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To clean the plot we compute monthly average: Generated by this code: import matplotlib.pyplot as plt import pandas as pd df_max = pd.read_csv('tmax.csv') df_min = pd.read_csv('tmin.csv') # Assuming df_max and df_min are your DataFrames df_max = df_...

Here is the attempt to plot the daily max and min temperature. The plot looks very crowded: Here is the code that generate it: import pandas as pd import matplotlib.pyplot as plt import matplotlib.dates as mdates df_max = pd.read_csv('tmax.csv') df_min...

Here is the result, much cleaner and shows a small trend in temperature increase over 100 years by 2 degrees. Here is the code to plot yearly average temperature: import matplotlib.pyplot as plt import pandas as pd df_max = pd.read_csv('tmax.csv') df_...

Using a linear interpolation here is the trend in temperature increase.  Interesting to see that the max temperatures will increase from around 20C to 23 in 500 years whereas the minimum temperatures have a steeper trend going from 11C to 19C for the same p...

It is interesting to come across this SARIMAX prediction model suggested by Ollama model qwen2.5:13b. Here is the prediction for the existing maximum temperatures.   And here we have the predicted minimum temperatures. It seems pretty accurate. And the...

Interesting to see how many days are over 35 C. It seems that between 1995 and 2020 we got more days over 35C than before. And here is the code: import matplotlib.pyplot as plt import pandas as pd import matplotlib.ticker as ticker df_max = pd.read_cs...

In a two-dimension space we have three groups of samples shown in the following image. I will create a ML model that can predict to which group will belong to, a set of coordinates. In other words, can the model predict that  (-2,3) coordinate will corresp...

If we have a preferential distribution it is somehow more difficult to predict the classifications using conventional statistical approach. Here is the plot with two input values and two preferential distributed zones : We import the python modules: from ...

A simple regression example - 2D space y = ax + b. This is a simple 2D regression as it help visualize the problem and the solution. This will be suitable for multiple inputs and outputs which is difficult to visualize in our limited 3D space. The equation w...

The plot bellow shows the temperature variation: The plot was generated using the following code: # Load the Pandas libraries with alias 'pd' import pandas as pd from datetime import datetime import matplotlib.pyplot as plt data = pd.read_csv("data...

The plot bellow shows the pressure inside the cabin during the flight: Here is the code: #Plot pressure plt.figure(figsize=(10,5)) plt.plot(df.index, df['pres'], label='Pressure') plt.xlabel('Time of flight') plt.ylabel('Pressure, mbar') ax = plt.gc...

Here is the plot: It was generate with the following code: #Plot Humidity plt.figure(figsize=(10,5)) plt.plot(df.index, df['hum'], label='Humidity') plt.xlabel('Time of fight') plt.ylabel('Humidity, %') ax = plt.gca() # Get the current Axes instanc...

Here is the plot: Same trend to plot it: #Plot magnometer X, Y,Z plt.figure(figsize=(10,5)) plt.plot(df.index, df['mag_x'], label='Mag X') plt.plot(df.index, df['mag_y'], label='Mag Y') plt.plot(df.index, df['mag_z'], label='Mag Z') plt.xlabel('Time o...

Acceleration variation is all over the place during take of and landing: Similarly: #Plot Acceleration X, Y,Z plt.figure(figsize=(10,5)) plt.plot(df.index, df['acc_x'], label='Acc X') plt.plot(df.index, df['acc_y'], label='Acc Y') plt.plot(df.index, df...

This is also interesting: Yaw - left / right pedal corrections quite a lot at the beginning of the flight. Roll - up / down - quite smooth Pitch - left / right  yoke - quite drastic. Here is the code: #Plot Orientation X, Y,Z plt.figure(figsize=(10,5))...

Here is the code. I used joystick movement to start recoding once I was inside the airplane with Raspberry Pi seating in the overhead locker. from sense_hat import SenseHat, ACTION_PRESSED, ACTION_HELD, ACTION_RELEASED from datetime import datetime import c...

Micro milling to make atom probe samples. Using focus ion beam to micro mill a TEM sample Microstructure of AlSc SEM image Microstructure of AlSc - SEM image More AlSc SEM image.