dashboard and docu updates, added scoring nb
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nonstoptimm
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@ -1,6 +1,8 @@
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'''Module with language and example definition of Verseagility Dashboard'''
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import os
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def get_languages():
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'''Define and load languages for dashboard'''
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LANGUAGES = {
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"English": "en",
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"German": "de",
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@ -12,29 +14,34 @@ def get_languages():
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def get_endpoints(LANGUAGES):
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'''Load endpoints with dictionary of languages from Azure AppSettings'''
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'''format {"English":"en"}, dict comprehension to read from environment variables'''
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# Format {"English":"en"}, dict comprehension to read from environment variables
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# Define URL, full qualified
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MODEL_ENDPOINTS = {value:os.environ.get(f'ACI_{value.upper()}') for key, value in LANGUAGES.items()}
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# Define key for respective URL
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ENDPOINT_KEY = {value:os.environ.get(f'ACI_{value.upper()}_KEY') for key, value in LANGUAGES.items()}
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return MODEL_ENDPOINTS, ENDPOINT_KEY
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def get_examples():
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'''Loads example texts'''
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# For every language defined in get_languages(), bring a default subject
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DEFAULT_SUBJECT = {
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'en': "Windows defender shutting everything down",
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'en': "I am running Windows and it does not work so well any more",
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'de': "Win 7 ohne Updates",
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'fr': "Erreur lié à l abonnement",
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'es': "Error de actualizacion",
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'it': "Fotocamera schermata nera"
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}
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# For every language defined in get_languages(), bring a default text belonging to the subject above
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DEFAULT_TEXT = {
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'en': "I am running Windows 7 - I thought it couldn't get a virus. Can I have Bill Gates number, need help?! Microsoft should know better...",
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'en': "Maybe I have a virus? Can you recommend an AntiVirus? I am using Windows Defender. Can I have Bill Gates number, need help?! Microsoft should know better...",
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'de': "Hallo freunde. Mein Windows 7 Rechner will keine Updates mehr laden - mit folgendem fehlercode 0xa00f4289. Normalerweise funktionieren die Microsoft produkte doch so gut! Kann Bill Gates mir nicht helfen?",
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'fr': "J'ai renouvelé mon abonnement office et j'obtiens toujous le message d'erreur 'Nous avons rencontré un problème lié à votre abonnement...' J'ai fait tout ce qui est proposé y compris désinstaller et ré-installer et j'obtiens toujours le message d'erreur. Merci de me dire comment régler le tout.",
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'es': "Cuándo actualizo mi laptop Windows 7 no se actualiza y se queda en 27% y 30% Se reinicia y no la actualiza necesito ayuda.",
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'it': "Buonasera, se apro la fotocamera, la schermata resta nera e ogni tanto compare il messaggio Non è possibile trovare la fotocamera... codice errore fotocamera 0xa00f4289 Acitve Camera Unplugged. Ho fatto varie verifiche nelle impostazioni del pc (win 10), provato ad aggiornare il driver, disinstallare e riavviare, ho aggiunto la fotocamera nelle eccezioni dell'antivirus... Cosa potrei fare ancora? Grazie!"
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}
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# Define multiple examples for the languages defined in get_languages()
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EXAMPLES = {
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'en': {'Default':
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{'Subject': DEFAULT_SUBJECT['en'],
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@ -39,26 +39,32 @@ There are different approaches of possible demo environment setups.
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## Dashboard Customization
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This section is only required if you follow the _Dashboard - Basic_ or _Dashboard - Premium_ track. If you follow the _Dashboard - Advanced_ track, you can skip it.
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1. Navigate to the `demo`-subfolder and add your custom logo by replacing the active logo file `logo2_nbg.PNG`. Alternatively, you can change the value in the code and use any other file name in `demo/dashboard.py`.
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1. Navigate to the `demo`-subfolder and add your custom logo by replacing the active logo file `logo.PNG`. Alternatively, you can change the value in the code and use any other file name in `demo/dashboard.py`.
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2. Change any other structural or text elements in `demo/dashboard.py`.
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2. Change any other structural or text elements in `demo/dashboard.py`. If you want to go deep into the customization, we recommend you the official documentation platform of [Streamlit](https://docs.streamlit.io/en/stable/api.html). Your ideas and contributions to our demo are highly appreciated!
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3. If you want to go deep into the customization, we recommend you the official documentation platform of [Streamlit](https://www.streamlit.io/). Your ideas and contributions to our demo are highly appreciated!
