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This commit is contained in:
Austin
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@relation 'algorithms_test'
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@attribute a0 {TRUE,FALSE}
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@attribute a1 {FALSE,TRUE}
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@attribute class {c0,c1}
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@data
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a0,a1,class
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@relation 'algorithms_train'
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@attribute a0 {TRUE,FALSE}
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@attribute a1 {FALSE,TRUE}
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@attribute class {c0,c1}
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@data
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TRUE,FALSE,c0
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TRUE,FALSE,c0
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TRUE,TRUE,c0
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TRUE,TRUE,c0
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a0,a1,class
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TRUE,FALSE,c0
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FALSE,FALSE,c1
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@@ -0,0 +1,14 @@
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@relation 'algorithms_test'
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@attribute a0 {TRUE,FALSE}
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@attribute a1 {FALSE,TRUE}
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@attribute class {c0,c1}
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@data
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TRUE,FALSE,c0
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TRUE,FALSE,c0
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TRUE,TRUE,c0
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TRUE,TRUE,c0
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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||||
"df = pd.read_csv('rental_df_clean1.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
|
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{
|
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"data": {
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"text/html": [
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||||
"<div>\n",
|
||||
"<style scoped>\n",
|
||||
" .dataframe tbody tr th:only-of-type {\n",
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||||
" vertical-align: middle;\n",
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||||
" }\n",
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"\n",
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||||
" .dataframe tbody tr th {\n",
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||||
" vertical-align: top;\n",
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||||
" }\n",
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"\n",
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||||
" .dataframe thead th {\n",
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||||
" 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>Available date</th>\n",
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||||
" <th>Floor</th>\n",
|
||||
" <th>Kitchen type</th>\n",
|
||||
" <th>Bedrooms</th>\n",
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||||
" <th>Dressing room</th>\n",
|
||||
" <th>Bathrooms</th>\n",
|
||||
" <th>Toilets</th>\n",
|
||||
" <th>Office</th>\n",
|
||||
" <th>Professional space</th>\n",
|
||||
" <th>Small pet-friendly</th>\n",
|
||||
" <th>Armored door</th>\n",
|
||||
" <th>Primary energy consumption</th>\n",
|
||||
" <th>Energy class</th>\n",
|
||||
" <th>Reference number of the EPC report</th>\n",
|
||||
" <th>CO₂ emission</th>\n",
|
||||
" <th>Yearly theoretical total energy consumption</th>\n",
|
||||
" <th>Heating type</th>\n",
|
||||
" <th>Heat pump</th>\n",
|
||||
