REDACTED-1-AdvComProg-Final/6338003821AdvComProgFinalPr...

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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "6338003821AdvComProgFinalProjectServer_v1.1.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AsP5XxXjcDGd",
"outputId": "17e161f5-6ec7-4c6a-a8e5-4a5e565b417c"
},
"source": [
"! pip install pymongo[srv]"
],
"execution_count": null,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: pymongo[srv] in /usr/local/lib/python3.7/dist-packages (3.12.1)\n",
"Collecting dnspython<3.0.0,>=1.16.0\n",
" Downloading dnspython-2.1.0-py3-none-any.whl (241 kB)\n",
"\u001b[K |████████████████████████████████| 241 kB 4.0 MB/s \n",
"\u001b[?25hInstalling collected packages: dnspython\n",
"Successfully installed dnspython-2.1.0\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_GDS_N9YrQi1",
"outputId": "35334b2c-4567-412b-e73b-69e268b64f19"
},
"source": [
"! pip install flask_ngrok\n",
"! pip install flask_cors"
],
"execution_count": null,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting flask_ngrok\n",
" Downloading flask_ngrok-0.0.25-py3-none-any.whl (3.1 kB)\n",
"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",
"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",
"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",
"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",
"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",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->flask_ngrok) (2021.10.8)\n",
"Installing collected packages: flask-ngrok\n",
"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",
"Requirement already satisfied: Flask>=0.9 in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.1.4)\n",
"Requirement already satisfied: Six in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.15.0)\n",
"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",
"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",
"Installing collected packages: flask-cors\n",
"Successfully installed flask-cors-3.0.10\n"
]
}
]
},
{
"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",
"from flask_ngrok import run_with_ngrok\n",
"from flask_cors import CORS, cross_origin\n",
"import pymongo\n",
"import json\n",
"import os\n",
"from werkzeug.utils import secure_filename\n",
"import pandas as pd\n",
"\n",
"UPLOAD_FOLDER = './'\n",
"ALLOWED_EXTENSIONS = {'txt', 'csv','json'}\n",
"\n",
"app = Flask(__name__)\n",
"app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER\n",
"CORS(app, support_credentials=True)\n",
"run_with_ngrok(app)\n",
"\n",
"client = pymongo.MongoClient(\"mongodb+srv://colabtest:2hdgQn0vCCJoxhY6@cluster0.s3zvk.mongodb.net/?retryWrites=true&w=majority\")\n",
"\n",
"\n",
"def allowed_file(filename):\n",
" return '.' in filename and \\\n",
" filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS\n",
"\n",
"@app.route('/')\n",
"def greeting():\n",
" return \"<H1>Greetings, traveller</H1>\"\n",
"\n",
"#http://7ab7-34-73-174-138.ngrok.io/insert?dbname=data&collectionname=testdata&web=com.burbn.instagram&cat=photos\n",
"@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",
"\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",
" \n",
" return jsonify(res)\n",
"\n",
"#https://b443-34-125-209-50.ngrok.io/filter?cat=photos\n",
"@app.route('/filter')\n",
"def filter():\n",
" #min=request.args.get(\"min\")\n",
" #max=request.args.get(\"max\")\n",
" #min = int(min)\n",
" #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",
"\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",
" if str(test) == \"None\":\n",
" res = {'data':[]}\n",
"\n",
" return jsonify(res)\n",
"\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",
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" '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",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '0DB025BF-1BCF-469D-A779-38F633169982',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:41:39.991+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a4f'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '29582A13-5080-4F56-A0C8-3E5BAC7A71C9',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:41:39.670+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a4e'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'C1BEC712-BB8C-4599-A4F3-DB08909A78AA',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:41:35.746+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a4d'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'C1BEC712-BB8C-4599-A4F3-DB08909A78AA',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:41:35.745+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a4a'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '9ABD4C04-5894-4CD2-ABAC-441358B3E851',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:32:53.515+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a49'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '2BB2013A-9759-48A6-96D6-0EE54D63082B',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:32:20.290+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a48'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '2BB2013A-9759-48A6-96D6-0EE54D63082B',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:32:09.004+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a47'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '9ABD4C04-5894-4CD2-ABAC-441358B3E851',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:32:08.681+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a46'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'F332EFEA-242B-4B03-B838-37421CB33E47',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:31:35.151+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a45'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'F332EFEA-242B-4B03-B838-37421CB33E47',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:31:35.147+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a44'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '60F3C603-A15A-4494-B88A-CA5E79029A8C',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:20:02.472+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a43'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '7471CBF8-C0B6-4A7F-B4B3-B788C1C24A87',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T19:19:29.228+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a42'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '7471CBF8-C0B6-4A7F-B4B3-B788C1C24A87',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:19:17.599+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a41'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '60F3C603-A15A-4494-B88A-CA5E79029A8C',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T19:19:17.524+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a3e'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'A4E04581-3DC4-4341-A505-E837D142A7A8',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T16:20:33.203+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a3d'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'A4E04581-3DC4-4341-A505-E837D142A7A8',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T16:19:48.457+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a3c'),\n",
" 'accessor': {'identifier': 'com.burbn.instagram',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '2DDCEFA8-D006-4611-AE19-793F54432309',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T14:42:06.567+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a3b'),\n",
" 'accessor': {'identifier': 'com.burbn.instagram',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BD9C8116-BBF9-4F10-AD0C-5013BD7AE473',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T14:41:49.143+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a31'),\n",
" 'accessor': {'identifier': 'com.burbn.instagram',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '2DDCEFA8-D006-4611-AE19-793F54432309',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T14:41:06.681+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a30'),\n",
" 'accessor': {'identifier': 'com.burbn.instagram',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BD9C8116-BBF9-4F10-AD0C-5013BD7AE473',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T14:41:06.558+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a2e'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '09860FA8-E99B-4313-8F89-32478E1A6968',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T14:35:19.143+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a2d'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '09860FA8-E99B-4313-8F89-32478E1A6968',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T14:34:34.154+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a2c'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BE554094-69DE-436C-BBB5-F9E3622A09A1',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T13:09:40.458+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a2b'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '0A54CFDA-60C2-44E7-8698-A8DA633A511E',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T13:09:22.153+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a29'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BE554094-69DE-436C-BBB5-F9E3622A09A1',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T13:08:55.727+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a2a'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '0A54CFDA-60C2-44E7-8698-A8DA633A511E',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T13:08:55.727+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a28'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '185F6C5E-6A79-4FAD-A6AA-69601D8ACD24',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T13:07:18.986+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a27'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BAF1025D-BABC-49E7-BB1B-936568135B63',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T13:06:38.707+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a26'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'BAF1025D-BABC-49E7-BB1B-936568135B63',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T13:06:34.155+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a25'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '185F6C5E-6A79-4FAD-A6AA-69601D8ACD24',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T13:06:34.122+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a24'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '1DFE97DC-CD2F-46AE-B574-A85788B9F9AD',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T12:35:49.006+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a23'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'C99901A1-9DB6-487B-8ED8-2ABFFC7D4F8C',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T12:35:33.865+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a22'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '1DFE97DC-CD2F-46AE-B574-A85788B9F9AD',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T12:34:49.230+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a21'),\n",
" 'accessor': {'identifier': 'com.readdle.ReaddleDocsIPad',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'C99901A1-9DB6-487B-8ED8-2ABFFC7D4F8C',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T12:34:49.007+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a20'),\n",
" 'accessor': {'identifier': 'com.beeasy.shopee.th',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '9F1C9157-8E17-4149-84EA-E9E5FA899112',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T09:24:03.360+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a1f'),\n",
" 'accessor': {'identifier': 'com.beeasy.shopee.th',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '0A12DCA2-F1AA-44C9-8909-F27908693806',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-06T09:23:48.624+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a1e'),\n",
" 'accessor': {'identifier': 'com.beeasy.shopee.th',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '0A12DCA2-F1AA-44C9-8909-F27908693806',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T09:23:18.780+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a1d'),\n",
" 'accessor': {'identifier': 'com.beeasy.shopee.th',\n",
" 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '9F1C9157-8E17-4149-84EA-E9E5FA899112',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-06T09:23:18.720+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a18'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '3C9D4E06-1CB9-45B0-B15B-F0D732104171',\n",
