11010 lines
824 KiB
Plaintext
11010 lines
824 KiB
Plaintext
{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
|
||
"colab": {
|
||
"name": "6338003821AdvComProgFinalProjectServer_v1.1.ipynb",
|
||
"provenance": [],
|
||
"collapsed_sections": []
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},
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||
"kernelspec": {
|
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"display_name": "Python 3",
|
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"name": "python3"
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},
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"language_info": {
|
||
"name": "python"
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||
}
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||
},
|
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"cells": [
|
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{
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"cell_type": "code",
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"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
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||
},
|
||
"id": "AsP5XxXjcDGd",
|
||
"outputId": "17e161f5-6ec7-4c6a-a8e5-4a5e565b417c"
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||
},
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"source": [
|
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"! pip install pymongo[srv]"
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],
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"execution_count": null,
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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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"Requirement already satisfied: pymongo[srv] in /usr/local/lib/python3.7/dist-packages (3.12.1)\n",
|
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"Collecting dnspython<3.0.0,>=1.16.0\n",
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" Downloading dnspython-2.1.0-py3-none-any.whl (241 kB)\n",
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"\u001b[K |████████████████████████████████| 241 kB 4.0 MB/s \n",
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"\u001b[?25hInstalling collected packages: dnspython\n",
|
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"Successfully installed dnspython-2.1.0\n"
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]
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}
|
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]
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},
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{
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"cell_type": "code",
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"metadata": {
|
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"colab": {
|
||
"base_uri": "https://localhost:8080/"
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},
|
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"id": "_GDS_N9YrQi1",
|
||
"outputId": "35334b2c-4567-412b-e73b-69e268b64f19"
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},
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"source": [
|
||
"! pip install flask_ngrok\n",
|
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"! pip install flask_cors"
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],
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"execution_count": null,
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"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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"text": [
|
||
"Collecting flask_ngrok\n",
|
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" Downloading flask_ngrok-0.0.25-py3-none-any.whl (3.1 kB)\n",
|
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"Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from flask_ngrok) (2.23.0)\n",
|
||
"Requirement already satisfied: Flask>=0.8 in /usr/local/lib/python3.7/dist-packages (from flask_ngrok) (1.1.4)\n",
|
||
"Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_ngrok) (2.11.3)\n",
|
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"Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_ngrok) (1.0.1)\n",
|
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"Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_ngrok) (7.1.2)\n",
|
||
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_ngrok) (1.1.0)\n",
|
||
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=0.8->flask_ngrok) (2.0.1)\n",
|
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->flask_ngrok) (1.24.3)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->flask_ngrok) (2.10)\n",
|
||
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->flask_ngrok) (3.0.4)\n",
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||
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->flask_ngrok) (2021.10.8)\n",
|
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"Installing collected packages: flask-ngrok\n",
|
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"Successfully installed flask-ngrok-0.0.25\n",
|
||
"Collecting flask_cors\n",
|
||
" Downloading Flask_Cors-3.0.10-py2.py3-none-any.whl (14 kB)\n",
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"Requirement already satisfied: Flask>=0.9 in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.1.4)\n",
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"Requirement already satisfied: Six in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.15.0)\n",
|
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"Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (2.11.3)\n",
|
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"Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.0.1)\n",
|
||
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.1.0)\n",
|
||
"Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (7.1.2)\n",
|
||
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=0.9->flask_cors) (2.0.1)\n",
|
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"Installing collected packages: flask-cors\n",
|
||
"Successfully installed flask-cors-3.0.10\n"
|
||
]
|
||
}
|
||
]
|
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},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "-1GALX8pL-ib",
|
||
"outputId": "c325cce6-e57f-432f-e369-47752516a3e5"
|
||
},
|
||
"source": [
|
||
"# Write all of your functions in this cell \n",
|
||
"from flask import Flask,request,flash, request, redirect, url_for, Response,jsonify\n",
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"from flask_ngrok import run_with_ngrok\n",
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"from flask_cors import CORS, cross_origin\n",
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"import pymongo\n",
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"import json\n",
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"import os\n",
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"from werkzeug.utils import secure_filename\n",
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"import pandas as pd\n",
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"\n",
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"UPLOAD_FOLDER = './'\n",
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"ALLOWED_EXTENSIONS = {'txt', 'csv','json'}\n",
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"\n",
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"app = Flask(__name__)\n",
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"app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER\n",
