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Dan wanjohi #1

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7236700
Importation of relevant packages
Dec 7, 2022
ce74170
Importation of train and test data
Dec 7, 2022
cf96117
Getting a basic description of train data.
Dec 7, 2022
c9ff0dc
Taking a closer look at the data using head() and tail() functions.
Dec 7, 2022
4d3e989
Numeric features of the train dataset
Dec 7, 2022
bf01950
Examining categorical features in the train dataset
Dec 7, 2022
b4a71c9
Visualising missing values using missingno
Dec 7, 2022
043ca7c
Creating plots to visualise the data
Dec 7, 2022
be1d489
Estimating the skewness and kurtosis of the train dataset.
Dec 8, 2022
0f88db4
Displaying distribution of the datasets
Dec 8, 2022
9295fb5
Plotting of various graphs to visualise data.
Dec 8, 2022
0c954da
Slight modifications to the visualisations
Dec 8, 2022
dd2dc91
Creating a correlation heatmap
Dec 8, 2022
a774ef2
Creating a zoomed heatmap
Dec 8, 2022
b3d277b
Creating a pair plot
Dec 8, 2022
cf52720
Creating a count plot and box plots
Dec 8, 2022
a1f0064
Box plots to enumerate distribution of SalePrice
Dec 8, 2022
b1f2338
Box plots to enumerate distribution of SalePrice. Shows actual plots
Dec 8, 2022
d8e2d73
Violin plot of SalePrice vs Functional
Dec 8, 2022
8a55e3c
Factor Plot of FirePlaceQC vs SalePrice
Dec 8, 2022
fd36ee7
Facet grid plot of Fireplace QC vs SalePrice
Dec 8, 2022
ad403af
Creating a point plot of lot shape based on neighbourhood
Dec 8, 2022
1472cde
Categorical feature exploration
Dec 8, 2022
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8 changes: 8 additions & 0 deletions .idea/.gitignore
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8 changes: 8 additions & 0 deletions .idea/Data_Science_Kamilimu2022.iml
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15 changes: 15 additions & 0 deletions .idea/git_toolbox_prj.xml
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6 changes: 6 additions & 0 deletions .idea/inspectionProfiles/profiles_settings.xml
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4 changes: 4 additions & 0 deletions .idea/misc.xml
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8 changes: 8 additions & 0 deletions .idea/modules.xml
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6 changes: 6 additions & 0 deletions .idea/vcs.xml
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