Learn practical skills, build real-world projects, and advance your career
Updated 4 years ago
import pandas as pd
path="E:\\folder\\house-prices-advanced-regression-techniques\\test.csv"
data=pd.read_csv(path)
dataAs you can see their are 80 columns in the dataset but all the columns are not visible so for dealing with that we use function pd.set_option() in which we have to pass the parameter display.max_columns or if you wanted to select the rows also than you can do it display.max_rows
pd.set_option("display.max_columns",None) # none is written because we want all columns
pd.set_option("display.max_rows",None)datadata.info()<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1459 entries, 0 to 1458
Data columns (total 80 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 Id 1459 non-null int64
1 MSSubClass 1459 non-null int64
2 MSZoning 1455 non-null object
3 LotFrontage 1232 non-null float64
4 LotArea 1459 non-null int64
5 Street 1459 non-null object
6 Alley 107 non-null object
7 LotShape 1459 non-null object
8 LandContour 1459 non-null object
9 Utilities 1457 non-null object
10 LotConfig 1459 non-null object
11 LandSlope 1459 non-null object
12 Neighborhood 1459 non-null object
13 Condition1 1459 non-null object
14 Condition2 1459 non-null object
15 BldgType 1459 non-null object
16 HouseStyle 1459 non-null object
17 OverallQual 1459 non-null int64
18 OverallCond 1459 non-null int64
19 YearBuilt 1459 non-null int64
20 YearRemodAdd 1459 non-null int64
21 RoofStyle 1459 non-null object
22 RoofMatl 1459 non-null object
23 Exterior1st 1458 non-null object
24 Exterior2nd 1458 non-null object
25 MasVnrType 1443 non-null object
26 MasVnrArea 1444 non-null float64
27 ExterQual 1459 non-null object
28 ExterCond 1459 non-null object
29 Foundation 1459 non-null object
30 BsmtQual 1415 non-null object
31 BsmtCond 1414 non-null object
32 BsmtExposure 1415 non-null object
33 BsmtFinType1 1417 non-null object
34 BsmtFinSF1 1458 non-null float64
35 BsmtFinType2 1417 non-null object
36 BsmtFinSF2 1458 non-null float64
37 BsmtUnfSF 1458 non-null float64
38 TotalBsmtSF 1458 non-null float64
39 Heating 1459 non-null object
40 HeatingQC 1459 non-null object
41 CentralAir 1459 non-null object
42 Electrical 1459 non-null object
43 1stFlrSF 1459 non-null int64
44 2ndFlrSF 1459 non-null int64
45 LowQualFinSF 1459 non-null int64
46 GrLivArea 1459 non-null int64
47 BsmtFullBath 1457 non-null float64
48 BsmtHalfBath 1457 non-null float64
49 FullBath 1459 non-null int64
50 HalfBath 1459 non-null int64
51 BedroomAbvGr 1459 non-null int64
52 KitchenAbvGr 1459 non-null int64
53 KitchenQual 1458 non-null object
54 TotRmsAbvGrd 1459 non-null int64
55 Functional 1457 non-null object
56 Fireplaces 1459 non-null int64
57 FireplaceQu 729 non-null object
58 GarageType 1383 non-null object
59 GarageYrBlt 1381 non-null float64
60 GarageFinish 1381 non-null object
61 GarageCars 1458 non-null float64
62 GarageArea 1458 non-null float64
63 GarageQual 1381 non-null object
64 GarageCond 1381 non-null object
65 PavedDrive 1459 non-null object
66 WoodDeckSF 1459 non-null int64
67 OpenPorchSF 1459 non-null int64
68 EnclosedPorch 1459 non-null int64
69 3SsnPorch 1459 non-null int64
70 ScreenPorch 1459 non-null int64
71 PoolArea 1459 non-null int64
72 PoolQC 3 non-null object
73 Fence 290 non-null object
74 MiscFeature 51 non-null object
75 MiscVal 1459 non-null int64
76 MoSold 1459 non-null int64
77 YrSold 1459 non-null int64
78 SaleType 1458 non-null object
79 SaleCondition 1459 non-null object
dtypes: float64(11), int64(26), object(43)
memory usage: 912.0+ KB