python数据清洗工具、方法、过程整理归纳（六、数据清洗之数据预处理（一）——重复值处理、缺失值处理）
文章目录
- 7 数据预处理
- 7.1 重复值处理
- 7.2 缺失值处理
7 数据预处理
7.1 重复值处理
- 数据清洗一般从重复值和缺失值开始
- 重复值一般采用删除发来处理
- 但有些重复值不能删除，例如订单明细数据或交易明细数据等
import numpy as np
import pandas as pd
import os
os.chdir(r'D:\code\jupyter\course\代码和数据')
df = pd.read_csv('MotorcycleData.csv', encoding = 'gbk', na_values = 'Na')#把空字符串(Na)读成空值(NaN)
df.head()
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles $11,412 McHenry, Illinois, United States 2013.0 16,000 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition $17,200 Fort Recovery, Ohio, United States 2016.0 60 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN $3,872 Chicago, Illinois, United States 1970.0 25,763 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME $6,575 Green Bay, Wisconsin, United States 2009.0 33,142 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN $10,000 West Bend, Wisconsin, United States 2012.0 17,800 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 rows × 22 columns
df = pd.read_csv('MotorcycleData.csv', encoding = 'gbk', na_values = 'Used')#把(Used)读成空值(NaN)
df.head()
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 NaN mint!!! very low miles $11,412 McHenry, Illinois, United States 2013.0 16,000 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 NaN Perfect condition $17,200 Fort Recovery, Ohio, United States 2016.0 60 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 NaN NaN $3,872 Chicago, Illinois, United States 1970.0 25,763 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 NaN CLEAN TITLE READY TO RIDE HOME $6,575 Green Bay, Wisconsin, United States 2009.0 33,142 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 NaN NaN $10,000 West Bend, Wisconsin, United States 2012.0 17,800 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 rows × 22 columns
def f(x):
if '$' in str(x):
x = str(x).strip('$')#删除'$'字符
x = str(x).replace(',','')#去掉逗号
else:
x = str(x).replace(',','')
return float(x)
df['Price'] = df['Price'].apply(f)
df['Mileage'] = df['Mileage'].apply(f)
df.head()
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 rows × 22 columns
df.info()#价格和里程转化成了浮点型
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 7493 entries, 0 to 7492
Data columns (total 22 columns):
Condition 7493 non-null object
Condition_Desc 1656 non-null object
Price 7493 non-null float64
Location 7491 non-null object
Model_Year 7489 non-null float64
Mileage 7467 non-null float64
Exterior_Color 6778 non-null object
Make 7489 non-null object
Warranty 5108 non-null object
Model 7370 non-null object
Sub_Model 2426 non-null object
Type 6011 non-null object
Vehicle_Title 268 non-null object
OBO 7427 non-null object
Feedback_Perc 6611 non-null object
Watch_Count 3517 non-null object
N_Reviews 7487 non-null object
Seller_Status 6868 non-null object
Vehicle_Tile 7439 non-null object
Auction 7476 non-null object
Buy_Now 7256 non-null object
Bid_Count 2190 non-null float64
dtypes: float64(4), object(18)
memory usage: 1.3+ MB
pd.set_option('display.max_rows',100)#最多显示200行
df.duplicated()#对每一行做判断，有没有重复
0 False
1 False
2 False
3 False
4 False
5 False
6 False
7 False
8 False
9 False
10 False
11 False
12 False
13 False
14 False
15 False
16 False
17 False
18 False
19 False
20 False
21 False
22 False
23 False
24 False
25 False
26 False
27 False
28 False
29 False
30 False
31 False
32 False
33 False
34 False
35 False
36 False
37 False
38 False
39 False
40 False
41 False
42 False
43 False
44 False
45 False
46 False
47 False
48 False
49 False
...
7443 False
7444 False
7445 False
7446 False
7447 False
7448 False
7449 False
7450 False
7451 False
7452 False
7453 False
7454 False
7455 False
7456 False
7457 False
7458 False
7459 False
7460 False
7461 False
7462 False
7463 False
7464 False
7465 False
7466 False
7467 False
7468 False
7469 False
7470 False
7471 False
7472 False
7473 False
7474 False
7475 False
7476 False
7477 False
7478 False
7479 False
7480 False
7481 False
7482 False
7483 False
7484 False
7485 False
7486 False
7487 False
7488 False
7489 False
7490 False
7491 False
7492 False
Length: 7493, dtype: bool
any(df.duplicated())#只要里面有一个重复的，就会返回True
True
df[df.duplicated()]#把重复的行展示出来
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
57 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
63 Used NaN 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN TRUE 100 5< 111 Private Seller Clear False TRUE NaN
64 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 14 37 Private Seller Clear False TRUE NaN
67 Used NaN 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
103 Used NaN 10995.0 Delafield, Wisconsin, United States 2002.0 4185.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 91 Private Seller Clear False TRUE NaN
152 Used SLING SHOT SL LIMITED EDITION!! BLACK WITH RED... 17000.0 Plainfield, Illinois, United States 2016.0 11703.0 BLACK DIAMOND Other Makes Vehicle has an existing warranty SLINGSHOT ... NaN TRUE 100 31 390 Dealer Clear False TRUE NaN
155 Used NaN 6950.0 Schenectady, New York, United States 2006.0 65100.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 8< 1028 Dealer Clear False TRUE NaN
156 Used NaN 19600.0 Pierre, South Dakota, United States 2012.0 25976.0 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 40 NaN Clear True FALSE 59.0
157 Used NaN 49441.0 Gastonia, North Carolina, United States 2017.0 770.0 SILVER Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 19 1016 Dealer Clear False TRUE NaN
201 Used NaN 2247.0 Shawano, Wisconsin, United States 1976.0 13161.0 Brown Kawasaki Vehicle does NOT have an existing warranty KZ ... NaN FALSE 100 NaN 9 Private Seller Clear True FALSE 15.0
203 Used Excellent Condition. 13495.0 Zieglerville, Pennsylvania, United States 2015.0 15466.0 Vivid Black Harley-Davidson Unspecified Touring ... NaN TRUE 100 42 297819 Dealer Clear False TRUE NaN
204 New NaN 2887.0 South Haven, Michigan, United States 2017.0 1.0 Green or Gray Kawasaki Vehicle has an existing warranty Z 125 Pro ... NaN FALSE 100 NaN 876 Dealer Clear True FALSE 0.0
205 Used NaN 30663.0 Gastonia, North Carolina, United States 2016.0 6988.0 APPLE RED CANDY Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 7< 1016 Dealer Clear False TRUE NaN
219 Used NaN 1691.0 Lebanon, Pennsylvania, United States 1975.0 8603.0 NaN Kawasaki NaN Other ... NaN FALSE 100 NaN 210 NaN Clear True FALSE 14.0
227 Used NaN 7500.0 Portland, Oregon, United States 1942.0 10000.0 black Harley-Davidson none Other ... NaN TRUE 7.8 26 120 NaN Clear False TRUE NaN
232 Used NaN 12600.0 Rollinsford, New Hampshire, United States 1983.0 30.0 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 343 NaN Clear True FALSE 67.0
250 Used Owned by a local collector/enthusiast, this is... 10900.0 Saint Louis, Missouri, United States 2017.0 275.0 BLACK DENIM Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 10 65 Private Seller Clear True TRUE 3.0
251 Used NaN 2000.0 Canoga Park, California, United States 2006.0 90379.0 BLACK N WHITE BMW Vehicle has an existing warranty R-Series ... NaN FALSE >96 NaN 718 Dealer Clear True FALSE 10.0
264 Used NaN 25927.0 Gastonia, North Carolina, United States 2016.0 3755.0 BLACK & BLUE Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 14 1016 Dealer Clear False TRUE NaN
269 Used Only 8,912 miles. Beautiful bike. Mint. Fully ... 13495.0 Zieglerville, Pennsylvania, United States 2007.0 8912.0 Canyon Copper/Candy red Harley-Davidson Vehicle has an existing warranty Softail ... NaN TRUE 100 22 297819 Dealer Clear False TRUE NaN
270 Used NaN 401.0 Osceola, Indiana, United States 1985.0 78000.0 Burgundy Honda NaN Other ... NaN FALSE 100 NaN 293 NaN Clear True FALSE 23.0
275 Used NaN 6850.0 Rosedale, Maryland, United States 2005.0 29956.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 9.1 7< 218 Dealer Clear False TRUE NaN
279 Used NaN 12995.0 Hot Springs National Park, Arkansas, United St... 2005.0 4946.0 Indian Smoke Red Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 15 247 Private Seller Clear False TRUE NaN
281 Used NaN 5700.0 Des Plaines, Illinois, United States 1981.0 100.0 White Honda Unspecified Other ... NaN FALSE 100 18 778 Private Seller Clear True TRUE 0.0
300 Used NaN 34000.0 Riverside, California, United States 2013.0 7530.0 Yellow Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 37 Private Seller Clear True FALSE 0.0
306 Used NaN 9900.0 Bartlett, Illinois, United States 2007.0 26500.0 Metallic black Honda Vehicle does NOT have an existing warranty Gold Wing ... NaN TRUE 100 11 2 Private Seller Clear False TRUE NaN
350 Used Very clean, showroom condition 22500.0 Tampa, Florida, United States 2008.0 19998.0 Blue Harley-Davidson NaN Touring ... NaN TRUE 100 31 1 Dealer Clear False TRUE NaN
351 Used NaN 29900.0 Mahwah, New Jersey, United States 2016.0 703.0 Atomic Red with Candy Apple Red Flames Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE NaN 11 4 Private Seller Clear False TRUE NaN
353 Used NaN 29883.0 Gastonia, North Carolina, United States 2016.0 1835.0 ORANGE Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 6< 1016 Dealer Clear False TRUE NaN
355 Used NaN 2650.0 Punta Gorda, Florida, United States 2005.0 99546.0 Black Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 22 Dealer Clear True FALSE 6.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7154 New NaN 15199.0 Suncook, New Hampshire, United States 2015.0 0.0 MATT GRAPHITE Triumph NaN Thunderbird ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7163 New NaN 10400.0 Suncook, New Hampshire, United States 2017.0 0.0 JET BLACK Triumph NaN Bonneville ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7164 New NaN 10999.0 Suncook, New Hampshire, United States 2016.0 0.0 PURE WHITE Triumph NaN THRUXTON ... NaN FALSE 100 NaN 1978 Dealer Clear False FALSE NaN
7165 New NaN 10499.0 Suncook, New Hampshire, United States 2017.0 0.0 LAVA RED Triumph NaN Thunderbird ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7167 New NaN 9250.0 Suncook, New Hampshire, United States 2018.0 0.0 CRYSTAL WHITE Triumph NaN STREET TWIN W/ABS ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7176 New NaN 13250.0 Suncook, New Hampshire, United States 2017.0 0.0 COMPETITION GREEN W/GOLD TANK STRIPE Triumph NaN THRUXTON ... NaN FALSE 100 NaN 1978 Dealer Clear False FALSE NaN
7178 New NaN 10499.0 Suncook, New Hampshire, United States 2017.0 0.0 JET BLACK Triumph NaN Thunderbird ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7200 New NaN 9250.0 Suncook, New Hampshire, United States 2018.0 0.0 MATTE BLACK Triumph NaN STREET TWIN W/ABS ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7201 Used NaN 6891.0 McKinney, Texas, United States 2011.0 7288.0 Silver Yamaha Unspecified FZ ... NaN TRUE >50 NaN 397 Dealer Clear False FALSE NaN
7211 New NaN 19840.0 Plano, Texas, United States 2017.0 0.0 White BMW Unspecified S 1000 RR Premium Race LightWhite/LupinBlueMet... ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7238 New NaN 10500.0 Suncook, New Hampshire, United States 2017.0 0.0 JET BLACK/SILVER ICE Triumph NaN Street Cup ... NaN FALSE 100 NaN 1978 Dealer Clear False FALSE NaN
7240 New NaN 10500.0 Suncook, New Hampshire, United States 2017.0 0.0 RACING YELLOW/SILVER ICE Triumph NaN Street Cup ... NaN FALSE 100 NaN 1978 Dealer Clear False FALSE NaN
7250 New NaN 10550.0 Plano, Texas, United States 2017.0 0.0 Black Triumph Unspecified Bonneville T100 Black Matte Black ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7251 New NaN 10800.0 Plano, Texas, United States 2017.0 0.0 White Triumph Unspecified Bonneville T100 Fusion White/Aegean Blue ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7255 New NaN 14995.0 Plano, Texas, United States 2016.0 7.0 Red Ducati Unspecified Multistrada 1200 ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7259 New NaN 23495.0 Plano, Texas, United States 2017.0 0.0 Gray Ducati Unspecified Multistrada 1200 Enduro Phantom Grey ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7260 New NaN 10550.0 Plano, Texas, United States 2017.0 0.0 Black Triumph Unspecified Bonneville T100 Black Matte Black ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7272 New NaN 9999.0 Plano, Texas, United States 2016.0 7.0 Yellow Ducati Unspecified Scrambler Flat Track Pro ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7273 New NaN 10800.0 Plano, Texas, United States 2017.0 0.0 White Triumph Unspecified Bonneville T100 Fusion White/Aegean Blue ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7288 New NaN 9250.0 Plano, Texas, United States 2017.0 7.0 Red Triumph Unspecified Street Twin Matte Jet Black ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7293 New NaN 25134.0 Goldsboro, North Carolina, United States 2017.0 0.0 Gray Can-Am Unspecified Spyder RT-S ... NaN TRUE 100 NaN 60 Dealer Clear False FALSE NaN
7300 New NaN 20700.0 Plano, Texas, United States 2017.0 7.0 White Triumph Unspecified Tiger Explorer XCX Crystal燱hite ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7315 New NaN 10800.0 Plano, Texas, United States 2017.0 0.0 White Triumph Unspecified Bonneville T100 Fusion White/Aegean Blue ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7317 New NaN 27327.0 Goldsboro, North Carolina, United States 2017.0 0.0 Blue Can-Am Unspecified Spyder RT Limited ... NaN TRUE 100 NaN 60 Dealer Clear False FALSE NaN
7318 New NaN 13795.0 Plano, Texas, United States 2016.0 7.0 Red Ducati Unspecified Monster 1200 S Red ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7319 New NaN 11695.0 Plano, Texas, United States 2017.0 7.0 Red Ducati Unspecified Monster 821 Red ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7384 New NaN 26999.0 Greensboro, North Carolina, United States 2017.0 3.0 Black Indian Unspecified Roadmaster? ... TRUE 100 NaN 312 Dealer Clear FALSE False NaN NaN
7389 New NaN 18999.0 Greensboro, North Carolina, United States 2017.0 3.0 Green Indian Unspecified Chief?Vintage ... NaN TRUE 100 NaN 312 Dealer Clear False FALSE NaN
7402 Used NaN 5200.0 Raymond, New Hampshire, United States 2013.0 5307.0 Black Suzuki NaN GSX-R750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7403 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2006.0 22931.0 Gray Suzuki NaN GSX-R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
1221 rows × 22 columns
df[df['Price'] == 4050.0]
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
49 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
57 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
747 Used NaN 4050.0 Coventry, Rhode Island, United States 2005.0 17800.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 5< 198 Private Seller Clear True TRUE 7.0
829 Used NaN 4050.0 Coventry, Rhode Island, United States 2005.0 17800.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 5< 198 Private Seller Clear True TRUE 7.0
914 Used NaN 4050.0 Scott City, Missouri, United States 2013.0 3591.0 Blue Harley-Davidson Vehicle has an existing warranty Softail Slim ... NaN FALSE 100 NaN 4 Dealer Clear True FALSE 29.0
982 Used NaN 4050.0 San Diego, California, United States 2001.0 15134.0 Orange Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 46 NaN Clear True FALSE 13.0
1989 Used NaN 4050.0 New Hampton, Iowa, United States 1950.0 2.0 Black Other Makes Vehicle does NOT have an existing warranty AJS 500 18 Single ... NaN FALSE 100 NaN 570 NaN Clear True FALSE 2.0
2070 Used NaN 4050.0 New Hampton, Iowa, United States 1950.0 2.0 Black Other Makes Vehicle does NOT have an existing warranty AJS 500 18 Single ... NaN FALSE 100 NaN 570 NaN Clear True FALSE 2.0
2249 Used NaN 4050.0 Pinellas Park, Florida, United States 2005.0 33797.0 Black Harley-Davidson No Warranty Touring ... NaN FALSE 9.5 NaN 767 Dealer Clear True FALSE 29.0
2313 Used NaN 4050.0 Pinellas Park, Florida, United States 2005.0 33797.0 Black Harley-Davidson No Warranty Touring ... NaN FALSE 9.5 NaN 767 Dealer Clear True FALSE 29.0
3116 Used NaN 4050.0 Elmhurst, Illinois, United States 2001.0 45500.0 Burgundy Honda Vehicle does NOT have an existing warranty Goldwing ... NaN FALSE NaN 19 0 Private Seller Clear True TRUE 7.0
3787 New NaN 4050.0 Boston, Massachusetts, United States 2011.0 13000.0 Black Ducati Vehicle does NOT have an existing warranty Superbike ... NaN FALSE 1.7 11 52 Private Seller Clear True TRUE 23.0
