{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Train_Disease_Embedding.ipynb","provenance":[],"collapsed_sections":[],"machine_shape":"hm","authorship_tag":"ABX9TyN58aIHFVxyPMdZIsSnsAyb"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"y7gGTpoIwtvJ","colab_type":"text"},"source":["Montamos drive para guardar los modelos"]},{"cell_type":"code","metadata":{"id":"VOFFNTmmwwMV","colab_type":"code","outputId":"c3c818ec-07e0-47ff-c24c-4078eabff25b","executionInfo":{"status":"ok","timestamp":1587827258615,"user_tz":-120,"elapsed":23595,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":131}},"source":["from google.colab import drive\n","drive.mount('/content/gdrive')\n"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"m31DX3aZuI2_","colab_type":"text"},"source":["Descargar modelo BioWordVec \n","Tiempo aproximado ~ 5 minutos"]},{"cell_type":"code","metadata":{"id":"PnWK6-m_8dsN","colab_type":"code","outputId":"f890d076-4238-493f-9ae9-94184bf8c57d","executionInfo":{"status":"ok","timestamp":1587827635065,"user_tz":-120,"elapsed":370325,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":243}},"source":["!wget https://ftp.ncbi.nlm.nih.gov/pub/lu/Suppl/BioSentVec/BioWordVec_PubMed_MIMICIII_d200.vec.bin"],"execution_count":0,"outputs":[{"output_type":"stream","text":["--2020-04-25 15:07:46-- https://ftp.ncbi.nlm.nih.gov/pub/lu/Suppl/BioSentVec/BioWordVec_PubMed_MIMICIII_d200.vec.bin\n","Resolving ftp.ncbi.nlm.nih.gov (ftp.ncbi.nlm.nih.gov)... 130.14.250.13, 2607:f220:41e:250::12\n","Connecting to ftp.ncbi.nlm.nih.gov (ftp.ncbi.nlm.nih.gov)|130.14.250.13|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 13451441787 (13G) [application/octet-stream]\n","Saving to: ‘BioWordVec_PubMed_MIMICIII_d200.vec.bin’\n","\n","BioWordVec_PubMed_M 100%[===================>] 12.53G 35.1MB/s in 6m 7s \n","\n","2020-04-25 15:13:54 (35.0 MB/s) - ‘BioWordVec_PubMed_MIMICIII_d200.vec.bin’ saved [13451441787/13451441787]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"XRb8UTVrwBOJ","colab_type":"text"},"source":["Carga de librerias"]},{"cell_type":"code","metadata":{"id":"X_iYG3nItn03","colab_type":"code","colab":{}},"source":["import gensim\n","from gensim.models import Word2Vec\n","from sklearn.decomposition import PCA\n","from matplotlib import pyplot\n","from gensim.models import KeyedVectors\n","import requests\n","import pandas as pd\n","from io import StringIO"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1s-DHS0LVV6p","colab_type":"text"},"source":["Función auxiliar de tokenizacion de textos"]},{"cell_type":"code","metadata":{"id":"p7PTBETqwIF4","colab_type":"code","colab":{}},"source":["def tokenize_text(text):\n"," tokens=[]\n"," for sentence in gensim.summarization.textcleaner.get_sentences(text):\n"," tokens.append(gensim.utils.simple_preprocess(sentence))\n"," return tokens"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"zQAasxZ3VRk2","colab_type":"text"},"source":["Carga del modelo biowordvec"]},{"cell_type":"code","metadata":{"id":"a6ZY6bOewK8h","colab_type":"code","outputId":"4100742c-d097-4818-de1f-030e95054370","executionInfo":{"status":"ok","timestamp":1587828132959,"user_tz":-120,"elapsed":391098,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":74}},"source":["#Cargamos el modelo BioWord que usaremos como base\n","bioword = KeyedVectors.load_word2vec_format(\"BioWordVec_PubMed_MIMICIII_d200.vec.bin\", binary=True)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/smart_open/smart_open_lib.py:253: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n"," 'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"KW7S7v8vwRPP","colab_type":"text"},"source":["Creamos un dict con cada enfermedad y su url"]},{"cell_type":"code","metadata":{"id":"5-yvuN4pwNyG","colab_type":"code","colab":{}},"source":["#Lista de las fuentes que vamos a scrapear\n","urls={'covid':'https://librairy.linkeddata.es/solr/covid-paragraphs/select?fl=id%2C%20text_t&q=bionlp_diseases_N5%3Acovid-19&rows=10000&wt=csv',\n"," 'malaria':'https://librairy.linkeddata.es/solr/covid-paragraphs/select?fl=id%2C%20text_t&q=bionlp_diseases_N2%3Amalaria&rows=10000&wt=csv',\n"," 'dengue':'https://librairy.linkeddata.es/solr/covid-paragraphs/select?fl=id%2C%20text_t&q=bionlp_diseases_N4%3Adengue&rows=10000&wt=csv'}"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ue0LsY9qwVTc","colab_type":"text"},"source":["Proceso