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Created July 3, 2020 11:45
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Regression example with geo coordinate and text as features of a machine learning model. Part 2
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ML_osmnx_part_2.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Решение задачи регрессии на датасете AB_NYC_2019, использование геграфических координат в качестве фичей. Часть 2"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import osmnx as ox\n",
"import pandas as pd\n",
"import numpy as np\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime\n",
"from descartes import PolygonPatch\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Загрузка данных"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>host_id</th>\n",
" <th>host_name</th>\n",
" <th>neighbourhood_group</th>\n",
" <th>neighbourhood</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>room_type</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>last_review</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2539</td>\n",
" <td>Clean &amp; quiet apt home by the park</td>\n",
" <td>2787</td>\n",
" <td>John</td>\n",
" <td>Brooklyn</td>\n",
" <td>Kensington</td>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>Private room</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>2018-10-19</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2595</td>\n",
" <td>Skylit Midtown Castle</td>\n",
" <td>2845</td>\n",
" <td>Jennifer</td>\n",
" <td>Manhattan</td>\n",
" <td>Midtown</td>\n",
" <td>40.75362</td>\n",
" <td>-73.98377</td>\n",
" <td>Entire home/apt</td>\n",
" <td>225</td>\n",
" <td>1</td>\n",
" <td>45</td>\n",
" <td>2019-05-21</td>\n",
" <td>0.38</td>\n",
" <td>2</td>\n",
" <td>355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3647</td>\n",
" <td>THE VILLAGE OF HARLEM....NEW YORK !</td>\n",
" <td>4632</td>\n",
" <td>Elisabeth</td>\n",
" <td>Manhattan</td>\n",
" <td>Harlem</td>\n",
" <td>40.80902</td>\n",
" <td>-73.94190</td>\n",
" <td>Private room</td>\n",
" <td>150</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3831</td>\n",
" <td>Cozy Entire Floor of Brownstone</td>\n",
" <td>4869</td>\n",
" <td>LisaRoxanne</td>\n",
" <td>Brooklyn</td>\n",
" <td>Clinton Hill</td>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>Entire home/apt</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>2019-07-05</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5022</td>\n",
" <td>Entire Apt: Spacious Studio/Loft by central park</td>\n",
" <td>7192</td>\n",
" <td>Laura</td>\n",
" <td>Manhattan</td>\n",
" <td>East Harlem</td>\n",
" <td>40.79851</td>\n",
" <td>-73.94399</td>\n",
" <td>Entire home/apt</td>\n",
" <td>80</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>2018-11-19</td>\n",
" <td>0.10</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name host_id \\\n",
"0 2539 Clean & quiet apt home by the park 2787 \n",
"1 2595 Skylit Midtown Castle 2845 \n",
"2 3647 THE VILLAGE OF HARLEM....NEW YORK ! 4632 \n",
"3 3831 Cozy Entire Floor of Brownstone 4869 \n",
"4 5022 Entire Apt: Spacious Studio/Loft by central park 7192 \n",
"\n",
" host_name neighbourhood_group neighbourhood latitude longitude \\\n",
"0 John Brooklyn Kensington 40.64749 -73.97237 \n",
"1 Jennifer Manhattan Midtown 40.75362 -73.98377 \n",
"2 Elisabeth Manhattan Harlem 40.80902 -73.94190 \n",
"3 LisaRoxanne Brooklyn Clinton Hill 40.68514 -73.95976 \n",
"4 Laura Manhattan East Harlem 40.79851 -73.94399 \n",
"\n",
" room_type price minimum_nights number_of_reviews last_review \\\n",
"0 Private room 149 1 9 2018-10-19 \n",
"1 Entire home/apt 225 1 45 2019-05-21 \n",
"2 Private room 150 3 0 NaN \n",
"3 Entire home/apt 89 1 270 2019-07-05 \n",
"4 Entire home/apt 80 10 9 2018-11-19 \n",
"\n",
" reviews_per_month calculated_host_listings_count availability_365 \n",
"0 0.21 6 365 \n",
"1 0.38 2 355 \n",
"2 NaN 1 365 \n",
"3 4.64 1 194 \n",
"4 0.10 1 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('AB_NYC_2019.csv')\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Подготовка данных"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Общая информация и очистка"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Оставим только район Brooklyn\n",
"df = df[df['neighbourhood_group']=='Brooklyn']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Далее столбец neighbourhood_group нам не понадобится\n",
"df.drop(['neighbourhood_group'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 20104 entries, 0 to 48891\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 id 20104 non-null int64 \n",
" 1 name 20098 non-null object \n",
" 2 host_id 20104 non-null int64 \n",
" 3 host_name 20095 non-null object \n",
" 4 neighbourhood 20104 non-null object \n",
" 5 latitude 20104 non-null float64\n",
" 6 longitude 20104 non-null float64\n",
" 7 room_type 20104 non-null object \n",
" 8 price 20104 non-null int64 \n",
" 9 minimum_nights 20104 non-null int64 \n",
" 10 number_of_reviews 20104 non-null int64 \n",
" 11 last_review 16447 non-null object \n",
" 12 reviews_per_month 16447 non-null float64\n",
" 13 calculated_host_listings_count 20104 non-null int64 \n",
" 14 availability_365 20104 non-null int64 \n",
"dtypes: float64(3), int64(7), object(5)\n",
"memory usage: 2.5+ MB\n"
]
}
],
"source": [
"# Выведем общую информацию о имеющихся полях данных\n",
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Обрабатываем host_id"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15966"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Проверим что такое host_id\n",
"len(df.host_id.unique())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>objects</th>\n",
" <th>host_id</th>\n",
" </tr>\n",
" <tr>\n",
" <th>index</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2438</th>\n",
" <td>1</td>\n",
" <td>2438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2571</th>\n",
" <td>1</td>\n",
" <td>2571</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2787</th>\n",
" <td>6</td>\n",
" <td>2787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2868</th>\n",
" <td>1</td>\n",
" <td>2868</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2881</th>\n",
" <td>2</td>\n",
" <td>2881</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" objects host_id\n",
"index \n",
"2438 1 2438\n",
"2571 1 2571\n",
"2787 6 2787\n",
"2868 1 2868\n",
"2881 2 2881"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_objects = pd.DataFrame(df.groupby('host_id')['id'].count())\n",
"count_objects.columns = ['objects']\n",
"count_objects['host_id'] = count_objects.index\n",
"count_objects.index.name = 'index'\n",
"count_objects.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df = df.merge(count_objects, left_on='host_id', right_on='host_id', how = 'left')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df['one_or_many'] = df['objects'].apply(lambda x: 0 if x==1 else 1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>host_id</th>\n",
" <th>host_name</th>\n",
" <th>neighbourhood</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>room_type</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>last_review</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" <th>objects</th>\n",