3852 New NaN 4050.0 Boston, Massachusetts, United States 2011.0 13000.0 Black Ducati Vehicle does NOT have an existing warranty Superbike ... NaN FALSE 1.7 11 52 Private Seller Clear True TRUE 23.0
4224 Used NaN 4050.0 Suncook, New Hampshire, United States 2001.0 22523.0 Orange Harley-Davidson NaN FLSTF FAT BOY ... NaN FALSE 100 NaN 1978 Dealer Clear True FALSE 10.0
4344 Used NaN 4050.0 Suncook, New Hampshire, United States 2007.0 42706.0 GREEN/BLACK Harley-Davidson NaN FLHRC ROAD KING CLASSIC ... NaN FALSE 100 NaN 1978 Dealer Clear True FALSE 11.0
4386 Used NaN 4050.0 Suncook, New Hampshire, United States 2007.0 42706.0 GREEN/BLACK Harley-Davidson NaN FLHRC ROAD KING CLASSIC ... NaN FALSE 100 NaN 1978 Dealer Clear True FALSE 11.0
16 rows × 22 columns
np.sum(df.duplicated())
1221
df.drop_duplicates()#数据去重，返回去重后的视图，原始数据没有被改变
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 Used It's a '72 in good shape 1500.0 Watervliet, Michigan, United States 1972.0 0.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 1.0
6 Used NaN 24900.0 Sterling, Illinois, United States 2010.0 5548.0 Grey / Red / Silver Metallic Harley-Davidson NaN Touring ... NaN FALSE 9.8 NaN 6229 Dealer Clear True FALSE 1.0
7 Used NaN 1400.0 Williamston, Michigan, United States 1975.0 17868.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 6.0
8 Used NaN 5100.0 Palatine, Illinois, United States 2014.0 2800.0 Cherry Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 16 3 Private Seller Clear True TRUE 6.0
9 Used NaN 8000.0 Chicago, Illinois, United States 2015.0 3000.0 Black Harley-Davidson Vehicle has an existing warranty Sportster ... NaN FALSE NaN NaN 1 Private Seller Clear True FALSE 0.0
10 Used NaN 2125.0 Williamston, Michigan, United States 1978.0 30.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 4.0
11 Used NaN 11100.0 Oak Park, Illinois, United States 2011.0 5800.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 83 Private Seller Clear True FALSE 21.0
12 Used NaN 1125.0 Pewaukee, Wisconsin, United States 2002.0 55000.0 RICH RED W/STRIPES Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 128 Private Seller Clear True FALSE 5.0
13 Used Overall, this bike is in good condition for it... 3550.0 Madison, Wisconsin, United States 2000.0 57898.0 Luxury Rich Red Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 2.0
14 Used NaN 5500.0 Davenport, Iowa, United States 2008.0 22102.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.3 NaN 244 Private Seller Clear True FALSE 16.0
15 Used NaN 9000.0 Plymouth, Indiana, United States 2010.0 7792.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 299 Private Seller Clear True FALSE 3.0
16 Used NaN 8100.0 Goshen, Indiana, United States 1973.0 9305.0 White Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 300 Private Seller Clear True FALSE 25.0
17 Used Absolutely perfect condition 14000.0 Plainfield, Indiana, United States 2016.0 1125.0 Blue Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 NaN 170 Private Seller Clear True FALSE 0.0
18 Used NaN 20000.0 Bellevue, Iowa, United States 2015.0 5500.0 Red Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 8< 66 Private Seller Clear False TRUE NaN
19 New NaN 13000.0 Des Plaines, Illinois, United States 2016.0 250.0 Black Harley-Davidson Unspecified Softail ... NaN FALSE 100 23 181 Private Seller Clear True TRUE 0.0
20 New NaN 10900.0 Ottawa, Illinois, United States 2017.0 140.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 NaN 3172 Private Seller Clear False TRUE NaN
21 Used IN AWESOME CONDITION. SUPER RARE. JUST SERVIC... 9999.0 Orland Park, Illinois, United States 2005.0 25405.0 Black Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 283 Dealer Clear True FALSE 0.0
22 Used NaN 5700.0 Cross Plains, Wisconsin, United States 1982.0 28888.0 Black & Blue Harley-Davidson NaN Other ... NaN FALSE 100 NaN 947 Private Seller Clear True FALSE 0.0
23 Used NaN 7400.0 Watervliet, Michigan, United States 2001.0 23658.0 Purple Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 0.0
24 Used NaN 26500.0 Kewanee, Illinois, United States 2016.0 13089.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 15 6 Private Seller Clear False TRUE NaN
25 Used NaN 9850.0 Chicago, Illinois, United States 2003.0 23546.0 Blue Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 12 Private Seller Clear True FALSE 0.0
26 Used NaN 45900.0 South Haven, Michigan, United States 2009.0 40000.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 25 199 Private Seller Clear False TRUE NaN
27 Used Almost new 2009 Harley-Davidson FLHR Road Ki... 10600.0 Wheeling, Illinois, United States 2009.0 3769.0 Red Hot Sun Glo Harley-Davidson NaN Touring ... NaN TRUE 100 22 175 Private Seller Clear False TRUE NaN
28 Used *2008 Harley Davidson Rocker C *Chrome Chrome ... 12000.0 Chicago, Illinois, United States 2008.0 8700.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 11 Private Seller Clear True FALSE 0.0
29 Used NaN 20000.0 Chicago, Illinois, United States 2011.0 16827.0 Black Harley-Davidson NaN TRIKE ... NaN TRUE NaN 31 17 Private Seller Clear False TRUE NaN
30 Used Very clean and well maintained 25000.0 Summit-Argo, Illinois, United States 2010.0 15000.0 Kandy brandywine Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 1< 18 Private Seller Clear True TRUE 0.0
31 Used NaN 20000.0 Coldwater, Michigan, United States 2014.0 2900.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 142 Private Seller Clear True FALSE 0.0
32 Used NaN 11000.0 Elkhart, Indiana, United States 2007.0 15200.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE NaN 12 28 Private Seller Clear False TRUE NaN
33 Used NaN 8500.0 Glenview NAS, Illinois, United States 2008.0 10319.0 Black Harley-Davidson NaN Touring ... NaN TRUE 100 8< 324 Private Seller Clear False TRUE NaN
34 Used NaN 18000.0 Fox River Grove, Illinois, United States 2010.0 29544.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 NaN 111 Private Seller Clear False TRUE NaN
35 Used NaN 7700.0 Roselle, Illinois, United States 2007.0 10893.0 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 236 NaN Clear False TRUE NaN
36 Used NaN 2750.0 Belvidere, Illinois, United States 2007.0 35735.0 Black Harley-Davidson Vehicle does NOT have an existing warranty FLH ... NaN FALSE 100 NaN 100 Belvidere Police Department Clear True FALSE 19.0
37 Used Year2005 ManufacturerHarley-Davidson ModelScre... 10895.0 Kalamazoo, Michigan, United States 2005.0 9908.0 Red Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 1522 Private Seller Clear True FALSE 0.0
38 Used No Reserve! 6700.0 Tinley Park, Illinois, United States 2004.0 8950.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 126 Private Seller Clear True FALSE 0.0
39 Used NaN 18000.0 Batavia, Illinois, United States 2015.0 5600.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 63 Private Seller Clear True FALSE 0.0
40 Used NaN 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN TRUE 100 5< 111 Private Seller Clear False TRUE NaN
41 Used NaN 6800.0 Hampshire, Illinois, United States 2003.0 55782.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 2< 298 Private Seller Clear False TRUE NaN
42 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 14 37 Private Seller Clear False TRUE NaN
43 Used Excellent condition gently used. Adult driven 13200.0 Algonquin, Illinois, United States 2011.0 15400.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 478 Private Seller Clear True FALSE 0.0
44 Used Excellent condition 11400.0 Indianapolis, Indiana, United States 2012.0 1533.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 4< 79 Dealer Clear False TRUE NaN
45 Used NaN 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
46 Used This is a nice looking Road King. Paint and ch... 8000.0 Madison, Wisconsin, United States 2012.0 24742.0 Vivid Black Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 0.0
47 Used NaN 17800.0 Webberville, Michigan, United States 2016.0 1500.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 4< 33 Private Seller Clear False TRUE NaN
48 Used NaN 8500.0 Rockford, Illinois, United States 2003.0 51000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 8< 124 Private Seller Clear False TRUE NaN
49 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7443 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 0.0 Black Harley-Davidson NaN FXDBI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7444 Used NaN 5900.0 Raymond, New Hampshire, United States 2013.0 7337.0 Gray Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7445 Used NaN 3900.0 Raymond, New Hampshire, United States 2016.0 2669.0 Red Harley-Davidson NaN XG750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7446 Used NaN 7900.0 Raymond, New Hampshire, United States 2016.0 23440.0 Gray Kawasaki NaN Z1000 G ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7447 Used NaN 23499.0 Suncook, New Hampshire, United States 2015.0 16927.0 Black Harley-Davidson NaN FLHTK ELECTRA GLIDE ULTRA LIMITED ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7448 Used Please feel free to contact me if you have any... 6500.0 Raymond, New Hampshire, United States 2007.0 29541.0 Burgundy Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7449 Used NaN 6500.0 Raymond, New Hampshire, United States 2008.0 11388.0 Black Harley-Davidson NaN FXDF ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7450 Used NaN 3900.0 Raymond, New Hampshire, United States 2006.0 28117.0 Black Kawasaki NaN ZX-10R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7451 Used NaN 5200.0 Raymond, New Hampshire, United States 2006.0 12876.0 maroon Suzuki NaN GSX1300R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7452 Used NaN 3900.0 Raymond, New Hampshire, United States 2003.0 66219.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7453 Used Please feel free to contact me if you have any... 8300.0 Raymond, New Hampshire, United States 2011.0 5468.0 TWO TONE Harley-Davidson NaN Softail ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7454 Used NaN 7400.0 Raymond, New Hampshire, United States 2013.0 12333.0 Red Harley-Davidson NaN FLD103 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7455 Used NaN 4700.0 Raymond, New Hampshire, United States 2015.0 424.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7456 Used NaN 4900.0 Raymond, New Hampshire, United States 2009.0 7552.0 Orange Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7457 Used NaN 8500.0 Raymond, New Hampshire, United States 2008.0 20060.0 Black Harley-Davidson NaN FXCW ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7458 Used NaN 9200.0 Raymond, New Hampshire, United States 2012.0 0.0 Blue Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7459 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 19268.0 Black Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7460 Used NaN 7500.0 Raymond, New Hampshire, United States 2014.0 703.0 Black Suzuki NaN GSX-R1000 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7461 Used NaN 4200.0 Raymond, New Hampshire, United States 2008.0 5883.0 Gray Yamaha NaN XV1700 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7462 Used NaN 6500.0 Raymond, New Hampshire, United States 2006.0 32267.0 Blue Harley-Davidson NaN FLSTFI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7463 Used NaN 7800.0 Raymond, New Hampshire, United States 2008.0 45135.0 Orange Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7464 Used NaN 4400.0 Raymond, New Hampshire, United States 2015.0 2059.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7465 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 11679.0 Black Harley-Davidson NaN FXDCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7466 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1389.0 Blue Suzuki NaN GSX-R600 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7467 Used Salvage Rebuildable Repairable No Reserve NR 7400.0 Raymond, New Hampshire, United States 2008.0 41618.0 Blue Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7468 Used NaN 8800.0 Raymond, New Hampshire, United States 2008.0 52418.0 White Harley-Davidson NaN FLHXI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7469 Used NaN 13570.0 Scott City, Missouri, United States 2016.0 2019.0 Black Harley-Davidson Vehicle has an existing warranty Dyna Fat Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7470 Used NaN 7900.0 Raymond, New Hampshire, United States 2007.0 64724.0 White Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7471 Used NaN 6200.0 Raymond, New Hampshire, United States 2005.0 55993.0 Red Harley-Davidson NaN FLHTCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7472 Used NaN 7500.0 Raymond, New Hampshire, United States 2005.0 32560.0 TWO TONE Harley-Davidson NaN FLSTNI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7473 Used NaN 5500.0 Raymond, New Hampshire, United States 2000.0 87123.0 White Harley-Davidson NaN FLSTC ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7474 Used NaN 3400.0 Raymond, New Hampshire, United States 2006.0 23865.0 Blue Harley-Davidson NaN XL 883C ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7475 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 56633.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7476 Used NaN 8500.0 Raymond, New Hampshire, United States 2010.0 36780.0 Blue Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7477 Used NaN 4900.0 Raymond, New Hampshire, United States 2002.0 22709.0 Black Harley-Davidson NaN FXDL ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7478 Used NaN 9900.0 Raymond, New Hampshire, United States 2011.0 20851.0 Brown Harley-Davidson NaN FLTRU ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7479 Used NaN 2900.0 Raymond, New Hampshire, United States 2013.0 2905.0 Black Suzuki NaN SV ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7480 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1701.0 Green Harley-Davidson NaN XL 883N ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7481 Used NaN 10500.0 Raymond, New Hampshire, United States 2013.0 16231.0 Black Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7482 Used NaN 7200.0 Raymond, New Hampshire, United States 2006.0 29201.0 Black Harley-Davidson NaN FLTRI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7483 Used NaN 7500.0 Raymond, New Hampshire, United States 2007.0 28716.0 Purple Harley-Davidson NaN FLHRCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7484 Used NaN 5000.0 Raymond, New Hampshire, United States 2004.0 12583.0 NaN Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7485 Used NaN 5000.0 Raymond, New Hampshire, United States 2006.0 19931.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7486 Used NaN 8900.0 Raymond, New Hampshire, United States 2012.0 9305.0 Black Harley-Davidson NaN FXDWG ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7487 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2013.0 3475.0 Gray Suzuki NaN Boulevard ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7488 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 23681.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7489 Used NaN 8900.0 Raymond, New Hampshire, United States 2013.0 5821.0 Black Suzuki NaN GSX1300RA ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7490 Used NaN 7800.0 Raymond, New Hampshire, United States 2011.0 48616.0 Red BMW NaN R1200GS ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7491 Used NaN 7900.0 Raymond, New Hampshire, United States 2014.0 6185.0 TWO TONE Yamaha NaN YZF-R1 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7492 Used NaN 12970.0 Scott City, Missouri, United States 2016.0 448.0 Gray Harley-Davidson Vehicle has an existing warranty Dyna Street Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
6272 rows × 22 columns
df.drop_duplicates(inplace = True)
df
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 Used It's a '72 in good shape 1500.0 Watervliet, Michigan, United States 1972.0 0.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 1.0
6 Used NaN 24900.0 Sterling, Illinois, United States 2010.0 5548.0 Grey / Red / Silver Metallic Harley-Davidson NaN Touring ... NaN FALSE 9.8 NaN 6229 Dealer Clear True FALSE 1.0
