments\n",
      "Vibe calculation for listing 2141306 with 7 comments\n",
      "Vibe calculation for listing 2747654 with 175 comments\n",
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      "Vibe calculation for listing 4075898 with 72 comments\n",
      "Vibe calculation for listing 4118162 with 49 comments\n",
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      "Vibe calculation for listing 4275846 with 162 comments\n",
      "Vibe calculation for listing 4510513 with 45 comments\n",
      "Vibe calculation for listing 4523234 with 3 comments\n",
      "Vibe calculation for listing 4924009 with 178 comments\n",
      "Vibe calculation for listing 6741968 with 257 comments\n",
      "Vibe calculation for listing 7054912 with 2 comments\n",
      "Vibe calculation for listing 7913309 with 22 comments\n",
      "Vibe calculation for listing 10116914 with 4 comments\n",
      "Vibe calculation for listing 10117122 with 2 comments\n",
      "Vibe calculation for listing 11357756 with 44 comments\n",
      "Vibe calculation for listing 11866651 with 293 comments\n",
      "Vibe calculation for listing 11983535 with 14 comments\n",
      "Vibe calculation for listing 12382239 with 11 comments\n",
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      "Vibe calculation for listing 13189564 with 205 comments\n",
      "Vibe calculation for listing 13686161 with 46 comments\n",
      "Vibe calculation for listing 13723404 with 57 comments\n",
      "Vibe calculation for listing 13972298 with 1 comments\n",
      "Vibe calculation for listing 14424180 with 33 comments\n",
      "Vibe calculation for listing 14472483 with 86 comments\n",
      "Vibe calculation for listing 14744481 with 28 comments\n",
      "Vibe calculation for listing 14744525 with 52 comments\n",
      "Vibe calculation for listing 14897997 with 56 comments\n",
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      "Vibe calculation for listing 15127120 with 69 comments\n",
      "Vibe calculation for listing 15337363 with 49 comments\n",
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      "Vibe calculation for listing 15340831 with 36 comments\n",
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      "Vibe calculation for listing 15342033 with 58 comments\n",
      "Vibe calculation for listing 15375825 with 25 comments\n",
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      "Vibe calculation for listing 15390808 with 43 comments\n",
      "Vibe calculation for listing 15390860 with 51 comments\n",
      "Vibe calculation for listing 15407065 with 68 comments\n",
      "Vibe calculation for listing 15407347 with 79 comments\n",
      "Vibe calculation for listing 15407480 with 51 comments\n",
      "Vibe calculation for listing 15444930 with 39 comments\n",
      "Vibe calculation for listing 15463154 with 80 comments\n",
      "Vibe calculation for listing 15543904 with 85 comments\n",
      "Vibe calculation for listing 15797699 with 104 comments\n",
      "Vibe calculation for listing 15844973 with 258 comments\n",
      "Vibe calculation for listing 16177666 with 27 comments\n",
      "Vibe calculation for listing 16489609 with 55 comments\n",
      "Vibe calculation for listing 16569938 with 164 comments\n",
      "Vibe calculation for listing 16960812 with 3 comments\n",
      "Vibe calculation for listing 17333246 with 89 comments\n",
      "Vibe calculation for listing 17943034 with 155 comments\n",
      "Vibe calculation for listing 18396209 with 151 comments\n",
      "Vibe calculation for listing 19358947 with 153 comments\n",
      "Vibe calculation for listing 19435927 with 46 comments\n",
      "Vibe calculation for listing 19436968 with 59 comments\n",
      "Vibe calculation for listing 19448926 with 58 comments\n",
      "Vibe calculation for listing 19469130 with 32 comments\n",
      "Vibe calculation for listing 19469134 with 47 comments\n",
      "Vibe calculation for listing 19527633 with 62 comments\n",
      "Vibe calculation for listing 19544387 with 37 comments\n",
      "Vibe calculation for listing 19552273 with 66 comments\n",
      "Vibe calculation for listing 19691987 with 43 comments\n",
      "Vibe calculation for listing 19694265 with 23 comments\n",
      "Vibe calculation for listing 19694483 with 24 comments\n",
      "Vibe calculation for listing 19695858 with 26 comments\n",
      "Vibe calculation for listing 19823776 with 41 comments\n",
      "Vibe calculation for listing 19823907 with 43 comments\n",
      "Vibe calculation for listing 19824694 with 66 comments\n",
      "Vibe calculation for listing 19827018 with 31 comments\n",
      "Vibe calculation for listing 20588785 with 63 comments\n",
      "Vibe calculation for listing 20968661 with 71 comments\n",
      "Vibe calculation for listing 21010620 with 2 comments\n",
      "Vibe calculation for listing 21011223 with 1 comments\n",
      "Vibe calculation for listing 21105981 with 5 comments\n",
      "Vibe calculation for listing 21239663 with 7 comments\n",
      "Vibe calculation for listing 21240348 with 22 comments\n",
      "Vibe calculation for listing 21240913 with 22 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 21438537 with 18 comments\n",
      "Vibe calculation for listing 21438702 with 23 comments\n",
      "Vibe calculation for listing 21483155 with 20 comments\n",
      "Vibe calculation for listing 21487043 with 12 comments\n",
      "Vibe calculation for listing 21524811 with 7 comments\n",
      "Vibe calculation for listing 21548228 with 14 comments\n",
      "Vibe calculation for listing 21677482 with 19 comments\n",
      "Vibe calculation for listing 22014689 with 45 comments\n",
      "Vibe calculation for listing 22016719 with 19 comments\n",
      "Vibe calculation for listing 22100284 with 20 comments\n",
      "Vibe calculation for listing 22119242 with 56 comments\n",
      "Vibe calculation for listing 22121305 with 35 comments\n",
      "Vibe calculation for listing 22128402 with 33 comments\n",
      "Vibe calculation for listing 22175348 with 49 comments\n",
      "Vibe calculation for listing 22245255 with 78 comments\n",
      "Vibe calculation for listing 22385541 with 17 comments\n",
      "Vibe calculation for listing 22385941 with 18 comments\n",
      "Vibe calculation for listing 22526946 with 26 comments\n",
      "Vibe calculation for listing 22528941 with 14 comments\n",
      "Vibe calculation for listing 23039466 with 24 comments\n",
      "Vibe calculation for listing 23121785 with 21 comments\n",
      "Vibe calculation for listing 23122616 with 37 comments\n",
      "Vibe calculation for listing 23123180 with 11 comments\n",
      "Vibe calculation for listing 23124838 with 18 comments\n",
      "Vibe calculation for listing 23500537 with 1 comments\n",
      "Vibe calculation for listing 23502542 with 89 comments\n",
      "Vibe calculation for listing 23632539 with 5 comments\n",
      "Vibe calculation for listing 23746557 with 25 comments\n",
      "Vibe calculation for listing 23748607 with 22 comments\n",
      "Vibe calculation for listing 23749358 with 5 comments\n",
      "Vibe calculation for listing 23822858 with 9 comments\n",
      "Vibe calculation for listing 24171313 with 3 comments\n",
      "Vibe calculation for listing 24171367 with 7 comments\n",
      "Vibe calculation for listing 24378766 with 71 comments\n",
      "Vibe calculation for listing 24518149 with 10 comments\n",
      "Vibe calculation for listing 24518213 with 7 comments\n",
      "Vibe calculation for listing 24518923 with 4 comments\n",
      "Vibe calculation for listing 24518974 with 1 comments\n",
      "Vibe calculation for listing 24909410 with 13 comments\n",
      "Vibe calculation for listing 24940510 with 13 comments\n",
      "Vibe calculation for listing 24944280 with 12 comments\n",
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      "Vibe calculation for listing 24945336 with 20 comments\n",
      "Vibe calculation for listing 24945374 with 4 comments\n",
      "Vibe calculation for listing 24945415 with 13 comments\n",
      "Vibe calculation for listing 24983583 with 24 comments\n",
      "Vibe calculation for listing 25770647 with 106 comments\n",
      "Vibe calculation for listing 25936605 with 31 comments\n",
      "Vibe calculation for listing 26031821 with 129 comments\n",
      "Vibe calculation for listing 26062023 with 21 comments\n",
      "Vibe calculation for listing 26280370 with 8 comments\n",
      "Vibe calculation for listing 26280467 with 11 comments\n",
      "Vibe calculation for listing 26280557 with 6 comments\n",
      "Vibe calculation for listing 26748319 with 22 comments\n",
      "Vibe calculation for listing 26759283 with 5 comments\n",
      "Vibe calculation for listing 28464083 with 1 comments\n",
      "Vibe calculation for listing 28545204 with 2 comments\n",
      "Vibe calculation for listing 28545355 with 4 comments\n",
      "Vibe calculation for listing 28545531 with 6 comments\n",
      "Vibe calculation for listing 28545748 with 4 comments\n",
      "Vibe calculation for listing 28545961 with 2 comments\n",
      "Vibe calculation for listing 29539152 with 2 comments\n",
      "Vibe calculation for listing 29539387 with 3 comments\n",
      "Vibe calculation for listing 29539405 with 5 comments\n",
      "Vibe calculation for listing 29539407 with 8 comments\n",
      "Vibe calculation for listing 29539411 with 1 comments\n",
      "Vibe calculation for listing 29539481 with 5 comments\n",
      "Vibe calculation for listing 29539486 with 4 comments\n",
      "Vibe calculation for listing 29539504 with 2 comments\n",
      "Vibe calculation for listing 29539518 with 4 comments\n",
      "Vibe calculation for listing 29635339 with 1 comments\n",
      "Vibe calculation for listing 29647538 with 40 comments\n",
      "Vibe calculation for listing 29704910 with 77 comments\n",
      "Vibe calculation for listing 29896467 with 25 comments\n",
      "Vibe calculation for listing 30690519 with 37 comments\n",
      "Vibe calculation for listing 30787930 with 14 comments\n",
      "Vibe calculation for listing 31260941 with 10 comments\n",
      "Vibe calculation for listing 31357314 with 99 comments\n",
      "Vibe calculation for listing 31466069 with 84 comments\n",
      "Vibe calculation for listing 32133771 with 52 comments\n",
      "Vibe calculation for listing 32330037 with 37 comments\n",
      "Vibe calculation for listing 32330038 with 23 comments\n",
      "Vibe calculation for listing 32330132 with 53 comments\n",
      "Vibe calculation for listing 32330134 with 14 comments\n",
      "Vibe calculation for listing 32330185 with 24 comments\n",
      "Vibe calculation for listing 32330288 with 31 comments\n",
      "Vibe calculation for listing 32330292 with 24 comments\n",
      "Vibe calculation for listing 32330395 with 25 comments\n",
      "Vibe calculation for listing 32330401 with 32 comments\n",
      "Vibe calculation for listing 32330465 with 26 comments\n",
      "Vibe calculation for listing 32330468 with 24 comments\n",
      "Vibe calculation for listing 32330559 with 44 comments\n",
      "Vibe calculation for listing 32330560 with 30 comments\n",
      "Vibe calculation for listing 32330630 with 20 comments\n",
      "Vibe calculation for listing 32330728 with 38 comments\n",
      "Vibe calculation for listing 32330730 with 35 comments\n",
      "Vibe calculation for listing 32330935 with 24 comments\n",
      "Vibe calculation for listing 32330936 with 36 comments\n",
      "Vibe calculation for listing 32331040 with 38 comments\n",
      "Vibe calculation for listing 32331042 with 23 comments\n",
      "Vibe calculation for listing 32331101 with 41 comments\n",
      "Vibe calculation for listing 32331103 with 46 comments\n",
      "Vibe calculation for listing 32331199 with 24 comments\n",
      "Vibe calculation for listing 32331200 with 40 comments\n",
      "Vibe calculation for listing 32780617 with 35 comments\n",
      "Vibe calculation for listing 32834946 with 48 comments\n",
      "Vibe calculation for listing 32834949 with 17 comments\n",
      "Vibe calculation for listing 32834950 with 58 comments\n",
      "Vibe calculation for listing 32835029 with 32 comments\n",
      "Vibe calculation for listing 32863061 with 1 comments\n",
      "Vibe calculation for listing 32863139 with 7 comments\n",
      "Vibe calculation for listing 32863172 with 2 comments\n",
      "Vibe calculation for listing 32864453 with 2 comments\n",
      "Vibe calculation for listing 32864526 with 2 comments\n",
      "Vibe calculation for listing 32864559 with 1 comments\n",
      "Vibe calculation for listing 32864589 with 2 comments\n",
      "Vibe calculation for listing 32864655 with 6 comments\n",
      "Vibe calculation for listing 32864804 with 1 comments\n",
      "Vibe calculation for listing 32864952 with 1 comments\n",
      "Vibe calculation for listing 32865080 with 4 comments\n",
      "Vibe calculation for listing 33212814 with 2 comments\n",
      "Vibe calculation for listing 33352473 with 1 comments\n",
      "Vibe calculation for listing 33352474 with 9 comments\n",
      "Vibe calculation for listing 33435097 with 2 comments\n",
      "Vibe calculation for listing 33621331 with 15 comments\n",
      "Vibe calculation for listing 33781676 with 24 comments\n",
      "Vibe calculation for listing 34279661 with 27 comments\n",
      "Vibe calculation for listing 34340991 with 28 comments\n",
      "Vibe calculation for listing 34415230 with 2 comments\n",
      "Vibe calculation for listing 34709924 with 1 comments\n",
      "Vibe calculation for listing 35126534 with 13 comments\n",
      "Vibe calculation for listing 35608865 with 3 comments\n",
      "Vibe calculation for listing 35610435 with 1 comments\n",
      "Vibe calculation for listing 35610593 with 2 comments\n",
      "Vibe calculation for listing 35610754 with 1 comments\n",
      "Vibe calculation for listing 35682280 with 2 comments\n",
      "Vibe calculation for listing 35682313 with 4 comments\n",
      "Vibe calculation for listing 35682544 with 4 comments\n",
      "Vibe calculation for listing 35826110 with 2 comments\n",
      "Vibe calculation for listing 35832202 with 1 comments\n",
      "Vibe calculation for listing 35943042 with 10 comments\n",
      "Vibe calculation for listing 36269353 with 8 comments\n",
      "Vibe calculation for listing 36277068 with 17 comments\n",
      "Vibe calculation for listing 36349783 with 20 comments\n",
      "Vibe calculation for listing 36483254 with 16 comments\n",
      "Vibe calculation for listing 36700174 with 36 comments\n",
      "Vibe calculation for listing 36770685 with 41 comments\n",
      "Vibe calculation for listing 36771929 with 35 comments\n",
      "Vibe calculation for listing 36788751 with 34 comments\n",
      "Vibe calculation for listing 36789366 with 40 comments\n",
      "Vibe calculation for listing 36789736 with 29 comments\n",
      "Vibe calculation for listing 36790111 with 42 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 36791709 with 45 comments\n",
      "Vibe calculation for listing 36792091 with 40 comments\n",
      "Vibe calculation for listing 36884572 with 42 comments\n",
      "Vibe calculation for listing 37012280 with 7 comments\n",
      "Vibe calculation for listing 38457793 with 10 comments\n",
      "Vibe calculation for listing 38841560 with 1 comments\n",
      "Vibe calculation for listing 38845973 with 1 comments\n",
      "Vibe calculation for listing 38846150 with 1 comments\n",
      "Vibe calculation for listing 38846151 with 2 comments\n",
      "Vibe calculation for listing 38847062 with 5 comments\n",
      "Vibe calculation for listing 39463129 with 2 comments\n",
      "Vibe calculation for listing 39479603 with 26 comments\n",
      "Vibe calculation for listing 39560366 with 7 comments\n",
      "Vibe calculation for listing 39560388 with 3 comments\n",
      "Vibe calculation for listing 39560471 with 7 comments\n",
      "Vibe calculation for listing 39632710 with 4 comments\n",
      "Vibe calculation for listing 39633438 with 6 comments\n",
      "Vibe calculation for listing 39672030 with 11 comments\n",
      "Vibe calculation for listing 39867786 with 2 comments\n",
      "Vibe calculation for listing 40728775 with 7 comments\n",
      "Vibe calculation for listing 40748478 with 2 comments\n",
      "Vibe calculation for listing 40748674 with 3 comments\n",
      "Vibe calculation for listing 40755444 with 4 comments\n",
      "Vibe calculation for listing 40755577 with 5 comments\n",
      "Vibe calculation for listing 40844429 with 5 comments\n",
      "Vibe calculation for listing 41458991 with 6 comments\n",
      "Vibe calculation for listing 41566118 with 2 comments\n",
      "Vibe calculation for listing 41568543 with 3 comments\n",
      "Vibe calculation for listing 41598526 with 3 comments\n",
      "Vibe calculation for listing 41614488 with 3 comments\n",
      "Vibe calculation for listing 41621247 with 12 comments\n",
      "Vibe calculation for listing 41800576 with 4 comments\n",
      "Vibe calculation for listing 41838589 with 4 comments\n",
      "Vibe calculation for listing 41841244 with 3 comments\n",
      "Vibe calculation for listing 41938564 with 2 comments\n",
      "Vibe calculation for listing 42140453 with 2 comments\n",
      "Vibe calculation for listing 42455170 with 1 comments\n",
      "Calculating vibes for 758 listings in Back Bay\n",
      "Vibe calculation for listing 10813 with 80 comments\n",
      "Vibe calculation for listing 22195 with 21 comments\n",
      "Vibe calculation for listing 1090413 with 166 comments\n",
      "Vibe calculation for listing 1090545 with 117 comments\n",
      "Vibe calculation for listing 2108738 with 34 comments\n",
      "Vibe calculation for listing 2277821 with 169 comments\n",
      "Vibe calculation for listing 2701124 with 77 comments\n",
      "Vibe calculation for listing 2881388 with 181 comments\n",
      "Vibe calculation for listing 3302294 with 252 comments\n",
      "Vibe calculation for listing 3463914 with 27 comments\n",
      "Vibe calculation for listing 3985462 with 279 comments\n",
      "Vibe calculation for listing 4148586 with 15 comments\n",
      "Vibe calculation for listing 4377247 with 43 comments\n",
      "Vibe calculation for listing 4500409 with 112 comments\n",
      "Vibe calculation for listing 5581575 with 184 comments\n",
      "Vibe calculation for listing 5903001 with 32 comments\n",
      "Vibe calculation for listing 6677469 with 54 comments\n",
      "Vibe calculation for listing 6685682 with 88 comments\n",
      "Vibe calculation for listing 6759004 with 122 comments\n",
      "Vibe calculation for listing 6879036 with 163 comments\n",
      "Vibe calculation for listing 6882615 with 152 comments\n",
      "Vibe calculation for listing 6908525 with 132 comments\n",
      "Vibe calculation for listing 7474044 with 53 comments\n",
      "Vibe calculation for listing 7474855 with 115 comments\n",
      "Vibe calculation for listing 7475052 with 112 comments\n",
      "Vibe calculation for listing 7475215 with 114 comments\n",
      "Vibe calculation for listing 7475379 with 159 comments\n",
      "Vibe calculation for listing 7475573 with 106 comments\n",
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      "Vibe calculation for listing 33250560 with 55 comments\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 33345730 with 10 comments\n",
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      "Calculating vibes for 894 listings in Dorchester\n",
      "Vibe calculation for listing 18711 with 52 comments\n",
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      "Vibe calculation for listing 16671164 with 83 comments\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 16731118 with 43 comments\n",
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      "Vibe calculation for listing 28723477 with 61 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 28756042 with 22 comments\n",
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      "Vibe calculation for listing 33672980 with 1 comments\n",
      "Vibe calculation for listing 33682929 with 2 comments\n",
      "Vibe calculation for listing 33711194 with 55 comments\n",
      "Vibe calculation for listing 33966889 with 35 comments\n",
      "Vibe calculation for listing 34020828 with 43 comments\n",
      "Vibe calculation for listing 34365148 with 20 comments\n",
      "Vibe calculation for listing 34422276 with 58 comments\n",
      "Vibe calculation for listing 34685709 with 25 comments\n",
      "Vibe calculation for listing 35234168 with 19 comments\n",
      "Vibe calculation for listing 35238309 with 24 comments\n",
      "Vibe calculation for listing 35424411 with 10 comments\n",
      "Vibe calculation for listing 35424602 with 13 comments\n",
      "Vibe calculation for listing 35424872 with 21 comments\n",
      "Vibe calculation for listing 35583138 with 22 comments\n",
      "Vibe calculation for listing 36000657 with 20 comments\n",
      "Vibe calculation for listing 36165607 with 55 comments\n",
      "Vibe calculation for listing 36318160 with 12 comments\n",
      "Vibe calculation for listing 36760583 with 12 comments\n",
      "Vibe calculation for listing 36760873 with 9 comments\n",
      "Vibe calculation for listing 36761473 with 13 comments\n",
      "Vibe calculation for listing 36775500 with 7 comments\n",
      "Vibe calculation for listing 36977405 with 39 comments\n",
      "Vibe calculation for listing 37021350 with 13 comments\n",
      "Vibe calculation for listing 37182455 with 8 comments\n",
      "Vibe calculation for listing 37186894 with 10 comments\n",
      "Vibe calculation for listing 37393572 with 18 comments\n",
      "Vibe calculation for listing 37425046 with 4 comments\n",
      "Vibe calculation for listing 37535057 with 16 comments\n",
      "Vibe calculation for listing 37683530 with 5 comments\n",
      "Vibe calculation for listing 37686932 with 13 comments\n",
      "Vibe calculation for listing 37885254 with 32 comments\n",
      "Vibe calculation for listing 37968399 with 45 comments\n",
      "Vibe calculation for listing 37968480 with 39 comments\n",
      "Vibe calculation for listing 38301053 with 1 comments\n",
      "Vibe calculation for listing 38387822 with 22 comments\n",
      "Vibe calculation for listing 38460791 with 1 comments\n",
      "Vibe calculation for listing 38479825 with 15 comments\n",
      "Vibe calculation for listing 38879187 with 13 comments\n",
      "Vibe calculation for listing 38976532 with 2 comments\n",
      "Vibe calculation for listing 39370663 with 6 comments\n",
      "Vibe calculation for listing 39530818 with 2 comments\n",
      "Vibe calculation for listing 39562717 with 1 comments\n",
      "Vibe calculation for listing 39582806 with 4 comments\n",
      "Vibe calculation for listing 39583307 with 10 comments\n",
      "Vibe calculation for listing 39772695 with 9 comments\n",
      "Vibe calculation for listing 39772945 with 9 comments\n",
      "Vibe calculation for listing 39893738 with 2 comments\n",
      "Vibe calculation for listing 40159691 with 1 comments\n",
      "Vibe calculation for listing 40160444 with 1 comments\n",
      "Vibe calculation for listing 40209504 with 9 comments\n",
      "Vibe calculation for listing 40266556 with 2 comments\n",
      "Vibe calculation for listing 40302103 with 8 comments\n",
      "Vibe calculation for listing 40343727 with 1 comments\n",
      "Vibe calculation for listing 40344083 with 2 comments\n",
      "Vibe calculation for listing 40344334 with 1 comments\n",
      "Vibe calculation for listing 40439006 with 1 comments\n",
      "Vibe calculation for listing 40577813 with 4 comments\n",
      "Vibe calculation for listing 40673057 with 1 comments\n",
      "Vibe calculation for listing 40674186 with 1 comments\n",
      "Vibe calculation for listing 40760132 with 1 comments\n",
      "Vibe calculation for listing 40780024 with 6 comments\n",
      "Vibe calculation for listing 40810696 with 5 comments\n",
      "Vibe calculation for listing 40810928 with 9 comments\n",
      "Vibe calculation for listing 40867477 with 1 comments\n",
      "Vibe calculation for listing 40896409 with 12 comments\n",
      "Vibe calculation for listing 40900669 with 3 comments\n",
      "Vibe calculation for listing 40983705 with 16 comments\n",
      "Vibe calculation for listing 41028219 with 1 comments\n",
      "Vibe calculation for listing 41230710 with 1 comments\n",
      "Vibe calculation for listing 41232225 with 3 comments\n",
      "Vibe calculation for listing 41232561 with 1 comments\n",
      "Vibe calculation for listing 41262612 with 10 comments\n",
      "Vibe calculation for listing 41375437 with 1 comments\n",
      "Vibe calculation for listing 41415978 with 2 comments\n",
      "Vibe calculation for listing 41637486 with 3 comments\n",
      "Vibe calculation for listing 41638267 with 3 comments\n",
      "Vibe calculation for listing 41639830 with 3 comments\n",
      "Vibe calculation for listing 41645476 with 3 comments\n",
      "Vibe calculation for listing 41709226 with 3 comments\n",
      "Vibe calculation for listing 41820180 with 9 comments\n",
      "Vibe calculation for listing 41824577 with 1 comments\n",
      "Vibe calculation for listing 42074896 with 2 comments\n",
      "Vibe calculation for listing 42561531 with 1 comments\n",
      "Calculating vibes for 720 listings in South End\n",
      "Vibe calculation for listing 22354 with 316 comments\n",
      "Vibe calculation for listing 225224 with 317 comments\n",
      "Vibe calculation for listing 322593 with 407 comments\n",
      "Vibe calculation for listing 526970 with 175 comments\n",
      "Vibe calculation for listing 798957 with 413 comments\n",
      "Vibe calculation for listing 863788 with 9 comments\n",
      "Vibe calculation for listing 989163 with 53 comments\n",
      "Vibe calculation for listing 990668 with 291 comments\n",
      "Vibe calculation for listing 1038465 with 257 comments\n",
      "Vibe calculation for listing 1200502 with 96 comments\n",
      "Vibe calculation for listing 1275498 with 45 comments\n",
      "Vibe calculation for listing 1425973 with 25 comments\n",
      "Vibe calculation for listing 1810397 with 42 comments\n",
      "Vibe calculation for listing 2215762 with 28 comments\n",
      "Vibe calculation for listing 2292495 with 69 comments\n",
      "Vibe calculation for listing 2395326 with 403 comments\n",
      "Vibe calculation for listing 2495047 with 29 comments\n",
      "Vibe calculation for listing 2737853 with 5 comments\n",
      "Vibe calculation for listing 2846739 with 177 comments\n",
      "Vibe calculation for listing 3969526 with 343 comments\n",
      "Vibe calculation for listing 4278067 with 67 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 4294557 with 8 comments\n",
      "Vibe calculation for listing 4364925 with 137 comments\n",
      "Vibe calculation for listing 4364989 with 77 comments\n",
      "Vibe calculation for listing 4461846 with 77 comments\n",
      "Vibe calculation for listing 4461901 with 97 comments\n",
      "Vibe calculation for listing 4566095 with 17 comments\n",
      "Vibe calculation for listing 4623114 with 90 comments\n",
      "Vibe calculation for listing 5718801 with 112 comments\n",
      "Vibe calculation for listing 5718921 with 111 comments\n",
      "Vibe calculation for listing 5768819 with 103 comments\n",
      "Vibe calculation for listing 5769127 with 146 comments\n",
      "Vibe calculation for listing 5822827 with 5 comments\n",
      "Vibe calculation for listing 5976821 with 225 comments\n",
      "Vibe calculation for listing 6426364 with 74 comments\n",
      "Vibe calculation for listing 6444303 with 202 comments\n",
      "Vibe calculation for listing 6758443 with 118 comments\n",
      "Vibe calculation for listing 6758462 with 58 comments\n",
      "Vibe calculation for listing 6758482 with 97 comments\n",
      "Vibe calculation for listing 6762011 with 93 comments\n",
      "Vibe calculation for listing 6763409 with 145 comments\n",
      "Vibe calculation for listing 6793945 with 99 comments\n",
      "Vibe calculation for listing 6810723 with 61 comments\n",
      "Vibe calculation for listing 6851459 with 113 comments\n",
      "Vibe calculation for listing 6851460 with 57 comments\n",
      "Vibe calculation for listing 7214920 with 45 comments\n",
      "Vibe calculation for listing 7342489 with 100 comments\n",
      "Vibe calculation for listing 7368611 with 161 comments\n",
      "Vibe calculation for listing 7476340 with 62 comments\n",
      "Vibe calculation for listing 7511737 with 143 comments\n",
      "Vibe calculation for listing 7513605 with 102 comments\n",
      "Vibe calculation for listing 7540480 with 190 comments\n",
      "Vibe calculation for listing 7575052 with 74 comments\n",
      "Vibe calculation for listing 7694365 with 88 comments\n",
      "Vibe calculation for listing 7694559 with 80 comments\n",
      "Vibe calculation for listing 7714627 with 210 comments\n",
      "Vibe calculation for listing 7916575 with 96 comments\n",
      "Vibe calculation for listing 7965521 with 171 comments\n",
      "Vibe calculation for listing 8082512 with 68 comments\n",
      "Vibe calculation for listing 8206536 with 125 comments\n",
      "Vibe calculation for listing 8403945 with 79 comments\n",
      "Vibe calculation for listing 8596566 with 15 comments\n",
      "Vibe calculation for listing 9148781 with 15 comments\n",
      "Vibe calculation for listing 9731479 with 166 comments\n",
      "Vibe calculation for listing 9970895 with 10 comments\n",
      "Vibe calculation for listing 10427199 with 103 comments\n",
      "Vibe calculation for listing 10427882 with 67 comments\n",
      "Vibe calculation for listing 10634364 with 20 comments\n",
      "Vibe calculation for listing 12287958 with 37 comments\n",
      "Vibe calculation for listing 12290886 with 31 comments\n",
      "Vibe calculation for listing 12384469 with 26 comments\n",
      "Vibe calculation for listing 12812461 with 183 comments\n",
      "Vibe calculation for listing 13029806 with 30 comments\n",
      "Vibe calculation for listing 13378923 with 158 comments\n",
      "Vibe calculation for listing 13494185 with 163 comments\n",
      "Vibe calculation for listing 14091605 with 100 comments\n",
      "Vibe calculation for listing 14461998 with 17 comments\n",
      "Vibe calculation for listing 14770892 with 139 comments\n",
      "Vibe calculation for listing 14991767 with 26 comments\n",
      "Vibe calculation for listing 15048978 with 127 comments\n",
      "Vibe calculation for listing 15517432 with 232 comments\n",
      "Vibe calculation for listing 15830969 with 30 comments\n",
      "Vibe calculation for listing 16322139 with 111 comments\n",
      "Vibe calculation for listing 16531634 with 270 comments\n",
      "Vibe calculation for listing 16733496 with 77 comments\n",
      "Vibe calculation for listing 16881821 with 25 comments\n",
      "Vibe calculation for listing 17285926 with 66 comments\n",
      "Vibe calculation for listing 17300267 with 164 comments\n",
      "Vibe calculation for listing 17529340 with 160 comments\n",
      "Vibe calculation for listing 17567087 with 191 comments\n",
      "Vibe calculation for listing 17609053 with 17 comments\n",
      "Vibe calculation for listing 17616603 with 148 comments\n",
      "Vibe calculation for listing 17994861 with 1 comments\n",
      "Vibe calculation for listing 18213171 with 37 comments\n",
      "Vibe calculation for listing 18617002 with 6 comments\n",
      "Vibe calculation for listing 18975041 with 3 comments\n",
      "Vibe calculation for listing 19220895 with 102 comments\n",
      "Vibe calculation for listing 19982161 with 25 comments\n",
      "Vibe calculation for listing 20229074 with 49 comments\n",
      "Vibe calculation for listing 20248640 with 132 comments\n",
      "Vibe calculation for listing 20443029 with 126 comments\n",
      "Vibe calculation for listing 21350397 with 100 comments\n",
      "Vibe calculation for listing 22083423 with 150 comments\n",
      "Vibe calculation for listing 22150316 with 15 comments\n",
      "Vibe calculation for listing 22164858 with 33 comments\n",
      "Vibe calculation for listing 22583276 with 32 comments\n",
      "Vibe calculation for listing 22584746 with 52 comments\n",
      "Vibe calculation for listing 22627055 with 4 comments\n",
      "Vibe calculation for listing 22627198 with 4 comments\n",
      "Vibe calculation for listing 22714438 with 90 comments\n",
      "Vibe calculation for listing 22730888 with 23 comments\n",
      "Vibe calculation for listing 22745898 with 51 comments\n",
      "Vibe calculation for listing 22746375 with 34 comments\n",
      "Vibe calculation for listing 22788158 with 171 comments\n",
      "Vibe calculation for listing 23304072 with 8 comments\n",
      "Vibe calculation for listing 23304141 with 14 comments\n",
      "Vibe calculation for listing 23304442 with 23 comments\n",
      "Vibe calculation for listing 23304518 with 22 comments\n",
      "Vibe calculation for listing 23629701 with 32 comments\n",
      "Vibe calculation for listing 23743618 with 14 comments\n",
      "Vibe calculation for listing 23744547 with 45 comments\n",
      "Vibe calculation for listing 24119260 with 77 comments\n",
      "Vibe calculation for listing 24464154 with 86 comments\n",
      "Vibe calculation for listing 24749244 with 40 comments\n",
      "Vibe calculation for listing 24914199 with 24 comments\n",
      "Vibe calculation for listing 24916564 with 71 comments\n",
      "Vibe calculation for listing 24916747 with 58 comments\n",
      "Vibe calculation for listing 24916959 with 27 comments\n",
      "Vibe calculation for listing 25576444 with 55 comments\n",
      "Vibe calculation for listing 26276722 with 4 comments\n",
      "Vibe calculation for listing 26333739 with 43 comments\n",
      "Vibe calculation for listing 26418311 with 45 comments\n",
      "Vibe calculation for listing 26450816 with 10 comments\n",
      "Vibe calculation for listing 26452180 with 29 comments\n",
      "Vibe calculation for listing 26660947 with 12 comments\n",
      "Vibe calculation for listing 26661682 with 11 comments\n",
      "Vibe calculation for listing 26662386 with 14 comments\n",
      "Vibe calculation for listing 26778714 with 25 comments\n",
      "Vibe calculation for listing 27168524 with 140 comments\n",
      "Vibe calculation for listing 27258229 with 32 comments\n",
      "Vibe calculation for listing 27371399 with 10 comments\n",
      "Vibe calculation for listing 27571301 with 65 comments\n",
      "Vibe calculation for listing 27572527 with 16 comments\n",
      "Vibe calculation for listing 27573090 with 26 comments\n",
      "Vibe calculation for listing 27639994 with 145 comments\n",
      "Vibe calculation for listing 27935696 with 146 comments\n",
      "Vibe calculation for listing 28306371 with 75 comments\n",
      "Vibe calculation for listing 28431105 with 27 comments\n",
      "Vibe calculation for listing 28492594 with 36 comments\n",
      "Vibe calculation for listing 28492650 with 24 comments\n",
      "Vibe calculation for listing 28492687 with 33 comments\n",
      "Vibe calculation for listing 28492715 with 27 comments\n",
      "Vibe calculation for listing 28492737 with 26 comments\n",
      "Vibe calculation for listing 28632986 with 33 comments\n",
      "Vibe calculation for listing 28663016 with 7 comments\n",
      "Vibe calculation for listing 28785117 with 41 comments\n",
      "Vibe calculation for listing 29053226 with 3 comments\n",
      "Vibe calculation for listing 29337262 with 7 comments\n",
      "Vibe calculation for listing 29484467 with 3 comments\n",
      "Vibe calculation for listing 29484608 with 1 comments\n",
      "Vibe calculation for listing 29484724 with 3 comments\n",
      "Vibe calculation for listing 29486012 with 4 comments\n",
      "Vibe calculation for listing 29486361 with 2 comments\n",
      "Vibe calculation for listing 29486450 with 3 comments\n",
      "Vibe calculation for listing 29486565 with 4 comments\n",
      "Vibe calculation for listing 29486734 with 5 comments\n",
      "Vibe calculation for listing 29486921 with 6 comments\n",
      "Vibe calculation for listing 29487006 with 3 comments\n",
      "Vibe calculation for listing 29487140 with 5 comments\n",
      "Vibe calculation for listing 29730126 with 38 comments\n",
