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Run notebooks with updates and custom kernel

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This commit is contained in:
Alexander Hess 2024-07-09 16:42:10 +02:00
commit baa7d06cdc
Signed by: alexander
GPG key ID: 344EA5AB10D868E0
6 changed files with 189 additions and 163 deletions
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28
02_descriptive_visualizations.ipynb
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@ -1319,7 +1319,7 @@
"sns.boxplot(x=\"Neighborhood\", y=\"SalePrice\", data=df, ax=ax)\n",
"ax.set_title(\"Prices by Neighborhood\", fontsize=24)\n",
"ax.set_xlabel(\"Neighborhood\", fontsize=18)\n",
"ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n",
"ax.tick_params(axis='x', labelrotation = 45)\n",
"ax.set_ylabel(\"House Price\", fontsize=18);"
]
},
@ -1336,7 +1336,7 @@
"metadata": {},
"outputs": [],
"source": [
"neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\")\n",
"neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\", dtype=int)\n",
"df = pd.concat([df, neighborhood], axis=1)\n",
"del df[\"Neighborhood\"]"
]
@ -1827,7 +1827,7 @@
"metadata": {},
"outputs": [],
"source": [
"build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\")\n",
"build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\", dtype=int)\n",
"df = pd.concat([df, build_type], axis=1)\n",
"del df[\"Bldg Type\"]"
]
@ -2118,7 +2118,7 @@
"PosA 24\n",
"RRNn 11\n",
"RRNe 6\n",
"dtype: int64"
"Name: count, dtype: int64"
]
},
"execution_count": 34,
@ -2527,13 +2527,14 @@
{
"data": {
"text/plain": [
"Foundation\n",
"PConc 1282\n",
"CBlock 1242\n",
"BrkTil 310\n",
"Slab 48\n",
"Stone 11\n",
"Wood 5\n",
"Name: Foundation, dtype: int64"
"Name: count, dtype: int64"
]
},
"execution_count": 50,
@ -2580,7 +2581,7 @@
"metadata": {},
"outputs": [],
"source": [
"foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\")\n",
"foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\", dtype=int)\n",
"# Only keep the top 3 realizations.\n",
"del foundation[\"found_Slab\"]\n",
"del foundation[\"found_Stone\"]\n",
@ -2958,6 +2959,7 @@
{
"data": {
"text/plain": [
"MS Zoning\n",
"RL 2252\n",
"RM 459\n",
"FV 131\n",
@ -2966,7 +2968,7 @@
"A 2\n",
"I 2\n",
"RP 0\n",
"Name: MS Zoning, dtype: int64"
"Name: count, dtype: int64"
]
},
"execution_count": 67,
@ -3161,13 +3163,14 @@
{
"data": {
"text/plain": [
"Sale Condition\n",
"Normal 2396\n",
"Partial 233\n",
"Abnorml 189\n",
"Family 46\n",
"Alloca 22\n",
"AdjLand 12\n",
"Name: Sale Condition, dtype: int64"
"Name: count, dtype: int64"
]
},
"execution_count": 77,
@ -3437,9 +3440,10 @@
{
"data": {
"text/plain": [
"Street\n",
"Pave 2886\n",
"Grvl 12\n",
"Name: Street, dtype: int64"
"Name: count, dtype: int64"
]
},
"execution_count": 87,
@ -4948,9 +4952,9 @@
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "ames-housing",
"language": "python",
"name": "python3"
"name": "ames-housing"
},
"language_info": {
"codemirror_mode": {
@ -4962,7 +4966,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
"version": "3.12.4"
}
},
"nbformat": 4,