diff --git a/PyAVA.py b/PyAVA.py
index 98c0d3b2d98a74934804a948e46fb0df82f42121..d1dfe3011bc8848ecd7c962d5256b5a9fa8a11cb 100644
--- a/PyAVA.py
+++ b/PyAVA.py
@@ -9,7 +9,7 @@ from args import fetch_inputs
 ##### MAIN #####
 if __name__ == '__main__':
     # fetching inputs.
-    dir_explore, max_traj, new_sr, output, modify, initial_basename = fetch_inputs()
+    dir_explore, max_traj, new_sr, output, modify, initial_basename, parameters = fetch_inputs()
 
     if modify:
         with open(os.path.join(output, modify), "r") as f:
@@ -21,10 +21,11 @@ if __name__ == '__main__':
             new_sr, 
             output, 
             os.path.join(dir_explore, initial_basename),
-            coords_to_change)
+            coords_to_change,
+            parameters)
 
     else:
-        # open explorer to select firt file
+        # open explorer to select first file
         groot = Tk()
         initial_file = FileExplorer(dir_explore).file
         groot.quit()
@@ -37,4 +38,5 @@ if __name__ == '__main__':
                 max_traj, 
                 new_sr, 
                 output, 
-                initial_file)
+                initial_file,
+                overwrite_parameters=parameters)
diff --git a/README.md b/README.md
index 71d8638b09ee48978881a4874e8e8b6d989f2725..f7fba7b3bcaa1951730a84a177ebf6c4fb7c9bc3 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,7 @@
 
 ## Features
 
+- [x] Same tools as matplotlib.pyplot plots.
 - [x] Spectrogram contour annotations. 
 - [x] Spectrogram automatically computed from waveform.
 - [x] Choose custom spectrogram resolutions (fft, hop length, clipping dB value and PCEN).
@@ -37,13 +38,15 @@ Run `$python PyAVA.py --help` for details.
 The annotations are saved in [JSON](http://www.json.org/) files. Each file contains a dictionnary with the categories annotated. For each category there is a list of points, each point is defined by a list of two elements : [time (in sec), frequency (in Hz)].
 
 ### User actions
-- Use the toolbar to interact with the plot (same as with matplotlib.pyplot). 
+- Use the toolbar to interact with the plot (same as with matplotlib.pyplot)
+- Shortcuts "p" and "w" to activate panning, "z" to activate zoom. 
 - Draw lines :
     - User must not have any toolbar item selected in order to annotate the spectrogram.
     - Left-click on a name in the listbox to activate annotation with it.
-    - Left-click to place a point from the selected category.
-    - Right-click to remove the nearest point from the selected category.
-    - Mouse wheel click on a point to move it around.
+    - Right-click on a name in the listbox to rename it.
+    - Left-click on spectrogram to place a point from the selected category.
+    - Right-click on spectrogram to remove the nearest point from the selected category.
+    - Mouse wheel click on a point on spectrogram to move it around.
 - Click on `Open file explorer` Button to change Wavefile used as base (will end the annotation of the current file).
 - Change resolution of the spectrogram with `FFT`, `Hop length` and `clipping fields`.
 - Click on `Update display` button to validate inputs.
diff --git a/args.py b/args.py
index 36389f18906445c47784a568dee672db0833c144..4c34ade6aa83816000d6417fd6c21c0e630d4640 100644
--- a/args.py
+++ b/args.py
@@ -56,13 +56,11 @@ def fetch_inputs():
 	parser.add_argument(
 		'-max', '--max_contours',
 		type=int,
-		default=15,
+		default=1,
 		nargs='?', 
 		required=False,
-		help=("Number of contours that can be annotated at the same time."
-		"\nDue to restrictions with the module used,"
-		"\nonly a fixed number of contours can be annotated at once."
-		"\nValue cannot exceed 50. Default value is '15'.\n\n")
+		help=("Default number of contours available at launcg."
+		"\nDue to restrictions with the module used, max number of contours is 99 per file.\n\n")
 	)
 
 	parser.add_argument(
@@ -92,11 +90,21 @@ def fetch_inputs():
 		type=str,
 		nargs=2,
 		required=False,
-		help=("Name of a file generated by a previous annitation," 
+		help=("Name of a file generated by a previous annotation," 
 			"\nand name of the associated wavefile."
 			"\nThis will open the interface with the contours from this file"
 			"\nand enable modification of these contours."))
 