" <th>Photovoltaic solar panels</th>\n",
|
||||
" <th>Thermic solar panels</th>\n",
|
||||
" <th>Common water heater</th>\n",
|
||||
" <th>Double glazing</th>\n",
|
||||
" <th>Type of building</th>\n",
|
||||
" <th>Tenement building</th>\n",
|
||||
" <th>space</th>\n",
|
||||
" <th>address</th>\n",
|
||||
" <th>listing_type</th>\n",
|
||||
" <th>Number of floors</th>\n",
|
||||
" <th>Number of frontages</th>\n",
|
||||
" <th>Outdoor parking spaces</th>\n",
|
||||
" <th>Living area</th>\n",
|
||||
" <th>Living room surface</th>\n",
|
||||
" <th>Bedroom 1 surface</th>\n",
|
||||
" <th>Bedroom 2 surface</th>\n",
|
||||
" <th>Furnished</th>\n",
|
||||
" <th>Terrace surface</th>\n",
|
||||
" <th>Intercom</th>\n",
|
||||
" <th>Visio phone</th>\n",
|
||||
" <th>As built plan</th>\n",
|
||||
" <th>Address</th>\n",
|
||||
" <th>Website</th>\n",
|
||||
" <th>External reference</th>\n",
|
||||
" <th>agency</th>\n",
|
||||
" <th>Construction year</th>\n",
|
||||
" <th>Building condition</th>\n",
|
||||
" <th>Living room</th>\n",
|
||||
" <th>Dining room</th>\n",
|
||||
" <th>Laundry room</th>\n",
|
||||
" <th>Basement</th>\n",
|
||||
" <th>Terrace orientation</th>\n",
|
||||
" <th>...</th>\n",
|
||||
" <th>Internet</th>\n",
|
||||
" <th>Conformity certification for fuel tanks</th>\n",
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||||
" <th>Possible priority purchase right</th>\n",
|
||||
" <th>Available as of</th>\n",
|
||||
" <th>Street frontage width</th>\n",
|
||||
" <th>description</th>\n",
|
||||
" <th>Kitchen surface</th>\n",
|
||||
" <th>Basement surface</th>\n",
|
||||
" <th>Neighbourhood or locality</th>\n",
|
||||
" <th>How many fireplaces?</th>\n",
|
||||
" <th>Terrace</th>\n",
|
||||
" <th>Garden surface</th>\n",
|
||||
" <th>Garden orientation</th>\n",
|
||||
" <th>Planning permission obtained</th>\n",
|
||||
" <th>Subdivision permit</th>\n",
|
||||
" <th>Shower rooms</th>\n",
|
||||
" <th>Flood zone type</th>\n",
|
||||
" <th>Surroundings type</th>\n",
|
||||
" <th>Virtual visit</th>\n",
|
||||
" <th>Property name</th>\n",
|
||||
" <th>Covered parking spaces</th>\n",
|
||||
" <th>Proceedings for breach of planning regulations</th>\n",
|
||||
" <th>Professional space surface</th>\n",
|
||||
" <th>Obligation to build</th>\n",
|
||||
" <th>Attic surface</th>\n",
|
||||
" <th>Bedroom 3 surface</th>\n",
|
||||
" <th>Office surface</th>\n",
|
||||
" <th>Attic</th>\n",
|
||||
" <th>Surface of the plot</th>\n",
|
||||
" <th>Connection to sewer network</th>\n",
|
||||
" <th>Gas, water & electricity</th>\n",
|
||||
" <th>Total ground floor buildable</th>\n",
|
||||
" <th>Latest land use designation</th>\n",
|
||||
" <th>Garden</th>\n",
|
||||
" <th>E-level (overall energy performance)</th>\n",
|
||||
" <th>Agent's name</th>\n",
|
||||
" <th>Land is facing street</th>\n",
|
||||
" <th>Wooded land</th>\n",
|
||||
" <th>Plot at rear</th>\n",
|
||||
" <th>Flat land</th>\n",
|
||||
" <th>Bedroom 4 surface</th>\n",
|
||||
" <th>EPC description</th>\n",
|
||||
" <th>Bedroom 5 surface</th>\n",
|
||||
" <th>Width of the lot on the street</th>\n",
|
||||
" <th>Isolated</th>\n",
|
||||
" <th>Extra information</th>\n",
|
||||
" <th>Number of annexes</th>\n",
|
||||
" <th>Monthly Rental Price (€)</th>\n",
|
||||
" <th>Monthy Costs (€)</th>\n",
|
||||
" <th>Total Price (€)</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>January 31 2023 - 12:00 AM</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>USA installed</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Gas</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>All kind</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>1 bedroom</td>\n",
|
||||
" <td>1190 — Forest</td>\n",
|
||||
" <td>Apartment for rent</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>750</td>\n",
|
||||
" <td>30</td>\n",
|
||||
" <td>780</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>March 1 2023 - 12:00 AM</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>Installed</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Gas</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>2 bedrooms | 90 m²\\nsquare meters</td>\n",