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"CORS(app, support_credentials=True)\n",
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"run_with_ngrok(app)\n",
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"\n",
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"client = pymongo.MongoClient(\"mongodb+srv://colabtest:2hdgQn0vCCJoxhY6@cluster0.s3zvk.mongodb.net/?retryWrites=true&w=majority\")\n",
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"\n",
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||
"\n",
|
||
"def allowed_file(filename):\n",
|
||
" return '.' in filename and \\\n",
|
||
" filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS\n",
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||
"\n",
|
||
"@app.route('/')\n",
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||
"def greeting():\n",
|
||
" return \"<H1>Greetings, traveller</H1>\"\n",
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"\n",
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||
"#http://7ab7-34-73-174-138.ngrok.io/insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos\n",
|
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"@app.route('/insert')\n",
|
||
"def insert_db():\n",
|
||
" try:\n",
|
||
" dbname=request.args.get(\"dbname\")\n",
|
||
" collectionname=request.args.get(\"collectionname\")\n",
|
||
" web=request.args.get(\"web\")\n",
|
||
" cat=request.args.get(\"cat\")\n",
|
||
" db=client[dbname]\n",
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||
"\n",
|
||
" r=db[collectionname].insert({\"accessor\":{\"identifier\":web,\"identifierType\":\"bundleID\"},\"category\":cat,\"identifier\":\"SELF-INSERT\",\"kind\":\"intervalBegin\",\"timeStamp\":\"2021-11-26T0:0:0.000+07:00\",\"type\":\"access\"})\n",
|
||
" return jsonify('Success')\n",
|
||
" except:\n",
|
||
" print('Fail')\n",
|
||
" return jsonify('Failure')\n",
|
||
"\n",
|
||
"#https://b443-34-125-209-50.ngrok.io/find?web=com.hammerandchisel.discord\n",
|
||
"@app.route('/find')\n",
|
||
"def find():\n",
|
||
" web=request.args.get(\"web\")\n",
|
||
" collection_data=client.data.data2\n",
|
||
" r = collection_data.find_one({\"accessor\":{\"identifier\":web,\"identifierType\":\"bundleID\"}})\n",
|
||
" if str(r) == \"None\":\n",
|
||
" res={}\n",
|
||
" else:\n",
|
||
" res = {'web':r['accessor']['identifier'],'category':r['category'],'time':r['timeStamp'],'type':r['type']}\n",
|
||
" print(res)\n",
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||
" \n",
|
||
" return jsonify(res)\n",
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||
"\n",
|
||
"#https://b443-34-125-209-50.ngrok.io/filter?cat=photos\n",
|
||
"@app.route('/filter')\n",
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||
"def filter():\n",
|
||
" #min=request.args.get(\"min\")\n",
|
||
" #max=request.args.get(\"max\")\n",
|
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" #min = int(min)\n",
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" #max = int(max)\n",
|
||
" cat=request.args.get(\"cat\")\n",
|
||
" ls = []\n",
|
||
" collection_data=client.data.data2\n",
|
||
" matches = list(collection_data.find({'category':cat},{'_id': False}).sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
" test = collection_data.find_one({'category':cat},{'_id': False})\n",
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"\n",
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||
" for match in matches:\n",
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" res = {'web':match['accessor']['identifier'],'category':match['category'],'time':match['timeStamp'],'type':match['type']}\n",
|
||
" ls.append(res)\n",
|
||
" res = {'data':ls}\n",
|
||
" if str(test) == \"None\":\n",
|
||
" res = {'data':[]}\n",
|
||
"\n",
|
||
" return jsonify(res)\n",
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||
"\n",
|
||
"@app.route('/alldata')\n",
|
||
"def get_data():\n",
|
||
" dp = list(collection_data2.find().sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
" df = json_normalize(dp)\n",
|
||
" df.rename(columns = {'accessor.identifier':'iden'}, inplace = True)\n",
|
||
" dff = pd.pivot_table(df,index='iden',columns='category',aggfunc='count')\n",
|
||
" dfff = dff['_id']\n",
|
||
" dffff = dfff\n",
|
||
" dffff = dffff.fillna(0, downcast='infer')\n",
|
||
" dffff['all'] = dffff['camera']+dffff['kTCCServicePhotosAdd']+dffff['location']+dffff['mediaLibrary']+dffff['microphone']+dffff['photos']\n",
|
||
" dffff.sort_values(by=['all'], inplace=True, ascending=False)\n",
|
||
" dfffff=dffff.to_json(orient='table')\n",
|
||
" temp = json.loads(dfffff)['data']\n",
|
||
" dfffff = json.dumps(temp)\n",
|
||
" return jsonify(dfffff)\n",
|
||
"app.run()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"metadata": {
|
||
"tags": null
|
||
},
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" * Serving Flask app \"__main__\" (lazy loading)\n",
|
||
" * Environment: production\n",
|
||
"\u001b[31m WARNING: This is a development server. Do not use it in a production deployment.\u001b[0m\n",
|
||
"\u001b[2m Use a production WSGI server instead.\u001b[0m\n",
|
||
" * Debug mode: off\n"
|
||
]
|
||
},
|
||
{
|
||
"metadata": {
|
||
"tags": null
|
||
},
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)\n"
|
||
]
|
||
},
|
||
{
|
||
"metadata": {
|
||
"tags": null
|
||
},
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" * Running on http://d036-104-199-132-26.ngrok.io\n",
|
||
" * Traffic stats available on http://127.0.0.1:4040\n"
|
||
]
|
||
},
|
||
{
|
||
"metadata": {
|
||
"tags": null
|
||
},
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:18] \"\u001b[37mGET / HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:19] \"\u001b[37mGET / HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:39: DeprecationWarning:\n",
|
||
"\n",
|
||
"insert is deprecated. Use insert_one or insert_many instead.\n",
|
||
"\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:27] \"\u001b[37mGET /insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:27] \"\u001b[33mGET /favicon.ico HTTP/1.1\u001b[0m\" 404 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:59] \"\u001b[37mGET /insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:38:59] \"\u001b[37mGET /insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:31] \"\u001b[37mGET /insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:31] \"\u001b[37mGET /insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:84: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:31] \"\u001b[37mGET /alldata HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:84: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:31] \"\u001b[37mGET /alldata HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:84: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:31] \"\u001b[37mGET /alldata HTTP/1.1\u001b[0m\" 200 -\n",
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:84: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n",
|
||
"127.0.0.1 - - [07/Dec/2021 18:39:32] \"\u001b[37mGET /alldata HTTP/1.1\u001b[0m\" 200 -\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "PVOtbVWlFXbp",
|
||
"outputId": "aa84bf4f-245d-4dc5-ad8a-0799ddd3412f"
|
||
},
|
||
"source": [
|
||
"collection_data = client.data.data\n",
|
||
"r = collection_data.find_one({\"accessor\":{\"identifier\":\"com.burbn.instagram\",\"identifierType\":\"bundleID\"}})\n",
|
||
"#collection_data.find_one({\"category\":\"photos\"})\n",
|
||
"res = {'web':r['accessor']['identifier'],'category':r['category'],'time':r['timeStamp'],'type':r['type']}\n",
|
||