7 Used NaN 1400.0 Williamston, Michigan, United States 1975.0 17868.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 6.0
8 Used NaN 5100.0 Palatine, Illinois, United States 2014.0 2800.0 Cherry Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 16 3 Private Seller Clear True TRUE 6.0
9 Used NaN 8000.0 Chicago, Illinois, United States 2015.0 3000.0 Black Harley-Davidson Vehicle has an existing warranty Sportster ... NaN FALSE NaN NaN 1 Private Seller Clear True FALSE 0.0
10 Used NaN 2125.0 Williamston, Michigan, United States 1978.0 30.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 4.0
11 Used NaN 11100.0 Oak Park, Illinois, United States 2011.0 5800.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 83 Private Seller Clear True FALSE 21.0
12 Used NaN 1125.0 Pewaukee, Wisconsin, United States 2002.0 55000.0 RICH RED W/STRIPES Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 128 Private Seller Clear True FALSE 5.0
13 Used Overall, this bike is in good condition for it... 3550.0 Madison, Wisconsin, United States 2000.0 57898.0 Luxury Rich Red Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 2.0
14 Used NaN 5500.0 Davenport, Iowa, United States 2008.0 22102.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.3 NaN 244 Private Seller Clear True FALSE 16.0
15 Used NaN 9000.0 Plymouth, Indiana, United States 2010.0 7792.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 299 Private Seller Clear True FALSE 3.0
16 Used NaN 8100.0 Goshen, Indiana, United States 1973.0 9305.0 White Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 300 Private Seller Clear True FALSE 25.0
17 Used Absolutely perfect condition 14000.0 Plainfield, Indiana, United States 2016.0 1125.0 Blue Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 NaN 170 Private Seller Clear True FALSE 0.0
18 Used NaN 20000.0 Bellevue, Iowa, United States 2015.0 5500.0 Red Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 8< 66 Private Seller Clear False TRUE NaN
19 New NaN 13000.0 Des Plaines, Illinois, United States 2016.0 250.0 Black Harley-Davidson Unspecified Softail ... NaN FALSE 100 23 181 Private Seller Clear True TRUE 0.0
20 New NaN 10900.0 Ottawa, Illinois, United States 2017.0 140.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 NaN 3172 Private Seller Clear False TRUE NaN
21 Used IN AWESOME CONDITION. SUPER RARE. JUST SERVIC... 9999.0 Orland Park, Illinois, United States 2005.0 25405.0 Black Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 283 Dealer Clear True FALSE 0.0
22 Used NaN 5700.0 Cross Plains, Wisconsin, United States 1982.0 28888.0 Black & Blue Harley-Davidson NaN Other ... NaN FALSE 100 NaN 947 Private Seller Clear True FALSE 0.0
23 Used NaN 7400.0 Watervliet, Michigan, United States 2001.0 23658.0 Purple Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 0.0
24 Used NaN 26500.0 Kewanee, Illinois, United States 2016.0 13089.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 15 6 Private Seller Clear False TRUE NaN
25 Used NaN 9850.0 Chicago, Illinois, United States 2003.0 23546.0 Blue Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 12 Private Seller Clear True FALSE 0.0
26 Used NaN 45900.0 South Haven, Michigan, United States 2009.0 40000.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 25 199 Private Seller Clear False TRUE NaN
27 Used Almost new 2009 Harley-Davidson FLHR Road Ki... 10600.0 Wheeling, Illinois, United States 2009.0 3769.0 Red Hot Sun Glo Harley-Davidson NaN Touring ... NaN TRUE 100 22 175 Private Seller Clear False TRUE NaN
28 Used *2008 Harley Davidson Rocker C *Chrome Chrome ... 12000.0 Chicago, Illinois, United States 2008.0 8700.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 11 Private Seller Clear True FALSE 0.0
29 Used NaN 20000.0 Chicago, Illinois, United States 2011.0 16827.0 Black Harley-Davidson NaN TRIKE ... NaN TRUE NaN 31 17 Private Seller Clear False TRUE NaN
30 Used Very clean and well maintained 25000.0 Summit-Argo, Illinois, United States 2010.0 15000.0 Kandy brandywine Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 1< 18 Private Seller Clear True TRUE 0.0
31 Used NaN 20000.0 Coldwater, Michigan, United States 2014.0 2900.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 142 Private Seller Clear True FALSE 0.0
32 Used NaN 11000.0 Elkhart, Indiana, United States 2007.0 15200.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE NaN 12 28 Private Seller Clear False TRUE NaN
33 Used NaN 8500.0 Glenview NAS, Illinois, United States 2008.0 10319.0 Black Harley-Davidson NaN Touring ... NaN TRUE 100 8< 324 Private Seller Clear False TRUE NaN
34 Used NaN 18000.0 Fox River Grove, Illinois, United States 2010.0 29544.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 NaN 111 Private Seller Clear False TRUE NaN
35 Used NaN 7700.0 Roselle, Illinois, United States 2007.0 10893.0 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 236 NaN Clear False TRUE NaN
36 Used NaN 2750.0 Belvidere, Illinois, United States 2007.0 35735.0 Black Harley-Davidson Vehicle does NOT have an existing warranty FLH ... NaN FALSE 100 NaN 100 Belvidere Police Department Clear True FALSE 19.0
37 Used Year2005 ManufacturerHarley-Davidson ModelScre... 10895.0 Kalamazoo, Michigan, United States 2005.0 9908.0 Red Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 1522 Private Seller Clear True FALSE 0.0
38 Used No Reserve! 6700.0 Tinley Park, Illinois, United States 2004.0 8950.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 126 Private Seller Clear True FALSE 0.0
39 Used NaN 18000.0 Batavia, Illinois, United States 2015.0 5600.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 63 Private Seller Clear True FALSE 0.0
40 Used NaN 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN TRUE 100 5< 111 Private Seller Clear False TRUE NaN
41 Used NaN 6800.0 Hampshire, Illinois, United States 2003.0 55782.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 2< 298 Private Seller Clear False TRUE NaN
42 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 14 37 Private Seller Clear False TRUE NaN
43 Used Excellent condition gently used. Adult driven 13200.0 Algonquin, Illinois, United States 2011.0 15400.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 478 Private Seller Clear True FALSE 0.0
44 Used Excellent condition 11400.0 Indianapolis, Indiana, United States 2012.0 1533.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 4< 79 Dealer Clear False TRUE NaN
45 Used NaN 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
46 Used This is a nice looking Road King. Paint and ch... 8000.0 Madison, Wisconsin, United States 2012.0 24742.0 Vivid Black Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 0.0
47 Used NaN 17800.0 Webberville, Michigan, United States 2016.0 1500.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 4< 33 Private Seller Clear False TRUE NaN
48 Used NaN 8500.0 Rockford, Illinois, United States 2003.0 51000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 8< 124 Private Seller Clear False TRUE NaN
49 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7443 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 0.0 Black Harley-Davidson NaN FXDBI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7444 Used NaN 5900.0 Raymond, New Hampshire, United States 2013.0 7337.0 Gray Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7445 Used NaN 3900.0 Raymond, New Hampshire, United States 2016.0 2669.0 Red Harley-Davidson NaN XG750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7446 Used NaN 7900.0 Raymond, New Hampshire, United States 2016.0 23440.0 Gray Kawasaki NaN Z1000 G ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7447 Used NaN 23499.0 Suncook, New Hampshire, United States 2015.0 16927.0 Black Harley-Davidson NaN FLHTK ELECTRA GLIDE ULTRA LIMITED ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7448 Used Please feel free to contact me if you have any... 6500.0 Raymond, New Hampshire, United States 2007.0 29541.0 Burgundy Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7449 Used NaN 6500.0 Raymond, New Hampshire, United States 2008.0 11388.0 Black Harley-Davidson NaN FXDF ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7450 Used NaN 3900.0 Raymond, New Hampshire, United States 2006.0 28117.0 Black Kawasaki NaN ZX-10R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7451 Used NaN 5200.0 Raymond, New Hampshire, United States 2006.0 12876.0 maroon Suzuki NaN GSX1300R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7452 Used NaN 3900.0 Raymond, New Hampshire, United States 2003.0 66219.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7453 Used Please feel free to contact me if you have any... 8300.0 Raymond, New Hampshire, United States 2011.0 5468.0 TWO TONE Harley-Davidson NaN Softail ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7454 Used NaN 7400.0 Raymond, New Hampshire, United States 2013.0 12333.0 Red Harley-Davidson NaN FLD103 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7455 Used NaN 4700.0 Raymond, New Hampshire, United States 2015.0 424.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7456 Used NaN 4900.0 Raymond, New Hampshire, United States 2009.0 7552.0 Orange Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7457 Used NaN 8500.0 Raymond, New Hampshire, United States 2008.0 20060.0 Black Harley-Davidson NaN FXCW ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7458 Used NaN 9200.0 Raymond, New Hampshire, United States 2012.0 0.0 Blue Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7459 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 19268.0 Black Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7460 Used NaN 7500.0 Raymond, New Hampshire, United States 2014.0 703.0 Black Suzuki NaN GSX-R1000 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7461 Used NaN 4200.0 Raymond, New Hampshire, United States 2008.0 5883.0 Gray Yamaha NaN XV1700 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7462 Used NaN 6500.0 Raymond, New Hampshire, United States 2006.0 32267.0 Blue Harley-Davidson NaN FLSTFI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7463 Used NaN 7800.0 Raymond, New Hampshire, United States 2008.0 45135.0 Orange Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7464 Used NaN 4400.0 Raymond, New Hampshire, United States 2015.0 2059.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7465 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 11679.0 Black Harley-Davidson NaN FXDCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7466 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1389.0 Blue Suzuki NaN GSX-R600 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7467 Used Salvage Rebuildable Repairable No Reserve NR 7400.0 Raymond, New Hampshire, United States 2008.0 41618.0 Blue Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7468 Used NaN 8800.0 Raymond, New Hampshire, United States 2008.0 52418.0 White Harley-Davidson NaN FLHXI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7469 Used NaN 13570.0 Scott City, Missouri, United States 2016.0 2019.0 Black Harley-Davidson Vehicle has an existing warranty Dyna Fat Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7470 Used NaN 7900.0 Raymond, New Hampshire, United States 2007.0 64724.0 White Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7471 Used NaN 6200.0 Raymond, New Hampshire, United States 2005.0 55993.0 Red Harley-Davidson NaN FLHTCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7472 Used NaN 7500.0 Raymond, New Hampshire, United States 2005.0 32560.0 TWO TONE Harley-Davidson NaN FLSTNI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7473 Used NaN 5500.0 Raymond, New Hampshire, United States 2000.0 87123.0 White Harley-Davidson NaN FLSTC ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7474 Used NaN 3400.0 Raymond, New Hampshire, United States 2006.0 23865.0 Blue Harley-Davidson NaN XL 883C ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7475 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 56633.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7476 Used NaN 8500.0 Raymond, New Hampshire, United States 2010.0 36780.0 Blue Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7477 Used NaN 4900.0 Raymond, New Hampshire, United States 2002.0 22709.0 Black Harley-Davidson NaN FXDL ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7478 Used NaN 9900.0 Raymond, New Hampshire, United States 2011.0 20851.0 Brown Harley-Davidson NaN FLTRU ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7479 Used NaN 2900.0 Raymond, New Hampshire, United States 2013.0 2905.0 Black Suzuki NaN SV ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7480 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1701.0 Green Harley-Davidson NaN XL 883N ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7481 Used NaN 10500.0 Raymond, New Hampshire, United States 2013.0 16231.0 Black Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7482 Used NaN 7200.0 Raymond, New Hampshire, United States 2006.0 29201.0 Black Harley-Davidson NaN FLTRI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7483 Used NaN 7500.0 Raymond, New Hampshire, United States 2007.0 28716.0 Purple Harley-Davidson NaN FLHRCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7484 Used NaN 5000.0 Raymond, New Hampshire, United States 2004.0 12583.0 NaN Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7485 Used NaN 5000.0 Raymond, New Hampshire, United States 2006.0 19931.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7486 Used NaN 8900.0 Raymond, New Hampshire, United States 2012.0 9305.0 Black Harley-Davidson NaN FXDWG ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7487 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2013.0 3475.0 Gray Suzuki NaN Boulevard ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7488 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 23681.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7489 Used NaN 8900.0 Raymond, New Hampshire, United States 2013.0 5821.0 Black Suzuki NaN GSX1300RA ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7490 Used NaN 7800.0 Raymond, New Hampshire, United States 2011.0 48616.0 Red BMW NaN R1200GS ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7491 Used NaN 7900.0 Raymond, New Hampshire, United States 2014.0 6185.0 TWO TONE Yamaha NaN YZF-R1 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7492 Used NaN 12970.0 Scott City, Missouri, United States 2016.0 448.0 Gray Harley-Davidson Vehicle has an existing warranty Dyna Street Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
6272 rows × 22 columns
df.shape
(6272, 22)
df.columns
Index(['Condition', 'Condition_Desc', 'Price', 'Location', 'Model_Year',
'Mileage', 'Exterior_Color', 'Make', 'Warranty', 'Model', 'Sub_Model',
'Type', 'Vehicle_Title', 'OBO', 'Feedback_Perc', 'Watch_Count',
'N_Reviews', 'Seller_Status', 'Vehicle_Tile', 'Auction', 'Buy_Now',
'Bid_Count'],
dtype='object')
df.drop_duplicates(subset = ['Condition', 'Condition_Desc', 'Price', 'Location'], inplace = True)#指定列相同就认为是重复数据
df.shape
(5356, 22)
7.2 缺失值处理
- 缺失值首先需要根据实际情况定义
- 可以采取直接删除法
- 有时候需要使用替换法或者插值法
- 常用的替换法有均值替换、前向替换、后向替换和常数替换
df.apply(lambda x: sum(x.isnull()) / len(x), axis = 0)#每一列缺失值的比例
Condition 0.000000
Condition_Desc 0.752801
Price 0.000000
Location 0.000373
Model_Year 0.000747
Mileage 0.004668
Exterior_Color 0.102875
Make 0.000747
Warranty 0.306385
Model 0.014563
Sub_Model 0.657394
Type 0.206497
Vehicle_Title 0.971994
OBO 0.008215
Feedback_Perc 0.117065
Watch_Count 0.500373
N_Reviews 0.000934
Seller_Status 0.091860
Vehicle_Tile 0.009522
Auction 0.002054
Buy_Now 0.024645
Bid_Count 0.690814
dtype: float64
df.dropna()#这一行只要有一个缺失值，就删除这一行。因为这个数据每一行都有缺失值，所以删除以后就都没有了
#df.dropna(how = 'any')这一行只要有一个缺失值，就删除这一行。axis = 0轴向选择，默认是0，删除行；等于1时，删除列。
#df.dropna(how = 'all')这一行所有数据缺失，就删除这一行。
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 rows × 22 columns
df.dropna(how = 'any', subset = ['Condition', 'Price', 'Mileage'])#三个属性里面只要有一个是缺失值，就删除整行
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 Used It's a '72 in good shape 1500.0 Watervliet, Michigan, United States 1972.0 0.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 1.0
