{ "cells": [ { "cell_type": "markdown", "id": "dcaa3da1", "metadata": {}, "source": [ "# Text extraction on image\n", "Inga Ulusoy, SSC, July 2022" ] }, { "cell_type": "code", "execution_count": 1, "id": "f43f327c", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:04.542421Z", "iopub.status.busy": "2023-05-05T10:01:04.541965Z", "iopub.status.idle": "2023-05-05T10:01:04.553323Z", "shell.execute_reply": "2023-05-05T10:01:04.552546Z" }, "tags": [] }, "outputs": [], "source": [ "# if running on google colab\n", "# flake8-noqa-cell\n", "import os\n", "\n", "if \"google.colab\" in str(get_ipython()):\n", " # update python version\n", " # install setuptools\n", " !pip install setuptools==61 -qqq\n", " # install ammico\n", " !pip install git+https://github.com/ssciwr/ammico.git -qqq\n", " # mount google drive for data and API key\n", " from google.colab import drive\n", "\n", " drive.mount(\"/content/drive\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "cf362e60", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:04.558904Z", "iopub.status.busy": "2023-05-05T10:01:04.558220Z", "iopub.status.idle": "2023-05-05T10:01:26.569199Z", "shell.execute_reply": "2023-05-05T10:01:26.568373Z" }, "tags": [] }, "outputs": [], "source": [ "import ammico\n", "from ammico import utils as mutils\n", "from ammico import display as mdisplay" ] }, { "cell_type": "code", "execution_count": 3, "id": "27675810", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:26.574359Z", "iopub.status.busy": "2023-05-05T10:01:26.573435Z", "iopub.status.idle": "2023-05-05T10:01:41.314936Z", "shell.execute_reply": "2023-05-05T10:01:41.313575Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting en-core-web-md==3.5.0\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Downloading 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"Installing collected packages: en-core-web-md\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Successfully installed en-core-web-md-3.5.0\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m22.0.4\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\r\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\r\n", "You can now load the package via spacy.load('en_core_web_md')\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package brown to /home/runner/nltk_data...\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Unzipping corpora/brown.zip.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package punkt to /home/runner/nltk_data...\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Unzipping tokenizers/punkt.zip.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to /home/runner/nltk_data...\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package averaged_perceptron_tagger to\r\n", "[nltk_data] /home/runner/nltk_data...\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Unzipping taggers/averaged_perceptron_tagger.zip.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package conll2000 to /home/runner/nltk_data...\r\n", "[nltk_data] Unzipping corpora/conll2000.zip.\r\n", "[nltk_data] Downloading package movie_reviews to\r\n", "[nltk_data] /home/runner/nltk_data...\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Unzipping corpora/movie_reviews.zip.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finished.\r\n" ] } ], "source": [ "# download the models if they are not there yet\n", "!python -m spacy download en_core_web_md\n", "!python -m textblob.download_corpora" ] }, { "cell_type": "code", "execution_count": 4, "id": "6da3a7aa", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:41.320366Z", "iopub.status.busy": "2023-05-05T10:01:41.319795Z", "iopub.status.idle": "2023-05-05T10:01:41.326125Z", "shell.execute_reply": "2023-05-05T10:01:41.324964Z" }, "tags": [] }, "outputs": [], "source": [ "images = mutils.find_files(path=\"data\", limit=10)" ] }, { "cell_type": "code", "execution_count": 5, "id": "8b32409f", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:41.329644Z", "iopub.status.busy": "2023-05-05T10:01:41.329115Z", "iopub.status.idle": "2023-05-05T10:01:41.333110Z", "shell.execute_reply": "2023-05-05T10:01:41.332309Z" }, "tags": [] }, "outputs": [], "source": [ "mydict = mutils.initialize_dict(images)" ] }, { "cell_type": "markdown", "id": "7b8b929f", "metadata": {}, "source": [ "## google cloud vision API\n", "First 1000 images per month are free." ] }, { "cell_type": "markdown", "id": "0891b795-c7fe-454c-a45d-45fadf788142", "metadata": {}, "source": [ "## Inspect the elements per image" ] }, { "cell_type": "code", "execution_count": 