diff --git a/__main__.py b/__main__.py
index 8aec490..d2bf91f 100644
--- a/__main__.py
+++ b/__main__.py
@@ -21,8 +21,9 @@
 dflist = util.get_box_files(constants.DATA_HOME, "txt")
 
 all_ot_events = []
-lds = []
-total_num_OC = 0
+all_oc_events = []
+ot_lds = []
+oc_lds = []
 
 for csv_file in dflist:
     print(csv_file, flush=True)
@@ -40,11 +41,16 @@
 
     b_partitions, a_partitions, b_modularities, a_modularities = mod.get_partitions(ldata, press_starts, press_lengths)
 
-    ot_events = mod.get_ot_events(date_string, ldata, press_starts, b_partitions, b_modularities)
-    all_ot_events.extend(ot_events)
+    oc_events = mod.get_oc_events(date_string, ldata, press_starts, a_partitions, a_modularities)
+    all_oc_events.extend(oc_events)
+    # ot_events = mod.get_ot_events(date_string, ldata, press_starts, b_partitions, b_modularities)
+    # all_ot_events.extend(ot_events)
 
-util.write_to_csv_file(os.path.join("data", "ot_events.csv"), all_ot_events)
+# util.write_to_csv_file(os.path.join("data", "ot_events.csv"), all_ot_events)
+util.write_to_csv_file(os.path.join("data", "oc_events.csv"), all_oc_events)
 
+
+"""
 print("Number of OT events:", len(ot_events))
 lds = [ote[-2] for ote in all_ot_events]
 lds_trimmed_means = [stats.trim_mean(ld, 0.1)-20 for ld in lds]
@@ -70,6 +76,8 @@
 # run some basic stats & figs
 # plt.hist(lds_trimmed_mins, bins=50)
 # plt.show()
+"""
+
 
