258 lines (257 with data), 206.6 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Latent Representation\n",
"\n",
"based on the paper \"Hard to beat baseline\""
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"import glob\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns; sns.set(color_codes=True)\n",
"from gensim.models.keyedvectors import KeyedVectors\n",
"from gensim.models import Word2Vec\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.manifold import TSNE\n",
"from sklearn import manifold,neighbors\n",
"from scipy.cluster.hierarchy import dendrogram, linkage, to_tree, fcluster,distance \n",
"from matplotlib import pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from Bio import SeqIO\n",
"from Bio.Align import MultipleSeqAlignment\n",
"from Bio.Phylo.TreeConstruction import DistanceCalculator, DistanceTreeConstructor\n",
"from Bio import Phylo\n",
"from tqdm import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"word_vectors = Word2Vec.load_word2vec_format('/data/genomes/embeddings/dna2vec-20190612-1611-k10to10-100d-10c-4870Mbp-sliding-kPR.w2v')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 4715/4715 [19:38<00:00, 4.00it/s] \n"
]
}
],
"source": [
"FASTA=\"/data/genomes/dna2vec_train/\"\n",
"ff = glob.glob(f\"{FASTA}*.fasta\")\n",
"X = {}\n",
"for file in tqdm(ff):\n",
" for record in SeqIO.parse(file, \"fasta\"):\n",
" seq=str(record.seq)\n",
" t = [\"\".join(seq[i:i+10]) for i in range(len(seq)-10)]\n",
" tokens = list(filter(lambda x: set(x) == {'A', 'C', 'G', 'T'}, t))\n",
" vectors = word_vectors[tokens]\n",
" X[record.id]=np.mean(vectors, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4715"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(X)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame().from_dict(X,orient=\"index\")"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [],
"source": [
"df.to_pickle(\"../data/kls.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"pca = pd.DataFrame(data=PCA(n_components=3).fit_transform(df.values),\n",
" columns=[\"pc1\",'pc2',\"pc3\"])"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'plt' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-1-906927427507>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m13\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m13\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m111\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mprojection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"3d\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpca\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"pc1\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpca\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"pc2\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpca\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"pc3\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"o\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"no denoize\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0.\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0.\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"X\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"k\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"center of space\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'pc1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
]
}
],
"source": [
"fig = plt.figure(figsize=(13,13))\n",
"ax = fig.add_subplot(111,projection=\"3d\")\n",
"ax.scatter(pca.loc[:,\"pc1\"],pca.loc[:,\"pc2\"],pca.loc[:,\"pc3\"], marker=\"o\",s=1,color='r', label = \"no denoize\")\n",
"ax.scatter(0.,0.,0.,marker=\"X\",color=\"k\", label=\"center of space\")\n",
"ax.set_xlabel('pc1')\n",
"ax.set_ylabel('pc2')\n",
"ax.set_zlabel('pc3')\n",
"ax.set_title(\"latent space\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Denoising"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 936x936 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fc = PCA(n_components=1).fit_transform(df.values.T)\n",
"denoiser = np.dot(fc,fc.T)\n",
"X_dn = [x - np.dot(denoiser,x) for x in df.values]\n",
"\n",
"pca_dn = pd.DataFrame(data=PCA(n_components=3).fit_transform(X_dn),\n",
" columns=[\"pc1\",'pc2',\"pc3\"])\n",
"\n",
"fig = plt.figure(figsize=(13,13))\n",
"ax = fig.add_subplot(111,projection=\"3d\")\n",
"ax.scatter(pca.loc[:,\"pc1\"],pca.loc[:,\"pc2\"],pca.loc[:,\"pc3\"], marker=\"o\",s=1,color='r', label = \"raw\")\n",
"ax.scatter(pca_dn.loc[:,\"pc1\"],pca_dn.loc[:,\"pc2\"],pca_dn.loc[:,\"pc3\"], marker=\"o\",s=1,color='g', label = \"denoised\")\n",
"ax.plot((0.,0.,0.),(2.,0.,0.),(0.,0.,0.), color = \"b\")\n",
"ax.plot((0.,2000.,0.),(0.,0.,0.),(0.,0.,0.), color = \"b\")\n",
"ax.plot((0.,0.,0.),(0.,0.,0.), (0.,0.,1.), color = \"b\")\n",
"ax.set_xlabel('pc1')\n",
"ax.set_ylabel('pc2')\n",
"ax.set_zlabel('pc3')\n",
"ax.set_title(\"Latent space of bacterial genomes\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [],
"source": [
"pd.DataFrame(X_dn).to_pickle(\"../data/kls_denoised.pkl\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:bio-2]",
"language": "python",
"name": "conda-env-bio-2-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}