" <th>one_or_many</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2539</td>\n",
" <td>Clean &amp; quiet apt home by the park</td>\n",
" <td>2787</td>\n",
" <td>John</td>\n",
" <td>Kensington</td>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>Private room</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>2018-10-19</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3831</td>\n",
" <td>Cozy Entire Floor of Brownstone</td>\n",
" <td>4869</td>\n",
" <td>LisaRoxanne</td>\n",
" <td>Clinton Hill</td>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>Entire home/apt</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>2019-07-05</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5121</td>\n",
" <td>BlissArtsSpace!</td>\n",
" <td>7356</td>\n",
" <td>Garon</td>\n",
" <td>Bedford-Stuyvesant</td>\n",
" <td>40.68688</td>\n",
" <td>-73.95596</td>\n",
" <td>Private room</td>\n",
" <td>60</td>\n",
" <td>45</td>\n",
" <td>49</td>\n",
" <td>2017-10-05</td>\n",
" <td>0.40</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5803</td>\n",
" <td>Lovely Room 1, Garden, Best Area, Legal rental</td>\n",
" <td>9744</td>\n",
" <td>Laurie</td>\n",
" <td>South Slope</td>\n",
" <td>40.66829</td>\n",
" <td>-73.98779</td>\n",
" <td>Private room</td>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>167</td>\n",
" <td>2019-06-24</td>\n",
" <td>1.34</td>\n",
" <td>3</td>\n",
" <td>314</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6848</td>\n",
" <td>Only 2 stops to Manhattan studio</td>\n",
" <td>15991</td>\n",
" <td>Allen &amp; Irina</td>\n",
" <td>Williamsburg</td>\n",
" <td>40.70837</td>\n",
" <td>-73.95352</td>\n",
" <td>Entire home/apt</td>\n",
" <td>140</td>\n",
" <td>2</td>\n",
" <td>148</td>\n",
" <td>2019-06-29</td>\n",
" <td>1.20</td>\n",
" <td>1</td>\n",
" <td>46</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name host_id \\\n",
"0 2539 Clean & quiet apt home by the park 2787 \n",
"1 3831 Cozy Entire Floor of Brownstone 4869 \n",
"2 5121 BlissArtsSpace! 7356 \n",
"3 5803 Lovely Room 1, Garden, Best Area, Legal rental 9744 \n",
"4 6848 Only 2 stops to Manhattan studio 15991 \n",
"\n",
" host_name neighbourhood latitude longitude room_type \\\n",
"0 John Kensington 40.64749 -73.97237 Private room \n",
"1 LisaRoxanne Clinton Hill 40.68514 -73.95976 Entire home/apt \n",
"2 Garon Bedford-Stuyvesant 40.68688 -73.95596 Private room \n",
"3 Laurie South Slope 40.66829 -73.98779 Private room \n",
"4 Allen & Irina Williamsburg 40.70837 -73.95352 Entire home/apt \n",
"\n",
" price minimum_nights number_of_reviews last_review reviews_per_month \\\n",
"0 149 1 9 2018-10-19 0.21 \n",
"1 89 1 270 2019-07-05 4.64 \n",
"2 60 45 49 2017-10-05 0.40 \n",
"3 89 4 167 2019-06-24 1.34 \n",
"4 140 2 148 2019-06-29 1.20 \n",
"\n",
" calculated_host_listings_count availability_365 objects one_or_many \n",
"0 6 365 6 1 \n",
"1 1 194 1 0 \n",
"2 1 0 1 0 \n",
"3 3 314 3 1 \n",
"4 1 46 1 0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"df.drop(['host_name', 'id', 'host_id','neighbourhood'], axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Обрабатываем name"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: nltk in /opt/conda/lib/python3.8/site-packages (3.5)\n",
"Requirement already satisfied: regex in /opt/conda/lib/python3.8/site-packages (from nltk) (2020.6.8)\n",
"Requirement already satisfied: click in /opt/conda/lib/python3.8/site-packages (from nltk) (7.1.2)\n",
"Requirement already satisfied: tqdm in /opt/conda/lib/python3.8/site-packages (from nltk) (4.46.1)\n",
"Requirement already satisfied: joblib in /opt/conda/lib/python3.8/site-packages (from nltk) (0.15.1)\n"
]
}
],
"source": [
"!pip install nltk"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"from nltk.stem.porter import PorterStemmer\n",
"import nltk\n",
"from nltk.corpus import stopwords\n",
"\n",
"# Функция очистки текста\n",
"def clean_text(text):\n",
" text = str(text)\n",
" text = re.sub(r'[^\\w\\s]','',text)\n",
" text = text.lower()\n",
" text_words_list = text.split(' ')\n",
" ps = PorterStemmer()\n",
" stemmed_words=[]\n",
" for w in text_words_list:\n",
" if len(w)>0:\n",
" if w not in stopwords.words('english'):\n",
" stemmed_words.append(ps.stem(w))\n",
" #return stemmed_words\n",
" return ' '.join(stemmed_words)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
"[nltk_data] Package stopwords is already up-to-date!\n"
]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# При первом импорте\n",
"import nltk\n",
"nltk.download('stopwords')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n"
]
}
],
"source": [
"# Мусорные слова\n",
"print(stopwords.words('english'))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Cozy Entire Floor of Brownstone'"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Не обработанное название\n",
"df['name'][1]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'cozi entir floor brownston'"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Обработанное название\n",
"clean_text(df['name'][1])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Выполняем очистку текста\n",
"df['name_clean'] =df['name'].apply(clean_text)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29.948269001193793"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Средняя длина названия\n",
"df['name_clean'].apply(len).mean()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"140"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Максимальная длина названия\n",
"df['name_clean'].apply(len).max()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Минимльная длина названия\n",
"df['name_clean'].apply(len).min()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>room_type</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>last_review</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" <th>objects</th>\n",
" <th>one_or_many</th>\n",
" <th>name_clean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Clean &amp; quiet apt home by the park</td>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>Private room</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>2018-10-19</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>clean quiet apt home park</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Cozy Entire Floor of Brownstone</td>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>Entire home/apt</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>2019-07-05</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>cozi entir floor brownston</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>BlissArtsSpace!</td>\n",
" <td>40.68688</td>\n",
" <td>-73.95596</td>\n",
" <td>Private room</td>\n",
" <td>60</td>\n",
" <td>45</td>\n",
" <td>49</td>\n",
" <td>2017-10-05</td>\n",
" <td>0.40</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>blissartsspac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Lovely Room 1, Garden, Best Area, Legal rental</td>\n",
" <td>40.66829</td>\n",
" <td>-73.98779</td>\n",
" <td>Private room</td>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>167</td>\n",
" <td>2019-06-24</td>\n",
" <td>1.34</td>\n",
" <td>3</td>\n",