      "Vibe calculation for listing 29731261 with 48 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 29825154 with 43 comments\n",
      "Vibe calculation for listing 30397128 with 1 comments\n",
      "Vibe calculation for listing 30560133 with 32 comments\n",
      "Vibe calculation for listing 30748392 with 4 comments\n",
      "Vibe calculation for listing 30929175 with 39 comments\n",
      "Vibe calculation for listing 31272914 with 21 comments\n",
      "Vibe calculation for listing 31273139 with 14 comments\n",
      "Vibe calculation for listing 31273265 with 27 comments\n",
      "Vibe calculation for listing 31273339 with 11 comments\n",
      "Vibe calculation for listing 31273340 with 19 comments\n",
      "Vibe calculation for listing 31273567 with 1 comments\n",
      "Vibe calculation for listing 31273568 with 1 comments\n",
      "Vibe calculation for listing 31273569 with 1 comments\n",
      "Vibe calculation for listing 31273831 with 1 comments\n",
      "Vibe calculation for listing 31273832 with 2 comments\n",
      "Vibe calculation for listing 31273833 with 1 comments\n",
      "Vibe calculation for listing 31273836 with 1 comments\n",
      "Vibe calculation for listing 32516396 with 45 comments\n",
      "Vibe calculation for listing 32762186 with 50 comments\n",
      "Vibe calculation for listing 32867217 with 15 comments\n",
      "Vibe calculation for listing 32867476 with 20 comments\n",
      "Vibe calculation for listing 33616608 with 66 comments\n",
      "Vibe calculation for listing 33966076 with 5 comments\n",
      "Vibe calculation for listing 33966192 with 3 comments\n",
      "Vibe calculation for listing 35084086 with 8 comments\n",
      "Vibe calculation for listing 35084498 with 13 comments\n",
      "Vibe calculation for listing 35165584 with 4 comments\n",
      "Vibe calculation for listing 36036348 with 16 comments\n",
      "Vibe calculation for listing 36040459 with 2 comments\n",
      "Vibe calculation for listing 36237250 with 23 comments\n",
      "Vibe calculation for listing 36282491 with 4 comments\n",
      "Vibe calculation for listing 36640907 with 19 comments\n",
      "Vibe calculation for listing 36687285 with 3 comments\n",
      "Vibe calculation for listing 37447912 with 14 comments\n",
      "Vibe calculation for listing 38407434 with 9 comments\n",
      "Vibe calculation for listing 38670469 with 13 comments\n",
      "Vibe calculation for listing 38694577 with 1 comments\n",
      "Vibe calculation for listing 38770785 with 1 comments\n",
      "Vibe calculation for listing 38777969 with 5 comments\n",
      "Vibe calculation for listing 39390476 with 11 comments\n",
      "Vibe calculation for listing 40280398 with 8 comments\n",
      "Vibe calculation for listing 40699545 with 2 comments\n",
      "Vibe calculation for listing 40703364 with 8 comments\n",
      "Vibe calculation for listing 40703830 with 10 comments\n",
      "Vibe calculation for listing 40704228 with 10 comments\n",
      "Vibe calculation for listing 40704449 with 7 comments\n",
      "Vibe calculation for listing 40704541 with 10 comments\n",
      "Vibe calculation for listing 40704606 with 8 comments\n",
      "Vibe calculation for listing 40704797 with 5 comments\n",
      "Vibe calculation for listing 40704981 with 13 comments\n",
      "Vibe calculation for listing 40705116 with 6 comments\n",
      "Vibe calculation for listing 40721936 with 4 comments\n",
      "Vibe calculation for listing 40722042 with 7 comments\n",
      "Vibe calculation for listing 40722629 with 4 comments\n",
      "Vibe calculation for listing 40723172 with 7 comments\n",
      "Vibe calculation for listing 40723247 with 7 comments\n",
      "Vibe calculation for listing 40723334 with 2 comments\n",
      "Vibe calculation for listing 41231372 with 1 comments\n",
      "Vibe calculation for listing 41397978 with 1 comments\n",
      "Calculating vibes for 347 listings in North End\n",
      "Vibe calculation for listing 24240 with 103 comments\n",
      "Vibe calculation for listing 220676 with 251 comments\n",
      "Vibe calculation for listing 891661 with 407 comments\n",
      "Vibe calculation for listing 1220971 with 145 comments\n",
      "Vibe calculation for listing 2183058 with 169 comments\n",
      "Vibe calculation for listing 2658094 with 143 comments\n",
      "Vibe calculation for listing 4089940 with 52 comments\n",
      "Vibe calculation for listing 4150640 with 23 comments\n",
      "Vibe calculation for listing 4573238 with 154 comments\n",
      "Vibe calculation for listing 4573388 with 161 comments\n",
      "Vibe calculation for listing 4580825 with 97 comments\n",
      "Vibe calculation for listing 5511911 with 1 comments\n",
      "Vibe calculation for listing 5782221 with 201 comments\n",
      "Vibe calculation for listing 7018497 with 6 comments\n",
      "Vibe calculation for listing 7181950 with 247 comments\n",
      "Vibe calculation for listing 8227206 with 121 comments\n",
      "Vibe calculation for listing 8458210 with 218 comments\n",
      "Vibe calculation for listing 9834727 with 126 comments\n",
      "Vibe calculation for listing 10175033 with 177 comments\n",
      "Vibe calculation for listing 11223924 with 240 comments\n",
      "Vibe calculation for listing 11924459 with 248 comments\n",
      "Vibe calculation for listing 12269155 with 388 comments\n",
      "Vibe calculation for listing 12599820 with 3 comments\n",
      "Vibe calculation for listing 13173203 with 38 comments\n",
      "Vibe calculation for listing 14035943 with 105 comments\n",
      "Vibe calculation for listing 14104621 with 10 comments\n",
      "Vibe calculation for listing 14204600 with 166 comments\n",
      "Vibe calculation for listing 14452500 with 18 comments\n",
      "Vibe calculation for listing 14538087 with 191 comments\n",
      "Vibe calculation for listing 15222140 with 145 comments\n",
      "Vibe calculation for listing 15471042 with 187 comments\n",
      "Vibe calculation for listing 15483912 with 122 comments\n",
      "Vibe calculation for listing 15582521 with 152 comments\n",
      "Vibe calculation for listing 15901362 with 143 comments\n",
      "Vibe calculation for listing 17806747 with 14 comments\n",
      "Vibe calculation for listing 20228320 with 150 comments\n",
      "Vibe calculation for listing 20269943 with 267 comments\n",
      "Vibe calculation for listing 20650593 with 104 comments\n",
      "Vibe calculation for listing 20932029 with 48 comments\n",
      "Vibe calculation for listing 20983197 with 134 comments\n",
      "Vibe calculation for listing 21312933 with 119 comments\n",
      "Vibe calculation for listing 21313230 with 90 comments\n",
      "Vibe calculation for listing 22165210 with 92 comments\n",
      "Vibe calculation for listing 23166408 with 3 comments\n",
      "Vibe calculation for listing 23252361 with 95 comments\n",
      "Vibe calculation for listing 23502271 with 10 comments\n",
      "Vibe calculation for listing 23827867 with 147 comments\n",
      "Vibe calculation for listing 24277032 with 3 comments\n",
      "Vibe calculation for listing 26130187 with 1 comments\n",
      "Vibe calculation for listing 28440873 with 102 comments\n",
      "Vibe calculation for listing 33530646 with 60 comments\n",
      "Vibe calculation for listing 34001745 with 53 comments\n",
      "Vibe calculation for listing 36881315 with 43 comments\n",
      "Vibe calculation for listing 37353570 with 18 comments\n",
      "Vibe calculation for listing 37709576 with 1 comments\n",
      "Vibe calculation for listing 37775857 with 22 comments\n",
      "Vibe calculation for listing 38662530 with 9 comments\n",
      "Vibe calculation for listing 38745848 with 3 comments\n",
      "Vibe calculation for listing 38745912 with 4 comments\n",
      "Vibe calculation for listing 38746119 with 3 comments\n",
      "Vibe calculation for listing 39480229 with 15 comments\n",
      "Vibe calculation for listing 41640936 with 7 comments\n",
      "Vibe calculation for listing 41644851 with 2 comments\n",
      "Vibe calculation for listing 41645101 with 5 comments\n",
      "Vibe calculation for listing 41645355 with 3 comments\n",
      "Vibe calculation for listing 41645764 with 7 comments\n",
      "Vibe calculation for listing 42251080 with 2 comments\n",
      "Calculating vibes for 299 listings in Charlestown\n",
      "Vibe calculation for listing 29765 with 93 comments\n",
      "Vibe calculation for listing 45987 with 130 comments\n",
      "Vibe calculation for listing 77681 with 54 comments\n",
      "Vibe calculation for listing 611081 with 35 comments\n",
      "Vibe calculation for listing 619142 with 168 comments\n",
      "Vibe calculation for listing 708802 with 374 comments\n",
      "Vibe calculation for listing 1445064 with 103 comments\n",
      "Vibe calculation for listing 1541166 with 39 comments\n",
      "Vibe calculation for listing 1544144 with 13 comments\n",
      "Vibe calculation for listing 2798599 with 51 comments\n",
      "Vibe calculation for listing 3749523 with 274 comments\n",
      "Vibe calculation for listing 3820516 with 2 comments\n",
      "Vibe calculation for listing 5719606 with 75 comments\n",
      "Vibe calculation for listing 6690605 with 24 comments\n",
      "Vibe calculation for listing 7053454 with 8 comments\n",
      "Vibe calculation for listing 8442940 with 232 comments\n",
      "Vibe calculation for listing 9900315 with 51 comments\n",
      "Vibe calculation for listing 12372052 with 63 comments\n",
      "Vibe calculation for listing 13032590 with 308 comments\n",
      "Vibe calculation for listing 13063952 with 16 comments\n",
      "Vibe calculation for listing 13091712 with 17 comments\n",
      "Vibe calculation for listing 13585624 with 40 comments\n",
      "Vibe calculation for listing 13830152 with 28 comments\n",
      "Vibe calculation for listing 13951579 with 17 comments\n",
      "Vibe calculation for listing 14924831 with 22 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 14928081 with 5 comments\n",
      "Vibe calculation for listing 14950089 with 36 comments\n",
      "Vibe calculation for listing 14950328 with 44 comments\n",
      "Vibe calculation for listing 14950378 with 24 comments\n",
      "Vibe calculation for listing 14950476 with 6 comments\n",
      "Vibe calculation for listing 15020558 with 13 comments\n",
      "Vibe calculation for listing 15481668 with 12 comments\n",
      "Vibe calculation for listing 15528667 with 11 comments\n",
      "Vibe calculation for listing 15985435 with 49 comments\n",
      "Vibe calculation for listing 16233671 with 44 comments\n",
      "Vibe calculation for listing 16364879 with 144 comments\n",
      "Vibe calculation for listing 16479752 with 3 comments\n",
      "Vibe calculation for listing 16517776 with 42 comments\n",
      "Vibe calculation for listing 16692369 with 6 comments\n",
      "Vibe calculation for listing 17676984 with 5 comments\n",
      "Vibe calculation for listing 19149341 with 42 comments\n",
      "Vibe calculation for listing 19455651 with 164 comments\n",
      "Vibe calculation for listing 19581567 with 98 comments\n",
      "Vibe calculation for listing 19744120 with 142 comments\n",
      "Vibe calculation for listing 19790139 with 21 comments\n",
      "Vibe calculation for listing 20703145 with 3 comments\n",
      "Vibe calculation for listing 20815139 with 14 comments\n",
      "Vibe calculation for listing 21925988 with 11 comments\n",
      "Vibe calculation for listing 23127262 with 17 comments\n",
      "Vibe calculation for listing 23624354 with 1 comments\n",
      "Vibe calculation for listing 24484501 with 73 comments\n",
      "Vibe calculation for listing 24914428 with 105 comments\n",
      "Vibe calculation for listing 24992422 with 96 comments\n",
      "Vibe calculation for listing 25685344 with 12 comments\n",
      "Vibe calculation for listing 25804129 with 13 comments\n",
      "Vibe calculation for listing 26753806 with 91 comments\n",
      "Vibe calculation for listing 27625974 with 10 comments\n",
      "Vibe calculation for listing 27635713 with 73 comments\n",
      "Vibe calculation for listing 29607084 with 7 comments\n",
      "Vibe calculation for listing 32826985 with 9 comments\n",
      "Vibe calculation for listing 34782422 with 15 comments\n",
      "Vibe calculation for listing 36370563 with 2 comments\n",
      "Vibe calculation for listing 36622810 with 44 comments\n",
      "Vibe calculation for listing 36947453 with 39 comments\n",
      "Vibe calculation for listing 38931589 with 3 comments\n",
      "Vibe calculation for listing 39557276 with 9 comments\n",
      "Calculating vibes for 735 listings in Jamaica Plain\n",
      "Vibe calculation for listing 40601 with 75 comments\n",
      "Vibe calculation for listing 197727 with 43 comments\n",
      "Vibe calculation for listing 197972 with 387 comments\n",
      "Vibe calculation for listing 210097 with 192 comments\n",
      "Vibe calculation for listing 447826 with 313 comments\n",
      "Vibe calculation for listing 496022 with 16 comments\n",
      "Vibe calculation for listing 568234 with 270 comments\n",
      "Vibe calculation for listing 743211 with 75 comments\n",
      "Vibe calculation for listing 1058448 with 40 comments\n",
      "Vibe calculation for listing 1071235 with 325 comments\n",
      "Vibe calculation for listing 1109224 with 74 comments\n",
      "Vibe calculation for listing 1167221 with 261 comments\n",
      "Vibe calculation for listing 1187188 with 28 comments\n",
      "Vibe calculation for listing 1222327 with 15 comments\n",
      "Vibe calculation for listing 1692573 with 211 comments\n",
      "Vibe calculation for listing 1754939 with 18 comments\n",
      "Vibe calculation for listing 1881298 with 511 comments\n",
      "Vibe calculation for listing 1885386 with 246 comments\n",
      "Vibe calculation for listing 1885825 with 279 comments\n",
      "Vibe calculation for listing 2014651 with 38 comments\n",
      "Vibe calculation for listing 2219399 with 182 comments\n",
      "Vibe calculation for listing 2256444 with 13 comments\n",
      "Vibe calculation for listing 2378421 with 130 comments\n",
      "Vibe calculation for listing 2798787 with 266 comments\n",
      "Vibe calculation for listing 2963419 with 27 comments\n",
      "Vibe calculation for listing 3493840 with 7 comments\n",
      "Vibe calculation for listing 3593290 with 16 comments\n",
      "Vibe calculation for listing 3693850 with 221 comments\n",
      "Vibe calculation for listing 3957602 with 127 comments\n",
      "Vibe calculation for listing 4000384 with 181 comments\n",
      "Vibe calculation for listing 4105704 with 249 comments\n",
      "Vibe calculation for listing 4119345 with 10 comments\n",
      "Vibe calculation for listing 4223387 with 65 comments\n",
      "Vibe calculation for listing 4233242 with 40 comments\n",
      "Vibe calculation for listing 4583526 with 192 comments\n",
      "Vibe calculation for listing 4586681 with 94 comments\n",
      "Vibe calculation for listing 5049582 with 22 comments\n",
      "Vibe calculation for listing 5124772 with 3 comments\n",
      "Vibe calculation for listing 5166870 with 220 comments\n",
      "Vibe calculation for listing 5601743 with 110 comments\n",
      "Vibe calculation for listing 5702292 with 37 comments\n",
      "Vibe calculation for listing 5882411 with 155 comments\n",
      "Vibe calculation for listing 6238463 with 147 comments\n",
      "Vibe calculation for listing 6248970 with 235 comments\n",
      "Vibe calculation for listing 6465075 with 107 comments\n",
      "Vibe calculation for listing 6764572 with 213 comments\n",
      "Vibe calculation for listing 6914622 with 36 comments\n",
      "Vibe calculation for listing 6921672 with 1 comments\n",
      "Vibe calculation for listing 6990904 with 25 comments\n",
      "Vibe calculation for listing 7092144 with 10 comments\n",
      "Vibe calculation for listing 7273770 with 5 comments\n",
      "Vibe calculation for listing 7287822 with 226 comments\n",
      "Vibe calculation for listing 7910223 with 248 comments\n",
      "Vibe calculation for listing 8067585 with 32 comments\n",
      "Vibe calculation for listing 8283433 with 73 comments\n",
      "Vibe calculation for listing 8354938 with 79 comments\n",
      "Vibe calculation for listing 8634599 with 41 comments\n",
      "Vibe calculation for listing 8720718 with 442 comments\n",
      "Vibe calculation for listing 8801250 with 53 comments\n",
      "Vibe calculation for listing 8908145 with 15 comments\n",
      "Vibe calculation for listing 8923817 with 24 comments\n",
      "Vibe calculation for listing 9349614 with 1 comments\n",
      "Vibe calculation for listing 9349646 with 1 comments\n",
      "Vibe calculation for listing 9575439 with 62 comments\n",
      "Vibe calculation for listing 9971054 with 94 comments\n",
      "Vibe calculation for listing 10085431 with 2 comments\n",
      "Vibe calculation for listing 10299047 with 43 comments\n",
      "Vibe calculation for listing 10494118 with 34 comments\n",
      "Vibe calculation for listing 10627514 with 24 comments\n",
      "Vibe calculation for listing 10749312 with 25 comments\n",
      "Vibe calculation for listing 10883063 with 72 comments\n",
      "Vibe calculation for listing 11370704 with 8 comments\n",
      "Vibe calculation for listing 11553697 with 13 comments\n",
      "Vibe calculation for listing 11739985 with 173 comments\n",
      "Vibe calculation for listing 12191871 with 149 comments\n",
      "Vibe calculation for listing 12602632 with 22 comments\n",
      "Vibe calculation for listing 12781774 with 69 comments\n",
      "Vibe calculation for listing 12855343 with 264 comments\n",
      "Vibe calculation for listing 12888054 with 24 comments\n",
      "Vibe calculation for listing 12949270 with 12 comments\n",
      "Vibe calculation for listing 13829133 with 213 comments\n",
      "Vibe calculation for listing 14057466 with 111 comments\n",
      "Vibe calculation for listing 14071446 with 8 comments\n",
      "Vibe calculation for listing 14086550 with 84 comments\n",
      "Vibe calculation for listing 14105971 with 219 comments\n",
      "Vibe calculation for listing 14254537 with 13 comments\n",
      "Vibe calculation for listing 14415125 with 10 comments\n",
