diff --git a/examples/Plot-Frequencies.ipynb b/examples/Plot-Frequencies.ipynb
index 3fe9517d85185949f4e4a4757a46e3a3d848ec14..6f5e0f4a0009460e813e568e82dba248a8c30aea 100644
--- a/examples/Plot-Frequencies.ipynb
+++ b/examples/Plot-Frequencies.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -212,6 +212,56 @@
     "As a result it is quite difficult to measure what is happening.\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## FFT by Speed\n",
+    "\n",
+    "We can also plot the FFT for each speed taken by the motor in one run.\n",
+    "We will overlay the motor frequency estimation with cyan dots."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "run = DB.robot(3).by_class(0).by_run(0).run()\n",
+    "cls, freqs, ffts, (times, positions, currents) = FFT_by(run, \"Speed\", \"Sample_time\", \"Position_A1\", \"Current_A1\", 4)\n",
+    "FFT_by_plot(cls, freqs, ffts, True)\n",
+    "# Overlaying the motor frequency estimation\n",
+    "x = []\n",
+    "y = []\n",
+    "for i, c in enumerate(cls):\n",
+    "    # Estimation of the motor shaft rotation frequency\n",
+    "    v = np.abs(np.diff(positions[i])) / 4e-3 # |dx/dt|\n",
+    "    vmax = np.max(v) # °/s\n",
+    "    f0 = vmax / 360 # Hz\n",
+    "\n",
+    "    # Add to plot\n",
+    "    x.append(f0)\n",
+    "    y.append(i + 0.5) # Center in the middle of the row\n",
+    "\n",
+    "plt.scatter(x, y, c=\"c\")\n",
+    "plt.ylabel(\"Speed (%)\")\n",
+    "# Show the figure\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/examples/Plot-HealthIndex.ipynb b/examples/Plot-HealthIndex.ipynb
index 7d89142ad0c87abba7dd9fc27df7d7e7e9855891..f5e1bde684c37dd234853e15645bf1b6bf310985 100644
--- a/examples/Plot-HealthIndex.ipynb
+++ b/examples/Plot-HealthIndex.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -74,9 +74,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "day_data = focus[focus[\"Date\"] == \"2024-7-29\"]\n",
     "\n",
@@ -102,9 +123,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A1 -0.9517124703939339\n",
+      "A2 -0.960796326172498\n",
+      "A3 -0.9503266542035742\n",
+      "A4 -0.8678394279529221\n",
+      "A5 -0.935814277478012\n",
+      "A6 -0.3160106206441858\n"
+     ]
+    }
+   ],
    "source": [
     "for a in day_data[\"Axis\"].unique():\n",
     "    d = day_data[day_data[\"Axis\"] == a]\n",
@@ -131,9 +165,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure()\n",
     "sns.scatterplot(focus, x=\"RunTime\", y=\"Health\", hue=\"Axis\")\n",
@@ -151,9 +196,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure()\n",
     "sns.lineplot(focus, x=\"RunTime\", y=\"Health\", hue=\"Axis\")\n",
@@ -177,9 +233,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure()\n",
     "sns.scatterplot(focus, x=\"Date\", y=\"Health\", hue=\"Axis\")\n",
@@ -205,9 +282,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure()\n",
     "sns.boxplot(focus, x=\"Axis\", y=\"Health\", hue=\"Date\")\n",
@@ -233,7 +321,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.7"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/tools/data_finder.py b/tools/data_finder.py
index baa0ef1e012aeea1455296ee207341b162c15f5b..89bb7c3118a5ec7b0f28c029351bd721f615b5db 100644
--- a/tools/data_finder.py
+++ b/tools/data_finder.py
@@ -6,26 +6,42 @@ import os
 
 class DataFile:
 
+    # Raw path to the file
     raw_path: str = ""
+    # Path to the file. Can be absolute or relative
     file_path: Path
+    # Name of the file
     file_name: str = ""
+    # "Group" of the file
     group: str = ""
     
+    # Is the file Trace data ?
     trace: bool = False
+    # Which robot produced the file
     robot: str = ""
 
+    # Sampling period used in the file
     sampling_time: int = 12
+    # Number of movement iteration per motor
     iterations: List[int] = []
+    # Speed at which the file was sampled
     speed: int | slice
+    # Load applied to the robot
     class_number: int
 
