diff --git a/2_pairwise_correlations.ipynb b/2_pairwise_correlations.ipynb
index 852fee9..08ed360 100644
--- a/2_pairwise_correlations.ipynb
+++ b/2_pairwise_correlations.ipynb
@@ -27,7 +27,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "2018-09-04 23:28:55 CEST\n",
+ "2018-09-05 15:36:05 CEST\n",
"\n",
"CPython 3.6.5\n",
"IPython 6.5.0\n",
@@ -803,7 +803,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "The different porch areas are unified into a new variable *Total Porch SF*. This potentially helps making the presence of a porch in general relevant in the prediction."
+ "Calculate a variable for the total living area *Total SF* as this is the number communicated most often in housing ads."
]
},
{
@@ -811,13 +811,30 @@
"execution_count": 12,
"metadata": {},
"outputs": [],
+ "source": [
+ "df[\"Total SF\"] = df[\"Gr Liv Area\"] + df[\"Total Bsmt SF\"]\n",
+ "new_variables = [\"Total SF\"]\n",
+ "CONTINUOUS_VARIABLES.append(\"Total SF\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The different porch areas are unified into a new variable *Total Porch SF*. This potentially helps making the presence of a porch in general relevant in the prediction."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
"source": [
"df[\"Total Porch SF\"] = (\n",
" df[\"3Ssn Porch\"] + df[\"Enclosed Porch\"] + df[\"Open Porch SF\"]\n",
" + df[\"Screen Porch\"] + df[\"Wood Deck SF\"]\n",
")\n",
- "\n",
- "new_variables = [\"Total Porch SF\"]\n",
+ "new_variables.append(\"Total Porch SF\")\n",
"CONTINUOUS_VARIABLES.append(\"Total Porch SF\")"
]
},
@@ -830,7 +847,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -839,7 +856,7 @@
"29.0"
]
},
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -864,7 +881,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -872,7 +889,6 @@
" df[\"Full Bath\"] + 0.5 * df[\"Half Bath\"]\n",
" + df[\"Bsmt Full Bath\"] + 0.5 * df[\"Bsmt Half Bath\"]\n",
")\n",
- "\n",
"new_variables.append(\"Total Bath\")\n",
"DISCRETE_VARIABLES.append(\"Total Bath\")"
]
@@ -888,7 +904,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -898,7 +914,8 @@
"1st Flr SF First Floor square feet\n",
"Gr Liv Area Above grade (ground) living area square feet\n",
"Lot Area Lot size in square feet\n",
- "SalePrice\n"
+ "SalePrice\n",
+ "Total SF\n"
]
}
],
@@ -915,12 +932,12 @@
"source": [
"A common convention is to use Box-Cox transformations only if the found lambda value (estimated with Maximum Likelyhood Estimation) is in the range from -3 to +3. Also, use a lambda rounded to the next \"half\" integer.\n",
"\n",
- "Consequently, the only applicable transformation is for \"SalePrice\"."
+ "Consequently, the only applicable transformation are for *SalePrice* and the new variable *Total SF*."
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -930,7 +947,8 @@
"1st Flr SF: exact lambda of -8.398 not in realistic range\n",
"Gr Liv Area: exact lambda of -8.398 not in realistic range\n",
"Lot Area: exact lambda of -8.398 not in realistic range\n",
- "SalePrice: use rounded lambda of 0.0 (exact is 0.004)\n"
+ "SalePrice: use rounded lambda of 0.0 (exact is 0.004)\n",
+ "Total SF: use rounded lambda of 0.0 (exact is 0.242)\n"
]
}
],
@@ -954,11 +972,12 @@
" df[new_column] = (\n",
" np.log(X) if used_lambda == 0 else (((X ** used_lambda) - 1) / used_lambda)\n",
" )\n",
- " # Show that only SalePrice has a useful transformation.\n",
- " assert column in TARGET_VARIABLES\n",
" # Track the new column in the appropiate list.\n",
" new_variables.append(new_column)\n",
- " TARGET_VARIABLES.append(new_column)\n",
+ " if column in TARGET_VARIABLES:\n",
+ " TARGET_VARIABLES.append(new_column)\n",
+ " else:\n",
+ " CONTINUOUS_VARIABLES.append(new_column)\n",
" # To show only the transformed columns below.\n",
" transformed_columns.append(column)\n",
" transformed_columns.append(new_column)\n",
@@ -976,7 +995,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -1001,6 +1020,8 @@
"
\n",
" | \n",
" | \n",
+ " Total SF | \n",
+ " Total SF (box-cox-0.0) | \n",
" SalePrice | \n",
" SalePrice (box-cox-0.0) | \n",
"
\n",
@@ -1009,36 +1030,48 @@
" PID | \n",
" | \n",
" | \n",
+ " | \n",
+ " | \n",
" \n",
" \n",
" \n",
" \n",
" 1 | \n",
" 526301100 | \n",
+ " 2736.0 | \n",
+ " 7.914252 | \n",
" 215000.0 | \n",
" 12.278393 | \n",
"
\n",
" \n",
" 2 | \n",
" 526350040 | \n",
+ " 1778.0 | \n",
+ " 7.483244 | \n",
" 105000.0 | \n",
" 11.561716 | \n",
"
\n",
" \n",
" 3 | \n",
" 526351010 | \n",
+ " 2658.0 | \n",
+ " 7.885329 | \n",
" 172000.0 | \n",
" 12.055250 | \n",
"
\n",
" \n",
" 4 | \n",
" 526353030 | \n",
+ " 4220.0 | \n",
+ " 8.347590 | \n",
" 244000.0 | \n",
" 12.404924 | \n",
"
\n",
" \n",
" 5 | \n",
" 527105010 | \n",
+ " 2557.0 | \n",
+ " 7.846590 | \n",
" 189900.0 | \n",
" 12.154253 | \n",
"
\n",
@@ -1047,16 +1080,24 @@
""
],
"text/plain": [
- " SalePrice SalePrice (box-cox-0.0)\n",
- "Order PID \n",
- "1 526301100 215000.0 12.278393\n",
- "2 526350040 105000.0 11.561716\n",
- "3 526351010 172000.0 12.055250\n",
- "4 526353030 244000.0 12.404924\n",
- "5 527105010 189900.0 12.154253"
+ " Total SF Total SF (box-cox-0.0) SalePrice \\\n",
+ "Order PID \n",
+ "1 526301100 2736.0 7.914252 215000.0 \n",
+ "2 526350040 1778.0 7.483244 105000.0 \n",
+ "3 526351010 2658.0 7.885329 172000.0 \n",
+ "4 526353030 4220.0 8.347590 244000.0 \n",
+ "5 527105010 2557.0 7.846590 189900.0 \n",
+ "\n",
+ " SalePrice (box-cox-0.0) \n",
+ "Order PID \n",
+ "1 526301100 12.278393 \n",
+ "2 526350040 11.561716 \n",
+ "3 526351010 12.055250 \n",
+ "4 526353030 12.404924 \n",
+ "5 527105010 12.154253 "
]
},
- "execution_count": 17,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -1080,7 +1121,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
@@ -1100,7 +1141,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -1135,7 +1176,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
@@ -1145,12 +1186,12 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
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