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"import re\n",
"import pandas as pd\n",
"from plotly.offline import (download_plotlyjs,\n",
" init_notebook_mode)\n",
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"# Setting up the Disk Data Set descriptor .csv\n",
"BASE = \"../../../data\"\n",
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" # pkl.dump(data, f)\n",
" filenames.append(filename)\n",
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" tasks.append(task)\n",
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" 'task': tasks,\n",
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"\n",
"# Load the lemur library\n",
"import sys\n",
"sys.path.append(\"../../..\")\n",
"import lemur.datasets as lds\n",
"import lemur.metrics as lms\n",
"import lemur.plotters as lpl\n",
"import lemur.embedders as leb\n",
"\n",
"# Create a lemur dataset based on the EEG data\n",
"DDS = lds.DiskDataSet(df_path)\n",
"\n",
"# Create a lemur distance matrix based on the EEG data\n",
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yJ4dsQ4FXw/yY8Jyw/G1395B+euhN3AXoDnwIfAR0D72P6xF1ehpT81smIiK7u1Q2C7cF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\nVpGdZGvDw1WULys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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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vDa/LgUTnfsXAGoAwfFsYf095o2maKxcREdkjbUFoZucCG9z95XTVIakuV5rZYjNbvHHj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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(MDSEmbedder)\n",
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(MDSEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iHm1yW5GIkZmWTMTCe32hymmmtvfTgWOlZKRG9L6QDkXJpog0WkVVBXetuou1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\nszk57An8U0TcC5xP/d64UP+w/Mcse3cyc9Mgyy4EfpiZG0u7K4Gjyry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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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iyhmFGk8NopxRnChBIYt9nnoKJptE1GU4xIHe4b0B4It7olDGPk89Af99IiIiIiLbMNkk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\n//TMNxc2VMRCAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(MDSEmbedder)\n",
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(MDSEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"TSNEEmbedder = leb.TSNEEmbedder(num_components=3)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WFBRcWXyCEm5xjTsGzch10r8py98FjTskLiYRSajjjjtuI/CTRMch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\n/H9U2Fpi5RE2FQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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NR5+Khx122K4TTzzx0C1btuRcffXVa4cOHVo5dOjQysWLF+cfc8wxIwEKCwtr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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(TSNEEmbedder)\n",
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(TSNEEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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V1wGQMkb3L2V6BfBAUIMiIgoyr1fhLvDAFeaEO98DV6gTDkdZh0KyCrcTkTWsbDElIqpT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\nSUWwMZUkSVIRbEwlSZJUBBtTSZIkFcHGVJIkSUW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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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ix0Tkp2Z5mIhsF5EvzNvuZrmIyHIRyRKRz0RkuK9iJyIiIuqIfNlPUAngWVV1ArgVwE9E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\nmF8eEd+PiPGI+FpELCjaFxbz48XyZVXGLUmSNGg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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(TSNEEmbedder)\n",
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(TSNEEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"PCAEmbedder = leb.PCAEmbedder(num_components=3)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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{
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0.8619659131122162,
0.7241870870872774,
0.3367342166843587,
1
]
},
{
"label": "factor 2",
"values": [
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0.5018171512668306,
0.9702252012933302,
0.48195390635628754,
0.5707789255412486,
0
]
},
{
"label": "factor 3",
"values": [
0.3239639970052765,
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0.24197221956534917,
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0.18107187965565927
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],
"tickvals": [
1,
2
]
},
"colorscale": "Jet",
"showscale": true
},
"type": "parcoords"
}
],
"layout": {
"title": "fmri PCA Embedding Parallel Coordinate Plot under DiffAve metric"
}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
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{
"label": "factor 3",
"values": [
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"colorscale": "Jet",
"showscale": true
},
"type": "parcoords"
}
],
"layout": {
"title": "fmri PCA Embedding Parallel Coordinate Plot under DiffAve metric"
}
},
"text/html": [
""
],
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""
]
},
"metadata": {},
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}
],
"source": [
"lpl.EmbeddingParallelCoordinatePlotter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(PCAEmbedder)\n",
"lpl.EmbeddingParallelCoordinatePlotter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(PCAEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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kpKTk5+fn07t37x/97W9/a3Dddddlffjhh3XGjBlTf8GCBQuSkpJc+M9DaYYN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\nk7p+EzlklavrN+Z/UJfpzzU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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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oy6D6Q/hwB7hHr9UfRukibWz2krWcd89cjv7Zs5x3z1xmL1mb6SJ1WBeOHry6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\niCSSAqCIiCSSAqCIiCSSAqCIiCTS/wcWnily/5En+wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(PCAEmbedder)\n",
"lpl.Embedding2DScatter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(PCAEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GikhSVfWPHj16rkIjqhPuoxTsuI8S0bnUZJNcAIMAZKjqPlUtArAYwMgAx0RE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\nSaqBnjwMIiLuAF7UYtalNHJaAJwBnAbcHBEnzmF6PxERFwI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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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yTEKJiIiIyHJMQomIiIjIckxCiYiIiMhyTEKJiJoQj3pQWFJY7pnqjtuTKHiYhBIRNREe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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"subject\",\n",
" mode=\"notebook\").plot(PCAEmbedder)\n",
"lpl.EmbeddingPairsPlotter(DM,\n",
" primary_label=\"task\",\n",
" mode=\"notebook\").plot(PCAEmbedder)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}