+	parser.add_argument(
+		'-p', '--parameters',
+		type=str,
+		nargs="?",
+		required=False,
+		default=None,
+		help=("Path to a file with spectrogram parameters." 
+			"\nMust come from a previous usage of PyAVA."
+			"\nParameters loaded from this file will overwrite default parameters."))
+
 	# fetching arguments
 	args = parser.parse_args()
 	outputs = args.output
@@ -113,6 +121,9 @@ def fetch_inputs():
 	try:
 		assert (os.path.exists(outputs)), (
 			f"\nInputError: Could not find dir '{outputs}'.")
+		if isinstance(args.parameters, str):
+			assert (os.path.exists(args.parameters)), (
+				f"\nInputError: Could not find dir '{args.parameters}'.")
 		assert (os.path.exists(explore)), (
 			f"\nInputError: Could not find dir '{explore}'.")
 		if modify_file:
@@ -126,7 +137,7 @@ def fetch_inputs():
 		print(e)
 		sys.exit(1)
 
-	return (explore, contour, resampl, outputs, modify_file, from_wav)
+	return (explore, contour, resampl, outputs, modify_file, from_wav, args.parameters)
 
 # if running `$python ARGS.py -h` for help.
 if __name__ == '__main__':
diff --git a/interface.py b/interface.py
index a6c01f1f0b86b7c2214ffa6546cb9b5cc6dff175..9ebcfa6bed8a76699f6536f4e9f904d27c289431 100644
--- a/interface.py
+++ b/interface.py
@@ -1,7 +1,9 @@
 ##### IMPORTATIONS #####
 import os 
+import json
 import numpy as np
 from tkinter import *
+from tkinter import simpledialog as sd
 from tkinter import filedialog as fd
 from tkinter import ttk
 from matplotlib.backends.backend_tkagg import (NavigationToolbar2Tk, 
@@ -153,6 +155,8 @@ class App(object):
         coords_to_modify : dict
             Coordinates of points (from a previous annotation) that can be used
             as input to add modifications.
+        overwrite_parameters : str
+            Path to a file containing parameters to overwrite before launch
 
         Attributes
         ----------
@@ -236,8 +240,10 @@ class App(object):
             Loads default variables to local variables.
         submit():
             Loads user inputs to local variables.
-        switch(self)
+        switch()
             Updates spectrogram displayed to PCEN (and conversely).
+        _rename_label(event):
+            A function to manually rename an item in listbox
         _frame_listbox_scroll():
             Just a callable part of layout()
         _quit():
@@ -255,7 +261,8 @@ class App(object):
         NEW_SR, 
         DIR_OUT, 
         WAVEFILE, 
-        coords_to_modify={}):
+        coords_to_modify={},
+        overwrite_parameters=None):
 
         # init variables
         self.DIR = DIR
@@ -265,12 +272,27 @@ class App(object):
         self.WAVEFILE = WAVEFILE
         self.NAME0 = 0
         self.NAME1 = MAX_C
-        self.setup()
-
-        # load audio data
-        self.load_audio()
+        self._default_pcen = False
+
+        # check if parameters should be overwritten
+        if isinstance(overwrite_parameters, str):
+            with open(os.path.join(self.DIR_OUT, "..","last-parameters-used.json"), "r") as f:
+                parameter_dict = json.load(f)
+            
+            self._default_hop_length = parameter_dict["HOP_LENGTH"]
+            self._default_nfft = parameter_dict["NFFT"]
+            self._default_clipping = parameter_dict["CLIPPING"]
+            self.NEW_SR = parameter_dict["SR"]
+            self._default_pcen = parameter_dict["PCEN"]
+        
+        if self._default_pcen:
+            self.initial_text_pcen = "Switch to PCEN"
+        else:
+            self.initial_text_pcen = "Switch to Spectrogram"
 
         # init interface
+        self.setup()
+        self.load_audio()
         self.root = Tk()
         self.root.style = ttk.Style()
         self.root.style.theme_use('clam')
@@ -288,9 +310,8 @@ class App(object):
         self.layout()
         self.axis.set_position(self._default_bounds)
 
-        # To avoid probles, disconnect matplotlib keypress
-        # and replace it with tkinter keypress.
-        self.figure.canvas.mpl_disconnect(self.klicker.key_press) 
+        # To avoid problems, disconnect matplotlib keypress 
+        self.figure.canvas.mpl_disconnect(self.klicker.key_press)
         self.root.bind('<Key>', self.get_key_pressed)
 