      "Vibe calculation for listing 14474750 with 127 comments\n",
      "Vibe calculation for listing 14531631 with 16 comments\n",
      "Vibe calculation for listing 14566378 with 50 comments\n",
      "Vibe calculation for listing 14566386 with 133 comments\n",
      "Vibe calculation for listing 14573951 with 95 comments\n",
      "Vibe calculation for listing 14682931 with 195 comments\n",
      "Vibe calculation for listing 14868157 with 229 comments\n",
      "Vibe calculation for listing 15147053 with 194 comments\n",
      "Vibe calculation for listing 15429538 with 201 comments\n",
      "Vibe calculation for listing 15832498 with 30 comments\n",
      "Vibe calculation for listing 16770690 with 17 comments\n",
      "Vibe calculation for listing 16779363 with 11 comments\n",
      "Vibe calculation for listing 16909100 with 60 comments\n",
      "Vibe calculation for listing 17296595 with 42 comments\n",
      "Vibe calculation for listing 17476391 with 64 comments\n",
      "Vibe calculation for listing 17523630 with 149 comments\n",
      "Vibe calculation for listing 18240259 with 12 comments\n",
      "Vibe calculation for listing 18656728 with 18 comments\n",
      "Vibe calculation for listing 18873614 with 340 comments\n",
      "Vibe calculation for listing 19007014 with 79 comments\n",
      "Vibe calculation for listing 19055159 with 27 comments\n",
      "Vibe calculation for listing 19100282 with 6 comments\n",
      "Vibe calculation for listing 19102461 with 102 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 19102964 with 101 comments\n",
      "Vibe calculation for listing 19103076 with 82 comments\n",
      "Vibe calculation for listing 19174144 with 5 comments\n",
      "Vibe calculation for listing 19330793 with 14 comments\n",
      "Vibe calculation for listing 20035860 with 39 comments\n",
      "Vibe calculation for listing 20448888 with 44 comments\n",
      "Vibe calculation for listing 20520099 with 36 comments\n",
      "Vibe calculation for listing 20623854 with 48 comments\n",
      "Vibe calculation for listing 20754696 with 93 comments\n",
      "Vibe calculation for listing 21152722 with 37 comments\n",
      "Vibe calculation for listing 21185484 with 8 comments\n",
      "Vibe calculation for listing 21344653 with 1 comments\n",
      "Vibe calculation for listing 21935818 with 75 comments\n",
      "Vibe calculation for listing 22013980 with 46 comments\n",
      "Vibe calculation for listing 22192478 with 69 comments\n",
      "Vibe calculation for listing 22847606 with 70 comments\n",
      "Vibe calculation for listing 22957253 with 75 comments\n",
      "Vibe calculation for listing 23109832 with 1 comments\n",
      "Vibe calculation for listing 23429071 with 48 comments\n",
      "Vibe calculation for listing 23567704 with 25 comments\n",
      "Vibe calculation for listing 23567927 with 30 comments\n",
      "Vibe calculation for listing 23700221 with 106 comments\n",
      "Vibe calculation for listing 24219094 with 87 comments\n",
      "Vibe calculation for listing 24265005 with 26 comments\n",
      "Vibe calculation for listing 24401790 with 49 comments\n",
      "Vibe calculation for listing 24600107 with 8 comments\n",
      "Vibe calculation for listing 24845439 with 129 comments\n",
      "Vibe calculation for listing 25429787 with 11 comments\n",
      "Vibe calculation for listing 25455523 with 3 comments\n",
      "Vibe calculation for listing 26246423 with 7 comments\n",
      "Vibe calculation for listing 26395595 with 82 comments\n",
      "Vibe calculation for listing 26778454 with 3 comments\n",
      "Vibe calculation for listing 27172096 with 25 comments\n",
      "Vibe calculation for listing 27261969 with 5 comments\n",
      "Vibe calculation for listing 27394276 with 13 comments\n",
      "Vibe calculation for listing 27428142 with 3 comments\n",
      "Vibe calculation for listing 27734523 with 14 comments\n",
      "Vibe calculation for listing 27854109 with 9 comments\n",
      "Vibe calculation for listing 27920247 with 11 comments\n",
      "Vibe calculation for listing 27920433 with 1 comments\n",
      "Vibe calculation for listing 27921597 with 7 comments\n",
      "Vibe calculation for listing 27922387 with 10 comments\n",
      "Vibe calculation for listing 28104387 with 31 comments\n",
      "Vibe calculation for listing 28126102 with 73 comments\n",
      "Vibe calculation for listing 28126603 with 58 comments\n",
      "Vibe calculation for listing 28716462 with 34 comments\n",
      "Vibe calculation for listing 28958230 with 23 comments\n",
      "Vibe calculation for listing 29237161 with 1 comments\n",
      "Vibe calculation for listing 29256695 with 55 comments\n",
      "Vibe calculation for listing 29281816 with 14 comments\n",
      "Vibe calculation for listing 29282726 with 20 comments\n",
      "Vibe calculation for listing 29302938 with 42 comments\n",
      "Vibe calculation for listing 29541534 with 28 comments\n",
      "Vibe calculation for listing 29664067 with 64 comments\n",
      "Vibe calculation for listing 30153933 with 36 comments\n",
      "Vibe calculation for listing 30273160 with 48 comments\n",
      "Vibe calculation for listing 30286717 with 49 comments\n",
      "Vibe calculation for listing 30469874 with 61 comments\n",
      "Vibe calculation for listing 30858812 with 51 comments\n",
      "Vibe calculation for listing 31429443 with 37 comments\n",
      "Vibe calculation for listing 31487769 with 6 comments\n",
      "Vibe calculation for listing 31675705 with 18 comments\n",
      "Vibe calculation for listing 32696884 with 7 comments\n",
      "Vibe calculation for listing 33265824 with 32 comments\n",
      "Vibe calculation for listing 33289553 with 65 comments\n",
      "Vibe calculation for listing 33403880 with 5 comments\n",
      "Vibe calculation for listing 33586214 with 32 comments\n",
      "Vibe calculation for listing 33663857 with 33 comments\n",
      "Vibe calculation for listing 34040798 with 12 comments\n",
      "Vibe calculation for listing 34061048 with 11 comments\n",
      "Vibe calculation for listing 34344161 with 4 comments\n",
      "Vibe calculation for listing 34708032 with 32 comments\n",
      "Vibe calculation for listing 34746152 with 18 comments\n",
      "Vibe calculation for listing 34747241 with 27 comments\n",
      "Vibe calculation for listing 34867688 with 11 comments\n",
      "Vibe calculation for listing 35038113 with 33 comments\n",
      "Vibe calculation for listing 35346496 with 4 comments\n",
      "Vibe calculation for listing 35425876 with 61 comments\n",
      "Vibe calculation for listing 35568967 with 3 comments\n",
      "Vibe calculation for listing 35602636 with 1 comments\n",
      "Vibe calculation for listing 36388582 with 13 comments\n",
      "Vibe calculation for listing 36439921 with 3 comments\n",
      "Vibe calculation for listing 36518454 with 1 comments\n",
      "Vibe calculation for listing 36758550 with 3 comments\n",
      "Vibe calculation for listing 37487261 with 9 comments\n",
      "Vibe calculation for listing 37502601 with 1 comments\n",
      "Vibe calculation for listing 37705562 with 9 comments\n",
      "Vibe calculation for listing 37823144 with 15 comments\n",
      "Vibe calculation for listing 37931130 with 1 comments\n",
      "Vibe calculation for listing 38155817 with 4 comments\n",
      "Vibe calculation for listing 38382899 with 3 comments\n",
      "Vibe calculation for listing 38384895 with 21 comments\n",
      "Vibe calculation for listing 38385157 with 8 comments\n",
      "Vibe calculation for listing 38385300 with 14 comments\n",
      "Vibe calculation for listing 38385513 with 13 comments\n",
      "Vibe calculation for listing 38385544 with 1 comments\n",
      "Vibe calculation for listing 39153573 with 1 comments\n",
      "Vibe calculation for listing 39575894 with 5 comments\n",
      "Vibe calculation for listing 39667251 with 1 comments\n",
      "Vibe calculation for listing 39793021 with 1 comments\n",
      "Vibe calculation for listing 39796987 with 2 comments\n",
      "Vibe calculation for listing 39984676 with 5 comments\n",
      "Vibe calculation for listing 40204564 with 3 comments\n",
      "Vibe calculation for listing 40204755 with 3 comments\n",
      "Vibe calculation for listing 40890858 with 3 comments\n",
      "Vibe calculation for listing 41006464 with 2 comments\n",
      "Vibe calculation for listing 41889162 with 1 comments\n",
      "Vibe calculation for listing 42039168 with 6 comments\n",
      "Vibe calculation for listing 42039593 with 3 comments\n",
      "Vibe calculation for listing 42042625 with 1 comments\n",
      "Vibe calculation for listing 42092767 with 1 comments\n",
      "Vibe calculation for listing 42098275 with 1 comments\n",
      "Vibe calculation for listing 42182620 with 2 comments\n",
      "Vibe calculation for listing 42404818 with 1 comments\n",
      "Vibe calculation for listing 42530107 with 1 comments\n",
      "Calculating vibes for 717 listings in Allston\n",
      "Vibe calculation for listing 95453 with 41 comments\n",
      "Vibe calculation for listing 2183117 with 48 comments\n",
      "Vibe calculation for listing 2672058 with 12 comments\n",
      "Vibe calculation for listing 3677662 with 52 comments\n",
      "Vibe calculation for listing 3930872 with 1 comments\n",
      "Vibe calculation for listing 4526384 with 33 comments\n",
      "Vibe calculation for listing 4710583 with 3 comments\n",
      "Vibe calculation for listing 4909590 with 332 comments\n",
      "Vibe calculation for listing 5047340 with 219 comments\n",
      "Vibe calculation for listing 5870922 with 215 comments\n",
      "Vibe calculation for listing 5967421 with 171 comments\n",
      "Vibe calculation for listing 6179374 with 6 comments\n",
      "Vibe calculation for listing 6277566 with 3 comments\n",
      "Vibe calculation for listing 6823017 with 253 comments\n",
      "Vibe calculation for listing 7055184 with 2 comments\n",
      "Vibe calculation for listing 7479725 with 13 comments\n",
      "Vibe calculation for listing 7561220 with 137 comments\n",
      "Vibe calculation for listing 7783953 with 11 comments\n",
      "Vibe calculation for listing 7797744 with 146 comments\n",
      "Vibe calculation for listing 7868209 with 2 comments\n",
      "Vibe calculation for listing 8112652 with 9 comments\n",
      "Vibe calculation for listing 8552338 with 27 comments\n",
      "Vibe calculation for listing 9216838 with 11 comments\n",
      "Vibe calculation for listing 9813223 with 87 comments\n",
      "Vibe calculation for listing 9878725 with 1 comments\n",
      "Vibe calculation for listing 10123024 with 6 comments\n",
      "Vibe calculation for listing 11528125 with 1 comments\n",
      "Vibe calculation for listing 12233830 with 133 comments\n",
      "Vibe calculation for listing 12253499 with 40 comments\n",
      "Vibe calculation for listing 12409042 with 176 comments\n",
      "Vibe calculation for listing 12997334 with 9 comments\n",
      "Vibe calculation for listing 13327034 with 115 comments\n",
      "Vibe calculation for listing 13345701 with 188 comments\n",
      "Vibe calculation for listing 13450030 with 119 comments\n",
      "Vibe calculation for listing 13515084 with 162 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 13530359 with 1 comments\n",
      "Vibe calculation for listing 14153636 with 156 comments\n",
      "Vibe calculation for listing 15412846 with 31 comments\n",
      "Vibe calculation for listing 15559436 with 334 comments\n",
      "Vibe calculation for listing 15974807 with 134 comments\n",
      "Vibe calculation for listing 16040760 with 71 comments\n",
      "Vibe calculation for listing 16188636 with 5 comments\n",
      "Vibe calculation for listing 16515215 with 1 comments\n",
      "Vibe calculation for listing 16835622 with 1 comments\n",
      "Vibe calculation for listing 17810550 with 101 comments\n",
      "Vibe calculation for listing 18141101 with 22 comments\n",
      "Vibe calculation for listing 18774656 with 132 comments\n",
      "Vibe calculation for listing 18974032 with 27 comments\n",
      "Vibe calculation for listing 19346500 with 1 comments\n",
      "Vibe calculation for listing 19929604 with 3 comments\n",
      "Vibe calculation for listing 20456058 with 5 comments\n",
      "Vibe calculation for listing 20607519 with 1 comments\n",
      "Vibe calculation for listing 20694962 with 5 comments\n",
      "Vibe calculation for listing 20744849 with 56 comments\n",
      "Vibe calculation for listing 21000720 with 49 comments\n",
      "Vibe calculation for listing 21038943 with 44 comments\n",
      "Vibe calculation for listing 21039322 with 40 comments\n",
      "Vibe calculation for listing 21436675 with 72 comments\n",
      "Vibe calculation for listing 21458043 with 5 comments\n",
      "Vibe calculation for listing 21679735 with 1 comments\n",
      "Vibe calculation for listing 21683907 with 128 comments\n",
      "Vibe calculation for listing 21712033 with 57 comments\n",
      "Vibe calculation for listing 21735562 with 125 comments\n",
      "Vibe calculation for listing 22845323 with 1 comments\n",
      "Vibe calculation for listing 23304925 with 1 comments\n",
      "Vibe calculation for listing 24709494 with 1 comments\n",
      "Vibe calculation for listing 25013408 with 8 comments\n",
      "Vibe calculation for listing 27429577 with 230 comments\n",
      "Vibe calculation for listing 27509899 with 7 comments\n",
      "Vibe calculation for listing 28897627 with 1 comments\n",
      "Vibe calculation for listing 28992318 with 30 comments\n",
      "Vibe calculation for listing 29010062 with 5 comments\n",
      "Vibe calculation for listing 29037205 with 40 comments\n",
      "Vibe calculation for listing 29046191 with 12 comments\n",
      "Vibe calculation for listing 29064530 with 37 comments\n",
      "Vibe calculation for listing 29073222 with 35 comments\n",
      "Vibe calculation for listing 29158192 with 87 comments\n",
      "Vibe calculation for listing 29213280 with 38 comments\n",
      "Vibe calculation for listing 29237679 with 11 comments\n",
      "Vibe calculation for listing 30564539 with 1 comments\n",
      "Vibe calculation for listing 31593437 with 19 comments\n",
      "Vibe calculation for listing 31615291 with 27 comments\n",
      "Vibe calculation for listing 31664470 with 13 comments\n",
      "Vibe calculation for listing 31706263 with 13 comments\n",
      "Vibe calculation for listing 32024417 with 36 comments\n",
      "Vibe calculation for listing 32183321 with 8 comments\n",
      "Vibe calculation for listing 32632691 with 32 comments\n",
      "Vibe calculation for listing 33878316 with 15 comments\n",
      "Vibe calculation for listing 34096297 with 65 comments\n",
      "Vibe calculation for listing 34195621 with 21 comments\n",
      "Vibe calculation for listing 34212295 with 78 comments\n",
      "Vibe calculation for listing 34212710 with 59 comments\n",
      "Vibe calculation for listing 34212943 with 64 comments\n",
      "Vibe calculation for listing 34356588 with 1 comments\n",
      "Vibe calculation for listing 34446608 with 31 comments\n",
      "Vibe calculation for listing 35001266 with 73 comments\n",
      "Vibe calculation for listing 35547817 with 4 comments\n",
      "Vibe calculation for listing 35968526 with 43 comments\n",
      "Vibe calculation for listing 36113606 with 28 comments\n",
      "Vibe calculation for listing 36114933 with 27 comments\n",
      "Vibe calculation for listing 36222738 with 9 comments\n",
      "Vibe calculation for listing 36268106 with 4 comments\n",
      "Vibe calculation for listing 36911216 with 17 comments\n",
      "Vibe calculation for listing 37171429 with 8 comments\n",
      "Vibe calculation for listing 37413765 with 9 comments\n",
      "Vibe calculation for listing 37568228 with 7 comments\n",
      "Vibe calculation for listing 37569179 with 11 comments\n",
      "Vibe calculation for listing 37569294 with 16 comments\n",
      "Vibe calculation for listing 37570017 with 11 comments\n",
      "Vibe calculation for listing 37570139 with 10 comments\n",
      "Vibe calculation for listing 37570296 with 14 comments\n",
      "Vibe calculation for listing 38088325 with 47 comments\n",
      "Vibe calculation for listing 38127306 with 26 comments\n",
      "Vibe calculation for listing 38127491 with 42 comments\n",
      "Vibe calculation for listing 38127591 with 37 comments\n",
      "Vibe calculation for listing 38127996 with 30 comments\n",
      "Vibe calculation for listing 38128077 with 43 comments\n",
      "Vibe calculation for listing 38128253 with 33 comments\n",
      "Vibe calculation for listing 38128313 with 37 comments\n",
      "Vibe calculation for listing 38128388 with 46 comments\n",
      "Vibe calculation for listing 38128461 with 25 comments\n",
      "Vibe calculation for listing 38128527 with 42 comments\n",
      "Vibe calculation for listing 38128601 with 45 comments\n",
      "Vibe calculation for listing 38128659 with 35 comments\n",
      "Vibe calculation for listing 38128713 with 35 comments\n",
      "Vibe calculation for listing 38128761 with 39 comments\n",
      "Vibe calculation for listing 38128807 with 35 comments\n",
      "Vibe calculation for listing 38128950 with 15 comments\n",
      "Vibe calculation for listing 38129197 with 25 comments\n",
      "Vibe calculation for listing 38129388 with 28 comments\n",
      "Vibe calculation for listing 38129448 with 25 comments\n",
      "Vibe calculation for listing 38129502 with 29 comments\n",
      "Vibe calculation for listing 38129565 with 22 comments\n",
      "Vibe calculation for listing 38129604 with 26 comments\n",
      "Vibe calculation for listing 38129654 with 33 comments\n",
      "Vibe calculation for listing 38129732 with 34 comments\n",
      "Vibe calculation for listing 38129774 with 31 comments\n",
      "Vibe calculation for listing 38129827 with 36 comments\n",
      "Vibe calculation for listing 38129864 with 28 comments\n",
      "Vibe calculation for listing 38129896 with 45 comments\n",
      "Vibe calculation for listing 38130138 with 24 comments\n",
      "Vibe calculation for listing 38130228 with 30 comments\n",
      "Vibe calculation for listing 38130280 with 34 comments\n",