|
||||
" <td>Ask for the exact address</td>\n",
|
||||
" <td>Apartment for rent</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>90 m²\\nsquare meters</td>\n",
|
||||
" <td>30 m²\\nsquare meters</td>\n",
|
||||
" <td>16 m²\\nsquare meters</td>\n",
|
||||
" <td>12 m²\\nsquare meters</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>10 m²\\nsquare meters</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Rue Des Carmélites 88\\n1180 - Uccle</td>\n",
|
||||
" <td>http://www.immofadan.be</td>\n",
|
||||
" <td>15274JADS</td>\n",
|
||||
" <td>IMMO FADAN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1,150</td>\n",
|
||||
" <td>200</td>\n",
|
||||
" <td>1,350</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>April 1 2023 - 12:00 AM</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>USA hyper equipped</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>242 kWh/m²\\nkilowatt hour per square meters</td>\n",
|
||||
" <td>E</td>\n",
|
||||
" <td>20130605-0000169186-01-4</td>\n",
|
||||
" <td>52 kg CO₂/m²</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Gas</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>All kind</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>2 bedrooms | 90 m²\\nsquare meters</td>\n",
|
||||
" <td>1040 — Etterbeek</td>\n",
|
||||
" <td>Apartment for rent</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>90 m²\\nsquare meters</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>16 m²\\nsquare meters</td>\n",
|
||||
" <td>10 m²\\nsquare meters</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>3 m²\\nsquare meters</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1970.0</td>\n",
|
||||
" <td>Good</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>South East</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1,200</td>\n",
|
||||
" <td>80</td>\n",
|
||||
" <td>1,280</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>Installed</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>542 kWh/m²\\nkilowatt hour per square meters</td>\n",
|
||||
" <td>G</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>109 kg CO₂/m²</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Gas</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>2 bedrooms | 75 m²\\nsquare meters</td>\n",
|
||||
" <td>Ask for the exact address</td>\n",
|
||||
" <td>Apartment for rent</td>\n",
|
||||
" <td>3.0</td>\n",
|
||||
" <td>2.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>75 m²\\nsquare meters</td>\n",
|
||||
" <td>22 m²\\nsquare meters</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Avenue Broqueville 1\\n1150 - Woluwe-Saint-Pierre</td>\n",
|
||||
" <td>http://www.macnash.com</td>\n",
|
||||
" <td>267766 - 5100893</td>\n",
|
||||
" <td>Macnash Montgomery</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Good</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Immediately</td>\n",
|
||||
" <td>15 m</td>\n",
|
||||
" <td>Between Malou park and Sources park, in a quie...</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>1,050</td>\n",
|
||||
" <td>50</td>\n",
|
||||
" <td>1,100</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>4.0</td>\n",
|
||||
" <td>Hyper equipped</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Not specified</td>\n",
|
||||
" <td>Gas</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>All kind</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>1 bedroom | 70 m²\\nsquare meters</td>\n",
|
||||
" <td>1060 — Saint-Gilles</td>\n",
|
||||
" <td>Apartment for rent</td>\n",
|
||||
" <td>1.0</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>70 m²\\nsquare meters</td>\n",
|
||||
" <td>20 m²\\nsquare meters</td>\n",
|
||||
" <td>14 m²\\nsquare meters</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>12 m²\\nsquare meters</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Yes</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>North West</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>No</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Immediately</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>Furnished flat in Saint Gilles to rent. Great ...</td>\n",