 """
 # --------- vehicle recognition from video ----------
diff --git a/data/oc_events.csv b/data/oc_events.csv
new file mode 100644
index 0000000..730ff23
--- /dev/null
+++ b/data/oc_events.csv
@@ -0,0 +1,1605 @@
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+20240328,74286,0,0.006176183319937813,5,"[375, 373, 370, 373, 383]","[18, 19, 20, 21, 22]"
+20240328,74651,0,0.00262466738384561,4,"[434, 431, 436, 452]","[19, 20, 21, 22]"
+20240328,74912,0,0.004459286539121752,5,"[421, 396, 396, 396, 406]","[17, 18, 19, 20, 21]"
+20240328,75196,0,0.0012870007533763478,3,"[419, 421, 431]","[18, 19, 20]"
+20240328,75525,0,0.00262466738384561,4,"[426, 421, 424, 436]","[15, 16, 17, 18]"
+20240328,76898,0,0.31684086285573626,61,"[320, 307, 289, 284, 281, 281, 279, 279, 276, 274, 274, 276, 274, 274, 271, 271, 271, 266, 266, 266, 266, 266, 266, 269, 269, 269, 271, 274, 274, 276, 274, 274, 274, 274, 276, 276, 279, 276, 279, 279, 279, 279, 281, 281, 281, 279, 279, 279, 281, 281, 279, 281, 287, 287, 284, 284, 287, 287, 284, 284, 287]","[24, 26, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 90, 91, 93, 94, 95, 96]"
+20240328,79794,0,0.013200737298705308,8,"[411, 414, 414, 416, 419, 419, 419, 421]","[27, 28, 29, 30, 31, 32, 33, 34]"
+20240328,91840,0,0.006816552854718002,6,"[497, 497, 508, 495, 495, 497]","[19, 20, 21, 22, 23, 24]"
+20240328,92366,0,0.035131267334506916,2,"[233, 269]","[21, 26]"
+20240328,92399,0,0.03889518770471137,6,"[457, 457, 457, 424, 459, 462]","[19, 20, 21, 22, 23, 24]"
+20240328,92444,0,0.006816552854718002,6,"[462, 454, 457, 457, 459, 467]","[21, 22, 23, 24, 25, 26]"
+20240410,3012,0,0.12161002821527081,21,"[581, 576, 571, 571, 563, 563, 556, 553, 551, 543, 538, 538, 541, 538, 533, 530, 520, 518, 502, 480, 464]","[8, 11, 13, 14, 37, 43, 56, 57, 59, 71, 76, 77, 78, 80, 83, 85, 89, 90, 93, 96, 99]"
+20240410,15489,0,0.013200737298705308,8,"[500, 500, 495, 492, 485, 487, 490, 515]","[22, 23, 24, 25, 27, 28, 29, 30]"
+20240410,18567,0,0.01976738713347964,4,"[314, 314, 317, 317]","[13, 14, 15, 16]"
+20240410,18606,0,0.0034841885112359534,4,"[332, 330, 330, 335]","[15, 16, 17, 18]"
+20240410,19806,0,0.17064072905583444,20,"[139, 180, 175, 175, 147, 172, 170, 170, 167, 167, 167, 165, 162, 162, 162, 160, 160, 157, 154, 154]","[79, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99]"
+20240410,24219,0,0.00262466738384561,4,"[236, 233, 238, 246]","[22, 23, 24, 25]"
+20240410,24384,0,0.00262466738384561,4,"[203, 200, 203, 203]","[18, 19, 20, 21]"
+20240410,28358,0,0.0026803614896185645,4,"[195, 198, 198, 205]","[16, 17, 18, 19]"
+20240410,30222,0,0.0031926942324062907,5,"[416, 416, 426, 414, 464]","[16, 17, 18, 19, 43]"
+20240410,31486,0,0.21478515609604237,25,"[220, 218, 208, 205, 205, 205, 205, 205, 203, 203, 203, 200, 200, 200, 200, 200, 203, 203, 203, 203, 208, 213, 210, 215, 226]","[70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94]"
+20240410,37157,0,0.00262466738384561,4,"[228, 231, 233, 238]","[19, 20, 21, 22]"
+20240410,38150,0,0.0029872972735599263,4,"[259, 254, 251, 254]","[19, 20, 21, 22]"
+20240410,38244,0,0.00262466738384561,4,"[231, 231, 231, 231]","[19, 20, 21, 22]"
+20240410,38877,0,0.004459286539121752,5,"[223, 223, 228, 218, 218]","[16, 17, 18, 19, 20]"
+20240410,39988,0,0.00262466738384561,4,"[287, 276, 276, 276]","[16, 17, 18, 19]"
+20240410,41621,0,0.12217523174847292,21,"[193, 170, 162, 160, 162, 162, 162, 162, 165, 165, 165, 165, 165, 167, 172, 170, 172, 170, 170, 177, 180]","[19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39]"
+20240410,51849,0,0.014597676222970708,8,"[274, 276, 276, 281, 297, 297, 284, 297]","[26, 27, 28, 29, 31, 32, 33, 34]"
+20240410,51994,0,0.002737845642442469,4,"[210, 208, 208, 208]","[14, 16, 17, 18]"
