fix docs

Author: chenyangkang

docs/API_Documentation/model/stemflow.model.special_hurdle.md

@@ -19,6 +19,13 @@
     "You will need to know some very basic SQL syntax to fully understand this notebook."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Examples"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -55,14 +62,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Download data"
+    "### Download data"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Training/test data"
+    "#### Training/test data"
    ]
   },
   {
@@ -116,7 +123,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Get X and y"
+    "### Get X and y"
    ]
   },
   {
@@ -620,7 +627,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## First thing first: Spatiotemporal train test split"
+    "### First thing first: Spatiotemporal train test split"
    ]
   },
   {
@@ -642,7 +649,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Initiate AdaSTEM hurdle model"
+    "### Initiate AdaSTEM hurdle model"
    ]
   },
   {
@@ -701,7 +708,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## \"Traditional\" fit with pandas object"
+    "### \"Traditional\" fit with pandas object"
    ]
   },
   {
@@ -1275,7 +1282,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Dump data into duckdb database"
+    "### Dump data into duckdb database"
    ]
   },
   {
@@ -2192,7 +2199,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using duckdb as input\n"
+    "### Using duckdb as input\n"
    ]
   },
   {
@@ -3344,7 +3351,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using parquet as input"
+    "### Using parquet as input"
    ]
   },
   {
@@ -3937,7 +3944,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Compare the three method: pd.DataFrame, parquet, and duckdb\n",
+    "### Compare the three method: pd.DataFrame, parquet, and duckdb\n",
     "-- Speed, memory use"
    ]
   },
@@ -4076,7 +4083,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# On Small dataset"
+    "## On Small dataset"
    ]
   },
   {
@@ -4090,7 +4097,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing ensemble_fold"
+    "### Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing ensemble_fold"
    ]
   },
   {
@@ -4839,7 +4846,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing n_jobs"
+    "### Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing n_jobs"
    ]
   },
   {
@@ -5376,7 +5383,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# On larger dataset"
+    "## On larger dataset"
    ]
   },
   {
@@ -5497,7 +5504,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing n_jobs"
+    "### Run test: Training using pd.DataFrame, duckdb, and pandas. Increasing n_jobs"
    ]
   },
   {

docs/Examples/09.Database_query.ipynb

@@ -98,7 +98,6 @@ nav:
       - 'static_func_AdaSTEM': API_Documentation/model/stemflow.model.static_func_AdaSTEM.md
       - 'Hurdle': API_Documentation/model/stemflow.model.Hurdle.md
       - 'dummy_model': API_Documentation/model/stemflow.model.dummy_model.md
-      - 'special_hurdle': API_Documentation/model/stemflow.model.special_hurdle.md
     - stemflow.gridding:
       - 'Q_blocks': API_Documentation/gridding/stemflow.gridding.Q_blocks.md
       - 'QTree': API_Documentation/gridding/stemflow.gridding.QTree.md