{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pickle\n",
"import plotly.express as px\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_pickle(\"./imdb.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"mat = np.matrix([x for x in df.embeddings])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lower dim data has shape (6012, 2)\n"
]
}
],
"source": [
"tsne_model = TSNE(n_components=2, n_jobs=-1, random_state=42)\n",
"low_dim_data = tsne_model.fit_transform(mat)\n",
"\n",
"print('Lower dim data has shape',low_dim_data.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# color scheme can be DEFINITELY improved.\n",
"\n",
"tsne_df = pd.DataFrame(np.column_stack((low_dim_data, df.layers)), columns=['x', 'y', 'layers'])\n",
"tsne_df['layers'] = tsne_df['layers'].astype(str).replace('\\.0', '', regex=True)\n",
"\n",
"fig = px.scatter(\n",
" tsne_df, x=tsne_df['x'], y=tsne_df['y'],\n",
" color=tsne_df.layers, labels={'color': 'layers'}\n",
")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "x=%{x}
y=%{y}
layers=%{marker.color}",
"legendgroup": "",
"marker": {
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"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "x"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "y"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# color scheme can be DEFINITELY improved.\n",
"\n",
"tsne_df = pd.DataFrame(np.column_stack((low_dim_data, df.layers)), columns=['x', 'y', 'layers'])\n",
"tsne_df['layers'] = tsne_df['layers'].astype(int)\n",
"\n",
"fig = px.scatter(\n",
" tsne_df, x=tsne_df['x'], y=tsne_df['y'],\n",
" color=tsne_df.layers, labels={'color': 'layers'}\n",
")\n",
"fig.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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",
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},
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"nbformat_minor": 4
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