6. Python 101 - Files - Solution.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"6. Python 101 - Files.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"iLfi8gKMoAd6","colab_type":"text"},"source":["# 1. TEXT FILES"]},{"cell_type":"markdown","metadata":{"id":"r2IjrNQmoFxC","colab_type":"text"},"source":["- open() is the key function to handle files \n","- open() function takes two parameters: (1) filename (2) mode.\n","- Modes for files opening: \n","\n","    - \"r\" - Read - Default value. Opens a file for reading, error if the file does not exist\n","    - \"a\" - Append - Opens a file for appending, creates the file if it does not exist\n","    - \"w\" - Write - Opens a file for writing, creates the file if it does not exist\n","    - \"x\" - Create - Creates the specified file, returns an error if the file exists\n","\n","- files can be used in a binary or text mode\n","\n","    - \"t\" - Text - Default value. Text mode\n","    - \"b\" - Binary - Binary mode (e.g. images)"]},{"cell_type":"code","metadata":{"id":"xEbqa95ArXlE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600222270246,"user_tz":240,"elapsed":24747,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"8a1a61e1-d9e0-4ba9-9a44-222987b4e525"},"source":["# In order to access data on Google Drive, you need to mount the drive to access it's content\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zqk6rO37oC_g","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":69},"executionInfo":{"status":"ok","timestamp":1600222433763,"user_tz":240,"elapsed":1091,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"42a295a1-eae4-4ede-c5cd-2097843d4642"},"source":["# Open and read text file\n","f = open('/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/sample_text_file.txt', 'r')\n","print(f.read())"],"execution_count":3,"outputs":[{"output_type":"stream","text":["I am learning python now!\n","It is super fun to learn Python programming \n","I am learning how to handle files in python!\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"m1596TUCoInJ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":52},"executionInfo":{"status":"ok","timestamp":1600222457185,"user_tz":240,"elapsed":568,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"9efd7fb9-d8d7-4f00-cfe5-f0a0fbfc96ca"},"source":["# readline will be used to read the first line\n","f = open('/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/sample_text_file.txt', 'r')\n","print(f.readline())"],"execution_count":4,"outputs":[{"output_type":"stream","text":["I am learning python now!\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-2Y52n0UoIpX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600222468592,"user_tz":240,"elapsed":593,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"4a53ffcd-9093-447e-f6a6-f2f79fe4fdf3"},"source":["# You can open the file and append content to it\n","f = open('/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/sample_text_file.txt', 'a')\n","f.write('this is a new line that I added to the file!')\n"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["44"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"6twyC3vfoIrU","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600222553031,"user_tz":240,"elapsed":580,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["# close the file and let's check its content\n","f.close()"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"sEQ6zDLaoOga","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600222680496,"user_tz":240,"elapsed":671,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["# Let's open the updated file after writing new content to it\n","with open('/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/sample_text_file.txt', 'r') as f:\n","    text_data = f.readlines()"],"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"id":"HqnHR33noOiZ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":69},"executionInfo":{"status":"ok","timestamp":1600222681532,"user_tz":240,"elapsed":556,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"a51ec5ff-c0dc-4beb-c0fe-295841f88abe"},"source":["text_data"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['I am learning python now!\\n',\n"," 'It is super fun to learn Python programming \\n',\n"," 'I am learning how to handle files in python!this is a new line that I added to the file!']"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"GJAfep33oOke","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":69},"executionInfo":{"status":"ok","timestamp":1600222685460,"user_tz":240,"elapsed":598,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"2f22f111-4fc9-4b9a-8727-d7efd26eb40c"},"source":["# split into a list of words\n","for line in text_data:\n","    words = line.split()\n","    print(words)"],"execution_count":12,"outputs":[{"output_type":"stream","text":["['I', 'am', 'learning', 'python', 'now!']\n","['It', 'is', 'super', 'fun', 'to', 'learn', 'Python', 'programming']\n","['I', 'am', 'learning', 'how', 'to', 'handle', 'files', 'in', 'python!this', 'is', 'a', 'new', 'line', 'that', 'I', 'added', 'to', 'the', 'file!']