6 Used NaN 24900.0 Sterling, Illinois, United States 2010.0 5548.0 Grey / Red / Silver Metallic Harley-Davidson NaN Touring ... NaN FALSE 9.8 NaN 6229 Dealer Clear True FALSE 1.0
7 Used NaN 1400.0 Williamston, Michigan, United States 1975.0 17868.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 6.0
8 Used NaN 5100.0 Palatine, Illinois, United States 2014.0 2800.0 Cherry Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 16 3 Private Seller Clear True TRUE 6.0
9 Used NaN 8000.0 Chicago, Illinois, United States 2015.0 3000.0 Black Harley-Davidson Vehicle has an existing warranty Sportster ... NaN FALSE NaN NaN 1 Private Seller Clear True FALSE 0.0
10 Used NaN 2125.0 Williamston, Michigan, United States 1978.0 30.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 4.0
11 Used NaN 11100.0 Oak Park, Illinois, United States 2011.0 5800.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 83 Private Seller Clear True FALSE 21.0
12 Used NaN 1125.0 Pewaukee, Wisconsin, United States 2002.0 55000.0 RICH RED W/STRIPES Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 128 Private Seller Clear True FALSE 5.0
13 Used Overall, this bike is in good condition for it... 3550.0 Madison, Wisconsin, United States 2000.0 57898.0 Luxury Rich Red Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 2.0
14 Used NaN 5500.0 Davenport, Iowa, United States 2008.0 22102.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.3 NaN 244 Private Seller Clear True FALSE 16.0
15 Used NaN 9000.0 Plymouth, Indiana, United States 2010.0 7792.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 299 Private Seller Clear True FALSE 3.0
16 Used NaN 8100.0 Goshen, Indiana, United States 1973.0 9305.0 White Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 300 Private Seller Clear True FALSE 25.0
17 Used Absolutely perfect condition 14000.0 Plainfield, Indiana, United States 2016.0 1125.0 Blue Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 NaN 170 Private Seller Clear True FALSE 0.0
18 Used NaN 20000.0 Bellevue, Iowa, United States 2015.0 5500.0 Red Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 8< 66 Private Seller Clear False TRUE NaN
19 New NaN 13000.0 Des Plaines, Illinois, United States 2016.0 250.0 Black Harley-Davidson Unspecified Softail ... NaN FALSE 100 23 181 Private Seller Clear True TRUE 0.0
20 New NaN 10900.0 Ottawa, Illinois, United States 2017.0 140.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 NaN 3172 Private Seller Clear False TRUE NaN
21 Used IN AWESOME CONDITION. SUPER RARE. JUST SERVIC... 9999.0 Orland Park, Illinois, United States 2005.0 25405.0 Black Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 283 Dealer Clear True FALSE 0.0
22 Used NaN 5700.0 Cross Plains, Wisconsin, United States 1982.0 28888.0 Black & Blue Harley-Davidson NaN Other ... NaN FALSE 100 NaN 947 Private Seller Clear True FALSE 0.0
23 Used NaN 7400.0 Watervliet, Michigan, United States 2001.0 23658.0 Purple Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 0.0
24 Used NaN 26500.0 Kewanee, Illinois, United States 2016.0 13089.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 15 6 Private Seller Clear False TRUE NaN
25 Used NaN 9850.0 Chicago, Illinois, United States 2003.0 23546.0 Blue Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 12 Private Seller Clear True FALSE 0.0
26 Used NaN 45900.0 South Haven, Michigan, United States 2009.0 40000.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 25 199 Private Seller Clear False TRUE NaN
27 Used Almost new 2009 Harley-Davidson FLHR Road Ki... 10600.0 Wheeling, Illinois, United States 2009.0 3769.0 Red Hot Sun Glo Harley-Davidson NaN Touring ... NaN TRUE 100 22 175 Private Seller Clear False TRUE NaN
28 Used *2008 Harley Davidson Rocker C *Chrome Chrome ... 12000.0 Chicago, Illinois, United States 2008.0 8700.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 11 Private Seller Clear True FALSE 0.0
29 Used NaN 20000.0 Chicago, Illinois, United States 2011.0 16827.0 Black Harley-Davidson NaN TRIKE ... NaN TRUE NaN 31 17 Private Seller Clear False TRUE NaN
30 Used Very clean and well maintained 25000.0 Summit-Argo, Illinois, United States 2010.0 15000.0 Kandy brandywine Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 1< 18 Private Seller Clear True TRUE 0.0
31 Used NaN 20000.0 Coldwater, Michigan, United States 2014.0 2900.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 142 Private Seller Clear True FALSE 0.0
32 Used NaN 11000.0 Elkhart, Indiana, United States 2007.0 15200.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE NaN 12 28 Private Seller Clear False TRUE NaN
33 Used NaN 8500.0 Glenview NAS, Illinois, United States 2008.0 10319.0 Black Harley-Davidson NaN Touring ... NaN TRUE 100 8< 324 Private Seller Clear False TRUE NaN
34 Used NaN 18000.0 Fox River Grove, Illinois, United States 2010.0 29544.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 NaN 111 Private Seller Clear False TRUE NaN
35 Used NaN 7700.0 Roselle, Illinois, United States 2007.0 10893.0 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 236 NaN Clear False TRUE NaN
36 Used NaN 2750.0 Belvidere, Illinois, United States 2007.0 35735.0 Black Harley-Davidson Vehicle does NOT have an existing warranty FLH ... NaN FALSE 100 NaN 100 Belvidere Police Department Clear True FALSE 19.0
37 Used Year2005 ManufacturerHarley-Davidson ModelScre... 10895.0 Kalamazoo, Michigan, United States 2005.0 9908.0 Red Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 1522 Private Seller Clear True FALSE 0.0
38 Used No Reserve! 6700.0 Tinley Park, Illinois, United States 2004.0 8950.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 126 Private Seller Clear True FALSE 0.0
39 Used NaN 18000.0 Batavia, Illinois, United States 2015.0 5600.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 63 Private Seller Clear True FALSE 0.0
40 Used NaN 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN TRUE 100 5< 111 Private Seller Clear False TRUE NaN
41 Used NaN 6800.0 Hampshire, Illinois, United States 2003.0 55782.0 NaN Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 2< 298 Private Seller Clear False TRUE NaN
42 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 14 37 Private Seller Clear False TRUE NaN
43 Used Excellent condition gently used. Adult driven 13200.0 Algonquin, Illinois, United States 2011.0 15400.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 478 Private Seller Clear True FALSE 0.0
44 Used Excellent condition 11400.0 Indianapolis, Indiana, United States 2012.0 1533.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 4< 79 Dealer Clear False TRUE NaN
45 Used NaN 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
46 Used This is a nice looking Road King. Paint and ch... 8000.0 Madison, Wisconsin, United States 2012.0 24742.0 Vivid Black Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 0.0
47 Used NaN 17800.0 Webberville, Michigan, United States 2016.0 1500.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 4< 33 Private Seller Clear False TRUE NaN
48 Used NaN 8500.0 Rockford, Illinois, United States 2003.0 51000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 8< 124 Private Seller Clear False TRUE NaN
49 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7390 Used NaN 14999.0 Greensboro, North Carolina, United States 2015.0 14000.0 Red Indian Unspecified Chief?Vintage ... NaN TRUE 100 NaN 312 Dealer Clear False FALSE NaN
7391 Used NaN 9299.0 Naples, Florida, United States 2014.0 4470.0 Blue BMW NaN F-Series ... NaN TRUE 8.6 NaN 1122 Dealer Clear False FALSE NaN
7392 Used NaN 12990.0 Scott City, Missouri, United States 2014.0 1617.0 Black Harley-Davidson Vehicle has an existing warranty Flstfb ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7393 Used NaN 15990.0 Scott City, Missouri, United States 2016.0 1873.0 Black Harley-Davidson Vehicle has an existing warranty Heritage Softail Classic ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7394 New NaN 14440.0 Plano, Texas, United States 2017.0 7.0 White BMW Unspecified R-Series ... NaN FALSE 100 NaN 161 Dealer Clear False FALSE NaN
7395 Used NaN 10599.0 Delbarton, West Virginia, United States 2005.0 16850.0 Red Harley-Davidson Unspecified FLHRCI - Road King?Classic ... NaN TRUE 100 NaN 28 Dealer Clear False FALSE NaN
7398 Used NaN 5200.0 Raymond, New Hampshire, United States 2013.0 5307.0 Black Suzuki NaN GSX-R750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7399 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2006.0 22931.0 Gray Suzuki NaN GSX-R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7404 Used NaN 7500.0 Raymond, New Hampshire, United States 2005.0 15906.0 Blue Harley-Davidson NaN FLHTCI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7405 Used NaN 4300.0 Raymond, New Hampshire, United States 2009.0 7071.0 Black Suzuki NaN GSX-R600 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7406 Used NaN 6600.0 Raymond, New Hampshire, United States 2006.0 68715.0 Black Harley-Davidson NaN FLHRCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7409 Used NaN 11700.0 Raymond, New Hampshire, United States 2011.0 20788.0 Green Harley-Davidson NaN FLHX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7410 Used Please feel free to contact me if you have any... 5200.0 Raymond, New Hampshire, United States 2012.0 3123.0 DARK BLUE Harley-Davidson NaN Sportster ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7411 Used NaN 4900.0 Raymond, New Hampshire, United States 2015.0 3174.0 Black Suzuki NaN GSX-S 750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7413 Used NaN 6500.0 Raymond, New Hampshire, United States 2008.0 70833.0 Blue Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7414 Used NaN 10500.0 Raymond, New Hampshire, United States 2011.0 32549.0 Brown Harley-Davidson NaN FLHTK ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7417 Used Please feel free to contact me if you have any... 5900.0 Raymond, New Hampshire, United States 2008.0 14627.0 Red Honda NaN CBR ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7418 Used NaN 9600.0 Raymond, New Hampshire, United States 2012.0 35906.0 Blue Harley-Davidson NaN FLHRCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7419 Used NaN 12900.0 Raymond, New Hampshire, United States 2013.0 16033.0 Black Harley-Davidson NaN FLHX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7420 Used NaN 5900.0 Raymond, New Hampshire, United States 2005.0 122277.0 MAROON Harley-Davidson NaN FLHRSI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7422 Used NaN 1900.0 Raymond, New Hampshire, United States 2009.0 6495.0 Black Hyosung NaN GT650 R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7423 Used NaN 3300.0 Raymond, New Hampshire, United States 2009.0 21756.0 CHARCOAL Suzuki NaN DL650 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7424 Used NaN 3200.0 Raymond, New Hampshire, United States 2007.0 4959.0 Black Harley-Davidson NaN XL 883L ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7427 Used NaN 12500.0 Raymond, New Hampshire, United States 2014.0 27877.0 Gray Harley-Davidson NaN FLHX ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7428 Used NaN 7700.0 Raymond, New Hampshire, United States 2015.0 5680.0 Green Kawasaki NaN ZX-6R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7429 Used NaN 5800.0 Raymond, New Hampshire, United States 2014.0 4916.0 Orange Harley-Davidson NaN XL 1200V ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7430 Used NaN 6800.0 Raymond, New Hampshire, United States 2009.0 0.0 Black Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7431 Used NaN 6200.0 Raymond, New Hampshire, United States 2007.0 24245.0 Blue Harley-Davidson NaN FLSTCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7432 Used NaN 6300.0 Raymond, New Hampshire, United States 2004.0 15272.0 Red Harley-Davidson NaN FXSTDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7434 Used NaN 10600.0 Raymond, New Hampshire, United States 2012.0 48129.0 Blue Harley-Davidson NaN FLHX ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7436 Used NaN 13900.0 Raymond, New Hampshire, United States 2016.0 28510.0 Black Harley-Davidson NaN FLHTKL ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7438 Used NaN 4200.0 Raymond, New Hampshire, United States 2007.0 10326.0 TWO TONE Yamaha NaN XV1700 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7441 Used NaN 9500.0 Raymond, New Hampshire, United States 2010.0 21183.0 TWO TONE Harley-Davidson NaN FLSTNI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7442 Used NaN 4800.0 Raymond, New Hampshire, United States 2006.0 17410.0 White Suzuki NaN GSX1300R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7448 Used Please feel free to contact me if you have any... 6500.0 Raymond, New Hampshire, United States 2007.0 29541.0 Burgundy Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7453 Used Please feel free to contact me if you have any... 8300.0 Raymond, New Hampshire, United States 2011.0 5468.0 TWO TONE Harley-Davidson NaN Softail ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7454 Used NaN 7400.0 Raymond, New Hampshire, United States 2013.0 12333.0 Red Harley-Davidson NaN FLD103 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7457 Used NaN 8500.0 Raymond, New Hampshire, United States 2008.0 20060.0 Black Harley-Davidson NaN FXCW ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7458 Used NaN 9200.0 Raymond, New Hampshire, United States 2012.0 0.0 Blue Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7463 Used NaN 7800.0 Raymond, New Hampshire, United States 2008.0 45135.0 Orange Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7464 Used NaN 4400.0 Raymond, New Hampshire, United States 2015.0 2059.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7467 Used Salvage Rebuildable Repairable No Reserve NR 7400.0 Raymond, New Hampshire, United States 2008.0 41618.0 Blue Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7468 Used NaN 8800.0 Raymond, New Hampshire, United States 2008.0 52418.0 White Harley-Davidson NaN FLHXI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7469 Used NaN 13570.0 Scott City, Missouri, United States 2016.0 2019.0 Black Harley-Davidson Vehicle has an existing warranty Dyna Fat Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7474 Used NaN 3400.0 Raymond, New Hampshire, United States 2006.0 23865.0 Blue Harley-Davidson NaN XL 883C ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7478 Used NaN 9900.0 Raymond, New Hampshire, United States 2011.0 20851.0 Brown Harley-Davidson NaN FLTRU ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7479 Used NaN 2900.0 Raymond, New Hampshire, United States 2013.0 2905.0 Black Suzuki NaN SV ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7482 Used NaN 7200.0 Raymond, New Hampshire, United States 2006.0 29201.0 Black Harley-Davidson NaN FLTRI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7484 Used NaN 5000.0 Raymond, New Hampshire, United States 2004.0 12583.0 NaN Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7486 Used NaN 8900.0 Raymond, New Hampshire, United States 2012.0 9305.0 Black Harley-Davidson NaN FXDWG ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
5331 rows × 22 columns
df.fillna(0)#所有缺失值用0填补
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... 0 FALSE 8.1 0 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... 0 FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used 0 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... 0 FALSE 100 0 136 0 Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson 0 Touring ... 0 FALSE 100 0 2920 Dealer Clear True FALSE 11.0
4 Used 0 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... 0 FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 Used It's a '72 in good shape 1500.0 Watervliet, Michigan, United States 1972.0 0.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... 0 FALSE 100 0 412 Private Seller Clear True FALSE 1.0
6 Used 0 24900.0 Sterling, Illinois, United States 2010.0 5548.0 Grey / Red / Silver Metallic Harley-Davidson 0 Touring ... 0 FALSE 9.8 0 6229 Dealer Clear True FALSE 1.0