"res"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'category': 'photos',\n",
|
||
" 'time': '2021-11-19T18:47:46.472+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'}"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 36
|
||
},
|
||
"id": "d1YUyXq-IVzH",
|
||
"outputId": "e34424fb-9ff2-4bb5-fdef-757fa09b0abe"
|
||
},
|
||
"source": [
|
||
"r['accessor']['identifier']\n",
|
||
"r['category']\n",
|
||
"r['timeStamp']"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "string"
|
||
},
|
||
"text/plain": [
|
||
"'2021-11-19T18:47:46.472+07:00'"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "jTuLJEgCIGLl",
|
||
"outputId": "82da5f6e-1174-46c2-ba36-75960fdb3791"
|
||
},
|
||
"source": [
|
||
"collection_data.find_one({\"accessor\":{\"identifier\":\"com.burbn.instagram\",\"identifierType\":\"bundleID\"}})"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'_id': ObjectId('61a0c357ced66ba16bb79ce9'),\n",
|
||
" 'accessor': {'identifier': 'com.burbn.instagram',\n",
|
||
" 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '83941F3E-C0C3-4D20-8026-566F87CA6C24',\n",
|
||
" 'kind': 'intervalBegin',\n",
|
||
" 'timeStamp': '2021-11-19T18:47:46.472+07:00',\n",
|
||
" 'type': 'access'}"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "vUla5usVKaDq",
|
||
"outputId": "e1c5a153-8dcb-4455-c7be-ea27e8301eca"
|
||
},
|
||
"source": [
|
||
"collection_data=client.data.data\n",
|
||
"ls = []\n",
|
||
"matches = list(collection_data.find({'category':'photos'}).sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
"for match in matches:\n",
|
||
" res = {'web':match['accessor']['identifier'],'category':match['category'],'time':match['timeStamp'],'type':match['type']}\n",
|
||
" ls.append(res)\n",
|
||
"res = {'data':ls}\n",
|
||
"res"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'data': [{'category': 'photos',\n",
|
||
" 'time': '2021-11-26T16:50:22.315+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T16:50:22.310+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T15:45:47.967+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T15:45:24.526+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T15:45:16.571+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T15:45:07.034+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:24:55.198+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:24:10.205+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:13:39.981+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:13:02.656+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:12:55.386+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T13:12:54.997+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T12:49:02.980+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T12:48:58.827+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T12:48:18.487+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T12:48:18.063+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:56:15.213+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:56:10.651+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:56:07.438+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:55:59.875+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:55:15.185+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:55:14.944+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:48:14.616+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:47:14.586+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:46:56.856+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:45:56.457+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:45:36.336+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T10:44:36.011+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T0:0:0.000+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T06:54:40.781+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T06:53:55.932+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T06:53:55.718+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T06:53:55.713+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T04:48:16.655+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T04:47:31.692+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:57:59.541+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:57:14.558+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:52:09.824+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:52:06.446+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:50:35.262+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:50:19.106+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:49:34.629+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-26T01:49:34.273+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T22:48:58.447+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T22:48:43.722+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T22:48:13.583+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T22:48:13.473+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:06:51.329+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:06:36.678+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:06:06.478+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:06:06.462+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.skype.skype'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:03:12.436+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T21:02:37.715+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T20:19:52.970+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T20:18:23.770+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T20:10:17.328+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T20:09:32.350+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:12:42.482+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:12:42.481+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:01:44.525+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:01:15.526+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:00:51.065+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:00:50.742+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:00:43.769+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T17:00:43.765+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T16:31:00.101+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T16:30:57.555+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T16:30:34.323+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T16:30:15.135+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:10:18.345+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:09:36.076+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:08:15.186+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:06:44.926+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:05:09.030+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:04:41.386+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:04:00.012+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:03:28.451+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:00:45.937+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:00:15.914+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T14:00:12.221+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-25T13:59:41.346+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
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|
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" 'type': 'access',\n",
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|
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" 'time': '2021-11-21T14:12:57.243+07:00',\n",
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|