|
||||
" <td>8 m²\\nsquare meters</td>\n",
|
||||
" <td>10 m²\\nsquare meters</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>960</td>\n",
|
||||
" <td>80</td>\n",
|
||||
" <td>1040</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>5 rows × 109 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" Available date Floor Kitchen type Bedrooms \\\n",
|
||||
"0 January 31 2023 - 12:00 AM 2.0 USA installed 1.0 \n",
|
||||
"1 March 1 2023 - 12:00 AM 3.0 Installed 2.0 \n",
|
||||
"2 April 1 2023 - 12:00 AM 3.0 USA hyper equipped 2.0 \n",
|
||||
"3 NaN 3.0 Installed 2.0 \n",
|
||||
"4 NaN 4.0 Hyper equipped 1.0 \n",
|
||||
"\n",
|
||||
" Dressing room Bathrooms Toilets Office Professional space \\\n",
|
||||
"0 No 1.0 1.0 No No \n",
|
||||
"1 NaN 1.0 1.0 NaN NaN \n",
|
||||
"2 No 1.0 1.0 No No \n",
|
||||
"3 NaN 1.0 1.0 NaN NaN \n",
|
||||
"4 No 1.0 1.0 No No \n",
|
||||
"\n",
|
||||
" Small pet-friendly Armored door \\\n",
|
||||
"0 No No \n",
|
||||
"1 NaN NaN \n",
|
||||
"2 No No \n",
|
||||
"3 NaN NaN \n",
|
||||
"4 No No \n",
|
||||
"\n",
|
||||
" Primary energy consumption Energy class \\\n",
|
||||
"0 Not specified Not specified \n",
|
||||
"1 Not specified Not specified \n",
|
||||
"2 242 kWh/m²\\nkilowatt hour per square meters E \n",
|
||||
"3 542 kWh/m²\\nkilowatt hour per square meters G \n",
|
||||
"4 Not specified Not specified \n",
|
||||
"\n",
|
||||
" Reference number of the EPC report CO₂ emission \\\n",
|
||||
"0 Not specified Not specified \n",
|
||||
"1 Not specified Not specified \n",
|
||||
"2 20130605-0000169186-01-4 52 kg CO₂/m² \n",
|
||||
"3 Not specified 109 kg CO₂/m² \n",
|
||||
"4 Not specified Not specified \n",
|
||||
"\n",
|
||||
" Yearly theoretical total energy consumption Heating type Heat pump \\\n",
|
||||
"0 Not specified Gas No \n",
|
||||
"1 Not specified Gas No \n",
|
||||
"2 Not specified Gas No \n",
|
||||
"3 Not specified Gas NaN \n",
|
||||
"4 Not specified Gas No \n",
|
||||
"\n",
|
||||
" Photovoltaic solar panels Thermic solar panels Common water heater \\\n",
|
||||
"0 No No No \n",
|
||||
"1 No No NaN \n",
|
||||
"2 No No No \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 No No No \n",
|
||||
"\n",
|
||||
" Double glazing Type of building Tenement building \\\n",
|
||||
"0 Yes All kind No \n",
|
||||
"1 No NaN No \n",
|
||||
"2 Yes All kind No \n",
|
||||
"3 NaN NaN No \n",
|
||||
"4 No All kind No \n",
|
||||
"\n",
|
||||
" space address \\\n",
|
||||
"0 1 bedroom 1190 — Forest \n",
|
||||
"1 2 bedrooms | 90 m²\\nsquare meters Ask for the exact address \n",
|
||||
"2 2 bedrooms | 90 m²\\nsquare meters 1040 — Etterbeek \n",
|
||||
"3 2 bedrooms | 75 m²\\nsquare meters Ask for the exact address \n",
|
||||
"4 1 bedroom | 70 m²\\nsquare meters 1060 — Saint-Gilles \n",
|
||||
"\n",
|
||||
" listing_type Number of floors Number of frontages \\\n",
|
||||
"0 Apartment for rent NaN NaN \n",
|
||||
"1 Apartment for rent 3.0 2.0 \n",
|
||||
"2 Apartment for rent 3.0 2.0 \n",
|
||||
"3 Apartment for rent 3.0 2.0 \n",
|
||||
"4 Apartment for rent 1.0 NaN \n",
|
||||
"\n",
|
||||
" Outdoor parking spaces Living area Living room surface \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 1.0 90 m²\\nsquare meters 30 m²\\nsquare meters \n",
|
||||
"2 NaN 90 m²\\nsquare meters NaN \n",
|
||||
"3 NaN 75 m²\\nsquare meters 22 m²\\nsquare meters \n",
|
||||
"4 NaN 70 m²\\nsquare meters 20 m²\\nsquare meters \n",
|
||||
"\n",
|
||||
" Bedroom 1 surface Bedroom 2 surface Furnished Terrace surface \\\n",
|
||||
"0 NaN NaN NaN NaN \n",
|
||||
"1 16 m²\\nsquare meters 12 m²\\nsquare meters No 10 m²\\nsquare meters \n",
|
||||
"2 16 m²\\nsquare meters 10 m²\\nsquare meters NaN 3 m²\\nsquare meters \n",
|
||||
"3 NaN NaN No NaN \n",
|
||||
"4 14 m²\\nsquare meters NaN Yes 12 m²\\nsquare meters \n",
|
||||
"\n",
|
||||
" Intercom Visio phone As built plan \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 Yes Yes No \n",
|
||||
"2 Yes No NaN \n",
|
||||
"3 NaN NaN No \n",
|
||||
"4 No No NaN \n",
|
||||
"\n",
|
||||
" Address Website \\\n",
|
||||
"0 NaN NaN \n",
|
||||
