pip install python-dateutil

sample_read_data

import json, time, datetime, math, csv, copy, sys
from dateutil.parser import parse
# % read worker attribute: worker_quality
worker_quality = {}
csvfile = open("worker_quality.csv", "r")
csvreader = csv.reader(csvfile)
header = next(csvreader)    # 去除头行
for line in csvreader:
    if float(line[1]) > 0.0:
        worker_quality[int(line[0])] = float(line[1]) / 100.0
csvfile.close()
# % read project id
file = open("project_list.csv", "r")
project_list_lines = file.readlines()
file.close()
project_dir = "project/"
entry_dir = "entry/"
all_begin_time = parse("2018-01-01T0:0:0Z")
project_info = {}
entry_info = {}
limit = 24
industry_list = {}
for line in project_list_lines:
    line = line.strip('\n').split(',')
    project_id = int(line[0])
    entry_count = int(line[1])
    file = open(project_dir + "project_" + str(project_id) + ".txt", "r")
    htmlcode = file.read()
    file.close()
    text = json.loads(htmlcode)
    project_info[project_id] = {}
    project_info[project_id]["sub_category"] = int(text["sub_category"]) #% project sub_category
    project_info[project_id]["category"] = int(text["category"]) #% project category
    project_info[project_id]["entry_count"] = int(text["entry_count"]) #% project answers in total
    project_info[project_id]["start_date"] = parse(text["start_date"]) #% project start date
    project_info[project_id]["deadline"] = parse(text["deadline"]) #% project end date
    if text["industry"] not in industry_list:
        industry_list[text["industry"]] = len(industry_list)
    project_info[project_id]["industry"] = industry_list[text["industry"]] #% project domain
    entry_info[project_id] = {}
    k = 0
    while k < entry_count:
        file = open(entry_dir + "entry_" + str(project_id) + "_" + str(k) + ".txt", "r")
        htmlcode = file.read()
        file.close()
        text = json.loads(htmlcode)
        for item in text["results"]:
            entry_number = int(item["entry_number"])
            entry_info[project_id][entry_number] = {}
            entry_info[project_id][entry_number]["entry_created_at"] = parse(item["entry_created_at"]) #% worker answer_time
            entry_info[project_id][entry_number]["id"] = int(item["id"]) #% work_id，id为猜测参数，原参数为worker
        k += limit
print("finish read_data")

text for project

{
    "sub_category":17,
    "title":"I AM FITNESS Template Powerpoint Presentation",
    "industry":"physical-fitness",
    "featured":false,
    "status":"completed",
    "deadline":"2018-01-02T15:14:23.901031Z",
    "deadline_original":null,
    "start_date":"2017-12-26T22:21:20.408368Z",
    "category":5,
    "nda_auto_approve":true,
    "nda_portfolio_use_allowed":true,
    "original_package":79,
    "client_legal_name":"I AM FITNESS",
    "client_legal_country":"us",
    "one_to_one_negotiation_value":"0.00",
    "one_to_one_creative":null,
    "entry_ids":[
        9940264,
        9940049,
        9940663,
        9942277,
        9942278,
        9942281,
        9941535,
        9940292,
        9941542,
        9940127,
        9942279,
        9942275,
        9942280,
        9942576,
        9942276,
        9942335
    ],
    "client_feedback":43.75,
    "invoice_note":null,
    "brief_answers":{
        "company":"Wellness Coach",
        "top_3":"Clean, smart, black and white",
        "vision":"Clean template",
        "select_fonts":[
            "serif"
        ],
        "how_presentation_used":"All 3 ways",
        "industry":"physical-fitness",
        "select_colors":[
            [
                "eeeeee",
                "d0d0d0",
                "b2b2b2",
                "949494",
                "777777",
                "595959",
                "3B3B3B",
                "1D1D1D",
                "000000"
            ]
        ],
        "output":"powerpoint",
        "anything_else":"www.iamfitnessss.com",
        "initial_content":"Template Presentation - I need 20 pages including my logo in various designs and a template for my business"
    },
    "brief_questions":[
        {
            "description":"Please provide a 2-3 sentence summary of your project. This will be publicly visible, so don't share anything confidential.",
            "name":"description",
            "validations":[
                "required"
            ],
            "answer_label":"Project Summary",
            "type":"textarea",
            "label":"Summarize your project.",
            "help":""
        },
        {
            "validations":[
                "required"
            ],
            "help":"",
            "name":"industry",
            "options":[
                {
                    "field":"advertising-and-marketing",
                    "label":"Advertising & Marketing"
                },
                {
                    "field":"agriculture",
                    "label":"Agriculture"
                },
                {
                    "field":"animal-pet",
                    "label":"Animal & Pet"
                },
                {
                    "field":"architectural",
                    "label":"Architectural"
                },
                {
                    "field":"art-design",
                    "label":"Art & Design"
                },
                {
                    "field":"automotive",
                    "label":"Automotive"
                },
                {
                    "field":"bar-nightclub",
                    "label":"Bar & Nightclub"
                },
                {
                    "field":"cleaning-maintenance",
                    "label":"Cleaning & Maintenance"
                },
                {
                    "field":"communications",
                    "label":"Communications"
                },
                {
                    "field":"community-non-profit",
                    "label":"Community & Non-Profit"
                },
                {
                    "field":"consulting-and-professional-services",
                    "label":"Consulting & Professional Services"
                },
                {
                    "field":"cosmetics-beauty",
                    "label":"Cosmetics & Beauty"
                },
                {
                    "field":"education-and-universities",
                    "label":"Education"
                },
                {
                    "field":"entertainment-and-sports",
                    "label":"Entertainment & Sports"
                },
                {
                    "field":"environmental",
                    "label":"Environmental"
                },
                {
                    "field":"fashion",
                    "label":"Fashion"
                },
                {
                    "field":"financial-services",
                    "label":"Financial Services"
                },
                {
                    "field":"food-and-beverage",
                    "label":"Food & Beverage"
                },
                {
                    "field":"games-recreational",
                    "label":"Games & Recreational"
                },
                {
                    "field":"government-and-municipal",
                    "label":"Government & Municipal"
                },
                {
                    "field":"health-care-and-biotech",
                    "label":"Health Care & Biotech"
                },
                {
                    "field":"home-furnishing",
                    "label":"Home Furnishing"
                },
                {
                    "field":"industrial",
                    "label":"Industrial"
                },
                {
                    "field":"internet",
                    "label":"Internet"
                },
                {
                    "field":"landscaping",
                    "label":"Landscaping"
                },
                {
                    "field":"legal",
                    "label":"Legal"
                },
                {
                    "field":"photography",
                    "label":"Photography"
                },
                {
                    "field":"physical-fitness",
                    "label":"Physical Fitness"
                },
                {
                    "field":"publishing-and-media",
                    "label":"Publishing & Media"
                },
                {
                    "field":"real-estate-and-construction",
                    "label":"Real Estate & Construction"
                },
                {
                    "field":"religious",
                    "label":"Religious"
                },
                {
                    "field":"retail",
                    "label":"Retail"
                },
                {
                    "field":"software-and-information-technology",
                    "label":"Software & Technology"
                },
                {
                    "field":"travel-hotel",
                    "label":"Travel & Hotel"
                },
                {
                    "field":"wedding-service",
                    "label":"Wedding Service"
                },
                {
                    "field":"other",
                    "label":"Other"
                }
            ],
            "answer_label":"Industry",
            "type":"select",
            "label":"What industry do you work in?",
            "description":"Which industry most closely aligns with your company/organization?"
        },
        {
            "description":"What do you do? Who is your target audience?",
            "name":"company",
            "validations":[
                "required"
            ],
            "answer_label":"About Your Company",
            "type":"textarea",
            "label":"Tell us about your company/organization.",
            "help":"This more you share, the better your results will be."
        },
        {
            "description":"Will it be delivered in person, on screen, projected?",
            "name":"how_presentation_used",
            "validations":[
                "required"
            ],
            "answer_label":"How presentation will be used",
            "type":"textarea",
            "label":"How will your presentation be used?",
            "help":""
        },
        {
            "validations":[
                "required"
            ],
            "help":"",
            "name":"output",
            "options":[
                {
                    "field":"pdf",
                    "label":"PDF"
                },
                {
                    "field":"keynote",
                    "label":"Keynote"
                },
                {
                    "field":"powerpoint",
                    "label":"PowerPoint"
                },
                {
                    "field":"other",
                    "label":"Other"
                }
            ],
            "answer_label":"Output",
            "type":"radio",
            "label":"What is the desired output?",
            "description":"What filetype do you need? Select all that apply."
        },
        {
            "validations":[
                "required"
            ],
            "help":"",
            "name":"select_colors",
            "options":[
                {
                    "colors":[
                        "ffcdd2",
                        "ef9a9a",
                        "e57373",
                        "ef5350",
                        "f44336",
                        "e53935",
                        "d32f2f",
                        "c62828",
                        "b71c1c"
                    ],
                    "label":"Reds",
                    "name":"Red"
                },
                {
                    "colors":[
                        "F8BBD0",
                        "F48FB1",
                        "F06292",
                        "EC407A",
                        "E91E63",
                        "D81B60",
                        "C2185B",
                        "AD1457",
                        "880E4F"
                    ],
                    "label":"Pinks",
                    "name":"Pink"
                },
                {
                    "colors":[
                        "D1C4E9",
                        "B39DDB",
                        "9575CD",
                        "7E57C2",
                        "673AB7",
                        "5E35B1",
                        "512DA8",
                        "4527A0",
                        "311B92"
                    ],
                    "label":"Purples",
                    "name":"Purple"
                },
                {
                    "colors":[
                        "BBDEFB",
                        "90CAF9",
                        "64B5F6",
                        "42A5F5",
                        "2196F3",
                        "1E88E5",
                        "1976D2",
                        "1565C0",
                        "0D47A1"
                    ],
                    "label":"Blues",
                    "name":"Blue"
                },
                {
                    "colors":[
                        "B2EBF2",
                        "80DEEA",
                        "4DD0E1",
                        "26C6DA",
                        "00BCD4",
                        "00ACC1",
                        "0097A7",
                        "00838F",
                        "006064"
                    ],
                    "label":"Aquas",
                    "name":"Aqua"
                },
                {
                    "colors":[
                        "DCEDC8",
                        "C5E1A5",
                        "AED581",
                        "9CCC65",
                        "8BC34A",
                        "7CB342",
                        "689F38",
                        "558B2F",
                        "33691E"
                    ],
                    "label":"Greens",
                    "name":"Green"
                },
                {
                    "colors":[
                        "FFF9C4",
                        "FFF59D",
                        "FFF176",
                        "FFEE58",
                        "FFEB3B",
                        "FDD835",
                        "FBC02D",
                        "F9A825",
                        "F57F17"
                    ],
                    "label":"Yellows",
                    "name":"Yellow"
                },
                {
                    "colors":[
                        "FFE0B2",
                        "FFCC80",
                        "FFB74D",
                        "FFA726",
                        "FF9800",
                        "FB8C00",
                        "F57C00",
                        "EF6C00",
                        "E65100"
                    ],
                    "label":"Oranges",
                    "name":"Orange"
                },
                {
                    "colors":[
                        "D7CCC8",
                        "BCAAA4",
                        "A1887F",
                        "8D6E63",
                        "795548",
                        "6D4C41",
                        "5D4037",
                        "4E342E",
                        "3E2723"
                    ],
                    "label":"Browns",
                    "name":"Brown"
                },
                {
                    "colors":[
                        "eeeeee",
                        "d0d0d0",
                        "b2b2b2",
                        "949494",
                        "777777",
                        "595959",
                        "3B3B3B",
                        "1D1D1D",
                        "000000"
                    ],
                    "label":"Greys",
                    "name":"Grey"
                },
                {
                    "colors":[
                        "f44336",
                        "4CAF50",
                        "2196F3",
                        "FFEB3B",
                        "673AB7",
                        "FF9800",
                        "00BCD4",
                        "795548",
                        "777777"
                    ],
                    "label":"Designer's Choice",
                    "name":"Designer"
                }
            ],
            "answer_label":"Colors to Explore",
            "type":"color-selector",
            "label":"Which colors do you prefer?",
            "description":"What colors do you want creatives to explore? Select up to 3."
        },
        {
            "validations":[
                "required"
            ],
            "help":"",
            "name":"select_fonts",
            "options":[
                {
                    "icon":"font-sans",
                    "field":"sans_serif",
                    "label":"Sans-serif"
                },
                {
                    "icon":"font-serif",
                    "field":"serif",
                    "label":"Serif"
                },
                {
                    "icon":"font-block",
                    "field":"block_serif",
                    "label":"Block Serif"
                },
                {
                    "icon":"font-script",
                    "field":"script",
                    "label":"Script"
                },
                {
                    "icon":"font-mono",
                    "field":"mono",
                    "label":"Mono"
                },
                {
                    "icon":"no-preference",
                    "field":"no_preference",
                    "label":"No Preference"
                }
            ],
            "answer_label":"Preferred Fonts",
            "type":"multi-grid-select",
            "label":"Which fonts do you prefer?",
            "description":"Select all that apply."