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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||
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||
" 'type': 'access',\n",
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||
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||
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||
" 'type': 'access',\n",
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||
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||
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" 'type': 'access',\n",
|
||
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||
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||
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||
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||
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||
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||
" 'type': 'access',\n",
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||
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||
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||
" 'type': 'access',\n",
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||
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||
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||
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||
" {'category': 'photos',\n",
|
||
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|
||
" 'type': 'access',\n",
|
||
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|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-21T03:27:44.632+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-21T03:27:32.556+07:00',\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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|
||
" 'time': '2021-11-20T03:10:25.351+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T03:10:25.183+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T02:29:40.946+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T02:29:17.425+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T02:28:59.178+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T02:28:56.266+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:26:31.665+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:25:37.926+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:25:37.926+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:25:31.780+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:25:06.888+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:25:06.728+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:10:05.161+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:09:33.779+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:09:05.161+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T01:09:02.962+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.hammerandchisel.discord'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:32:30.457+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:32:22.454+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:32:08.823+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:31:45.760+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:31:42.896+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:31:30.118+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:29:48.862+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:29:34.454+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:29:03.944+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-20T00:29:03.891+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:51:10.298+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:50:40.057+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:50:23.509+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:49:53.474+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:47:51.210+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:47:31.422+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:46:54.202+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:46:24.085+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:15:24.206+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:14:23.025+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:14:14.905+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T23:13:52.792+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T22:22:12.502+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T22:22:04.155+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T22:04:59.190+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T22:04:29.154+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T21:55:16.817+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T21:55:02.417+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T21:54:32.237+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T21:54:32.009+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:36:34.307+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:36:34.307+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:36:25.905+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:35:55.878+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:35:55.842+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T20:35:49.316+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:20:40.057+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:19:55.064+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'jp.naver.line'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:14:24.372+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:14:09.922+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:13:39.821+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:13:39.479+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:09:31.416+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:09:16.431+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:08:46.512+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T19:08:46.410+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.beeasy.shopee.th'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T18:48:46.432+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T18:48:31.269+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T18:47:46.616+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'},\n",
|
||
" {'category': 'photos',\n",
|
||
" 'time': '2021-11-19T18:47:46.472+07:00',\n",
|
||
" 'type': 'access',\n",
|
||
" 'web': 'com.burbn.instagram'}]}"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 36
|
||
},
|
||
"id": "blryMVqZjkRk",
|
||
"outputId": "0bfce6f2-8a1c-4b42-f12c-fa9a367ff225"
|
||
},
|
||
"source": [
|
||
"match['accessor']['identifier']"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "string"
|
||
},
|
||
"text/plain": [
|
||
"'com.burbn.instagram'"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "nS5CQZ0JSg8Y",
|
||
"outputId": "7fa1eb4d-c822-494e-af5d-6f0f295aa771"
|
||
},
|
||
"source": [
|
||
"collection_data2 = client.data.data2\n",
|
||
"test = list(collection_data2.find({'category':'photos'}).sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
"test\n"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[{'_id': ObjectId('61af3d05ccca4e6ca3aa5a56'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '037EEF65-B0C9-47B3-9119-54BB8E23EAE2',\n",
|
||
" 'kind': 'intervalEnd',\n",
|
||
" 'timeStamp': '2021-12-06T19:48:19.252+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a55'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '02DEA249-B781-46B4-AAC7-A54C2CFEFCD3',\n",
|
||
" 'kind': 'intervalEnd',\n",
|
||
" 'timeStamp': '2021-12-06T19:48:04.640+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a54'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '02DEA249-B781-46B4-AAC7-A54C2CFEFCD3',\n",