      "Vibe calculation for listing 38130377 with 37 comments\n",
      "Vibe calculation for listing 38130459 with 28 comments\n",
      "Vibe calculation for listing 38130674 with 24 comments\n",
      "Vibe calculation for listing 38131523 with 39 comments\n",
      "Vibe calculation for listing 38131552 with 33 comments\n",
      "Vibe calculation for listing 38131581 with 32 comments\n",
      "Vibe calculation for listing 38131606 with 34 comments\n",
      "Vibe calculation for listing 38131632 with 30 comments\n",
      "Vibe calculation for listing 38131683 with 27 comments\n",
      "Vibe calculation for listing 38131730 with 31 comments\n",
      "Vibe calculation for listing 38131763 with 38 comments\n",
      "Vibe calculation for listing 38131802 with 41 comments\n",
      "Vibe calculation for listing 38131820 with 37 comments\n",
      "Vibe calculation for listing 38131851 with 39 comments\n",
      "Vibe calculation for listing 38179248 with 28 comments\n",
      "Vibe calculation for listing 38279103 with 1 comments\n",
      "Vibe calculation for listing 38391365 with 3 comments\n",
      "Vibe calculation for listing 38391507 with 3 comments\n",
      "Vibe calculation for listing 38401070 with 4 comments\n",
      "Vibe calculation for listing 38401377 with 4 comments\n",
      "Vibe calculation for listing 38413420 with 8 comments\n",
      "Vibe calculation for listing 38852211 with 19 comments\n",
      "Vibe calculation for listing 38881911 with 18 comments\n",
      "Vibe calculation for listing 40256323 with 2 comments\n",
      "Vibe calculation for listing 40424027 with 3 comments\n",
      "Vibe calculation for listing 40424417 with 3 comments\n",
      "Vibe calculation for listing 40540109 with 2 comments\n",
      "Vibe calculation for listing 40540267 with 6 comments\n",
      "Vibe calculation for listing 40777648 with 1 comments\n",
      "Vibe calculation for listing 40803044 with 1 comments\n",
      "Vibe calculation for listing 40803825 with 2 comments\n",
      "Vibe calculation for listing 41214361 with 3 comments\n",
      "Vibe calculation for listing 41214604 with 2 comments\n",
      "Vibe calculation for listing 41949153 with 1 comments\n",
      "Calculating vibes for 483 listings in South Boston\n",
      "Vibe calculation for listing 257588 with 326 comments\n",
      "Vibe calculation for listing 646087 with 7 comments\n",
      "Vibe calculation for listing 1009275 with 85 comments\n",
      "Vibe calculation for listing 1887507 with 72 comments\n",
      "Vibe calculation for listing 2021483 with 8 comments\n",
      "Vibe calculation for listing 2021489 with 85 comments\n",
      "Vibe calculation for listing 2022303 with 194 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 4090224 with 530 comments\n",
      "Vibe calculation for listing 5019306 with 110 comments\n",
      "Vibe calculation for listing 5054601 with 144 comments\n",
      "Vibe calculation for listing 5781926 with 37 comments\n",
      "Vibe calculation for listing 5856633 with 1 comments\n",
      "Vibe calculation for listing 5927267 with 141 comments\n",
      "Vibe calculation for listing 6296656 with 173 comments\n",
      "Vibe calculation for listing 6310903 with 92 comments\n",
      "Vibe calculation for listing 6317446 with 177 comments\n",
      "Vibe calculation for listing 6317722 with 157 comments\n",
      "Vibe calculation for listing 6489209 with 61 comments\n",
      "Vibe calculation for listing 7330494 with 264 comments\n",
      "Vibe calculation for listing 7611271 with 64 comments\n",
      "Vibe calculation for listing 7933149 with 25 comments\n",
      "Vibe calculation for listing 8055839 with 5 comments\n",
      "Vibe calculation for listing 9507164 with 5 comments\n",
      "Vibe calculation for listing 10034183 with 29 comments\n",
      "Vibe calculation for listing 11492423 with 136 comments\n",
      "Vibe calculation for listing 12581300 with 11 comments\n",
      "Vibe calculation for listing 13044229 with 20 comments\n",
      "Vibe calculation for listing 13555596 with 1 comments\n",
      "Vibe calculation for listing 13864415 with 35 comments\n",
      "Vibe calculation for listing 13924495 with 42 comments\n",
      "Vibe calculation for listing 14319414 with 37 comments\n",
      "Vibe calculation for listing 14704252 with 17 comments\n",
      "Vibe calculation for listing 14843050 with 33 comments\n",
      "Vibe calculation for listing 14873100 with 71 comments\n",
      "Vibe calculation for listing 15068710 with 112 comments\n",
      "Vibe calculation for listing 15131365 with 79 comments\n",
      "Vibe calculation for listing 15376003 with 151 comments\n",
      "Vibe calculation for listing 15661261 with 11 comments\n",
      "Vibe calculation for listing 16276850 with 20 comments\n",
      "Vibe calculation for listing 16453322 with 83 comments\n",
      "Vibe calculation for listing 16894082 with 43 comments\n",
      "Vibe calculation for listing 17436077 with 35 comments\n",
      "Vibe calculation for listing 17508585 with 2 comments\n",
      "Vibe calculation for listing 17553435 with 119 comments\n",
      "Vibe calculation for listing 17832598 with 155 comments\n",
      "Vibe calculation for listing 18134498 with 121 comments\n",
      "Vibe calculation for listing 18193552 with 32 comments\n",
      "Vibe calculation for listing 18194203 with 35 comments\n",
      "Vibe calculation for listing 18207334 with 35 comments\n",
      "Vibe calculation for listing 18209134 with 33 comments\n",
      "Vibe calculation for listing 18508181 with 47 comments\n",
      "Vibe calculation for listing 18517493 with 35 comments\n",
      "Vibe calculation for listing 18518371 with 16 comments\n",
      "Vibe calculation for listing 18584041 with 48 comments\n",
      "Vibe calculation for listing 18584402 with 37 comments\n",
      "Vibe calculation for listing 18584689 with 28 comments\n",
      "Vibe calculation for listing 18647116 with 59 comments\n",
      "Vibe calculation for listing 18704249 with 64 comments\n",
      "Vibe calculation for listing 18714825 with 3 comments\n",
      "Vibe calculation for listing 19065830 with 69 comments\n",
      "Vibe calculation for listing 19081087 with 76 comments\n",
      "Vibe calculation for listing 19081593 with 47 comments\n",
      "Vibe calculation for listing 19115310 with 13 comments\n",
      "Vibe calculation for listing 20417844 with 89 comments\n",
      "Vibe calculation for listing 20431834 with 119 comments\n",
      "Vibe calculation for listing 20647029 with 39 comments\n",
      "Vibe calculation for listing 20648678 with 65 comments\n",
      "Vibe calculation for listing 20763306 with 92 comments\n",
      "Vibe calculation for listing 20928823 with 79 comments\n",
      "Vibe calculation for listing 21063622 with 117 comments\n",
      "Vibe calculation for listing 21067311 with 81 comments\n",
      "Vibe calculation for listing 21190750 with 269 comments\n",
      "Vibe calculation for listing 21454153 with 43 comments\n",
      "Vibe calculation for listing 21799387 with 8 comments\n",
      "Vibe calculation for listing 22267104 with 251 comments\n",
      "Vibe calculation for listing 22306805 with 124 comments\n",
      "Vibe calculation for listing 22525315 with 7 comments\n",
      "Vibe calculation for listing 22530658 with 2 comments\n",
      "Vibe calculation for listing 22531126 with 1 comments\n",
      "Vibe calculation for listing 22629502 with 3 comments\n",
      "Vibe calculation for listing 23526125 with 56 comments\n",
      "Vibe calculation for listing 23661462 with 66 comments\n",
      "Vibe calculation for listing 24825705 with 96 comments\n",
      "Vibe calculation for listing 24847888 with 95 comments\n",
      "Vibe calculation for listing 25741105 with 14 comments\n",
      "Vibe calculation for listing 25947332 with 68 comments\n",
      "Vibe calculation for listing 26656189 with 8 comments\n",
      "Vibe calculation for listing 26893347 with 80 comments\n",
      "Vibe calculation for listing 26893801 with 82 comments\n",
      "Vibe calculation for listing 27158560 with 52 comments\n",
      "Vibe calculation for listing 27606556 with 11 comments\n",
      "Vibe calculation for listing 27661676 with 56 comments\n",
      "Vibe calculation for listing 27784901 with 87 comments\n",
      "Vibe calculation for listing 28800385 with 38 comments\n",
      "Vibe calculation for listing 29366852 with 31 comments\n",
      "Vibe calculation for listing 29390698 with 151 comments\n",
      "Vibe calculation for listing 29417659 with 1 comments\n",
      "Vibe calculation for listing 29483839 with 2 comments\n",
      "Vibe calculation for listing 29488761 with 1 comments\n",
      "Vibe calculation for listing 29488814 with 3 comments\n",
      "Vibe calculation for listing 29491534 with 1 comments\n",
      "Vibe calculation for listing 29491874 with 2 comments\n",
      "Vibe calculation for listing 29539281 with 2 comments\n",
      "Vibe calculation for listing 29540035 with 1 comments\n",
      "Vibe calculation for listing 29541231 with 3 comments\n",
      "Vibe calculation for listing 29723809 with 10 comments\n",
      "Vibe calculation for listing 29881646 with 8 comments\n",
      "Vibe calculation for listing 29881869 with 4 comments\n",
      "Vibe calculation for listing 30344021 with 51 comments\n",
      "Vibe calculation for listing 30523091 with 42 comments\n",
      "Vibe calculation for listing 31624092 with 99 comments\n",
      "Vibe calculation for listing 32378499 with 53 comments\n",
      "Vibe calculation for listing 32516994 with 15 comments\n",
      "Vibe calculation for listing 34687806 with 18 comments\n",
      "Vibe calculation for listing 34688974 with 19 comments\n",
      "Vibe calculation for listing 35580413 with 3 comments\n",
      "Vibe calculation for listing 35649594 with 17 comments\n",
      "Vibe calculation for listing 35741139 with 12 comments\n",
      "Vibe calculation for listing 36108417 with 17 comments\n",
      "Vibe calculation for listing 36145837 with 19 comments\n",
      "Vibe calculation for listing 36565227 with 1 comments\n",
      "Vibe calculation for listing 37184116 with 4 comments\n",
      "Vibe calculation for listing 37367776 with 11 comments\n",
      "Vibe calculation for listing 37583345 with 1 comments\n",
      "Vibe calculation for listing 37719273 with 8 comments\n",
      "Vibe calculation for listing 38127199 with 7 comments\n",
      "Vibe calculation for listing 38148436 with 1 comments\n",
      "Vibe calculation for listing 38164617 with 1 comments\n",
      "Vibe calculation for listing 39129814 with 1 comments\n",
      "Vibe calculation for listing 39178355 with 5 comments\n",
      "Vibe calculation for listing 39225328 with 12 comments\n",
      "Vibe calculation for listing 39394763 with 1 comments\n",
      "Vibe calculation for listing 39610492 with 4 comments\n",
      "Vibe calculation for listing 40613042 with 5 comments\n",
      "Vibe calculation for listing 40971193 with 6 comments\n",
      "Vibe calculation for listing 41436837 with 3 comments\n",
      "Vibe calculation for listing 41587361 with 7 comments\n",
      "Vibe calculation for listing 41590749 with 3 comments\n",
      "Vibe calculation for listing 41591079 with 3 comments\n",
      "Vibe calculation for listing 42714711 with 2 comments\n",
      "Calculating vibes for 96 listings in Bay Village\n",
      "Vibe calculation for listing 475254 with 19 comments\n",
      "Vibe calculation for listing 1596470 with 139 comments\n",
      "Vibe calculation for listing 2723274 with 26 comments\n",
      "Vibe calculation for listing 14237196 with 67 comments\n",
      "Vibe calculation for listing 14820482 with 106 comments\n",
      "Vibe calculation for listing 15251516 with 145 comments\n",
      "Vibe calculation for listing 15284641 with 200 comments\n",
      "Vibe calculation for listing 15660279 with 151 comments\n",
      "Vibe calculation for listing 21182192 with 144 comments\n",
      "Vibe calculation for listing 28360335 with 1 comments\n",
      "Vibe calculation for listing 29739809 with 59 comments\n",
      "Vibe calculation for listing 30390378 with 1 comments\n",
      "Vibe calculation for listing 32570056 with 43 comments\n",
      "Vibe calculation for listing 32570057 with 27 comments\n",
      "Vibe calculation for listing 32570059 with 41 comments\n",
      "Vibe calculation for listing 32570062 with 16 comments\n",
      "Vibe calculation for listing 32687520 with 17 comments\n",
      "Vibe calculation for listing 32831946 with 17 comments\n",
      "Vibe calculation for listing 32861018 with 20 comments\n",
      "Vibe calculation for listing 32861021 with 43 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 32861080 with 40 comments\n",
      "Vibe calculation for listing 32861086 with 27 comments\n",
      "Vibe calculation for listing 32861088 with 63 comments\n",
      "Vibe calculation for listing 34149470 with 13 comments\n",
      "Vibe calculation for listing 34149473 with 7 comments\n",
      "Vibe calculation for listing 34149872 with 42 comments\n",
      "Vibe calculation for listing 36036045 with 30 comments\n",
      "Vibe calculation for listing 36036766 with 16 comments\n",
      "Vibe calculation for listing 36036969 with 15 comments\n",
      "Vibe calculation for listing 36037367 with 17 comments\n",
      "Vibe calculation for listing 36037475 with 31 comments\n",
      "Vibe calculation for listing 36037605 with 53 comments\n",
      "Vibe calculation for listing 36037756 with 23 comments\n",
      "Vibe calculation for listing 37744884 with 15 comments\n",
      "Vibe calculation for listing 37853806 with 12 comments\n",
      "Vibe calculation for listing 37889446 with 27 comments\n",
      "Vibe calculation for listing 38433315 with 12 comments\n",
      "Vibe calculation for listing 38798321 with 20 comments\n",
      "Vibe calculation for listing 39004265 with 12 comments\n",
      "Vibe calculation for listing 39004794 with 27 comments\n",
      "Vibe calculation for listing 39242821 with 19 comments\n",
      "Vibe calculation for listing 39298735 with 11 comments\n",
      "Vibe calculation for listing 39388025 with 2 comments\n",
      "Vibe calculation for listing 39621523 with 9 comments\n",
      "Vibe calculation for listing 39971003 with 2 comments\n",
      "Vibe calculation for listing 40035442 with 6 comments\n",
      "Vibe calculation for listing 40115277 with 3 comments\n",
      "Vibe calculation for listing 40117655 with 6 comments\n",
      "Vibe calculation for listing 40117803 with 11 comments\n",
      "Vibe calculation for listing 40159488 with 8 comments\n",
      "Vibe calculation for listing 40512451 with 5 comments\n",
      "Vibe calculation for listing 40801809 with 8 comments\n",
      "Vibe calculation for listing 40801949 with 7 comments\n",
      "Vibe calculation for listing 40802120 with 7 comments\n",
      "Vibe calculation for listing 40842632 with 2 comments\n",
      "Vibe calculation for listing 40843926 with 6 comments\n",
      "Vibe calculation for listing 40844698 with 4 comments\n",
      "Vibe calculation for listing 40845057 with 5 comments\n",
      "Vibe calculation for listing 40882667 with 6 comments\n",
      "Calculating vibes for 572 listings in Brighton\n",
      "Vibe calculation for listing 583255 with 20 comments\n",
      "Vibe calculation for listing 1171578 with 249 comments\n",
      "Vibe calculation for listing 1327725 with 252 comments\n",
      "Vibe calculation for listing 1545185 with 121 comments\n",
      "Vibe calculation for listing 1677807 with 47 comments\n",
      "Vibe calculation for listing 1815326 with 302 comments\n",
      "Vibe calculation for listing 2014882 with 223 comments\n",
      "Vibe calculation for listing 2526773 with 13 comments\n",
      "Vibe calculation for listing 3457722 with 47 comments\n",
      "Vibe calculation for listing 4291607 with 4 comments\n",
      "Vibe calculation for listing 4410765 with 9 comments\n",
      "Vibe calculation for listing 4630071 with 11 comments\n",
      "Vibe calculation for listing 4652263 with 1 comments\n",
      "Vibe calculation for listing 4662379 with 115 comments\n",
      "Vibe calculation for listing 4670285 with 22 comments\n",
      "Vibe calculation for listing 4737304 with 24 comments\n",
      "Vibe calculation for listing 5606682 with 125 comments\n",
      "Vibe calculation for listing 6119918 with 107 comments\n",
      "Vibe calculation for listing 6646604 with 31 comments\n",
      "Vibe calculation for listing 7298966 with 6 comments\n",
      "Vibe calculation for listing 7310887 with 172 comments\n",
      "Vibe calculation for listing 7692933 with 299 comments\n",
      "Vibe calculation for listing 8224214 with 150 comments\n",
      "Vibe calculation for listing 8518237 with 199 comments\n",
      "Vibe calculation for listing 9114896 with 59 comments\n",
      "Vibe calculation for listing 9685102 with 198 comments\n",
      "Vibe calculation for listing 10524872 with 13 comments\n",
      "Vibe calculation for listing 10835494 with 66 comments\n",
      "Vibe calculation for listing 11067772 with 44 comments\n",
      "Vibe calculation for listing 11760822 with 125 comments\n",
      "Vibe calculation for listing 11871190 with 12 comments\n",
      "Vibe calculation for listing 12265127 with 6 comments\n",
      "Vibe calculation for listing 12336281 with 14 comments\n",
      "Vibe calculation for listing 12834650 with 11 comments\n",
      "Vibe calculation for listing 13166405 with 5 comments\n",
      "Vibe calculation for listing 13478868 with 7 comments\n",
      "Vibe calculation for listing 13515118 with 8 comments\n",
      "Vibe calculation for listing 13656969 with 7 comments\n",
      "Vibe calculation for listing 13684319 with 8 comments\n",
      "Vibe calculation for listing 13719227 with 6 comments\n",
      "Vibe calculation for listing 14460344 with 8 comments\n",
      "Vibe calculation for listing 14900386 with 13 comments\n",
      "Vibe calculation for listing 15016872 with 114 comments\n",
      "Vibe calculation for listing 15041925 with 7 comments\n",
      "Vibe calculation for listing 15476718 with 5 comments\n",
      "Vibe calculation for listing 16464424 with 2 comments\n",