7 Used 0 1400.0 Williamston, Michigan, United States 1975.0 17868.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... 0 FALSE 9.7 0 1159 Private Seller Clear True FALSE 6.0
8 Used 0 5100.0 Palatine, Illinois, United States 2014.0 2800.0 Cherry Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 0 16 3 Private Seller Clear True TRUE 6.0
9 Used 0 8000.0 Chicago, Illinois, United States 2015.0 3000.0 Black Harley-Davidson Vehicle has an existing warranty Sportster ... 0 FALSE 0 0 1 Private Seller Clear True FALSE 0.0
10 Used 0 2125.0 Williamston, Michigan, United States 1978.0 30.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 9.7 0 1159 Private Seller Clear True FALSE 4.0
11 Used 0 11100.0 Oak Park, Illinois, United States 2011.0 5800.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 0 83 Private Seller Clear True FALSE 21.0
12 Used 0 1125.0 Pewaukee, Wisconsin, United States 2002.0 55000.0 RICH RED W/STRIPES Harley-Davidson Vehicle does NOT have an existing warranty Other ... 0 FALSE 100 0 128 Private Seller Clear True FALSE 5.0
13 Used Overall, this bike is in good condition for it... 3550.0 Madison, Wisconsin, United States 2000.0 57898.0 Luxury Rich Red Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... 0 FALSE 100 0 10701 Dealer Clear True FALSE 2.0
14 Used 0 5500.0 Davenport, Iowa, United States 2008.0 22102.0 0 Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 9.3 0 244 Private Seller Clear True FALSE 16.0
15 Used 0 9000.0 Plymouth, Indiana, United States 2010.0 7792.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 0 299 Private Seller Clear True FALSE 3.0
16 Used 0 8100.0 Goshen, Indiana, United States 1973.0 9305.0 White Harley-Davidson Vehicle does NOT have an existing warranty Other ... 0 FALSE 100 0 300 Private Seller Clear True FALSE 25.0
17 Used Absolutely perfect condition 14000.0 Plainfield, Indiana, United States 2016.0 1125.0 Blue Harley-Davidson Vehicle has an existing warranty Softail ... 0 FALSE 100 0 170 Private Seller Clear True FALSE 0.0
18 Used 0 20000.0 Bellevue, Iowa, United States 2015.0 5500.0 Red Harley-Davidson Vehicle has an existing warranty Touring ... 0 TRUE 100 8< 66 Private Seller Clear False TRUE 0.0
19 New 0 13000.0 Des Plaines, Illinois, United States 2016.0 250.0 Black Harley-Davidson Unspecified Softail ... 0 FALSE 100 23 181 Private Seller Clear True TRUE 0.0
20 New 0 10900.0 Ottawa, Illinois, United States 2017.0 140.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... 0 TRUE 100 0 3172 Private Seller Clear False TRUE 0.0
21 Used IN AWESOME CONDITION. SUPER RARE. JUST SERVIC... 9999.0 Orland Park, Illinois, United States 2005.0 25405.0 Black Harley-Davidson 0 Softail ... 0 FALSE 100 0 283 Dealer Clear True FALSE 0.0
22 Used 0 5700.0 Cross Plains, Wisconsin, United States 1982.0 28888.0 Black & Blue Harley-Davidson 0 Other ... 0 FALSE 100 0 947 Private Seller Clear True FALSE 0.0
23 Used 0 7400.0 Watervliet, Michigan, United States 2001.0 23658.0 Purple Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 0 412 Private Seller Clear True FALSE 0.0
24 Used 0 26500.0 Kewanee, Illinois, United States 2016.0 13089.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 TRUE 100 15 6 Private Seller Clear False TRUE 0.0
25 Used 0 9850.0 Chicago, Illinois, United States 2003.0 23546.0 Blue Harley-Davidson 0 Touring ... 0 FALSE 100 0 12 Private Seller Clear True FALSE 0.0
26 Used 0 45900.0 South Haven, Michigan, United States 2009.0 40000.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 25 199 Private Seller Clear False TRUE 0.0
27 Used Almost new 2009 Harley-Davidson FLHR Road Ki... 10600.0 Wheeling, Illinois, United States 2009.0 3769.0 Red Hot Sun Glo Harley-Davidson 0 Touring ... 0 TRUE 100 22 175 Private Seller Clear False TRUE 0.0
28 Used *2008 Harley Davidson Rocker C *Chrome Chrome ... 12000.0 Chicago, Illinois, United States 2008.0 8700.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... 0 FALSE 100 0 11 Private Seller Clear True FALSE 0.0
29 Used 0 20000.0 Chicago, Illinois, United States 2011.0 16827.0 Black Harley-Davidson 0 TRIKE ... 0 TRUE 0 31 17 Private Seller Clear False TRUE 0.0
30 Used Very clean and well maintained 25000.0 Summit-Argo, Illinois, United States 2010.0 15000.0 Kandy brandywine Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 1< 18 Private Seller Clear True TRUE 0.0
31 Used 0 20000.0 Coldwater, Michigan, United States 2014.0 2900.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 0 142 Private Seller Clear True FALSE 0.0
32 Used 0 11000.0 Elkhart, Indiana, United States 2007.0 15200.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 TRUE 0 12 28 Private Seller Clear False TRUE 0.0
33 Used 0 8500.0 Glenview NAS, Illinois, United States 2008.0 10319.0 Black Harley-Davidson 0 Touring ... 0 TRUE 100 8< 324 Private Seller Clear False TRUE 0.0
34 Used 0 18000.0 Fox River Grove, Illinois, United States 2010.0 29544.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 TRUE 100 0 111 Private Seller Clear False TRUE 0.0
35 Used 0 7700.0 Roselle, Illinois, United States 2007.0 10893.0 0 Harley-Davidson 0 Other ... 0 FALSE 100 0 236 0 Clear False TRUE 0.0
36 Used 0 2750.0 Belvidere, Illinois, United States 2007.0 35735.0 Black Harley-Davidson Vehicle does NOT have an existing warranty FLH ... 0 FALSE 100 0 100 Belvidere Police Department Clear True FALSE 19.0
37 Used Year2005 ManufacturerHarley-Davidson ModelScre... 10895.0 Kalamazoo, Michigan, United States 2005.0 9908.0 Red Harley-Davidson 0 Softail ... 0 FALSE 100 0 1522 Private Seller Clear True FALSE 0.0
38 Used No Reserve! 6700.0 Tinley Park, Illinois, United States 2004.0 8950.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... 0 FALSE 100 0 126 Private Seller Clear True FALSE 0.0
39 Used 0 18000.0 Batavia, Illinois, United States 2015.0 5600.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... 0 FALSE 100 0 63 Private Seller Clear True FALSE 0.0
40 Used 0 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... 0 TRUE 100 5< 111 Private Seller Clear False TRUE 0.0
41 Used 0 6800.0 Hampshire, Illinois, United States 2003.0 55782.0 0 Harley-Davidson Vehicle does NOT have an existing warranty Softail ... 0 TRUE 100 2< 298 Private Seller Clear False TRUE 0.0
42 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... 0 FALSE 100 14 37 Private Seller Clear False TRUE 0.0
43 Used Excellent condition gently used. Adult driven 13200.0 Algonquin, Illinois, United States 2011.0 15400.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 0 478 Private Seller Clear True FALSE 0.0
44 Used Excellent condition 11400.0 Indianapolis, Indiana, United States 2012.0 1533.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 FALSE 100 4< 79 Dealer Clear False TRUE 0.0
45 Used 0 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... 0 FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
46 Used This is a nice looking Road King. Paint and ch... 8000.0 Madison, Wisconsin, United States 2012.0 24742.0 Vivid Black Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... 0 FALSE 100 0 10701 Dealer Clear True FALSE 0.0
47 Used 0 17800.0 Webberville, Michigan, United States 2016.0 1500.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... 0 TRUE 100 4< 33 Private Seller Clear False TRUE 0.0
48 Used 0 8500.0 Rockford, Illinois, United States 2003.0 51000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... 0 TRUE 100 8< 124 Private Seller Clear False TRUE 0.0
49 Used 0 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... 0 FALSE 0 7< 58 Private Seller Clear True TRUE 3.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7390 Used 0 14999.0 Greensboro, North Carolina, United States 2015.0 14000.0 Red Indian Unspecified Chief?Vintage ... 0 TRUE 100 0 312 Dealer Clear False FALSE 0.0
7391 Used 0 9299.0 Naples, Florida, United States 2014.0 4470.0 Blue BMW 0 F-Series ... 0 TRUE 8.6 0 1122 Dealer Clear False FALSE 0.0
7392 Used 0 12990.0 Scott City, Missouri, United States 2014.0 1617.0 Black Harley-Davidson Vehicle has an existing warranty Flstfb ... 0 FALSE 100 0 4 Dealer Clear False FALSE 0.0
7393 Used 0 15990.0 Scott City, Missouri, United States 2016.0 1873.0 Black Harley-Davidson Vehicle has an existing warranty Heritage Softail Classic ... 0 FALSE 100 0 4 Dealer Clear False FALSE 0.0
7394 New 0 14440.0 Plano, Texas, United States 2017.0 7.0 White BMW Unspecified R-Series ... 0 FALSE 100 0 161 Dealer Clear False FALSE 0.0
7395 Used 0 10599.0 Delbarton, West Virginia, United States 2005.0 16850.0 Red Harley-Davidson Unspecified FLHRCI - Road King?Classic ... 0 TRUE 100 0 28 Dealer Clear False FALSE 0.0
7398 Used 0 5200.0 Raymond, New Hampshire, United States 2013.0 5307.0 Black Suzuki 0 GSX-R750 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7399 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2006.0 22931.0 Gray Suzuki 0 GSX-R ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7404 Used 0 7500.0 Raymond, New Hampshire, United States 2005.0 15906.0 Blue Harley-Davidson 0 FLHTCI ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7405 Used 0 4300.0 Raymond, New Hampshire, United States 2009.0 7071.0 Black Suzuki 0 GSX-R600 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7406 Used 0 6600.0 Raymond, New Hampshire, United States 2006.0 68715.0 Black Harley-Davidson 0 FLHRCI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7409 Used 0 11700.0 Raymond, New Hampshire, United States 2011.0 20788.0 Green Harley-Davidson 0 FLHX ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7410 Used Please feel free to contact me if you have any... 5200.0 Raymond, New Hampshire, United States 2012.0 3123.0 DARK BLUE Harley-Davidson 0 Sportster ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7411 Used 0 4900.0 Raymond, New Hampshire, United States 2015.0 3174.0 Black Suzuki 0 GSX-S 750 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7413 Used 0 6500.0 Raymond, New Hampshire, United States 2008.0 70833.0 Blue Harley-Davidson 0 FLHTCUI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7414 Used 0 10500.0 Raymond, New Hampshire, United States 2011.0 32549.0 Brown Harley-Davidson 0 FLHTK ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7417 Used Please feel free to contact me if you have any... 5900.0 Raymond, New Hampshire, United States 2008.0 14627.0 Red Honda 0 CBR ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7418 Used 0 9600.0 Raymond, New Hampshire, United States 2012.0 35906.0 Blue Harley-Davidson 0 FLHRCI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7419 Used 0 12900.0 Raymond, New Hampshire, United States 2013.0 16033.0 Black Harley-Davidson 0 FLHX ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7420 Used 0 5900.0 Raymond, New Hampshire, United States 2005.0 122277.0 MAROON Harley-Davidson 0 FLHRSI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7422 Used 0 1900.0 Raymond, New Hampshire, United States 2009.0 6495.0 Black Hyosung 0 GT650 R ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7423 Used 0 3300.0 Raymond, New Hampshire, United States 2009.0 21756.0 CHARCOAL Suzuki 0 DL650 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7424 Used 0 3200.0 Raymond, New Hampshire, United States 2007.0 4959.0 Black Harley-Davidson 0 XL 883L ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7427 Used 0 12500.0 Raymond, New Hampshire, United States 2014.0 27877.0 Gray Harley-Davidson 0 FLHX ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7428 Used 0 7700.0 Raymond, New Hampshire, United States 2015.0 5680.0 Green Kawasaki 0 ZX-6R ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7429 Used 0 5800.0 Raymond, New Hampshire, United States 2014.0 4916.0 Orange Harley-Davidson 0 XL 1200V ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7430 Used 0 6800.0 Raymond, New Hampshire, United States 2009.0 0.0 Black Harley-Davidson 0 FLHTCUI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7431 Used 0 6200.0 Raymond, New Hampshire, United States 2007.0 24245.0 Blue Harley-Davidson 0 FLSTCI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7432 Used 0 6300.0 Raymond, New Hampshire, United States 2004.0 15272.0 Red Harley-Davidson 0 FXSTDI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7434 Used 0 10600.0 Raymond, New Hampshire, United States 2012.0 48129.0 Blue Harley-Davidson 0 FLHX ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7436 Used 0 13900.0 Raymond, New Hampshire, United States 2016.0 28510.0 Black Harley-Davidson 0 FLHTKL ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7438 Used 0 4200.0 Raymond, New Hampshire, United States 2007.0 10326.0 TWO TONE Yamaha 0 XV1700 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7441 Used 0 9500.0 Raymond, New Hampshire, United States 2010.0 21183.0 TWO TONE Harley-Davidson 0 FLSTNI ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7442 Used 0 4800.0 Raymond, New Hampshire, United States 2006.0 17410.0 White Suzuki 0 GSX1300R ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7448 Used Please feel free to contact me if you have any... 6500.0 Raymond, New Hampshire, United States 2007.0 29541.0 Burgundy Harley-Davidson 0 Touring ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7453 Used Please feel free to contact me if you have any... 8300.0 Raymond, New Hampshire, United States 2011.0 5468.0 TWO TONE Harley-Davidson 0 Softail ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7454 Used 0 7400.0 Raymond, New Hampshire, United States 2013.0 12333.0 Red Harley-Davidson 0 FLD103 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7457 Used 0 8500.0 Raymond, New Hampshire, United States 2008.0 20060.0 Black Harley-Davidson 0 FXCW ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7458 Used 0 9200.0 Raymond, New Hampshire, United States 2012.0 0.0 Blue Harley-Davidson 0 FLTRX ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7463 Used 0 7800.0 Raymond, New Hampshire, United States 2008.0 45135.0 Orange Harley-Davidson 0 FLHTCUI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7464 Used 0 4400.0 Raymond, New Hampshire, United States 2015.0 2059.0 Black Suzuki 0 GSX-S750 ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7467 Used Salvage Rebuildable Repairable No Reserve NR 7400.0 Raymond, New Hampshire, United States 2008.0 41618.0 Blue Harley-Davidson 0 Touring ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7468 Used 0 8800.0 Raymond, New Hampshire, United States 2008.0 52418.0 White Harley-Davidson 0 FLHXI ... 0 TRUE 4.7 0 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE 0.0
7469 Used 0 13570.0 Scott City, Missouri, United States 2016.0 2019.0 Black Harley-Davidson Vehicle has an existing warranty Dyna Fat Bob ... 0 FALSE 100 0 4 Dealer Clear False FALSE 0.0
7474 Used 0 3400.0 Raymond, New Hampshire, United States 2006.0 23865.0 Blue Harley-Davidson 0 XL 883C ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7478 Used 0 9900.0 Raymond, New Hampshire, United States 2011.0 20851.0 Brown Harley-Davidson 0 FLTRU ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7479 Used 0 2900.0 Raymond, New Hampshire, United States 2013.0 2905.0 Black Suzuki 0 SV ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7482 Used 0 7200.0 Raymond, New Hampshire, United States 2006.0 29201.0 Black Harley-Davidson 0 FLTRI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7484 Used 0 5000.0 Raymond, New Hampshire, United States 2004.0 12583.0 0 Harley-Davidson 0 FXDI ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
7486 Used 0 8900.0 Raymond, New Hampshire, United States 2012.0 9305.0 Black Harley-Davidson 0 FXDWG ... 0 TRUE 4.7 0 12409 Dealer Salvage False FALSE 0.0
5356 rows × 22 columns
df.Mileage.fillna(df.Mileage.mean())#用均值填补。适用于数值型变量
0 16000.0
1 60.0
2 25763.0
3 33142.0
4 17800.0
5 0.0
6 5548.0
7 17868.0
8 2800.0
9 3000.0
10 30.0
11 5800.0
12 55000.0
13 57898.0
14 22102.0
15 7792.0
16 9305.0
17 1125.0
18 5500.0
19 250.0
20 140.0
21 25405.0
22 28888.0
23 23658.0
24 13089.0
25 23546.0
26 40000.0
27 3769.0
28 8700.0
29 16827.0
30 15000.0
31 2900.0
32 15200.0
33 10319.0
34 29544.0
35 10893.0
36 35735.0
37 9908.0
38 8950.0
39 5600.0
40 20000.0
41 55782.0
42 1350.0
43 15400.0
44 1533.0
45 22896.0
46 24742.0
47 1500.0
48 51000.0
49 6650.0
...