+20240410,62272,0,0.006816552854718002,6,"[210, 210, 210, 210, 210, 210]","[23, 24, 25, 26, 27, 28]"
+20240410,63810,0,0.00262466738384561,4,"[243, 243, 233, 233]","[19, 20, 21, 22]"
+20240410,64227,0,0.1356335514574658,22,"[193, 177, 177, 177, 177, 177, 177, 177, 175, 175, 175, 175, 172, 172, 172, 175, 167, 180, 172, 172, 170, 175]","[26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48]"
+20240410,66273,0,0.012269471117207758,8,"[241, 233, 233, 241, 233, 228, 228, 269]","[26, 27, 28, 29, 30, 31, 32, 33]"
+20240410,72280,0,0.004459286539121752,5,"[215, 205, 205, 203, 210]","[33, 35, 36, 37, 38]"
+20240410,77900,0,0.00262466738384561,4,"[210, 208, 208, 215]","[19, 20, 21, 22]"
+20240410,79053,0,0.0004206098657217191,2,"[294, 294]","[20, 21]"
+20240410,79438,0,0.0013140598787693223,3,"[264, 264, 266]","[17, 18, 19]"
+20240410,80646,0,0.004459286539121752,5,"[243, 241, 241, 243, 259]","[24, 25, 26, 27, 28]"
+20240410,81252,0,0.0012870007533763478,3,"[241, 241, 248]","[15, 16, 17]"
+20240410,82009,0,0.00262466738384561,4,"[205, 205, 205, 205]","[15, 16, 17, 18]"
+20240410,82438,0,0.0031628808363878096,3,"[254, 246, 243]","[20, 21, 22]"
+20240410,82503,0,0.0012870007533763478,3,"[226, 226, 236]","[19, 20, 21]"
+20240410,82994,0,0.024746415784294706,4,"[403, 462, 467, 441]","[13, 19, 30, 37]"
+20240410,83040,0,0.0012870007533763478,3,"[238, 220, 226]","[14, 15, 16]"
+20240410,83552,0,0.004283662513265011,4,"[264, 261, 271, 271]","[20, 21, 23, 24]"
+20240410,84314,0,0.0026803614896185645,4,"[241, 226, 226, 233]","[15, 16, 17, 18]"
+20240410,85511,0,0.0004206098657217191,2,"[248, 248]","[19, 20]"
+20240410,85936,0,0.01562403124806247,3,"[266, 264, 264]","[12, 13, 14]"
+20240410,85967,0,0.00262466738384561,4,"[279, 281, 284, 294]","[18, 19, 20, 21]"
+20240410,87013,0,0.014562323276403284,3,"[254, 251, 248]","[17, 18, 19]"
+20240410,87045,0,0.0004206098657217191,2,"[254, 266]","[20, 21]"
+20240410,89063,0,0.002317493984205588,1,[289],[17]
+20240410,89111,0,0.0004206098657217191,2,"[447, 454]","[18, 19]"
+20240410,89886,0,0.2588524258593419,17,"[162, 152, 152, 160, 160, 162, 160, 165, 167, 167, 167, 170, 170, 175, 185, 193, 208]","[26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]"
+20240410,90549,0,0.004459286539121752,5,"[401, 391, 388, 391, 368]","[16, 17, 18, 19, 44]"
+20240410,90726,0,0.02632620243399225,10,"[358, 358, 327, 330, 330, 335, 332, 332, 335, 337]","[14, 15, 21, 22, 23, 26, 27, 28, 29, 30]"
+20240410,91818,0,0.00262466738384561,4,"[411, 388, 388, 393]","[15, 16, 17, 18]"
+20240410,92036,0,0.013490102934097428,8,"[411, 391, 388, 388, 383, 375, 375, 378]","[16, 17, 18, 19, 20, 21, 22, 23]"
+20240410,92259,0,0.0012870007533763478,3,"[406, 403, 403]","[15, 16, 17]"
+20240410,92749,0,0.004459286539121752,5,"[454, 447, 444, 444, 447]","[18, 19, 20, 21, 22]"
+20240410,95433,0,0.0075881229694796095,6,"[332, 325, 317, 317, 327, 330]","[21, 22, 23, 24, 25, 26]"
+20240410,105041,0,0.04121883656509695,5,"[439, 436, 439, 439, 444]","[17, 18, 19, 20, 21]"
+20240410,105128,0,0.07954408498476276,5,"[495, 492, 490, 492, 500]","[17, 18, 19, 20, 21]"
+20240410,105155,0,0.004283662513265011,4,"[408, 406, 406, 408]","[15, 16, 17, 18]"
+20240410,106314,0,0.006365018091893525,6,"[459, 452, 414, 444, 431, 436]","[15, 16, 62, 73, 80, 96]"
+20240410,107732,0,0.13965979849231486,13,"[330, 302, 299, 289, 294, 320, 309, 312, 317, 317, 320, 342, 353]","[13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26]"
+20240410,107786,0,0.4809786187619712,13,"[208, 205, 203, 205, 203, 203, 200, 200, 200, 198, 203, 215, 231]","[26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38]"
diff --git a/src/modularity.py b/src/modularity.py
index 4b31461..ae14c50 100644
--- a/src/modularity.py
+++ b/src/modularity.py
@@ -4,9 +4,10 @@
 import numpy as np
 import matplotlib.pyplot as plt
 
