I took all the unique values out of the incident_state column and then used boolean logic via a for loop to print a sum of all the incidents
for each state.
🧑 Prompt
Add all the numbers from this data:
"SC: 248
VA: 110
NY: 262
OH: 23
WV: 217
NC: 110
PA: 30
"
🤖 Chatgpt
To add all the numbers from the given data, simply sum up the values provided:
248 + 110 + 262 + 23 + 217 + 110 + 30 = 1000
The sum of all the numbers is 1000.
You can see the python code for the prompt's data as mentioned before below.
# States where incidents occured.
incident_states = insurance_claims_df['incident_state'].unique()
for state in incident_states:
print(f"{state}: {((insurance_claims_df['incident_state'] == state)).sum()}")Let's now use chatgpt to make the percentages values needed for the visualization.
🧑 Prompt
Now, repost the data but divide each number by 1000 and then format them in percents
so the data would look like this
State:Percent%
🤖 Chatgpt
Sure! Here's the data with each number divided by 1000 and formatted as percentages:
SC: 24.8%
VA: 11.0%
NY: 26.2%
OH: 2.3%
WV: 21.7%
NC: 11.0%
PA: 3.0%
The output format isn't very useful right now, so I had chatgpt format it for me.
🧑 Prompt
Give me all the percents in a line separated by a comma and space so
%, % . . .
🤖 Chatgpt
Certainly! Here are all the percents separated by a comma and space:
24.8%, 11.0%, 26.2%, 2.3%, 21.7%, 11.0%, 3.0%
It's still not the format we want, do better chatgpt!
🧑 Prompt
Send it again but without the percentage symbol
🤖 Chatgpt
Apologies for the confusion. Here are all the percents without the percentage symbol, separated by a comma and space:
24.8, 11.0, 26.2, 2.3, 21.7, 11.0, 3.0
We also have to check if what chatgpt gives us is correct. Let's have it add up all the percentages to see if the total is 100%.
🧑 Prompt
Add all the percentages.
🤖 Chatgpt
To add all the percentages, we need to convert them back to decimal form, add them up, and then convert the sum back to a percentage.
24.8% + 11.0% + 26.2% + 2.3% + 21.7% + 11.0% + 3.0%
Converting to decimal form:
0.248 + 0.110 + 0.262 + 0.023 + 0.217 + 0.110 + 0.030
Summing up the decimals:
0.248 + 0.110 + 0.262 + 0.023 + 0.217 + 0.110 + 0.030 = 1.000
Converting back to a percentage:
1.000 * 100% = 100%
The sum of all the percentages is 100%.
It looks like everything is done correctly; we can thank chatgpt for being able to check itself--at times it does this incorrectly. Just in case, I have double checked all its output.