|
||
" 'kind': 'intervalBegin',\n",
|
||
" 'timeStamp': '2021-12-06T19:47:34.607+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a53'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '037EEF65-B0C9-47B3-9119-54BB8E23EAE2',\n",
|
||
" 'kind': 'intervalBegin',\n",
|
||
" 'timeStamp': '2021-12-06T19:47:34.293+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a52'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '29582A13-5080-4F56-A0C8-3E5BAC7A71C9',\n",
|
||
" 'kind': 'intervalEnd',\n",
|
||
" 'timeStamp': '2021-12-06T19:42:24.646+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a51'),\n",
|
||
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
|
||
" 'category': 'photos',\n",
|
||
" 'identifier': '0DB025BF-1BCF-469D-A779-38F633169982',\n",
|
||
" 'kind': 'intervalEnd',\n",
|
||
" 'timeStamp': '2021-12-06T19:42:10.056+07:00',\n",
|
||
" 'type': 'access'},\n",
|
||
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a50'),\n",
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|
||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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|
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||
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||
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|
||
" ...]"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
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|
||
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|
||
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|
||
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|
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{
|
||
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|
||
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|
||
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|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from pandas import DataFrame\n",
|
||
"from pandas.io.json import json_normalize\n",
|
||
"\n",
|
||
"dp = list(collection_data2.find().sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
"df = json_normalize(dp)\n",
|
||
"df"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
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|
||
"text": [
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:6: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n"
|
||
]
|
||
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|
||
{
|
||
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|
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>bundleID</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
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|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" _id category ... accessor.identifierType outOfProcess\n",
|
||
"0 61af3d05ccca4e6ca3aa5a58 location ... bundleID NaN\n",
|
||
"1 61af3d05ccca4e6ca3aa5a57 location ... bundleID NaN\n",
|
||
"2 61af3d05ccca4e6ca3aa5a56 photos ... bundleID NaN\n",
|
||
"3 61af3d05ccca4e6ca3aa5a55 photos ... bundleID NaN\n",
|
||
"4 61af3d05ccca4e6ca3aa5a54 photos ... bundleID NaN\n",
|
||
"... ... ... ... ... ...\n",
|
||
"2067 61af3cebccca4e6ca3aa5245 camera ... bundleID NaN\n",
|
||
"2068 61af3cebccca4e6ca3aa5244 camera ... bundleID NaN\n",
|
||
"2069 61af3cebccca4e6ca3aa5243 camera ... bundleID NaN\n",
|
||
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|
||
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|
||
"\n",
|
||
"[2072 rows x 9 columns]"
|
||
]
|
||
},
|
||
"execution_count": 126,
|
||
"metadata": {},
|
||
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||
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|
||
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||
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|
||
{
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||
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|
||
"metadata": {
|
||
"id": "Mv1aqxinaABf"
|
||
},
|
||
"source": [
|
||
"df.rename(columns = {'accessor.identifier':'iden'}, inplace = True)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
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||
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|
||
"source": [
|
||
"dff = pd.pivot_table(df,index='iden',columns='category',aggfunc='count')\n",
|
||
"dfff = dff['_id']\n",
|
||
"dffff = dfff\n",
|
||
"dffff = dffff.fillna(0, downcast='infer')\n",
|
||
"dffff['all'] = dffff['camera']+dffff['kTCCServicePhotosAdd']+dffff['location']+dffff['mediaLibrary']+dffff['microphone']+dffff['photos']\n",
|
||
"dffff.sort_values(by=['all'], inplace=True, ascending=False)\n",
|
||
"dffff.to_json(orient='index')\n",
|
||
"dffff"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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||
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||
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|
||
" <th>jp.naver.line</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>688</td>\n",
|
||
" <td>688</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.hammerandchisel.discord</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>202</td>\n",
|
||
" <td>216</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.beeasy.shopee.th</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>134</td>\n",
|
||
" <td>134</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.grabtaxi.iphone</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>62</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>62</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.google.Maps</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>52</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.kasikornbank.retail.mbanking.wap</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>us.zoom.videomeetings</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>44</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.readdle.ReaddleDocsIPad</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>28</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.skype.skype</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.google.chrome.ios</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.spotify.client</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
"category camera kTCCServicePhotosAdd ... photos all\n",
|
||
"iden ... \n",
|
||
"com.burbn.instagram 346 0 ... 302 774\n",
|
||
"jp.naver.line 0 0 ... 688 688\n",
|
||
"com.hammerandchisel.discord 0 0 ... 202 216\n",
|
||
"com.beeasy.shopee.th 0 0 ... 134 134\n",
|
||
"com.grabtaxi.iphone 0 0 ... 0 62\n",
|
||
"com.google.Maps 0 0 ... 0 52\n",
|
||
"com.kasikornbank.retail.mbanking.wap 10 0 ... 40 50\n",
|
||
"us.zoom.videomeetings 0 0 ... 0 44\n",
|
||
"com.readdle.ReaddleDocsIPad 0 0 ... 28 28\n",
|
||
"com.skype.skype 0 0 ... 20 20\n",
|
||
"com.google.chrome.ios 0 2 ... 0 2\n",
|
||
"com.spotify.client 0 2 ... 0 2\n",
|
||
"\n",
|
||
"[12 rows x 7 columns]"
|
||
]
|
||
},
|
||
"execution_count": 129,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 125
|
||
},
|
||
"id": "ZYotiVJc4TvH",
|
||
"outputId": "0fe04225-050a-44a5-c489-9401c0fe2147"
|
||
},
|
||
"source": [
|
||
"dfffff=dffff.to_json(orient='table')\n",
|
||
"temp = json.loads(dfffff)['data']\n",
|
||
"dfffff = json.dumps(temp)\n",
|
||
"dfffff"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "string"
|
||
},
|
||
"text/plain": [
|
||