" <td>314</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>love room 1 garden best area legal rental</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Only 2 stops to Manhattan studio</td>\n",
" <td>40.70837</td>\n",
" <td>-73.95352</td>\n",
" <td>Entire home/apt</td>\n",
" <td>140</td>\n",
" <td>2</td>\n",
" <td>148</td>\n",
" <td>2019-06-29</td>\n",
" <td>1.20</td>\n",
" <td>1</td>\n",
" <td>46</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2 stop manhattan studio</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name latitude longitude \\\n",
"0 Clean & quiet apt home by the park 40.64749 -73.97237 \n",
"1 Cozy Entire Floor of Brownstone 40.68514 -73.95976 \n",
"2 BlissArtsSpace! 40.68688 -73.95596 \n",
"3 Lovely Room 1, Garden, Best Area, Legal rental 40.66829 -73.98779 \n",
"4 Only 2 stops to Manhattan studio 40.70837 -73.95352 \n",
"\n",
" room_type price minimum_nights number_of_reviews last_review \\\n",
"0 Private room 149 1 9 2018-10-19 \n",
"1 Entire home/apt 89 1 270 2019-07-05 \n",
"2 Private room 60 45 49 2017-10-05 \n",
"3 Private room 89 4 167 2019-06-24 \n",
"4 Entire home/apt 140 2 148 2019-06-29 \n",
"\n",
" reviews_per_month calculated_host_listings_count availability_365 \\\n",
"0 0.21 6 365 \n",
"1 4.64 1 194 \n",
"2 0.40 1 0 \n",
"3 1.34 3 314 \n",
"4 1.20 1 46 \n",
"\n",
" objects one_or_many name_clean \n",
"0 6 1 clean quiet apt home park \n",
"1 1 0 cozi entir floor brownston \n",
"2 1 0 blissartsspac \n",
"3 3 1 love room 1 garden best area legal rental \n",
"4 1 0 2 stop manhattan studio "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# Формируем представления слов\n",
"word_embeddings = {}\n",
"\n",
"f = open('glove.6B.100d.txt', encoding='utf-8')\n",
"\n",
"for line in f:\n",
" values = line.split()\n",
" word = values[0]\n",
" coefs = np.asarray(values[1:], dtype='float32')\n",
" word_embeddings[word] = coefs\n",
"f.close()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'clean quiet apt home park'"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['name_clean'][0]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.20875 , -0.1174 , 0.26478 , -0.28339 , 0.19584 ,\n",
" 0.7446 , -0.03887 , 0.028499 , -0.44252 , -0.30426 ,\n",
" 0.27133 , -0.51907 , 0.52183 , -0.76648 , 0.28043 ,\n",
" -0.48344 , -0.15626 , -0.49705 , -0.51024 , -0.03652 ,\n",
" 0.20579 , -0.6136 , 0.46388 , 0.73497 , 0.66813 ,\n",
" -0.4443 , -0.17603 , -0.5478 , -0.013521 , 0.16333 ,\n",
" 0.28148 , 0.054223 , -0.19906 , -0.1907 , -0.43179 ,\n",
" 0.14781 , 0.27555 , 0.18571 , -0.40776 , -0.15415 ,\n",
" -0.5885 , -0.0085281, -0.14178 , 0.7061 , 0.54031 ,\n",
" -0.43305 , 0.17497 , -0.46208 , -0.31372 , -0.34039 ,\n",
" -0.25128 , 0.68228 , 0.33576 , 1.5862 , -0.39427 ,\n",
" -2.9938 , -0.29773 , 0.04213 , 1.9075 , -0.072628 ,\n",
" -0.092191 , 0.66133 , 0.13868 , 0.78774 , 0.69307 ,\n",
" -0.22185 , 0.71705 , 1.1453 , 1.2153 , 0.14196 ,\n",
" -0.79914 , 0.16965 , -0.34532 , -0.51742 , -0.15648 ,\n",
" 0.18757 , 0.1694 , -0.0082713, -1.4511 , 0.061983 ,\n",
" 1.1019 , 0.084411 , -0.34148 , 0.49994 , -1.1106 ,\n",
" -0.13759 , 0.15377 , -0.061006 , -0.53826 , -0.78941 ,\n",
" -0.12566 , -0.57381 , -0.73484 , 0.54774 , -0.28455 ,\n",
" -0.24348 , -0.27511 , -0.33267 , 0.27878 , -0.8705 ],\n",
" dtype=float32)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"word_embeddings['by']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.144076 , 0.33841038, 0.42958608, -0.06271084, -0.0588695 ,\n",
" 0.37486702, -0.17905341, 0.48286346, -0.16115779, 0.1140222 ,\n",
" 0.05486502, -0.06651071, -0.03930454, -0.36334535, 0.16630153,\n",
" -0.14114237, 0.5462748 , 0.10273179, -0.21732652, 0.20576286,\n",
" 0.449842 , 0.34462708, 0.2179692 , -0.27718717, 0.02356888,\n",
" 0.08760649, -0.59330934, -0.1804619 , -0.44101998, 0.01986822,\n",
" -0.3055147 , 0.16416916, 0.15357009, 0.34366128, 0.29541892,\n",
" 0.3714393 , -0.17822435, 0.14762047, 0.10776844, -0.24729256,\n",
" 0.2315617 , -0.33913818, 0.00826435, -0.4343593 , 0.28868708,\n",
" 0.19406961, 0.28963208, 0.13737252, 0.34226954, -0.654945 ,\n",
" -0.10179365, -0.60227716, 0.29614276, 0.54269546, -0.01846251,\n",
" -1.9974245 , -0.00793441, -0.02086103, 1.1158388 , -0.12463709,\n",
" -0.25521597, 0.4395429 , -0.12966827, 0.00457109, 0.5479044 ,\n",
" 0.00336132, 0.6028754 , -0.16564348, 0.04672705, -0.30793744,\n",
" -0.19622016, -0.06229595, -0.02184482, -0.6479274 , 0.20632873,\n",
" 0.04006399, 0.0855167 , 0.00285923, -0.29765767, -0.15778042,\n",
" 0.29889023, 0.3345091 , -0.21644472, 0.08059188, -0.7633526 ,\n",
" 0.18002 , -0.0995323 , 0.13945991, -0.15480866, -0.02662508,\n",
" 0.3030794 , -0.2545451 , 0.25449458, 0.11931234, -0.55137575,\n",
" 0.15061927, -0.22246552, -0.00309058, 0.21430515, 0.01316936],\n",
" dtype=float32)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([word_embeddings.get(w, np.zeros((100,))) for w in df['name_clean'][0].split()])/(len(df['name_clean'][0].split())+0.001)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"def name_to_vect(name):\n",
" if len(name) != 0:\n",
" v = sum([word_embeddings.get(w, np.zeros((100,))) for w in name.split()])/(len(name.split())+0.001)\n",
" else:\n",
" v = np.zeros((100,))\n",
" return v"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"df['name_clean_vec'] = df['name_clean'].apply(name_to_vect)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df = df.join(pd.DataFrame(df['name_clean_vec'].tolist(), index = df.index))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>room_type</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>last_review</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>...</th>\n",
" <th>90</th>\n",
" <th>91</th>\n",
" <th>92</th>\n",
" <th>93</th>\n",
" <th>94</th>\n",
" <th>95</th>\n",
" <th>96</th>\n",
" <th>97</th>\n",
" <th>98</th>\n",
" <th>99</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Clean &amp; quiet apt home by the park</td>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>Private room</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>2018-10-19</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>0.303079</td>\n",
" <td>-0.254545</td>\n",
" <td>0.254495</td>\n",
" <td>0.119312</td>\n",
" <td>-0.551376</td>\n",
" <td>0.150619</td>\n",
" <td>-0.222466</td>\n",
" <td>-0.003091</td>\n",
" <td>0.214305</td>\n",
" <td>0.013169</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Cozy Entire Floor of Brownstone</td>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>Entire home/apt</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>2019-07-05</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.411277</td>\n",
" <td>-0.215972</td>\n",
" <td>0.158258</td>\n",
" <td>0.134709</td>\n",
" <td>0.052541</td>\n",
" <td>-0.056167</td>\n",
" <td>0.080877</td>\n",
" <td>0.052684</td>\n",
" <td>0.250420</td>\n",
" <td>0.010570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>BlissArtsSpace!</td>\n",
" <td>40.68688</td>\n",
" <td>-73.95596</td>\n",
" <td>Private room</td>\n",
" <td>60</td>\n",
" <td>45</td>\n",
" <td>49</td>\n",
" <td>2017-10-05</td>\n",
" <td>0.40</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Lovely Room 1, Garden, Best Area, Legal rental</td>\n",
" <td>40.66829</td>\n",
