diff --git a/IV/Makefile b/IV/Makefile
index b5695e1..1c3043b 100644
--- a/IV/Makefile
+++ b/IV/Makefile
@@ -48,10 +48,11 @@ test-figures.pdf: layer2img.py .faux_test
 
 fig-definition-of-a-bend.pdf: layer2img.py Makefile .faux_test
 	python ./layer2img.py \
-		--group1-cmap=True \
 		--group1-table=wm_debug \
+		--group1-cmap=True \
 		--group1-where="name='fig6' AND stage='bbends-polygon' AND gen=1" \
-		--group2-table=wm_debug --group2-where="name='fig6' AND stage='bbends' AND gen=1" \
+		--group2-table=wm_debug \
+		--group2-where="name='fig6' AND stage='bbends' AND gen=1" \
 		--outfile=$@
 
 .faux_test: tests.sql wm.sql .faux_db
diff --git a/IV/layer2img.py b/IV/layer2img.py
index 2a3bdfe..b427565 100644
--- a/IV/layer2img.py
+++ b/IV/layer2img.py
@@ -2,7 +2,6 @@
 import argparse
 import geopandas
 import psycopg2
-import numpy as np
 import matplotlib.pyplot as plt
 
 from matplotlib import rc
@@ -10,93 +9,8 @@ from matplotlib import rc
 INCH = 25.4  # mm
 BOUNDS = ('xmin', 'ymin', 'xmax', 'ymax')
 GREEN, ORANGE, PURPLE = '#1b9e77', '#d95f02', '#7570b3'
-PSQL_CREDS="host=127.0.0.1 dbname=osm user=osm password=osm"
+PSQL_CREDS = "host=127.0.0.1 dbname=osm user=osm password=osm"
 
-def arrowplot(axes, x, y, narrs=30, dspace=0.1, direc='pos', \
-                          hl=0.1, hw=5, c='black'):
-    ''' narrs  :  Number of arrows that will be drawn along the curve
-
-        dspace :  Shift the position of the arrows along the curve.
-                  Should be between 0. and 1.
-
-        direc  :  can be 'pos' or 'neg' to select direction of the arrows
-
-        hl     :  length of the arrow head
-
-        hw     :  width of the arrow head
-
-        c      :  color of the edge and face of the arrow head
-    https://stackoverflow.com/questions/8247973
-    '''
-
-    # r is the distance spanned between pairs of points
-    r = [0]
-    for i in range(1,len(x)):
-        dx = x[i]-x[i-1]
-        dy = y[i]-y[i-1]
-        r.append(np.sqrt(dx*dx+dy*dy))
-    r = np.array(r)
-
-    # rtot is a cumulative sum of r, it's used to save time
-    rtot = []
-    for i in range(len(r)):
-        rtot.append(r[0:i].sum())
-    rtot.append(r.sum())
-
-    # based on narrs set the arrow spacing
-    aspace = r.sum() / narrs
-
-    if direc is 'neg':
-        dspace = -1.*abs(dspace)
-    else:
-        dspace = abs(dspace)
-
-    arrowData = [] # will hold tuples of x,y,theta for each arrow
-    arrowPos = aspace*(dspace) # current point on walk along data
-                                 # could set arrowPos to 0 if you want
-                                 # an arrow at the beginning of the curve
-
-    ndrawn = 0
-    rcount = 1
-    while arrowPos < r.sum() and ndrawn < narrs:
-        x1,x2 = x[rcount-1],x[rcount]
-        y1,y2 = y[rcount-1],y[rcount]
-        da = arrowPos-rtot[rcount]
-        theta = np.arctan2((x2-x1),(y2-y1))
-        ax = np.sin(theta)*da+x1
-        ay = np.cos(theta)*da+y1
-        arrowData.append((ax,ay,theta))
-        ndrawn += 1
-        arrowPos+=aspace
-        while arrowPos > rtot[rcount+1]:
-            rcount+=1
-            if arrowPos > rtot[-1]:
-                break
-
-    # could be done in above block if you want
-    for ax,ay,theta in arrowData:
-        # use aspace as a guide for size and length of things
-        # scaling factors were chosen by experimenting a bit
-
-        dx0 = np.sin(theta)*hl/2. + ax
-        dy0 = np.cos(theta)*hl/2. + ay
-        dx1 = -1.*np.sin(theta)*hl/2. + ax
-        dy1 = -1.*np.cos(theta)*hl/2. + ay
-
-        if direc is 'neg' :
-          ax0 = dx0
-          ay0 = dy0
-          ax1 = dx1
-          ay1 = dy1
-        else:
-          ax0 = dx1
-          ay0 = dy1
-          ax1 = dx0
-          ay1 = dy0
-
-        axes.annotate('', xy=(ax0, ay0), xycoords='data',
-                xytext=(ax1, ay1), textcoords='data',
-                arrowprops=dict( headwidth=hw, frac=1., ec=c, fc=c))
 
 def plt_size(string):
     if not string:
@@ -126,7 +40,7 @@ def parse_args():
     parser.add_argument('-o', '--outfile', metavar='<file>')
     parser.add_argument(
             '--size', type=plt_size, help='Figure size in mm (WWxHH)')
-    parser.add_argument( '--clip', type=float, nargs=4, metavar=BOUNDS)
+    parser.add_argument('--clip', type=float, nargs=4, metavar=BOUNDS)
     return parser.parse_args()
 
 
@@ -139,12 +53,6 @@ def read_layer(table, maybe_where=None):
         sql += " WHERE %s" % maybe_where
     return geopandas.read_postgis(sql, con=conn, geom_col='way')
 
-def add_lines(ax, group):
-    for g in group.to_dict()['way'].values():
-        for geom in getattr(g, 'geoms', [g]):
-            x, y = zip(*geom.coords)
-            narrs = geom.length / 25
-            arrowplot(ax, np.array(x), np.array(y), narrs=narrs)
 
 def main():
     args = parse_args()
@@ -164,17 +72,13 @@ def main():
     c2 = {'cmap': 'coolwarm'} if args.group2_cmap else {'color': PURPLE}
     c3 = {'cmap': 'coolwarm'} if args.group3_cmap else {'color': GREEN}
 
-    if group1 is not None:
-        group1.plot(ax=ax, **c1)
-        #args.group1_arrows and add_lines(ax, group1)
-    if group2 is not None:
-        group2.plot(ax=ax, **c2)
-    if group3 is not None:
-        group3.plot(ax=ax, **c3)
+    group1 is not None and group1.plot(ax=ax, **c1)
+    group2 is not None and group2.plot(ax=ax, **c2)
+    group3 is not None and group3.plot(ax=ax, **c3)
 
     ax.axis('off')
     ax.margins(0, 0)
-    #fig.tight_layout(0)
+    fig.tight_layout(0)
     if args.outfile:
         fig.savefig(args.outfile, bbox_inches=0, dpi=600)
     else: