INA219 Sensor not really working

Here is the code I'm using to learn INA219 (downloaded code from Internet).

#include <Wire.h>
#include <Adafruit_INA219.h>
 
Adafruit_INA219 ina219;
 
void setup(void)
{
  Serial.begin(9600);
  while (!Serial) 
  {
    delay(1);
  }
 
  // Initialize the INA219.
  if (! ina219.begin())
  {
    Serial.println("Failed to find INA219 chip");
    while (1) 
    {
      delay(10);
    }
  }
  // To use a slightly lower 32V, 1A range (higher precision on amps):
  //ina219.setCalibration_32V_1A();
  // Or to use a lower 16V, 400mA range, call:
  ina219.setCalibration_16V_400mA();
 
  Serial.println("Measuring voltage, current, and power with INA219 ...");
}
 
void loop(void)
{
  float shuntvoltage = 0;
  float busvoltage = 0;
  float current_mA = 0;
  float loadvoltage = 0;
  float power_mW = 0;
 
  shuntvoltage = ina219.getShuntVoltage_mV();
  busvoltage = ina219.getBusVoltage_V();
  current_mA = ina219.getCurrent_mA();
  power_mW = ina219.getPower_mW();
  loadvoltage = busvoltage + (shuntvoltage / 1000);
 
  Serial.print("Bus Voltage:   "); Serial.print(busvoltage); Serial.println(" V");
  Serial.print("Shunt Voltage: "); Serial.print(shuntvoltage); Serial.println(" mV");
  Serial.print("Load Voltage:  "); Serial.print(loadvoltage); Serial.println(" V");
  Serial.print("Current:       "); Serial.print(current_mA); Serial.println(" mA");
  Serial.print("Power:         "); Serial.print(power_mW); Serial.println(" mW");
  Serial.println("");
 
  delay(5000);
}

As load I have 3 red LED with individual resistor from 5 V to GND. INA219 is series connected to 5V and the anodes of the LEDs.
Running the sketch I get "Failed to find INA219 chip"
Removing the chip detection from the code, and adding ina219.begin(); the chip seems to function with strange output values, as follows:

Power: -17943.00 mW
Bus Voltage: 0.42 V
Shunt Voltage: 8.48 mV
Load Voltage: 0.43 V
Current: -897.15 mA
Power: -17943.00 mW

I need some help, please!

If the chip set up fails any of the other functions probably return random values.

Determine why the chip is not detected, fix that and try again. You should get more reasonable values.

Checking the wiring, Vcc to Arduino Nano 5v, GND to GND, SDA to D4, SCL to D5. All good.

I just soldered and connected a new INA219, the same behaviour.

Should be A4 and A5 - the analog pins double as the I2C pins.

Load and run an I2C scanner, see if the INA219 is detected and is on the correct I2C address.

Are you using the IC or a board.

I2C device found at address 0x40

Third chip is working like charm, actually reading PWM values.
Two defective chips out of three, bought on Amazon.
Thanks everybody!

Take a close look at the bad ones. There may be something as simple as a bad solder joint that can be fixed

I will do it, and I will let you know.

Best regards,