        },
        {
            "description":"Summarize the content you plan to upload, or list the specific content you need included, such as written copy, existing logo, photography, etc.",
            "name":"initial_content",
            "validations":[
                "required"
            ],
            "answer_label":"Content",
            "type":"textarea",
            "label":"What content should your presentation include?",
            "help":"You can also upload a file in a later step."
        },
        {
            "description":"What are the top 3 things you want to communicate through your presentation?",
            "name":"top_3",
            "validations":[
                "required"
            ],
            "answer_label":"Top 3 Things",
            "type":"textarea",
            "label":"What are your top 3 things?",
            "help":"Examples: Modernity, Professionalism, Strength."
        },
        {
            "description":"What does the winning presentation look like? Anything you don't want to see?",
            "name":"vision",
            "validations":[
                "required"
            ],
            "answer_label":"Vision",
            "type":"textarea",
            "label":"What is your vision for your presentation?",
            "help":""
        },
        {
            "description":"The more information, the better your results will be. Include links to things that inspired you, competitor information, or any other info. Remember to include any special file formats you will need.",
            "name":"anything_else",
            "validations":[
            ],
            "answer_label":"Additional Info",
            "type":"textarea",
            "label":"Do you want to provide any additional info?",
            "help":""
        },
        {
            "description":"Share files like sketches, screenshots, examples or other reference material.",
            "name":"file_upload",
            "validations":[
            ],
            "answer_label":"Files",
            "type":"files",
            "label":"Do you want to share any files?",
            "help":""
        }
    ],
    "id":2892548,
    "client":3064387,
    "created_at":"2017-12-26T22:15:17.998456Z",
    "updated_at":"2018-12-17T19:37:15.936835Z",
    "slug":"i-am-fitness-template-powerpoint-presentation",
    "entry_count":16,
    "creative_count":4,
    "unscored_entry_count":9,
    "nda_pending_creative_count":0,
    "creative_ids":[],
    "watchers_count":8,
    "average_score":3.3,
    "entry_type":"image",
    "is_one_to_one":false,
    "is_legacy":false,
    "one_to_one_negotiation_status":"not_started",
    "total_awards":200,
    "total_package_tips":0,
    "assured":false,
    "private_gallery":false,
    "search_exclusion":false,
    "nda_required":false,
    "package_name":"Silver",
    "message_stream_id":1304068,
    "collaboration_allowed":false,
    "platinum_only":false,
    "elite_only":false,
    "visible":true,
    "billables":[],
    "nda_manual_approval_allowed":false,
    "elite_reservations":{},
    "one_to_one_declined_creative_ids":[],
    "project_thumbnail":"https://crowdspring3-production.s3.amazonaws.com/project_entries/fd/e6f9a4689ec942e88b657cd6186c8020",
    "presentations_allowed":false,
    "can_create_focus_group":true,
    "give_back":false,
    "removed_creative_ids":[],
    "attachments_zip":"",
    "attachments_zip_created_at":"",
    "elite_participants":[],
    "total_awards_and_tips":200,
    "award_rules":[
        {
            "order":0,
            "uuid":"eca7fbdb-2c4b-4a18-892c-696b6c7cf29f",
            "id":303,
            "feature":{
                "common_name":null,
                "fee_rules":[
                    {
                        "price":"15.00",
                        "start":200,
                        "id":320,
                        "price_calculation":"PERCENTAGE",
                        "end":null
                    },
                    {
                        "price":"0.00",
                        "start":0,
                        "id":319,
                        "price_calculation":"FLAT",
                        "end":200
                    }
                ],
                "normal_price":null,
                "active":true,
                "default":true,
                "pricing_algorithm":"first match",
                "value":"200",
                "id":346,
                "included":true,
                "price":"0.00",
                "provides":[
                    {
                        "name":"Award",
                        "id":20,
                        "code":"AWARD"
                    }
                ],
                "description":"",
                "visible":true,
                "value_display":null,
                "overrides":[
                ],
                "min":200,
                "requires":null,
                "read_only":false,
                "fee_algorithm":"ranged",
                "internal_name":"Presentation Award $200 (Silver)",
                "options":[
                ],
                "type":"free value",
                "minimum_fee":null,
                "position":1,
                "group":null,
                "name":"Award",
                "pricing_rules":[
                    {
                        "price":"1.00",
                        "start":0,
                        "id":159,
                        "price_calculation":"UNITY",
                        "end":null
                    }
                ],
                "max":null,
                "fee":"0.00"
            }
        },
        {
            "order":1,
            "uuid":"02b7f23f-76b8-49de-9fbc-3a79fe53ab40",
            "id":304,
            "feature":{
                "common_name":null,
                "fee_rules":[
                    {
                        "price":"15.00",
                        "start":200,
                        "id":304,
                        "price_calculation":"PERCENTAGE",
                        "end":null
