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We are often the most attracted to those who have similar personal beliefs and values, but when it comes to just a casual conversation or a glance on the street, these are the surface things a guy might pick up on that may make him want to know more.

In our data, there is a trend observable. After January 2020 the values start dropping and the curve is steep. In time series analysis we sometimes work for finding the trend. But sometimes we need to remove the trends from the data. Especially when we need to use the time series data for machine learning or forecasting.

# Importing required modules import pandas as pd import numpy as np import matplotlib.pyplot as plt import matplotlib.dates as mdates import datetime as dt from datetime import datetime # To access datetime from pandas import Series # To work on series

Chemistry and attraction is about so much more than looks. One of my clients told me once that he pushed his way through a shoulder-to-shoulder packed bar just to talk to a woman because he loved her smile.

Fire up the editor of your choice and type in the following code to import the required libraries and data. The data has been taken from Kaggle and can be accessed from here.

They want women with their own jobs, hobbies, interests, and friends. Major bonus points too if she’s also financially solvent, so she’s not dragging her bad decisions into the relationship.

Dudes pay attention to how you handle negative things. Are you resilient? Do you lash out when you’re upset? Do you pay attention to and respond to red flags, both in others and in yourself? Do what you need to do to take care of yourself, and men will be attracted to that.

More often than not, a dude has pushed her to react this way by leading her on, not communicating, being unfaithful, etc. but that’s neither here nor there. But if she’s not with that dude anymore, then she should work on her awareness.

If there is any trend in the data, it is not good for modeling, forecasting, or observing seasonality. To improve model performance, or to observe any seasonality or any noise in the data, differencing is a common practice. It takes the difference in data for a specified number of days. Here is an example:

It appears that the Date column is being treated as a string rather than as dates. Let’s make things right. For this, we shall use the pandas’ to_datetime feature, which converts the arguments to dates. Lastly, we want to make sure that the Date column is the index column.

He may dream of being a stay-at-home dad while she’s pursuing her law degree. She may want to work remotely and travel while he’s investing in the stock market. As long as your goals can work together and you have some, then that will be attractive.

The “crazy” woman has become a damaging stereotype, but it didn’t arise out of nowhere. A woman’s fear or insecurity can make her act irrationally. She may attack, insult, or try to control a situation she would have been better walking away from.

We are often the most attracted to those who have similar personal beliefs and values, but when it comes to just a casual conversation or a glance on the street, these are the surface things a guy might pick up on that may make him want to know more.

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he audience quickly catches on to what you are doing and simply reads ahead of you. This is boring and renders you superfluous. More important, though, it also reveals that you haven’t learned your material by heart. Using bigger fonts will force you to use fewer words, and that will make you actually think through and memorize your key points, improving your presentation.

If a man is looking for a true partner, he doesn’t want someone passive and lazy. He’s going to want someone as driven as himself, even if it’s in a completely different way.