"'[{\"iden\": \"com.burbn.instagram\", \"camera\": 346, \"kTCCServicePhotosAdd\": 0, \"location\": 90, \"mediaLibrary\": 0, \"microphone\": 36, \"photos\": 302, \"all\": 774}, {\"iden\": \"jp.naver.line\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 688, \"all\": 688}, {\"iden\": \"com.hammerandchisel.discord\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 2, \"microphone\": 12, \"photos\": 202, \"all\": 216}, {\"iden\": \"com.beeasy.shopee.th\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 134, \"all\": 134}, {\"iden\": \"com.grabtaxi.iphone\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 62, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 0, \"all\": 62}, {\"iden\": \"com.google.Maps\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 52, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 0, \"all\": 52}, {\"iden\": \"com.kasikornbank.retail.mbanking.wap\", \"camera\": 10, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 40, \"all\": 50}, {\"iden\": \"us.zoom.videomeetings\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 44, \"photos\": 0, \"all\": 44}, {\"iden\": \"com.readdle.ReaddleDocsIPad\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 28, \"all\": 28}, {\"iden\": \"com.skype.skype\", \"camera\": 0, \"kTCCServicePhotosAdd\": 0, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 20, \"all\": 20}, {\"iden\": \"com.google.chrome.ios\", \"camera\": 0, \"kTCCServicePhotosAdd\": 2, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 0, \"all\": 2}, {\"iden\": \"com.spotify.client\", \"camera\": 0, \"kTCCServicePhotosAdd\": 2, \"location\": 0, \"mediaLibrary\": 0, \"microphone\": 0, \"photos\": 0, \"all\": 2}]'"
|
||
]
|
||
},
|
||
"execution_count": 144,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "lnRHflNUZGbr",
|
||
"outputId": "4a323639-b181-48cd-e8ac-9c51664f4015"
|
||
},
|
||
"source": [
|
||
"df.keys()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['_id', 'category', 'identifier', 'kind', 'timeStamp', 'type',\n",
|
||
" 'accessor.identifier', 'accessor.identifierType', 'outOfProcess'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 124,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 408
|
||
},
|
||
"id": "n_YjcOBF5lNF",
|
||
"outputId": "9b98f412-8cff-4169-a6a3-a7a80650cc1c"
|
||
},
|
||
"source": [
|
||
""
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"ename": "RuntimeError",
|
||
"evalue": "ignored",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
|
||
"\u001b[0;32m<ipython-input-83-0664a98c11d8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtest1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjsonify\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdfffff\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/flask/json/__init__.py\u001b[0m in \u001b[0;36mjsonify\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 356\u001b[0m \u001b[0mseparators\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\",\"\u001b[0m\u001b[0;34m,\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[1;32m 357\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 358\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mcurrent_app\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"JSONIFY_PRETTYPRINT_REGULAR\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mcurrent_app\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\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 359\u001b[0m \u001b[0mindent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 360\u001b[0m \u001b[0mseparators\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\", \"\u001b[0m\u001b[0;34m,\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[0;32m/usr/local/lib/python3.7/dist-packages/werkzeug/local.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 345\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"__members__\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 346\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_current_object\u001b[0m\u001b[0;34m(\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[0;32m--> 347\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_current_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\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 348\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 349\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\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[0;32m/usr/local/lib/python3.7/dist-packages/werkzeug/local.py\u001b[0m in \u001b[0;36m_get_current_object\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 304\u001b[0m \"\"\"\n\u001b[1;32m 305\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__local\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"__release_local__\"\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[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__local\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 307\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__local\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/flask/globals.py\u001b[0m in \u001b[0;36m_find_app\u001b[0;34m()\u001b[0m\n\u001b[1;32m 50\u001b[0m \u001b[0mtop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_app_ctx_stack\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtop\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtop\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 52\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_app_ctx_err_msg\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 53\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;31mRuntimeError\u001b[0m: Working outside of application context.\n\nThis typically means that you attempted to use functionality that needed\nto interface with the current application object in some way. To solve\nthis, set up an application context with app.app_context(). See the\ndocumentation for more information."
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 336
|
||
},
|
||
"id": "23Vq-TPHTNAH",
|
||
"outputId": "2e217623-2ea8-4804-e229-85448821707e"
|
||
},
|
||
"source": [
|
||
"collection_data.aggregate([{ 'sortByCount': \"$tags\" }])"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"ename": "OperationFailure",
|
||
"evalue": "ignored",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[0;31mOperationFailure\u001b[0m Traceback (most recent call last)",
|
||
"\u001b[0;32m<ipython-input-32-73b2e4d7a443>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcollection_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m{\u001b[0m \u001b[0;34m'sortByCount'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"$tags\"\u001b[0m \u001b[0;34m}\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[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/collection.py\u001b[0m in \u001b[0;36maggregate\u001b[0;34m(self, pipeline, session, **kwargs)\u001b[0m\n\u001b[1;32m 2505\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2506\u001b[0m \u001b[0mexplicit_session\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msession\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2507\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 2508\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2509\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0maggregate_raw_batches\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpipeline\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/collection.py\u001b[0m in \u001b[0;36m_aggregate\u001b[0;34m(self, aggregation_command, pipeline, cursor_class, session, explicit_session, **kwargs)\u001b[0m\n\u001b[1;32m 2419\u001b[0m return self.