         # just to be sure
@@ -390,39 +411,47 @@ class App(object):
         """
         class EmptyObject(object):
             """
-            Empty class that is just a hacky of creating an object that
-            can be used in matplotlib.
+            Empty class that is just a hacky way of creating an object 
+            that can be used in matplotlib.
             """
             pass
 
         # create key attribute and use it    
         dummy_event = EmptyObject()
         dummy_event.key = event.char
-        self.klicker.get_key_event(dummy_event, show=False)
-
-        # if a category is added. Update listbox and canvas.
-        if len(self.klicker.legend_labels) > self.listbox.size():
-            self.listbox.insert(
-                self.listbox.size(), 
-                self.klicker.legend_labels[-1])
-            self.listbox.itemconfig(
-                self.listbox.size()-1, 
-                {
-                'bg': self.klicker.colors[
-                    (self.listbox.size()-1)%len(self.klicker.colors)],
-                'selectbackground': mc.to_hex(tuple([min(0.1+x,1) 
-                    for x in mc.to_rgb(
-                        self.klicker.colors[
-                        (self.listbox.size()-1)%len(self.klicker.colors)])])),
-                'selectforeground': 'white'})
-            self.listbox.select_clear(0, END)
-            self.listbox.select_set(self.listbox.size()-1)
-            self.listbox.see(self.listbox.size()-1)
-            self.listbox.activate(self.listbox.size()-1)
-            self.listbox.selection_anchor(self.listbox.size()-1)
-        self.axis.set_position(self._default_bounds)
-        self.figure.canvas.draw()
 
+        if dummy_event.key=="A":
+            self.klicker.add_category(False)
+
+            # if a category is added. Update listbox and canvas.
+            if len(self.klicker.legend_labels) > self.listbox.size():
+                self.listbox.insert(
+                    self.listbox.size(), 
+                    self.klicker.legend_labels[-1])
+                self.listbox.itemconfig(
+                    self.listbox.size()-1, 
+                    {
+                    'bg': self.klicker.colors[
+                        (self.listbox.size()-1)%len(self.klicker.colors)],
+                    'selectbackground': mc.to_hex(tuple([min(0.1+x,1) 
+                        for x in mc.to_rgb(
+                            self.klicker.colors[
+                            (self.listbox.size()-1)%len(self.klicker.colors)])])),
+                    'selectforeground': 'white'})
+                self.listbox.select_clear(0, END)
+                self.listbox.select_set(self.listbox.size()-1)
+                self.listbox.see(self.listbox.size()-1)
+                self.listbox.activate(self.listbox.size()-1)
+                self.listbox.selection_anchor(self.listbox.size()-1)
+            self.axis.set_position(self._default_bounds)
+            self.figure.canvas.draw()
+        
+        elif dummy_event.key=="p" or dummy_event.key=="w":
+            self.toolbar.pan()
+        
+        elif dummy_event.key=="z":
+            self.toolbar.zoom()
+        
     def layout(self):
         """
         This *long* function lays the structure of the tkinter interface
@@ -450,7 +479,7 @@ class App(object):
         self.list_label = Label(
             self.root, 
             width=self._default_left_panel_width,
-            text='Pick a line to draw.\n(Shift+a adds a new line)',
+            text='Pick a line to draw.\n(Shift+a adds a new line\nRight-click to rename item)',
             font=('calibre',10,'bold'))
         self.list_label.grid(row=2, column=0)
 
@@ -522,7 +551,7 @@ class App(object):
 
         self.switch_view_button = Button(
             self.root,
-            text="Switch to PCEN",
+            text=self.initial_text_pcen,
             width=self._default_left_panel_width,
             command=self.switch)
         self.switch_view_button.grid(row=13, column=0)
@@ -559,8 +588,6 @@ class App(object):
         Changes the focus to be on a new category, corresponding to
         the selected item in listbox widget.
 
-        ...
-
         Parameters
         ----------
         event : tkinter object
@@ -577,7 +604,7 @@ class App(object):
             for legend_line in self.klicker.legend.get_lines():
                 legend_line.set_alpha(0.2)
             self.klicker.legend.get_lines()[self.klicker.current_line].set_alpha(1)
-            self.klicker.figure.canvas.draw()  
+            self.klicker.figure.canvas.draw() 
     
     def load_audio(self):
         """
@@ -720,6 +747,85 @@ class App(object):
             vmax=np.nanmax(self.spectrogram))
         self.canvas.draw()
 