" <td>-73.98779</td>\n",
" <td>Private room</td>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>167</td>\n",
" <td>2019-06-24</td>\n",
" <td>1.34</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>-0.111178</td>\n",
" <td>-0.138613</td>\n",
" <td>0.160571</td>\n",
" <td>0.016342</td>\n",
" <td>-0.445832</td>\n",
" <td>0.078201</td>\n",
" <td>-0.082772</td>\n",
" <td>-0.185887</td>\n",
" <td>0.674917</td>\n",
" <td>0.181182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Only 2 stops to Manhattan studio</td>\n",
" <td>40.70837</td>\n",
" <td>-73.95352</td>\n",
" <td>Entire home/apt</td>\n",
" <td>140</td>\n",
" <td>2</td>\n",
" <td>148</td>\n",
" <td>2019-06-29</td>\n",
" <td>1.20</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>-0.087248</td>\n",
" <td>-0.120700</td>\n",
" <td>0.066343</td>\n",
" <td>0.061476</td>\n",
" <td>-0.516321</td>\n",
" <td>-0.086333</td>\n",
" <td>0.148175</td>\n",
" <td>0.148494</td>\n",
" <td>0.761480</td>\n",
" <td>-0.150912</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 115 columns</p>\n",
"</div>"
],
"text/plain": [
" name latitude longitude \\\n",
"0 Clean & quiet apt home by the park 40.64749 -73.97237 \n",
"1 Cozy Entire Floor of Brownstone 40.68514 -73.95976 \n",
"2 BlissArtsSpace! 40.68688 -73.95596 \n",
"3 Lovely Room 1, Garden, Best Area, Legal rental 40.66829 -73.98779 \n",
"4 Only 2 stops to Manhattan studio 40.70837 -73.95352 \n",
"\n",
" room_type price minimum_nights number_of_reviews last_review \\\n",
"0 Private room 149 1 9 2018-10-19 \n",
"1 Entire home/apt 89 1 270 2019-07-05 \n",
"2 Private room 60 45 49 2017-10-05 \n",
"3 Private room 89 4 167 2019-06-24 \n",
"4 Entire home/apt 140 2 148 2019-06-29 \n",
"\n",
" reviews_per_month calculated_host_listings_count ... 90 91 \\\n",
"0 0.21 6 ... 0.303079 -0.254545 \n",
"1 4.64 1 ... 0.411277 -0.215972 \n",
"2 0.40 1 ... 0.000000 0.000000 \n",
"3 1.34 3 ... -0.111178 -0.138613 \n",
"4 1.20 1 ... -0.087248 -0.120700 \n",
"\n",
" 92 93 94 95 96 97 98 \\\n",
"0 0.254495 0.119312 -0.551376 0.150619 -0.222466 -0.003091 0.214305 \n",
"1 0.158258 0.134709 0.052541 -0.056167 0.080877 0.052684 0.250420 \n",
"2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"3 0.160571 0.016342 -0.445832 0.078201 -0.082772 -0.185887 0.674917 \n",
"4 0.066343 0.061476 -0.516321 -0.086333 0.148175 0.148494 0.761480 \n",
"\n",
" 99 \n",
"0 0.013169 \n",
"1 0.010570 \n",
"2 0.000000 \n",
"3 0.181182 \n",
"4 -0.150912 \n",
"\n",
"[5 rows x 115 columns]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"df.drop(['name'], axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### OHE (one hot encoding) для room_type"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Private room', 'Entire home/apt', 'Shared room'], dtype=object)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Какие типы комнат есть\n",
"df.room_type.unique()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
" <th>20100</th>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>20101</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>20102</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>20103</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
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"</div>"
],
"text/plain": [
" Entire home/apt Private room Shared room\n",
"0 0 1 0\n",
"1 1 0 0\n",
"2 0 1 0\n",
"3 0 1 0\n",
"4 1 0 0\n",
"... ... ... ...\n",
"20099 0 1 0\n",
"20100 0 1 0\n",
"20101 1 0 0\n",
"20102 0 1 0\n",
"20103 0 1 0\n",
"\n",
"[20104 rows x 3 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# OHE\n",
"pd.get_dummies(df.room_type)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# Соединяем исходный датасет с OHE от столбца 'room_type'\n",
"df = df.join(pd.get_dummies(df.room_type))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
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" <td>Entire home/apt</td>\n",
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"text/plain": [
" latitude longitude room_type price minimum_nights \\\n",
"0 40.64749 -73.97237 Private room 149 1 \n",
"1 40.68514 -73.95976 Entire home/apt 89 1 \n",
"2 40.68688 -73.95596 Private room 60 45 \n",
"3 40.66829 -73.98779 Private room 89 4 \n",
"4 40.70837 -73.95352 Entire home/apt 140 2 \n",
"\n",
" number_of_reviews last_review reviews_per_month \\\n",
"0 9 2018-10-19 0.21 \n",
"1 270 2019-07-05 4.64 \n",
"2 49 2017-10-05 0.40 \n",
"3 167 2019-06-24 1.34 \n",
"4 148 2019-06-29 1.20 \n",
"\n",
" calculated_host_listings_count availability_365 ... 93 94 \\\n",
"0 6 365 ... 0.119312 -0.551376 \n",
"1 1 194 ... 0.134709 0.052541 \n",
"2 1 0 ... 0.000000 0.000000 \n",
"3 3 314 ... 0.016342 -0.445832 \n",
"4 1 46 ... 0.061476 -0.516321 \n",
"\n",
" 95 96 97 98 99 Entire home/apt \\\n",
"0 0.150619 -0.222466 -0.003091 0.214305 0.013169 0 \n",
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"\n",
" Private room Shared room \n",
"0 1 0 \n",
"1 0 0 \n",
"2 1 0 \n",
"3 1 0 \n",
"4 0 0 \n",
"\n",
"[5 rows x 117 columns]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Смотрим, что получилось на данном этапе\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# удаляем столбец 'room_type', больше не нужен\n",
"df.drop(['room_type'], axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Заполняем пропуски, генерируем фичи"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 20104 entries, 0 to 20103\n",
"Columns: 116 entries, latitude to Shared room\n",
"dtypes: float64(103), int64(7), object(3), uint8(3)\n",
"memory usage: 18.2+ MB\n"
]
}
],
"source": [
"# Выведем общую информацию о имеющихся полях данных\n",
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
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" <td>4.44</td>\n",
" <td>1</td>\n",
" <td>21</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>-0.035899</td>\n",
" <td>-0.235535</td>\n",
" <td>-0.040234</td>\n",
" <td>-0.140574</td>\n",
" <td>-0.082404</td>\n",
" <td>0.349936</td>\n",
" <td>0.059281</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>40.71842</td>\n",
" <td>-73.95718</td>\n",
" <td>299</td>\n",
" <td>3</td>\n",
" <td>9</td>\n",
" <td>2011-12-28</td>\n",
" <td>0.07</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.115494</td>\n",
" <td>-0.327065</td>\n",
" <td>0.043555</td>\n",
" <td>-0.030760</td>\n",
" <td>0.041345</td>\n",
" <td>0.180512</td>\n",
" <td>0.161160</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>40.68069</td>\n",
" <td>-73.97706</td>\n",
" <td>130</td>\n",
" <td>2</td>\n",
" <td>130</td>\n",
" <td>2019-07-01</td>\n",
" <td>1.09</td>\n",
" <td>6</td>\n",
" <td>347</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>-0.122959</td>\n",
" <td>0.072157</td>\n",
" <td>0.020230</td>\n",
" <td>-0.053732</td>\n",
" <td>0.094521</td>\n",
" <td>-0.187271</td>\n",
" <td>0.078008</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>40.67989</td>\n",
" <td>-73.97798</td>\n",
" <td>80</td>\n",
" <td>1</td>\n",
" <td>39</td>\n",
" <td>2019-01-01</td>\n",
" <td>0.37</td>\n",
" <td>6</td>\n",
" <td>364</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>-0.373615</td>\n",
" <td>-0.250510</td>\n",
" <td>-0.005758</td>\n",
" <td>-0.045292</td>\n",
" <td>0.006606</td>\n",
" <td>-0.232932</td>\n",