                    },
                    {
                        "price":"15.00",
                        "start":0,
                        "id":303,
                        "price_calculation":"PERCENTAGE",
                        "end":200
                    }
                ],
                "normal_price":null,
                "active":false,
                "default":false,
                "pricing_algorithm":"first match",
                "value":"200",
                "id":338,
                "included":false,
                "price":"0.00",
                "provides":[
                    {
                        "name":"Award",
                        "id":20,
                        "code":"AWARD"
                    }
                ],
                "description":"",
                "visible":false,
                "value_display":null,
                "overrides":[
                ],
                "min":200,
                "requires":null,
                "read_only":false,
                "fee_algorithm":"ranged",
                "internal_name":"Presentation Silver $200 Extra Award",
                "options":[
                ],
                "type":"free value",
                "minimum_fee":null,
                "position":0,
                "group":null,
                "name":"Award",
                "pricing_rules":[
                    {
                        "price":"1.00",
                        "start":0,
                        "id":151,
                        "price_calculation":"UNITY",
                        "end":null
                    }
                ],
                "max":null,
                "fee":"0.00"
            }
        }
    ],
    "features":[
        {
            "order":0,
            "uuid":"7f8d7ae0-54e1-43c4-98a8-b2dd1a47823a",
            "id":1599,
            "feature":{
                "common_name":null,
                "fee_rules":[
                ],
                "normal_price":null,
                "active":true,
                "default":true,
                "pricing_algorithm":"first match",
                "value":null,
                "id":179,
                "included":true,
                "price":"99.00",
                "provides":[
                    {
                        "name":"Fee",
                        "id":19,
                        "code":"FEE"
                    }
                ],
                "description":"",
                "visible":false,
                "value_display":null,
                "overrides":[
                ],
                "min":null,
                "requires":null,
                "read_only":true,
                "fee_algorithm":"first match",
                "internal_name":"Fee $99 (Presentation Silver)",
                "options":[
                ],
                "type":"simple",
                "minimum_fee":null,
                "position":0,
                "group":null,
                "name":"Fee",
                "pricing_rules":[
                ],
                "max":null,
                "fee":"0.00"
            }
        },
        {
            "order":0,
            "uuid":"29b2b773-f179-4739-98ee-1cf2f800f7e8",
            "id":1584,
            "feature":{
                "common_name":null,
                "fee_rules":[
                ],
                "normal_price":null,
                "active":true,
                "default":true,
                "pricing_algorithm":"first match",
                "value":"60",
                "id":13,
                "included":true,
                "price":"0.00",
                "provides":[
                ],
                "description":"",
                "visible":true,
                "value_display":"~60",
                "overrides":[
                    {
                        "name":"Designs to Expect",
                        "id":4,
                        "code":"DESIGNS_TO_EXPECT"
                    }
                ],
                "min":null,
                "requires":null,
                "read_only":true,
                "fee_algorithm":"first match",
                "internal_name":"Designs to expect ~60",
                "options":[
                ],
                "type":"simple",
                "minimum_fee":null,
                "position":0,
                "group":null,
                "name":"Designs to expect",
                "pricing_rules":[
                ],
                "max":null,
                "fee":"0.00"
            }
        },
        {
            "order":1,
            "uuid":"65b3d166-7f6d-4aff-ae8d-0a8722024f48",
            "id":1585,
            "feature":{
                "common_name":null,
                "fee_rules":[
                ],
                "normal_price":null,
                "active":true,
                "default":true,
                "pricing_algorithm":"first match",
                "value":"1",
                "id":1,
                "included":true,
                "price":"0.00",
                "provides":[
                    {
                        "name":"Money back guarantee",
                        "id":1,
                        "code":"MONEY_BACK_GUARANTEE"
                    }
                ],
                "description":"If you're not completely happy with your design project, we'll promptly refund all your money. Promise.",
                "visible":true,
                "value_display":null,
                "overrides":[
                ],
                "min":null,
                "requires":null,
                "read_only":false,
                "fee_algorithm":"first match",
                "internal_name":null,
                "options":[
                ],
                "type":"simple",
                "minimum_fee":null,
                "position":0,
                "group":null,
                "name":"Money back guarantee",
                "pricing_rules":[
                ],
                "max":null,
                "fee":"0.00"
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