7390 14000.0
7391 4470.0
7392 1617.0
7393 1873.0
7394 7.0
7395 16850.0
7398 5307.0
7399 22931.0
7404 15906.0
7405 7071.0
7406 68715.0
7409 20788.0
7410 3123.0
7411 3174.0
7413 70833.0
7414 32549.0
7417 14627.0
7418 35906.0
7419 16033.0
7420 122277.0
7422 6495.0
7423 21756.0
7424 4959.0
7427 27877.0
7428 5680.0
7429 4916.0
7430 0.0
7431 24245.0
7432 15272.0
7434 48129.0
7436 28510.0
7438 10326.0
7441 21183.0
7442 17410.0
7448 29541.0
7453 5468.0
7454 12333.0
7457 20060.0
7458 0.0
7463 45135.0
7464 2059.0
7467 41618.0
7468 52418.0
7469 2019.0
7474 23865.0
7478 20851.0
7479 2905.0
7482 29201.0
7484 12583.0
7486 9305.0
Name: Mileage, Length: 5356, dtype: float64
df.columns
Index(['Condition', 'Condition_Desc', 'Price', 'Location', 'Model_Year',
'Mileage', 'Exterior_Color', 'Make', 'Warranty', 'Model', 'Sub_Model',
'Type', 'Vehicle_Title', 'OBO', 'Feedback_Perc', 'Watch_Count',
'N_Reviews', 'Seller_Status', 'Vehicle_Tile', 'Auction', 'Buy_Now',
'Bid_Count'],
dtype='object')
df[df['Exterior_Color'].isnull()]#缺失‘外观颜色’的行
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
14 Used NaN $5,500 Davenport, Iowa, United States 2008.0 22,102 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.3 NaN 244 Private Seller Clear True FALSE 16.0
35 Used NaN $7,700 Roselle, Illinois, United States 2007.0 10,893 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 236 NaN Clear False TRUE NaN
41 Used NaN $6,800 Hampshire, Illinois, United States 2003.0 55,782 NaN Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 2< 298 Private Seller Clear False TRUE NaN
55 Used NaN $29,500 Parma, Michigan, United States 1950.0 8,471 NaN Harley-Davidson NaN Other ... NaN TRUE 100 24 216 NaN Clear False TRUE NaN
72 Used NaN $6,500 Bourbonnais, Illinois, United States 1986.0 55,300 NaN Harley-Davidson NaN Touring ... NaN TRUE 100 2< 1 Private Seller Clear False TRUE NaN
79 Used NaN $18,799 Pekin, Illinois, United States 2016.0 3,400 NaN Harley-Davidson NaN Touring ... NaN FALSE 100 6< 2653 NaN Clear False TRUE NaN
82 Used 2008 and its a show bike, everything on the fr... $500 Columbus, Indiana, United States 2008.0 13,000 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 3< 76 owner Clear True TRUE 3.0
91 Used NaN $6,950 Addison, Illinois, United States 2007.0 20,000 NaN Harley-Davidson NaN Softail ... NaN TRUE 100 2< 8 NaN Clear False TRUE NaN
98 Used NaN $12,500 McHenry, Illinois, United States 2010.0 30,200 NaN Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 1881 NaN Clear True FALSE 0.0
108 Used NaN $9,500 Hartland, Michigan, United States 2008.0 28,000 NaN Harley-Davidson NaN Touring ... NaN TRUE 100 5< 18 owner Clear False TRUE NaN
114 Used NaN $2,899 Elkhart, Indiana, United States 1975.0 17,936 NaN Honda Vehicle does NOT have an existing warranty Gold Wing ... NaN FALSE 100 41 3218 Dealer Clear True TRUE 0.0
118 Used NaN $7,400 Mount Sterling, Illinois, United States 1999.0 27,000 NaN Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 107 NaN Clear True FALSE 29.0
134 Used NaN $1,300 Markleville, Indiana, United States 1995.0 1 NaN Harley-Davidson NaN Dyna ... NaN FALSE 7.8 NaN 133 NaN Clear True FALSE 0.0
136 Used NaN $2,200 Thiensville, Wisconsin, United States 1980.0 35,200 NaN Honda Vehicle does NOT have an existing warranty CB ... NaN TRUE 100 15 277 NaN Clear False TRUE NaN
142 Used NaN $19,600 Pierre, South Dakota, United States 2012.0 25,976 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 40 NaN Clear True FALSE 59.0
146 Used NaN $1,700 Chicago, Illinois, United States 1979.0 1,600 NaN Yamaha NaN Other ... NaN FALSE 100 NaN 162 NaN Clear True FALSE 0.0
148 Used The cleanest 2009 Model you will find anywhere $12,500 Milan, Michigan, United States 2009.0 3,435 NaN BMW NaN R-Series ... NaN FALSE 9.8 34 34576 Private Seller Clear False TRUE NaN
156 Used NaN $19,600 Pierre, South Dakota, United States 2012.0 25,976 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 40 NaN Clear True FALSE 59.0
159 Used NaN $10,700 Riverview, Michigan, United States 2005.0 4,300 NaN Harley-Davidson NaN Softail ... NaN TRUE 100 8< 651 Private Seller Clear False TRUE NaN
163 Used NaN $6,500 Sycamore, Illinois, United States 2008.0 14,500 NaN Harley-Davidson NaN Sportster ... NaN TRUE 100 NaN 13 Private Seller Clear False TRUE NaN
171 Used NaN $21,300 Headland, Alabama, United States 2015.0 1,200 NaN Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 187 Private Seller Clear True FALSE 5.0
172 Used NaN $8,200 Milwaukee, Wisconsin, United States 2007.0 49,000 NaN BMW NaN R-Series ... NaN FALSE 100 NaN 40 NaN Clear True FALSE 0.0
175 Used NaN $13,600 Hagerstown, Maryland, United States 1966.0 18,441 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 110 Private Seller Clear True FALSE 23.0
184 Used NaN $1,691 Lebanon, Pennsylvania, United States 1975.0 8,603 NaN Kawasaki NaN Other ... NaN FALSE 100 NaN 210 NaN Clear True FALSE 14.0
196 Used NaN $12,600 Rollinsford, New Hampshire, United States 1983.0 30 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 343 NaN Clear True FALSE 67.0
219 Used NaN $1,691 Lebanon, Pennsylvania, United States 1975.0 8,603 NaN Kawasaki NaN Other ... NaN FALSE 100 NaN 210 NaN Clear True FALSE 14.0
232 Used NaN $12,600 Rollinsford, New Hampshire, United States 1983.0 30 NaN Harley-Davidson NaN Other ... NaN FALSE 100 NaN 343 NaN Clear True FALSE 67.0
249 Used NaN $10,300 New Madrid, Missouri, United States 2017.0 4,211 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 102 Private Seller Clear True FALSE 3.0
256 Used NaN $6,000 Douglas City, California, United States 1996.0 5,900 NaN Harley-Davidson NaN Other ... NaN TRUE 100 8< 738 NaN Clear False TRUE NaN
276 Used NaN $8,200 Cortland, Ohio, United States 2003.0 10,298 NaN Harley-Davidson NaN Touring ... NaN TRUE 100 15 119 Private Seller Clear False TRUE NaN
287 Used NaN $10,995 Jefferson City, Missouri, United States 2001.0 23,963 NaN Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 592 NaN Clear True FALSE 0.0
289 Used NaN $8,500 Chillicothe, Ohio, United States 1946.0 25,000 NaN Harley-Davidson NaN Touring ... NaN FALSE 9.7 98 1546 NaN Clear True TRUE 0.0
299 Used NaN $11,700 Monroe City, Indiana, United States 2009.0 2,700 NaN Honda NaN Gold Wing ... NaN FALSE 100 NaN 76 Private Seller Clear True FALSE 39.0
304 Used NaN $28,000 Mesa, Arizona, United States 2013.0 5,000 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 6< 571 Private Seller Clear False TRUE NaN
310 Used NaN $5,750 Lake Worth, Florida, United States 2005.0 83,260 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE NaN 7< 59 Private Seller Clear False TRUE NaN
327 Used NaN $8,500 Spring Hill, Florida, United States 1972.0 500 NaN Harley-Davidson NaN Other ... NaN TRUE 100 26 2488 NaN Clear False TRUE NaN
343 Used Motorcycle is a 9.5 out of 10. Could be on the... $25,000 Everett, Massachusetts, United States 2015.0 500 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 95 Private Seller Clear True FALSE 0.0
349 Used NaN $1,025 Staunton, Virginia, United States 2017.0 1,586 NaN Harley-Davidson NaN Touring ... NaN FALSE 100 6< 51 NaN Clear True TRUE 2.0
358 Used Motorcycle is a 9.5 out of 10. Could be on the... $25,000 Everett, Massachusetts, United States 2015.0 500 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 95 Private Seller Clear True FALSE 0.0
368 Used NaN $1,025 Staunton, Virginia, United States 2017.0 1,586 NaN Harley-Davidson NaN Touring ... NaN FALSE 100 6< 51 NaN Clear True TRUE 2.0
371 Used NaN $31,500 Lee, New Hampshire, United States 2016.0 554 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 2< 352 Dealer Clear False TRUE NaN
373 Used NaN $28,990 West Palm Beach, Florida, United States 2015.0 510 NaN Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 1156 Dealer Clear True FALSE 0.0
384 Used NaN $18,500 Bethlehem, Pennsylvania, United States 1939.0 600 NaN Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 141 NaN Clear True FALSE 0.0
392 Used NaN $11,700 Monroe City, Indiana, United States 2009.0 2,700 NaN Honda NaN Gold Wing ... NaN FALSE 100 NaN 76 Private Seller Clear True FALSE 39.0
416 Used Bike is like New! If you are interested in a B... $15,900 Greenwood, South Carolina, United States 1995.0 12,107 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 49 123 Dealer Clear False TRUE NaN
434 Used NaN $5,600 Middletown, Connecticut, United States 1994.0 61,000 NaN Harley-Davidson NaN Touring ... NaN TRUE 100 10 791 Private Seller Clear False TRUE NaN
437 Used NaN $8,500 Chillicothe, Ohio, United States 1951.0 34,039 NaN Harley-Davidson NaN Touring ... NaN FALSE 9.7 53 1546 NaN Clear True TRUE 0.0
445 Used NaN $8,099 Fair Lawn, New Jersey, United States 2005.0 18,020 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 175 Private Seller Clear True FALSE 14.0
459 Used NaN $5,600 Middletown, Connecticut, United States 1994.0 61,000 NaN Harley-Davidson NaN Touring ... NaN TRUE 100 10 791 Private Seller Clear False TRUE NaN
464 Used NaN $8,500 Chillicothe, Ohio, United States 1951.0 34,039 NaN Harley-Davidson NaN Touring ... NaN FALSE 9.7 53 1546 NaN Clear True TRUE 0.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
5913 Used NaN $685 Warminster, Pennsylvania, United States 1982.0 0 NaN Honda NaN cr ... NaN FALSE 100 NaN 254 NaN Rebuilt, Rebuildable & Reconstructed True FALSE 4.0
5914 Used NaN $9,000 Old Saybrook, Connecticut, United States 1980.0 7,802 NaN Other Makes NaN NaN ... NaN FALSE 100 NaN 1166 NaN Clear True FALSE 0.0
5917 Used Only 9500 miles on cams still very good condition $120 Ventura, California, United States 2014.0 9,500 NaN Harley-Davidson NaN Dyna ... NaN FALSE 100 NaN 75 NaN Salvage True TRUE 0.0
5943 Used See Pictures / Mileage Unknown $2,400 North Hollywood, California, United States 2009.0 99,999 NaN Suzuki NaN GSX-R ... NaN TRUE 9.6 5< 15713 NaN Salvage False TRUE NaN
5951 Used NaN $3,500 Kitchener, Ontario, Canada 1974.0 56,771 NaN Other Makes NaN NaN ... NaN TRUE 100 20 10 NaN NaN False TRUE NaN
5955 Used See Pictures / Mileage Unknown $2,400 North Hollywood, California, United States 2009.0 99,999 NaN Suzuki NaN GSX-R ... NaN TRUE 9.6 5< 15713 NaN Salvage False TRUE NaN
5971 Used See Pictures $3,700 North Hollywood, California, United States 2015.0 6,815 NaN Kawasaki NaN Ninja ... NaN TRUE 9.6 NaN 15713 NaN Salvage False TRUE NaN
5973 Used NaN $950 Dundalk, Maryland, United States 1975.0 3,426 NaN Yamaha Vehicle does NOT have an existing warranty RD 60 ... NaN FALSE 100 NaN 801 Private Seller Salvage True FALSE 0.0
5992 Used NaN $2,999 Omaha, Nebraska, United States 2007.0 15,000 NaN BMW NaN F-Series ... NaN TRUE 100 6< 448 NaN Salvage False TRUE NaN
6005 Used NaN $7,000 Pleasantville, New Jersey, United States 1998.0 2,200 NaN CR500R NaN NaN ... NaN FALSE 100 6< 167 NaN Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6013 Used NaN $11,334 Boring, Oregon, United States 1923.0 999,999 NaN Indian Vehicle does NOT have an existing warranty scout ... NaN FALSE 100 NaN 137 Private Seller Salvage True FALSE 52.0
6019 Used Bike is a ONE OWNER and garage kept since new ... $3,750 Airville, Pennsylvania, United States 2008.0 1,755 NaN Honda NaN XR ... NaN TRUE 100 6< 2951 NaN Clear False TRUE NaN
6021 Used Bike is a ONE OWNER and garage kept since new ... $4,750 Airville, Pennsylvania, United States 2014.0 1,755 NaN Honda NaN XR ... NaN TRUE 100 7< 2951 NaN Clear False TRUE NaN
6029 Used NaN $900 Cold Spring, New York, United States 1964.0 3,908 NaN Yamaha Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 1< 80 Private Seller Salvage True TRUE 0.0
6049 Used Original $260 Monroe City, Missouri, United States 1973.0 5,991 NaN Honda NaN XL ... NaN FALSE 100 8< 1375 NaN Rebuilt, Rebuildable & Reconstructed True TRUE 0.0
6051 Used NaN $2,000 Westminster, Maryland, United States 1971.0 NaN NaN Yamaha NaN DT1 250 ... NaN TRUE 100 5< 4 NaN Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6054 Used NaN $12,000 Mount Vernon, New York, United States 2010.0 20,000 NaN Other Makes NaN NaN ... NaN TRUE 100 NaN 149 NaN Clear False TRUE NaN
6065 Used NaN $18,500 Greenwood, Arkansas, United States 2010.0 8,800 NaN Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 1< 0 Private Seller Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6106 Used NaN $2,600 Charlotte, North Carolina, United States 2003.0 1,193 NaN Custom Built Motorcycles Vehicle does NOT have an existing warranty Chopper ... NaN FALSE 100 NaN 144 Private Seller Rebuilt, Rebuildable & Reconstructed True FALSE 18.0
6109 Used NaN $3,500 Lee's Summit, United States 2011.0 2,000 NaN Kawasaki NaN KLR ... NaN FALSE NaN 7< 1 NaN NaN False TRUE NaN
6120 Used In need of full restoration $1,500 Stockton, California, United States 1986.0 10,808 NaN Honda Vehicle does NOT have an existing warranty Rebel ... NaN TRUE 6.5 NaN 998 Private Seller Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6144 Used We are selling a Victory Judge 2013, customize... $14,500 Levis, Quebec, Canada NaN NaN NaN NaN NaN NaN ... NaN TRUE 100 15 196 NaN NaN False TRUE NaN
6149 Used NaN $6,000 Leesburg, Florida, United States 2015.0 65 NaN Husqvarna NaN FC450 ... NaN TRUE 100 2< 15 Private Seller Salvage False TRUE NaN
6163 Used Used bike not running $4,867 Dallas, Texas, United States 1977.0 14,999 NaN Benelli Vehicle does NOT have an existing warranty 750 Sei ... NaN FALSE 100 29 1111 Dealer Salvage True TRUE 9.0