+    def _rename_label(self, event):
+        """
+        A function that allows the user to rename a category
+
+        Parameters
+        ----------
+        event : tkinter object
+            event containing the item clicked in listbox widget.
+
+        Returns
+        -------
+        None : Shows a popup that ask for the name to give to the contour.
+        """
+        self.listbox.selection_clear(0,END)
+        index_item = self.listbox.nearest(event.y)
+        save_config = self.listbox.itemconfig(index_item)
+        save_config = {
+            'bg':save_config['background'][-1],
+            'selectbackground':save_config['selectbackground'][-1],
+            'selectforeground':save_config['selectforeground'][-1],
+        }
+
+        # update selection
+        self.klicker.current_line = index_item
+        self.listbox.select_clear(0, END)
+        self.listbox.select_set(index_item)
+        self.listbox.see(index_item)
+        self.listbox.activate(index_item)
+        self.listbox.selection_anchor(index_item)
+
+        # get new name from user
+        new_name = sd.askstring(
+            "Rename window",
+            f"Insert new name for '{self.klicker.legend_labels[index_item]}':"
+        )
+
+        if isinstance(new_name, str):
+            if new_name in self.klicker.legend_labels:
+                count=0
+                for label in self.klicker.legend_labels:
+                    if (label==new_name) or ("_".join(label.split("_")[:-1])==new_name):
+                        count+=1
+                new_name = new_name + f"_{count}"
+
+            # replace spaces 
+            new_name = new_name.replace(" ", "_")
+
+            # destroy item
+            self.listbox.delete(
+                index_item)
+            old_name = self.klicker.legend_labels.pop(index_item)
+
+            # handle klicker
+            self.klicker.legend_labels.insert(index_item, new_name) 
+            self.klicker.set_legend()
+            self.klicker.current_line = index_item
+            if old_name in self.klicker.coords.keys():
+                self.klicker.coords[new_name] = self.klicker.coords.pop(old_name)
+                self.klicker.update_lines()
+
+            # insert item at the same index in listbox, with new name
+            self.listbox.insert(
+                index_item, 
+                new_name)
+            self.listbox.itemconfig(
+                index_item,
+                save_config
+            )
+
+            # update selection
+            self.listbox.select_clear(0, END)
+            self.listbox.select_set(index_item)
+            self.listbox.see(index_item)
+            self.listbox.activate(index_item)
+            self.listbox.selection_anchor(index_item)
+
+        self.axis.set_position(self._default_bounds)
+        self.figure.canvas.draw()
+
     def _frame_listbox_scroll(self):
         """
         Just a callable part of "layout"
@@ -745,7 +851,8 @@ class App(object):
                         self.klicker.colors[idx%len(self.klicker.colors)])])),
                 'selectforeground': 'white'})
         self.listbox.pack(side="left", fill="y")
-        self.listbox.bind("<<ListboxSelect>>", self.link_select)        
+        self.listbox.bind("<<ListboxSelect>>", self.link_select)      
+        self.listbox.bind("<Button-3>", self._rename_label)    
         self.listbox.select_set(0)
 
         self.scrollbar = Scrollbar(self.frame_list, orient="vertical")
@@ -756,6 +863,7 @@ class App(object):
     def _quit(self):
         """
         A function that saves coordinates of lines before closing app.
+        Also saves the last parameters in memory (for further use).
 
         ...
 
@@ -778,8 +886,8 @@ class App(object):
             "HOP_LENGTH":self.HOP_LENGTH,
             "CLIPPING":self.CLIPPING
             }, 
-            os.path.join(self.DIR_OUT, "parameters"), 
-            os.path.basename(self.WAVEFILE)[:-4]+"-params.json"
+            os.path.join(self.DIR_OUT, ".."), 
+            "last-parameters-used.json"
         )
 