" <td>-0.009815</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>40.68001</td>\n",
" <td>-73.97865</td>\n",
" <td>110</td>\n",
" <td>2</td>\n",
" <td>71</td>\n",
" <td>2019-07-02</td>\n",
" <td>0.61</td>\n",
" <td>6</td>\n",
" <td>304</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>-0.232485</td>\n",
" <td>-0.483607</td>\n",
" <td>-0.127190</td>\n",
" <td>0.141672</td>\n",
" <td>-0.123849</td>\n",
" <td>-0.061793</td>\n",
" <td>-0.233471</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>40.68371</td>\n",
" <td>-73.94028</td>\n",
" <td>120</td>\n",
" <td>2</td>\n",
" <td>88</td>\n",
" <td>2019-06-19</td>\n",
" <td>0.73</td>\n",
" <td>2</td>\n",
" <td>233</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>0.655094</td>\n",
" <td>-0.377616</td>\n",
" <td>0.076269</td>\n",
" <td>-0.385426</td>\n",
" <td>-0.374174</td>\n",
" <td>0.053649</td>\n",
" <td>-0.045552</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>40.65599</td>\n",
" <td>-73.97519</td>\n",
" <td>60</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>2019-06-23</td>\n",
" <td>1.37</td>\n",
" <td>2</td>\n",
" <td>85</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>0.173377</td>\n",
" <td>-0.904719</td>\n",
" <td>0.157745</td>\n",
" <td>0.145582</td>\n",
" <td>0.036463</td>\n",
" <td>0.665561</td>\n",
" <td>-0.102518</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>40.72219</td>\n",
" <td>-73.93762</td>\n",
" <td>55</td>\n",
" <td>4</td>\n",
" <td>197</td>\n",
" <td>2019-06-15</td>\n",
" <td>1.65</td>\n",
" <td>3</td>\n",
" <td>284</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>0.148570</td>\n",
" <td>-0.224825</td>\n",
" <td>-0.010253</td>\n",
" <td>0.323019</td>\n",
" <td>-0.217765</td>\n",
" <td>0.733295</td>\n",
" <td>-0.004604</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>40.68310</td>\n",
" <td>-73.95473</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" <td>74</td>\n",
" <td>2019-05-12</td>\n",
" <td>0.66</td>\n",
" <td>2</td>\n",
" <td>269</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>-0.074675</td>\n",
" <td>-0.029852</td>\n",
" <td>-0.262584</td>\n",
" <td>-0.234964</td>\n",
" <td>-0.362604</td>\n",
" <td>0.350532</td>\n",
" <td>0.215757</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>40.66869</td>\n",
" <td>-73.98780</td>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>168</td>\n",
" <td>2019-06-21</td>\n",
" <td>1.41</td>\n",
" <td>3</td>\n",
" <td>340</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>0.011028</td>\n",
" <td>-0.445420</td>\n",
" <td>0.073894</td>\n",
" <td>-0.124301</td>\n",
" <td>-0.183236</td>\n",
" <td>0.692958</td>\n",
" <td>0.171717</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>40.68876</td>\n",
" <td>-73.94312</td>\n",
" <td>35</td>\n",
" <td>60</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>365</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.230030</td>\n",
" <td>-0.413446</td>\n",
" <td>0.279083</td>\n",
" <td>-0.241100</td>\n",
" <td>0.201081</td>\n",
" <td>0.032726</td>\n",
" <td>0.165443</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>40.70186</td>\n",
" <td>-73.92745</td>\n",
" <td>85</td>\n",
" <td>2</td>\n",
" <td>231</td>\n",
" <td>2019-06-22</td>\n",
" <td>1.96</td>\n",
" <td>2</td>\n",
" <td>22</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>-0.218775</td>\n",
" <td>-0.322237</td>\n",
" <td>-0.030016</td>\n",
" <td>-0.624064</td>\n",
" <td>-0.226248</td>\n",
" <td>0.101354</td>\n",
" <td>-0.104714</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>40.63702</td>\n",
" <td>-73.96327</td>\n",
" <td>150</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>365</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>-0.464822</td>\n",
" <td>0.137165</td>\n",
" <td>0.049098</td>\n",
" <td>0.158988</td>\n",
" <td>0.096577</td>\n",
" <td>-0.005644</td>\n",
" <td>0.217101</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>40.66278</td>\n",
" <td>-73.97966</td>\n",
" <td>120</td>\n",
" <td>3</td>\n",
" <td>15</td>\n",
" <td>2019-05-27</td>\n",
" <td>0.39</td>\n",
" <td>1</td>\n",
" <td>345</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.317415</td>\n",
" <td>-0.554577</td>\n",
" <td>0.110801</td>\n",
" <td>0.044453</td>\n",
" <td>-0.034393</td>\n",
" <td>0.588492</td>\n",
" <td>0.028199</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>40.69673</td>\n",
" <td>-73.97584</td>\n",
" <td>120</td>\n",
" <td>7</td>\n",
" <td>25</td>\n",
" <td>2018-09-30</td>\n",
" <td>0.23</td>\n",
" <td>1</td>\n",
" <td>311</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>-0.010902</td>\n",
" <td>0.151436</td>\n",
" <td>0.104314</td>\n",
" <td>0.136530</td>\n",
" <td>-0.127449</td>\n",
" <td>-0.110057</td>\n",
" <td>-0.097239</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>40.65944</td>\n",
" <td>-73.96238</td>\n",
" <td>150</td>\n",
" <td>29</td>\n",
" <td>11</td>\n",
" <td>2019-06-05</td>\n",
" <td>0.49</td>\n",
" <td>1</td>\n",
" <td>95</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.109147</td>\n",
" <td>-0.628090</td>\n",
" <td>0.185574</td>\n",
" <td>0.038300</td>\n",
" <td>0.103509</td>\n",
" <td>0.463687</td>\n",
" <td>0.215846</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>40.68111</td>\n",
" <td>-73.95591</td>\n",
" <td>110</td>\n",
" <td>7</td>\n",
" <td>61</td>\n",
" <td>2019-05-25</td>\n",
" <td>0.52</td>\n",
" <td>1</td>\n",
" <td>265</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.339983</td>\n",
" <td>-0.594855</td>\n",
" <td>0.067261</td>\n",
" <td>-0.181778</td>\n",
" <td>-0.295017</td>\n",
" <td>0.327143</td>\n",
" <td>-0.007401</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>40.68554</td>\n",
" <td>-73.94090</td>\n",
" <td>115</td>\n",
" <td>3</td>\n",
" <td>11</td>\n",
" <td>2017-01-01</td>\n",
" <td>0.10</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>-0.278556</td>\n",
" <td>-0.306051</td>\n",
" <td>-0.107831</td>\n",
" <td>-0.450170</td>\n",
" <td>-0.351010</td>\n",
" <td>-0.072788</td>\n",
" <td>0.072728</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>40.69142</td>\n",
" <td>-73.97376</td>\n",
" <td>80</td>\n",
" <td>3</td>\n",
" <td>135</td>\n",
" <td>2019-06-17</td>\n",
" <td>1.16</td>\n",
" <td>2</td>\n",
" <td>192</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>0.366921</td>\n",
" <td>-0.604069</td>\n",
" <td>0.033955</td>\n",
" <td>-0.264305</td>\n",
" <td>-0.230670</td>\n",
" <td>0.213685</td>\n",
" <td>0.186723</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>25 rows × 116 columns</p>\n",
"</div>"
],
"text/plain": [
" latitude longitude price minimum_nights number_of_reviews last_review \\\n",
"0 40.64749 -73.97237 149 1 9 2018-10-19 \n",
"1 40.68514 -73.95976 89 1 270 2019-07-05 \n",
"2 40.68688 -73.95596 60 45 49 2017-10-05 \n",
"3 40.66829 -73.98779 89 4 167 2019-06-24 \n",
"4 40.70837 -73.95352 140 2 148 2019-06-29 \n",
"5 40.69169 -73.97185 215 2 198 2019-06-28 \n",
"6 40.67592 -73.94694 99 3 53 2019-06-22 \n",
"7 40.71842 -73.95718 299 3 9 2011-12-28 \n",
"8 40.68069 -73.97706 130 2 130 2019-07-01 \n",
"9 40.67989 -73.97798 80 1 39 2019-01-01 \n",
"10 40.68001 -73.97865 110 2 71 2019-07-02 \n",
"11 40.68371 -73.94028 120 2 88 2019-06-19 \n",