6164 Used NaN $10,000 Mascouche, Quebec, Canada NaN NaN NaN NaN NaN NaN ... NaN TRUE 100 NaN 3 NaN NaN False TRUE NaN
6167 Used NaN $750 Elkton, Virginia, United States 1967.0 0 NaN Ducati NaN Cadet 100 ... NaN FALSE NaN NaN 79 Private Seller Rebuilt, Rebuildable & Reconstructed True FALSE 0.0
6168 Used NaN $1,950 Charlottesville, Virginia, United States 1987.0 21,900 NaN Suzuki None SV ... NaN FALSE 100 2< 2 Private Seller Clear False TRUE NaN
6169 Used NaN $3,100 Denver, Colorado, United States 1979.0 12,345 NaN Can-Am Vehicle does NOT have an existing warranty NaN ... NaN TRUE 9.1 15 222 NaN Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6171 Used NaN $4,300 Chandler, Arizona, United States 2003.0 8,300 NaN Kawasaki Vehicle does NOT have an existing warranty Vulcan ... NaN TRUE NaN 5< 0 Private Seller Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6178 Used NaN $4,400 Villa Park, California, United States 2009.0 16,000 NaN Aprilia NaN NaN ... NaN TRUE 100 7< 179 NaN Salvage False TRUE NaN
6184 Used NaN $5,995 Terrebonne, Quebec, Canada NaN NaN NaN NaN NaN NaN ... NaN FALSE NaN 4< 0 NaN NaN False TRUE NaN
6187 Used NaN $7,900 Wantagh, New York, United States 2001.0 7,633 NaN Bourget NaN NaN ... NaN TRUE 100 2< 870 NaN Salvage False TRUE NaN
6188 Used NaN $4,000 Chandler, Arizona, United States 2003.0 8,300 NaN Kawasaki Vehicle does NOT have an existing warranty Vulcan ... NaN TRUE NaN NaN 0 Private Seller Rebuilt, Rebuildable & Reconstructed False TRUE NaN
6208 Used NaN $3,000 Gainesville, Texas, United States 1949.0 0 NaN Cushman Vehicle does NOT have an existing warranty Package Kar ... NaN FALSE 100 NaN 126 Private Seller Rebuilt, Rebuildable & Reconstructed True FALSE 0.0
6216 Used NaN $3,000 Georgetown, Ontario, Canada 2001.0 3,500 NaN Yamaha NaN YZF ... NaN FALSE NaN 4< 0 NaN NaN False TRUE NaN
6223 Used Refinished $99 Chico, California, United States 1968.0 NaN NaN Bultaco NaN 5-speed models ... NaN FALSE 100 NaN 296 Private Seller Salvage True FALSE 0.0
6226 Used NaN $6,555 Mundelein, Illinois, United States 2006.0 15,251 NaN Honda NaN Other ... NaN TRUE >80 NaN 442 Dealer Clear False FALSE NaN
6228 Used 100% RECONSTRUCTION $16,000 Praha, Czech Republic 1968.0 0 NaN Ural NaN IMZ ... NaN FALSE 8.6 NaN 106 NaN Rebuilt, Rebuildable & Reconstructed True FALSE 0.0
6232 Used NaN $51,995 Charlotte, North Carolina, United States 2012.0 6,685 NaN Harley-Davidson Vehicle has an existing warranty Other ... NaN TRUE 8.2 NaN 80 Dealer Clear False FALSE NaN
6277 Used NaN $3,999 Miami, Florida, United States 2008.0 5,099 NaN Kawasaki NaN Other ... NaN TRUE 100 NaN 51 Dealer Clear False FALSE NaN
6348 Used NaN $4,990 Villa Park, Illinois, United States 2003.0 0 NaN Suzuki NaN GSX-R ... NaN TRUE NaN NaN 647 Dealer Clear False FALSE NaN
6934 Used NaN $11,500 Pori, default, Finland 2014.0 190,000 NaN Other Makes NaN 316i ... NaN FALSE NaN NaN 0 Private Seller Rebuilt, Rebuildable & Reconstructed False TRUE NaN
7237 Used NaN $3,900 London, Kentucky, United States 2007.0 9,829 NaN Hyosung NaN Aquila ... NaN TRUE 3.3 NaN 309 Dealer Clear False FALSE NaN
7320 Used NaN $300 Charlottetown, Prince Edward Island, Canada 2013.0 111,111 NaN Victory NaN NaN ... NaN TRUE NaN 8< 0 NaN NaN False TRUE NaN
7321 Used NaN $250 Charlottetown, Prince Edward Island, Canada 2013.0 111,111 NaN Victory NaN NaN ... NaN TRUE NaN 2< 0 NaN NaN False TRUE NaN
7322 Used NaN $300 Charlottetown, Prince Edward Island, Canada 2013.0 111,111 NaN Victory NaN NaN ... NaN TRUE NaN 4< 0 NaN NaN False TRUE NaN
7348 Used NaN $1,000 Holbrook, New York, United States 2002.0 1,775 NaN Honda Vehicle does NOT have an existing warranty CBR ... NaN FALSE 8.4 NaN 769 Dealer Rebuilt, Rebuildable & Reconstructed True FALSE 0.0
7415 Used NaN $4,300 Raymond, New Hampshire, United States 2006.0 50,572 NaN Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7440 Used Please feel free to contact me if you have any... $4,900 Raymond, New Hampshire, United States 2007.0 16,949 NaN Yamaha NaN YZF-R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7484 Used NaN $5,000 Raymond, New Hampshire, United States 2004.0 12,583 NaN Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
715 rows × 22 columns
df['Exterior_Color'].mode()#求众数，因为众数不止一个，所以返回的是一个列表
0 Black
dtype: object
df['Exterior_Color'].mode()[0]
'Black'
#对于字符型或者字符串型变量，习惯用众数填补
df['Exterior_Color'].fillna(df['Exterior_Color'].mode()[0])
0 Black
1 Black
2 Silver/Blue
3 Red
4 Blue
5 Red
6 Grey / Red / Silver Metallic
7 Black
8 Cherry Red
9 Black
10 Burgundy
11 Black
12 RICH RED W/STRIPES
13 Luxury Rich Red
14 Black
15 Red
16 White
17 Blue
18 Red
19 Black
20 Black
21 Black
22 Black & Blue
23 Purple
24 Black
25 Blue
26 Red
27 Red Hot Sun Glo
28 Burgundy
29 Black
30 Kandy brandywine
31 Blue
32 Red
33 Black
34 Blue
35 Black
36 Black
37 Red
38 Burgundy
39 Black
40 Black
41 Black
42 Black
43 Black
44 Black
45 Blue/Green Metallic
46 Vivid Black
47 Black
48 Black
49 Black
...
7443 Black
7444 Gray
7445 Red
7446 Gray
7447 Black
7448 Burgundy
7449 Black
7450 Black
7451 maroon
7452 Blue
7453 TWO TONE
7454 Red
7455 Black
7456 Orange
7457 Black
7458 Blue
7459 Black
7460 Black
7461 Gray
7462 Blue
7463 Orange
7464 Black
7465 Black
7466 Blue
7467 Blue
7468 White
7469 Black
7470 White
7471 Red
7472 TWO TONE
7473 White
7474 Blue
7475 Blue
7476 Blue
7477 Black
7478 Brown
7479 Black
7480 Green
7481 Black
7482 Black
7483 Purple
7484 Black
7485 Black
7486 Black
7487 Gray
7488 Black
7489 Black
7490 Red
7491 TWO TONE
7492 Gray
Name: Exterior_Color, Length: 7493, dtype: object
df['Mileage'].median()
7083.0
df.fillna(value = {'Exterior_Color':'Balck', 'Mileage':7083.0})#用字典的形式填补###元数据生效：inplace = True
Condition Condition_Desc Price Location Model_Year Mileage Exterior_Color Make Warranty Model ... Vehicle_Title OBO Feedback_Perc Watch_Count N_Reviews Seller_Status Vehicle_Tile Auction Buy_Now Bid_Count
0 Used mint!!! very low miles 11412.0 McHenry, Illinois, United States 2013.0 16000.0 Black Harley-Davidson Unspecified Touring ... NaN FALSE 8.1 NaN 2427 Private Seller Clear True FALSE 28.0
1 Used Perfect condition 17200.0 Fort Recovery, Ohio, United States 2016.0 60.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 17 657 Private Seller Clear True TRUE 0.0
2 Used NaN 3872.0 Chicago, Illinois, United States 1970.0 25763.0 Silver/Blue BMW Vehicle does NOT have an existing warranty R-Series ... NaN FALSE 100 NaN 136 NaN Clear True FALSE 26.0
3 Used CLEAN TITLE READY TO RIDE HOME 6575.0 Green Bay, Wisconsin, United States 2009.0 33142.0 Red Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 2920 Dealer Clear True FALSE 11.0
4 Used NaN 10000.0 West Bend, Wisconsin, United States 2012.0 17800.0 Blue Harley-Davidson NO WARRANTY Touring ... NaN FALSE 100 13 271 OWNER Clear True TRUE 0.0
5 Used It's a '72 in good shape 1500.0 Watervliet, Michigan, United States 1972.0 0.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 1.0
6 Used NaN 24900.0 Sterling, Illinois, United States 2010.0 5548.0 Grey / Red / Silver Metallic Harley-Davidson NaN Touring ... NaN FALSE 9.8 NaN 6229 Dealer Clear True FALSE 1.0
7 Used NaN 1400.0 Williamston, Michigan, United States 1975.0 17868.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 6.0
8 Used NaN 5100.0 Palatine, Illinois, United States 2014.0 2800.0 Cherry Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE NaN 16 3 Private Seller Clear True TRUE 6.0
9 Used NaN 8000.0 Chicago, Illinois, United States 2015.0 3000.0 Black Harley-Davidson Vehicle has an existing warranty Sportster ... NaN FALSE NaN NaN 1 Private Seller Clear True FALSE 0.0
10 Used NaN 2125.0 Williamston, Michigan, United States 1978.0 30.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.7 NaN 1159 Private Seller Clear True FALSE 4.0
11 Used NaN 11100.0 Oak Park, Illinois, United States 2011.0 5800.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 83 Private Seller Clear True FALSE 21.0
12 Used NaN 1125.0 Pewaukee, Wisconsin, United States 2002.0 55000.0 RICH RED W/STRIPES Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 128 Private Seller Clear True FALSE 5.0
13 Used Overall, this bike is in good condition for it... 3550.0 Madison, Wisconsin, United States 2000.0 57898.0 Luxury Rich Red Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 2.0
14 Used NaN 5500.0 Davenport, Iowa, United States 2008.0 22102.0 Balck Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 9.3 NaN 244 Private Seller Clear True FALSE 16.0
15 Used NaN 9000.0 Plymouth, Indiana, United States 2010.0 7792.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 299 Private Seller Clear True FALSE 3.0
16 Used NaN 8100.0 Goshen, Indiana, United States 1973.0 9305.0 White Harley-Davidson Vehicle does NOT have an existing warranty Other ... NaN FALSE 100 NaN 300 Private Seller Clear True FALSE 25.0
17 Used Absolutely perfect condition 14000.0 Plainfield, Indiana, United States 2016.0 1125.0 Blue Harley-Davidson Vehicle has an existing warranty Softail ... NaN FALSE 100 NaN 170 Private Seller Clear True FALSE 0.0
18 Used NaN 20000.0 Bellevue, Iowa, United States 2015.0 5500.0 Red Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 8< 66 Private Seller Clear False TRUE NaN
19 New NaN 13000.0 Des Plaines, Illinois, United States 2016.0 250.0 Black Harley-Davidson Unspecified Softail ... NaN FALSE 100 23 181 Private Seller Clear True TRUE 0.0
20 New NaN 10900.0 Ottawa, Illinois, United States 2017.0 140.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 NaN 3172 Private Seller Clear False TRUE NaN
21 Used IN AWESOME CONDITION. SUPER RARE. JUST SERVIC... 9999.0 Orland Park, Illinois, United States 2005.0 25405.0 Black Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 283 Dealer Clear True FALSE 0.0
22 Used NaN 5700.0 Cross Plains, Wisconsin, United States 1982.0 28888.0 Black & Blue Harley-Davidson NaN Other ... NaN FALSE 100 NaN 947 Private Seller Clear True FALSE 0.0
23 Used NaN 7400.0 Watervliet, Michigan, United States 2001.0 23658.0 Purple Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 412 Private Seller Clear True FALSE 0.0
24 Used NaN 26500.0 Kewanee, Illinois, United States 2016.0 13089.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 15 6 Private Seller Clear False TRUE NaN
25 Used NaN 9850.0 Chicago, Illinois, United States 2003.0 23546.0 Blue Harley-Davidson NaN Touring ... NaN FALSE 100 NaN 12 Private Seller Clear True FALSE 0.0
26 Used NaN 45900.0 South Haven, Michigan, United States 2009.0 40000.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 25 199 Private Seller Clear False TRUE NaN
27 Used Almost new 2009 Harley-Davidson FLHR Road Ki... 10600.0 Wheeling, Illinois, United States 2009.0 3769.0 Red Hot Sun Glo Harley-Davidson NaN Touring ... NaN TRUE 100 22 175 Private Seller Clear False TRUE NaN
28 Used *2008 Harley Davidson Rocker C *Chrome Chrome ... 12000.0 Chicago, Illinois, United States 2008.0 8700.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 11 Private Seller Clear True FALSE 0.0
29 Used NaN 20000.0 Chicago, Illinois, United States 2011.0 16827.0 Black Harley-Davidson NaN TRIKE ... NaN TRUE NaN 31 17 Private Seller Clear False TRUE NaN
30 Used Very clean and well maintained 25000.0 Summit-Argo, Illinois, United States 2010.0 15000.0 Kandy brandywine Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 1< 18 Private Seller Clear True TRUE 0.0
31 Used NaN 20000.0 Coldwater, Michigan, United States 2014.0 2900.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 142 Private Seller Clear True FALSE 0.0
32 Used NaN 11000.0 Elkhart, Indiana, United States 2007.0 15200.0 Red Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE NaN 12 28 Private Seller Clear False TRUE NaN
33 Used NaN 8500.0 Glenview NAS, Illinois, United States 2008.0 10319.0 Black Harley-Davidson NaN Touring ... NaN TRUE 100 8< 324 Private Seller Clear False TRUE NaN
34 Used NaN 18000.0 Fox River Grove, Illinois, United States 2010.0 29544.0 Blue Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 NaN 111 Private Seller Clear False TRUE NaN
35 Used NaN 7700.0 Roselle, Illinois, United States 2007.0 10893.0 Balck Harley-Davidson NaN Other ... NaN FALSE 100 NaN 236 NaN Clear False TRUE NaN
36 Used NaN 2750.0 Belvidere, Illinois, United States 2007.0 35735.0 Black Harley-Davidson Vehicle does NOT have an existing warranty FLH ... NaN FALSE 100 NaN 100 Belvidere Police Department Clear True FALSE 19.0
37 Used Year2005 ManufacturerHarley-Davidson ModelScre... 10895.0 Kalamazoo, Michigan, United States 2005.0 9908.0 Red Harley-Davidson NaN Softail ... NaN FALSE 100 NaN 1522 Private Seller Clear True FALSE 0.0
38 Used No Reserve! 6700.0 Tinley Park, Illinois, United States 2004.0 8950.0 Burgundy Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE 100 NaN 126 Private Seller Clear True FALSE 0.0
39 Used NaN 18000.0 Batavia, Illinois, United States 2015.0 5600.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN FALSE 100 NaN 63 Private Seller Clear True FALSE 0.0
40 Used NaN 7300.0 Rolling Meadows, Illinois, United States 1997.0 20000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN TRUE 100 5< 111 Private Seller Clear False TRUE NaN
41 Used NaN 6800.0 Hampshire, Illinois, United States 2003.0 55782.0 Balck Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN TRUE 100 2< 298 Private Seller Clear False TRUE NaN
