Hey all you bloogers,
In one of the more popular threads on this forum a gentleman by the name of ManicMaurice posted some data about the ohm ratings of Bloog Cartomizers he had recieved. Since I am a statistics tutor I thought I would crunch the numbers and take a look at the results. I will do my best to break this down into usable information and leave out all the stuff that us math geeks like to look at when data sets are involved.
Disclaimer: With 55 data points that Manic Maurice posted I can be accurate around 87% of the time. Which means that if someone repeatedly ordered 55 or more carto's from Bloog my numbers would hold up around 9 out of 10 times (87 out of 100 to be more precise).
The analysis is as follow:
Mean (average) ohm rating: 2.68 ohms
Median (middle data point) and Mode (Most commonly seen data point): 2.6 ohms
The mode (2.6 ohms) occurred in 7 out of 55 Cartomizers. Or 12.7% of those tested. This is actually not bad statistically speaking and I was somewhat surprised that many data points were exactly on the Mode. And that the median and mode were the same value.
A note about median and mode: Median and Mode as measurements of central tendency (what one would expect to see) are less sensitive to extreme values such as the one cartomizer that measured at 4.3 ohms. I would need to crunch more numbers to be sure that the 4.3 ohm carto is indeed an outlier (something WAY WAY beyond what one might expect to see).
Standard Deviation of the Data set: .49855 ohms
What all this mean:
68% of Cartomizers should fall between 2.18 and 3.18 ohms
95% of Cartomizers should fall between 1.68 and 3.68 ohms
99.974 % of Cartomizers should fall between 1.18 and 4.18 ohm
One thing probably worth mentioning is that the lowest data value present was 2.0 ohms and as such the lower end of the spectrum seems to be more consistent than the upper end of the spectrum. A theoretical lowest value we would ever expect to see (given the limited data) of 1.18 ohms is quite naturally unrealistic as I would think the heating element would just burn out right away(?). We did see a value of 4.3 ohms which we would expect to see less than 0.013% of them time according to this very small data set. That particular cartomizer was quite literally a statistical anomaly and I was very surprised to see that data value.
Conclusion: If I were you I would advise quality control to focus more on the upper end of the ohm scale. The Lower end seems to be much more resilient to wild fluctuations.
If I had more data, I could run the numbers again and be more accurate. If by some miracle of nature we collect 1,000 data points I could get the margin of error down to 3%. The more numbers I can get the better.
Thanks again ManicMaurice for providing this small data set.
And they all said I would never use this stuff. HA!
Math is fun.
I hope this was helpful.
Cheers,
VMS
In one of the more popular threads on this forum a gentleman by the name of ManicMaurice posted some data about the ohm ratings of Bloog Cartomizers he had recieved. Since I am a statistics tutor I thought I would crunch the numbers and take a look at the results. I will do my best to break this down into usable information and leave out all the stuff that us math geeks like to look at when data sets are involved.
Disclaimer: With 55 data points that Manic Maurice posted I can be accurate around 87% of the time. Which means that if someone repeatedly ordered 55 or more carto's from Bloog my numbers would hold up around 9 out of 10 times (87 out of 100 to be more precise).
The analysis is as follow:
Mean (average) ohm rating: 2.68 ohms
Median (middle data point) and Mode (Most commonly seen data point): 2.6 ohms
The mode (2.6 ohms) occurred in 7 out of 55 Cartomizers. Or 12.7% of those tested. This is actually not bad statistically speaking and I was somewhat surprised that many data points were exactly on the Mode. And that the median and mode were the same value.
A note about median and mode: Median and Mode as measurements of central tendency (what one would expect to see) are less sensitive to extreme values such as the one cartomizer that measured at 4.3 ohms. I would need to crunch more numbers to be sure that the 4.3 ohm carto is indeed an outlier (something WAY WAY beyond what one might expect to see).
Standard Deviation of the Data set: .49855 ohms
What all this mean:
68% of Cartomizers should fall between 2.18 and 3.18 ohms
95% of Cartomizers should fall between 1.68 and 3.68 ohms
99.974 % of Cartomizers should fall between 1.18 and 4.18 ohm
One thing probably worth mentioning is that the lowest data value present was 2.0 ohms and as such the lower end of the spectrum seems to be more consistent than the upper end of the spectrum. A theoretical lowest value we would ever expect to see (given the limited data) of 1.18 ohms is quite naturally unrealistic as I would think the heating element would just burn out right away(?). We did see a value of 4.3 ohms which we would expect to see less than 0.013% of them time according to this very small data set. That particular cartomizer was quite literally a statistical anomaly and I was very surprised to see that data value.
Conclusion: If I were you I would advise quality control to focus more on the upper end of the ohm scale. The Lower end seems to be much more resilient to wild fluctuations.
If I had more data, I could run the numbers again and be more accurate. If by some miracle of nature we collect 1,000 data points I could get the margin of error down to 3%. The more numbers I can get the better.
Thanks again ManicMaurice for providing this small data set.
And they all said I would never use this stuff. HA!
Math is fun.
I hope this was helpful.
Cheers,
VMS
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