-def run_louvain(nodes):
+def run_louvain(nodes, event_type):
     """
-    Nodes: lateral distances (list of length n)
+    nodes:        lateral distances (list of length n)
+    event_type:   event type to search for either 'oc' for oncoming or 'ot' for overtaking
 
     Ignore resolution param of louvain.
 
@@ -14,35 +15,34 @@ def run_louvain(nodes):
     and). Note that 60 is a bit less than 3s given 22 readings per
     second.
     """
-    
+
     communities = []
     modularity = 0
-    
+
     n = len(nodes)
     edges = [(i,j) for i in range(n-1) for j in range(i+1, n)]
 
     G = nx.Graph()
     G.add_nodes_from(range(n))
     G.add_edges_from(edges)
-            
+
     G = nx.Graph()
     G.add_nodes_from(range(n))
+
+    horizontal_gap = 999 # effectively unlimited
+    if event_type == 'ot':
+        horizontal_gap = 15 # max horizontal gap between two adjacent lat.dists (in graph G)
+
     for i in range(n-1):
         for j in range(i+1,n):
             d = abs(nodes[i]-nodes[j])
             # weigh edge 1 if vertices apart <40cm and 15/22s
-            if d < 40 and j-i<15: 
+            if d < 40 and j-i<horizontal_gap: 
                 w = 1
             else:
                 w = 0
-            #else:
-                # w = 1
-                # w = 1/np.sqrt(d)
-                # w = 1/d
-                # w = 1-(1/np.sqrt(40-d))
-                        
             G.add_edge(i,j, weight=w)
-                
+
     if len(edges) == 0:
         print("Error: graph G has 0 edges. Cannot construct a valid partition.")
         communities = []
@@ -53,6 +53,99 @@ def run_louvain(nodes):
 
     return (communities, modularity)
 