iterativo de entrenamiento de modelos"]},{"cell_type":"code","metadata":{"id":"2nebDeOwwbiI","colab_type":"code","outputId":"d8544a23-d2fb-4798-bb4b-a07d7aeeebea","executionInfo":{"status":"ok","timestamp":1587838578544,"user_tz":-120,"elapsed":1197065,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":598}},"source":["for key,item in urls.items():\n"," #Recuperamos los datos\n"," print('Currently working on: %s' %key)\n"," print('Collecting data')\n"," parsed_data=StringIO(requests.get(item).text)\n"," print('Parsing data')\n"," df=pd.read_csv(parsed_data,sep=',')\n"," del parsed_data\n"," print('Extracting paragraphs')\n"," text='\\n'.join(df['text_t'].to_list())\n"," del df\n"," print('Tokenizing sentences')\n"," sentences=tokenize_text(text)\n"," sentences=sentences[:10000]\n"," #Creamos el modelo\n"," print('Creating w2v model')\n"," w2v_model=gensim.models.Word2Vec(size=200,min_count=3,sg=1,seed=1852)\n"," w2v_model.build_vocab(sentences)\n"," total_examples = w2v_model.corpus_count\n"," print('Reading initialization values')\n"," w2v_model.build_vocab([list(bioword.vocab.keys())], update=True)\n"," w2v_model.intersect_word2vec_format(\"BioWordVec_PubMed_MIMICIII_d200.vec.bin\", binary=True, lockf=1.0)\n"," print('Training model')\n"," w2v_model.train(sentences, total_examples=total_examples, epochs=w2v_model.iter)\n"," print('Saving model')\n"," model_save_name = key+'.bin'\n"," path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/\"+model_save_name\n"," w2v_model.wv.save_word2vec_format(path, binary=True)\n"," del w2v_model"],"execution_count":16,"outputs":[{"output_type":"stream","text":["Currently working on: covid\n","Collecting data\n","Parsing data\n","Extracting paragraphs\n","Tokenizing sentences\n","Creating w2v model\n","Reading initialization values\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/smart_open/smart_open_lib.py:253: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n"," 'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n"],"name":"stderr"},{"output_type":"stream","text":["Training model\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: DeprecationWarning: Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n"],"name":"stderr"},{"output_type":"stream","text":["Saving model\n","Currently working on: malaria\n","Collecting data\n","Parsing data\n","Extracting paragraphs\n","Tokenizing sentences\n","Creating w2v model\n","Reading initialization values\n","Training model\n","Saving model\n","Currently working on: dengue\n","Collecting data\n","Parsing data\n","Extracting paragraphs\n","Tokenizing sentences\n","Creating w2v model\n","Reading initialization values\n","Training model\n","Saving model\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zMuzj3TxAQjS","colab_type":"code","outputId":"7e634b56-184c-489e-be91-cf5e5625639b","executionInfo":{"status":"ok","timestamp":1587829456119,"user_tz":-120,"elapsed":1098,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":74}},"source":["model_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/\"+'covid.bin'\n","model_2 = KeyedVectors.load_word2vec_format(model_path, binary=True)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/smart_open/smart_open_lib.py:253: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n"," 'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"40VP9Fgp_wXZ","colab_type":"text"},"source":["Plot data"]},{"cell_type":"code","metadata":{"id":"jdaACOdE_yx0","colab_type":"code","outputId":"c9d303e9-0239-4b5e-cdda-68f50e12e0a8","executionInfo":{"status":"ok","timestamp":1587829474317,"user_tz":-120,"elapsed":4737,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":360}},"source":["X = model_2[model_2.wv.vocab]\n","pca = PCA(n_components=2)\n","result = pca.fit_transform(X)\n","# create a scatter plot of the projection\n","pyplot.scatter(result[:, 0], result[:, 1])\n","words = list(model_2.wv.vocab)\n","for i, word in enumerate(words):\n"," pyplot.annotate(word, xy=(result[i, 0], result[i, 1]))\n","pyplot.show()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:1: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"Entry point for launching an IPython kernel.\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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