зеркало из
https://github.com/ssciwr/AMMICO.git
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5570 строки
177 KiB
Plaintext
5570 строки
177 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "dcaa3da1",
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"metadata": {},
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"source": [
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"# Text extraction on image\n",
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"Inga Ulusoy, SSC, July 2022"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "f43f327c",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-16T11:49:21.550942Z",
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"iopub.status.busy": "2023-05-16T11:49:21.550430Z",
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"iopub.status.idle": "2023-05-16T11:49:21.560102Z",
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"shell.execute_reply": "2023-05-16T11:49:21.559450Z"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"# if running on google colab\n",
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"# flake8-noqa-cell\n",
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"import os\n",
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"\n",
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"if \"google.colab\" in str(get_ipython()):\n",
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" # update python version\n",
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" # install setuptools\n",
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" !pip install setuptools==61 -qqq\n",
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" # install ammico\n",
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" !pip install git+https://github.com/ssciwr/ammico.git -qqq\n",
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" # mount google drive for data and API key\n",
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" from google.colab import drive\n",
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"\n",
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" drive.mount(\"/content/drive\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "cf362e60",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-16T11:49:21.563451Z",
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"iopub.status.busy": "2023-05-16T11:49:21.563002Z",
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"iopub.status.idle": "2023-05-16T11:49:39.517727Z",
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"shell.execute_reply": "2023-05-16T11:49:39.517014Z"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"import ammico\n",
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"from ammico import utils as mutils\n",
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"from ammico import display as mdisplay"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "27675810",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-16T11:49:39.522426Z",
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"iopub.status.busy": "2023-05-16T11:49:39.521660Z",
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"iopub.status.idle": "2023-05-16T11:49:51.930718Z",
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"shell.execute_reply": "2023-05-16T11:49:51.929174Z"
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},
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Collecting en-core-web-md==3.5.0\r\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.5.0/en_core_web_md-3.5.0-py3-none-any.whl (42.8 MB)\r\n",
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"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\r",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.1/42.8 MB\u001b[0m \u001b[31m2.0 MB/s\u001b[0m eta \u001b[36m0:00:22\u001b[0m\r",
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"\u001b[2K \u001b[91m━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/42.8 MB\u001b[0m \u001b[31m30.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
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"text": [
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"\r",
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"\u001b[2K \u001b[91m━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.7/42.8 MB\u001b[0m \u001b[31m82.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
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"text": [
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"\r",
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"\u001b[2K \u001b[91m━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.0/42.8 MB\u001b[0m \u001b[31m182.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
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"\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.0/42.8 MB\u001b[0m \u001b[31m174.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
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"\r",
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"\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m \u001b[32m27.3/42.8 MB\u001b[0m \u001b[31m181.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
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"\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m31.6/42.8 MB\u001b[0m \u001b[31m150.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
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"\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━\u001b[0m \u001b[32m36.7/42.8 MB\u001b[0m \u001b[31m134.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
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"Requirement already satisfied: spacy<3.6.0,>=3.5.0 in /opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages (from en-core-web-md==3.5.0) (3.5.3)\r\n"
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"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages (from spacy<3.6.0,>=3.5.0->en-core-web-md==3.5.0) (3.0.12)\r\n",