+def get_oc_events(date_string, ldata, press_starts, acomm, amod):
+    """
+    Given a partition (list of parts) returned by get_partitions()
+    return a list of oncoming (OC) events. Cleaned up and final.
+    Together with their metadata.
+    """
+
+    oc_events = []
+
+    partitions = acomm # one for each button press (empty if event is OT)
+    modularities = amod
+
+    for j, parts in enumerate(partitions):
+
+        # skip overtaking cases
+        if modularities[j] == -1:
+            continue
+
+        ps = press_starts[j]
+        modularity = modularities[j]
+        part_and_size_pairs = [(len(x), x) for x in parts]
+        part_and_size_pairs.sort(reverse=True) # sorts pairs by 1st item, i.e. size
+        press_gap = sum([s for s, p in part_and_size_pairs]) # length of interval we're looking at for this press
+        lat_dists = [ldata[ps+x][4] for x in range(press_gap)]
+
+        # plot the lateral distances in the interval (all blue)
+        plt.scatter(range(len(lat_dists)), lat_dists, c='b')
+
+        # ---- process the partition -----
+        for s, p in part_and_size_pairs:
+
+            lp = list(p)
+            lp.sort() # should already be sorted
+
+            # skip the maxed-out readings
+            if min([lat_dists[x] for x in lp]) > 500:
+                continue
+
+            # skip the readings stuck too low
+            if max([lat_dists[x] for x in lp]) < 100: 
+                continue
+
+            #subparts = mod.strip_and_split(lp, lat_dists, 8)
+            #if len(subparts) == 0:
+            #    continue
+            #lp = subparts[0]
+            #s = len(lp)
+
+            # --- max clique method ----
+            # Take the largest clique from the candidate part
+            # and re-attach the vertices from that part which are
+            # adjacent to a large portion of the clique
+            """
+            G = nx.Graph()
+            G.add_nodes_from(lp)
+            G.add_edges_from([(lp[x],lp[y]) for x in range(s-1) for y in range(x+1, s) if abs(lat_dists[lp[x]]-lat_dists[lp[y]])<35 and lp[y]-lp[x]<15])
+            mc = nx.approximation.max_clique(G)
+            additional_vertices = set()
+            for v in mc:
+                v_ball = [lat_dists[v]-30, lat_dists[v]+30]
+                for u in G.nodes:
+                    if u in mc:
+                        continue
+                    # make sure the vertex we include with the clique doesn't have a very small degree
+                    if lat_dists[u] > v_ball[0] and lat_dists[u] < v_ball[1] and G.degree(u) > 0.8*len(mc):
+                        additional_vertices.add(u)
+
+            oc = list(mc)+list(additional_vertices)
+            """
+            oc = lp
+            # if we ended up with a part that's too small, go to the next one
+            # unless it starts with index 0, then it could be overlapping with press: keep it
+            
+            #if oc[0] > 0 and len(oc) < 4:
+            #    continue
+
+            # --- end of max clique ----
+
+            disp = 0 # placeholder; used for OTs, not here
+            oc_event = [date_string, ps, disp, modularity, len(oc), [lat_dists[x] for x in oc], oc]
+            oc_events.append(oc_event)
+
+            # re-color the lat dists in the "event" red
+            plt.scatter(oc, [lat_dists[x] for x in oc], c='r')
+
+            break # after getting to the OC event
+
+        plt.ylim([0,700])
+        plt.savefig(os.path.join("out", "mod", date_string+"_oc_ld_"+str(press_starts[j])+"_"+"{:.6f}".format(modularity)+"_clique.png"))
+        plt.clf()
+
+    return oc_events
+
 def get_ot_events(date_string, ldata, press_starts, bcomm, bmod):
     """
     Given a partition (list of parts) returned by get_partitions()
@@ -62,7 +155,7 @@ def get_ot_events(date_string, ldata, press_starts, bcomm, bmod):
 
     ot_events = []
 
-    partitions = bcomm # one for each button press (empty if even is OC)
+    partitions = bcomm # one for each button press (empty if event is OC)
     modularities = bmod
 
     for j, parts in enumerate(partitions):
@@ -140,7 +233,7 @@ def get_ot_events(date_string, ldata, press_starts, bcomm, bmod):
             break # after getting to the OT event
 
         plt.ylim([0,700])
-        plt.savefig(os.path.join("out", "mod", date_string+"_ld_"+str(press_starts[j])+"_"+"{:.6f}".format(modularity)+"_disp="+str(disp)+"_clique.png"))
+        plt.savefig(os.path.join("out", "mod", date_string+"ot_ld_"+str(press_starts[j])+"_"+"{:.6f}".format(modularity)+"_disp="+str(disp)+"_clique.png"))
         plt.clf()
 
     return ot_events
@@ -178,7 +271,7 @@ def get_partitions(ldata, press_starts, press_lengths):
         if press_lengths[pi] > 10: # definitely overtake
 
             bnodes = [ldata[ps-j][4] for j in range(prev_gap)]
-            communities, modularity = run_louvain(bnodes)
+            communities, modularity = run_louvain(bnodes, 'ot')
             bcomms.append(communities)
             bmod.append(modularity)
             acomms.append([])
@@ -187,7 +280,7 @@ def get_partitions(ldata, press_starts, press_lengths):
         elif press_lengths[pi] < 9: # definitely oncoming
 
             anodes = [ldata[ps+j][4] for j in range(next_gap)]
-            communities, modularity = run_louvain(anodes)
+            communities, modularity = run_louvain(anodes, 'oc')
             bcomms.append([])
             bmod.append(-1) # code for "not calculated"
             acomms.append(communities)