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## Set Languages and Endpoint Keys
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This section is only required if you follow the _Dashboard - Advanced_ or _Dashboard - Premium_ track. For an end-to-end custom solution based on your own data, first follow the instructions which you find on this part of the documentation: [Verseagility Setup](../setup).
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## Set the Endpoint Keys
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This section is only required if you follow the _Dashboard - Advanced_ or _Dashboard - Premium_ track. For an end-to-end custom solution based on your own data, first follow the instructions which you find on this page: [Verseagility Setup](../Verseagility-Setup.md).
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Next, open the script `demo/load_examples.py` and adjust the following parts as needed (depending on whether you build a multi-language demo):
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- `get_languages()`
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- dictionary of languages in the structure of `"language": "language-code"`, e.g. `"German": "de"`
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- `get_endpoints()`
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- load endpoints from App Settings
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- ```python
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MODEL_ENDPOINTS = {
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'en': 'http://[YOUR URL GOES HERE].azurecontainer.io/score'
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}
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Once these are completed, [take the endpoints with the respective keys](../Verseagility-Setup/Deploy-Service.md) and substitute the existing ones in `demo/dashboard.py`.
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ENDPOINT_KEY = {
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'en': '[YOUR ENDPOINT KEY GOES HERE]'
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}
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```
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- `get_examples()`
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- definition of a few examples as needed, consisting of `DEFAULT_SUBJECT`, `DEFAULT_TEXT`
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Once these are completed, [take the endpoints with the respective keys](../setup/06%20-%20Deployment.md)
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```python
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MODEL_ENDPOINTS = {
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'en': 'http://[YOUR URL GOES HERE].azurecontainer.io/score'
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}
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ENDPOINT_KEY = {
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'en': '[YOUR ENDPOINT KEY GOES HERE]'
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}
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```
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Save your changes and continue with the next section of this page for dashboard deployment.
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@ -0,0 +1,117 @@
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{
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"cells": [
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{
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"cell_type": "markdown",
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"source": [
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"# Verseagility Endpoint Request"
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],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"source": [
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"import json\r\n",
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"import requests\r\n",
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"import configparser"
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],
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"outputs": [],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"source": [
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"# Get config file\r\n",
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"config = configparser.ConfigParser()\r\n",
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"config.read('../config.ini')\r\n",
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"endpoint = config['API']['endpoint']\r\n",
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"region = config['API']['region']\r\n",
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"key = config['API']['key']"
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],
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"outputs": [],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"source": [
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"def score_model(text, endpoint=endpoint, region=region, key=key):\r\n",
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" # URL for the web service\r\n",
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" scoring_uri = f'http://{endpoint}.{region}.azurecontainer.io/score'\r\n",
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" # Set the content type\r\n",
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" headers = {'Content-Type': 'application/json'}\r\n",
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" # If authentication is enabled, set the authorization header\r\n",
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" headers['Authorization'] = f'Bearer {key}'\r\n",
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" scores = []\r\n",
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" # Iterate\r\n",
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" data = [{\r\n",
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" \"subject\": \"\",\r\n",
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" \"body\": text.replace(\"'\", \"\").replace('\"', '')\r\n",
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" }]\r\n",
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" # Convert to JSON string\r\n",
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" input_data = json.dumps(data)\r\n",
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" # Make the request and display the response\r\n",
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" resp = requests.post(scoring_uri, input_data, headers=headers)\r\n",
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" try:\r\n",
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" pred = json.loads(resp.text)[0]['result'][0]['category']\r\n",
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" except:\r\n",
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" pred = \"None\"\r\n",
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" return pred"
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],
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"outputs": [],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"source": [
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"score_model('windows is such a great product and i love using it, who does agree with me?')"
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],
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"outputs": [
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{
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"output_type": "execute_result",
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"data": {
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"text/plain": [
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"'Windows'"
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]
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},
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"metadata": {},
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"execution_count": 25
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}
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],
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"source": [],
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"outputs": [],
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"metadata": {}
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}
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],
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"metadata": {
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"orig_nbformat": 4,
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"language_info": {
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"name": "python",
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"version": "3.7.9",
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"mimetype": "text/x-python",
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"pygments_lexer": "ipython3",
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"nbconvert_exporter": "python",
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"file_extension": ".py"
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3.7.9 64-bit ('.venv': venv)"
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},
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"interpreter": {
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"hash": "8f6a11dde7052ac1dd90d2a6ad2b6809c8f3f725167bd8fcdc8934151368885b"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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