__database.client._retryable_read(\n\u001b[1;32m 2420\u001b[0m \u001b[0mcmd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_cursor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_read_preference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2421\u001b[0;31m retryable=not cmd._performs_write)\n\u001b[0m\u001b[1;32m 2422\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2423\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0maggregate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpipeline\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/mongo_client.py\u001b[0m in \u001b[0;36m_retryable_read\u001b[0;34m(self, func, read_pref, session, address, retryable)\u001b[0m\n\u001b[1;32m 1523\u001b[0m \u001b[0;31m# not support retryable reads, raise the last error.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1524\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mlast_error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1525\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mserver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msock_info\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_ok\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 1526\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mServerSelectionTimeoutError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1527\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mretrying\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/aggregation.py\u001b[0m in \u001b[0;36mget_cursor\u001b[0;34m(self, session, server, sock_info, secondary_ok)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0mclient\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_database\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m user_fields=self._user_fields)\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mserver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msock_info\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_ok\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/pool.py\u001b[0m in \u001b[0;36mcommand\u001b[0;34m(self, dbname, spec, secondary_ok, read_preference, codec_options, check, allowable_errors, check_keys, read_concern, write_concern, parse_write_concern_error, collation, session, client, retryable_write, publish_events, user_fields, exhaust_allowed)\u001b[0m\n\u001b[1;32m 719\u001b[0m \u001b[0munacknowledged\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0munacknowledged\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0muser_fields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muser_fields\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m exhaust_allowed=exhaust_allowed)\n\u001b[0m\u001b[1;32m 722\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mOperationFailure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNotPrimaryError\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[1;32m 723\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/network.py\u001b[0m in \u001b[0;36mcommand\u001b[0;34m(sock_info, dbname, spec, secondary_ok, is_mongos, read_preference, codec_options, session, client, check, allowable_errors, address, check_keys, listeners, max_bson_size, read_concern, parse_write_concern_error, collation, compression_ctx, use_op_msg, unacknowledged, user_fields, exhaust_allowed)\u001b[0m\n\u001b[1;32m 161\u001b[0m helpers._check_command_response(\n\u001b[1;32m 162\u001b[0m \u001b[0mresponse_doc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msock_info\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_wire_version\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallowable_errors\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 163\u001b[0;31m parse_write_concern_error=parse_write_concern_error)\n\u001b[0m\u001b[1;32m 164\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mpublish\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pymongo/helpers.py\u001b[0m in \u001b[0;36m_check_command_response\u001b[0;34m(response, max_wire_version, allowable_errors, parse_write_concern_error)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mCursorNotFound\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_wire_version\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mOperationFailure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_wire_version\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 168\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||
"\u001b[0;31mOperationFailure\u001b[0m: sortByCount is not allowed in this atlas tier, full error: {'ok': 0, 'errmsg': 'sortByCount is not allowed in this atlas tier', 'code': 8000, 'codeName': 'AtlasError'}"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 125
|
||
},
|
||
"id": "uIa04sAcdBlX",
|
||
"outputId": "bc441a4b-0944-43ab-890b-f5ff2412d9ef"
|
||
},
|
||
"source": [
|
||
""
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "string"
|
||
},
|
||
"text/plain": [
|
||
"'{\"schema\":{\"fields\":[{\"name\":\"accessor.identifier\",\"type\":\"string\"},{\"name\":\"camera\",\"type\":\"integer\"},{\"name\":\"kTCCServicePhotosAdd\",\"type\":\"integer\"},{\"name\":\"location\",\"type\":\"integer\"},{\"name\":\"mediaLibrary\",\"type\":\"integer\"},{\"name\":\"microphone\",\"type\":\"integer\"},{\"name\":\"photos\",\"type\":\"integer\"},{\"name\":\"all\",\"type\":\"integer\"}],\"primaryKey\":[\"accessor.identifier\"],\"pandas_version\":\"0.20.0\"},\"data\":[{\"accessor.identifier\":\"com.burbn.instagram\",\"camera\":346,\"kTCCServicePhotosAdd\":0,\"location\":90,\"mediaLibrary\":0,\"microphone\":36,\"photos\":302,\"all\":774},{\"accessor.identifier\":\"jp.naver.line\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":688,\"all\":688},{\"accessor.identifier\":\"com.hammerandchisel.discord\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":2,\"microphone\":12,\"photos\":202,\"all\":216},{\"accessor.identifier\":\"com.beeasy.shopee.th\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":134,\"all\":134},{\"accessor.identifier\":\"com.grabtaxi.iphone\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":62,\"mediaLibrary\":0,\"microphone\":0,\"photos\":0,\"all\":62},{\"accessor.identifier\":\"com.google.Maps\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":52,\"mediaLibrary\":0,\"microphone\":0,\"photos\":0,\"all\":52},{\"accessor.identifier\":\"com.kasikornbank.retail.mbanking.wap\",\"camera\":10,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":40,\"all\":50},{\"accessor.identifier\":\"us.zoom.videomeetings\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":44,\"photos\":0,\"all\":44},{\"accessor.identifier\":\"com.readdle.ReaddleDocsIPad\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":28,\"all\":28},{\"accessor.identifier\":\"com.skype.skype\",\"camera\":0,\"kTCCServicePhotosAdd\":0,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":20,\"all\":20},{\"accessor.identifier\":\"com.google.chrome.ios\",\"camera\":0,\"kTCCServicePhotosAdd\":2,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":0,\"all\":2},{\"accessor.identifier\":\"com.spotify.client\",\"camera\":0,\"kTCCServicePhotosAdd\":2,\"location\":0,\"mediaLibrary\":0,\"microphone\":0,\"photos\":0,\"all\":2}]}'"
|
||
]
|
||
},
|
||
"execution_count": 139,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "Sytju4PndBW3"
|
||
},
|
||
"source": [
|
||
""
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 457
|
||
},
|
||
"id": "aPPJOpgHBpPc",
|
||
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|
||
},
|
||
"source": [
|
||
"dffff"
|
||
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|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"data": {
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||
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|
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|
||
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|