"12 40.65599 -73.97519 60 1 19 2019-06-23 \n",
"13 40.72219 -73.93762 55 4 197 2019-06-15 \n",
"14 40.68310 -73.95473 70 1 74 2019-05-12 \n",
"15 40.66869 -73.98780 89 4 168 2019-06-21 \n",
"16 40.68876 -73.94312 35 60 0 NaN \n",
"17 40.70186 -73.92745 85 2 231 2019-06-22 \n",
"18 40.63702 -73.96327 150 1 0 NaN \n",
"19 40.66278 -73.97966 120 3 15 2019-05-27 \n",
"20 40.69673 -73.97584 120 7 25 2018-09-30 \n",
"21 40.65944 -73.96238 150 29 11 2019-06-05 \n",
"22 40.68111 -73.95591 110 7 61 2019-05-25 \n",
"23 40.68554 -73.94090 115 3 11 2017-01-01 \n",
"24 40.69142 -73.97376 80 3 135 2019-06-17 \n",
"\n",
" reviews_per_month calculated_host_listings_count availability_365 \\\n",
"0 0.21 6 365 \n",
"1 4.64 1 194 \n",
"2 0.40 1 0 \n",
"3 1.34 3 314 \n",
"4 1.20 1 46 \n",
"5 1.72 1 321 \n",
"6 4.44 1 21 \n",
"7 0.07 1 0 \n",
"8 1.09 6 347 \n",
"9 0.37 6 364 \n",
"10 0.61 6 304 \n",
"11 0.73 2 233 \n",
"12 1.37 2 85 \n",
"13 1.65 3 284 \n",
"14 0.66 2 269 \n",
"15 1.41 3 340 \n",
"16 NaN 1 365 \n",
"17 1.96 2 22 \n",
"18 NaN 1 365 \n",
"19 0.39 1 345 \n",
"20 0.23 1 311 \n",
"21 0.49 1 95 \n",
"22 0.52 1 265 \n",
"23 0.10 1 0 \n",
"24 1.16 2 192 \n",
"\n",
" objects ... 93 94 95 96 97 98 \\\n",
"0 6 ... 0.119312 -0.551376 0.150619 -0.222466 -0.003091 0.214305 \n",
"1 1 ... 0.134709 0.052541 -0.056167 0.080877 0.052684 0.250420 \n",
"2 1 ... 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"3 3 ... 0.016342 -0.445832 0.078201 -0.082772 -0.185887 0.674917 \n",
"4 1 ... 0.061476 -0.516321 -0.086333 0.148175 0.148494 0.761480 \n",
"5 1 ... 0.051696 -0.421809 -0.040170 -0.238780 -0.422906 0.389611 \n",
"6 1 ... -0.035899 -0.235535 -0.040234 -0.140574 -0.082404 0.349936 \n",
"7 1 ... 0.115494 -0.327065 0.043555 -0.030760 0.041345 0.180512 \n",
"8 6 ... -0.122959 0.072157 0.020230 -0.053732 0.094521 -0.187271 \n",
"9 6 ... -0.373615 -0.250510 -0.005758 -0.045292 0.006606 -0.232932 \n",
"10 6 ... -0.232485 -0.483607 -0.127190 0.141672 -0.123849 -0.061793 \n",
"11 2 ... 0.655094 -0.377616 0.076269 -0.385426 -0.374174 0.053649 \n",
"12 2 ... 0.173377 -0.904719 0.157745 0.145582 0.036463 0.665561 \n",
"13 3 ... 0.148570 -0.224825 -0.010253 0.323019 -0.217765 0.733295 \n",
"14 2 ... -0.074675 -0.029852 -0.262584 -0.234964 -0.362604 0.350532 \n",
"15 3 ... 0.011028 -0.445420 0.073894 -0.124301 -0.183236 0.692958 \n",
"16 1 ... 0.230030 -0.413446 0.279083 -0.241100 0.201081 0.032726 \n",
"17 2 ... -0.218775 -0.322237 -0.030016 -0.624064 -0.226248 0.101354 \n",
"18 1 ... -0.464822 0.137165 0.049098 0.158988 0.096577 -0.005644 \n",
"19 1 ... 0.317415 -0.554577 0.110801 0.044453 -0.034393 0.588492 \n",
"20 1 ... -0.010902 0.151436 0.104314 0.136530 -0.127449 -0.110057 \n",
"21 1 ... 0.109147 -0.628090 0.185574 0.038300 0.103509 0.463687 \n",
"22 1 ... 0.339983 -0.594855 0.067261 -0.181778 -0.295017 0.327143 \n",
"23 1 ... -0.278556 -0.306051 -0.107831 -0.450170 -0.351010 -0.072788 \n",
"24 2 ... 0.366921 -0.604069 0.033955 -0.264305 -0.230670 0.213685 \n",
"\n",
" 99 Entire home/apt Private room Shared room \n",
"0 0.013169 0 1 0 \n",
"1 0.010570 1 0 0 \n",
"2 0.000000 0 1 0 \n",
"3 0.181182 0 1 0 \n",
"4 -0.150912 1 0 0 \n",
"5 0.214279 1 0 0 \n",
"6 0.059281 1 0 0 \n",
"7 0.161160 1 0 0 \n",
"8 0.078008 0 1 0 \n",
"9 -0.009815 0 1 0 \n",
"10 -0.233471 0 1 0 \n",
"11 -0.045552 1 0 0 \n",
"12 -0.102518 0 1 0 \n",
"13 -0.004604 0 1 0 \n",
"14 0.215757 0 1 0 \n",
"15 0.171717 0 1 0 \n",
"16 0.165443 0 1 0 \n",
"17 -0.104714 1 0 0 \n",
"18 0.217101 0 1 0 \n",
"19 0.028199 1 0 0 \n",
"20 -0.097239 0 1 0 \n",
"21 0.215846 1 0 0 \n",
"22 -0.007401 1 0 0 \n",
"23 0.072728 1 0 0 \n",
"24 0.186723 0 1 0 \n",
"\n",
"[25 rows x 116 columns]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Посмотрим на пропуски\n",
"df[:25]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# Смело заполняем пропуски в 'reviews_per_month' нулями\n",
"df['reviews_per_month'] = df['reviews_per_month'].fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"# Переходим к столбцу 'last_review'\n",
"# самый свежий отзыв от '2019-07-08 00:00:00'\n",
"date_now = datetime(2019,7,10)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# Заполняем строкой такого же типа\n",
"df['last_review'] = df['last_review'].fillna(date_now.strftime('%Y-%m-%d'))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Конвертируем в объект datetime\n",
"df['last_review'] = df['last_review'].apply(lambda x: datetime.strptime(x, '%Y-%m-%d'))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# Находим количество дней с момента последнего отзыва\n",
"df['days_from_last_review'] = df['last_review'].apply(lambda x: (date_now - x).days)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 20104.000000\n",
"mean 235.014922\n",
"std 394.325437\n",
"min 0.000000\n",
"25% 8.000000\n",
"50% 31.000000\n",
"75% 282.000000\n",
"max 3026.000000\n",
"Name: days_from_last_review, dtype: float64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 7: 25%\n",
"# 30: 50%\n",
"# 281: 75%\n",
"df['days_from_last_review'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"def days_from_last_review_to_category(days):\n",
" if days==0: return 0\n",
" elif days< 8: return 1\n",
" elif days < 31: return 2\n",
" elif days < 282: return 3\n",
" else: return 4"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# Формируем категориальный признак давности последнего отзыва\n",
"df['category_last_review'] = df['days_from_last_review'].apply(days_from_last_review_to_category)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cat_0</th>\n",
" <th>cat_1</th>\n",
" <th>cat_2</th>\n",
" <th>cat_3</th>\n",
" <th>cat_4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
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" <td>0</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20099</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20100</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20101</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20102</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20103</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>20104 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" cat_0 cat_1 cat_2 cat_3 cat_4\n",
"0 0 0 0 1 0\n",
"1 0 1 0 0 0\n",
"2 0 0 0 0 1\n",
"3 0 0 1 0 0\n",
"4 0 0 1 0 0\n",
"... ... ... ... ... ...\n",
"20099 1 0 0 0 0\n",
"20100 1 0 0 0 0\n",
"20101 1 0 0 0 0\n",
"20102 1 0 0 0 0\n",
"20103 1 0 0 0 0\n",
"\n",
"[20104 rows x 5 columns]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.get_dummies(df.category_last_review, prefix='cat')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"# Выполняем OHE\n",
"df = df.join(pd.get_dummies(df.category_last_review, prefix='cat_review'))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# Удаляем все лишнее\n",
"df.drop(['category_last_review', 'days_from_last_review', 'last_review'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# Доступен ли номер вообще\n",
"df['is_available'] = df['availability_365'].apply(lambda x: 1 if x > 0 else 0)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" <th>objects</th>\n",
" <th>one_or_many</th>\n",
" <th>...</th>\n",
" <th>99</th>\n",
" <th>Entire home/apt</th>\n",
" <th>Private room</th>\n",