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_9ihcna1v0Y9","colab_type":"text"},"source":["**MINI CHALLENGE #1:**\n","- **Read the file 'fruits_input.txt'**\n","- **compare the text file content to the list my_fruits = [\"Apple\", \"Pepper\", \"Orange\", \"Watermelon\", \"Tomatoes\"]**\n"]},{"cell_type":"code","metadata":{"id":"FwqzbVBhx5Se","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"mVEBiOmtnCp4","colab_type":"text"},"source":["# 2. CSV FILES"]},{"cell_type":"code","metadata":{"id":"C6-0bqrqmZS-","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600223511494,"user_tz":240,"elapsed":541,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["# you can read csv files using \"csv.reader\"\n","import csv\n","\n","with open('/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/sample_csv_file.csv') as f:\n","    readCSV = csv.reader(f, delimiter = ',')\n","    data = list(readCSV)"],"execution_count":17,"outputs":[]},{"cell_type":"code","metadata":{"id":"JlyWKV6fmng9","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":87},"executionInfo":{"status":"ok","timestamp":1600223513777,"user_tz":240,"elapsed":514,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"8b711ef7-1e03-4b7a-c75b-b491614b0402"},"source":["# Let's view the data\n","data"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[['first', ' last', ' email', ' postal', ' gender', ' dollar'],\n"," ['Joseph', 'Patton', 'daafeja@boh.jm', 'M6U 5U7', 'Male', '$2,629.13 '],\n"," ['Noah', 'Moran', 'guutodi@bigwoc.kw', 'K2D 4M9', 'Male', '$8,626.96 '],\n"," ['Nina', 'Keller', 'azikez@gahew.mr', 'S1T 4E6', 'Male', '$9,072.02 ']]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"SuYdDHQpnZxL","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223515728,"user_tz":240,"elapsed":495,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"a0cc0646-97b4-4528-94ee-5d173a437371"},"source":["# Let's view the first row\n","data[0]"],"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['first', ' last', ' email', ' postal', ' gender', ' dollar']"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"iPiq2lkMnbjW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223545797,"user_tz":240,"elapsed":1170,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"4d7b33d9-ba3d-4794-f43d-e4b625db6409"},"source":["# Let's view the second row\n","data[1]"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Joseph', 'Patton', 'daafeja@boh.jm', 'M6U 5U7', 'Male', '$2,629.13 ']"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"code","metadata":{"id":"1EbBeptqm1XY","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600223577220,"user_tz":240,"elapsed":556,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["# Combine first and last names together to generate full_name\n","full_name = []\n","\n","for row in data[1:4]:\n","    full_name.append( row[0] + \" \" + row[1] )"],"execution_count":23,"outputs":[]},{"cell_type":"code","metadata":{"id":"gD3H86PLm3FO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223578700,"user_tz":240,"elapsed":537,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"a31679d3-c405-46b0-ef6a-fc0f84d993f4"},"source":["full_name"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Joseph Patton', 'Noah Moran', 'Nina Keller']"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"code","metadata":{"id":"cjLRTZfcm5_I","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600223583588,"user_tz":240,"elapsed":565,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["dollar = []\n","for row in data[1:4]:\n","    dollar.append(row[5])"],"execution_count":25,"outputs":[]},{"cell_type":"code","metadata":{"id":"wTXefzJAm6Wv","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223585043,"user_tz":240,"elapsed":641,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"fafeda12-0198-470a-f003-ee346fbc8eba"},"source":["dollar"],"execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['$2,629.13 ', '$8,626.96 ', '$9,072.02 ']"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"fxYxNeqJxEmR","colab_type":"text"},"source":["**MINI CHALLENGE #2:**\n","- **Read the CSV file entitled \"S&P500_Stock_data.csv\" and print out the heading**\n","- **Print out the first 5 rows of data**\n"]},{"cell_type":"code","metadata":{"id":"yzmHo9AHxhff","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1YIpbzx8wrYj","colab_type":"text"},"source":["# EXCELLENT JOB!"]},{"cell_type":"markdown","metadata":{"id":"JOWd-_I8xlze","colab_type":"text"},"source":["# MINI CHALLENGE SOLUTIONS:\n"]},{"cell_type":"markdown","metadata":{"id":"PiBxzSjVxr4u","colab_type":"text"},"source":["**MINI CHALLENGE #1:**\n","- **Read the file 'fruits_input.txt'**\n","- **compare the text file content to the list my_fruits = [\"Apple\", \"Pepper\", \"Orange\", \"Watermelon\", \"Tomatoes\"]**"]},{"cell_type":"code","metadata":{"id":"45oMJBA2xvC5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223384090,"user_tz":240,"elapsed":1991,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"d5fcc5fb-e1b4-4979-db0f-6fae0709d8e5"},"source":["my_fruits = [\"Apple\", \"Pepper\", \"Orange\", \"Watermelon\", \"Tomatoes\"]\n","\n","with open(\"/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/fruits_input.txt\", \"r\") as file:\n","    all_fruits = file.readlines()\n","\n","all_fruits = [char.rstrip('\\n') for char in all_fruits]\n","Selected_fruits = [i for i in all_fruits if i in my_fruits]\n","\n","print(Selected_fruits)\n"],"execution_count":13,"outputs":[{"output_type":"stream","text":["['Apple', 'Watermelon', 'Orange']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"E-Ab25tzxuQU","colab_type":"text"},"source":["**MINI CHALLENGE #2:**\n","- **Read the CSV file entitled \"S&P500_Stock_data.csv\" and print out the heading**\n","- **Print out the first 5 rows of data**"]},{"cell_type":"code","metadata":{"id":"RKGDASZTxVYK","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600223605285,"user_tz":240,"elapsed":1287,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["import csv\n","with open(\"/content/drive/My Drive/Colab Notebooks/Python & ML in Finance/Part 1. Python Programming Fundamentals/S&P500_Stock_Data.csv\", \"r\") as csvfile:\n","    readCSV = csv.reader(csvfile, delimiter=',')\n","    stock = list(readCSV)\n","    "],"execution_count":27,"outputs":[]},{"cell_type":"code","metadata":{"id":"f38DGWN6xXz7","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":55},"executionInfo":{"status":"ok","timestamp":1600223606386,"user_tz":240,"elapsed":648,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"67bce6ab-5f1b-437b-bf78-5c61247cb905"},"source":["print(stock)"],"execution_count":28,"outputs":[{"output_type":"stream","text":["[['Interest Rates', 'Employment', 'S&P 500 Price'], ['1.943859273', '55.41357113', '2206.680582'], ['2.258228944', '59.54630512', '2486.474488'], ['2.215862783', '57.41468676', '2405.868337'], ['1.977959542', '49.90835272', '2140.434475'], ['2.437722808', '52.03549192', '2411.275663'], ['2.143636835', '56.06059825', '2187.344909'], ['2.148646786', '51.51320834', '2263.049249'], ['2.176183572', '53.4759086', '2281.496374'], ['2.125351611', '63.66842224', '2355.163011'], ['2.225681934', '56.99339607', '2326.330337'], ['1.814687751', '55.36178043', '2078.553895'], ['2.281897215', '58.48475241', '2337.504507'], ['2.426737871', '55.7093282', '2485.774097'], ['2.259270476', '61.8872018', '2478.413528'], ['2.38801924', '66.55127056', '2665.00807'], ['1.715103596', '60.20251695', '2057.393366'], ['2.392425284', '60.57381954', '2423.590565'], ['2.388766722', '58.26132918', '2605.470983'], ['2.25666065', '52.77316693', '2303.851816'], ['2.089815376', '48.80721748', '2095.440317'], ['2.348535874', '58.65942761', '2495.24303'], ['1.751579397', '54.1482556', '1871.361622'], ['2.043664892', '55.88532564', '2213.4959'], ['1.925000309', '50.65959264', '2173.474255'], ['2.555488648', '60.66742545', '2505.572687'], ['2.327856795', '52.32411313', '2394.960918'], ['2.470797697', '66.41062676', '2607.334886'], ['2.493477616', '62.36990787', '2711.535184'], ['2.019271886', '61.30918176', '2287.893451'], ['2.150985995', '58.01026516', '2301.183322'], ['2.346574367', '60.24485249', '2578.928716'], ['2.234971973', '66.43079774', '2400.838075'], ['2.318586182', '58.47312625', '2513.761261'], ['2.471254469', '54.27216682', '2499.709024'], ['2.429504212', '55.96780222', '2511.585107'], ['1.86233331', '53.5464955', '2056.66532'], ['2.08177214', '59.49549477', '2322.506869'], ['2.078313338', '54.70496374', '2214.438648'], ['2.035760712', '58.20633629', '2293.011223'], ['2.153788109', '53.79384887', '2284.377552'], ['2.368019487', '52.15390967', '2395.449084'], ['2.045156301', '55.33238241', '2232.631281'], ['2.294886883', '62.08243198', '2486.886187'], ['1.946422633', '55.64811342', '2128.56097'], ['2.378292866', '53.86825132', '2330.264882'], ['1.907588612', '65.05663684', '2179.832793'], ['2.377799098', '61.38839068', '2454.376297'], 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'2156.133786']]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"H6wfbUS4xX2Y","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1600223608592,"user_tz":240,"elapsed":580,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"563d368f-38fb-474b-fd71-a76800f65809"},"source":["print(stock[0])"],"execution_count":29,"outputs":[{"output_type":"stream","text":["['Interest Rates', 'Employment', 'S&P 500 Price']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"vPW5JHLExaJG","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600223609658,"user_tz":240,"elapsed":525,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}}},"source":["selected = []\n","for row in stock[1:6]:\n","    selected.append(row)"],"execution_count":30,"outputs":[]},{"cell_type":"code","metadata":{"id":"X7R2RDmkxaLQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":104},"executionInfo":{"status":"ok","timestamp":1600223611786,"user_tz":240,"elapsed":553,"user":{"displayName":"Stemplicity","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj2vCFt-bD5mPBhUWX0QA6xiBgoXQXtwUm2jgjaCg=s64","userId":"10668071569687886186"}},"outputId":"042b142f-8b8b-4a62-c811-d75541d2860b"},"source":["selected"],"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[['1.943859273', '55.41357113', '2206.680582'],\n"," ['2.258228944', '59.54630512', '2486.474488'],\n"," ['2.215862783', '57.41468676', '2405.868337'],\n"," ['1.977959542', '49.90835272', '2140.434475'],\n"," ['2.437722808', '52.03549192', '2411.275663']]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"id":"yfrWoZwxwojy","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]}]}