42 Used Dent and scratch free. Paint and chrome in exc... 5000.0 South Bend, Indiana, United States 2003.0 1350.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 14 37 Private Seller Clear False TRUE NaN
43 Used Excellent condition gently used. Adult driven 13200.0 Algonquin, Illinois, United States 2011.0 15400.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 NaN 478 Private Seller Clear True FALSE 0.0
44 Used Excellent condition 11400.0 Indianapolis, Indiana, United States 2012.0 1533.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN FALSE 100 4< 79 Dealer Clear False TRUE NaN
45 Used NaN 3250.0 Valparaiso, Indiana, United States 2003.0 22896.0 Blue/Green Metallic Harley-Davidson Vehicle does NOT have an existing warranty Sportster ... NaN FALSE 100 9< 109 Private Seller Clear True TRUE 11.0
46 Used This is a nice looking Road King. Paint and ch... 8000.0 Madison, Wisconsin, United States 2012.0 24742.0 Vivid Black Harley-Davidson Vehicle does NOT have an existing warranty. AS... Touring ... NaN FALSE 100 NaN 10701 Dealer Clear True FALSE 0.0
47 Used NaN 17800.0 Webberville, Michigan, United States 2016.0 1500.0 Black Harley-Davidson Vehicle has an existing warranty Touring ... NaN TRUE 100 4< 33 Private Seller Clear False TRUE NaN
48 Used NaN 8500.0 Rockford, Illinois, United States 2003.0 51000.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Touring ... NaN TRUE 100 8< 124 Private Seller Clear False TRUE NaN
49 Used NaN 4050.0 Gilberts, Illinois, United States 2006.0 6650.0 Black Harley-Davidson Vehicle does NOT have an existing warranty Softail ... NaN FALSE NaN 7< 58 Private Seller Clear True TRUE 3.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7443 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 0.0 Black Harley-Davidson NaN FXDBI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7444 Used NaN 5900.0 Raymond, New Hampshire, United States 2013.0 7337.0 Gray Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7445 Used NaN 3900.0 Raymond, New Hampshire, United States 2016.0 2669.0 Red Harley-Davidson NaN XG750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7446 Used NaN 7900.0 Raymond, New Hampshire, United States 2016.0 23440.0 Gray Kawasaki NaN Z1000 G ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7447 Used NaN 23499.0 Suncook, New Hampshire, United States 2015.0 16927.0 Black Harley-Davidson NaN FLHTK ELECTRA GLIDE ULTRA LIMITED ... NaN TRUE 100 NaN 1978 Dealer Clear False FALSE NaN
7448 Used Please feel free to contact me if you have any... 6500.0 Raymond, New Hampshire, United States 2007.0 29541.0 Burgundy Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7449 Used NaN 6500.0 Raymond, New Hampshire, United States 2008.0 11388.0 Black Harley-Davidson NaN FXDF ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7450 Used NaN 3900.0 Raymond, New Hampshire, United States 2006.0 28117.0 Black Kawasaki NaN ZX-10R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7451 Used NaN 5200.0 Raymond, New Hampshire, United States 2006.0 12876.0 maroon Suzuki NaN GSX1300R ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7452 Used NaN 3900.0 Raymond, New Hampshire, United States 2003.0 66219.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7453 Used Please feel free to contact me if you have any... 8300.0 Raymond, New Hampshire, United States 2011.0 5468.0 TWO TONE Harley-Davidson NaN Softail ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7454 Used NaN 7400.0 Raymond, New Hampshire, United States 2013.0 12333.0 Red Harley-Davidson NaN FLD103 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7455 Used NaN 4700.0 Raymond, New Hampshire, United States 2015.0 424.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7456 Used NaN 4900.0 Raymond, New Hampshire, United States 2009.0 7552.0 Orange Yamaha NaN YZF-R6 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7457 Used NaN 8500.0 Raymond, New Hampshire, United States 2008.0 20060.0 Black Harley-Davidson NaN FXCW ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7458 Used NaN 9200.0 Raymond, New Hampshire, United States 2012.0 0.0 Blue Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7459 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 19268.0 Black Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7460 Used NaN 7500.0 Raymond, New Hampshire, United States 2014.0 703.0 Black Suzuki NaN GSX-R1000 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7461 Used NaN 4200.0 Raymond, New Hampshire, United States 2008.0 5883.0 Gray Yamaha NaN XV1700 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7462 Used NaN 6500.0 Raymond, New Hampshire, United States 2006.0 32267.0 Blue Harley-Davidson NaN FLSTFI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7463 Used NaN 7800.0 Raymond, New Hampshire, United States 2008.0 45135.0 Orange Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7464 Used NaN 4400.0 Raymond, New Hampshire, United States 2015.0 2059.0 Black Suzuki NaN GSX-S750 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7465 Used NaN 7900.0 Raymond, New Hampshire, United States 2012.0 11679.0 Black Harley-Davidson NaN FXDCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7466 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1389.0 Blue Suzuki NaN GSX-R600 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7467 Used Salvage Rebuildable Repairable No Reserve NR 7400.0 Raymond, New Hampshire, United States 2008.0 41618.0 Blue Harley-Davidson NaN Touring ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7468 Used NaN 8800.0 Raymond, New Hampshire, United States 2008.0 52418.0 White Harley-Davidson NaN FLHXI ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7469 Used NaN 13570.0 Scott City, Missouri, United States 2016.0 2019.0 Black Harley-Davidson Vehicle has an existing warranty Dyna Fat Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7470 Used NaN 7900.0 Raymond, New Hampshire, United States 2007.0 64724.0 White Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7471 Used NaN 6200.0 Raymond, New Hampshire, United States 2005.0 55993.0 Red Harley-Davidson NaN FLHTCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7472 Used NaN 7500.0 Raymond, New Hampshire, United States 2005.0 32560.0 TWO TONE Harley-Davidson NaN FLSTNI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7473 Used NaN 5500.0 Raymond, New Hampshire, United States 2000.0 87123.0 White Harley-Davidson NaN FLSTC ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7474 Used NaN 3400.0 Raymond, New Hampshire, United States 2006.0 23865.0 Blue Harley-Davidson NaN XL 883C ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7475 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 56633.0 Blue Harley-Davidson NaN FXD ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7476 Used NaN 8500.0 Raymond, New Hampshire, United States 2010.0 36780.0 Blue Harley-Davidson NaN FLHTCUI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7477 Used NaN 4900.0 Raymond, New Hampshire, United States 2002.0 22709.0 Black Harley-Davidson NaN FXDL ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7478 Used NaN 9900.0 Raymond, New Hampshire, United States 2011.0 20851.0 Brown Harley-Davidson NaN FLTRU ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7479 Used NaN 2900.0 Raymond, New Hampshire, United States 2013.0 2905.0 Black Suzuki NaN SV ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7480 Used NaN 6500.0 Raymond, New Hampshire, United States 2016.0 1701.0 Green Harley-Davidson NaN XL 883N ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7481 Used NaN 10500.0 Raymond, New Hampshire, United States 2013.0 16231.0 Black Harley-Davidson NaN FLTRX ... NaN TRUE 4.7 NaN 12409 Dealer Rebuilt, Rebuildable & Reconstructed False FALSE NaN
7482 Used NaN 7200.0 Raymond, New Hampshire, United States 2006.0 29201.0 Black Harley-Davidson NaN FLTRI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7483 Used NaN 7500.0 Raymond, New Hampshire, United States 2007.0 28716.0 Purple Harley-Davidson NaN FLHRCI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7484 Used NaN 5000.0 Raymond, New Hampshire, United States 2004.0 12583.0 Balck Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7485 Used NaN 5000.0 Raymond, New Hampshire, United States 2006.0 19931.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7486 Used NaN 8900.0 Raymond, New Hampshire, United States 2012.0 9305.0 Black Harley-Davidson NaN FXDWG ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7487 Used Please feel free to contact me if you have any... 4900.0 Raymond, New Hampshire, United States 2013.0 3475.0 Gray Suzuki NaN Boulevard ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7488 Used NaN 3900.0 Raymond, New Hampshire, United States 2004.0 23681.0 Black Harley-Davidson NaN FXDI ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7489 Used NaN 8900.0 Raymond, New Hampshire, United States 2013.0 5821.0 Black Suzuki NaN GSX1300RA ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7490 Used NaN 7800.0 Raymond, New Hampshire, United States 2011.0 48616.0 Red BMW NaN R1200GS ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7491 Used NaN 7900.0 Raymond, New Hampshire, United States 2014.0 6185.0 TWO TONE Yamaha NaN YZF-R1 ... NaN TRUE 4.7 NaN 12409 Dealer Salvage False FALSE NaN
7492 Used NaN 12970.0 Scott City, Missouri, United States 2016.0 448.0 Gray Harley-Davidson Vehicle has an existing warranty Dyna Street Bob ... NaN FALSE 100 NaN 4 Dealer Clear False FALSE NaN
7493 rows × 22 columns
df['Exterior_Color']#第14行是空值
0 Black
1 Black
2 Silver/Blue
3 Red
4 Blue
5 Red
6 Grey / Red / Silver Metallic
7 Black
8 Cherry Red
9 Black
10 Burgundy
11 Black
12 RICH RED W/STRIPES
13 Luxury Rich Red
14 NaN
15 Red
16 White
17 Blue
18 Red
19 Black
20 Black
21 Black
22 Black & Blue
23 Purple
24 Black
25 Blue
26 Red
27 Red Hot Sun Glo
28 Burgundy
29 Black
30 Kandy brandywine
31 Blue
32 Red
33 Black
34 Blue
35 NaN
36 Black
37 Red
38 Burgundy
39 Black
40 Black
41 NaN
42 Black
43 Black
44 Black
45 Blue/Green Metallic
46 Vivid Black
47 Black
48 Black
49 Black
...
7443 Black
7444 Gray
7445 Red
7446 Gray
7447 Black
7448 Burgundy
7449 Black
7450 Black
7451 maroon
7452 Blue
7453 TWO TONE
7454 Red
7455 Black
7456 Orange
7457 Black
7458 Blue
7459 Black
7460 Black
7461 Gray
7462 Blue
7463 Orange
7464 Black
7465 Black
7466 Blue
7467 Blue
7468 White
7469 Black
7470 White
7471 Red
7472 TWO TONE
7473 White
7474 Blue
7475 Blue
7476 Blue
7477 Black
7478 Brown
7479 Black
7480 Green
7481 Black
7482 Black
7483 Purple
7484 NaN
7485 Black
7486 Black
7487 Gray
7488 Black
7489 Black
7490 Red
7491 TWO TONE
7492 Gray
Name: Exterior_Color, Length: 7493, dtype: object
df['Exterior_Color'].fillna(method = 'ffill')#前向填补
0 Black
1 Black
2 Silver/Blue
3 Red
4 Blue
5 Red
6 Grey / Red / Silver Metallic
7 Black
8 Cherry Red
9 Black
10 Burgundy
11 Black
12 RICH RED W/STRIPES
13 Luxury Rich Red
14 Luxury Rich Red
15 Red
16 White
17 Blue
18 Red
19 Black
20 Black
21 Black
22 Black & Blue
23 Purple
24 Black
25 Blue
26 Red
27 Red Hot Sun Glo
28 Burgundy
29 Black
30 Kandy brandywine
31 Blue
32 Red
33 Black
34 Blue
35 Blue
36 Black
37 Red
38 Burgundy
39 Black
40 Black
41 Black
42 Black
43 Black
44 Black
45 Blue/Green Metallic
46 Vivid Black
47 Black
48 Black
49 Black
...
7443 Black
7444 Gray
7445 Red
7446 Gray
7447 Black
7448 Burgundy
7449 Black
7450 Black
7451 maroon
7452 Blue
7453 TWO TONE
7454 Red
7455 Black
7456 Orange
7457 Black
7458 Blue
7459 Black
7460 Black
7461 Gray
7462 Blue
7463 Orange
7464 Black
7465 Black
7466 Blue
7467 Blue
7468 White
7469 Black
7470 White
7471 Red
7472 TWO TONE
7473 White
7474 Blue
7475 Blue
7476 Blue
7477 Black
7478 Brown
7479 Black
7480 Green
7481 Black
7482 Black
7483 Purple
7484 Purple
7485 Black
7486 Black
7487 Gray
7488 Black
7489 Black
7490 Red
7491 TWO TONE
7492 Gray
Name: Exterior_Color, Length: 7493, dtype: object
df['Exterior_Color'].fillna(method = 'bfill')#后向填补
0 Black
1 Black
2 Silver/Blue
3 Red
4 Blue
5 Red
6 Grey / Red / Silver Metallic
7 Black
8 Cherry Red
9 Black
10 Burgundy
11 Black
12 RICH RED W/STRIPES
13 Luxury Rich Red
14 Red
15 Red
16 White
17 Blue
18 Red
19 Black
20 Black
21 Black
22 Black & Blue
23 Purple
24 Black
25 Blue
26 Red
27 Red Hot Sun Glo
28 Burgundy
29 Black
30 Kandy brandywine
31 Blue
32 Red
33 Black
34 Blue
35 Black
36 Black
37 Red
38 Burgundy
39 Black
40 Black
41 Black
42 Black
43 Black
44 Black
45 Blue/Green Metallic
46 Vivid Black
47 Black
48 Black
49 Black
...
7443 Black
7444 Gray
7445 Red
7446 Gray
7447 Black
7448 Burgundy
7449 Black
7450 Black
7451 maroon
7452 Blue
7453 TWO TONE
7454 Red
7455 Black
7456 Orange
7457 Black
7458 Blue
7459 Black
7460 Black
7461 Gray
7462 Blue
7463 Orange
7464 Black
7465 Black
7466 Blue
7467 Blue
7468 White
7469 Black
7470 White
7471 Red
7472 TWO TONE
7473 White
7474 Blue
7475 Blue
7476 Blue
7477 Black
7478 Brown
7479 Black
7480 Green
7481 Black
7482 Black
7483 Purple
7484 Black
7485 Black
7486 Black
7487 Gray
7488 Black
7489 Black
7490 Red
7491 TWO TONE
7492 Gray
Name: Exterior_Color, Length: 7493, dtype: object
欢迎阅读数据清洗系列文章：python数据清洗工具、方法、过程整理归纳
- 一、数据清洗之常用工具——numpy，pandas
- 二、数据清洗之文件读写——读取csv、Excel和MySQL数据
- 三、数据清洗之数据表操作——数据筛选、增加删除、查找修改、数据整理和层次化索引
- 四、数据清洗之数据转换——日期格式数据处理、高阶函数数据处理、字符串数据处理
- 五、数据清洗之数据统计——数据分组运算、聚合函数使用、分组对象和apply函数、透视图与交叉表