diff --git a/new-process.py b/new-process.py
index 44a5eaa..0565b02 100644
--- a/new-process.py
+++ b/new-process.py
@@ -7,6 +7,7 @@ import subprocess
 import wave as wv
 import struct
 import librosa
+import heapq
 
 print("Starting...\n")
 
@@ -23,7 +24,7 @@ def fct(song_name, offset, increment, songlen, maxfreq, display):
         sample_rate, audio_data = wavfile.read('crop.wav')
         size = audio_data.size
 
-        subprocess.run(["clear"])
+        #subprocess.run(["clear"])
         subprocess.run(["rm", "crop.wav"])
 
         # do stuff here
@@ -87,7 +88,7 @@ def plot_max(time, freq, Zxx, save):
     fres = [0 for x in range(len(time))]
     maxres = [0 for x in range(len(time))]
     for t in range(len(time)):
-        subprocess.run(["clear"])
+        #subprocess.run(["clear"])
         print(t, "/", len(time))
         for f in range(len(Zxx)):
             if(maxres[t] < Zxx[f][t]):
@@ -117,11 +118,251 @@ def plot_max(time, freq, Zxx, save):
 
     plt.show()
 
-t, f, Zxx = fct("worlds_end_3.wav", 160.889, 0.032, 170.889, 3000, False)
-#t, f, Zxx = fct("changing.wav", 0, 0.05, 3.9, 5000)
-#fct("worlds_end_3.wav", 75, (60/178)/4, 75+2, 2500)
+def extract_peaks(song_data, sample_rate, offset, display, threshold):
+    mx = max(song_data)
+    for i in range(len(song_data)):
+        #subprocess.run(["clear"])
+        print(i, "/", len(song_data))
+        if(song_data[i]/mx < threshold):
+            song_data[i] = 0
+    t = [offset + i/sample_rate for i in range(len(song_data))]
 
-plot_max(t, f, Zxx, True)
+    if(display):
+        plt.plot(t, song_data, 'b+')
+        plt.grid()
+        plt.xlabel("t")
+        plt.ylabel("amp")
+        plt.show()
+
+    return (t, song_data)
+
+def get_local_max(song_data, center, width):
+    mx = 0
+    for o in range(-width, width+1):
+        togo = min(len(song_data)-1, center+o)
+        togo = max(0, togo)
+        if(mx < song_data[togo]):
+            mx = song_data[togo]
+    return mx
+
+def extract_peaks_v2(song_data, sample_rate, offset, display, threshold, seglen):
+    mx = 0
+    for i in range(len(song_data)):
+        if (i%seglen == 0):
+            print("----")
+            mx = get_local_max(song_data, i+seglen//2, seglen//2)
+        #subprocess.run(["clear"])
+        print(i, "/", len(song_data))
+        if(song_data[i]/mx < threshold):
+            song_data[i] = 0
+    
+    t = [offset + i/sample_rate for i in range(len(song_data))]
+
+    if(display):
+        plt.plot(t, song_data, 'b+')
+        plt.grid()
+        plt.xlabel("t")
+        plt.ylabel("amp")
+        plt.show()
+
+    return (t, song_data)
+
+def peaks(song_name, offset, length, display, thr):
+    subprocess.run(["ffmpeg", "-ss", str(offset), "-t", str(length), "-i", song_name, "crop.wav"]) 
+
+    sample_rate, audio_data = wavfile.read('crop.wav')
+
+    subprocess.run(["clear"])
+    subprocess.run(["rm", "crop.wav"])
+
+    #return extract_peaks(audio_data, sample_rate, offset, display, thr)
+    return extract_peaks_v2(audio_data, sample_rate, offset, display, thr, 44100*2)
+
+def find_bpm(sample_rate, data, minbpm, maxbpm, step, width):
+    optimal = minbpm
+    optimal_acc = 0
+    accuracy = 0
+
+    bpmlst = []
+    scores = []
+    
+    for beat in range(minbpm, maxbpm+step, step):
+        loopturn = 0
+        print("testing", beat)
+        accuracy = 0
+        current = 0
+
+        while(current+width < len(data)):
+            loopturn += 1
+            for o in range(-width, width+1):
+                accuracy += data[current + o]
+            #current = (loopturn*sample_rate)//beat
+            current += (sample_rate)//beat
+
+        #accuracy = accuracy/loopturn
+
+        #accuracy *= (1+(maxbpm-beat)/minbpm)
+        if optimal_acc < accuracy:
+            optimal_acc = accuracy
+            optimal = beat
+        bpmlst.append(beat)
+        scores.append(accuracy)
+
+    if(True):
+        plt.plot(bpmlst, scores)
+        plt.xlabel("BPM")
+        plt.ylabel("Score")
+        plt.grid()
+        plt.show()
+
+    return (optimal, optimal_acc)
+
+def find_bpm_2(sample_rate, data, threshold, maxbpm):
+    mx = np.max(data)
+    min_spacing = (60*sample_rate)/maxbpm
+    k = 0
+    while(k < len(data) and data[k]/mx < threshold):
+        k += 1
+
+    k += 1
+    spacing = []
+    current = 1
+    progress = 0
+
+    while(k < len(data)):
+        if(k%(len(data)/100) == 0):
+            print(progress, "%")
+            progress += 1
+        if(data[k]/mx >= threshold and current > min_spacing):
+            spacing.append(current)
+            current = 0
+        else:
+            current += 1
+        k += 1
 