"1 Rue Des Carmélites 88\\n1180 - Uccle http://www.immofadan.be \n",
|
||||
"2 NaN NaN \n",
|
||||
"3 Avenue Broqueville 1\\n1150 - Woluwe-Saint-Pierre http://www.macnash.com \n",
|
||||
"4 NaN NaN \n",
|
||||
"\n",
|
||||
" External reference agency Construction year \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 15274JADS IMMO FADAN NaN \n",
|
||||
"2 NaN NaN 1970.0 \n",
|
||||
"3 267766 - 5100893 Macnash Montgomery NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Building condition Living room Dining room Laundry room Basement \\\n",
|
||||
"0 NaN NaN NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN NaN NaN \n",
|
||||
"2 Good Yes Yes Yes Yes \n",
|
||||
"3 Good NaN NaN NaN Yes \n",
|
||||
"4 NaN NaN Yes NaN NaN \n",
|
||||
"\n",
|
||||
" Terrace orientation ... Internet Conformity certification for fuel tanks \\\n",
|
||||
"0 NaN ... NaN NaN \n",
|
||||
"1 NaN ... NaN NaN \n",
|
||||
"2 South East ... Yes No \n",
|
||||
"3 NaN ... NaN NaN \n",
|
||||
"4 North West ... No NaN \n",
|
||||
"\n",
|
||||
" Possible priority purchase right Available as of Street frontage width \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 No NaN NaN \n",
|
||||
"3 NaN Immediately 15 m \n",
|
||||
"4 NaN Immediately NaN \n",
|
||||
"\n",
|
||||
" description Kitchen surface \\\n",
|
||||
"0 NaN NaN \n",
|
||||
"1 NaN NaN \n",
|
||||
"2 NaN NaN \n",
|
||||
"3 Between Malou park and Sources park, in a quie... NaN \n",
|
||||
"4 Furnished flat in Saint Gilles to rent. Great ... 8 m²\\nsquare meters \n",
|
||||
"\n",
|
||||
" Basement surface Neighbourhood or locality How many fireplaces? \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 10 m²\\nsquare meters NaN NaN \n",
|
||||
"\n",
|
||||
" Terrace Garden surface Garden orientation Planning permission obtained \\\n",
|
||||
"0 NaN NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Subdivision permit Shower rooms Flood zone type Surroundings type \\\n",
|
||||
"0 NaN NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Virtual visit Property name Covered parking spaces \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Proceedings for breach of planning regulations Professional space surface \\\n",
|
||||
"0 NaN NaN \n",
|
||||
"1 NaN NaN \n",
|
||||
"2 NaN NaN \n",
|
||||
"3 NaN NaN \n",
|
||||
"4 NaN NaN \n",
|
||||
"\n",
|
||||
" Obligation to build Attic surface Bedroom 3 surface Office surface Attic \\\n",
|
||||
"0 NaN NaN NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Surface of the plot Connection to sewer network Gas, water & electricity \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Total ground floor buildable Latest land use designation Garden \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" E-level (overall energy performance) Agent's name Land is facing street \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Wooded land Plot at rear Flat land Bedroom 4 surface EPC description \\\n",
|
||||
"0 NaN NaN NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Bedroom 5 surface Width of the lot on the street Isolated \\\n",
|
||||
"0 NaN NaN NaN \n",
|
||||
"1 NaN NaN NaN \n",
|
||||
"2 NaN NaN NaN \n",
|
||||
"3 NaN NaN NaN \n",
|
||||
"4 NaN NaN NaN \n",
|
||||
"\n",
|
||||
" Extra information Number of annexes Monthly Rental Price (€) \\\n",
|
||||
"0 NaN NaN 750 \n",
|
||||
"1 NaN NaN 1,150 \n",
|
||||
"2 NaN NaN 1,200 \n",
|
||||
"3 NaN NaN 1,050 \n",
|
||||
"4 NaN NaN 960 \n",
|
||||
"\n",
|
||||
" Monthy Costs (€) Total Price (€) \n",
|
||||
"0 30 780 \n",
|
||||
"1 200 1,350 \n",
|
||||
"2 80 1,280 \n",
|
||||
"3 50 1,100 \n",
|
||||
"4 80 1040 \n",
|
||||
"\n",
|
||||
"[5 rows x 109 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df.head()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"df.drop_duplicates(inplace=True)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"df.to_csv('rental_df_clean2.csv')"
|
||||
]
|
||||
}
|
||||
],
|
||||
"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": "3.12.3"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
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Reference in New Issue
Block a user