         # quit window
diff --git a/last-parameters-used.json b/last-parameters-used.json
new file mode 100644
index 0000000000000000000000000000000000000000..d56a73d059b5d7033ebfba704db2c51693738e2b
--- /dev/null
+++ b/last-parameters-used.json
@@ -0,0 +1,7 @@
+{
+    "PCEN": false,
+    "SR": 96000,
+    "NFFT": 2048,
+    "HOP_LENGTH": 512,
+    "CLIPPING": -80
+}
\ No newline at end of file
diff --git a/line_clicker/__pycache__/line_clicker.cpython-39.pyc b/line_clicker/__pycache__/line_clicker.cpython-39.pyc
index 4fdac3d06e156ecb3508baef0ebe5e9db968a698..f63f3cb63553a38118e9935f9ef90867132fe0e9 100644
Binary files a/line_clicker/__pycache__/line_clicker.cpython-39.pyc and b/line_clicker/__pycache__/line_clicker.cpython-39.pyc differ
diff --git a/outputs/SCW1807_20200713_064554-contours.json b/outputs/SCW1807_20200713_064554-contours.json
index 55c8c0c2f4e1c0984a983b2fc70e77cbdce1e873..a8e371fae1d370ddd00b7930f2e39e34f9490c10 100644
--- a/outputs/SCW1807_20200713_064554-contours.json
+++ b/outputs/SCW1807_20200713_064554-contours.json
@@ -1,948 +1,250 @@
 {
-    "Line1": [
+    "invert_N": [
         [
-            0.2556607438674337,
-            16569.1151082533
+            0.25875445892991433,
+            16543.49446379686
         ],
         [
-            0.2804261968710533,
-            16278.071710573218
+            0.38842553301349875,
+            11307.172337705057
         ],
         [
-            0.28339805123148765,
-            15210.912585746242
+            0.4532610700552909,
+            9280.8561126657
         ],
         [
-            0.3081635042351073,
-            14677.333023332758
+            0.501630438959485,
+            9160.480891376234
         ],
         [
-            0.34877884716104346,
-            12712.790088992195
+            0.5633785694754776,
+            9461.4189445999
         ],
         [
-            0.39335666256755875,
-            11160.558634698416
+            0.6457094101634677,
+            11046.359358244545
         ],
         [
-            0.43100015113306056,
-            9656.83441335132
+            0.6971661855934617,
+            12129.736349849745
         ],
         [
-            0.4825122933805894,
-            9074.74761799115
+            0.7743513487384523,
+            12912.17528823128
         ],
         [
-            0.5478930893101452,
-            9341.537399197896
+            0.8268372596770459,
+            13694.614226612812
         ],
         [
-            0.6142645033598458,
-            10287.428441658165
+            0.9060806938392365,
+            13574.239005323345
         ],
         [
-            0.682617153649836,
-            11936.674361845304
+            0.9863532635100267,
+            12771.737530060234
         ],
         [
-            0.7252137328160617,
-            12373.239458365431
+            1.0645675621636173,
+            11868.923370389233
         ],
         [
-            0.7846508200247487,
-            13003.833486672276
+            1.1777724681096038,
+            9361.106260192011
         ],
         [
-            0.825266162950685,
-            13610.173898505785
+            1.2899482385469903,
+            8357.979416113123
         ],
         [
-            0.856965942795318,
-            13610.173898505785
+            1.3342010654167848,
+            7936.66614159999
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         [
-            0.8995625219615438,
-            13464.652199665743
-        ],
-        [
-            0.926309211205453,
-            13294.876884352361
-        ],
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-            0.9570183729299413,
-            12931.072637252259
-        ],
-        [
-            0.9649433178910996,
-            12882.565404305577
-        ],
-        [
-            0.9926806252551535,
-            12688.536472518856
-        ],
-        [
-            1.0115023695379044,
-            12470.253924258792
-        ],
-        [
-            1.0303241138206554,
-            12276.22499247207
-        ],
-        [
-            1.0521177124638406,
-            11960.927978318647
-        ],
-        [
-            1.1541513788387534,
-            9923.624194558062
-        ],
-        [
-            1.1729731231215044,
-            9632.580796877977
-        ],
-        [
-            1.1794070626717919,
-            9479.66604006841
-        ],
-        [
-            1.2234946472488883,
-            9001.986768571129
-        ],
-        [
-            1.267081844535259,
-            8565.421672051005
-        ],
-        [
-            1.3205752230230774,
-            8104.60295905754
-        ],
-        [
-            1.3483125303871313,
-            7571.023396644054
-        ],
-        [
-            1.3631718021893031,
-            6988.936601283886
-        ],
-        [
-            1.3810029283519092,
-            6188.567257663657
-        ],
-        [
-            1.3988340545145153,
-            5752.002161143532
+            1.390803518389778,
+            5830.099769034323
         ]
     ],
-    "Line2": [
-        [
-            1.2314195922100466,
-            14095.246227972591
-        ],
-        [
-            1.2413257734114946,
-            13173.608801985662
-        ],
-        [
-            1.262128753934535,
-            11863.913512425286
-        ],
-        [
-            1.2789692619769963,
-            10893.768853491674
-        ],
-        [
-            1.3116596599417742,
-            10772.500771124971
-        ],
+    "invert_N_1": [
         [
-            1.336425112945394,
-            10772.500771124971
+            0.37263093871064235,
+            23846.21083835054
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