diff --git a/brightness.py b/brightness.py
new file mode 100644
index 0000000..8437733
--- /dev/null
+++ b/brightness.py
@@ -0,0 +1,59 @@
+import string
+
+from PIL import Image
+
+import pygame as pg
+
+
+
+
+FONT_PATH = 'fonts/scientifica.ttf'
+
+
+
+
+
+
+CHARS = (string.ascii_letters + string.punctuation).replace('\\', '').replace('/', '').replace('|', '').replace('-', '')
+sorted_chars = {}
+
+for c in CHARS:
+    pg.init()
+    font = pg.font.Font(FONT_PATH, 12)
+
+    font_w, font_h = font.size(c)
+
+    window = pg.display.set_mode((font_w, font_h))
+
+    rendered_char = font.render(c, False, (255, 255, 255))
+
+    window.blit(rendered_char, (0, 0))
+
+    pg.display.update()
+    pg.image.save(window, 'temp.png')
+
+    pg.quit()
+
+    image = Image.open('temp.png')
+
+    w, h = image.size
+
+    white = 0
+    for pixel_y in range(h):
+        for pixel_x in range(w):
+            pixel = image.getpixel((pixel_x, pixel_y))
+
+            if pixel == (255, 255, 255):
+                white += 1
+
+    sorted_chars[c] = white/(w * h)
+
+sorted_chars = dict(sorted(sorted_chars.items(), key=lambda item: item[1]))
+
+chr_str = ''
+for k, v in sorted_chars.items():
+    chr_str += k
+
+print(chr_str)
+
+
diff --git a/ctif.py b/ctif.py
index 920cf08..37b200f 100644
--- a/ctif.py
+++ b/ctif.py
@@ -40,6 +40,8 @@ CHARS = list(reversed([
     ' '
 ]))
 
+NEW_CHARS = '.:\',`;_<^~%>"?!ir=clsxzL}ovCS(+eknuFJfj{amwPZtIT)*hbdpqyEGKOVXYgU&ABDHQR[]MNW@$#'
+
 ALL_CHARS = [
     u'█',
     '@',
@@ -87,15 +89,16 @@ class CTIF:
         dog.save('debug/dog.png')
 
         sb, gradient = filters.sobel(dog)
+        image = image.convert('HSV')
 
         w, h = sb.size
 
         sb.save('debug/sobel.png')
 
-        text_grid_width = w / SCALED_WIDTH
+        text_grid_width = w // SCALED_WIDTH
         self.width = text_grid_width
 
-        text_grind_height = h / SCALED_HEIGHT
+        text_grind_height = h // SCALED_HEIGHT
         self.height = text_grind_height
         y_offset = 0
 
@@ -110,10 +113,14 @@ class CTIF:
 
                 for y2 in range(SCALED_HEIGHT):
                     for x2 in range(SCALED_WIDTH):
-
                         real_x = x2 + x_offset
                         real_y = y2 + y_offset
 
+                        h, s, v = image.getpixel((real_x, real_y))
+                        color.append((h, s, v))
+                        print(h, s, v)
+
+
                         gradient_v = gradient[real_y * w + real_x]
 
                         char = ' '
@@ -121,15 +128,13 @@ class CTIF:
                         if gradient_v:
                             char = self._match_gradient(gradient_v)
                         else:
-                            char = CHARS[round(L_image.getpixel((real_x, real_y))/(255/len(CHARS))) - 1]
+                            char = NEW_CHARS[round(v/(255/len(NEW_CHARS))) - 1]
 
                         if char in histogram:
                             histogram[char] += 1
                         else:
                             histogram[char] = 1
 
-                        color.append(image.getpixel((real_x, real_y)))
-
                 color_avg = filters.average_colors(color)
                 self.colors.append(color_avg)
 
@@ -191,13 +196,14 @@ class CTIF:
         window = pg.display.set_mode((self.width * TEXT_WIDTH, self.height * TEXT_HEIGHT))
 
         x, y = 0, 0
+        logging.debug(f'Rendering CITF Image with Dim: ({self.width}, {self.height})')
         for (color, char) in zip(self.colors, self.text):
             rendered_char = font.render(char, True, color)
             window.blit(rendered_char, (x * TEXT_WIDTH, y * TEXT_HEIGHT))
 
             x += 1
 
-            if x == self.width:
+            if x >= self.width:
                 x = 0
                 y += 1
 
diff --git a/engine.citf b/engine.citf
new file mode 100644
index 0000000..c9eb201
Binary files /dev/null and b/engine.citf differ
diff --git a/main.py b/main.py
index 985291e..4fc1630 100644
--- a/main.py
+++ b/main.py
@@ -7,13 +7,13 @@ import ctif
 FORMAT = "%(levelname)s %(filename)s - %(message)s"
 logging.basicConfig(level=logging.DEBUG, format=FORMAT)
 
-IMAGE_PATH = 'sample-images/engine.PNG'
+IMAGE_PATH = 'sample-images/sunflower.jpg'
 
 def main():
 
     image = Image.open(IMAGE_PATH)
     i = ctif.CTIF(image)
-    # i.save_image('render.png')
+    i.save_image('render.png')
     i.save_citf('engine')
 
 if __name__ == '__main__':