 
-print("Program finished with return 0")
\ No newline at end of file
+    for x in range(len(spacing)):
+        spacing[x] = 60/(spacing[x]/sample_rate)
+    
+    digits = [i for i in range(len(spacing))]
+    if(True):
+        plt.plot(digits, spacing)
+        plt.xlabel("N")
+        plt.ylabel("BPM")
+        plt.grid()
+        plt.show()
+
+    beat = np.mean(spacing)
+    error = np.std(spacing)
+
+    return (np.round(beat, 3), np.round(error, 3))
+
+def filter_n_percent(song_name, offset, length, threshold):
+    # threshold is in ]0, 100]
+
+    subprocess.run(["ffmpeg", "-ss", str(offset), "-t", str(length), "-i", song_name, "crop.wav"]) 
+
+    sample_rate, song_data = wavfile.read('crop.wav')
+
+    subprocess.run(["clear"])
+    subprocess.run(["rm", "crop.wav"])
+    
+    is_locked = [False for i in range(len(song_data))]
+    x = int((len(song_data)*threshold)//100)
+    print("X = ", x)
+
+    mx = max(song_data)
+
+    print("Retreiving the", int(x), "/", len(song_data), "highest values")
+    elements = heapq.nlargest(int(x), enumerate(song_data), key=lambda x: x[1])
+    print("Done")
+
+    for idx in range(len(elements)):
+        is_locked[elements[idx][0]] = True
+
+    for r in range(len(song_data)):
+        if(is_locked[r] == False):
+            song_data[r] = 0
+        
+    if(True):
+        t = [offset + j/sample_rate for j in range(len(song_data))]
+        plt.plot(t, song_data)
+        plt.xlabel("Time")
+        plt.ylabel("Amplitude")
+        plt.grid()
+        plt.show()
+
+    return song_data
+
+if(False):
+    #t, f, Zxx = fct("no.wav", 0, 0.032, 10, 5000, False)
+    #t, f, Zxx = fct("worlds_end_3.wav", 150.889, 0.032, 170.889, 3000, False)
+    #t, f, Zxx = fct("deltamax.wav", 9.992, 0.032, 114.318, 3000, False)
+    #t, f, Zxx = fct("deltamax.wav", 9.992, 0.032, 20, 3000, False)
+    #t, f, Zxx = fct("da^9.wav", 8.463, 0.032, 20, 5000, False)
+    t, f, Zxx = fct("13.  Cosmic Mind.wav", 0, 0.032, 20, 5000, False)
+    #t, f, Zxx = fct("Furioso Melodia 44100.wav", 4, 0.032, 8, 3000, False)
+    #t, f, Zxx = fct("changing.wav", 0, 0.05, 3.9, 5000, False)
+    #fct("worlds_end_3.wav", 75, (60/178)/4, 75+2, 2500)
+
+    plot_max(t, f, Zxx, True)
+
+if(False):
+    #(t, data) = peaks("worlds_end_3.wav", 0, 300, False, 0.92)
+    (t, data) = peaks("worlds_end_3.wav", 74.582, 6, False, 0.9)
+    #(t, data) = peaks("da^9.wav", 8.463, 301.924 - 8.463, False, 0.95)
+    #(t, data) = peaks("deltamax.wav", 8.463, 30101.924 - 8.463, False, 0.92)
+    da = find_bpm(t, 44100, data, 100, 200, 1, 10)
+    print("BPM data is", da)
+
+if(True):
+    #data = filter_n_percent("worlds_end_3.wav", 74.582, 20, 0.1)
+    data = filter_n_percent("no.wav", 1, 10, 0.1)
+    #da = find_bpm(44100, data, 100, 200, 1, 0)
+    da = find_bpm_2(44100, data, 0.97, 240)
+    print("BPM is", da[0], "with std of", da[1])
+
+print("Program finished with return 0")
+
+
+
+    
+    #data = [-1 for i in range(int(x))]
+    #ids = [-1 for i in range(int(x))]
+'''
+    data = []
+    ids = []
+    for k in range(int(x)):
+        data.append(int(7*mx/10))
+        ids.append(-1)
+    # structure there is [[index, value]...]
+
+    i = 0
+    calc = 0
+    while(i < len(song_data)):
+        if(i%10 == 0):
+            print(i, "/", len(song_data))
+        if(data[int(x)-1] < song_data[i]):
+            calc += 1
+            #print("\n \n \n \n \n")
+            data[int(x)-1] = song_data[i]
+            ids[int(x)-1] = i
+            
+            k = int(x)-1
+            #while(k < int(x) & data[0] > data[k]):
+            while(k > 0 and data[k-1] <= data[k]):
+                data[k], data[k-1] = data[k-1], data[k]
+                ids[k], ids[k-1] = ids[k-1], ids[k]
+                k -= 1
+
+            #print(data[int(x)-1], calc, "/", x)
+
+            i += skip
+        i += 1
+    
+
+    for s in range(int(x)-1):
+        if(data[s] < data[s+1]):
+            print("Nope", s)
+            assert(0)
+'''
\ No newline at end of file
diff --git a/output.csv b/output.csv
index 08920d5..dcb370c 100644
--- a/output.csv
+++ b/output.csv
@@ -1,1879 +1,3757 @@
 time,frequency,maxvalue
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-160.929,1000.1,111617.0
-160.934,718.9,75467.0
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