+    # Year of the file collection
     year: int = 2024
+    # Month of the file collection 
     month: int = 7
+    # Day of the file collection
     day: int = 2
 
+    # Name of the sample
     name: str = "data"
 
     def __init__ (self, file_path: str):
+        """Reads the file name to get the neeeded informations
+        """
 
         self.raw_path = file_path
         self.file_path = Path(file_path)
@@ -70,6 +86,8 @@ class DataFile:
 
     @staticmethod
     def isDataFile (file_path: str):
+        """ Checks if a file has the right naming scheme and extension
+        """
         path = Path(file_path)
         
         if not path.exists():
diff --git a/tools/extractor.py b/tools/extractor.py
index e9b1758a9e58b2538b7105482069f2cda73c131f..c7e03ed2cdecfffe7c6e8b32e3d10ee234ee8195 100644
--- a/tools/extractor.py
+++ b/tools/extractor.py
@@ -5,6 +5,10 @@ import os
 from pathlib import Path
 import numpy as np
 
+"""
+The classes in this file should be entirely redone.
+"""
+
 class CorrectionCoefficient:
 
     motor: int
diff --git a/tools/predictive_indicators.py b/tools/predictive_indicators.py
index b8c78f4210da5f56dfb3db87f11cdf894b9394f3..ef5d7d8da8a873478699718df172922c709123fd 100644
--- a/tools/predictive_indicators.py
+++ b/tools/predictive_indicators.py
@@ -37,6 +37,19 @@ QUERY_ROBOTS = "SELECT DISTINCT `Robot` from DataFiles"
 
 # %% - Computation for one run
 def compute_run (DB: Database, robot: int, run: int, t0: int, date: str, next: Callable[[str], None] = None):
+    """ Computes the indicators and health index for a specific run.
+
+    Args:
+        DB (Database): Database class
+        robot (int): Number of the robot cell
+        run (int): Number of the run
+        t0 (int): Timestamp of the run start
+        date (str): Run collection date
+        next (Callable[[str], None], optional): Method used to update GUI status.
+
+    Returns:
+        The computed indicators and health index for the run
+    """
 
     if next is not None:
         next(f"Robot {robot} run n°{run} from {date}")
@@ -76,6 +89,16 @@ def compute_run (DB: Database, robot: int, run: int, t0: int, date: str, next: C
 
 # %% - Transformation function
 def compute_indicators (DB: Database, robot: int, next: Callable[[str], None] = None):
+    """Computes the indicators and health index for all runs from one robot
+
+    Args:
+        DB (Database): Database class
+        robot (int): Number of the robot
+        next (Callable[[str], None], optional): Method used to update the GUI.
+
+    Returns:
+        A dataframe containing all indicators and health index from a robot
+    """
 
     if not (1 <= robot <= 3):
         print("Robot must be between 1 and 3")
@@ -106,6 +129,12 @@ def compute_indicators (DB: Database, robot: int, next: Callable[[str], None] =
 
 #%%
 def compute_indicators_all_robots (DB: Database, next: Callable[[str], None] = None):
+    """Computes the indicators and health index for the whole database.
+
+    Args:
+        DB (Database): The database
+        next (Callable[[str], None], optional): Method to update the GUI.
+    """
 
     if (next is not None):
         print("Has next function")
diff --git a/tools/utils.py b/tools/utils.py
index fb42ae833099d65ab7a78621ed7e954d4beaeabf..26198fecc177fa23a56953ff274df5fb7ccf3ee2 100644
--- a/tools/utils.py
+++ b/tools/utils.py
@@ -53,11 +53,17 @@ def from_class_to_text (class_number: int):
             return "0.0 kg"
    
 class Chronometer:
+    """Simple chronometer class"""
 
     def __init__ (self):
+        # Initializes the first time point
         self.time = time_ns()
 
     def tick (self, print=False):
+        """Computes the time delta from the last time point, then sets
+        the internal clock to now. If print=True, this function
+        prints the time delta.
+        """
 
         now = time_ns()
         dt = now - self.time
@@ -69,6 +75,11 @@ class Chronometer:
         return dt
 
     def _print_dt (self, dt: int):
+        """Prints a time delta with formatting
+
+        Args:
+            dt (int): Time delta
+        """
         
         if dt > 1e9 * 3600: # Hours
             print("{:.02f} hours".format(dt / (1e9 * 3600)))