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"Requirement already satisfied: confection<1.0.0,>=0.0.1 in /opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages (from thinc<8.2.0,>=8.1.8->spacy<3.6.0,>=3.5.0->en-core-web-md==3.5.0) (0.0.4)\r\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Requirement already satisfied: click<9.0.0,>=7.1.1 in /opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages (from typer<0.8.0,>=0.3.0->spacy<3.6.0,>=3.5.0->en-core-web-md==3.5.0) (8.1.3)\r\n",
|
||
"Requirement already satisfied: MarkupSafe>=2.0 in /opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages (from jinja2->spacy<3.6.0,>=3.5.0->en-core-web-md==3.5.0) (2.1.2)\r\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"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",
|
||
"[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",
|
||
"[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"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[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": "2023-05-16T11:49:51.935914Z",
|
||
"iopub.status.busy": "2023-05-16T11:49:51.935219Z",
|
||
"iopub.status.idle": "2023-05-16T11:49:51.941523Z",
|
||
"shell.execute_reply": "2023-05-16T11:49:51.940278Z"
|
||
},
|
||
"tags": []
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"images = mutils.find_files(path=\"data\", limit=10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "8b32409f",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-05-16T11:49:51.944599Z",
|
||
"iopub.status.busy": "2023-05-16T11:49:51.944364Z",
|
||
"iopub.status.idle": "2023-05-16T11:49:51.948756Z",
|
||
"shell.execute_reply": "2023-05-16T11:49:51.948085Z"
|
||
},
|
||
"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": "2023-05-16T11:49:51.951964Z",
|
||
"iopub.status.busy": "2023-05-16T11:49:51.951516Z",
|
||
"iopub.status.idle": "2023-05-16T11:49:53.151467Z",
|
||
"shell.execute_reply": "2023-05-16T11:49:53.150719Z"
|
||
},
|
||
"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": "2023-05-16T11:49:53.155205Z",
|
||
"iopub.status.busy": "2023-05-16T11:49:53.154717Z",
|
||
"iopub.status.idle": "2023-05-16T11:51:06.481210Z",
|
||
"shell.execute_reply": "2023-05-16T11:51:06.463358Z"
|
||
},
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "4d504848c8ce48ca82cbaef171095615",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)/a4f8f3e/config.json: 0%| | 0.00/1.80k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "1886f4a17817483ebac13ba22942fc9e",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading pytorch_model.bin: 0%| | 0.00/1.22G [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "d1cbbad172ae466bb035e82155234e01",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)okenizer_config.json: 0%| | 0.00/26.0 [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "a8568975ae2f4d7db4f111154cac9119",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)e/a4f8f3e/vocab.json: 0%| | 0.00/899k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "4aff94e56ab14d4cad36f1cbd0e73e63",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)e/a4f8f3e/merges.txt: 0%| | 0.00/456k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"400 DEATHS GET E-BOOK X AN Corporation ncy Services A municipal worker sprays disinfectant on his colleague after they cremated the body of a man who died due to COVID-19 at a crematorium in Ahmedabad on April 12, 2020. | Photo Credit: REUTERS\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "323faa9445d848fbaed7d3f7a85e9ab2",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
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|
||
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|
||
]
|
||
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|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "0c31e9b64b344de9ace4f6e45760f167",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading pytorch_model.bin: 0%| | 0.00/268M [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "8cba80aeb0cd4c909da2b33fa44f985e",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)okenizer_config.json: 0%| | 0.00/48.0 [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "bb65cc354f8b4f1db8b31a56becfdfad",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)ve/af0f99b/vocab.txt: 0%| | 0.00/232k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "eca6a8a981a94a6faec57bb11e32607f",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)/f2482bf/config.json: 0%| | 0.00/998 [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "6794c03c21554a1aab1702c5603cb56d",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading pytorch_model.bin: 0%| | 0.00/1.33G [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "5006c872d9e045d89813fe8778492fe0",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
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|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "915d45a8e5eb49ac82b4f5b06a1ea212",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Downloading (…)ve/f2482bf/vocab.txt: 0%| | 0.00/213k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BEYOND THIS POINT 2019-nCov Coronavirus\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW COUNTING METHOD RJ CITY HALL EXCLUDES 1,177 DEAD FROM COVID-19 STATISTICS G1 ARE TARGET OF PF OPERATION AGAINST FAKE NEWS OPERATION IS SEEN ON THE PLANALTO AT 10:09\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for key in mydict:\n",
|
||
" mydict[key] = ammico.text.TextDetector(\n",
|
||
" mydict[key], analyse_text=True\n",
|
||
" ).analyse_image()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3c063eda",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Convert to dataframe and write csv"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "5709c2cd",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-05-16T11:51:06.558843Z",
|
||
"iopub.status.busy": "2023-05-16T11:51:06.558477Z",
|
||
"iopub.status.idle": "2023-05-16T11:51:06.786646Z",
|
||
"shell.execute_reply": "2023-05-16T11:51:06.785843Z"
|
||
},
|
||
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