" 'kind': 'intervalEnd',\n",
" 'timeStamp': '2021-12-05T22:32:35.850+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a17'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': '3C9D4E06-1CB9-45B0-B15B-F0D732104171',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-12-05T22:32:05.546+07:00',\n",
" 'type': 'access'},\n",
" {'_id': ObjectId('61af3d05ccca4e6ca3aa5a16'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'DA8AC9F1-7FE7-472A-A960-C41652944752',\n",
" 'kind': 'intervalEnd',\n",
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" {'_id': ObjectId('61af3cebccca4e6ca3aa543d'),\n",
" 'accessor': {'identifier': 'jp.naver.line', 'identifierType': 'bundleID'},\n",
" 'category': 'photos',\n",
" 'identifier': 'EA43FD4A-205C-4C5E-9750-C8EB6A55988C',\n",
" 'kind': 'intervalBegin',\n",
" 'timeStamp': '2021-11-25T13:57:40.781+07:00',\n",
" 'type': 'access'},\n",
" ...]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 669
},
"id": "fVbGeA7_n2Bd",
"outputId": "dbb1b571-7ecf-420b-df34-fdc28ffff399"
},
"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",
"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": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <th>timeStamp</th>\n",
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" </tr>\n",
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" <td>com.google.Maps</td>\n",
" <td>bundleID</td>\n",
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" </tr>\n",
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" <td>com.google.Maps</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>61af3d05ccca4e6ca3aa5a56</td>\n",
" <td>photos</td>\n",
" <td>037EEF65-B0C9-47B3-9119-54BB8E23EAE2</td>\n",
" <td>intervalEnd</td>\n",
" <td>2021-12-06T19:48:19.252+07:00</td>\n",
" <td>access</td>\n",
" <td>jp.naver.line</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>61af3d05ccca4e6ca3aa5a55</td>\n",
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" <td>intervalEnd</td>\n",
" <td>2021-12-06T19:48:04.640+07:00</td>\n",
" <td>access</td>\n",
" <td>jp.naver.line</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
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" <td>photos</td>\n",
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" <td>intervalBegin</td>\n",
" <td>2021-12-06T19:47:34.607+07:00</td>\n",
" <td>access</td>\n",
" <td>jp.naver.line</td>\n",
" <td>bundleID</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2067</th>\n",
" <td>61af3cebccca4e6ca3aa5245</td>\n",
" <td>camera</td>\n",
" <td>886D5BBD-2654-4C3B-9DA3-80397EB4C149</td>\n",
" <td>intervalBegin</td>\n",
" <td>2021-11-19T18:47:47.190+07:00</td>\n",
" <td>access</td>\n",
" <td>com.burbn.instagram</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2068</th>\n",
" <td>61af3cebccca4e6ca3aa5244</td>\n",
" <td>camera</td>\n",
" <td>BE5712DA-1CF7-4CEC-9258-D585D1518F1C</td>\n",
" <td>intervalEnd</td>\n",
" <td>2021-11-19T18:47:47.105+07:00</td>\n",
" <td>access</td>\n",
" <td>com.burbn.instagram</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2069</th>\n",
" <td>61af3cebccca4e6ca3aa5243</td>\n",
" <td>camera</td>\n",
" <td>BE5712DA-1CF7-4CEC-9258-D585D1518F1C</td>\n",
" <td>intervalBegin</td>\n",
" <td>2021-11-19T18:47:46.979+07:00</td>\n",
" <td>access</td>\n",
" <td>com.burbn.instagram</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2070</th>\n",
" <td>61af3cebccca4e6ca3aa5242</td>\n",
" <td>photos</td>\n",
" <td>F259D86F-B262-4A5B-BA9E-DDA841E02E0C</td>\n",
" <td>intervalBegin</td>\n",
" <td>2021-11-19T18:47:46.616+07:00</td>\n",
" <td>access</td>\n",
" <td>com.burbn.instagram</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2071</th>\n",
" <td>61af3cebccca4e6ca3aa5241</td>\n",
" <td>photos</td>\n",
" <td>83941F3E-C0C3-4D20-8026-566F87CA6C24</td>\n",
" <td>intervalBegin</td>\n",
" <td>2021-11-19T18:47:46.472+07:00</td>\n",
" <td>access</td>\n",
" <td>com.burbn.instagram</td>\n",
" <td>bundleID</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2072 rows × 9 columns</p>\n",
"</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",
"2070 61af3cebccca4e6ca3aa5242 photos ... bundleID NaN\n",
"2071 61af3cebccca4e6ca3aa5241 photos ... bundleID NaN\n",
"\n",
"[2072 rows x 9 columns]"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Mv1aqxinaABf"
},
"source": [
"df.rename(columns = {'accessor.identifier':'iden'}, inplace = True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 457
},
"id": "TL4njJVVza3Z",
"outputId": "7fb89bdf-4f60-4839-f290-2d627a8644ca"
},
"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": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>category</th>\n",
" <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",
" </tr>\n",
" <tr>\n",
" <th>iden</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <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",
"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",
"outputId": "f111aacd-44d6-4b84-8804-6df2c2262566"
},
"source": [
"dffff"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/html": [
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"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>category</th>\n",
" <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",
" </tr>\n",
" <tr>\n",
" <th>accessor.identifier</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <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",
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" <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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" <script type=\"text/javascript\">\n",
" \n",
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},
"metadata": {},
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}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WEXUm4XA-PVV",
"outputId": "a1810109-f058-4427-f3a0-8e5711fc3b0d"
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"source": [
"df.keys()"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"Index(['_id', 'category', 'identifier', 'kind', 'timeStamp', 'type',\n",
" 'accessor.identifier', 'accessor.identifierType', 'outOfProcess'],\n",
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]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
]
}
]
}