      "Vibe calculation for listing 16514756 with 158 comments\n",
      "Vibe calculation for listing 16570524 with 94 comments\n",
      "Vibe calculation for listing 16841857 with 135 comments\n",
      "Vibe calculation for listing 16898190 with 19 comments\n",
      "Vibe calculation for listing 17399127 with 110 comments\n",
      "Vibe calculation for listing 18021716 with 114 comments\n",
      "Vibe calculation for listing 18162671 with 45 comments\n",
      "Vibe calculation for listing 18170647 with 3 comments\n",
      "Vibe calculation for listing 18199963 with 73 comments\n",
      "Vibe calculation for listing 18736918 with 2 comments\n",
      "Vibe calculation for listing 18875451 with 99 comments\n",
      "Vibe calculation for listing 18875553 with 26 comments\n",
      "Vibe calculation for listing 18875599 with 55 comments\n",
      "Vibe calculation for listing 19473060 with 56 comments\n",
      "Vibe calculation for listing 20420751 with 11 comments\n",
      "Vibe calculation for listing 20493345 with 86 comments\n",
      "Vibe calculation for listing 20547874 with 6 comments\n",
      "Vibe calculation for listing 20868619 with 200 comments\n",
      "Vibe calculation for listing 20903558 with 48 comments\n",
      "Vibe calculation for listing 21238858 with 186 comments\n",
      "Vibe calculation for listing 21576187 with 148 comments\n",
      "Vibe calculation for listing 21596829 with 28 comments\n",
      "Vibe calculation for listing 21624391 with 66 comments\n",
      "Vibe calculation for listing 22132037 with 1 comments\n",
      "Vibe calculation for listing 22581254 with 1 comments\n",
      "Vibe calculation for listing 22840213 with 175 comments\n",
      "Vibe calculation for listing 22886713 with 178 comments\n",
      "Vibe calculation for listing 23528849 with 4 comments\n",
      "Vibe calculation for listing 24599025 with 2 comments\n",
      "Vibe calculation for listing 24809758 with 6 comments\n",
      "Vibe calculation for listing 24914518 with 131 comments\n",
      "Vibe calculation for listing 25079212 with 2 comments\n",
      "Vibe calculation for listing 25266010 with 17 comments\n",
      "Vibe calculation for listing 25275104 with 10 comments\n",
      "Vibe calculation for listing 25520363 with 47 comments\n",
      "Vibe calculation for listing 27112752 with 14 comments\n",
      "Vibe calculation for listing 27370560 with 44 comments\n",
      "Vibe calculation for listing 27370693 with 39 comments\n",
      "Vibe calculation for listing 27634728 with 12 comments\n",
      "Vibe calculation for listing 27992316 with 109 comments\n",
      "Vibe calculation for listing 28517787 with 30 comments\n",
      "Vibe calculation for listing 28610562 with 75 comments\n",
      "Vibe calculation for listing 28614084 with 37 comments\n",
      "Vibe calculation for listing 28640732 with 37 comments\n",
      "Vibe calculation for listing 28643134 with 1 comments\n",
      "Vibe calculation for listing 29029942 with 2 comments\n",
      "Vibe calculation for listing 29030261 with 1 comments\n",
      "Vibe calculation for listing 29035646 with 4 comments\n",
      "Vibe calculation for listing 29070339 with 28 comments\n",
      "Vibe calculation for listing 29082416 with 70 comments\n",
      "Vibe calculation for listing 29158805 with 99 comments\n",
      "Vibe calculation for listing 29303003 with 9 comments\n",
      "Vibe calculation for listing 29334384 with 44 comments\n",
      "Vibe calculation for listing 29571217 with 1 comments\n",
      "Vibe calculation for listing 29929936 with 12 comments\n",
      "Vibe calculation for listing 29931687 with 12 comments\n",
      "Vibe calculation for listing 30065996 with 81 comments\n",
      "Vibe calculation for listing 31140376 with 3 comments\n",
      "Vibe calculation for listing 31259705 with 26 comments\n",
      "Vibe calculation for listing 31459791 with 27 comments\n",
      "Vibe calculation for listing 31764659 with 39 comments\n",
      "Vibe calculation for listing 32257076 with 7 comments\n",
      "Vibe calculation for listing 32309630 with 4 comments\n",
      "Vibe calculation for listing 33351298 with 14 comments\n",
      "Vibe calculation for listing 33351516 with 1 comments\n",
      "Vibe calculation for listing 33467259 with 1 comments\n",
      "Vibe calculation for listing 33487000 with 2 comments\n",
      "Vibe calculation for listing 33552900 with 26 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 33855934 with 2 comments\n",
      "Vibe calculation for listing 34092668 with 30 comments\n",
      "Vibe calculation for listing 34342016 with 33 comments\n",
      "Vibe calculation for listing 34578666 with 43 comments\n",
      "Vibe calculation for listing 34667958 with 12 comments\n",
      "Vibe calculation for listing 34771001 with 2 comments\n",
      "Vibe calculation for listing 34851717 with 13 comments\n",
      "Vibe calculation for listing 35279459 with 20 comments\n",
      "Vibe calculation for listing 35284340 with 3 comments\n",
      "Vibe calculation for listing 35309418 with 22 comments\n",
      "Vibe calculation for listing 35684143 with 2 comments\n",
      "Vibe calculation for listing 36527382 with 1 comments\n",
      "Vibe calculation for listing 36529493 with 1 comments\n",
      "Vibe calculation for listing 36621324 with 1 comments\n",
      "Vibe calculation for listing 36636807 with 3 comments\n",
      "Vibe calculation for listing 36766020 with 2 comments\n",
      "Vibe calculation for listing 38215747 with 1 comments\n",
      "Vibe calculation for listing 38363736 with 1 comments\n",
      "Vibe calculation for listing 38607597 with 14 comments\n",
      "Vibe calculation for listing 38666086 with 32 comments\n",
      "Vibe calculation for listing 38849678 with 6 comments\n",
      "Vibe calculation for listing 39397093 with 5 comments\n",
      "Vibe calculation for listing 39398042 with 9 comments\n",
      "Vibe calculation for listing 39414373 with 6 comments\n",
      "Calculating vibes for 109 listings in West Roxbury\n",
      "Vibe calculation for listing 601763 with 37 comments\n",
      "Vibe calculation for listing 962610 with 91 comments\n",
      "Vibe calculation for listing 1161210 with 209 comments\n",
      "Vibe calculation for listing 1757417 with 69 comments\n",
      "Vibe calculation for listing 3521944 with 4 comments\n",
      "Vibe calculation for listing 4530670 with 207 comments\n",
      "Vibe calculation for listing 6261296 with 105 comments\n",
      "Vibe calculation for listing 6300089 with 150 comments\n",
      "Vibe calculation for listing 9301075 with 66 comments\n",
      "Vibe calculation for listing 9340410 with 133 comments\n",
      "Vibe calculation for listing 12618291 with 11 comments\n",
      "Vibe calculation for listing 13046581 with 187 comments\n",
      "Vibe calculation for listing 14303090 with 111 comments\n",
      "Vibe calculation for listing 14677678 with 36 comments\n",
      "Vibe calculation for listing 16923467 with 5 comments\n",
      "Vibe calculation for listing 17472272 with 6 comments\n",
      "Vibe calculation for listing 19243707 with 29 comments\n",
      "Vibe calculation for listing 19366533 with 13 comments\n",
      "Vibe calculation for listing 20704205 with 1 comments\n",
      "Vibe calculation for listing 23579975 with 15 comments\n",
      "Vibe calculation for listing 23805314 with 89 comments\n",
      "Vibe calculation for listing 24644312 with 11 comments\n",
      "Vibe calculation for listing 24971621 with 23 comments\n",
      "Vibe calculation for listing 25775084 with 26 comments\n",
      "Vibe calculation for listing 26640934 with 89 comments\n",
      "Vibe calculation for listing 29216550 with 33 comments\n",
      "Vibe calculation for listing 29217663 with 13 comments\n",
      "Vibe calculation for listing 29217949 with 16 comments\n",
      "Vibe calculation for listing 29218070 with 43 comments\n",
      "Vibe calculation for listing 30249816 with 34 comments\n",
      "Vibe calculation for listing 32546785 with 7 comments\n",
      "Vibe calculation for listing 35407404 with 1 comments\n",
      "Vibe calculation for listing 36112527 with 1 comments\n",
      "Calculating vibes for 165 listings in Roslindale\n",
      "Vibe calculation for listing 743759 with 5 comments\n",
      "Vibe calculation for listing 753446 with 142 comments\n",
      "Vibe calculation for listing 849408 with 150 comments\n",
      "Vibe calculation for listing 894539 with 59 comments\n",
      "Vibe calculation for listing 1167987 with 8 comments\n",
      "Vibe calculation for listing 1668313 with 36 comments\n",
      "Vibe calculation for listing 1721016 with 7 comments\n",
      "Vibe calculation for listing 1724900 with 43 comments\n",
      "Vibe calculation for listing 1810172 with 37 comments\n",
      "Vibe calculation for listing 2583074 with 37 comments\n",
      "Vibe calculation for listing 2843445 with 75 comments\n",
      "Vibe calculation for listing 3229255 with 116 comments\n",
      "Vibe calculation for listing 3575220 with 23 comments\n",
      "Vibe calculation for listing 3968797 with 53 comments\n",
      "Vibe calculation for listing 4085362 with 26 comments\n",
      "Vibe calculation for listing 4461111 with 32 comments\n",
      "Vibe calculation for listing 4922204 with 195 comments\n",
      "Vibe calculation for listing 5434353 with 22 comments\n",
      "Vibe calculation for listing 5884429 with 75 comments\n",
      "Vibe calculation for listing 6069883 with 45 comments\n",
      "Vibe calculation for listing 6513924 with 104 comments\n",
      "Vibe calculation for listing 6603827 with 9 comments\n",
      "Vibe calculation for listing 7086825 with 17 comments\n",
      "Vibe calculation for listing 7093109 with 40 comments\n",
      "Vibe calculation for listing 7482195 with 2 comments\n",
      "Vibe calculation for listing 7651065 with 110 comments\n",
      "Vibe calculation for listing 9218312 with 138 comments\n",
      "Vibe calculation for listing 10279083 with 20 comments\n",
      "Vibe calculation for listing 12170576 with 3 comments\n",
      "Vibe calculation for listing 12535687 with 44 comments\n",
      "Vibe calculation for listing 13318522 with 5 comments\n",
      "Vibe calculation for listing 13547301 with 96 comments\n",
      "Vibe calculation for listing 13937181 with 101 comments\n",
      "Vibe calculation for listing 15193504 with 45 comments\n",
      "Vibe calculation for listing 15616726 with 161 comments\n",
      "Vibe calculation for listing 15954650 with 28 comments\n",
      "Vibe calculation for listing 16272709 with 45 comments\n",
      "Vibe calculation for listing 16892278 with 18 comments\n",
      "Vibe calculation for listing 16987125 with 24 comments\n",
      "Vibe calculation for listing 17382859 with 75 comments\n",
      "Vibe calculation for listing 18194673 with 67 comments\n",
      "Vibe calculation for listing 18254869 with 39 comments\n",
      "Vibe calculation for listing 18580155 with 13 comments\n",
      "Vibe calculation for listing 18790023 with 54 comments\n",
      "Vibe calculation for listing 19248168 with 73 comments\n",
      "Vibe calculation for listing 19327752 with 25 comments\n",
      "Vibe calculation for listing 19965562 with 36 comments\n",
      "Vibe calculation for listing 20207694 with 12 comments\n",
      "Vibe calculation for listing 20649310 with 33 comments\n",
      "Vibe calculation for listing 20978478 with 23 comments\n",
      "Vibe calculation for listing 21107821 with 120 comments\n",
      "Vibe calculation for listing 22651814 with 18 comments\n",
      "Vibe calculation for listing 23624420 with 15 comments\n",
      "Vibe calculation for listing 24331243 with 86 comments\n",
      "Vibe calculation for listing 24356120 with 1 comments\n",
      "Vibe calculation for listing 27927966 with 19 comments\n",
      "Vibe calculation for listing 29709254 with 69 comments\n",
      "Vibe calculation for listing 30312499 with 5 comments\n",
      "Vibe calculation for listing 30312500 with 1 comments\n",
      "Vibe calculation for listing 30317108 with 6 comments\n",
      "Vibe calculation for listing 32890952 with 3 comments\n",
      "Vibe calculation for listing 36528015 with 40 comments\n",
      "Vibe calculation for listing 37461678 with 33 comments\n",
      "Vibe calculation for listing 38760215 with 9 comments\n",
      "Vibe calculation for listing 38908913 with 1 comments\n",
      "Vibe calculation for listing 38923194 with 1 comments\n",
      "Calculating vibes for 471 listings in Beacon Hill\n",
      "Vibe calculation for listing 1055627 with 8 comments\n",
      "Vibe calculation for listing 1252489 with 65 comments\n",
      "Vibe calculation for listing 1886037 with 1 comments\n",
      "Vibe calculation for listing 1935042 with 231 comments\n",
      "Vibe calculation for listing 1960407 with 150 comments\n",
      "Vibe calculation for listing 2126053 with 104 comments\n",
      "Vibe calculation for listing 2754975 with 100 comments\n",
      "Vibe calculation for listing 3377100 with 111 comments\n",
      "Vibe calculation for listing 3520353 with 251 comments\n",
      "Vibe calculation for listing 3890373 with 236 comments\n",
      "Vibe calculation for listing 4461613 with 89 comments\n",
      "Vibe calculation for listing 4632511 with 66 comments\n",
      "Vibe calculation for listing 4757808 with 5 comments\n",
      "Vibe calculation for listing 4978467 with 6 comments\n",
      "Vibe calculation for listing 4995033 with 98 comments\n",
      "Vibe calculation for listing 5709298 with 324 comments\n",
      "Vibe calculation for listing 5725804 with 9 comments\n",
      "Vibe calculation for listing 6066455 with 179 comments\n",
      "Vibe calculation for listing 6326257 with 211 comments\n",
      "Vibe calculation for listing 7513906 with 98 comments\n",
      "Vibe calculation for listing 7514024 with 119 comments\n",
      "Vibe calculation for listing 7514336 with 105 comments\n",
      "Vibe calculation for listing 7527149 with 45 comments\n",
      "Vibe calculation for listing 7531700 with 130 comments\n",
      "Vibe calculation for listing 7614517 with 256 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 7633883 with 86 comments\n",
      "Vibe calculation for listing 7635616 with 160 comments\n",
      "Vibe calculation for listing 7713815 with 97 comments\n",
      "Vibe calculation for listing 7728499 with 169 comments\n",
      "Vibe calculation for listing 7832890 with 178 comments\n",
      "Vibe calculation for listing 7837202 with 90 comments\n",
      "Vibe calculation for listing 7854872 with 119 comments\n",
      "Vibe calculation for listing 7911936 with 87 comments\n",
      "Vibe calculation for listing 7920759 with 30 comments\n",
      "Vibe calculation for listing 8170181 with 187 comments\n",
      "Vibe calculation for listing 8732121 with 161 comments\n",
      "Vibe calculation for listing 8747720 with 6 comments\n",
      "Vibe calculation for listing 9078998 with 12 comments\n",
      "Vibe calculation for listing 9133627 with 119 comments\n",
      "Vibe calculation for listing 10857914 with 56 comments\n",
      "Vibe calculation for listing 11202183 with 343 comments\n",
      "Vibe calculation for listing 11343485 with 34 comments\n",
      "Vibe calculation for listing 13121821 with 169 comments\n",
      "Vibe calculation for listing 13188501 with 15 comments\n",
      "Vibe calculation for listing 13249829 with 7 comments\n",
      "Vibe calculation for listing 13810937 with 2 comments\n",
      "Vibe calculation for listing 13926284 with 2 comments\n",
      "Vibe calculation for listing 13993185 with 211 comments\n",
      "Vibe calculation for listing 14928666 with 3 comments\n",
      "Vibe calculation for listing 15073943 with 1 comments\n",
      "Vibe calculation for listing 15148487 with 201 comments\n",
      "Vibe calculation for listing 15767124 with 102 comments\n",
      "Vibe calculation for listing 16392095 with 97 comments\n",
      "Vibe calculation for listing 16436951 with 1 comments\n",
      "Vibe calculation for listing 16693642 with 178 comments\n",
      "Vibe calculation for listing 16904896 with 5 comments\n",
      "Vibe calculation for listing 17380802 with 87 comments\n",
      "Vibe calculation for listing 18557609 with 134 comments\n",
      "Vibe calculation for listing 18582571 with 2 comments\n",
      "Vibe calculation for listing 18719421 with 39 comments\n",
      "Vibe calculation for listing 18934135 with 54 comments\n",
      "Vibe calculation for listing 19019562 with 62 comments\n",
      "Vibe calculation for listing 19290895 with 48 comments\n",
      "Vibe calculation for listing 19291771 with 54 comments\n",
      "Vibe calculation for listing 19292171 with 64 comments\n",
      "Vibe calculation for listing 19307193 with 64 comments\n",
      "Vibe calculation for listing 19308245 with 49 comments\n",
      "Vibe calculation for listing 19308998 with 27 comments\n",
      "Vibe calculation for listing 19309434 with 47 comments\n",
      "Vibe calculation for listing 19309861 with 27 comments\n",
      "Vibe calculation for listing 19904967 with 7 comments\n",
      "Vibe calculation for listing 21006936 with 5 comments\n",
      "Vibe calculation for listing 21369962 with 49 comments\n",
      "Vibe calculation for listing 24325336 with 9 comments\n",
      "Vibe calculation for listing 25382895 with 55 comments\n",
      "Vibe calculation for listing 26214081 with 4 comments\n",
      "Vibe calculation for listing 26502776 with 16 comments\n",
      "Vibe calculation for listing 26528105 with 22 comments\n",
      "Vibe calculation for listing 27323777 with 64 comments\n",
      "Vibe calculation for listing 28048288 with 24 comments\n",
      "Vibe calculation for listing 29867979 with 2 comments\n",
      "Vibe calculation for listing 31057539 with 104 comments\n",
      "Vibe calculation for listing 31764931 with 26 comments\n",
      "Vibe calculation for listing 31930647 with 12 comments\n",
      "Vibe calculation for listing 31932336 with 14 comments\n",
      "Vibe calculation for listing 31933571 with 10 comments\n",
      "Vibe calculation for listing 31952528 with 19 comments\n",
      "Vibe calculation for listing 31964808 with 3 comments\n",