" <th>Shared room</th>\n",
" <th>cat_review_0</th>\n",
" <th>cat_review_1</th>\n",
" <th>cat_review_2</th>\n",
" <th>cat_review_3</th>\n",
" <th>cat_review_4</th>\n",
" <th>is_available</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.013169</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0.010570</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>40.68688</td>\n",
" <td>-73.95596</td>\n",
" <td>60</td>\n",
" <td>45</td>\n",
" <td>49</td>\n",
" <td>0.40</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>40.66829</td>\n",
" <td>-73.98779</td>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>167</td>\n",
" <td>1.34</td>\n",
" <td>3</td>\n",
" <td>314</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.181182</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>40.70837</td>\n",
" <td>-73.95352</td>\n",
" <td>140</td>\n",
" <td>2</td>\n",
" <td>148</td>\n",
" <td>1.20</td>\n",
" <td>1</td>\n",
" <td>46</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>-0.150912</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 121 columns</p>\n",
"</div>"
],
"text/plain": [
" latitude longitude price minimum_nights number_of_reviews \\\n",
"0 40.64749 -73.97237 149 1 9 \n",
"1 40.68514 -73.95976 89 1 270 \n",
"2 40.68688 -73.95596 60 45 49 \n",
"3 40.66829 -73.98779 89 4 167 \n",
"4 40.70837 -73.95352 140 2 148 \n",
"\n",
" reviews_per_month calculated_host_listings_count availability_365 \\\n",
"0 0.21 6 365 \n",
"1 4.64 1 194 \n",
"2 0.40 1 0 \n",
"3 1.34 3 314 \n",
"4 1.20 1 46 \n",
"\n",
" objects one_or_many ... 99 Entire home/apt Private room \\\n",
"0 6 1 ... 0.013169 0 1 \n",
"1 1 0 ... 0.010570 1 0 \n",
"2 1 0 ... 0.000000 0 1 \n",
"3 3 1 ... 0.181182 0 1 \n",
"4 1 0 ... -0.150912 1 0 \n",
"\n",
" Shared room cat_review_0 cat_review_1 cat_review_2 cat_review_3 \\\n",
"0 0 0 0 0 1 \n",
"1 0 0 1 0 0 \n",
"2 0 0 0 0 0 \n",
"3 0 0 0 1 0 \n",
"4 0 0 0 1 0 \n",
"\n",
" cat_review_4 is_available \n",
"0 0 1 \n",
"1 0 1 \n",
"2 1 0 \n",
"3 0 1 \n",
"4 0 1 \n",
"\n",
"[5 rows x 121 columns]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Промежуточный итог\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Используем широту и долготу как фичи"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# Загружаем граф Brooklyn\n",
"G = ox.graph_from_place('Brooklyn, New York, USA', network_type='walk')"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 477.683x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Выводим картинку\n",
"fig, ax = ox.plot_graph(G)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# Координаты МОСТА\n",
"latitude_CENTER = 40.702300\n",
"longtitude_CENTER = -73.989768"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.8/site-packages/osmnx/plot.py:55: UserWarning: The fig_height, fig_width parameter(s) have been deprecated and will be removed in the next release. Note, fig_height and fig_width are replaced by the figsize parameter, use that instead. \n",
" warnings.warn(msg)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Посмотрит на объекты на карте\n",
"fig, ax = ox.plot_graph(\n",
" G, fig_height=10, fig_width=10, \n",
" show=False, close=False\n",
" )\n",
"ax.scatter(longtitude_CENTER,latitude_CENTER, c='black', s=500)#, alpha=0.3)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Изобразим карту пешей доступности"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"G = ox.add_edge_speeds(G)\n",
"G = ox.add_edge_travel_times(G)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"trip_times = [15, 30, 45, 60] # в минутах\n",
"travel_speed = 4.5 # средняя скорость\n",
"\n",
"meters_per_minute = travel_speed * 1000 / 60 # переводим в метры в минуту\n",
"for u, v, k, data in G.edges(data=True, keys=True):\n",
" data['time'] = data['length'] / meters_per_minute"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"# формируем центральную точку\n",
"CENTER_point = latitude_CENTER, longtitude_CENTER"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"#https://osmnx.readthedocs.io/en/stable/osmnx.html - документация библиотеки osmnx\n",
"center_node = ox.get_nearest_node(G, CENTER_point)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import Point, LineString, Polygon\n",
"import geopandas as gpd\n",
"\n",
"isochrone_polys = []\n",
"for trip_time in sorted(trip_times, reverse=True):\n",
" subgraph = nx.ego_graph(G, center_node, radius=trip_time, distance='time')\n",
" node_points = [Point((data['x'], data['y'])) for node, data in subgraph.nodes(data=True)]\n",
" bounding_poly = gpd.GeoSeries(node_points).unary_union.convex_hull\n",
" isochrone_polys.append(bounding_poly)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"iso_colors = ox.plot.get_colors(n=len(trip_times), cmap='plasma', start=0, return_hex=True)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 477.683x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the network then add isochrones as colored descartes polygon patches\n",
"fig, ax = ox.plot_graph(G, show=False, close=False, edge_color='#999999', edge_alpha=0.2,\n",
" node_size=0, bgcolor='k')\n",
"for polygon, fc in zip(isochrone_polys, iso_colors):\n",
" patch = PolygonPatch(polygon, fc=fc, ec='none', alpha=0.6, zorder=-1)\n",
" ax.add_patch(patch)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 57s, sys: 11.7 s, total: 2min 9s\n",
"Wall time: 2min 13s\n"
]
}
],
"source": [
"# Найдем вершины графа, которые соответствуют значениям географических координат\n",
"%time nearest_edges = ox.get_nearest_edges(G, df['longitude'], df['latitude'], method='balltree')"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"nearest_edge_CENTER = ox.get_nearest_edge(G, CENTER_point)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# найдем длину путей от всех квартир до выбранной точки\n",
"route_lengths = []\n",
"for i in range(len(df)):\n",
" route = nx.shortest_path(G, nearest_edge_CENTER[0], nearest_edges[i][0])\n",
" route_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route, 'length')))\n",
" route_lengths.append(route_length)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"# будем полагать, что пешая доступность - это все, что в пределах 3-й зоны, то есть в 45 минутах хотьбы\n",
"# 4500*0,75 = 3375"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"# формируем столбец с длинами пути\n",
"df['route_lengths'] = route_lengths"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"# фича в пешей доступности выбранная точка или нет\n",
"df['get_on_foot'] = df['route_lengths'].apply(lambda x: 1 if x < 3375 else 0)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"# удаляем все лишнее\n",
"df.drop(['route_lengths','latitude', 'longitude'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"# удаляем все лишнее\n",
"df.drop(['name_clean','name_clean_vec'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" <th>objects</th>\n",
" <th>one_or_many</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>...</th>\n",
" <th>Entire home/apt</th>\n",
" <th>Private room</th>\n",
" <th>Shared room</th>\n",
" <th>cat_review_0</th>\n",
" <th>cat_review_1</th>\n",
" <th>cat_review_2</th>\n",
" <th>cat_review_3</th>\n",
" <th>cat_review_4</th>\n",
" <th>is_available</th>\n",
