diff --git a/ArduinoSketches/IMU_Capture/IMU_Capture.ino b/ArduinoSketches/IMU_Capture/IMU_Capture.ino
old mode 100755
new mode 100644
index bac07d1..d41c802
--- a/ArduinoSketches/IMU_Capture/IMU_Capture.ino
+++ b/ArduinoSketches/IMU_Capture/IMU_Capture.ino
@@ -1,36 +1,32 @@
 /*
   IMU Capture
 
-  This example uses the on-board IMU to start reading acceleration and gyroscope 
+  This example uses the on-board IMU to start reading acceleration and gyroscope
   data from on-board IMU and prints it to the Serial Monitor for one second
-  when the button is pressed.
+  when the significant motion is detected.
 
   You can also use the Serial Plotter to graph the data.
 
   The circuit:
   - Arduino Nano 33 BLE or Arduino Nano 33 BLE Sense board.
-  - Button connected to pin 3 and GND.
 
   Created by Don Coleman, Sandeep Mistry
+  Modified by Dominic Pajak, Sandeep Mistry
 
   This example code is in the public domain.
 */
 
 #include <Arduino_LSM9DS1.h>
 
-const int buttonPin = 3;     // the number of the pushbutton pin
+const float accelerationThreshold = 2.5; // threshold of significant in G's
 const int numSamples = 119;
 
-int previousButtonState = HIGH;
 int samplesRead = numSamples;
 
 void setup() {
   Serial.begin(9600);
   while (!Serial);
 
-  // initialize the pushbutton pin as an input with (internal) pullup:
-  pinMode(buttonPin, INPUT_PULLUP);
-
   if (!IMU.begin()) {
     Serial.println("Failed to initialize IMU!");
     while (1);
@@ -41,33 +37,32 @@ void setup() {
 }
 
 void loop() {
-  // read the state of the push button pin:
-  int buttonState = digitalRead(buttonPin);
+  float aX, aY, aZ, gX, gY, gZ;
 
-  // compare the button state to the previous state
-  // to see if it has changed
-  if (buttonState != previousButtonState) {
-    if (buttonState == LOW) {
-      if (samplesRead == numSamples) {
-        // pressed
+  // wait for significant motion
+  while (samplesRead == numSamples) {
+    if (IMU.accelerationAvailable()) {
+      // read the acceleration data
+      IMU.readAcceleration(aX, aY, aZ);
+
+      // sum up the absolutes
+      float aSum = fabs(aX) + fabs(aY) + fabs(aZ);
+
+      // check if it's above the threshold
+      if (aSum >= accelerationThreshold) {
+        // reset the sample read count
         samplesRead = 0;
+        break;
       }
-    } else {
-      // released
     }
-
-    // store the state as the previous state, for the next loop
-    previousButtonState = buttonState;
   }
 
-  // check if the all the required samples have been read since 
-  // the last time the button has been pressed
-  if (samplesRead < numSamples) {
+  // check if the all the required samples have been read since
+  // the last time the significant motion was detected
+  while (samplesRead < numSamples) {
     // check if both new acceleration and gyroscope data is
     // available
     if (IMU.accelerationAvailable() && IMU.gyroscopeAvailable()) {
-      float aX, aY, aZ, gX, gY, gZ;
-
       // read the acceleration and gyroscope data
       IMU.readAcceleration(aX, aY, aZ);
       IMU.readGyroscope(gX, gY, gZ);
diff --git a/ArduinoSketches/IMU_Classifier/IMU_Classifier.ino b/ArduinoSketches/IMU_Classifier/IMU_Classifier.ino
index ecd53b9..ff635d3 100755
--- a/ArduinoSketches/IMU_Classifier/IMU_Classifier.ino
+++ b/ArduinoSketches/IMU_Classifier/IMU_Classifier.ino
@@ -11,9 +11,9 @@
 
   The circuit:
   - Arduino Nano 33 BLE or Arduino Nano 33 BLE Sense board.
-  - Button connected to pin 3 and GND.
 
   Created by Don Coleman, Sandeep Mistry
+  Modified by Dominic Pajak, Sandeep Mistry
 
   This example code is in the public domain.
 */
@@ -29,10 +29,9 @@
 
 #include "model.h"
 
-const int buttonPin = 3;     // the pin number of the pushbutton pin
+const float accelerationThreshold = 2.5; // threshold of significant in G's
 const int numSamples = 119;
 
-int previousButtonState = HIGH;
 int samplesRead = numSamples;
 
 // global variables used for TensorFlow Lite (Micro)
@@ -65,9 +64,6 @@ void setup() {
   Serial.begin(9600);
   while (!Serial);
 
-  // initialize the pushbutton pin as an input with pullup:
-  pinMode(buttonPin, INPUT_PULLUP);
-
   // initialize the IMU
   if (!IMU.begin()) {
     Serial.println("Failed to initialize IMU!");
@@ -103,32 +99,31 @@ void setup() {
 }
 
 void loop() {
-  // read the state of the push button pin:
-  int buttonState = digitalRead(buttonPin);
+  float aX, aY, aZ, gX, gY, gZ;
 
-  // compare the button state to the previous state
-  // to see if it has changed
-  if (buttonState != previousButtonState) {
-    if (buttonState == LOW) {
-      if (samplesRead == numSamples) {
-        // pressed       }
+  // wait for significant motion
+  while (samplesRead == numSamples) {
+    if (IMU.accelerationAvailable()) {
+      // read the acceleration data
+      IMU.readAcceleration(aX, aY, aZ);
+
+      // sum up the absolutes
+      float aSum = fabs(aX) + fabs(aY) + fabs(aZ);
+
+      // check if it's above the threshold
+      if (aSum >= accelerationThreshold) {
+        // reset the sample read count
         samplesRead = 0;
+        break;
       }
-    } else {
-      // released
     }
-
-    // store the state as the previous state, for the next loop
-    previousButtonState = buttonState;
   }
 
   // check if the all the required samples have been read since
-  // the last time the button has been pressed
-  if (samplesRead < numSamples) {
+  // the last time the significant motion was detected
+  while (samplesRead < numSamples) {
     // check if new acceleration AND gyroscope data is available
     if (IMU.accelerationAvailable() && IMU.gyroscopeAvailable()) {
-      float aX, aY, aZ, gX, gY, gZ;
-
       // read the acceleration and gyroscope data
       IMU.readAcceleration(aX, aY, aZ);
       IMU.readGyroscope(gX, gY, gZ);