      "Vibe calculation for listing 31983770 with 17 comments\n",
      "Vibe calculation for listing 31984461 with 17 comments\n",
      "Vibe calculation for listing 32492523 with 10 comments\n",
      "Vibe calculation for listing 32764882 with 50 comments\n",
      "Vibe calculation for listing 33328211 with 22 comments\n",
      "Vibe calculation for listing 35161089 with 49 comments\n",
      "Vibe calculation for listing 35185474 with 31 comments\n",
      "Vibe calculation for listing 35467463 with 6 comments\n",
      "Vibe calculation for listing 37151821 with 4 comments\n",
      "Vibe calculation for listing 37152036 with 12 comments\n",
      "Vibe calculation for listing 37253265 with 7 comments\n",
      "Vibe calculation for listing 37253472 with 6 comments\n",
      "Vibe calculation for listing 38018931 with 16 comments\n",
      "Vibe calculation for listing 38601073 with 4 comments\n",
      "Vibe calculation for listing 38602212 with 2 comments\n",
      "Vibe calculation for listing 38603524 with 7 comments\n",
      "Vibe calculation for listing 38666956 with 3 comments\n",
      "Vibe calculation for listing 39174553 with 1 comments\n",
      "Vibe calculation for listing 41360515 with 1 comments\n",
      "Calculating vibes for 273 listings in Mission Hill\n",
      "Vibe calculation for listing 1092093 with 32 comments\n",
      "Vibe calculation for listing 1471308 with 166 comments\n",
      "Vibe calculation for listing 5526487 with 112 comments\n",
      "Vibe calculation for listing 7309178 with 7 comments\n",
      "Vibe calculation for listing 9407895 with 11 comments\n",
      "Vibe calculation for listing 9824155 with 71 comments\n",
      "Vibe calculation for listing 12320063 with 3 comments\n",
      "Vibe calculation for listing 13062783 with 4 comments\n",
      "Vibe calculation for listing 15548410 with 333 comments\n",
      "Vibe calculation for listing 17543473 with 208 comments\n",
      "Vibe calculation for listing 17927755 with 75 comments\n",
      "Vibe calculation for listing 19364110 with 51 comments\n",
      "Vibe calculation for listing 19506279 with 23 comments\n",
      "Vibe calculation for listing 20350976 with 19 comments\n",
      "Vibe calculation for listing 20353421 with 49 comments\n",
      "Vibe calculation for listing 20355160 with 2 comments\n",
      "Vibe calculation for listing 20355929 with 7 comments\n",
      "Vibe calculation for listing 20771314 with 50 comments\n",
      "Vibe calculation for listing 21798943 with 47 comments\n",
      "Vibe calculation for listing 21861361 with 34 comments\n",
      "Vibe calculation for listing 21861781 with 41 comments\n",
      "Vibe calculation for listing 21861961 with 34 comments\n",
      "Vibe calculation for listing 21862054 with 27 comments\n",
      "Vibe calculation for listing 21862176 with 33 comments\n",
      "Vibe calculation for listing 22161060 with 1 comments\n",
      "Vibe calculation for listing 22161794 with 1 comments\n",
      "Vibe calculation for listing 22162098 with 2 comments\n",
      "Vibe calculation for listing 22203536 with 1 comments\n",
      "Vibe calculation for listing 22204474 with 2 comments\n",
      "Vibe calculation for listing 22206507 with 4 comments\n",
      "Vibe calculation for listing 22206820 with 1 comments\n",
      "Vibe calculation for listing 22207016 with 3 comments\n",
      "Vibe calculation for listing 22207711 with 1 comments\n",
      "Vibe calculation for listing 22207950 with 2 comments\n",
      "Vibe calculation for listing 22208271 with 1 comments\n",
      "Vibe calculation for listing 22208498 with 2 comments\n",
      "Vibe calculation for listing 22240424 with 1 comments\n",
      "Vibe calculation for listing 22328969 with 1 comments\n",
      "Vibe calculation for listing 22373720 with 6 comments\n",
      "Vibe calculation for listing 22373897 with 10 comments\n",
      "Vibe calculation for listing 22432115 with 1 comments\n",
      "Vibe calculation for listing 22432623 with 3 comments\n",
      "Vibe calculation for listing 22433201 with 1 comments\n",
      "Vibe calculation for listing 22433219 with 1 comments\n",
      "Vibe calculation for listing 22583395 with 5 comments\n",
      "Vibe calculation for listing 22583694 with 2 comments\n",
      "Vibe calculation for listing 22628524 with 3 comments\n",
      "Vibe calculation for listing 23057732 with 13 comments\n",
      "Vibe calculation for listing 23544021 with 108 comments\n",
      "Vibe calculation for listing 23961269 with 11 comments\n",
      "Vibe calculation for listing 24056510 with 1 comments\n",
      "Vibe calculation for listing 24464925 with 1 comments\n",
      "Vibe calculation for listing 24465886 with 1 comments\n",
      "Vibe calculation for listing 24466743 with 11 comments\n",
      "Vibe calculation for listing 24467263 with 1 comments\n",
      "Vibe calculation for listing 24467656 with 9 comments\n",
      "Vibe calculation for listing 24633212 with 43 comments\n",
      "Vibe calculation for listing 24645479 with 11 comments\n",
      "Vibe calculation for listing 24647800 with 18 comments\n",
      "Vibe calculation for listing 24648787 with 44 comments\n",
      "Vibe calculation for listing 24649082 with 55 comments\n",
      "Vibe calculation for listing 24826742 with 38 comments\n",
      "Vibe calculation for listing 26130154 with 44 comments\n",
      "Vibe calculation for listing 27404136 with 1 comments\n",
      "Vibe calculation for listing 27459736 with 1 comments\n",
      "Vibe calculation for listing 27459746 with 1 comments\n",
      "Vibe calculation for listing 27459750 with 1 comments\n",
      "Vibe calculation for listing 27460321 with 1 comments\n",
      "Vibe calculation for listing 27461511 with 2 comments\n",
      "Vibe calculation for listing 27461905 with 1 comments\n",
      "Vibe calculation for listing 27461993 with 2 comments\n",
      "Vibe calculation for listing 28122799 with 86 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 28125388 with 86 comments\n",
      "Vibe calculation for listing 29409212 with 12 comments\n",
      "Vibe calculation for listing 31947996 with 31 comments\n",
      "Vibe calculation for listing 35061366 with 1 comments\n",
      "Vibe calculation for listing 35793833 with 6 comments\n",
      "Vibe calculation for listing 35795635 with 1 comments\n",
      "Vibe calculation for listing 37013845 with 1 comments\n",
      "Vibe calculation for listing 37280981 with 1 comments\n",
      "Vibe calculation for listing 37386681 with 17 comments\n",
      "Vibe calculation for listing 37769890 with 2 comments\n",
      "Vibe calculation for listing 38134488 with 24 comments\n",
      "Vibe calculation for listing 38485772 with 1 comments\n",
      "Vibe calculation for listing 39632515 with 1 comments\n",
      "Vibe calculation for listing 39633774 with 1 comments\n",
      "Vibe calculation for listing 39634292 with 2 comments\n",
      "Vibe calculation for listing 40085269 with 5 comments\n",
      "Vibe calculation for listing 41707452 with 4 comments\n",
      "Vibe calculation for listing 41707872 with 3 comments\n",
      "Vibe calculation for listing 41708314 with 3 comments\n",
      "Vibe calculation for listing 41797501 with 1 comments\n",
      "Calculating vibes for 160 listings in South Boston Waterfront\n",
      "Vibe calculation for listing 1644031 with 257 comments\n",
      "Vibe calculation for listing 6609546 with 224 comments\n",
      "Vibe calculation for listing 7645153 with 8 comments\n",
      "Vibe calculation for listing 8271384 with 312 comments\n",
      "Vibe calculation for listing 11378662 with 18 comments\n",
      "Vibe calculation for listing 18207633 with 73 comments\n",
      "Vibe calculation for listing 18207761 with 47 comments\n",
      "Vibe calculation for listing 23062683 with 1 comments\n",
      "Vibe calculation for listing 23420771 with 21 comments\n",
      "Vibe calculation for listing 28880562 with 2 comments\n",
      "Vibe calculation for listing 30843058 with 1 comments\n",
      "Vibe calculation for listing 35261626 with 1 comments\n",
      "Vibe calculation for listing 35261663 with 1 comments\n",
      "Vibe calculation for listing 35261978 with 3 comments\n",
      "Vibe calculation for listing 35262015 with 6 comments\n",
      "Vibe calculation for listing 35492591 with 1 comments\n",
      "Vibe calculation for listing 35492622 with 1 comments\n",
      "Vibe calculation for listing 35492741 with 3 comments\n",
      "Vibe calculation for listing 35492763 with 2 comments\n",
      "Vibe calculation for listing 35492825 with 1 comments\n",
      "Vibe calculation for listing 35492845 with 1 comments\n",
      "Vibe calculation for listing 35492859 with 4 comments\n",
      "Vibe calculation for listing 35492887 with 2 comments\n",
      "Vibe calculation for listing 35492897 with 5 comments\n",
      "Vibe calculation for listing 35492915 with 9 comments\n",
      "Vibe calculation for listing 35492933 with 4 comments\n",
      "Vibe calculation for listing 35492984 with 2 comments\n",
      "Vibe calculation for listing 35492994 with 3 comments\n",
      "Vibe calculation for listing 35493007 with 4 comments\n",
      "Vibe calculation for listing 35493034 with 4 comments\n",
      "Vibe calculation for listing 35493054 with 3 comments\n",
      "Vibe calculation for listing 35493077 with 5 comments\n",
      "Vibe calculation for listing 36664626 with 2 comments\n",
      "Vibe calculation for listing 37841371 with 21 comments\n",
      "Calculating vibes for 595 listings in Fenway\n",
      "Vibe calculation for listing 1819994 with 2 comments\n",
      "Vibe calculation for listing 1863443 with 6 comments\n",
      "Vibe calculation for listing 2943438 with 8 comments\n",
      "Vibe calculation for listing 3309941 with 28 comments\n",
      "Vibe calculation for listing 3783090 with 179 comments\n",
      "Vibe calculation for listing 3903324 with 8 comments\n",
      "Vibe calculation for listing 3914363 with 9 comments\n",
      "Vibe calculation for listing 4040151 with 18 comments\n",
      "Vibe calculation for listing 4577188 with 163 comments\n",
      "Vibe calculation for listing 5825829 with 115 comments\n",
      "Vibe calculation for listing 5834413 with 4 comments\n",
      "Vibe calculation for listing 6072693 with 16 comments\n",
      "Vibe calculation for listing 6356533 with 33 comments\n",
      "Vibe calculation for listing 6790961 with 8 comments\n",
      "Vibe calculation for listing 6844012 with 1 comments\n",
      "Vibe calculation for listing 6951829 with 10 comments\n",
      "Vibe calculation for listing 7279874 with 15 comments\n",
      "Vibe calculation for listing 7499960 with 15 comments\n",
      "Vibe calculation for listing 8063815 with 1 comments\n",
      "Vibe calculation for listing 8097453 with 1 comments\n",
      "Vibe calculation for listing 8162168 with 9 comments\n",
      "Vibe calculation for listing 8163273 with 3 comments\n",
      "Vibe calculation for listing 8164146 with 4 comments\n",
      "Vibe calculation for listing 8164953 with 5 comments\n",
      "Vibe calculation for listing 8165898 with 5 comments\n",
      "Vibe calculation for listing 8187052 with 4 comments\n",
      "Vibe calculation for listing 8325544 with 10 comments\n",
      "Vibe calculation for listing 8334845 with 3 comments\n",
      "Vibe calculation for listing 8335210 with 1 comments\n",
      "Vibe calculation for listing 8336609 with 6 comments\n",
      "Vibe calculation for listing 9041513 with 1 comments\n",
      "Vibe calculation for listing 9130532 with 2 comments\n",
      "Vibe calculation for listing 9448243 with 38 comments\n",
      "Vibe calculation for listing 9541295 with 42 comments\n",
      "Vibe calculation for listing 10241577 with 2 comments\n",
      "Vibe calculation for listing 11240774 with 14 comments\n",
      "Vibe calculation for listing 11431331 with 46 comments\n",
      "Vibe calculation for listing 11592154 with 2 comments\n",
      "Vibe calculation for listing 12246137 with 1 comments\n",
      "Vibe calculation for listing 12247217 with 5 comments\n",
      "Vibe calculation for listing 12672097 with 114 comments\n",
      "Vibe calculation for listing 12973308 with 27 comments\n",
      "Vibe calculation for listing 13078025 with 42 comments\n",
      "Vibe calculation for listing 13082258 with 2 comments\n",
      "Vibe calculation for listing 13083058 with 12 comments\n",
      "Vibe calculation for listing 13650313 with 5 comments\n",
      "Vibe calculation for listing 13714817 with 58 comments\n",
      "Vibe calculation for listing 14368660 with 14 comments\n",
      "Vibe calculation for listing 14469894 with 12 comments\n",
      "Vibe calculation for listing 14486237 with 24 comments\n",
      "Vibe calculation for listing 14682588 with 43 comments\n",
      "Vibe calculation for listing 14824684 with 46 comments\n",
      "Vibe calculation for listing 14825159 with 46 comments\n",
      "Vibe calculation for listing 15773389 with 4 comments\n",
      "Vibe calculation for listing 15827529 with 23 comments\n",
      "Vibe calculation for listing 17042433 with 9 comments\n",
      "Vibe calculation for listing 18032982 with 2 comments\n",
      "Vibe calculation for listing 18445635 with 2 comments\n",
      "Vibe calculation for listing 18521414 with 1 comments\n",
      "Vibe calculation for listing 19154786 with 17 comments\n",
      "Vibe calculation for listing 19356659 with 10 comments\n",
      "Vibe calculation for listing 19468739 with 115 comments\n",
      "Vibe calculation for listing 19540224 with 188 comments\n",
      "Vibe calculation for listing 19574477 with 88 comments\n",
      "Vibe calculation for listing 19997604 with 30 comments\n",
      "Vibe calculation for listing 20775116 with 109 comments\n",
      "Vibe calculation for listing 20785742 with 110 comments\n",
      "Vibe calculation for listing 20926438 with 105 comments\n",
      "Vibe calculation for listing 21150610 with 39 comments\n",
      "Vibe calculation for listing 21230903 with 90 comments\n",
      "Vibe calculation for listing 21473721 with 107 comments\n",
      "Vibe calculation for listing 22009604 with 9 comments\n",
      "Vibe calculation for listing 22260527 with 2 comments\n",
      "Vibe calculation for listing 22261808 with 1 comments\n",
      "Vibe calculation for listing 22351563 with 1 comments\n",
      "Vibe calculation for listing 22651826 with 1 comments\n",
      "Vibe calculation for listing 22664808 with 1 comments\n",
      "Vibe calculation for listing 22902242 with 29 comments\n",
      "Vibe calculation for listing 23214991 with 4 comments\n",
      "Vibe calculation for listing 23275119 with 41 comments\n",
      "Vibe calculation for listing 23275623 with 50 comments\n",
      "Vibe calculation for listing 23277339 with 3 comments\n",
      "Vibe calculation for listing 23293297 with 8 comments\n",
      "Vibe calculation for listing 23308681 with 34 comments\n",
      "Vibe calculation for listing 23310638 with 10 comments\n",
      "Vibe calculation for listing 23321961 with 18 comments\n",
      "Vibe calculation for listing 23322808 with 22 comments\n",
      "Vibe calculation for listing 23324614 with 9 comments\n",
      "Vibe calculation for listing 23327474 with 2 comments\n",
      "Vibe calculation for listing 23339587 with 26 comments\n",
      "Vibe calculation for listing 23339974 with 12 comments\n",
      "Vibe calculation for listing 23340231 with 12 comments\n",
      "Vibe calculation for listing 23340501 with 10 comments\n",
      "Vibe calculation for listing 23358572 with 27 comments\n",
      "Vibe calculation for listing 23375920 with 17 comments\n",
      "Vibe calculation for listing 23379361 with 6 comments\n",
      "Vibe calculation for listing 23393316 with 10 comments\n",
      "Vibe calculation for listing 23396093 with 14 comments\n",
      "Vibe calculation for listing 23397346 with 5 comments\n",
      "Vibe calculation for listing 23411464 with 14 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 23412602 with 2 comments\n",
      "Vibe calculation for listing 23412729 with 19 comments\n",
      "Vibe calculation for listing 23413937 with 8 comments\n",
      "Vibe calculation for listing 23418172 with 6 comments\n",
      "Vibe calculation for listing 23452923 with 40 comments\n",
      "Vibe calculation for listing 23454978 with 56 comments\n",
      "Vibe calculation for listing 23455311 with 31 comments\n",
      "Vibe calculation for listing 23466425 with 33 comments\n",
      "Vibe calculation for listing 23467213 with 28 comments\n",
      "Vibe calculation for listing 23487192 with 28 comments\n",
      "Vibe calculation for listing 23498826 with 8 comments\n",
      "Vibe calculation for listing 23500329 with 19 comments\n",
      "Vibe calculation for listing 23502085 with 30 comments\n",
      "Vibe calculation for listing 23503374 with 16 comments\n",
      "Vibe calculation for listing 23504160 with 10 comments\n",
      "Vibe calculation for listing 23505076 with 16 comments\n",
      "Vibe calculation for listing 23524596 with 21 comments\n",
      "Vibe calculation for listing 23525184 with 18 comments\n",
      "Vibe calculation for listing 23525337 with 12 comments\n",
      "Vibe calculation for listing 23525914 with 7 comments\n",
      "Vibe calculation for listing 23526592 with 48 comments\n",
      "Vibe calculation for listing 23527204 with 17 comments\n",
      "Vibe calculation for listing 23540441 with 32 comments\n",
      "Vibe calculation for listing 23541785 with 21 comments\n",
      "Vibe calculation for listing 23542947 with 25 comments\n",
      "Vibe calculation for listing 23921580 with 71 comments\n",
      "Vibe calculation for listing 24307072 with 83 comments\n",
      "Vibe calculation for listing 24326482 with 1 comments\n",
      "Vibe calculation for listing 24372360 with 2 comments\n",
      "Vibe calculation for listing 26065119 with 6 comments\n",
      "Vibe calculation for listing 26127318 with 1 comments\n",
      "Vibe calculation for listing 28340540 with 19 comments\n",
      "Vibe calculation for listing 28785202 with 2 comments\n",
      "Vibe calculation for listing 29360278 with 1 comments\n",
      "Vibe calculation for listing 30039424 with 36 comments\n",