" <th>get_on_foot</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>-0.144076</td>\n",
" <td>0.338410</td>\n",
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" <td>1</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.044126</td>\n",
" <td>-0.061457</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>60</td>\n",
" <td>45</td>\n",
" <td>49</td>\n",
" <td>0.40</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>89</td>\n",
" <td>4</td>\n",
" <td>167</td>\n",
" <td>1.34</td>\n",
" <td>3</td>\n",
" <td>314</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0.009400</td>\n",
" <td>0.224542</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>140</td>\n",
" <td>2</td>\n",
" <td>148</td>\n",
" <td>1.20</td>\n",
" <td>1</td>\n",
" <td>46</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.407901</td>\n",
" <td>-0.206108</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" </tbody>\n",
"</table>\n",
"<p>5 rows × 118 columns</p>\n",
"</div>"
],
"text/plain": [
" price minimum_nights number_of_reviews reviews_per_month \\\n",
"0 149 1 9 0.21 \n",
"1 89 1 270 4.64 \n",
"2 60 45 49 0.40 \n",
"3 89 4 167 1.34 \n",
"4 140 2 148 1.20 \n",
"\n",
" calculated_host_listings_count availability_365 objects one_or_many \\\n",
"0 6 365 6 1 \n",
"1 1 194 1 0 \n",
"2 1 0 1 0 \n",
"3 3 314 3 1 \n",
"4 1 46 1 0 \n",
"\n",
" 0 1 ... Entire home/apt Private room Shared room \\\n",
"0 -0.144076 0.338410 ... 0 1 0 \n",
"1 0.044126 -0.061457 ... 1 0 0 \n",
"2 0.000000 0.000000 ... 0 1 0 \n",
"3 0.009400 0.224542 ... 0 1 0 \n",
"4 0.407901 -0.206108 ... 1 0 0 \n",
"\n",
" cat_review_0 cat_review_1 cat_review_2 cat_review_3 cat_review_4 \\\n",
"0 0 0 0 1 0 \n",
"1 0 1 0 0 0 \n",
"2 0 0 0 0 1 \n",
"3 0 0 1 0 0 \n",
"4 0 0 1 0 0 \n",
"\n",
" is_available get_on_foot \n",
"0 1 0 \n",
"1 1 0 \n",
"2 0 0 \n",
"3 1 0 \n",
"4 1 0 \n",
"\n",
"[5 rows x 118 columns]"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# что получилось\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Обучим линейную регрессию"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"y = df['price']+0.001\n",
"X = df.drop(['price'], axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Нормировка"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"scaler = StandardScaler()\n",
"list_to_norm = ['minimum_nights','number_of_reviews','reviews_per_month', 'calculated_host_listings_count', 'availability_365', 'objects']\n",
"list_binary_features = ['Entire home/apt', 'Private room', 'Shared room', 'cat_review_0', 'cat_review_1', 'cat_review_2','cat_review_3', 'cat_review_4', 'is_available', 'get_on_foot','one_or_many']\n",
"list_text = ['name_clean_list']\n",
"# Отделяем, что нормировать\n",
"X_train_to_norm = X_train[list_to_norm]\n",
"X_test_to_norm = X_test[list_to_norm]\n",
"\n",
"# Нормируем, что нормируется\n",
"X_train_to_norm = scaler.fit_transform(X_train_to_norm)\n",
"X_test_to_norm = scaler.transform(X_test_to_norm)\n",
"\n",
"# Конкатенируем с бинарными и текстовыми\n",
"X_train_final = np.c_[X_train_to_norm, np.array(X_train[list_binary_features]), np.array(X_train[range(0,100)])]\n",
"X_test_final = np.c_[X_test_to_norm, np.array(X_test[list_binary_features]), np.array(X_test[range(0,100)])]\n",
"\n",
"# Логорифмируем таргет\n",
"y_train_log = np.array(np.log(y_train))\n",
"y_test_log = np.array(np.log(y_test))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train_final = pd.DataFrame(X_train_final, columns = list_to_norm+list_binary_features + ['text_'+str(i) for i in range(0,100)])\n",
"X_test_final = pd.DataFrame(X_test_final, columns = list_to_norm+list_binary_features + ['text_'+str(i) for i in range(0,100)])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train_final['name'] = X_train['name_clean_list']\n",
"X_test_final['name'] = X_test['name_clean_list']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Проверяем размерности\n",
"print(X_train_final.shape,X_test_final.shape, y_train_log.shape,y_test_log.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Обучаем линейную регрессию\n",
"from sklearn.linear_model import LinearRegression\n",
"reg = LinearRegression().fit(X_train_final, y_train_log)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Предикт\n",
"y_predict = reg.predict(X_test_final)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Делаем экспоненцирование\n",
"y_predict_exp = np.exp(y_predict).reshape((y_predict.shape[0],))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Форматируем вывод до 3х знаков после запятой\n",
"np.set_printoptions(formatter={'float': lambda x: \"{0:0.3f}\".format(x)})\n",
"y_test_numpy = np.array(y_test)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Смотрим глазами какой реальный предикт\n",
"N1 = 0\n",
"N2 = 30\n",
"print(np.c_[y_predict_exp[N1:N2], y_test_numpy[N1:N2]])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Смотрим глазами какой реальный предикт\n",
"N1 = 0\n",
"N2 = 30\n",
"print(np.c_[y_predict_exp[N1:N2], y_test_numpy[N1:N2]])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Выведем значение метрики MAE (средее абсолютная ошибка)\n",
"from sklearn.metrics import mean_absolute_error\n",
"print(f'MAE: {mean_absolute_error(y_predict_exp, y_test_numpy)}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
"\n",
"С чем сравнить полученный результат?\n",
"Сделаем предсказание наивной моделью: \n",
"зададим значения цен каждого объекта\n",
"средним значением по всем ценам\n",
"\n",
"'''\n",
"\n",
"y_mean = [y_test_numpy.mean() for _ in range(len(y_test_numpy))]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"y_mean[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import mean_absolute_error\n",
"print(f'MAE: {mean_absolute_error(y_mean, y_test_numpy)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Видим, что построенная простая регрессия лучше)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Обучаем Catboost"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install catboost"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from catboost import CatBoostRegressor, Pool\n",
"text_cols = ['name']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train_final['name']=X_train_final['name'].astype(\"string\")\n",
"X_test_final['name']=X_test_final['name'].astype(\"string\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train_final.columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train_final.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"train_pool = Pool(\n",
" X_train_final, \n",
" y_train_log, \n",
" text_features=text_cols,\n",
" feature_names=list(X_train_final.columns)\n",
" )\n",
"test_pool = Pool(\n",
" X_test_final, \n",
" y_test_log, \n",
" text_features=text_cols,\n",
" feature_names=list(X_test_final.columns)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"catboost_params = {\n",
" 'iterations': 1000,\n",
" 'learning_rate': 0.1,\n",
" #'eval_metric': 'Logloss',\n",
" #'task_type': 'GPU',\n",
" 'early_stopping_rounds': 10,\n",
" 'use_best_model': True,\n",
" 'verbose': 100\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"model.fit(train_pool, eval_set=valid_pool)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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