||
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|
||
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|
||
" <th>camera</th>\n",
|
||
" <th>kTCCServicePhotosAdd</th>\n",
|
||
" <th>location</th>\n",
|
||
" <th>mediaLibrary</th>\n",
|
||
" <th>microphone</th>\n",
|
||
" <th>photos</th>\n",
|
||
" <th>all</th>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>accessor.identifier</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>com.burbn.instagram</th>\n",
|
||
" <td>346</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>90</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>302</td>\n",
|
||
" <td>774</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>jp.naver.line</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>688</td>\n",
|
||
" <td>688</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.hammerandchisel.discord</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>202</td>\n",
|
||
" <td>216</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.beeasy.shopee.th</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>134</td>\n",
|
||
" <td>134</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.grabtaxi.iphone</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>62</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>62</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.google.Maps</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>52</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.kasikornbank.retail.mbanking.wap</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>us.zoom.videomeetings</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>44</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.readdle.ReaddleDocsIPad</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>28</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.skype.skype</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.google.chrome.ios</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>com.spotify.client</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
"category camera kTCCServicePhotosAdd ... photos all\n",
|
||
"accessor.identifier ... \n",
|
||
"com.burbn.instagram 346 0 ... 302 774\n",
|
||
"jp.naver.line 0 0 ... 688 688\n",
|
||
"com.hammerandchisel.discord 0 0 ... 202 216\n",
|
||
"com.beeasy.shopee.th 0 0 ... 134 134\n",
|
||
"com.grabtaxi.iphone 0 0 ... 0 62\n",
|
||
"com.google.Maps 0 0 ... 0 52\n",
|
||
"com.kasikornbank.retail.mbanking.wap 10 0 ... 40 50\n",
|
||
"us.zoom.videomeetings 0 0 ... 0 44\n",
|
||
"com.readdle.ReaddleDocsIPad 0 0 ... 28 28\n",
|
||
"com.skype.skype 0 0 ... 20 20\n",
|
||
"com.google.chrome.ios 0 2 ... 0 2\n",
|
||
"com.spotify.client 0 2 ... 0 2\n",
|
||
"\n",
|
||
"[12 rows x 7 columns]"
|
||
]
|
||
},
|
||
"execution_count": 113,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"id": "s8QPWV7a8n4J",
|
||
"outputId": "ca8965c3-e8c1-43df-aaa6-a6763fc6013a"
|
||
},
|
||
"source": [
|
||
"import pandas as pd \n",
|
||
"import seaborn as sb\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import plotly.express as px \n",
|
||
"dp = list(collection_data2.find().sort([('timeStamp', pymongo.DESCENDING)]))\n",
|
||
"df = json_normalize(dp)\n",
|
||
"fig = px.bar(df,x='timeStamp',y='category')\n",
|
||
"fig3 = px.density_heatmap(df,x='accessor.identifier',y='category',z='type', histfunc=\"avg\",nbinsx=4000, nbinsy=500, color_continuous_scale=\"solar\")\n",
|
||
"fig3.show()\n",
|
||
"fig.show()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:6: FutureWarning:\n",
|
||
"\n",
|
||
"pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<html>\n",
|
||
"<head><meta charset=\"utf-8\" /></head>\n",
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||
"<body>\n",
|
||
" <div>\n",
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" <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
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||
" <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
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" \n",
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||
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" {\"responsive\": true}\n",
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" ).then(function(){\n",
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" \n",
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"var gd = document.getElementById('474f6b9e-d2b6-40a6-9cd1-d8a54a38b413');\n",
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"var x = new MutationObserver(function (mutations, observer) {{\n",
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" console.log([gd, 'removed!']);\n",
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" Plotly.purge(gd);\n",
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" observer.disconnect();\n",
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" }}\n",
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"\n",
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"var notebookContainer = gd.closest('#notebook-container');\n",
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"if (notebookContainer) {{\n",
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" x.observe(notebookContainer, {childList: true});\n",
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"}}\n",
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"\n",
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"// Listen for the clearing of the current output cell\n",
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"var outputEl = gd.closest('.output');\n",
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"if (outputEl) {{\n",
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" x.observe(outputEl, {childList: true});\n",
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"}}\n",
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"\n",
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" })\n",
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" };\n",
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" \n",
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" </script>\n",
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" </div>\n",
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"</body>\n",
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"</html>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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"id": "WEXUm4XA-PVV",
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"outputId": "a1810109-f058-4427-f3a0-8e5711fc3b0d"
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"source": [
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"df.keys()"
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],
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"execution_count": null,
|
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"outputs": [
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{
|
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"data": {
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"text/plain": [
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"Index(['_id', 'category', 'identifier', 'kind', 'timeStamp', 'type',\n",
|
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" 'accessor.identifier', 'accessor.identifierType', 'outOfProcess'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 110,
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"metadata": {},
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}
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]
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} |