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@cx0
Last active May 16, 2024 10:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "84f6d02b-eb0d-4bae-84da-7ca4d1f633f0",
"metadata": {},
"outputs": [],
"source": [
"%%capture\n",
"!pip install meteostat datetime"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6b2be805-a3ed-4766-85a8-cf32a3973a62",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from datetime import datetime\n",
"import matplotlib.pyplot as plt\n",
"from meteostat import Point, Daily\n",
"\n",
"def foo(x, y):\n",
" x['Average Temperature'] = x['Average Temperature'].rolling(window=y).mean()\n",
" x['Minimum Temperature'] = x['Minimum Temperature'].rolling(window=y).mean()\n",
" x['Maximum Temperature'] = x['Maximum Temperature'].rolling(window=y).mean()\n",
" return x\n",
"\n",
"def bar(ax, events):\n",
" for date, label in events.items():\n",
" ax.annotate(label, xy=(date, data.loc[date, 'Maximum Temperature']),\n",
" xytext=(date, data.loc[date, 'Maximum Temperature'] + 5),\n",
" arrowprops=dict(facecolor='black', arrowstyle='->'))\n",
"\n",
"start = datetime(2018, 1, 1)\n",
"end = datetime(2018, 12, 31)\n",
"\n",
"location = Point(49.2497, -123.1193, 70)\n",
"\n",
"data = Daily(location, start, end)\n",
"data = data.fetch()\n",
"\n",
"data = data.rename(columns={\n",
" 'tavg': 'Average Temperature',\n",
" 'tmin': 'Minimum Temperature',\n",
" 'tmax': 'Maximum Temperature'\n",
"})\n",
"\n",
"data = foo(data, 5)\n",
"\n",
"significant_events = {\n",
" datetime(2018, 9, 30): 'Big Rainfall',\n",
"}\n",
"\n",
"plt.rcParams.update({'font.size': 16})\n",
"fig, ax = plt.subplots(figsize=(12,6))\n",
"\n",
"data.plot(ax=ax,\n",
" y=['Average Temperature', 'Minimum Temperature', 'Maximum Temperature'],\n",
" linewidth=6,\n",
" )\n",
"\n",
"bar(ax, significant_events)\n",
"\n",
"plt.title('Weather')\n",
"plt.xlabel('Month')\n",
"plt.ylabel('Temperature')\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3f400ab-2d5a-4238-a1c4-d8cd5602527b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@cx0
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cx0 commented May 16, 2024

OpenAI Spring update live demo: YouTube link

Ask ChatGPT to explain the code

  • Use the ChatGPT desktop app (model: GPT-4o)
  • Upload Python file containing the entire code above
  • Prompt: "Ok, so I just shared some code with you. Could you give me a really brief one-sentence description of what's going on in the code?"

ChatGPT response from the live demo

"This code fetches daily weather data for a specific location and time period, smooths the temperature data using a rolling average, annotates a significant weather event on the resulting plot, and then displays the plot with the average, minimum and maximum temperatures over the year."

ChatGPT response from text input

"The code fetches daily weather data for a specified location and time period, smooths the temperature data with a rolling mean, and plots the average, minimum, and maximum temperatures, annotating significant events on the plot."

Screenshot 2024-05-16 at 2 58 18 AM

Response from GPT-4 model (gpt-4-turbo-2024-04-09)

"The code fetches daily weather data for a specific location over the course of 2018, applies a rolling average to the temperature data, and plots the averaged temperatures along with annotations for significant weather events."

@cx0
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cx0 commented May 16, 2024

Ask ChatGPT a specific question about the code

  • Prompt: "In the code, there is this function foo. Can you describe to me what the plot would look like if I had vs didn't have this function?"

ChatGPT response from the live demo

"Sure! The function foo(x,y) takes in a dataframe x containing temperature data and a window size y for calculating the rolling mean. It smooths the average temperature, minimum temperature and maximum temperature columns by applying a rolling mean over the specified window. With the foo function, the plot would show smoother temperature lines because the rolling mean reduces the noise or fluctuations in the data." (interruption)

ChatGPT response from the text input

The function foo smooths the temperature data by applying a rolling mean with a specified window size. Here's how the plot would differ with and without this function:

  1. With foo Function:

    • The temperature data (average, minimum, and maximum) will be smoother because the rolling mean reduces short-term fluctuations.
    • The plot will have fewer sharp peaks and troughs, presenting a clearer trend over the specified time period.
    • This smoothing makes it easier to observe overall patterns and trends in the temperature data.
  2. Without foo Function:

    • The temperature data will be more jagged, displaying all short-term fluctuations and noise.
    • The plot will have more sharp peaks and troughs, reflecting the daily variability in the temperature data.
    • This might make it harder to discern the overall trends and patterns in the temperature data.

