"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot histograms for all the features\n",
"\n",
"housing.hist(bins=50, figsize=(20,15))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that most features are left scewed (tail-heavy) or multi-modal. Not the most ideal distributions of data. Also worth noting is that the median_income data is not in USD and seems to be scaled from 0 to 15. If we look back at the max and min of the data we find that it is scaled to be from 0.4999 to 15.0001. Similarly the median age and median house values are capped (as seen by the sharp jump at the end). It might be nice to transform the data to be more uniform."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing['income_cat'] = pd.cut(housing['median_income'], # Chopping up median income because it's important\n",
" bins=[0., 1.5, 3.0, 4.5, 6., np.inf], # Chop into categories of 0 to 1.5, 1.5 to 3, etc\n",
" labels=[1,2,3,4,5]) # Generic labels\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42) # Generic train/test split\n",
"housing['income_cat'].hist()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Now we want to do some stratified sampling based on median_income which seems to be fairly important\n",
"\n",
"split = SSS(n_splits=1, test_size=0.2, random_state=42) # Initialize our split with proper test size/random state to match book\n",
"for train_index, test_index in split.split(housing, housing['income_cat']):\n",
" strat_train_set = housing.loc[train_index]\n",
" strat_test_set = housing.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def income_cat_proportions(data):\n",
" return data[\"income_cat\"].value_counts() / len(data)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Make a table showing the how a stratified sampling ensures our test set matches our original distribution for median_income\n",
"\n",
"compare_props = pd.DataFrame({\n",
" \"Overall\": income_cat_proportions(housing),\n",
" \"Stratified\": income_cat_proportions(strat_test_set),\n",
" \"Random\": income_cat_proportions(test_set),\n",
"}).sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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Overall
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Stratified
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Random
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1
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0.039826
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"text/plain": [
" Overall Stratified Random\n",
"1 0.039826 0.039729 0.040213\n",
"2 0.318847 0.318798 0.324370\n",
"3 0.350581 0.350533 0.358527\n",
"4 0.176308 0.176357 0.167393\n",
"5 0.114438 0.114583 0.109496"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_props.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Now that we finished with our income_cat feature we can drop it\n",
"\n",
"for set_ in (strat_train_set, strat_test_set):\n",
" set_.drop('income_cat', axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# With our test set put aside we can explore the data\n",
"\n",
"housing = strat_train_set.copy()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind='scatter', x='longitude', y='latitude', alpha=0.4, \n",
" s = housing['population'] / 100, # Adjusit size of points to size of population\n",
" label='population', \n",
" figsize=(10,7), \n",
" c = 'median_house_value', # Base color map on median house value\n",
" cmap=plt.get_cmap('jet'), \n",
" colorbar=True)\n",
"plt.legend()\n",
"plt.xlabel=('longitude')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687160\n",
"total_rooms 0.135097\n",
"housing_median_age 0.114110\n",
"households 0.064506\n",
"total_bedrooms 0.047689\n",
"population -0.026920\n",
"longitude -0.047432\n",
"latitude -0.142724\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check out correlations\n",
"\n",
"corr_matrix = housing.corr()\n",
"corr_matrix['median_house_value'].sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see a strong correlation between house value and median income which is to be expected. However, we see almost no correlation geographically even though our heat map earlier suggests a strong corrolation between location and price. This just means the features have a non linear relation."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Strongest looking correlation is between median income and median house value so we look more closely at that\n",
"\n",
"housing.plot(kind='scatter', x='median_income', y='median_house_value', alpha=0.1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see a strong correlation as well as a few oddities. There are some abnormal horizontal lines at 500k, 350k and possible 250k that may have to be dealt with later. Now we can move on to feature creation! Some useful features could be rooms per household (more useful than just the number of rooms), bedrooms per room (proportion of rooms which are actually bedrooms), and people per household."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"housing['rooms_per_household'] = housing['total_rooms'] / housing['households']\n",
"housing['bedrooms_per_room'] = housing['total_bedrooms'] / housing['total_rooms']\n",
"housing['population_per_household'] = housing['population'] / housing['households']"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687160\n",
"rooms_per_household 0.146285\n",
"total_rooms 0.135097\n",
"housing_median_age 0.114110\n",
"households 0.064506\n",
"total_bedrooms 0.047689\n",
"population_per_household -0.021985\n",
"population -0.026920\n",
"longitude -0.047432\n",
"latitude -0.142724\n",
"bedrooms_per_room -0.259984\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix = housing.corr()\n",
"corr_matrix['median_house_value'].sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now see our artificial features and how correlated they are to the target feature with the most promising being rooms_per_household and bedrooms_per_room with a strong negative correlation. This makes intuitive sense when you consider a 4 bedroom 2.5 bath compared to a 3 bedroom 1 bath. Anothing factor could be extra non bedrooms such as extra living rooms and kitchens driving the price up considerably. With some decent correlations on our features we can move on to preping our data for ML algorithms."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"housing = strat_train_set.drop('median_house_value', axis=1)\n",
"housing_labels = strat_train_set['median_house_value'].copy()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Int64Index: 16512 entries, 17606 to 15775\n",
"Data columns (total 9 columns):\n",
"longitude 16512 non-null float64\n",
"latitude 16512 non-null float64\n",
"housing_median_age 16512 non-null float64\n",
"total_rooms 16512 non-null float64\n",
"total_bedrooms 16354 non-null float64\n",
"population 16512 non-null float64\n",
"households 16512 non-null float64\n",
"median_income 16512 non-null float64\n",
"ocean_proximity 16512 non-null object\n",
"dtypes: float64(8), object(1)\n",
"memory usage: 1.3+ MB\n"
]
}
],
"source": [
"housing.info() # Bring back up to see where we have null values (in total_bedrooms)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# Median imputation using SkLearn\n",
"\n",
"imputer = SimpleImputer(strategy='median')\n",
"housing_num = housing.drop('ocean_proximity', axis=1) # Drop non numerical feature for imputation\n",
"imputer.fit(housing_num) # Computes and stores median values for all features in housing_num which we may need later\n",
"X = imputer.transform(housing_num) # Apply median imputation\n",
"housing_tr = pd.DataFrame(X, columns=housing_num.columns, index=housing_num.index) # Remake our df from our numpy array X\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"