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openai-cookbook/examples/Visualizing_embeddings_in_2...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the embeddings in 2D\n",
"\n",
"We will use t-SNE to reduce the dimensionality of the embeddings from 2048 to 2. Once the embeddings are reduced to two dimensions, we can plot them in a 2D scatter plot. The dataset is created in the [Obtain_dataset Notebook](Obtain_dataset.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Reduce dimensionality\n",
"\n",
"We reduce the dimensionality to 2 dimensions using t-SNE decomposition."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 2)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.manifold import TSNE\n",
"\n",
"# Load the embeddings\n",
"df = pd.read_csv('output/embedded_1k_reviews.csv')\n",
"\n",
"# Convert to a list of lists of floats\n",
"matrix = df.babbage_similarity.apply(eval).to_list()\n",
"\n",
"# Create a t-SNE model and transform the data\n",
"tsne = TSNE(n_components=2, perplexity=15, random_state=42, init='random', learning_rate=200)\n",
"vis_dims = tsne.fit_transform(matrix)\n",
"vis_dims.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Plotting the embeddings\n",
"\n",
"We colour each review by its star rating, ranging from red to green."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can observe a decent data separation even in the reduced 2 dimensions. There seems to be a cluster of mostly negative reviews."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Amazon ratings visualized in language using t-SNE')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import numpy as np\n",
"\n",
"colors = [\"red\", \"darkorange\", \"gold\", \"turquoise\", \"darkgreen\"]\n",
"x = [x for x,y in vis_dims]\n",
"y = [y for x,y in vis_dims]\n",
"color_indices = df.Score.values - 1\n",
"\n",
"colormap = matplotlib.colors.ListedColormap(colors)\n",
"plt.scatter(x, y, c=color_indices, cmap=colormap, alpha=0.3)\n",
"for score in [0,1,2,3,4]:\n",
" avg_x = np.array(x)[df.Score-1==score].mean()\n",
" avg_y = np.array(y)[df.Score-1==score].mean()\n",
" color = colors[score]\n",
" plt.scatter(avg_x, avg_y, marker='x', color=color, s=100)\n",
"plt.title(\"Amazon ratings visualized in language using t-SNE\")"
]
}
],
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