In summary, using the foo function will result in a smoother, more visually appealing plot that highlights overall temperature trends, while not using it will show the raw, more variable daily temperature data.

Screenshot 2024-05-16 at 3 06 21 AM

Response from GPT-4 model (gpt-4-turbo-2024-04-09)

The function foo in your code applies a rolling average to the temperature data (average, minimum, and maximum temperatures) over a specified window (in this case, 5 days). Here’s how the use of this function affects the plot:

With the foo Function (Using Rolling Average):

•	Smoother Lines: The rolling average smooths out fluctuations in the temperature data by averaging over the specified window. This results in smoother, less jagged lines on the plot, which helps in identifying broader trends rather than daily variations.
•	Reduced Noise: By smoothing the data, the rolling average reduces the impact of outliers and short-term fluctuations. This can make the underlying patterns and trends in the temperature data more apparent and easier to interpret.

Without the foo Function (Using Raw Data):

•	Jagged Lines: Without applying the rolling average, the plot will show the raw temperature data, which includes all daily variations. This can result in a more jagged and erratic line plot, reflecting every spike and dip in temperature.
•	More Detail: While the plot may be harder to interpret at a glance due to its jagged nature, it will contain all the detailed fluctuations, which might be useful for analyzing specific days or events that have sharp changes in temperature.

In summary, including the foo function makes the plot more streamlined and easier for identifying longer-term temperature trends, while excluding it retains the detailed day-to-day variability in temperatures.

@cx0
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cx0 commented May 16, 2024

Ask ChatGPT for visual data analysis

Prompt #1: "Okay ChatGPT, I'm sharing with you the plot now. I'm wondering if you can give me a really brief one-sentence overview of what you see."

Prompt #2: "Fantastic. I have another question for you. Which months do you see the hottest temperatures and roughly what temperatures do those correspond to?"

Prompt #3: "What's going on with the y axis? Is this in Celsius or Fahrenheit?"

ChatGPT response from the live demo

Response #1: "The plot displays smoothed average, minimum and maximum temperatures throughout 2018 with a notable annotation marking a big rainfall event in late September."

Response #2: "The hottest temperatures occur around July and August. The maximum temperature during these months is roughly between 25 degrees and 30 degrees (77 degrees Fahrenheit to 86 degrees Fahrenheit)."

Response #3: "The y axis is in Celsius. The temperatures are labeled accordingly such as average temperature, minimum temperature and maximum temperature."

ChatGPT response from the text input

Response #1: "The plot shows the daily average, minimum, and maximum temperatures over the year 2018, with a significant rainfall event annotated in late September."

Response #2: "The hottest temperatures occur during July and August, with maximum temperatures reaching around 30°C, average temperatures around 20-25°C, and minimum temperatures between 15-20°C."

Response #3: "The y-axis is labeled as “Temperature” and given that the values are between -5 and 30, it is most likely in degrees Celsius. This range is typical for weather data in Celsius, especially considering the location (49.2497° N, -123.1193° W) which corresponds to Vancouver, Canada."

Screenshot 2024-05-16 at 3 19 10 AM

Response from GPT-4 model (gpt-4-turbo-2024-04-09)

Response #1: "The plot displays the daily average, minimum, and maximum temperatures throughout 2018, with a noticeable annotation for a significant weather event labeled “Big Rainfall” in September, showing a peak in maximum temperature."

Response #2: "The hottest temperatures in the plot occur around July and August, where the maximum temperature line (green) peaks at approximately 25 to 30 degrees Celsius."

Response #3: "The y-axis of the plot is likely showing temperatures in degrees Celsius, as indicated by the values ranging from about -5 to 30 degrees Celsius, which are typical temperature ranges you might expect to see in many parts of the world using the Celsius scale."

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