6, "id": "7c6ecc88", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:41.338083Z", "iopub.status.busy": "2023-05-05T10:01:41.337532Z", "iopub.status.idle": "2023-05-05T10:01:42.735422Z", "shell.execute_reply": "2023-05-05T10:01:42.734302Z" }, "tags": [] }, "outputs": [ { "ename": "AttributeError", "evalue": "module 'ammico.display' has no attribute 'explore_analysis'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[6], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mmdisplay\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexplore_analysis\u001b[49m(mydict, identify\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtext-on-image\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "\u001b[0;31mAttributeError\u001b[0m: module 'ammico.display' has no attribute 'explore_analysis'" ] } ], "source": [ "mdisplay.explore_analysis(mydict, identify=\"text-on-image\")" ] }, { "cell_type": "markdown", "id": "9c3e72b5-0e57-4019-b45e-3e36a74e7f52", "metadata": {}, "source": [ "## Or directly analyze for further processing" ] }, { "cell_type": "code", "execution_count": 7, "id": "365c78b1-7ff4-4213-86fa-6a0a2d05198f", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:01:42.739830Z", 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filenametexttext_languagetext_englishtext_cleantext_english_correctpolaritysubjectivitytext_summarysentimentsentiment_scoreentityentity_type
0data/102141_2_eng.pngCORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...enCORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...0.0000000.000000Coronavirus QUARANTINE CORONAVIRUS OUTBREAKNEGATIVE0.976247[CORONAVIRUS, ##AR, ##TI, ##RONAVIR, ##C, Co][ORG, MISC, MISC, ORG, MISC, MISC]
1data/106349S_por.pngNEWS URGENTE SAMSUNG AO VIVO Rio de Janeiro NO...ptNEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...-0.1068180.588636NEW COUNTING METHOD RJ City HALL EXCLUDES 1,1...NEGATIVE0.990659[Rio de Janeiro, C, ##IT, P, ##NA, ##LTO][LOC, ORG, LOC, LOC, ORG, LOC]
2data/102730_eng.png400 DEATHS GET E-BOOK X AN Corporation ncy Ser...en400 DEATHS GET E-BOOK X AN Corporation ncy Ser...DEATHS GET E - BOOK X AN Corporation Services ...400 DEATHS GET E-BOOK X of Corporation ney Ser...-0.1250000.375000A municipal worker sprays disinfectant on his...NEGATIVE0.991692[AN Corporation ncy Services, Ahmedabad, RE, #...[ORG, LOC, PER, ORG]
\n", "" ], "text/plain": [ " filename text \n", "0 data/102141_2_eng.png CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE... \\\n", "1 data/106349S_por.png NEWS URGENTE SAMSUNG AO VIVO Rio de Janeiro NO... \n", "2 data/102730_eng.png 400 DEATHS GET E-BOOK X AN Corporation ncy Ser... \n", "\n", " text_language text_english \n", "0 en CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE... \\\n", "1 pt NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO... \n", "2 en 400 DEATHS GET E-BOOK X AN Corporation ncy Ser... \n", "\n", " text_clean \n", "0 CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE... \\\n", "1 NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO... \n", "2 DEATHS GET E - BOOK X AN Corporation Services ... \n", "\n", " text_english_correct polarity subjectivity \n", "0 CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE... 0.000000 0.000000 \\\n", "1 NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO... -0.106818 0.588636 \n", "2 400 DEATHS GET E-BOOK X of Corporation ney Ser... -0.125000 0.375000 \n", "\n", " text_summary sentiment \n", "0 Coronavirus QUARANTINE CORONAVIRUS OUTBREAK NEGATIVE \\\n", "1 NEW COUNTING METHOD RJ City HALL EXCLUDES 1,1... NEGATIVE \n", "2 A municipal worker sprays disinfectant on his... NEGATIVE \n", "\n", " sentiment_score entity \n", "0 0.976247 [CORONAVIRUS, ##AR, ##TI, ##RONAVIR, ##C, Co] \\\n", "1 0.990659 [Rio de Janeiro, C, ##IT, P, ##NA, ##LTO] \n", "2 0.991692 [AN Corporation ncy Services, Ahmedabad, RE, #... \n", "\n", " entity_type \n", "0 [ORG, MISC, MISC, ORG, MISC, MISC] \n", "1 [LOC, ORG, LOC, LOC, ORG, LOC] \n", "2 [ORG, LOC, PER, ORG] " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check the dataframe\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 10, "id": "bf6c9ddb", "metadata": { "execution": { "iopub.execute_input": "2023-05-05T10:03:51.526376Z", "iopub.status.busy": "2023-05-05T10:03:51.525486Z", "iopub.status.idle": "2023-05-05T10:03:51.627738Z", "shell.execute_reply": "2023-05-05T10:03:51.626611Z" }, "tags": [] }, "outputs": [], "source": [ "# Write the csv\n", "df.to_csv(\"./data_out.csv\")" ] }, { "cell_type": "code", "execution_count": null, "id": 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