      "Vibe calculation for listing 30395670 with 41 comments\n",
      "Vibe calculation for listing 30505051 with 41 comments\n",
      "Vibe calculation for listing 30740992 with 56 comments\n",
      "Vibe calculation for listing 30981268 with 1 comments\n",
      "Vibe calculation for listing 31120403 with 1 comments\n",
      "Vibe calculation for listing 31438747 with 6 comments\n",
      "Vibe calculation for listing 32592761 with 2 comments\n",
      "Vibe calculation for listing 34548611 with 1 comments\n",
      "Vibe calculation for listing 35292308 with 2 comments\n",
      "Vibe calculation for listing 35454839 with 20 comments\n",
      "Vibe calculation for listing 35985903 with 29 comments\n",
      "Vibe calculation for listing 36801089 with 37 comments\n",
      "Vibe calculation for listing 36885714 with 33 comments\n",
      "Vibe calculation for listing 38399904 with 27 comments\n",
      "Vibe calculation for listing 38749439 with 1 comments\n",
      "Vibe calculation for listing 39603460 with 2 comments\n",
      "Vibe calculation for listing 40265104 with 20 comments\n",
      "Vibe calculation for listing 41215146 with 6 comments\n",
      "Vibe calculation for listing 41215238 with 7 comments\n",
      "Vibe calculation for listing 41215536 with 3 comments\n",
      "Calculating vibes for 156 listings in West End\n",
      "Vibe calculation for listing 1867834 with 4 comments\n",
      "Vibe calculation for listing 1867881 with 6 comments\n",
      "Vibe calculation for listing 1868004 with 6 comments\n",
      "Vibe calculation for listing 4467841 with 1 comments\n",
      "Vibe calculation for listing 4489920 with 1 comments\n",
      "Vibe calculation for listing 4602191 with 14 comments\n",
      "Vibe calculation for listing 4917583 with 4 comments\n",
      "Vibe calculation for listing 6015995 with 7 comments\n",
      "Vibe calculation for listing 7308623 with 1 comments\n",
      "Vibe calculation for listing 7582224 with 29 comments\n",
      "Vibe calculation for listing 7596262 with 12 comments\n",
      "Vibe calculation for listing 8774600 with 154 comments\n",
      "Vibe calculation for listing 9494772 with 163 comments\n",
      "Vibe calculation for listing 10051649 with 1 comments\n",
      "Vibe calculation for listing 10118091 with 4 comments\n",
      "Vibe calculation for listing 10118379 with 3 comments\n",
      "Vibe calculation for listing 10118716 with 5 comments\n",
      "Vibe calculation for listing 10119193 with 12 comments\n",
      "Vibe calculation for listing 14216000 with 3 comments\n",
      "Vibe calculation for listing 14216691 with 1 comments\n",
      "Vibe calculation for listing 17729574 with 1 comments\n",
      "Vibe calculation for listing 19925457 with 1 comments\n",
      "Vibe calculation for listing 19926609 with 3 comments\n",
      "Vibe calculation for listing 20208589 with 1 comments\n",
      "Vibe calculation for listing 21701419 with 37 comments\n",
      "Vibe calculation for listing 21766903 with 1 comments\n",
      "Vibe calculation for listing 21899053 with 64 comments\n",
      "Vibe calculation for listing 23128943 with 31 comments\n",
      "Vibe calculation for listing 23287236 with 2 comments\n",
      "Vibe calculation for listing 23287586 with 3 comments\n",
      "Vibe calculation for listing 23289684 with 4 comments\n",
      "Vibe calculation for listing 23320808 with 2 comments\n",
      "Vibe calculation for listing 23321493 with 4 comments\n",
      "Vibe calculation for listing 23761996 with 5 comments\n",
      "Vibe calculation for listing 23841523 with 6 comments\n",
      "Vibe calculation for listing 23912131 with 10 comments\n",
      "Vibe calculation for listing 24022545 with 2 comments\n",
      "Vibe calculation for listing 24059457 with 6 comments\n",
      "Vibe calculation for listing 24540681 with 5 comments\n",
      "Vibe calculation for listing 24563107 with 3 comments\n",
      "Vibe calculation for listing 24623314 with 5 comments\n",
      "Vibe calculation for listing 24623318 with 11 comments\n",
      "Vibe calculation for listing 24623322 with 9 comments\n",
      "Vibe calculation for listing 24623340 with 2 comments\n",
      "Vibe calculation for listing 24626252 with 2 comments\n",
      "Vibe calculation for listing 24770058 with 1 comments\n",
      "Vibe calculation for listing 24865433 with 6 comments\n",
      "Vibe calculation for listing 25350460 with 6 comments\n",
      "Vibe calculation for listing 25382635 with 80 comments\n",
      "Vibe calculation for listing 26835473 with 2 comments\n",
      "Vibe calculation for listing 27904192 with 5 comments\n",
      "Vibe calculation for listing 28027835 with 3 comments\n",
      "Vibe calculation for listing 29849974 with 1 comments\n",
      "Vibe calculation for listing 29852651 with 1 comments\n",
      "Vibe calculation for listing 29875648 with 1 comments\n",
      "Vibe calculation for listing 31358372 with 1 comments\n",
      "Vibe calculation for listing 32327994 with 4 comments\n",
      "Vibe calculation for listing 35645117 with 25 comments\n",
      "Vibe calculation for listing 36483768 with 3 comments\n",
      "Calculating vibes for 193 listings in Chinatown\n",
      "Vibe calculation for listing 1868124 with 10 comments\n",
      "Vibe calculation for listing 2187640 with 3 comments\n",
      "Vibe calculation for listing 2187766 with 27 comments\n",
      "Vibe calculation for listing 4445906 with 7 comments\n",
      "Vibe calculation for listing 6746543 with 6 comments\n",
      "Vibe calculation for listing 8924562 with 187 comments\n",
      "Vibe calculation for listing 10116601 with 3 comments\n",
      "Vibe calculation for listing 10116726 with 2 comments\n",
      "Vibe calculation for listing 10117329 with 10 comments\n",
      "Vibe calculation for listing 10117472 with 3 comments\n",
      "Vibe calculation for listing 11981674 with 5 comments\n",
      "Vibe calculation for listing 12067685 with 7 comments\n",
      "Vibe calculation for listing 12899321 with 2 comments\n",
      "Vibe calculation for listing 13024385 with 34 comments\n",
      "Vibe calculation for listing 13079659 with 53 comments\n",
      "Vibe calculation for listing 13080375 with 52 comments\n",
      "Vibe calculation for listing 13081090 with 46 comments\n",
      "Vibe calculation for listing 14995433 with 7 comments\n",
      "Vibe calculation for listing 15543038 with 42 comments\n",
      "Vibe calculation for listing 15630129 with 112 comments\n",
      "Vibe calculation for listing 17559493 with 145 comments\n",
      "Vibe calculation for listing 17559756 with 121 comments\n",
      "Vibe calculation for listing 17559846 with 205 comments\n",
      "Vibe calculation for listing 17573922 with 139 comments\n",
      "Vibe calculation for listing 18191155 with 38 comments\n",
      "Vibe calculation for listing 18388606 with 4 comments\n",
      "Vibe calculation for listing 18868165 with 38 comments\n",
      "Vibe calculation for listing 21238643 with 43 comments\n",
      "Vibe calculation for listing 21238984 with 44 comments\n",
      "Vibe calculation for listing 21241128 with 11 comments\n",
      "Vibe calculation for listing 21381823 with 22 comments\n",
      "Vibe calculation for listing 21409374 with 33 comments\n",
      "Vibe calculation for listing 21459302 with 54 comments\n",
      "Vibe calculation for listing 21484031 with 35 comments\n",
      "Vibe calculation for listing 21632673 with 13 comments\n",
      "Vibe calculation for listing 21633293 with 51 comments\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vibe calculation for listing 21676574 with 39 comments\n",
      "Vibe calculation for listing 21836859 with 14 comments\n",
      "Vibe calculation for listing 21837174 with 63 comments\n",
      "Vibe calculation for listing 22355183 with 1 comments\n",
      "Vibe calculation for listing 23285807 with 1 comments\n",
      "Vibe calculation for listing 23287239 with 5 comments\n",
      "Vibe calculation for listing 23289378 with 4 comments\n",
      "Vibe calculation for listing 23301347 with 1 comments\n",
      "Vibe calculation for listing 23302453 with 11 comments\n",
      "Vibe calculation for listing 23302890 with 4 comments\n",
      "Vibe calculation for listing 23306611 with 9 comments\n",
      "Vibe calculation for listing 23738222 with 139 comments\n",
      "Vibe calculation for listing 23825170 with 41 comments\n",
      "Vibe calculation for listing 25158106 with 1 comments\n",
      "Vibe calculation for listing 25338990 with 1 comments\n",
      "Vibe calculation for listing 26060933 with 5 comments\n",
      "Vibe calculation for listing 27584770 with 36 comments\n",
      "Vibe calculation for listing 27669626 with 127 comments\n",
      "Vibe calculation for listing 28218323 with 36 comments\n",
      "Vibe calculation for listing 28492719 with 18 comments\n",
      "Vibe calculation for listing 30955485 with 25 comments\n",
      "Vibe calculation for listing 36969483 with 33 comments\n",
      "Vibe calculation for listing 37184809 with 22 comments\n",
      "Vibe calculation for listing 37831719 with 20 comments\n",
      "Vibe calculation for listing 37835305 with 18 comments\n",
      "Vibe calculation for listing 40512386 with 9 comments\n",
      "Calculating vibes for 86 listings in Mattapan\n",
      "Vibe calculation for listing 2278704 with 143 comments\n",
      "Vibe calculation for listing 2931165 with 133 comments\n",
      "Vibe calculation for listing 2931271 with 49 comments\n",
      "Vibe calculation for listing 2931870 with 89 comments\n",
      "Vibe calculation for listing 4755586 with 15 comments\n",
      "Vibe calculation for listing 6006328 with 80 comments\n",
      "Vibe calculation for listing 8904297 with 61 comments\n",
      "Vibe calculation for listing 8904656 with 38 comments\n",
      "Vibe calculation for listing 12040113 with 179 comments\n",
      "Vibe calculation for listing 12492474 with 9 comments\n",
      "Vibe calculation for listing 12901078 with 42 comments\n",
      "Vibe calculation for listing 14086516 with 30 comments\n",
      "Vibe calculation for listing 14242888 with 65 comments\n",
      "Vibe calculation for listing 14585335 with 45 comments\n",
      "Vibe calculation for listing 14686119 with 8 comments\n",
      "Vibe calculation for listing 19412875 with 98 comments\n",
      "Vibe calculation for listing 19891528 with 74 comments\n",
      "Vibe calculation for listing 20094965 with 99 comments\n",
      "Vibe calculation for listing 20634420 with 39 comments\n",
      "Vibe calculation for listing 20744881 with 79 comments\n",
      "Vibe calculation for listing 21477647 with 130 comments\n",
      "Vibe calculation for listing 21683291 with 28 comments\n",
      "Vibe calculation for listing 21924790 with 152 comments\n",
      "Vibe calculation for listing 23027286 with 1 comments\n",
      "Vibe calculation for listing 23027875 with 1 comments\n",
      "Vibe calculation for listing 23149016 with 43 comments\n",
      "Vibe calculation for listing 24412927 with 3 comments\n",
      "Vibe calculation for listing 24598890 with 23 comments\n",
      "Vibe calculation for listing 24829523 with 19 comments\n",
      "Vibe calculation for listing 26163695 with 65 comments\n",
      "Vibe calculation for listing 27286080 with 3 comments\n",
      "Vibe calculation for listing 27990313 with 39 comments\n",
      "Vibe calculation for listing 27990984 with 70 comments\n",
      "Vibe calculation for listing 28036142 with 56 comments\n",
      "Vibe calculation for listing 28071995 with 45 comments\n",
      "Vibe calculation for listing 29533508 with 2 comments\n",
      "Vibe calculation for listing 29738628 with 2 comments\n",
      "Vibe calculation for listing 29833651 with 55 comments\n",
      "Vibe calculation for listing 29901892 with 30 comments\n",
      "Vibe calculation for listing 30297660 with 81 comments\n",
      "Vibe calculation for listing 30298415 with 35 comments\n",
      "Vibe calculation for listing 31039035 with 6 comments\n",
      "Vibe calculation for listing 35896641 with 10 comments\n",
      "Vibe calculation for listing 39968634 with 20 comments\n",
      "Vibe calculation for listing 40287437 with 14 comments\n",
      "Vibe calculation for listing 41716100 with 1 comments\n",
      "Vibe calculation for listing 42232522 with 4 comments\n",
      "Calculating vibes for 86 listings in Hyde Park\n",
      "Vibe calculation for listing 2886933 with 93 comments\n",
      "Vibe calculation for listing 3164650 with 33 comments\n",
      "Vibe calculation for listing 6131224 with 23 comments\n",
      "Vibe calculation for listing 6401859 with 117 comments\n",
      "Vibe calculation for listing 7185881 with 11 comments\n",
      "Vibe calculation for listing 7497047 with 11 comments\n",
      "Vibe calculation for listing 7900936 with 131 comments\n",
      "Vibe calculation for listing 8490356 with 31 comments\n",
      "Vibe calculation for listing 8645254 with 12 comments\n",
      "Vibe calculation for listing 13613229 with 159 comments\n",
      "Vibe calculation for listing 13697676 with 9 comments\n",
      "Vibe calculation for listing 13907143 with 7 comments\n",
      "Vibe calculation for listing 14778561 with 39 comments\n",
      "Vibe calculation for listing 15665707 with 8 comments\n",
      "Vibe calculation for listing 15665935 with 6 comments\n",
      "Vibe calculation for listing 16148182 with 123 comments\n",
      "Vibe calculation for listing 16379917 with 7 comments\n",
      "Vibe calculation for listing 20446955 with 20 comments\n",
      "Vibe calculation for listing 20747657 with 40 comments\n",
      "Vibe calculation for listing 21025191 with 27 comments\n",
      "Vibe calculation for listing 25324358 with 8 comments\n",
      "Vibe calculation for listing 26849307 with 36 comments\n",
      "Vibe calculation for listing 26849309 with 44 comments\n",
      "Vibe calculation for listing 27879644 with 14 comments\n",
      "Vibe calculation for listing 27879776 with 18 comments\n",
      "Vibe calculation for listing 28161172 with 19 comments\n",
      "Vibe calculation for listing 28578655 with 7 comments\n",
      "Vibe calculation for listing 31636229 with 41 comments\n",
      "Vibe calculation for listing 32365217 with 8 comments\n",
      "Vibe calculation for listing 32593358 with 72 comments\n",
      "Vibe calculation for listing 33873411 with 38 comments\n",
      "Vibe calculation for listing 34670613 with 1 comments\n",
      "Vibe calculation for listing 35714054 with 36 comments\n",
      "Vibe calculation for listing 37209442 with 13 comments\n",
      "Vibe calculation for listing 38730599 with 3 comments\n",
      "Vibe calculation for listing 39202885 with 1 comments\n",
      "Vibe calculation for listing 42239298 with 1 comments\n",
      "Calculating vibes for 16 listings in Leather District\n",
      "Vibe calculation for listing 8014683 with 2 comments\n",
      "Vibe calculation for listing 13657486 with 4 comments\n",
      "Vibe calculation for listing 35988307 with 13 comments\n",
      "Calculating vibes for 21 listings in Longwood Medical Area\n",
      "Vibe calculation for listing 23147024 with 26 comments\n",
      "Vibe calculation for listing 23272728 with 14 comments\n",
      "Vibe calculation for listing 23322393 with 5 comments\n",
      "Vibe calculation for listing 36002511 with 1 comments\n"
     ]
    }
   ],
   "source": [
    "vibetable = gen_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "scaled_table = vibetable.copy()\n",
    "\n",
    "scaled_table['honesty'] = (vibetable['honesty'] - np.quantile(vibetable['honesty'], 0.01)).clip(lower=0)\n",
    "scaled_table['honesty'] = (scaled_table['honesty'] / np.quantile(scaled_table['honesty'], 0.99)).clip(upper=1)\n",
    "\n",
    "scaled_table['happiness'] = (vibetable['happiness'] - np.quantile(vibetable['happiness'], 0.01)).clip(lower=0)\n",
    "scaled_table['happiness'] = (scaled_table['happiness'] / np.quantile(scaled_table['happiness'], 0.99)).clip(upper=1)\n",
    "\n",
    "scaled_table['liveliness'] = (vibetable['liveliness'] - np.quantile(vibetable['liveliness'], 0.0000001)).clip(lower=0)\n",
    "scaled_table['liveliness'] = (scaled_table['liveliness'] / np.quantile(scaled_table['liveliness'], 0.99)).clip(upper=1)\n",
    "\n",
    "scaled_table['walkability'] = (vibetable['walkability'] - np.quantile(vibetable['walkability'], 0.01)).clip(lower=0)\n",
    "scaled_table['walkability'] = (scaled_table['walkability'] / np.quantile(scaled_table['walkability'], 0.985)).clip(upper=1)\n",
    "\n",
    "scaled_table['peacefulness'] = (vibetable['peacefulness'] - np.quantile(vibetable['peacefulness'], 0.01)).clip(lower=0)\n",
    "scaled_table['peacefulness'] = (scaled_table['peacefulness'] / np.quantile(scaled_table['peacefulness'], 0.99)).clip(upper=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "colab_type": "code",
    "id": "wxbp2ItFQjkF",
    "outputId": "876463ff-21cc-4857-d677-82148648a8e6"
   },
   "outputs": [],
   "source": [
    "scaled_table.to_json(\"dist/data/scaled_table.json\", orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.hist(scaled_table['walkability'], bins=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For reading in already calculated happiness data\n",
    "\n",
    "# import pandas as pd\n",
    "# happiness = pd.read_json('dist/data/vibetable.json', orient='index')['happiness']\n",
    "\n",
    "# scaled_table['happiness'] = (happiness - np.quantile(happiness, 0.01)).clip(lower=0).replace(1, 0, inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_listings.loc[df_listings['id'] == 1651]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "309 µs ± 2.42 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit calc_happiness(['I really enjoyed this.', 'This was a great use of my time.', 'Contrary to my expectations, I did enjoy this a lot.', 'I am unfortunately very busy this week', 'No worries mate.', 'Host was incredibly helpful'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "colab": {
   "collapsed_sections": [],
   "name": "Airbnb Adjectives.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "vibe-of-boston",
   "language": "python",
   "name": "vibe-of-boston"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}