diff --git a/nb.ipynb b/nb.ipynb
index 17cd362..6940f1a 100644
--- a/nb.ipynb
+++ b/nb.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -23,14 +23,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pdfplumber\n",
     "\n",
-    "page_idx = 0\n",
-    "with pdfplumber.open(\"/Users/johnathanchiu/Downloads/san-jose-pd-firearm-sample.pdf\") as pdf:\n",
+    "page_idx = 15\n",
+    "with pdfplumber.open(\"/Users/johnathanchiu/Downloads/21-11-1156.pdf\") as pdf:\n",
     "    crops = segment_pdf_page(pdf.pages[page_idx])\n",
     "\n",
     "    im = pdf.pages[page_idx].to_image()\n",
@@ -42,16 +42,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
     "from PIL import Image, ImageDraw\n",
     "\n",
-    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00014.jpg\"\n",
-    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00016.jpg\"\n",
-    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00066.jpg\"\n",
-    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00071.jpg\"\n",
+    "# ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00014.jpg\"\n",
+    "# ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00016.jpg\"\n",
+    "# ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00066.jpg\"\n",
+    "# ifile = \"/Users/johnathanchiu/Downloads/PM209/images/Apple_iphone-13-pro-max-07300325A-repair/images/Apple_iphone-13-pro-max-07300325A-repair_00071.jpg\"\n",
+    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e_00008.jpg\"\n",
+    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e_00022.jpg\"\n",
+    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e/images/toshiba_air conditioner manuals_fa6db8bc-5435-4363-a3e2-e6b85ab5ad6e_00024.jpg\"\n",
+    "ifile = \"/Users/johnathanchiu/Downloads/PM209/images/sony_speaker_ca7086d3-effb-4230-8f16-26066834c1e3/images/sony_speaker_ca7086d3-effb-4230-8f16-26066834c1e3_00009.jpg\"\n",
     "img = Image.open(ifile)\n",
     "\n",
     "draw = ImageDraw.Draw(img,  \"RGBA\")\n",
diff --git a/segmentor/document/pdf.py b/segmentor/document/pdf.py
index 3f3ea55..023fce0 100644
--- a/segmentor/document/pdf.py
+++ b/segmentor/document/pdf.py
@@ -1,15 +1,12 @@
 from dataclasses import dataclass
-from typing import List, Tuple
+from typing import List
 
-from pdfplumber.page import CroppedPage, Page
+from pdfplumber.page import CroppedPage
 import numpy as np
 
 from .div import div_intersections
 
 
-OBJECT_TYPES = ["line", "curve", "rect", "char", "image"]
-
-
 @dataclass
 class Section:
     page_crop: CroppedPage
@@ -17,31 +14,31 @@ class Section:
     seg_depth: int = 0
 
 
-def pdf_page_scan(
-    page: Page,
-    line_spacing: float = 5.0,
-    vertical_scan: bool = True,
-    debug: bool = False,
-):
-    page_objs = page.objects
-    page_bbox = page.bbox
+def pdf_page_scan(page: CroppedPage, line_spacing=5.0, vertical_scan=True, debug=False):
     # vertical scan implies the lines are going across the page dropped from top to bottom
-    if not vertical_scan:
+    page_bbox = page.bbox
+    page_objs = page.objects
+    if vertical_scan:
+        p0, p1 = "top", "bottom"
         page_dim = (page_bbox[1], page_bbox[3])
-        p0, p1 = "x0", "x1"
+        line_spacing = 5.0  # arbitrary hyperparameters
     else:
+        p0, p1 = "x0", "x1"
         page_dim = (page_bbox[0], page_bbox[2])
-        p0, p1 = "top", "bottom"
+        line_spacing = 8.0  # arbitrary hyperparameters
 
     scan_intersects = []
     scan_lines = list(np.arange(*page_dim, line_spacing))
     for scan_line in scan_lines:
         is_crossed = False
-        for obj_type in OBJECT_TYPES:
+        for obj_type in page_objs:
+            # We only check objects that fall into these categories
+            if obj_type not in {"line", "curve", "rect", "char", "image"}:
+                continue
             for obj in page_objs[obj_type]:
                 if obj[p0] < scan_line < obj[p1]:
-                    scan_intersects.append(True)
                     is_crossed = True
+                    scan_intersects.append(True)
                     break
             if is_crossed:
                 break
@@ -57,10 +54,7 @@ def pdf_page_scan(
 
 
 def section_page(
-    page: Section,
-    page_breaks: List[Tuple[int, int]],
-    vertical_div: bool = True,
-    debug_info: List[Tuple[bool, int]] = None,
+    page: Section, page_breaks, vertical_div=True, debug_info=None
 ) -> List[CroppedPage]:
     if debug_info:
         im = page.page_crop.to_image()