{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing Naive Bayes\n", "\n", "In this lab, we will cover an essential part of data analysis that has not been included in the lecture videos. As we stated in the previous module, data visualization gives insight into the expected performance of any model. \n", "\n", "In the following exercise, you are going to make a visual inspection of the tweets dataset using the Naïve Bayes features. We will see how we can understand the log-likelihood ratio explained in the videos as a pair of numerical features that can be fed in a machine learning algorithm. \n", "\n", "At the end of this lab, we will introduce the concept of __confidence ellipse__ as a tool for representing the Naïve Bayes model visually." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np # Library for linear algebra and math utils\n", "import pandas as pd # Dataframe library\n", "\n", "import matplotlib.pyplot as plt # Library for plots\n", "from utils import confidence_ellipse # Function to add confidence ellipses to charts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## Calculate the likelihoods for each tweet\n", "\n", "For each tweet, we have calculated the likelihood of the tweet to be positive and the likelihood to be negative. We have calculated in different columns the numerator and denominator of the likelihood ratio introduced previously. \n", "\n", "$$log \\frac{P(tweet|pos)}{P(tweet|neg)} = log(P(tweet|pos)) - log(P(tweet|neg)) $$\n", "$$positive = log(P(tweet|pos)) = \\sum_{i=0}^{n}{log P(W_i|pos)}$$\n", "$$negative = log(P(tweet|neg)) = \\sum_{i=0}^{n}{log P(W_i|neg)}$$\n", "\n", "We did not include the code because this is part of this week's assignment. The __'bayes_features.csv'__ file contains the final result of this process. \n", "\n", "The cell below loads the table in a dataframe. Dataframes are data structures that simplify the manipulation of data, allowing filtering, slicing, joining, and summarization." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | positive | \n", "negative | \n", "sentiment | \n", "
|---|---|---|---|
| 0 | \n", "-45.763393 | \n", "-63.351354 | \n", "1.0 | \n", "
| 1 | \n", "-105.491568 | \n", "-114.204862 | \n", "1.0 | \n", "
| 2 | \n", "-57.028078 | \n", "-67.216467 | \n", "1.0 | \n", "
| 3 | \n", "-10.055885 | \n", "-18.589057 | \n", "1.0 | \n", "
| 4 | \n", "-125.749270 | \n", "-138.334845 | \n", "1.0 | \n", "
\n",
"\n",
"\n",
"In the next chart, we will plot the data and its corresponding confidence ellipses using 2 std and 3 std. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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